diff --git "a/ntu120_xset/j_2/20240920_162944.log" "b/ntu120_xset/j_2/20240920_162944.log" new file mode 100644--- /dev/null +++ "b/ntu120_xset/j_2/20240920_162944.log" @@ -0,0 +1,6338 @@ +2024-09-20 16:29:44,761 - pyskl - INFO - Environment info: +------------------------------------------------------------ +sys.platform: linux +Python: 3.7.11 (default, Jul 27 2021, 14:32:16) [GCC 7.5.0] +CUDA available: True +GPU 0: NVIDIA GeForce RTX 3090 +CUDA_HOME: /usr/local +NVCC: Cuda compilation tools, release 11.5, V11.5.50 +GCC: gcc (GCC) 9.4.0 +PyTorch: 1.11.0 +PyTorch compiling details: PyTorch built with: + - GCC 7.3 + - C++ Version: 201402 + - Intel(R) oneAPI Math Kernel Library Version 2021.4-Product Build 20210904 for Intel(R) 64 architecture applications + - Intel(R) MKL-DNN v2.5.2 (Git Hash a9302535553c73243c632ad3c4c80beec3d19a1e) + - OpenMP 201511 (a.k.a. OpenMP 4.5) + - LAPACK is enabled (usually provided by MKL) + - NNPACK is enabled + - CPU capability usage: AVX2 + - CUDA Runtime 11.3 + - NVCC architecture flags: -gencode;arch=compute_37,code=sm_37;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_61,code=sm_61;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_80,code=sm_80;-gencode;arch=compute_86,code=sm_86;-gencode;arch=compute_37,code=compute_37 + - CuDNN 8.2 + - Magma 2.5.2 + - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=11.3, CUDNN_VERSION=8.2.0, CXX_COMPILER=/opt/rh/devtoolset-7/root/usr/bin/c++, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -fopenmp -DNDEBUG -DUSE_KINETO -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE -DEDGE_PROFILER_USE_KINETO -O2 -fPIC -Wno-narrowing -Wall -Wextra -Werror=return-type -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-function -Wno-unused-result -Wno-unused-local-typedefs -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-stringop-overflow -Wno-psabi -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_VERSION=1.11.0, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=OFF, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, USE_ROCM=OFF, + +TorchVision: 0.12.0 +OpenCV: 4.10.0 +MMCV: 1.5.0 +MMCV Compiler: GCC 7.3 +MMCV CUDA Compiler: 11.3 +pyskl: 0.1.0+ +------------------------------------------------------------ + +2024-09-20 16:29:45,514 - pyskl - INFO - Config: modality = 'j' +graph = 'nturgb+d' +work_dir = './work_dirs/test_prototype/ntu120_xset/j_2' +model = dict( + type='RecognizerGCN_7_1_1', + backbone=dict( + type='GCN_7_1_2', + tcn_ms_cfg=[(3, 1), (3, 2), (3, 3), (3, 4), ('max', 3), '1x1'], + graph_cfg=dict( + layout='nturgb+d', + mode='random', + num_filter=8, + init_off=0.04, + init_std=0.02)), + cls_head=dict(type='SimpleHead_7_4_2', num_classes=120, in_channels=384)) +dataset_type = 'PoseDataset' +ann_file = '/data1/hao.wang/reproducation/hongda.liu/pyskl_data/nturgbd/ntu120_3danno.pkl' +train_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='RandomRot', theta=0.2), + dict(type='GenSkeFeat', feats=['j']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +val_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['j']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +test_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['j']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +data = dict( + videos_per_gpu=16, + workers_per_gpu=4, + test_dataloader=dict(videos_per_gpu=1), + train=dict( + type='PoseDataset', + ann_file= + '/data1/hao.wang/reproducation/hongda.liu/pyskl_data/nturgbd/ntu120_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='RandomRot', theta=0.2), + dict(type='GenSkeFeat', feats=['j']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xset_train'), + val=dict( + type='PoseDataset', + ann_file= + '/data1/hao.wang/reproducation/hongda.liu/pyskl_data/nturgbd/ntu120_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['j']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xset_val'), + test=dict( + type='PoseDataset', + ann_file= + '/data1/hao.wang/reproducation/hongda.liu/pyskl_data/nturgbd/ntu120_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['j']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xset_val')) +optimizer = dict( + type='SGD', lr=0.025, momentum=0.9, weight_decay=0.0005, nesterov=True) +optimizer_config = dict(grad_clip=None) +lr_config = dict(policy='CosineAnnealing', min_lr=0, by_epoch=False) +total_epochs = 150 +checkpoint_config = dict(interval=1) +evaluation = dict(interval=1, metrics=['top_k_accuracy']) +log_config = dict(interval=100, hooks=[dict(type='TextLoggerHook')]) +dist_params = dict(backend='nccl') +gpu_ids = range(0, 1) + +2024-09-20 16:29:45,514 - pyskl - INFO - Set random seed to 946205105, deterministic: False +2024-09-20 16:29:55,779 - pyskl - INFO - 54468 videos remain after valid thresholding +2024-09-20 16:30:11,818 - pyskl - INFO - 59477 videos remain after valid thresholding +2024-09-20 16:30:11,842 - pyskl - INFO - Start running, host: hao.wang@gdp, work_dir: /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/j_2 +2024-09-20 16:30:11,842 - pyskl - INFO - Hooks will be executed in the following order: +before_run: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) CheckpointHook +(NORMAL ) DistEvalHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_train_epoch: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) DistSamplerSeedHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_train_iter: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook + -------------------- +after_train_iter: +(ABOVE_NORMAL) OptimizerHook +(NORMAL ) CheckpointHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +after_train_epoch: +(NORMAL ) CheckpointHook +(NORMAL ) DistEvalHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_val_epoch: +(NORMAL ) DistSamplerSeedHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_val_iter: +(LOW ) IterTimerHook + -------------------- +after_val_iter: +(LOW ) IterTimerHook + -------------------- +after_val_epoch: +(VERY_LOW ) TextLoggerHook + -------------------- +after_run: +(VERY_LOW ) TextLoggerHook + -------------------- +2024-09-20 16:30:11,843 - pyskl - INFO - workflow: [('train', 1)], max: 150 epochs +2024-09-20 16:30:11,843 - pyskl - INFO - Checkpoints will be saved to /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/j_2 by HardDiskBackend. +2024-09-20 16:31:04,322 - pyskl - INFO - Epoch [1][100/3405] lr: 2.500e-02, eta: 3 days, 2:26:01, time: 0.525, data_time: 0.288, memory: 5251, top1_acc: 0.0181, top5_acc: 0.0688, loss_cls: 6.7524, loss: 6.7524 +2024-09-20 16:31:26,437 - pyskl - INFO - Epoch [1][200/3405] lr: 2.500e-02, eta: 2 days, 4:53:26, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.0325, top5_acc: 0.1106, loss_cls: 6.4019, loss: 6.4019 +2024-09-20 16:31:48,470 - pyskl - INFO - Epoch [1][300/3405] lr: 2.500e-02, eta: 1 day, 21:40:00, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.0275, top5_acc: 0.1375, loss_cls: 6.2791, loss: 6.2791 +2024-09-20 16:32:10,619 - pyskl - INFO - Epoch [1][400/3405] lr: 2.500e-02, eta: 1 day, 18:05:33, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.0387, top5_acc: 0.1569, loss_cls: 6.1949, loss: 6.1949 +2024-09-20 16:32:33,112 - pyskl - INFO - Epoch [1][500/3405] lr: 2.500e-02, eta: 1 day, 16:02:36, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.0400, top5_acc: 0.1644, loss_cls: 6.1397, loss: 6.1397 +2024-09-20 16:32:55,370 - pyskl - INFO - Epoch [1][600/3405] lr: 2.500e-02, eta: 1 day, 14:37:11, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.0462, top5_acc: 0.1856, loss_cls: 6.1268, loss: 6.1268 +2024-09-20 16:33:17,530 - pyskl - INFO - Epoch [1][700/3405] lr: 2.500e-02, eta: 1 day, 13:34:52, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.0456, top5_acc: 0.2013, loss_cls: 6.1036, loss: 6.1036 +2024-09-20 16:33:39,792 - pyskl - INFO - Epoch [1][800/3405] lr: 2.500e-02, eta: 1 day, 12:49:07, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.0706, top5_acc: 0.2394, loss_cls: 6.1797, loss: 6.1797 +2024-09-20 16:34:02,550 - pyskl - INFO - Epoch [1][900/3405] lr: 2.500e-02, eta: 1 day, 12:18:08, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.0631, top5_acc: 0.2531, loss_cls: 6.6494, loss: 6.6494 +2024-09-20 16:34:24,846 - pyskl - INFO - Epoch [1][1000/3405] lr: 2.500e-02, eta: 1 day, 11:49:22, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.0869, top5_acc: 0.2819, loss_cls: 6.7948, loss: 6.7948 +2024-09-20 16:34:47,488 - pyskl - INFO - Epoch [1][1100/3405] lr: 2.500e-02, eta: 1 day, 11:28:25, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.0919, top5_acc: 0.3131, loss_cls: 6.7206, loss: 6.7206 +2024-09-20 16:35:09,951 - pyskl - INFO - Epoch [1][1200/3405] lr: 2.500e-02, eta: 1 day, 11:09:37, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.1081, top5_acc: 0.3444, loss_cls: 6.4866, loss: 6.4866 +2024-09-20 16:35:32,860 - pyskl - INFO - Epoch [1][1300/3405] lr: 2.500e-02, eta: 1 day, 10:56:35, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.1094, top5_acc: 0.3725, loss_cls: 6.3159, loss: 6.3159 +2024-09-20 16:35:55,460 - pyskl - INFO - Epoch [1][1400/3405] lr: 2.500e-02, eta: 1 day, 10:43:29, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.1288, top5_acc: 0.3881, loss_cls: 6.1561, loss: 6.1561 +2024-09-20 16:36:18,248 - pyskl - INFO - Epoch [1][1500/3405] lr: 2.500e-02, eta: 1 day, 10:33:08, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.1444, top5_acc: 0.4338, loss_cls: 5.9778, loss: 5.9778 +2024-09-20 16:36:40,870 - pyskl - INFO - Epoch [1][1600/3405] lr: 2.500e-02, eta: 1 day, 10:23:09, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.1606, top5_acc: 0.4594, loss_cls: 5.6497, loss: 5.6497 +2024-09-20 16:37:03,983 - pyskl - INFO - Epoch [1][1700/3405] lr: 2.500e-02, eta: 1 day, 10:16:45, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.1688, top5_acc: 0.4681, loss_cls: 5.5207, loss: 5.5207 +2024-09-20 16:37:27,126 - pyskl - INFO - Epoch [1][1800/3405] lr: 2.500e-02, eta: 1 day, 10:11:10, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.1819, top5_acc: 0.4944, loss_cls: 5.3547, loss: 5.3547 +2024-09-20 16:37:49,716 - pyskl - INFO - Epoch [1][1900/3405] lr: 2.500e-02, eta: 1 day, 10:03:39, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.1700, top5_acc: 0.4969, loss_cls: 5.2242, loss: 5.2242 +2024-09-20 16:38:11,993 - pyskl - INFO - Epoch [1][2000/3405] lr: 2.500e-02, eta: 1 day, 9:55:32, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.1844, top5_acc: 0.5269, loss_cls: 5.0659, loss: 5.0659 +2024-09-20 16:38:34,549 - pyskl - INFO - Epoch [1][2100/3405] lr: 2.500e-02, eta: 1 day, 9:49:16, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.2044, top5_acc: 0.5194, loss_cls: 5.0242, loss: 5.0242 +2024-09-20 16:38:57,768 - pyskl - INFO - Epoch [1][2200/3405] lr: 2.500e-02, eta: 1 day, 9:46:06, time: 0.232, data_time: 0.000, memory: 5251, top1_acc: 0.2306, top5_acc: 0.5637, loss_cls: 4.7825, loss: 4.7825 +2024-09-20 16:39:20,576 - pyskl - INFO - Epoch [1][2300/3405] lr: 2.500e-02, eta: 1 day, 9:41:40, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.2225, top5_acc: 0.5637, loss_cls: 4.8148, loss: 4.8148 +2024-09-20 16:39:42,857 - pyskl - INFO - Epoch [1][2400/3405] lr: 2.500e-02, eta: 1 day, 9:35:42, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.2313, top5_acc: 0.5831, loss_cls: 4.7371, loss: 4.7371 +2024-09-20 16:40:05,673 - pyskl - INFO - Epoch [1][2500/3405] lr: 2.500e-02, eta: 1 day, 9:32:00, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.2431, top5_acc: 0.5988, loss_cls: 4.7171, loss: 4.7171 +2024-09-20 16:40:28,548 - pyskl - INFO - Epoch [1][2600/3405] lr: 2.500e-02, eta: 1 day, 9:28:44, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.2800, top5_acc: 0.6281, loss_cls: 4.5489, loss: 4.5489 +2024-09-20 16:40:51,226 - pyskl - INFO - Epoch [1][2700/3405] lr: 2.500e-02, eta: 1 day, 9:25:05, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.2656, top5_acc: 0.6250, loss_cls: 4.5952, loss: 4.5952 +2024-09-20 16:41:14,077 - pyskl - INFO - Epoch [1][2800/3405] lr: 2.500e-02, eta: 1 day, 9:22:10, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.2644, top5_acc: 0.6344, loss_cls: 4.5419, loss: 4.5419 +2024-09-20 16:41:37,075 - pyskl - INFO - Epoch [1][2900/3405] lr: 2.500e-02, eta: 1 day, 9:19:52, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.2662, top5_acc: 0.6056, loss_cls: 4.6251, loss: 4.6251 +2024-09-20 16:41:59,924 - pyskl - INFO - Epoch [1][3000/3405] lr: 2.500e-02, eta: 1 day, 9:17:17, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.2906, top5_acc: 0.6519, loss_cls: 4.4852, loss: 4.4852 +2024-09-20 16:42:22,930 - pyskl - INFO - Epoch [1][3100/3405] lr: 2.500e-02, eta: 1 day, 9:15:15, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.2600, top5_acc: 0.6156, loss_cls: 4.5826, loss: 4.5826 +2024-09-20 16:42:45,653 - pyskl - INFO - Epoch [1][3200/3405] lr: 2.500e-02, eta: 1 day, 9:12:35, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.3013, top5_acc: 0.6713, loss_cls: 4.4086, loss: 4.4086 +2024-09-20 16:43:08,625 - pyskl - INFO - Epoch [1][3300/3405] lr: 2.500e-02, eta: 1 day, 9:10:42, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.3081, top5_acc: 0.6787, loss_cls: 4.3583, loss: 4.3583 +2024-09-20 16:43:31,030 - pyskl - INFO - Epoch [1][3400/3405] lr: 2.500e-02, eta: 1 day, 9:07:29, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.3394, top5_acc: 0.7069, loss_cls: 4.2765, loss: 4.2765 +2024-09-20 16:43:32,826 - pyskl - INFO - Saving checkpoint at 1 epochs +2024-09-20 16:47:22,426 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-20 16:47:23,228 - pyskl - INFO - +top1_acc 0.2930 +top5_acc 0.6486 +2024-09-20 16:47:23,467 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. +2024-09-20 16:47:23,468 - pyskl - INFO - Best top1_acc is 0.2930 at 1 epoch. +2024-09-20 16:47:23,487 - pyskl - INFO - Epoch(val) [1][3718] top1_acc: 0.2930, top5_acc: 0.6486 +2024-09-20 16:48:16,078 - pyskl - INFO - Epoch [2][100/3405] lr: 2.500e-02, eta: 1 day, 10:14:22, time: 0.526, data_time: 0.300, memory: 5251, top1_acc: 0.3488, top5_acc: 0.7144, loss_cls: 4.2436, loss: 4.2436 +2024-09-20 16:48:38,767 - pyskl - INFO - Epoch [2][200/3405] lr: 2.500e-02, eta: 1 day, 10:10:11, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.3500, top5_acc: 0.6981, loss_cls: 4.2482, loss: 4.2482 +2024-09-20 16:49:01,403 - pyskl - INFO - Epoch [2][300/3405] lr: 2.500e-02, eta: 1 day, 10:06:05, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.3225, top5_acc: 0.6894, loss_cls: 4.2821, loss: 4.2821 +2024-09-20 16:49:24,146 - pyskl - INFO - Epoch [2][400/3405] lr: 2.500e-02, eta: 1 day, 10:02:25, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.3456, top5_acc: 0.7306, loss_cls: 4.1599, loss: 4.1599 +2024-09-20 16:49:47,005 - pyskl - INFO - Epoch [2][500/3405] lr: 2.500e-02, eta: 1 day, 9:59:10, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.3688, top5_acc: 0.7206, loss_cls: 4.1669, loss: 4.1669 +2024-09-20 16:50:10,069 - pyskl - INFO - Epoch [2][600/3405] lr: 2.500e-02, eta: 1 day, 9:56:29, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.3850, top5_acc: 0.7562, loss_cls: 4.0279, loss: 4.0279 +2024-09-20 16:50:33,306 - pyskl - INFO - Epoch [2][700/3405] lr: 2.500e-02, eta: 1 day, 9:54:17, time: 0.232, data_time: 0.000, memory: 5251, top1_acc: 0.3844, top5_acc: 0.7419, loss_cls: 4.0597, loss: 4.0597 +2024-09-20 16:50:56,052 - pyskl - INFO - Epoch [2][800/3405] lr: 2.500e-02, eta: 1 day, 9:51:11, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.4044, top5_acc: 0.7412, loss_cls: 4.0445, loss: 4.0445 +2024-09-20 16:51:18,827 - pyskl - INFO - Epoch [2][900/3405] lr: 2.500e-02, eta: 1 day, 9:48:16, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.3881, top5_acc: 0.7550, loss_cls: 4.0363, loss: 4.0363 +2024-09-20 16:51:41,556 - pyskl - INFO - Epoch [2][1000/3405] lr: 2.500e-02, eta: 1 day, 9:45:22, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.4113, top5_acc: 0.7462, loss_cls: 4.0258, loss: 4.0258 +2024-09-20 16:52:04,171 - pyskl - INFO - Epoch [2][1100/3405] lr: 2.500e-02, eta: 1 day, 9:42:22, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.4194, top5_acc: 0.7675, loss_cls: 3.9652, loss: 3.9652 +2024-09-20 16:52:26,957 - pyskl - INFO - Epoch [2][1200/3405] lr: 2.499e-02, eta: 1 day, 9:39:48, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.3925, top5_acc: 0.7575, loss_cls: 4.0008, loss: 4.0008 +2024-09-20 16:52:49,336 - pyskl - INFO - Epoch [2][1300/3405] lr: 2.499e-02, eta: 1 day, 9:36:36, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.4100, top5_acc: 0.7669, loss_cls: 3.9377, loss: 3.9377 +2024-09-20 16:53:12,310 - pyskl - INFO - Epoch [2][1400/3405] lr: 2.499e-02, eta: 1 day, 9:34:33, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.4256, top5_acc: 0.7700, loss_cls: 3.9079, loss: 3.9079 +2024-09-20 16:53:35,563 - pyskl - INFO - Epoch [2][1500/3405] lr: 2.499e-02, eta: 1 day, 9:33:03, time: 0.233, data_time: 0.000, memory: 5251, top1_acc: 0.4056, top5_acc: 0.7669, loss_cls: 3.9594, loss: 3.9594 +2024-09-20 16:53:58,850 - pyskl - INFO - Epoch [2][1600/3405] lr: 2.499e-02, eta: 1 day, 9:31:40, time: 0.233, data_time: 0.000, memory: 5251, top1_acc: 0.4275, top5_acc: 0.7950, loss_cls: 3.8859, loss: 3.8859 +2024-09-20 16:54:21,516 - pyskl - INFO - Epoch [2][1700/3405] lr: 2.499e-02, eta: 1 day, 9:29:17, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.4456, top5_acc: 0.7856, loss_cls: 3.8556, loss: 3.8556 +2024-09-20 16:54:43,887 - pyskl - INFO - Epoch [2][1800/3405] lr: 2.499e-02, eta: 1 day, 9:26:30, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.4556, top5_acc: 0.7775, loss_cls: 3.8541, loss: 3.8541 +2024-09-20 16:55:07,053 - pyskl - INFO - Epoch [2][1900/3405] lr: 2.499e-02, eta: 1 day, 9:25:04, time: 0.232, data_time: 0.000, memory: 5251, top1_acc: 0.4194, top5_acc: 0.7881, loss_cls: 3.8816, loss: 3.8816 +2024-09-20 16:55:29,894 - pyskl - INFO - Epoch [2][2000/3405] lr: 2.499e-02, eta: 1 day, 9:23:11, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.4400, top5_acc: 0.8037, loss_cls: 3.8003, loss: 3.8003 +2024-09-20 16:55:52,305 - pyskl - INFO - Epoch [2][2100/3405] lr: 2.499e-02, eta: 1 day, 9:20:41, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.4444, top5_acc: 0.7887, loss_cls: 3.8210, loss: 3.8210 +2024-09-20 16:56:15,575 - pyskl - INFO - Epoch [2][2200/3405] lr: 2.499e-02, eta: 1 day, 9:19:33, time: 0.233, data_time: 0.000, memory: 5251, top1_acc: 0.4437, top5_acc: 0.7819, loss_cls: 3.8546, loss: 3.8546 +2024-09-20 16:56:38,755 - pyskl - INFO - Epoch [2][2300/3405] lr: 2.499e-02, eta: 1 day, 9:18:19, time: 0.232, data_time: 0.000, memory: 5251, top1_acc: 0.4625, top5_acc: 0.7913, loss_cls: 3.8244, loss: 3.8244 +2024-09-20 16:57:01,674 - pyskl - INFO - Epoch [2][2400/3405] lr: 2.499e-02, eta: 1 day, 9:16:43, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.4556, top5_acc: 0.8013, loss_cls: 3.8035, loss: 3.8035 +2024-09-20 16:57:24,144 - pyskl - INFO - Epoch [2][2500/3405] lr: 2.499e-02, eta: 1 day, 9:14:32, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.4700, top5_acc: 0.8119, loss_cls: 3.7213, loss: 3.7213 +2024-09-20 16:57:46,876 - pyskl - INFO - Epoch [2][2600/3405] lr: 2.499e-02, eta: 1 day, 9:12:47, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.4575, top5_acc: 0.8087, loss_cls: 3.7263, loss: 3.7263 +2024-09-20 16:58:09,930 - pyskl - INFO - Epoch [2][2700/3405] lr: 2.499e-02, eta: 1 day, 9:11:30, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.4606, top5_acc: 0.8063, loss_cls: 3.7761, loss: 3.7761 +2024-09-20 16:58:33,214 - pyskl - INFO - Epoch [2][2800/3405] lr: 2.499e-02, eta: 1 day, 9:10:34, time: 0.233, data_time: 0.000, memory: 5251, top1_acc: 0.4669, top5_acc: 0.8119, loss_cls: 3.6987, loss: 3.6987 +2024-09-20 16:58:56,359 - pyskl - INFO - Epoch [2][2900/3405] lr: 2.499e-02, eta: 1 day, 9:09:29, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.4688, top5_acc: 0.8175, loss_cls: 3.6847, loss: 3.6847 +2024-09-20 16:59:19,027 - pyskl - INFO - Epoch [2][3000/3405] lr: 2.499e-02, eta: 1 day, 9:07:46, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.4700, top5_acc: 0.8150, loss_cls: 3.7124, loss: 3.7124 +2024-09-20 16:59:42,260 - pyskl - INFO - Epoch [2][3100/3405] lr: 2.499e-02, eta: 1 day, 9:06:51, time: 0.232, data_time: 0.000, memory: 5251, top1_acc: 0.4875, top5_acc: 0.8263, loss_cls: 3.6472, loss: 3.6472 +2024-09-20 17:00:04,811 - pyskl - INFO - Epoch [2][3200/3405] lr: 2.499e-02, eta: 1 day, 9:05:04, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.4775, top5_acc: 0.8169, loss_cls: 3.6982, loss: 3.6982 +2024-09-20 17:00:27,659 - pyskl - INFO - Epoch [2][3300/3405] lr: 2.499e-02, eta: 1 day, 9:03:41, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.4988, top5_acc: 0.8275, loss_cls: 3.6583, loss: 3.6583 +2024-09-20 17:00:50,460 - pyskl - INFO - Epoch [2][3400/3405] lr: 2.499e-02, eta: 1 day, 9:02:18, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.4875, top5_acc: 0.8237, loss_cls: 3.6393, loss: 3.6393 +2024-09-20 17:00:52,873 - pyskl - INFO - Saving checkpoint at 2 epochs +2024-09-20 17:04:43,737 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-20 17:04:44,474 - pyskl - INFO - +top1_acc 0.4806 +top5_acc 0.8022 +2024-09-20 17:04:44,479 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/j_2/best_top1_acc_epoch_1.pth was removed +2024-09-20 17:04:44,632 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. +2024-09-20 17:04:44,633 - pyskl - INFO - Best top1_acc is 0.4806 at 2 epoch. +2024-09-20 17:04:44,651 - pyskl - INFO - Epoch(val) [2][3718] top1_acc: 0.4806, top5_acc: 0.8022 +2024-09-20 17:05:32,986 - pyskl - INFO - Epoch [3][100/3405] lr: 2.499e-02, eta: 1 day, 9:30:30, time: 0.483, data_time: 0.260, memory: 5251, top1_acc: 0.5212, top5_acc: 0.8363, loss_cls: 3.5962, loss: 3.5962 +2024-09-20 17:05:55,077 - pyskl - INFO - Epoch [3][200/3405] lr: 2.499e-02, eta: 1 day, 9:27:53, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.5094, top5_acc: 0.8319, loss_cls: 3.5884, loss: 3.5884 +2024-09-20 17:06:17,175 - pyskl - INFO - Epoch [3][300/3405] lr: 2.499e-02, eta: 1 day, 9:25:20, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.5225, top5_acc: 0.8469, loss_cls: 3.5437, loss: 3.5437 +2024-09-20 17:06:39,374 - pyskl - INFO - Epoch [3][400/3405] lr: 2.499e-02, eta: 1 day, 9:22:58, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.4838, top5_acc: 0.8206, loss_cls: 3.6767, loss: 3.6767 +2024-09-20 17:07:01,968 - pyskl - INFO - Epoch [3][500/3405] lr: 2.499e-02, eta: 1 day, 9:21:06, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.5050, top5_acc: 0.8237, loss_cls: 3.6128, loss: 3.6128 +2024-09-20 17:07:24,503 - pyskl - INFO - Epoch [3][600/3405] lr: 2.499e-02, eta: 1 day, 9:19:13, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.5038, top5_acc: 0.8350, loss_cls: 3.6115, loss: 3.6115 +2024-09-20 17:07:46,888 - pyskl - INFO - Epoch [3][700/3405] lr: 2.499e-02, eta: 1 day, 9:17:12, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.5044, top5_acc: 0.8206, loss_cls: 3.6038, loss: 3.6038 +2024-09-20 17:08:09,272 - pyskl - INFO - Epoch [3][800/3405] lr: 2.499e-02, eta: 1 day, 9:15:14, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.5044, top5_acc: 0.8250, loss_cls: 3.6238, loss: 3.6238 +2024-09-20 17:08:32,118 - pyskl - INFO - Epoch [3][900/3405] lr: 2.499e-02, eta: 1 day, 9:13:48, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.4975, top5_acc: 0.8325, loss_cls: 3.6212, loss: 3.6212 +2024-09-20 17:08:54,824 - pyskl - INFO - Epoch [3][1000/3405] lr: 2.499e-02, eta: 1 day, 9:12:15, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.5356, top5_acc: 0.8519, loss_cls: 3.5267, loss: 3.5267 +2024-09-20 17:09:17,081 - pyskl - INFO - Epoch [3][1100/3405] lr: 2.499e-02, eta: 1 day, 9:10:15, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.5188, top5_acc: 0.8269, loss_cls: 3.5541, loss: 3.5541 +2024-09-20 17:09:39,699 - pyskl - INFO - Epoch [3][1200/3405] lr: 2.498e-02, eta: 1 day, 9:08:40, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.5406, top5_acc: 0.8544, loss_cls: 3.4991, loss: 3.4991 +2024-09-20 17:10:01,882 - pyskl - INFO - Epoch [3][1300/3405] lr: 2.498e-02, eta: 1 day, 9:06:41, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.5181, top5_acc: 0.8419, loss_cls: 3.5568, loss: 3.5568 +2024-09-20 17:10:24,432 - pyskl - INFO - Epoch [3][1400/3405] lr: 2.498e-02, eta: 1 day, 9:05:05, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.5487, top5_acc: 0.8675, loss_cls: 3.4459, loss: 3.4459 +2024-09-20 17:10:46,574 - pyskl - INFO - Epoch [3][1500/3405] lr: 2.498e-02, eta: 1 day, 9:03:08, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.5337, top5_acc: 0.8444, loss_cls: 3.5593, loss: 3.5593 +2024-09-20 17:11:08,957 - pyskl - INFO - Epoch [3][1600/3405] lr: 2.498e-02, eta: 1 day, 9:01:26, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.5650, top5_acc: 0.8556, loss_cls: 3.4730, loss: 3.4730 +2024-09-20 17:11:31,586 - pyskl - INFO - Epoch [3][1700/3405] lr: 2.498e-02, eta: 1 day, 9:00:01, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.5206, top5_acc: 0.8575, loss_cls: 3.5175, loss: 3.5175 +2024-09-20 17:11:54,184 - pyskl - INFO - Epoch [3][1800/3405] lr: 2.498e-02, eta: 1 day, 8:58:36, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.5375, top5_acc: 0.8556, loss_cls: 3.4852, loss: 3.4852 +2024-09-20 17:12:16,470 - pyskl - INFO - Epoch [3][1900/3405] lr: 2.498e-02, eta: 1 day, 8:56:54, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.5200, top5_acc: 0.8363, loss_cls: 3.5597, loss: 3.5597 +2024-09-20 17:12:38,749 - pyskl - INFO - Epoch [3][2000/3405] lr: 2.498e-02, eta: 1 day, 8:55:14, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.5494, top5_acc: 0.8600, loss_cls: 3.4564, loss: 3.4564 +2024-09-20 17:13:00,923 - pyskl - INFO - Epoch [3][2100/3405] lr: 2.498e-02, eta: 1 day, 8:53:29, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.5463, top5_acc: 0.8550, loss_cls: 3.4456, loss: 3.4456 +2024-09-20 17:13:23,049 - pyskl - INFO - Epoch [3][2200/3405] lr: 2.498e-02, eta: 1 day, 8:51:44, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.5331, top5_acc: 0.8469, loss_cls: 3.5235, loss: 3.5235 +2024-09-20 17:13:45,294 - pyskl - INFO - Epoch [3][2300/3405] lr: 2.498e-02, eta: 1 day, 8:50:06, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.5519, top5_acc: 0.8325, loss_cls: 3.4865, loss: 3.4865 +2024-09-20 17:14:07,570 - pyskl - INFO - Epoch [3][2400/3405] lr: 2.498e-02, eta: 1 day, 8:48:33, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.5487, top5_acc: 0.8556, loss_cls: 3.4738, loss: 3.4738 +2024-09-20 17:14:29,791 - pyskl - INFO - Epoch [3][2500/3405] lr: 2.498e-02, eta: 1 day, 8:46:58, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.5188, top5_acc: 0.8406, loss_cls: 3.5432, loss: 3.5432 +2024-09-20 17:14:52,498 - pyskl - INFO - Epoch [3][2600/3405] lr: 2.498e-02, eta: 1 day, 8:45:50, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.5481, top5_acc: 0.8531, loss_cls: 3.4576, loss: 3.4576 +2024-09-20 17:15:15,222 - pyskl - INFO - Epoch [3][2700/3405] lr: 2.498e-02, eta: 1 day, 8:44:44, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.5500, top5_acc: 0.8556, loss_cls: 3.4706, loss: 3.4706 +2024-09-20 17:15:37,646 - pyskl - INFO - Epoch [3][2800/3405] lr: 2.498e-02, eta: 1 day, 8:43:23, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.5706, top5_acc: 0.8650, loss_cls: 3.4293, loss: 3.4293 +2024-09-20 17:16:00,172 - pyskl - INFO - Epoch [3][2900/3405] lr: 2.498e-02, eta: 1 day, 8:42:09, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.5500, top5_acc: 0.8656, loss_cls: 3.4257, loss: 3.4257 +2024-09-20 17:16:22,603 - pyskl - INFO - Epoch [3][3000/3405] lr: 2.498e-02, eta: 1 day, 8:40:51, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.5525, top5_acc: 0.8588, loss_cls: 3.4417, loss: 3.4417 +2024-09-20 17:16:44,920 - pyskl - INFO - Epoch [3][3100/3405] lr: 2.498e-02, eta: 1 day, 8:39:29, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.5413, top5_acc: 0.8562, loss_cls: 3.4371, loss: 3.4371 +2024-09-20 17:17:07,300 - pyskl - INFO - Epoch [3][3200/3405] lr: 2.498e-02, eta: 1 day, 8:38:10, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.5437, top5_acc: 0.8425, loss_cls: 3.4717, loss: 3.4717 +2024-09-20 17:17:29,880 - pyskl - INFO - Epoch [3][3300/3405] lr: 2.498e-02, eta: 1 day, 8:37:03, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.5506, top5_acc: 0.8625, loss_cls: 3.4238, loss: 3.4238 +2024-09-20 17:17:52,310 - pyskl - INFO - Epoch [3][3400/3405] lr: 2.498e-02, eta: 1 day, 8:35:49, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.5463, top5_acc: 0.8688, loss_cls: 3.4256, loss: 3.4256 +2024-09-20 17:17:54,077 - pyskl - INFO - Saving checkpoint at 3 epochs +2024-09-20 17:21:42,352 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-20 17:21:43,116 - pyskl - INFO - +top1_acc 0.5600 +top5_acc 0.8570 +2024-09-20 17:21:43,122 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/j_2/best_top1_acc_epoch_2.pth was removed +2024-09-20 17:21:43,331 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_3.pth. +2024-09-20 17:21:43,331 - pyskl - INFO - Best top1_acc is 0.5600 at 3 epoch. +2024-09-20 17:21:43,351 - pyskl - INFO - Epoch(val) [3][3718] top1_acc: 0.5600, top5_acc: 0.8570 +2024-09-20 17:22:34,082 - pyskl - INFO - Epoch [4][100/3405] lr: 2.497e-02, eta: 1 day, 8:56:31, time: 0.507, data_time: 0.285, memory: 5251, top1_acc: 0.5744, top5_acc: 0.8738, loss_cls: 3.3488, loss: 3.3488 +2024-09-20 17:22:56,190 - pyskl - INFO - Epoch [4][200/3405] lr: 2.497e-02, eta: 1 day, 8:54:51, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.5387, top5_acc: 0.8512, loss_cls: 3.4518, loss: 3.4518 +2024-09-20 17:23:18,459 - pyskl - INFO - Epoch [4][300/3405] lr: 2.497e-02, eta: 1 day, 8:53:20, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.5669, top5_acc: 0.8619, loss_cls: 3.4053, loss: 3.4053 +2024-09-20 17:23:40,796 - pyskl - INFO - Epoch [4][400/3405] lr: 2.497e-02, eta: 1 day, 8:51:53, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.5687, top5_acc: 0.8681, loss_cls: 3.3811, loss: 3.3811 +2024-09-20 17:24:03,135 - pyskl - INFO - Epoch [4][500/3405] lr: 2.497e-02, eta: 1 day, 8:50:28, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.5819, top5_acc: 0.8594, loss_cls: 3.3774, loss: 3.3774 +2024-09-20 17:24:25,252 - pyskl - INFO - Epoch [4][600/3405] lr: 2.497e-02, eta: 1 day, 8:48:54, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.5713, top5_acc: 0.8556, loss_cls: 3.3982, loss: 3.3982 +2024-09-20 17:24:47,461 - pyskl - INFO - Epoch [4][700/3405] lr: 2.497e-02, eta: 1 day, 8:47:25, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.5619, top5_acc: 0.8669, loss_cls: 3.4063, loss: 3.4063 +2024-09-20 17:25:09,821 - pyskl - INFO - Epoch [4][800/3405] lr: 2.497e-02, eta: 1 day, 8:46:05, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.5850, top5_acc: 0.8769, loss_cls: 3.3422, loss: 3.3422 +2024-09-20 17:25:32,463 - pyskl - INFO - Epoch [4][900/3405] lr: 2.497e-02, eta: 1 day, 8:44:58, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.5756, top5_acc: 0.8738, loss_cls: 3.3490, loss: 3.3490 +2024-09-20 17:25:54,798 - pyskl - INFO - Epoch [4][1000/3405] lr: 2.497e-02, eta: 1 day, 8:43:38, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.5831, top5_acc: 0.8844, loss_cls: 3.3093, loss: 3.3093 +2024-09-20 17:26:17,136 - pyskl - INFO - Epoch [4][1100/3405] lr: 2.497e-02, eta: 1 day, 8:42:19, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.6150, top5_acc: 0.8838, loss_cls: 3.2398, loss: 3.2398 +2024-09-20 17:26:39,610 - pyskl - INFO - Epoch [4][1200/3405] lr: 2.497e-02, eta: 1 day, 8:41:07, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.5694, top5_acc: 0.8781, loss_cls: 3.3542, loss: 3.3542 +2024-09-20 17:27:01,807 - pyskl - INFO - Epoch [4][1300/3405] lr: 2.497e-02, eta: 1 day, 8:39:44, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.5800, top5_acc: 0.8581, loss_cls: 3.3513, loss: 3.3513 +2024-09-20 17:27:24,136 - pyskl - INFO - Epoch [4][1400/3405] lr: 2.497e-02, eta: 1 day, 8:38:28, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.5819, top5_acc: 0.8838, loss_cls: 3.3047, loss: 3.3047 +2024-09-20 17:27:46,687 - pyskl - INFO - Epoch [4][1500/3405] lr: 2.497e-02, eta: 1 day, 8:37:22, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.5706, top5_acc: 0.8688, loss_cls: 3.3754, loss: 3.3754 +2024-09-20 17:28:09,267 - pyskl - INFO - Epoch [4][1600/3405] lr: 2.497e-02, eta: 1 day, 8:36:19, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.5794, top5_acc: 0.8738, loss_cls: 3.3629, loss: 3.3629 +2024-09-20 17:28:31,647 - pyskl - INFO - Epoch [4][1700/3405] lr: 2.497e-02, eta: 1 day, 8:35:07, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.5813, top5_acc: 0.8694, loss_cls: 3.3624, loss: 3.3624 +2024-09-20 17:28:54,255 - pyskl - INFO - Epoch [4][1800/3405] lr: 2.497e-02, eta: 1 day, 8:34:06, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.5700, top5_acc: 0.8719, loss_cls: 3.3726, loss: 3.3726 +2024-09-20 17:29:16,926 - pyskl - INFO - Epoch [4][1900/3405] lr: 2.497e-02, eta: 1 day, 8:33:08, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.5969, top5_acc: 0.8850, loss_cls: 3.2707, loss: 3.2707 +2024-09-20 17:29:39,601 - pyskl - INFO - Epoch [4][2000/3405] lr: 2.496e-02, eta: 1 day, 8:32:11, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.5944, top5_acc: 0.8869, loss_cls: 3.2746, loss: 3.2746 +2024-09-20 17:30:01,937 - pyskl - INFO - Epoch [4][2100/3405] lr: 2.496e-02, eta: 1 day, 8:31:00, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.6056, top5_acc: 0.9044, loss_cls: 3.1895, loss: 3.1895 +2024-09-20 17:30:24,239 - pyskl - INFO - Epoch [4][2200/3405] lr: 2.496e-02, eta: 1 day, 8:29:49, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.5931, top5_acc: 0.8731, loss_cls: 3.3387, loss: 3.3387 +2024-09-20 17:30:46,569 - pyskl - INFO - Epoch [4][2300/3405] lr: 2.496e-02, eta: 1 day, 8:28:40, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.5994, top5_acc: 0.8888, loss_cls: 3.2937, loss: 3.2937 +2024-09-20 17:31:08,830 - pyskl - INFO - Epoch [4][2400/3405] lr: 2.496e-02, eta: 1 day, 8:27:29, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.5744, top5_acc: 0.8831, loss_cls: 3.3229, loss: 3.3229 +2024-09-20 17:31:31,095 - pyskl - INFO - Epoch [4][2500/3405] lr: 2.496e-02, eta: 1 day, 8:26:19, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.6038, top5_acc: 0.8775, loss_cls: 3.2772, loss: 3.2772 +2024-09-20 17:31:53,415 - pyskl - INFO - Epoch [4][2600/3405] lr: 2.496e-02, eta: 1 day, 8:25:11, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.5719, top5_acc: 0.8788, loss_cls: 3.3337, loss: 3.3337 +2024-09-20 17:32:15,786 - pyskl - INFO - Epoch [4][2700/3405] lr: 2.496e-02, eta: 1 day, 8:24:07, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.5681, top5_acc: 0.8750, loss_cls: 3.3841, loss: 3.3841 +2024-09-20 17:32:38,157 - pyskl - INFO - Epoch [4][2800/3405] lr: 2.496e-02, eta: 1 day, 8:23:03, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.5806, top5_acc: 0.8781, loss_cls: 3.3356, loss: 3.3356 +2024-09-20 17:33:00,596 - pyskl - INFO - Epoch [4][2900/3405] lr: 2.496e-02, eta: 1 day, 8:22:02, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.5713, top5_acc: 0.8762, loss_cls: 3.3334, loss: 3.3334 +2024-09-20 17:33:22,886 - pyskl - INFO - Epoch [4][3000/3405] lr: 2.496e-02, eta: 1 day, 8:20:56, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.6038, top5_acc: 0.8881, loss_cls: 3.2493, loss: 3.2493 +2024-09-20 17:33:45,506 - pyskl - INFO - Epoch [4][3100/3405] lr: 2.496e-02, eta: 1 day, 8:20:03, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.5850, top5_acc: 0.8862, loss_cls: 3.2943, loss: 3.2943 +2024-09-20 17:34:07,831 - pyskl - INFO - Epoch [4][3200/3405] lr: 2.496e-02, eta: 1 day, 8:19:00, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.6000, top5_acc: 0.8919, loss_cls: 3.2717, loss: 3.2717 +2024-09-20 17:34:29,916 - pyskl - INFO - Epoch [4][3300/3405] lr: 2.496e-02, eta: 1 day, 8:17:48, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.5844, top5_acc: 0.8869, loss_cls: 3.3180, loss: 3.3180 +2024-09-20 17:34:52,222 - pyskl - INFO - Epoch [4][3400/3405] lr: 2.496e-02, eta: 1 day, 8:16:46, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.5962, top5_acc: 0.8900, loss_cls: 3.2825, loss: 3.2825 +2024-09-20 17:34:54,066 - pyskl - INFO - Saving checkpoint at 4 epochs +2024-09-20 17:38:39,726 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-20 17:38:40,516 - pyskl - INFO - +top1_acc 0.5915 +top5_acc 0.8809 +2024-09-20 17:38:40,522 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/j_2/best_top1_acc_epoch_3.pth was removed +2024-09-20 17:38:40,731 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_4.pth. +2024-09-20 17:38:40,732 - pyskl - INFO - Best top1_acc is 0.5915 at 4 epoch. +2024-09-20 17:38:40,754 - pyskl - INFO - Epoch(val) [4][3718] top1_acc: 0.5915, top5_acc: 0.8809 +2024-09-20 17:39:30,046 - pyskl - INFO - Epoch [5][100/3405] lr: 2.496e-02, eta: 1 day, 8:31:17, time: 0.493, data_time: 0.273, memory: 5251, top1_acc: 0.6206, top5_acc: 0.8800, loss_cls: 3.2369, loss: 3.2369 +2024-09-20 17:39:52,088 - pyskl - INFO - Epoch [5][200/3405] lr: 2.495e-02, eta: 1 day, 8:29:59, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.6056, top5_acc: 0.8950, loss_cls: 3.2178, loss: 3.2178 +2024-09-20 17:40:14,307 - pyskl - INFO - Epoch [5][300/3405] lr: 2.495e-02, eta: 1 day, 8:28:48, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.6031, top5_acc: 0.8838, loss_cls: 3.2711, loss: 3.2711 +2024-09-20 17:40:36,874 - pyskl - INFO - Epoch [5][400/3405] lr: 2.495e-02, eta: 1 day, 8:27:50, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.6125, top5_acc: 0.8981, loss_cls: 3.1967, loss: 3.1967 +2024-09-20 17:40:59,149 - pyskl - INFO - Epoch [5][500/3405] lr: 2.495e-02, eta: 1 day, 8:26:43, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.5869, top5_acc: 0.8844, loss_cls: 3.3097, loss: 3.3097 +2024-09-20 17:41:21,648 - pyskl - INFO - Epoch [5][600/3405] lr: 2.495e-02, eta: 1 day, 8:25:44, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.6069, top5_acc: 0.8956, loss_cls: 3.2286, loss: 3.2286 +2024-09-20 17:41:44,028 - pyskl - INFO - Epoch [5][700/3405] lr: 2.495e-02, eta: 1 day, 8:24:41, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.6019, top5_acc: 0.8862, loss_cls: 3.2795, loss: 3.2795 +2024-09-20 17:42:06,383 - pyskl - INFO - Epoch [5][800/3405] lr: 2.495e-02, eta: 1 day, 8:23:38, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.5975, top5_acc: 0.8769, loss_cls: 3.2833, loss: 3.2833 +2024-09-20 17:42:28,611 - pyskl - INFO - Epoch [5][900/3405] lr: 2.495e-02, eta: 1 day, 8:22:31, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.6050, top5_acc: 0.8950, loss_cls: 3.2270, loss: 3.2270 +2024-09-20 17:42:50,626 - pyskl - INFO - Epoch [5][1000/3405] lr: 2.495e-02, eta: 1 day, 8:21:17, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.5831, top5_acc: 0.8850, loss_cls: 3.2575, loss: 3.2575 +2024-09-20 17:43:12,909 - pyskl - INFO - Epoch [5][1100/3405] lr: 2.495e-02, eta: 1 day, 8:20:14, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.6062, top5_acc: 0.8988, loss_cls: 3.2198, loss: 3.2198 +2024-09-20 17:43:35,284 - pyskl - INFO - Epoch [5][1200/3405] lr: 2.495e-02, eta: 1 day, 8:19:14, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.6206, top5_acc: 0.8800, loss_cls: 3.2383, loss: 3.2383 +2024-09-20 17:43:57,800 - pyskl - INFO - Epoch [5][1300/3405] lr: 2.495e-02, eta: 1 day, 8:18:19, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.5962, top5_acc: 0.8994, loss_cls: 3.2495, loss: 3.2495 +2024-09-20 17:44:20,638 - pyskl - INFO - Epoch [5][1400/3405] lr: 2.495e-02, eta: 1 day, 8:17:35, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.6188, top5_acc: 0.8906, loss_cls: 3.2273, loss: 3.2273 +2024-09-20 17:44:42,886 - pyskl - INFO - Epoch [5][1500/3405] lr: 2.495e-02, eta: 1 day, 8:16:32, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.6100, top5_acc: 0.8994, loss_cls: 3.2205, loss: 3.2205 +2024-09-20 17:45:05,101 - pyskl - INFO - Epoch [5][1600/3405] lr: 2.495e-02, eta: 1 day, 8:15:28, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.6238, top5_acc: 0.9006, loss_cls: 3.2177, loss: 3.2177 +2024-09-20 17:45:27,334 - pyskl - INFO - Epoch [5][1700/3405] lr: 2.494e-02, eta: 1 day, 8:14:26, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.6106, top5_acc: 0.8925, loss_cls: 3.2419, loss: 3.2419 +2024-09-20 17:45:49,572 - pyskl - INFO - Epoch [5][1800/3405] lr: 2.494e-02, eta: 1 day, 8:13:24, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.6238, top5_acc: 0.8950, loss_cls: 3.1739, loss: 3.1739 +2024-09-20 17:46:11,546 - pyskl - INFO - Epoch [5][1900/3405] lr: 2.494e-02, eta: 1 day, 8:12:15, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.6119, top5_acc: 0.8925, loss_cls: 3.2114, loss: 3.2114 +2024-09-20 17:46:33,332 - pyskl - INFO - Epoch [5][2000/3405] lr: 2.494e-02, eta: 1 day, 8:11:00, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.6069, top5_acc: 0.8894, loss_cls: 3.2421, loss: 3.2421 +2024-09-20 17:46:55,213 - pyskl - INFO - Epoch [5][2100/3405] lr: 2.494e-02, eta: 1 day, 8:09:49, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.6200, top5_acc: 0.8969, loss_cls: 3.1940, loss: 3.1940 +2024-09-20 17:47:17,279 - pyskl - INFO - Epoch [5][2200/3405] lr: 2.494e-02, eta: 1 day, 8:08:44, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.6012, top5_acc: 0.8894, loss_cls: 3.2354, loss: 3.2354 +2024-09-20 17:47:39,160 - pyskl - INFO - Epoch [5][2300/3405] lr: 2.494e-02, eta: 1 day, 8:07:34, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.6056, top5_acc: 0.8919, loss_cls: 3.2394, loss: 3.2394 +2024-09-20 17:48:01,214 - pyskl - INFO - Epoch [5][2400/3405] lr: 2.494e-02, eta: 1 day, 8:06:30, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.6031, top5_acc: 0.8906, loss_cls: 3.2407, loss: 3.2407 +2024-09-20 17:48:22,769 - pyskl - INFO - Epoch [5][2500/3405] lr: 2.494e-02, eta: 1 day, 8:05:11, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.6100, top5_acc: 0.8925, loss_cls: 3.2302, loss: 3.2302 +2024-09-20 17:48:44,749 - pyskl - INFO - Epoch [5][2600/3405] lr: 2.494e-02, eta: 1 day, 8:04:05, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.6244, top5_acc: 0.8988, loss_cls: 3.1812, loss: 3.1812 +2024-09-20 17:49:06,994 - pyskl - INFO - Epoch [5][2700/3405] lr: 2.494e-02, eta: 1 day, 8:03:09, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.6019, top5_acc: 0.8888, loss_cls: 3.2484, loss: 3.2484 +2024-09-20 17:49:29,250 - pyskl - INFO - Epoch [5][2800/3405] lr: 2.494e-02, eta: 1 day, 8:02:13, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.6044, top5_acc: 0.9012, loss_cls: 3.2205, loss: 3.2205 +2024-09-20 17:49:51,058 - pyskl - INFO - Epoch [5][2900/3405] lr: 2.494e-02, eta: 1 day, 8:01:04, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.6506, top5_acc: 0.9100, loss_cls: 3.1076, loss: 3.1076 +2024-09-20 17:50:13,199 - pyskl - INFO - Epoch [5][3000/3405] lr: 2.493e-02, eta: 1 day, 8:00:05, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.6088, top5_acc: 0.8950, loss_cls: 3.2234, loss: 3.2234 +2024-09-20 17:50:35,471 - pyskl - INFO - Epoch [5][3100/3405] lr: 2.493e-02, eta: 1 day, 7:59:11, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.6319, top5_acc: 0.9163, loss_cls: 3.1301, loss: 3.1301 +2024-09-20 17:50:57,682 - pyskl - INFO - Epoch [5][3200/3405] lr: 2.493e-02, eta: 1 day, 7:58:16, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.6088, top5_acc: 0.8938, loss_cls: 3.2303, loss: 3.2303 +2024-09-20 17:51:19,988 - pyskl - INFO - Epoch [5][3300/3405] lr: 2.493e-02, eta: 1 day, 7:57:23, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.6238, top5_acc: 0.9006, loss_cls: 3.1868, loss: 3.1868 +2024-09-20 17:51:42,019 - pyskl - INFO - Epoch [5][3400/3405] lr: 2.493e-02, eta: 1 day, 7:56:23, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.6131, top5_acc: 0.8975, loss_cls: 3.1940, loss: 3.1940 +2024-09-20 17:51:43,764 - pyskl - INFO - Saving checkpoint at 5 epochs +2024-09-20 17:55:32,756 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-20 17:55:33,377 - pyskl - INFO - +top1_acc 0.5760 +top5_acc 0.8728 +2024-09-20 17:55:33,398 - pyskl - INFO - Epoch(val) [5][3718] top1_acc: 0.5760, top5_acc: 0.8728 +2024-09-20 17:56:23,712 - pyskl - INFO - Epoch [6][100/3405] lr: 2.493e-02, eta: 1 day, 8:08:24, time: 0.503, data_time: 0.284, memory: 5251, top1_acc: 0.6450, top5_acc: 0.9187, loss_cls: 3.1041, loss: 3.1041 +2024-09-20 17:56:45,709 - pyskl - INFO - Epoch [6][200/3405] lr: 2.493e-02, eta: 1 day, 8:07:19, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.6469, top5_acc: 0.8956, loss_cls: 3.1151, loss: 3.1151 +2024-09-20 17:57:07,835 - pyskl - INFO - Epoch [6][300/3405] lr: 2.493e-02, eta: 1 day, 8:06:19, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.6156, top5_acc: 0.8875, loss_cls: 3.2242, loss: 3.2242 +2024-09-20 17:57:29,488 - pyskl - INFO - Epoch [6][400/3405] lr: 2.493e-02, eta: 1 day, 8:05:05, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.6144, top5_acc: 0.9031, loss_cls: 3.1944, loss: 3.1944 +2024-09-20 17:57:51,166 - pyskl - INFO - Epoch [6][500/3405] lr: 2.493e-02, eta: 1 day, 8:03:53, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.6331, top5_acc: 0.9062, loss_cls: 3.1160, loss: 3.1160 +2024-09-20 17:58:13,190 - pyskl - INFO - Epoch [6][600/3405] lr: 2.493e-02, eta: 1 day, 8:02:51, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.6112, top5_acc: 0.8838, loss_cls: 3.2099, loss: 3.2099 +2024-09-20 17:58:35,668 - pyskl - INFO - Epoch [6][700/3405] lr: 2.493e-02, eta: 1 day, 8:02:02, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.5969, top5_acc: 0.8838, loss_cls: 3.2783, loss: 3.2783 +2024-09-20 17:58:58,275 - pyskl - INFO - Epoch [6][800/3405] lr: 2.492e-02, eta: 1 day, 8:01:17, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.6281, top5_acc: 0.9025, loss_cls: 3.1462, loss: 3.1462 +2024-09-20 17:59:20,685 - pyskl - INFO - Epoch [6][900/3405] lr: 2.492e-02, eta: 1 day, 8:00:26, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.6425, top5_acc: 0.9087, loss_cls: 3.0889, loss: 3.0889 +2024-09-20 17:59:42,846 - pyskl - INFO - Epoch [6][1000/3405] lr: 2.492e-02, eta: 1 day, 7:59:30, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.6212, top5_acc: 0.8969, loss_cls: 3.1677, loss: 3.1677 +2024-09-20 18:00:05,142 - pyskl - INFO - Epoch [6][1100/3405] lr: 2.492e-02, eta: 1 day, 7:58:37, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.6169, top5_acc: 0.8988, loss_cls: 3.1761, loss: 3.1761 +2024-09-20 18:00:27,421 - pyskl - INFO - Epoch [6][1200/3405] lr: 2.492e-02, eta: 1 day, 7:57:44, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.6194, top5_acc: 0.8969, loss_cls: 3.2194, loss: 3.2194 +2024-09-20 18:00:49,743 - pyskl - INFO - Epoch [6][1300/3405] lr: 2.492e-02, eta: 1 day, 7:56:53, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.6194, top5_acc: 0.8994, loss_cls: 3.1797, loss: 3.1797 +2024-09-20 18:01:11,934 - pyskl - INFO - Epoch [6][1400/3405] lr: 2.492e-02, eta: 1 day, 7:55:58, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.6031, top5_acc: 0.9075, loss_cls: 3.1533, loss: 3.1533 +2024-09-20 18:01:34,171 - pyskl - INFO - Epoch [6][1500/3405] lr: 2.492e-02, eta: 1 day, 7:55:05, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.6531, top5_acc: 0.9137, loss_cls: 3.1085, loss: 3.1085 +2024-09-20 18:01:56,548 - pyskl - INFO - Epoch [6][1600/3405] lr: 2.492e-02, eta: 1 day, 7:54:16, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.6331, top5_acc: 0.9106, loss_cls: 3.1276, loss: 3.1276 +2024-09-20 18:02:19,071 - pyskl - INFO - Epoch [6][1700/3405] lr: 2.492e-02, eta: 1 day, 7:53:32, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.6138, top5_acc: 0.8962, loss_cls: 3.1840, loss: 3.1840 +2024-09-20 18:02:41,532 - pyskl - INFO - Epoch [6][1800/3405] lr: 2.492e-02, eta: 1 day, 7:52:45, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.6325, top5_acc: 0.9038, loss_cls: 3.1466, loss: 3.1466 +2024-09-20 18:03:03,798 - pyskl - INFO - Epoch [6][1900/3405] lr: 2.492e-02, eta: 1 day, 7:51:54, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.6312, top5_acc: 0.9044, loss_cls: 3.1604, loss: 3.1604 +2024-09-20 18:03:26,058 - pyskl - INFO - Epoch [6][2000/3405] lr: 2.491e-02, eta: 1 day, 7:51:04, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.6375, top5_acc: 0.9119, loss_cls: 3.1309, loss: 3.1309 +2024-09-20 18:03:48,392 - pyskl - INFO - Epoch [6][2100/3405] lr: 2.491e-02, eta: 1 day, 7:50:15, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.6381, top5_acc: 0.9094, loss_cls: 3.1296, loss: 3.1296 +2024-09-20 18:04:10,777 - pyskl - INFO - Epoch [6][2200/3405] lr: 2.491e-02, eta: 1 day, 7:49:28, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.6350, top5_acc: 0.9106, loss_cls: 3.1240, loss: 3.1240 +2024-09-20 18:04:33,042 - pyskl - INFO - Epoch [6][2300/3405] lr: 2.491e-02, eta: 1 day, 7:48:38, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.6294, top5_acc: 0.9081, loss_cls: 3.1221, loss: 3.1221 +2024-09-20 18:04:55,367 - pyskl - INFO - Epoch [6][2400/3405] lr: 2.491e-02, eta: 1 day, 7:47:50, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.6606, top5_acc: 0.9031, loss_cls: 3.0861, loss: 3.0861 +2024-09-20 18:05:17,771 - pyskl - INFO - Epoch [6][2500/3405] lr: 2.491e-02, eta: 1 day, 7:47:04, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.6244, top5_acc: 0.9106, loss_cls: 3.1315, loss: 3.1315 +2024-09-20 18:05:40,171 - pyskl - INFO - Epoch [6][2600/3405] lr: 2.491e-02, eta: 1 day, 7:46:18, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.6262, top5_acc: 0.9081, loss_cls: 3.1227, loss: 3.1227 +2024-09-20 18:06:02,599 - pyskl - INFO - Epoch [6][2700/3405] lr: 2.491e-02, eta: 1 day, 7:45:34, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.6169, top5_acc: 0.8950, loss_cls: 3.1689, loss: 3.1689 +2024-09-20 18:06:24,864 - pyskl - INFO - Epoch [6][2800/3405] lr: 2.491e-02, eta: 1 day, 7:44:45, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.6394, top5_acc: 0.8969, loss_cls: 3.1417, loss: 3.1417 +2024-09-20 18:06:47,533 - pyskl - INFO - Epoch [6][2900/3405] lr: 2.491e-02, eta: 1 day, 7:44:07, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.6225, top5_acc: 0.9150, loss_cls: 3.1170, loss: 3.1170 +2024-09-20 18:07:09,757 - pyskl - INFO - Epoch [6][3000/3405] lr: 2.491e-02, eta: 1 day, 7:43:18, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.6569, top5_acc: 0.9219, loss_cls: 3.0449, loss: 3.0449 +2024-09-20 18:07:33,465 - pyskl - INFO - Epoch [6][3100/3405] lr: 2.490e-02, eta: 1 day, 7:43:05, time: 0.237, data_time: 0.000, memory: 5251, top1_acc: 0.6375, top5_acc: 0.8988, loss_cls: 3.1402, loss: 3.1402 +2024-09-20 18:07:57,155 - pyskl - INFO - Epoch [6][3200/3405] lr: 2.490e-02, eta: 1 day, 7:42:52, time: 0.237, data_time: 0.000, memory: 5251, top1_acc: 0.6219, top5_acc: 0.8888, loss_cls: 3.2056, loss: 3.2056 +2024-09-20 18:08:19,931 - pyskl - INFO - Epoch [6][3300/3405] lr: 2.490e-02, eta: 1 day, 7:42:16, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.6388, top5_acc: 0.9050, loss_cls: 3.1086, loss: 3.1086 +2024-09-20 18:08:42,565 - pyskl - INFO - Epoch [6][3400/3405] lr: 2.490e-02, eta: 1 day, 7:41:38, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.6162, top5_acc: 0.9094, loss_cls: 3.1687, loss: 3.1687 +2024-09-20 18:08:44,443 - pyskl - INFO - Saving checkpoint at 6 epochs +2024-09-20 18:12:37,806 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-20 18:12:38,450 - pyskl - INFO - +top1_acc 0.6368 +top5_acc 0.9013 +2024-09-20 18:12:38,455 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/j_2/best_top1_acc_epoch_4.pth was removed +2024-09-20 18:12:38,618 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_6.pth. +2024-09-20 18:12:38,619 - pyskl - INFO - Best top1_acc is 0.6368 at 6 epoch. +2024-09-20 18:12:38,640 - pyskl - INFO - Epoch(val) [6][3718] top1_acc: 0.6368, top5_acc: 0.9013 +2024-09-20 18:13:30,288 - pyskl - INFO - Epoch [7][100/3405] lr: 2.490e-02, eta: 1 day, 7:52:03, time: 0.516, data_time: 0.294, memory: 5251, top1_acc: 0.6194, top5_acc: 0.9094, loss_cls: 3.1336, loss: 3.1336 +2024-09-20 18:13:52,732 - pyskl - INFO - Epoch [7][200/3405] lr: 2.490e-02, eta: 1 day, 7:51:17, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.6512, top5_acc: 0.9056, loss_cls: 3.0903, loss: 3.0903 +2024-09-20 18:14:15,184 - pyskl - INFO - Epoch [7][300/3405] lr: 2.490e-02, eta: 1 day, 7:50:31, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.6637, top5_acc: 0.9169, loss_cls: 3.0654, loss: 3.0654 +2024-09-20 18:14:37,363 - pyskl - INFO - Epoch [7][400/3405] lr: 2.490e-02, eta: 1 day, 7:49:39, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.6281, top5_acc: 0.8975, loss_cls: 3.1594, loss: 3.1594 +2024-09-20 18:14:59,649 - pyskl - INFO - Epoch [7][500/3405] lr: 2.490e-02, eta: 1 day, 7:48:50, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.6481, top5_acc: 0.9100, loss_cls: 3.1072, loss: 3.1072 +2024-09-20 18:15:22,084 - pyskl - INFO - Epoch [7][600/3405] lr: 2.490e-02, eta: 1 day, 7:48:04, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.6625, top5_acc: 0.9113, loss_cls: 3.1001, loss: 3.1001 +2024-09-20 18:15:44,427 - pyskl - INFO - Epoch [7][700/3405] lr: 2.489e-02, eta: 1 day, 7:47:17, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.6512, top5_acc: 0.9075, loss_cls: 3.0817, loss: 3.0817 +2024-09-20 18:16:06,607 - pyskl - INFO - Epoch [7][800/3405] lr: 2.489e-02, eta: 1 day, 7:46:26, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.6525, top5_acc: 0.9219, loss_cls: 3.0753, loss: 3.0753 +2024-09-20 18:16:29,044 - pyskl - INFO - Epoch [7][900/3405] lr: 2.489e-02, eta: 1 day, 7:45:41, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.6581, top5_acc: 0.9050, loss_cls: 3.0476, loss: 3.0476 +2024-09-20 18:16:51,443 - pyskl - INFO - Epoch [7][1000/3405] lr: 2.489e-02, eta: 1 day, 7:44:56, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.6444, top5_acc: 0.9019, loss_cls: 3.1392, loss: 3.1392 +2024-09-20 18:17:13,749 - pyskl - INFO - Epoch [7][1100/3405] lr: 2.489e-02, eta: 1 day, 7:44:09, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.6663, top5_acc: 0.9237, loss_cls: 3.0141, loss: 3.0141 +2024-09-20 18:17:36,565 - pyskl - INFO - Epoch [7][1200/3405] lr: 2.489e-02, eta: 1 day, 7:43:33, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.6587, top5_acc: 0.9200, loss_cls: 3.0557, loss: 3.0557 +2024-09-20 18:17:59,096 - pyskl - INFO - Epoch [7][1300/3405] lr: 2.489e-02, eta: 1 day, 7:42:51, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.6456, top5_acc: 0.9094, loss_cls: 3.0920, loss: 3.0920 +2024-09-20 18:18:21,570 - pyskl - INFO - Epoch [7][1400/3405] lr: 2.489e-02, eta: 1 day, 7:42:08, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.6550, top5_acc: 0.9100, loss_cls: 3.0879, loss: 3.0879 +2024-09-20 18:18:43,699 - pyskl - INFO - Epoch [7][1500/3405] lr: 2.489e-02, eta: 1 day, 7:41:18, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.6262, top5_acc: 0.9113, loss_cls: 3.1455, loss: 3.1455 +2024-09-20 18:19:05,890 - pyskl - INFO - Epoch [7][1600/3405] lr: 2.489e-02, eta: 1 day, 7:40:29, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.6450, top5_acc: 0.9044, loss_cls: 3.1084, loss: 3.1084 +2024-09-20 18:19:28,367 - pyskl - INFO - Epoch [7][1700/3405] lr: 2.488e-02, eta: 1 day, 7:39:47, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.6350, top5_acc: 0.9106, loss_cls: 3.1058, loss: 3.1058 +2024-09-20 18:19:50,775 - pyskl - INFO - Epoch [7][1800/3405] lr: 2.488e-02, eta: 1 day, 7:39:03, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.6469, top5_acc: 0.9056, loss_cls: 3.1032, loss: 3.1032 +2024-09-20 18:20:13,247 - pyskl - INFO - Epoch [7][1900/3405] lr: 2.488e-02, eta: 1 day, 7:38:21, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.6319, top5_acc: 0.9031, loss_cls: 3.1512, loss: 3.1512 +2024-09-20 18:20:35,844 - pyskl - INFO - Epoch [7][2000/3405] lr: 2.488e-02, eta: 1 day, 7:37:42, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.6650, top5_acc: 0.9144, loss_cls: 3.0484, loss: 3.0484 +2024-09-20 18:20:58,208 - pyskl - INFO - Epoch [7][2100/3405] lr: 2.488e-02, eta: 1 day, 7:36:58, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.6544, top5_acc: 0.9137, loss_cls: 3.0929, loss: 3.0929 +2024-09-20 18:21:20,491 - pyskl - INFO - Epoch [7][2200/3405] lr: 2.488e-02, eta: 1 day, 7:36:13, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.6388, top5_acc: 0.8975, loss_cls: 3.1141, loss: 3.1141 +2024-09-20 18:21:42,816 - pyskl - INFO - Epoch [7][2300/3405] lr: 2.488e-02, eta: 1 day, 7:35:28, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.6494, top5_acc: 0.9144, loss_cls: 3.0414, loss: 3.0414 +2024-09-20 18:22:04,998 - pyskl - INFO - Epoch [7][2400/3405] lr: 2.488e-02, eta: 1 day, 7:34:41, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.6600, top5_acc: 0.9269, loss_cls: 3.0405, loss: 3.0405 +2024-09-20 18:22:27,248 - pyskl - INFO - Epoch [7][2500/3405] lr: 2.488e-02, eta: 1 day, 7:33:55, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.6787, top5_acc: 0.9237, loss_cls: 2.9882, loss: 2.9882 +2024-09-20 18:22:49,601 - pyskl - INFO - Epoch [7][2600/3405] lr: 2.487e-02, eta: 1 day, 7:33:12, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.6338, top5_acc: 0.9206, loss_cls: 3.0748, loss: 3.0748 +2024-09-20 18:23:11,931 - pyskl - INFO - Epoch [7][2700/3405] lr: 2.487e-02, eta: 1 day, 7:32:29, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.6550, top5_acc: 0.9012, loss_cls: 3.0991, loss: 3.0991 +2024-09-20 18:23:34,470 - pyskl - INFO - Epoch [7][2800/3405] lr: 2.487e-02, eta: 1 day, 7:31:50, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.6406, top5_acc: 0.9031, loss_cls: 3.1058, loss: 3.1058 +2024-09-20 18:23:56,908 - pyskl - INFO - Epoch [7][2900/3405] lr: 2.487e-02, eta: 1 day, 7:31:09, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.6375, top5_acc: 0.9050, loss_cls: 3.1261, loss: 3.1261 +2024-09-20 18:24:19,166 - pyskl - INFO - Epoch [7][3000/3405] lr: 2.487e-02, eta: 1 day, 7:30:24, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.6594, top5_acc: 0.9187, loss_cls: 3.0383, loss: 3.0383 +2024-09-20 18:24:41,714 - pyskl - INFO - Epoch [7][3100/3405] lr: 2.487e-02, eta: 1 day, 7:29:46, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.6488, top5_acc: 0.9019, loss_cls: 3.1262, loss: 3.1262 +2024-09-20 18:25:04,552 - pyskl - INFO - Epoch [7][3200/3405] lr: 2.487e-02, eta: 1 day, 7:29:14, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.6569, top5_acc: 0.9163, loss_cls: 3.0518, loss: 3.0518 +2024-09-20 18:25:27,026 - pyskl - INFO - Epoch [7][3300/3405] lr: 2.487e-02, eta: 1 day, 7:28:34, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.6650, top5_acc: 0.9150, loss_cls: 3.0677, loss: 3.0677 +2024-09-20 18:25:49,589 - pyskl - INFO - Epoch [7][3400/3405] lr: 2.487e-02, eta: 1 day, 7:27:56, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.6562, top5_acc: 0.9081, loss_cls: 3.0652, loss: 3.0652 +2024-09-20 18:25:51,296 - pyskl - INFO - Saving checkpoint at 7 epochs +2024-09-20 18:29:39,832 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-20 18:29:40,600 - pyskl - INFO - +top1_acc 0.6434 +top5_acc 0.9033 +2024-09-20 18:29:40,606 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/j_2/best_top1_acc_epoch_6.pth was removed +2024-09-20 18:29:40,811 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_7.pth. +2024-09-20 18:29:40,812 - pyskl - INFO - Best top1_acc is 0.6434 at 7 epoch. +2024-09-20 18:29:40,831 - pyskl - INFO - Epoch(val) [7][3718] top1_acc: 0.6434, top5_acc: 0.9033 +2024-09-20 18:30:31,730 - pyskl - INFO - Epoch [8][100/3405] lr: 2.486e-02, eta: 1 day, 7:36:30, time: 0.509, data_time: 0.285, memory: 5251, top1_acc: 0.6556, top5_acc: 0.9106, loss_cls: 3.0668, loss: 3.0668 +2024-09-20 18:30:54,816 - pyskl - INFO - Epoch [8][200/3405] lr: 2.486e-02, eta: 1 day, 7:36:01, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.6450, top5_acc: 0.9169, loss_cls: 3.0431, loss: 3.0431 +2024-09-20 18:31:17,285 - pyskl - INFO - Epoch [8][300/3405] lr: 2.486e-02, eta: 1 day, 7:35:19, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.6681, top5_acc: 0.9206, loss_cls: 3.0486, loss: 3.0486 +2024-09-20 18:31:39,677 - pyskl - INFO - Epoch [8][400/3405] lr: 2.486e-02, eta: 1 day, 7:34:36, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.6637, top5_acc: 0.9156, loss_cls: 3.0827, loss: 3.0827 +2024-09-20 18:32:02,088 - pyskl - INFO - Epoch [8][500/3405] lr: 2.486e-02, eta: 1 day, 7:33:54, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.6656, top5_acc: 0.9106, loss_cls: 3.0552, loss: 3.0552 +2024-09-20 18:32:24,969 - pyskl - INFO - Epoch [8][600/3405] lr: 2.486e-02, eta: 1 day, 7:33:21, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.6556, top5_acc: 0.9187, loss_cls: 3.0425, loss: 3.0425 +2024-09-20 18:32:47,692 - pyskl - INFO - Epoch [8][700/3405] lr: 2.486e-02, eta: 1 day, 7:32:45, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.6531, top5_acc: 0.9119, loss_cls: 3.0549, loss: 3.0549 +2024-09-20 18:33:10,066 - pyskl - INFO - Epoch [8][800/3405] lr: 2.486e-02, eta: 1 day, 7:32:02, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.6737, top5_acc: 0.9269, loss_cls: 2.9958, loss: 2.9958 +2024-09-20 18:33:32,504 - pyskl - INFO - Epoch [8][900/3405] lr: 2.486e-02, eta: 1 day, 7:31:21, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.6613, top5_acc: 0.9069, loss_cls: 3.0966, loss: 3.0966 +2024-09-20 18:33:54,826 - pyskl - INFO - Epoch [8][1000/3405] lr: 2.485e-02, eta: 1 day, 7:30:37, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.6500, top5_acc: 0.9144, loss_cls: 3.0605, loss: 3.0605 +2024-09-20 18:34:17,082 - pyskl - INFO - Epoch [8][1100/3405] lr: 2.485e-02, eta: 1 day, 7:29:53, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.6687, top5_acc: 0.9163, loss_cls: 3.0279, loss: 3.0279 +2024-09-20 18:34:39,298 - pyskl - INFO - Epoch [8][1200/3405] lr: 2.485e-02, eta: 1 day, 7:29:07, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.6744, top5_acc: 0.9256, loss_cls: 2.9796, loss: 2.9796 +2024-09-20 18:35:01,598 - pyskl - INFO - Epoch [8][1300/3405] lr: 2.485e-02, eta: 1 day, 7:28:24, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.6856, top5_acc: 0.9219, loss_cls: 2.9650, loss: 2.9650 +2024-09-20 18:35:24,141 - pyskl - INFO - Epoch [8][1400/3405] lr: 2.485e-02, eta: 1 day, 7:27:45, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.6606, top5_acc: 0.9081, loss_cls: 3.0503, loss: 3.0503 +2024-09-20 18:35:47,022 - pyskl - INFO - Epoch [8][1500/3405] lr: 2.485e-02, eta: 1 day, 7:27:14, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.6275, top5_acc: 0.9156, loss_cls: 3.1003, loss: 3.1003 +2024-09-20 18:36:09,838 - pyskl - INFO - Epoch [8][1600/3405] lr: 2.485e-02, eta: 1 day, 7:26:40, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.6719, top5_acc: 0.9213, loss_cls: 3.0166, loss: 3.0166 +2024-09-20 18:36:32,173 - pyskl - INFO - Epoch [8][1700/3405] lr: 2.485e-02, eta: 1 day, 7:25:58, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.6687, top5_acc: 0.9300, loss_cls: 3.0070, loss: 3.0070 +2024-09-20 18:36:54,340 - pyskl - INFO - Epoch [8][1800/3405] lr: 2.484e-02, eta: 1 day, 7:25:13, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.6456, top5_acc: 0.9125, loss_cls: 3.0824, loss: 3.0824 +2024-09-20 18:37:16,729 - pyskl - INFO - Epoch [8][1900/3405] lr: 2.484e-02, eta: 1 day, 7:24:32, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.6450, top5_acc: 0.9062, loss_cls: 3.0994, loss: 3.0994 +2024-09-20 18:37:39,103 - pyskl - INFO - Epoch [8][2000/3405] lr: 2.484e-02, eta: 1 day, 7:23:51, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.6344, top5_acc: 0.9069, loss_cls: 3.1027, loss: 3.1027 +2024-09-20 18:38:01,327 - pyskl - INFO - Epoch [8][2100/3405] lr: 2.484e-02, eta: 1 day, 7:23:08, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.6469, top5_acc: 0.9044, loss_cls: 3.1049, loss: 3.1049 +2024-09-20 18:38:23,506 - pyskl - INFO - Epoch [8][2200/3405] lr: 2.484e-02, eta: 1 day, 7:22:23, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7025, top5_acc: 0.9237, loss_cls: 2.9497, loss: 2.9497 +2024-09-20 18:38:45,814 - pyskl - INFO - Epoch [8][2300/3405] lr: 2.484e-02, eta: 1 day, 7:21:42, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.6494, top5_acc: 0.9150, loss_cls: 3.0576, loss: 3.0576 +2024-09-20 18:39:08,977 - pyskl - INFO - Epoch [8][2400/3405] lr: 2.484e-02, eta: 1 day, 7:21:16, time: 0.232, data_time: 0.000, memory: 5251, top1_acc: 0.6425, top5_acc: 0.9163, loss_cls: 3.0809, loss: 3.0809 +2024-09-20 18:39:31,742 - pyskl - INFO - Epoch [8][2500/3405] lr: 2.484e-02, eta: 1 day, 7:20:43, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.6725, top5_acc: 0.9194, loss_cls: 3.0355, loss: 3.0355 +2024-09-20 18:39:54,606 - pyskl - INFO - Epoch [8][2600/3405] lr: 2.484e-02, eta: 1 day, 7:20:12, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.6631, top5_acc: 0.9237, loss_cls: 3.0185, loss: 3.0185 +2024-09-20 18:40:17,349 - pyskl - INFO - Epoch [8][2700/3405] lr: 2.483e-02, eta: 1 day, 7:19:38, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.6831, top5_acc: 0.9287, loss_cls: 2.9767, loss: 2.9767 +2024-09-20 18:40:39,715 - pyskl - INFO - Epoch [8][2800/3405] lr: 2.483e-02, eta: 1 day, 7:18:58, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.6831, top5_acc: 0.9187, loss_cls: 2.9988, loss: 2.9988 +2024-09-20 18:41:02,036 - pyskl - INFO - Epoch [8][2900/3405] lr: 2.483e-02, eta: 1 day, 7:18:17, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.6787, top5_acc: 0.9256, loss_cls: 2.9567, loss: 2.9567 +2024-09-20 18:41:25,395 - pyskl - INFO - Epoch [8][3000/3405] lr: 2.483e-02, eta: 1 day, 7:17:55, time: 0.234, data_time: 0.000, memory: 5251, top1_acc: 0.6744, top5_acc: 0.9337, loss_cls: 2.9707, loss: 2.9707 +2024-09-20 18:41:48,200 - pyskl - INFO - Epoch [8][3100/3405] lr: 2.483e-02, eta: 1 day, 7:17:23, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.6594, top5_acc: 0.9169, loss_cls: 3.0354, loss: 3.0354 +2024-09-20 18:42:10,980 - pyskl - INFO - Epoch [8][3200/3405] lr: 2.483e-02, eta: 1 day, 7:16:51, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.6969, top5_acc: 0.9225, loss_cls: 2.9919, loss: 2.9919 +2024-09-20 18:42:33,509 - pyskl - INFO - Epoch [8][3300/3405] lr: 2.483e-02, eta: 1 day, 7:16:14, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.6356, top5_acc: 0.9144, loss_cls: 3.0914, loss: 3.0914 +2024-09-20 18:42:56,161 - pyskl - INFO - Epoch [8][3400/3405] lr: 2.483e-02, eta: 1 day, 7:15:40, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.6388, top5_acc: 0.9213, loss_cls: 3.0908, loss: 3.0908 +2024-09-20 18:42:58,186 - pyskl - INFO - Saving checkpoint at 8 epochs +2024-09-20 18:46:46,936 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-20 18:46:47,708 - pyskl - INFO - +top1_acc 0.6167 +top5_acc 0.8911 +2024-09-20 18:46:47,732 - pyskl - INFO - Epoch(val) [8][3718] top1_acc: 0.6167, top5_acc: 0.8911 +2024-09-20 18:47:39,152 - pyskl - INFO - Epoch [9][100/3405] lr: 2.482e-02, eta: 1 day, 7:23:12, time: 0.514, data_time: 0.292, memory: 5251, top1_acc: 0.6737, top5_acc: 0.9219, loss_cls: 2.9987, loss: 2.9987 +2024-09-20 18:48:01,919 - pyskl - INFO - Epoch [9][200/3405] lr: 2.482e-02, eta: 1 day, 7:22:38, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.6856, top5_acc: 0.9331, loss_cls: 2.9485, loss: 2.9485 +2024-09-20 18:48:24,863 - pyskl - INFO - Epoch [9][300/3405] lr: 2.482e-02, eta: 1 day, 7:22:07, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.6556, top5_acc: 0.9100, loss_cls: 3.0830, loss: 3.0830 +2024-09-20 18:48:47,656 - pyskl - INFO - Epoch [9][400/3405] lr: 2.482e-02, eta: 1 day, 7:21:34, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.6650, top5_acc: 0.9206, loss_cls: 3.0170, loss: 3.0170 +2024-09-20 18:49:10,059 - pyskl - INFO - Epoch [9][500/3405] lr: 2.482e-02, eta: 1 day, 7:20:54, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.6687, top5_acc: 0.9225, loss_cls: 3.0059, loss: 3.0059 +2024-09-20 18:49:32,407 - pyskl - INFO - Epoch [9][600/3405] lr: 2.482e-02, eta: 1 day, 7:20:13, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.6737, top5_acc: 0.9269, loss_cls: 3.0116, loss: 3.0116 +2024-09-20 18:49:55,708 - pyskl - INFO - Epoch [9][700/3405] lr: 2.482e-02, eta: 1 day, 7:19:48, time: 0.233, data_time: 0.000, memory: 5251, top1_acc: 0.6562, top5_acc: 0.9094, loss_cls: 3.0631, loss: 3.0631 +2024-09-20 18:50:18,003 - pyskl - INFO - Epoch [9][800/3405] lr: 2.481e-02, eta: 1 day, 7:19:07, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.6625, top5_acc: 0.9256, loss_cls: 3.0110, loss: 3.0110 +2024-09-20 18:50:40,964 - pyskl - INFO - Epoch [9][900/3405] lr: 2.481e-02, eta: 1 day, 7:18:36, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.6981, top5_acc: 0.9294, loss_cls: 2.9189, loss: 2.9189 +2024-09-20 18:51:03,219 - pyskl - INFO - Epoch [9][1000/3405] lr: 2.481e-02, eta: 1 day, 7:17:54, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.6581, top5_acc: 0.9200, loss_cls: 3.0495, loss: 3.0495 +2024-09-20 18:51:25,533 - pyskl - INFO - Epoch [9][1100/3405] lr: 2.481e-02, eta: 1 day, 7:17:13, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.6562, top5_acc: 0.9194, loss_cls: 3.0719, loss: 3.0719 +2024-09-20 18:51:47,743 - pyskl - INFO - Epoch [9][1200/3405] lr: 2.481e-02, eta: 1 day, 7:16:31, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.6831, top5_acc: 0.9256, loss_cls: 2.9908, loss: 2.9908 +2024-09-20 18:52:10,331 - pyskl - INFO - Epoch [9][1300/3405] lr: 2.481e-02, eta: 1 day, 7:15:54, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.6719, top5_acc: 0.9094, loss_cls: 3.0290, loss: 3.0290 +2024-09-20 18:52:32,783 - pyskl - INFO - Epoch [9][1400/3405] lr: 2.481e-02, eta: 1 day, 7:15:16, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.6637, top5_acc: 0.9275, loss_cls: 3.0062, loss: 3.0062 +2024-09-20 18:52:55,258 - pyskl - INFO - Epoch [9][1500/3405] lr: 2.481e-02, eta: 1 day, 7:14:38, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.6719, top5_acc: 0.9287, loss_cls: 2.9724, loss: 2.9724 +2024-09-20 18:53:17,859 - pyskl - INFO - Epoch [9][1600/3405] lr: 2.480e-02, eta: 1 day, 7:14:03, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.6544, top5_acc: 0.9031, loss_cls: 3.0492, loss: 3.0492 +2024-09-20 18:53:40,685 - pyskl - INFO - Epoch [9][1700/3405] lr: 2.480e-02, eta: 1 day, 7:13:31, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.6613, top5_acc: 0.9200, loss_cls: 3.0494, loss: 3.0494 +2024-09-20 18:54:03,448 - pyskl - INFO - Epoch [9][1800/3405] lr: 2.480e-02, eta: 1 day, 7:12:58, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.6663, top5_acc: 0.9144, loss_cls: 3.0322, loss: 3.0322 +2024-09-20 18:54:26,684 - pyskl - INFO - Epoch [9][1900/3405] lr: 2.480e-02, eta: 1 day, 7:12:33, time: 0.232, data_time: 0.000, memory: 5251, top1_acc: 0.6675, top5_acc: 0.9200, loss_cls: 3.0468, loss: 3.0468 +2024-09-20 18:54:49,352 - pyskl - INFO - Epoch [9][2000/3405] lr: 2.480e-02, eta: 1 day, 7:11:59, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.6725, top5_acc: 0.9319, loss_cls: 2.9321, loss: 2.9321 +2024-09-20 18:55:11,894 - pyskl - INFO - Epoch [9][2100/3405] lr: 2.480e-02, eta: 1 day, 7:11:23, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.6769, top5_acc: 0.9281, loss_cls: 3.0150, loss: 3.0150 +2024-09-20 18:55:34,386 - pyskl - INFO - Epoch [9][2200/3405] lr: 2.480e-02, eta: 1 day, 7:10:46, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.6731, top5_acc: 0.9231, loss_cls: 3.0213, loss: 3.0213 +2024-09-20 18:55:56,617 - pyskl - INFO - Epoch [9][2300/3405] lr: 2.479e-02, eta: 1 day, 7:10:05, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.6725, top5_acc: 0.9200, loss_cls: 3.0416, loss: 3.0416 +2024-09-20 18:56:18,902 - pyskl - INFO - Epoch [9][2400/3405] lr: 2.479e-02, eta: 1 day, 7:09:25, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.6794, top5_acc: 0.9281, loss_cls: 2.9644, loss: 2.9644 +2024-09-20 18:56:41,094 - pyskl - INFO - Epoch [9][2500/3405] lr: 2.479e-02, eta: 1 day, 7:08:43, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.6787, top5_acc: 0.9250, loss_cls: 2.9799, loss: 2.9799 +2024-09-20 18:57:03,368 - pyskl - INFO - Epoch [9][2600/3405] lr: 2.479e-02, eta: 1 day, 7:08:03, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.6837, top5_acc: 0.9413, loss_cls: 2.9223, loss: 2.9223 +2024-09-20 18:57:26,206 - pyskl - INFO - Epoch [9][2700/3405] lr: 2.479e-02, eta: 1 day, 7:07:32, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.6719, top5_acc: 0.9163, loss_cls: 3.0309, loss: 3.0309 +2024-09-20 18:57:49,125 - pyskl - INFO - Epoch [9][2800/3405] lr: 2.479e-02, eta: 1 day, 7:07:03, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.6606, top5_acc: 0.9213, loss_cls: 3.0292, loss: 3.0292 +2024-09-20 18:58:11,960 - pyskl - INFO - Epoch [9][2900/3405] lr: 2.479e-02, eta: 1 day, 7:06:32, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.6763, top5_acc: 0.9337, loss_cls: 2.9656, loss: 2.9656 +2024-09-20 18:58:35,083 - pyskl - INFO - Epoch [9][3000/3405] lr: 2.478e-02, eta: 1 day, 7:06:06, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.6544, top5_acc: 0.9244, loss_cls: 3.0301, loss: 3.0301 +2024-09-20 18:58:57,898 - pyskl - INFO - Epoch [9][3100/3405] lr: 2.478e-02, eta: 1 day, 7:05:35, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.6713, top5_acc: 0.9144, loss_cls: 3.0193, loss: 3.0193 +2024-09-20 18:59:20,294 - pyskl - INFO - Epoch [9][3200/3405] lr: 2.478e-02, eta: 1 day, 7:04:57, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.6625, top5_acc: 0.9213, loss_cls: 3.0303, loss: 3.0303 +2024-09-20 18:59:42,924 - pyskl - INFO - Epoch [9][3300/3405] lr: 2.478e-02, eta: 1 day, 7:04:23, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.6813, top5_acc: 0.9150, loss_cls: 2.9794, loss: 2.9794 +2024-09-20 19:00:05,507 - pyskl - INFO - Epoch [9][3400/3405] lr: 2.478e-02, eta: 1 day, 7:03:49, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.6456, top5_acc: 0.9150, loss_cls: 3.0643, loss: 3.0643 +2024-09-20 19:00:07,257 - pyskl - INFO - Saving checkpoint at 9 epochs +2024-09-20 19:03:56,196 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-20 19:03:56,791 - pyskl - INFO - +top1_acc 0.6513 +top5_acc 0.9079 +2024-09-20 19:03:56,797 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/j_2/best_top1_acc_epoch_7.pth was removed +2024-09-20 19:03:56,981 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_9.pth. +2024-09-20 19:03:56,981 - pyskl - INFO - Best top1_acc is 0.6513 at 9 epoch. +2024-09-20 19:03:57,000 - pyskl - INFO - Epoch(val) [9][3718] top1_acc: 0.6513, top5_acc: 0.9079 +2024-09-20 19:04:47,806 - pyskl - INFO - Epoch [10][100/3405] lr: 2.478e-02, eta: 1 day, 7:10:16, time: 0.508, data_time: 0.281, memory: 5251, top1_acc: 0.6694, top5_acc: 0.9269, loss_cls: 2.9945, loss: 2.9945 +2024-09-20 19:05:11,327 - pyskl - INFO - Epoch [10][200/3405] lr: 2.478e-02, eta: 1 day, 7:09:55, time: 0.235, data_time: 0.000, memory: 5251, top1_acc: 0.6750, top5_acc: 0.9244, loss_cls: 3.0094, loss: 3.0094 +2024-09-20 19:05:33,708 - pyskl - INFO - Epoch [10][300/3405] lr: 2.477e-02, eta: 1 day, 7:09:16, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.6987, top5_acc: 0.9306, loss_cls: 2.9245, loss: 2.9245 +2024-09-20 19:05:56,300 - pyskl - INFO - Epoch [10][400/3405] lr: 2.477e-02, eta: 1 day, 7:08:40, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.6887, top5_acc: 0.9387, loss_cls: 2.9327, loss: 2.9327 +2024-09-20 19:06:18,629 - pyskl - INFO - Epoch [10][500/3405] lr: 2.477e-02, eta: 1 day, 7:08:01, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.6763, top5_acc: 0.9281, loss_cls: 2.9821, loss: 2.9821 +2024-09-20 19:06:41,012 - pyskl - INFO - Epoch [10][600/3405] lr: 2.477e-02, eta: 1 day, 7:07:22, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.6969, top5_acc: 0.9281, loss_cls: 2.9166, loss: 2.9166 +2024-09-20 19:07:04,213 - pyskl - INFO - Epoch [10][700/3405] lr: 2.477e-02, eta: 1 day, 7:06:56, time: 0.232, data_time: 0.000, memory: 5251, top1_acc: 0.6675, top5_acc: 0.9263, loss_cls: 2.9999, loss: 2.9999 +2024-09-20 19:07:26,720 - pyskl - INFO - Epoch [10][800/3405] lr: 2.477e-02, eta: 1 day, 7:06:20, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.6800, top5_acc: 0.9350, loss_cls: 2.9783, loss: 2.9783 +2024-09-20 19:07:49,616 - pyskl - INFO - Epoch [10][900/3405] lr: 2.477e-02, eta: 1 day, 7:05:49, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.6937, top5_acc: 0.9350, loss_cls: 2.9629, loss: 2.9629 +2024-09-20 19:08:12,368 - pyskl - INFO - Epoch [10][1000/3405] lr: 2.476e-02, eta: 1 day, 7:05:17, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.6875, top5_acc: 0.9287, loss_cls: 2.9853, loss: 2.9853 +2024-09-20 19:08:35,163 - pyskl - INFO - Epoch [10][1100/3405] lr: 2.476e-02, eta: 1 day, 7:04:45, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.6756, top5_acc: 0.9169, loss_cls: 2.9924, loss: 2.9924 +2024-09-20 19:08:57,761 - pyskl - INFO - Epoch [10][1200/3405] lr: 2.476e-02, eta: 1 day, 7:04:10, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.6419, top5_acc: 0.9119, loss_cls: 3.0705, loss: 3.0705 +2024-09-20 19:09:20,647 - pyskl - INFO - Epoch [10][1300/3405] lr: 2.476e-02, eta: 1 day, 7:03:40, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.6725, top5_acc: 0.9250, loss_cls: 2.9695, loss: 2.9695 +2024-09-20 19:09:43,611 - pyskl - INFO - Epoch [10][1400/3405] lr: 2.476e-02, eta: 1 day, 7:03:10, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.6975, top5_acc: 0.9287, loss_cls: 2.9337, loss: 2.9337 +2024-09-20 19:10:06,216 - pyskl - INFO - Epoch [10][1500/3405] lr: 2.476e-02, eta: 1 day, 7:02:36, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.6913, top5_acc: 0.9231, loss_cls: 2.9680, loss: 2.9680 +2024-09-20 19:10:28,380 - pyskl - INFO - Epoch [10][1600/3405] lr: 2.475e-02, eta: 1 day, 7:01:55, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.6713, top5_acc: 0.9275, loss_cls: 3.0146, loss: 3.0146 +2024-09-20 19:10:50,745 - pyskl - INFO - Epoch [10][1700/3405] lr: 2.475e-02, eta: 1 day, 7:01:17, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7044, top5_acc: 0.9269, loss_cls: 2.9308, loss: 2.9308 +2024-09-20 19:11:13,310 - pyskl - INFO - Epoch [10][1800/3405] lr: 2.475e-02, eta: 1 day, 7:00:42, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.6737, top5_acc: 0.9263, loss_cls: 2.9717, loss: 2.9717 +2024-09-20 19:11:35,643 - pyskl - INFO - Epoch [10][1900/3405] lr: 2.475e-02, eta: 1 day, 7:00:04, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.6581, top5_acc: 0.9213, loss_cls: 3.0253, loss: 3.0253 +2024-09-20 19:11:58,489 - pyskl - INFO - Epoch [10][2000/3405] lr: 2.475e-02, eta: 1 day, 6:59:34, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.6931, top5_acc: 0.9069, loss_cls: 2.9745, loss: 2.9745 +2024-09-20 19:12:21,089 - pyskl - INFO - Epoch [10][2100/3405] lr: 2.475e-02, eta: 1 day, 6:58:59, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.6844, top5_acc: 0.9200, loss_cls: 2.9705, loss: 2.9705 +2024-09-20 19:12:44,139 - pyskl - INFO - Epoch [10][2200/3405] lr: 2.475e-02, eta: 1 day, 6:58:32, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.6837, top5_acc: 0.9350, loss_cls: 2.9763, loss: 2.9763 +2024-09-20 19:13:06,859 - pyskl - INFO - Epoch [10][2300/3405] lr: 2.474e-02, eta: 1 day, 6:58:00, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.7056, top5_acc: 0.9400, loss_cls: 2.8920, loss: 2.8920 +2024-09-20 19:13:29,373 - pyskl - INFO - Epoch [10][2400/3405] lr: 2.474e-02, eta: 1 day, 6:57:25, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.6844, top5_acc: 0.9325, loss_cls: 2.9488, loss: 2.9488 +2024-09-20 19:13:51,823 - pyskl - INFO - Epoch [10][2500/3405] lr: 2.474e-02, eta: 1 day, 6:56:49, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.6600, top5_acc: 0.9163, loss_cls: 3.0527, loss: 3.0527 +2024-09-20 19:14:14,308 - pyskl - INFO - Epoch [10][2600/3405] lr: 2.474e-02, eta: 1 day, 6:56:13, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.6944, top5_acc: 0.9213, loss_cls: 2.9822, loss: 2.9822 +2024-09-20 19:14:36,878 - pyskl - INFO - Epoch [10][2700/3405] lr: 2.474e-02, eta: 1 day, 6:55:39, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7094, top5_acc: 0.9331, loss_cls: 2.8921, loss: 2.8921 +2024-09-20 19:14:59,266 - pyskl - INFO - Epoch [10][2800/3405] lr: 2.474e-02, eta: 1 day, 6:55:02, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.6944, top5_acc: 0.9300, loss_cls: 2.9350, loss: 2.9350 +2024-09-20 19:15:21,744 - pyskl - INFO - Epoch [10][2900/3405] lr: 2.473e-02, eta: 1 day, 6:54:27, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.6763, top5_acc: 0.9187, loss_cls: 2.9938, loss: 2.9938 +2024-09-20 19:15:44,283 - pyskl - INFO - Epoch [10][3000/3405] lr: 2.473e-02, eta: 1 day, 6:53:53, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.6669, top5_acc: 0.9131, loss_cls: 3.0099, loss: 3.0099 +2024-09-20 19:16:06,919 - pyskl - INFO - Epoch [10][3100/3405] lr: 2.473e-02, eta: 1 day, 6:53:20, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.6575, top5_acc: 0.9213, loss_cls: 3.0247, loss: 3.0247 +2024-09-20 19:16:30,145 - pyskl - INFO - Epoch [10][3200/3405] lr: 2.473e-02, eta: 1 day, 6:52:55, time: 0.232, data_time: 0.000, memory: 5251, top1_acc: 0.6625, top5_acc: 0.9187, loss_cls: 3.0114, loss: 3.0114 +2024-09-20 19:16:53,069 - pyskl - INFO - Epoch [10][3300/3405] lr: 2.473e-02, eta: 1 day, 6:52:26, time: 0.229, data_time: 0.001, memory: 5251, top1_acc: 0.6663, top5_acc: 0.9144, loss_cls: 3.0010, loss: 3.0010 +2024-09-20 19:17:15,577 - pyskl - INFO - Epoch [10][3400/3405] lr: 2.473e-02, eta: 1 day, 6:51:52, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.6512, top5_acc: 0.9125, loss_cls: 3.0563, loss: 3.0563 +2024-09-20 19:17:17,762 - pyskl - INFO - Saving checkpoint at 10 epochs +2024-09-20 19:21:06,468 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-20 19:21:07,034 - pyskl - INFO - +top1_acc 0.6584 +top5_acc 0.9137 +2024-09-20 19:21:07,039 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/j_2/best_top1_acc_epoch_9.pth was removed +2024-09-20 19:21:07,276 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_10.pth. +2024-09-20 19:21:07,277 - pyskl - INFO - Best top1_acc is 0.6584 at 10 epoch. +2024-09-20 19:21:07,297 - pyskl - INFO - Epoch(val) [10][3718] top1_acc: 0.6584, top5_acc: 0.9137 +2024-09-20 19:21:56,694 - pyskl - INFO - Epoch [11][100/3405] lr: 2.473e-02, eta: 1 day, 6:57:15, time: 0.494, data_time: 0.270, memory: 5251, top1_acc: 0.6950, top5_acc: 0.9319, loss_cls: 2.9587, loss: 2.9587 +2024-09-20 19:22:19,123 - pyskl - INFO - Epoch [11][200/3405] lr: 2.472e-02, eta: 1 day, 6:56:38, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.6894, top5_acc: 0.9313, loss_cls: 2.9437, loss: 2.9437 +2024-09-20 19:22:41,684 - pyskl - INFO - Epoch [11][300/3405] lr: 2.472e-02, eta: 1 day, 6:56:04, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7106, top5_acc: 0.9456, loss_cls: 2.8526, loss: 2.8526 +2024-09-20 19:23:04,120 - pyskl - INFO - Epoch [11][400/3405] lr: 2.472e-02, eta: 1 day, 6:55:27, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.6969, top5_acc: 0.9263, loss_cls: 2.9122, loss: 2.9122 +2024-09-20 19:23:27,682 - pyskl - INFO - Epoch [11][500/3405] lr: 2.472e-02, eta: 1 day, 6:55:07, time: 0.236, data_time: 0.000, memory: 5251, top1_acc: 0.6881, top5_acc: 0.9306, loss_cls: 2.9484, loss: 2.9484 +2024-09-20 19:23:50,779 - pyskl - INFO - Epoch [11][600/3405] lr: 2.472e-02, eta: 1 day, 6:54:39, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.6731, top5_acc: 0.9275, loss_cls: 2.9882, loss: 2.9882 +2024-09-20 19:24:13,702 - pyskl - INFO - Epoch [11][700/3405] lr: 2.472e-02, eta: 1 day, 6:54:10, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.6681, top5_acc: 0.9275, loss_cls: 2.9642, loss: 2.9642 +2024-09-20 19:24:36,822 - pyskl - INFO - Epoch [11][800/3405] lr: 2.471e-02, eta: 1 day, 6:53:43, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.6894, top5_acc: 0.9344, loss_cls: 2.9314, loss: 2.9314 +2024-09-20 19:24:59,892 - pyskl - INFO - Epoch [11][900/3405] lr: 2.471e-02, eta: 1 day, 6:53:15, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.6894, top5_acc: 0.9294, loss_cls: 2.9369, loss: 2.9369 +2024-09-20 19:25:22,595 - pyskl - INFO - Epoch [11][1000/3405] lr: 2.471e-02, eta: 1 day, 6:52:43, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.6806, top5_acc: 0.9213, loss_cls: 2.9606, loss: 2.9606 +2024-09-20 19:25:45,044 - pyskl - INFO - Epoch [11][1100/3405] lr: 2.471e-02, eta: 1 day, 6:52:07, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.6931, top5_acc: 0.9319, loss_cls: 2.9516, loss: 2.9516 +2024-09-20 19:26:07,945 - pyskl - INFO - Epoch [11][1200/3405] lr: 2.471e-02, eta: 1 day, 6:51:38, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.6713, top5_acc: 0.9219, loss_cls: 2.9743, loss: 2.9743 +2024-09-20 19:26:30,339 - pyskl - INFO - Epoch [11][1300/3405] lr: 2.471e-02, eta: 1 day, 6:51:01, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7006, top5_acc: 0.9263, loss_cls: 2.9715, loss: 2.9715 +2024-09-20 19:26:52,738 - pyskl - INFO - Epoch [11][1400/3405] lr: 2.470e-02, eta: 1 day, 6:50:25, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.6806, top5_acc: 0.9281, loss_cls: 2.9482, loss: 2.9482 +2024-09-20 19:27:14,887 - pyskl - INFO - Epoch [11][1500/3405] lr: 2.470e-02, eta: 1 day, 6:49:45, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.6913, top5_acc: 0.9275, loss_cls: 2.9690, loss: 2.9690 +2024-09-20 19:27:36,973 - pyskl - INFO - Epoch [11][1600/3405] lr: 2.470e-02, eta: 1 day, 6:49:05, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.6844, top5_acc: 0.9313, loss_cls: 2.9709, loss: 2.9709 +2024-09-20 19:27:59,447 - pyskl - INFO - Epoch [11][1700/3405] lr: 2.470e-02, eta: 1 day, 6:48:30, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.6913, top5_acc: 0.9231, loss_cls: 2.9597, loss: 2.9597 +2024-09-20 19:28:21,964 - pyskl - INFO - Epoch [11][1800/3405] lr: 2.470e-02, eta: 1 day, 6:47:56, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.6950, top5_acc: 0.9313, loss_cls: 2.9341, loss: 2.9341 +2024-09-20 19:28:44,216 - pyskl - INFO - Epoch [11][1900/3405] lr: 2.470e-02, eta: 1 day, 6:47:18, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.6906, top5_acc: 0.9281, loss_cls: 2.9551, loss: 2.9551 +2024-09-20 19:29:06,194 - pyskl - INFO - Epoch [11][2000/3405] lr: 2.469e-02, eta: 1 day, 6:46:36, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.6825, top5_acc: 0.9250, loss_cls: 2.9619, loss: 2.9619 +2024-09-20 19:29:28,434 - pyskl - INFO - Epoch [11][2100/3405] lr: 2.469e-02, eta: 1 day, 6:45:59, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.6700, top5_acc: 0.9175, loss_cls: 3.0072, loss: 3.0072 +2024-09-20 19:29:50,751 - pyskl - INFO - Epoch [11][2200/3405] lr: 2.469e-02, eta: 1 day, 6:45:22, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.6856, top5_acc: 0.9287, loss_cls: 2.9596, loss: 2.9596 +2024-09-20 19:30:13,536 - pyskl - INFO - Epoch [11][2300/3405] lr: 2.469e-02, eta: 1 day, 6:44:51, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.6937, top5_acc: 0.9337, loss_cls: 2.9280, loss: 2.9280 +2024-09-20 19:30:36,316 - pyskl - INFO - Epoch [11][2400/3405] lr: 2.469e-02, eta: 1 day, 6:44:21, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7144, top5_acc: 0.9313, loss_cls: 2.8979, loss: 2.8979 +2024-09-20 19:30:59,352 - pyskl - INFO - Epoch [11][2500/3405] lr: 2.469e-02, eta: 1 day, 6:43:54, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.6831, top5_acc: 0.9387, loss_cls: 2.9002, loss: 2.9002 +2024-09-20 19:31:22,186 - pyskl - INFO - Epoch [11][2600/3405] lr: 2.468e-02, eta: 1 day, 6:43:24, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7000, top5_acc: 0.9275, loss_cls: 2.9282, loss: 2.9282 +2024-09-20 19:31:44,621 - pyskl - INFO - Epoch [11][2700/3405] lr: 2.468e-02, eta: 1 day, 6:42:49, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.6813, top5_acc: 0.9325, loss_cls: 2.9614, loss: 2.9614 +2024-09-20 19:32:06,923 - pyskl - INFO - Epoch [11][2800/3405] lr: 2.468e-02, eta: 1 day, 6:42:12, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.6906, top5_acc: 0.9200, loss_cls: 2.9727, loss: 2.9727 +2024-09-20 19:32:29,447 - pyskl - INFO - Epoch [11][2900/3405] lr: 2.468e-02, eta: 1 day, 6:41:39, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.6769, top5_acc: 0.9187, loss_cls: 2.9970, loss: 2.9970 +2024-09-20 19:32:52,072 - pyskl - INFO - Epoch [11][3000/3405] lr: 2.468e-02, eta: 1 day, 6:41:07, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.6869, top5_acc: 0.9256, loss_cls: 2.9302, loss: 2.9302 +2024-09-20 19:33:14,419 - pyskl - INFO - Epoch [11][3100/3405] lr: 2.468e-02, eta: 1 day, 6:40:31, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.6894, top5_acc: 0.9250, loss_cls: 2.9911, loss: 2.9911 +2024-09-20 19:33:36,799 - pyskl - INFO - Epoch [11][3200/3405] lr: 2.467e-02, eta: 1 day, 6:39:56, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.6881, top5_acc: 0.9244, loss_cls: 2.9636, loss: 2.9636 +2024-09-20 19:33:59,474 - pyskl - INFO - Epoch [11][3300/3405] lr: 2.467e-02, eta: 1 day, 6:39:24, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.6819, top5_acc: 0.9206, loss_cls: 2.9896, loss: 2.9896 +2024-09-20 19:34:22,091 - pyskl - INFO - Epoch [11][3400/3405] lr: 2.467e-02, eta: 1 day, 6:38:52, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.6937, top5_acc: 0.9325, loss_cls: 2.9273, loss: 2.9273 +2024-09-20 19:34:24,345 - pyskl - INFO - Saving checkpoint at 11 epochs +2024-09-20 19:38:13,856 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-20 19:38:14,636 - pyskl - INFO - +top1_acc 0.6554 +top5_acc 0.9153 +2024-09-20 19:38:14,668 - pyskl - INFO - Epoch(val) [11][3718] top1_acc: 0.6554, top5_acc: 0.9153 +2024-09-20 19:39:08,762 - pyskl - INFO - Epoch [12][100/3405] lr: 2.467e-02, eta: 1 day, 6:44:41, time: 0.541, data_time: 0.315, memory: 5251, top1_acc: 0.6731, top5_acc: 0.9237, loss_cls: 2.9723, loss: 2.9723 +2024-09-20 19:39:31,118 - pyskl - INFO - Epoch [12][200/3405] lr: 2.467e-02, eta: 1 day, 6:44:04, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.6825, top5_acc: 0.9263, loss_cls: 2.9549, loss: 2.9549 +2024-09-20 19:39:53,376 - pyskl - INFO - Epoch [12][300/3405] lr: 2.466e-02, eta: 1 day, 6:43:27, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7106, top5_acc: 0.9319, loss_cls: 2.8668, loss: 2.8668 +2024-09-20 19:40:15,825 - pyskl - INFO - Epoch [12][400/3405] lr: 2.466e-02, eta: 1 day, 6:42:52, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.6769, top5_acc: 0.9294, loss_cls: 2.9613, loss: 2.9613 +2024-09-20 19:40:38,920 - pyskl - INFO - Epoch [12][500/3405] lr: 2.466e-02, eta: 1 day, 6:42:25, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.6956, top5_acc: 0.9287, loss_cls: 2.9559, loss: 2.9559 +2024-09-20 19:41:01,956 - pyskl - INFO - Epoch [12][600/3405] lr: 2.466e-02, eta: 1 day, 6:41:57, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.7081, top5_acc: 0.9369, loss_cls: 2.9081, loss: 2.9081 +2024-09-20 19:41:24,643 - pyskl - INFO - Epoch [12][700/3405] lr: 2.466e-02, eta: 1 day, 6:41:25, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.6831, top5_acc: 0.9294, loss_cls: 2.9496, loss: 2.9496 +2024-09-20 19:41:47,095 - pyskl - INFO - Epoch [12][800/3405] lr: 2.466e-02, eta: 1 day, 6:40:50, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.6900, top5_acc: 0.9250, loss_cls: 2.9665, loss: 2.9665 +2024-09-20 19:42:10,031 - pyskl - INFO - Epoch [12][900/3405] lr: 2.465e-02, eta: 1 day, 6:40:21, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.6975, top5_acc: 0.9325, loss_cls: 2.9648, loss: 2.9648 +2024-09-20 19:42:32,920 - pyskl - INFO - Epoch [12][1000/3405] lr: 2.465e-02, eta: 1 day, 6:39:52, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.6831, top5_acc: 0.9225, loss_cls: 2.9725, loss: 2.9725 +2024-09-20 19:42:55,713 - pyskl - INFO - Epoch [12][1100/3405] lr: 2.465e-02, eta: 1 day, 6:39:21, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7037, top5_acc: 0.9450, loss_cls: 2.8894, loss: 2.8894 +2024-09-20 19:43:18,888 - pyskl - INFO - Epoch [12][1200/3405] lr: 2.465e-02, eta: 1 day, 6:38:56, time: 0.232, data_time: 0.000, memory: 5251, top1_acc: 0.6819, top5_acc: 0.9263, loss_cls: 2.9908, loss: 2.9908 +2024-09-20 19:43:41,787 - pyskl - INFO - Epoch [12][1300/3405] lr: 2.465e-02, eta: 1 day, 6:38:27, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.6725, top5_acc: 0.9263, loss_cls: 2.9780, loss: 2.9780 +2024-09-20 19:44:04,543 - pyskl - INFO - Epoch [12][1400/3405] lr: 2.464e-02, eta: 1 day, 6:37:56, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.6919, top5_acc: 0.9319, loss_cls: 2.9729, loss: 2.9729 +2024-09-20 19:44:27,187 - pyskl - INFO - Epoch [12][1500/3405] lr: 2.464e-02, eta: 1 day, 6:37:24, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.6950, top5_acc: 0.9269, loss_cls: 2.9534, loss: 2.9534 +2024-09-20 19:44:50,076 - pyskl - INFO - Epoch [12][1600/3405] lr: 2.464e-02, eta: 1 day, 6:36:54, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.6956, top5_acc: 0.9369, loss_cls: 2.9084, loss: 2.9084 +2024-09-20 19:45:13,145 - pyskl - INFO - Epoch [12][1700/3405] lr: 2.464e-02, eta: 1 day, 6:36:27, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.7006, top5_acc: 0.9400, loss_cls: 2.8911, loss: 2.8911 +2024-09-20 19:45:35,902 - pyskl - INFO - Epoch [12][1800/3405] lr: 2.464e-02, eta: 1 day, 6:35:57, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.6937, top5_acc: 0.9206, loss_cls: 2.9581, loss: 2.9581 +2024-09-20 19:45:58,563 - pyskl - INFO - Epoch [12][1900/3405] lr: 2.464e-02, eta: 1 day, 6:35:25, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.7125, top5_acc: 0.9413, loss_cls: 2.8677, loss: 2.8677 +2024-09-20 19:46:21,434 - pyskl - INFO - Epoch [12][2000/3405] lr: 2.463e-02, eta: 1 day, 6:34:56, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.6919, top5_acc: 0.9344, loss_cls: 2.9185, loss: 2.9185 +2024-09-20 19:46:44,051 - pyskl - INFO - Epoch [12][2100/3405] lr: 2.463e-02, eta: 1 day, 6:34:23, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.6969, top5_acc: 0.9331, loss_cls: 2.9124, loss: 2.9124 +2024-09-20 19:47:06,552 - pyskl - INFO - Epoch [12][2200/3405] lr: 2.463e-02, eta: 1 day, 6:33:50, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.6950, top5_acc: 0.9175, loss_cls: 2.9542, loss: 2.9542 +2024-09-20 19:47:29,160 - pyskl - INFO - Epoch [12][2300/3405] lr: 2.463e-02, eta: 1 day, 6:33:18, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7031, top5_acc: 0.9381, loss_cls: 2.8941, loss: 2.8941 +2024-09-20 19:47:51,832 - pyskl - INFO - Epoch [12][2400/3405] lr: 2.463e-02, eta: 1 day, 6:32:46, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.6869, top5_acc: 0.9337, loss_cls: 2.9179, loss: 2.9179 +2024-09-20 19:48:14,588 - pyskl - INFO - Epoch [12][2500/3405] lr: 2.462e-02, eta: 1 day, 6:32:16, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.6975, top5_acc: 0.9200, loss_cls: 2.9340, loss: 2.9340 +2024-09-20 19:48:37,456 - pyskl - INFO - Epoch [12][2600/3405] lr: 2.462e-02, eta: 1 day, 6:31:47, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.7050, top5_acc: 0.9294, loss_cls: 2.8981, loss: 2.8981 +2024-09-20 19:49:00,002 - pyskl - INFO - Epoch [12][2700/3405] lr: 2.462e-02, eta: 1 day, 6:31:14, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.6775, top5_acc: 0.9219, loss_cls: 2.9887, loss: 2.9887 +2024-09-20 19:49:22,398 - pyskl - INFO - Epoch [12][2800/3405] lr: 2.462e-02, eta: 1 day, 6:30:40, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.6781, top5_acc: 0.9275, loss_cls: 2.9791, loss: 2.9791 +2024-09-20 19:49:45,577 - pyskl - INFO - Epoch [12][2900/3405] lr: 2.462e-02, eta: 1 day, 6:30:14, time: 0.232, data_time: 0.000, memory: 5251, top1_acc: 0.6781, top5_acc: 0.9319, loss_cls: 2.9406, loss: 2.9406 +2024-09-20 19:50:08,345 - pyskl - INFO - Epoch [12][3000/3405] lr: 2.462e-02, eta: 1 day, 6:29:44, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.6737, top5_acc: 0.9187, loss_cls: 3.0190, loss: 3.0190 +2024-09-20 19:50:30,956 - pyskl - INFO - Epoch [12][3100/3405] lr: 2.461e-02, eta: 1 day, 6:29:12, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7262, top5_acc: 0.9337, loss_cls: 2.8436, loss: 2.8436 +2024-09-20 19:50:53,788 - pyskl - INFO - Epoch [12][3200/3405] lr: 2.461e-02, eta: 1 day, 6:28:43, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.6981, top5_acc: 0.9300, loss_cls: 2.9071, loss: 2.9071 +2024-09-20 19:51:16,547 - pyskl - INFO - Epoch [12][3300/3405] lr: 2.461e-02, eta: 1 day, 6:28:13, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.6737, top5_acc: 0.9244, loss_cls: 2.9686, loss: 2.9686 +2024-09-20 19:51:39,035 - pyskl - INFO - Epoch [12][3400/3405] lr: 2.461e-02, eta: 1 day, 6:27:40, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.6975, top5_acc: 0.9275, loss_cls: 2.9567, loss: 2.9567 +2024-09-20 19:51:41,183 - pyskl - INFO - Saving checkpoint at 12 epochs +2024-09-20 19:55:33,263 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-20 19:55:34,052 - pyskl - INFO - +top1_acc 0.6725 +top5_acc 0.9183 +2024-09-20 19:55:34,059 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/j_2/best_top1_acc_epoch_10.pth was removed +2024-09-20 19:55:34,276 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_12.pth. +2024-09-20 19:55:34,276 - pyskl - INFO - Best top1_acc is 0.6725 at 12 epoch. +2024-09-20 19:55:34,298 - pyskl - INFO - Epoch(val) [12][3718] top1_acc: 0.6725, top5_acc: 0.9183 +2024-09-20 19:56:27,972 - pyskl - INFO - Epoch [13][100/3405] lr: 2.461e-02, eta: 1 day, 6:32:50, time: 0.537, data_time: 0.311, memory: 5251, top1_acc: 0.7219, top5_acc: 0.9375, loss_cls: 2.8389, loss: 2.8389 +2024-09-20 19:56:50,697 - pyskl - INFO - Epoch [13][200/3405] lr: 2.460e-02, eta: 1 day, 6:32:19, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.7063, top5_acc: 0.9450, loss_cls: 2.8750, loss: 2.8750 +2024-09-20 19:57:13,418 - pyskl - INFO - Epoch [13][300/3405] lr: 2.460e-02, eta: 1 day, 6:31:47, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.6850, top5_acc: 0.9269, loss_cls: 2.9514, loss: 2.9514 +2024-09-20 19:57:35,855 - pyskl - INFO - Epoch [13][400/3405] lr: 2.460e-02, eta: 1 day, 6:31:13, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.6794, top5_acc: 0.9275, loss_cls: 2.9542, loss: 2.9542 +2024-09-20 19:57:58,828 - pyskl - INFO - Epoch [13][500/3405] lr: 2.460e-02, eta: 1 day, 6:30:45, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.7044, top5_acc: 0.9269, loss_cls: 2.9202, loss: 2.9202 +2024-09-20 19:58:21,753 - pyskl - INFO - Epoch [13][600/3405] lr: 2.460e-02, eta: 1 day, 6:30:16, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.6975, top5_acc: 0.9237, loss_cls: 2.9323, loss: 2.9323 +2024-09-20 19:58:44,518 - pyskl - INFO - Epoch [13][700/3405] lr: 2.459e-02, eta: 1 day, 6:29:45, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7119, top5_acc: 0.9269, loss_cls: 2.8840, loss: 2.8840 +2024-09-20 19:59:07,322 - pyskl - INFO - Epoch [13][800/3405] lr: 2.459e-02, eta: 1 day, 6:29:15, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7050, top5_acc: 0.9356, loss_cls: 2.9059, loss: 2.9059 +2024-09-20 19:59:30,007 - pyskl - INFO - Epoch [13][900/3405] lr: 2.459e-02, eta: 1 day, 6:28:44, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.6950, top5_acc: 0.9387, loss_cls: 2.9062, loss: 2.9062 +2024-09-20 19:59:52,762 - pyskl - INFO - Epoch [13][1000/3405] lr: 2.459e-02, eta: 1 day, 6:28:13, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7150, top5_acc: 0.9450, loss_cls: 2.8293, loss: 2.8293 +2024-09-20 20:00:15,607 - pyskl - INFO - Epoch [13][1100/3405] lr: 2.459e-02, eta: 1 day, 6:27:44, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.6869, top5_acc: 0.9156, loss_cls: 2.9450, loss: 2.9450 +2024-09-20 20:00:38,275 - pyskl - INFO - Epoch [13][1200/3405] lr: 2.458e-02, eta: 1 day, 6:27:12, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.6931, top5_acc: 0.9369, loss_cls: 2.8918, loss: 2.8918 +2024-09-20 20:01:01,139 - pyskl - INFO - Epoch [13][1300/3405] lr: 2.458e-02, eta: 1 day, 6:26:43, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.6719, top5_acc: 0.9300, loss_cls: 2.9661, loss: 2.9661 +2024-09-20 20:01:23,638 - pyskl - INFO - Epoch [13][1400/3405] lr: 2.458e-02, eta: 1 day, 6:26:10, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.6869, top5_acc: 0.9313, loss_cls: 2.9475, loss: 2.9475 +2024-09-20 20:01:46,513 - pyskl - INFO - Epoch [13][1500/3405] lr: 2.458e-02, eta: 1 day, 6:25:40, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.6713, top5_acc: 0.9231, loss_cls: 3.0009, loss: 3.0009 +2024-09-20 20:02:09,399 - pyskl - INFO - Epoch [13][1600/3405] lr: 2.458e-02, eta: 1 day, 6:25:12, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.6850, top5_acc: 0.9369, loss_cls: 2.9631, loss: 2.9631 +2024-09-20 20:02:32,066 - pyskl - INFO - Epoch [13][1700/3405] lr: 2.457e-02, eta: 1 day, 6:24:40, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.6987, top5_acc: 0.9375, loss_cls: 2.9100, loss: 2.9100 +2024-09-20 20:02:55,028 - pyskl - INFO - Epoch [13][1800/3405] lr: 2.457e-02, eta: 1 day, 6:24:12, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.7125, top5_acc: 0.9306, loss_cls: 2.8883, loss: 2.8883 +2024-09-20 20:03:17,794 - pyskl - INFO - Epoch [13][1900/3405] lr: 2.457e-02, eta: 1 day, 6:23:42, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.6756, top5_acc: 0.9231, loss_cls: 2.9827, loss: 2.9827 +2024-09-20 20:03:40,661 - pyskl - INFO - Epoch [13][2000/3405] lr: 2.457e-02, eta: 1 day, 6:23:13, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.6950, top5_acc: 0.9294, loss_cls: 2.9532, loss: 2.9532 +2024-09-20 20:04:03,355 - pyskl - INFO - Epoch [13][2100/3405] lr: 2.457e-02, eta: 1 day, 6:22:42, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.7013, top5_acc: 0.9400, loss_cls: 2.8820, loss: 2.8820 +2024-09-20 20:04:25,889 - pyskl - INFO - Epoch [13][2200/3405] lr: 2.456e-02, eta: 1 day, 6:22:10, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7050, top5_acc: 0.9375, loss_cls: 2.8914, loss: 2.8914 +2024-09-20 20:04:48,582 - pyskl - INFO - Epoch [13][2300/3405] lr: 2.456e-02, eta: 1 day, 6:21:39, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.7037, top5_acc: 0.9287, loss_cls: 2.9098, loss: 2.9098 +2024-09-20 20:05:11,177 - pyskl - INFO - Epoch [13][2400/3405] lr: 2.456e-02, eta: 1 day, 6:21:07, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7094, top5_acc: 0.9413, loss_cls: 2.8669, loss: 2.8669 +2024-09-20 20:05:33,996 - pyskl - INFO - Epoch [13][2500/3405] lr: 2.456e-02, eta: 1 day, 6:20:38, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7225, top5_acc: 0.9281, loss_cls: 2.8860, loss: 2.8860 +2024-09-20 20:05:56,433 - pyskl - INFO - Epoch [13][2600/3405] lr: 2.456e-02, eta: 1 day, 6:20:04, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7163, top5_acc: 0.9337, loss_cls: 2.8935, loss: 2.8935 +2024-09-20 20:06:19,222 - pyskl - INFO - Epoch [13][2700/3405] lr: 2.455e-02, eta: 1 day, 6:19:35, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.6881, top5_acc: 0.9225, loss_cls: 2.9378, loss: 2.9378 +2024-09-20 20:06:41,758 - pyskl - INFO - Epoch [13][2800/3405] lr: 2.455e-02, eta: 1 day, 6:19:02, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7056, top5_acc: 0.9275, loss_cls: 2.9053, loss: 2.9053 +2024-09-20 20:07:04,257 - pyskl - INFO - Epoch [13][2900/3405] lr: 2.455e-02, eta: 1 day, 6:18:30, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7000, top5_acc: 0.9413, loss_cls: 2.9087, loss: 2.9087 +2024-09-20 20:07:26,732 - pyskl - INFO - Epoch [13][3000/3405] lr: 2.455e-02, eta: 1 day, 6:17:57, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7100, top5_acc: 0.9169, loss_cls: 2.9115, loss: 2.9115 +2024-09-20 20:07:49,157 - pyskl - INFO - Epoch [13][3100/3405] lr: 2.455e-02, eta: 1 day, 6:17:24, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.6931, top5_acc: 0.9300, loss_cls: 2.9234, loss: 2.9234 +2024-09-20 20:08:11,838 - pyskl - INFO - Epoch [13][3200/3405] lr: 2.454e-02, eta: 1 day, 6:16:53, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.6950, top5_acc: 0.9287, loss_cls: 2.9186, loss: 2.9186 +2024-09-20 20:08:34,695 - pyskl - INFO - Epoch [13][3300/3405] lr: 2.454e-02, eta: 1 day, 6:16:24, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.7069, top5_acc: 0.9425, loss_cls: 2.8599, loss: 2.8599 +2024-09-20 20:08:57,200 - pyskl - INFO - Epoch [13][3400/3405] lr: 2.454e-02, eta: 1 day, 6:15:52, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.6837, top5_acc: 0.9256, loss_cls: 2.9591, loss: 2.9591 +2024-09-20 20:08:59,240 - pyskl - INFO - Saving checkpoint at 13 epochs +2024-09-20 20:12:50,447 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-20 20:12:51,192 - pyskl - INFO - +top1_acc 0.6056 +top5_acc 0.8838 +2024-09-20 20:12:51,211 - pyskl - INFO - Epoch(val) [13][3718] top1_acc: 0.6056, top5_acc: 0.8838 +2024-09-20 20:13:44,732 - pyskl - INFO - Epoch [14][100/3405] lr: 2.454e-02, eta: 1 day, 6:20:32, time: 0.535, data_time: 0.306, memory: 5251, top1_acc: 0.6825, top5_acc: 0.9294, loss_cls: 2.9232, loss: 2.9232 +2024-09-20 20:14:07,348 - pyskl - INFO - Epoch [14][200/3405] lr: 2.454e-02, eta: 1 day, 6:20:00, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.6831, top5_acc: 0.9300, loss_cls: 2.9441, loss: 2.9441 +2024-09-20 20:14:30,025 - pyskl - INFO - Epoch [14][300/3405] lr: 2.453e-02, eta: 1 day, 6:19:29, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.7344, top5_acc: 0.9487, loss_cls: 2.8029, loss: 2.8029 +2024-09-20 20:14:52,692 - pyskl - INFO - Epoch [14][400/3405] lr: 2.453e-02, eta: 1 day, 6:18:58, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.6900, top5_acc: 0.9225, loss_cls: 2.9341, loss: 2.9341 +2024-09-20 20:15:15,220 - pyskl - INFO - Epoch [14][500/3405] lr: 2.453e-02, eta: 1 day, 6:18:25, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7163, top5_acc: 0.9319, loss_cls: 2.8681, loss: 2.8681 +2024-09-20 20:15:37,761 - pyskl - INFO - Epoch [14][600/3405] lr: 2.453e-02, eta: 1 day, 6:17:53, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.6906, top5_acc: 0.9250, loss_cls: 2.9581, loss: 2.9581 +2024-09-20 20:16:00,506 - pyskl - INFO - Epoch [14][700/3405] lr: 2.452e-02, eta: 1 day, 6:17:22, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.7081, top5_acc: 0.9287, loss_cls: 2.9140, loss: 2.9140 +2024-09-20 20:16:23,303 - pyskl - INFO - Epoch [14][800/3405] lr: 2.452e-02, eta: 1 day, 6:16:53, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7238, top5_acc: 0.9344, loss_cls: 2.8693, loss: 2.8693 +2024-09-20 20:16:45,873 - pyskl - INFO - Epoch [14][900/3405] lr: 2.452e-02, eta: 1 day, 6:16:21, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7156, top5_acc: 0.9369, loss_cls: 2.8653, loss: 2.8653 +2024-09-20 20:17:08,391 - pyskl - INFO - Epoch [14][1000/3405] lr: 2.452e-02, eta: 1 day, 6:15:48, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7025, top5_acc: 0.9294, loss_cls: 2.9034, loss: 2.9034 +2024-09-20 20:17:31,059 - pyskl - INFO - Epoch [14][1100/3405] lr: 2.452e-02, eta: 1 day, 6:15:17, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.6744, top5_acc: 0.9269, loss_cls: 2.9891, loss: 2.9891 +2024-09-20 20:17:53,909 - pyskl - INFO - Epoch [14][1200/3405] lr: 2.451e-02, eta: 1 day, 6:14:48, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7200, top5_acc: 0.9400, loss_cls: 2.8466, loss: 2.8466 +2024-09-20 20:18:16,507 - pyskl - INFO - Epoch [14][1300/3405] lr: 2.451e-02, eta: 1 day, 6:14:16, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.6987, top5_acc: 0.9300, loss_cls: 2.9060, loss: 2.9060 +2024-09-20 20:18:39,367 - pyskl - INFO - Epoch [14][1400/3405] lr: 2.451e-02, eta: 1 day, 6:13:47, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.6894, top5_acc: 0.9369, loss_cls: 2.9413, loss: 2.9413 +2024-09-20 20:19:01,963 - pyskl - INFO - Epoch [14][1500/3405] lr: 2.451e-02, eta: 1 day, 6:13:16, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7113, top5_acc: 0.9319, loss_cls: 2.8725, loss: 2.8725 +2024-09-20 20:19:24,547 - pyskl - INFO - Epoch [14][1600/3405] lr: 2.451e-02, eta: 1 day, 6:12:44, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7244, top5_acc: 0.9456, loss_cls: 2.8182, loss: 2.8182 +2024-09-20 20:19:47,295 - pyskl - INFO - Epoch [14][1700/3405] lr: 2.450e-02, eta: 1 day, 6:12:14, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.6944, top5_acc: 0.9344, loss_cls: 2.9217, loss: 2.9217 +2024-09-20 20:20:10,044 - pyskl - INFO - Epoch [14][1800/3405] lr: 2.450e-02, eta: 1 day, 6:11:44, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.6950, top5_acc: 0.9287, loss_cls: 2.9064, loss: 2.9064 +2024-09-20 20:20:32,326 - pyskl - INFO - Epoch [14][1900/3405] lr: 2.450e-02, eta: 1 day, 6:11:10, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.6900, top5_acc: 0.9281, loss_cls: 2.9501, loss: 2.9501 +2024-09-20 20:20:55,042 - pyskl - INFO - Epoch [14][2000/3405] lr: 2.450e-02, eta: 1 day, 6:10:39, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.6956, top5_acc: 0.9275, loss_cls: 2.9343, loss: 2.9343 +2024-09-20 20:21:17,647 - pyskl - INFO - Epoch [14][2100/3405] lr: 2.450e-02, eta: 1 day, 6:10:08, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.6994, top5_acc: 0.9356, loss_cls: 2.9264, loss: 2.9264 +2024-09-20 20:21:40,606 - pyskl - INFO - Epoch [14][2200/3405] lr: 2.449e-02, eta: 1 day, 6:09:41, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.6681, top5_acc: 0.9231, loss_cls: 3.0052, loss: 3.0052 +2024-09-20 20:22:03,175 - pyskl - INFO - Epoch [14][2300/3405] lr: 2.449e-02, eta: 1 day, 6:09:09, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7019, top5_acc: 0.9306, loss_cls: 2.8926, loss: 2.8926 +2024-09-20 20:22:26,025 - pyskl - INFO - Epoch [14][2400/3405] lr: 2.449e-02, eta: 1 day, 6:08:40, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7256, top5_acc: 0.9387, loss_cls: 2.8433, loss: 2.8433 +2024-09-20 20:22:48,667 - pyskl - INFO - Epoch [14][2500/3405] lr: 2.449e-02, eta: 1 day, 6:08:10, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7013, top5_acc: 0.9325, loss_cls: 2.9134, loss: 2.9134 +2024-09-20 20:23:11,376 - pyskl - INFO - Epoch [14][2600/3405] lr: 2.448e-02, eta: 1 day, 6:07:39, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.6863, top5_acc: 0.9331, loss_cls: 2.9329, loss: 2.9329 +2024-09-20 20:23:33,814 - pyskl - INFO - Epoch [14][2700/3405] lr: 2.448e-02, eta: 1 day, 6:07:07, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7087, top5_acc: 0.9481, loss_cls: 2.8629, loss: 2.8629 +2024-09-20 20:23:56,447 - pyskl - INFO - Epoch [14][2800/3405] lr: 2.448e-02, eta: 1 day, 6:06:36, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7094, top5_acc: 0.9375, loss_cls: 2.8798, loss: 2.8798 +2024-09-20 20:24:19,316 - pyskl - INFO - Epoch [14][2900/3405] lr: 2.448e-02, eta: 1 day, 6:06:08, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.7106, top5_acc: 0.9375, loss_cls: 2.8739, loss: 2.8739 +2024-09-20 20:24:42,246 - pyskl - INFO - Epoch [14][3000/3405] lr: 2.448e-02, eta: 1 day, 6:05:40, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.7063, top5_acc: 0.9331, loss_cls: 2.9132, loss: 2.9132 +2024-09-20 20:25:05,013 - pyskl - INFO - Epoch [14][3100/3405] lr: 2.447e-02, eta: 1 day, 6:05:11, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7250, top5_acc: 0.9444, loss_cls: 2.8182, loss: 2.8182 +2024-09-20 20:25:27,862 - pyskl - INFO - Epoch [14][3200/3405] lr: 2.447e-02, eta: 1 day, 6:04:42, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7000, top5_acc: 0.9363, loss_cls: 2.9066, loss: 2.9066 +2024-09-20 20:25:50,673 - pyskl - INFO - Epoch [14][3300/3405] lr: 2.447e-02, eta: 1 day, 6:04:13, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7113, top5_acc: 0.9306, loss_cls: 2.9091, loss: 2.9091 +2024-09-20 20:26:13,357 - pyskl - INFO - Epoch [14][3400/3405] lr: 2.447e-02, eta: 1 day, 6:03:43, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.7013, top5_acc: 0.9300, loss_cls: 2.8792, loss: 2.8792 +2024-09-20 20:26:15,343 - pyskl - INFO - Saving checkpoint at 14 epochs +2024-09-20 20:30:07,990 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-20 20:30:08,628 - pyskl - INFO - +top1_acc 0.6628 +top5_acc 0.9080 +2024-09-20 20:30:08,656 - pyskl - INFO - Epoch(val) [14][3718] top1_acc: 0.6628, top5_acc: 0.9080 +2024-09-20 20:31:03,548 - pyskl - INFO - Epoch [15][100/3405] lr: 2.446e-02, eta: 1 day, 6:08:13, time: 0.549, data_time: 0.322, memory: 5251, top1_acc: 0.7300, top5_acc: 0.9344, loss_cls: 2.8615, loss: 2.8615 +2024-09-20 20:31:26,806 - pyskl - INFO - Epoch [15][200/3405] lr: 2.446e-02, eta: 1 day, 6:07:48, time: 0.233, data_time: 0.000, memory: 5251, top1_acc: 0.7219, top5_acc: 0.9344, loss_cls: 2.8612, loss: 2.8612 +2024-09-20 20:31:49,800 - pyskl - INFO - Epoch [15][300/3405] lr: 2.446e-02, eta: 1 day, 6:07:20, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.7169, top5_acc: 0.9363, loss_cls: 2.8568, loss: 2.8568 +2024-09-20 20:32:12,719 - pyskl - INFO - Epoch [15][400/3405] lr: 2.446e-02, eta: 1 day, 6:06:51, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.7169, top5_acc: 0.9419, loss_cls: 2.8225, loss: 2.8225 +2024-09-20 20:32:35,567 - pyskl - INFO - Epoch [15][500/3405] lr: 2.446e-02, eta: 1 day, 6:06:22, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7188, top5_acc: 0.9444, loss_cls: 2.8351, loss: 2.8351 +2024-09-20 20:32:58,415 - pyskl - INFO - Epoch [15][600/3405] lr: 2.445e-02, eta: 1 day, 6:05:53, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.6963, top5_acc: 0.9331, loss_cls: 2.8849, loss: 2.8849 +2024-09-20 20:33:21,189 - pyskl - INFO - Epoch [15][700/3405] lr: 2.445e-02, eta: 1 day, 6:05:24, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.6987, top5_acc: 0.9419, loss_cls: 2.8982, loss: 2.8982 +2024-09-20 20:33:44,124 - pyskl - INFO - Epoch [15][800/3405] lr: 2.445e-02, eta: 1 day, 6:04:56, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.7031, top5_acc: 0.9325, loss_cls: 2.9220, loss: 2.9220 +2024-09-20 20:34:07,343 - pyskl - INFO - Epoch [15][900/3405] lr: 2.445e-02, eta: 1 day, 6:04:30, time: 0.232, data_time: 0.000, memory: 5251, top1_acc: 0.7163, top5_acc: 0.9431, loss_cls: 2.8615, loss: 2.8615 +2024-09-20 20:34:30,213 - pyskl - INFO - Epoch [15][1000/3405] lr: 2.444e-02, eta: 1 day, 6:04:01, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.6887, top5_acc: 0.9287, loss_cls: 2.9407, loss: 2.9407 +2024-09-20 20:34:52,794 - pyskl - INFO - Epoch [15][1100/3405] lr: 2.444e-02, eta: 1 day, 6:03:30, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.6913, top5_acc: 0.9325, loss_cls: 2.8996, loss: 2.8996 +2024-09-20 20:35:16,033 - pyskl - INFO - Epoch [15][1200/3405] lr: 2.444e-02, eta: 1 day, 6:03:05, time: 0.232, data_time: 0.000, memory: 5251, top1_acc: 0.7400, top5_acc: 0.9400, loss_cls: 2.8277, loss: 2.8277 +2024-09-20 20:35:39,019 - pyskl - INFO - Epoch [15][1300/3405] lr: 2.444e-02, eta: 1 day, 6:02:37, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.7113, top5_acc: 0.9400, loss_cls: 2.8837, loss: 2.8837 +2024-09-20 20:36:02,028 - pyskl - INFO - Epoch [15][1400/3405] lr: 2.443e-02, eta: 1 day, 6:02:10, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.7044, top5_acc: 0.9337, loss_cls: 2.9108, loss: 2.9108 +2024-09-20 20:36:24,644 - pyskl - INFO - Epoch [15][1500/3405] lr: 2.443e-02, eta: 1 day, 6:01:39, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.6963, top5_acc: 0.9237, loss_cls: 2.9457, loss: 2.9457 +2024-09-20 20:36:47,417 - pyskl - INFO - Epoch [15][1600/3405] lr: 2.443e-02, eta: 1 day, 6:01:09, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7131, top5_acc: 0.9387, loss_cls: 2.8653, loss: 2.8653 +2024-09-20 20:37:10,470 - pyskl - INFO - Epoch [15][1700/3405] lr: 2.443e-02, eta: 1 day, 6:00:43, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.6781, top5_acc: 0.9319, loss_cls: 2.9767, loss: 2.9767 +2024-09-20 20:37:33,472 - pyskl - INFO - Epoch [15][1800/3405] lr: 2.443e-02, eta: 1 day, 6:00:15, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.6900, top5_acc: 0.9356, loss_cls: 2.9221, loss: 2.9221 +2024-09-20 20:37:56,191 - pyskl - INFO - Epoch [15][1900/3405] lr: 2.442e-02, eta: 1 day, 5:59:45, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.7106, top5_acc: 0.9437, loss_cls: 2.8555, loss: 2.8555 +2024-09-20 20:38:19,303 - pyskl - INFO - Epoch [15][2000/3405] lr: 2.442e-02, eta: 1 day, 5:59:19, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.6931, top5_acc: 0.9275, loss_cls: 2.9430, loss: 2.9430 +2024-09-20 20:38:42,171 - pyskl - INFO - Epoch [15][2100/3405] lr: 2.442e-02, eta: 1 day, 5:58:51, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.6931, top5_acc: 0.9300, loss_cls: 2.9147, loss: 2.9147 +2024-09-20 20:39:04,977 - pyskl - INFO - Epoch [15][2200/3405] lr: 2.442e-02, eta: 1 day, 5:58:22, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7050, top5_acc: 0.9356, loss_cls: 2.8854, loss: 2.8854 +2024-09-20 20:39:27,757 - pyskl - INFO - Epoch [15][2300/3405] lr: 2.441e-02, eta: 1 day, 5:57:52, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7181, top5_acc: 0.9363, loss_cls: 2.8553, loss: 2.8553 +2024-09-20 20:39:50,610 - pyskl - INFO - Epoch [15][2400/3405] lr: 2.441e-02, eta: 1 day, 5:57:24, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.7063, top5_acc: 0.9369, loss_cls: 2.8797, loss: 2.8797 +2024-09-20 20:40:13,554 - pyskl - INFO - Epoch [15][2500/3405] lr: 2.441e-02, eta: 1 day, 5:56:56, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.7037, top5_acc: 0.9344, loss_cls: 2.8935, loss: 2.8935 +2024-09-20 20:40:36,128 - pyskl - INFO - Epoch [15][2600/3405] lr: 2.441e-02, eta: 1 day, 5:56:25, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7219, top5_acc: 0.9413, loss_cls: 2.8303, loss: 2.8303 +2024-09-20 20:40:58,928 - pyskl - INFO - Epoch [15][2700/3405] lr: 2.440e-02, eta: 1 day, 5:55:56, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7306, top5_acc: 0.9387, loss_cls: 2.8171, loss: 2.8171 +2024-09-20 20:41:21,692 - pyskl - INFO - Epoch [15][2800/3405] lr: 2.440e-02, eta: 1 day, 5:55:27, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7412, top5_acc: 0.9387, loss_cls: 2.7980, loss: 2.7980 +2024-09-20 20:41:44,295 - pyskl - INFO - Epoch [15][2900/3405] lr: 2.440e-02, eta: 1 day, 5:54:56, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.6975, top5_acc: 0.9369, loss_cls: 2.9016, loss: 2.9016 +2024-09-20 20:42:06,859 - pyskl - INFO - Epoch [15][3000/3405] lr: 2.440e-02, eta: 1 day, 5:54:25, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7013, top5_acc: 0.9281, loss_cls: 2.9342, loss: 2.9342 +2024-09-20 20:42:29,661 - pyskl - INFO - Epoch [15][3100/3405] lr: 2.440e-02, eta: 1 day, 5:53:56, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7087, top5_acc: 0.9181, loss_cls: 2.9508, loss: 2.9508 +2024-09-20 20:42:52,298 - pyskl - INFO - Epoch [15][3200/3405] lr: 2.439e-02, eta: 1 day, 5:53:26, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.6956, top5_acc: 0.9287, loss_cls: 2.9054, loss: 2.9054 +2024-09-20 20:43:15,061 - pyskl - INFO - Epoch [15][3300/3405] lr: 2.439e-02, eta: 1 day, 5:52:57, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7194, top5_acc: 0.9419, loss_cls: 2.8344, loss: 2.8344 +2024-09-20 20:43:37,773 - pyskl - INFO - Epoch [15][3400/3405] lr: 2.439e-02, eta: 1 day, 5:52:27, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.7113, top5_acc: 0.9400, loss_cls: 2.8702, loss: 2.8702 +2024-09-20 20:43:39,754 - pyskl - INFO - Saving checkpoint at 15 epochs +2024-09-20 20:47:32,276 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-20 20:47:33,065 - pyskl - INFO - +top1_acc 0.6633 +top5_acc 0.9079 +2024-09-20 20:47:33,100 - pyskl - INFO - Epoch(val) [15][3718] top1_acc: 0.6633, top5_acc: 0.9079 +2024-09-20 20:48:27,660 - pyskl - INFO - Epoch [16][100/3405] lr: 2.439e-02, eta: 1 day, 5:56:32, time: 0.545, data_time: 0.321, memory: 5251, top1_acc: 0.6981, top5_acc: 0.9381, loss_cls: 2.8963, loss: 2.8963 +2024-09-20 20:48:50,109 - pyskl - INFO - Epoch [16][200/3405] lr: 2.438e-02, eta: 1 day, 5:55:59, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7106, top5_acc: 0.9425, loss_cls: 2.8669, loss: 2.8669 +2024-09-20 20:49:12,949 - pyskl - INFO - Epoch [16][300/3405] lr: 2.438e-02, eta: 1 day, 5:55:30, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7269, top5_acc: 0.9463, loss_cls: 2.8093, loss: 2.8093 +2024-09-20 20:49:35,663 - pyskl - INFO - Epoch [16][400/3405] lr: 2.438e-02, eta: 1 day, 5:55:00, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.7344, top5_acc: 0.9437, loss_cls: 2.8018, loss: 2.8018 +2024-09-20 20:49:58,590 - pyskl - INFO - Epoch [16][500/3405] lr: 2.438e-02, eta: 1 day, 5:54:32, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.7019, top5_acc: 0.9469, loss_cls: 2.8770, loss: 2.8770 +2024-09-20 20:50:21,468 - pyskl - INFO - Epoch [16][600/3405] lr: 2.437e-02, eta: 1 day, 5:54:04, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.6987, top5_acc: 0.9294, loss_cls: 2.9103, loss: 2.9103 +2024-09-20 20:50:44,101 - pyskl - INFO - Epoch [16][700/3405] lr: 2.437e-02, eta: 1 day, 5:53:33, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7163, top5_acc: 0.9350, loss_cls: 2.8192, loss: 2.8192 +2024-09-20 20:51:06,885 - pyskl - INFO - Epoch [16][800/3405] lr: 2.437e-02, eta: 1 day, 5:53:04, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7231, top5_acc: 0.9381, loss_cls: 2.8480, loss: 2.8480 +2024-09-20 20:51:29,708 - pyskl - INFO - Epoch [16][900/3405] lr: 2.437e-02, eta: 1 day, 5:52:35, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.6963, top5_acc: 0.9256, loss_cls: 2.9325, loss: 2.9325 +2024-09-20 20:51:52,636 - pyskl - INFO - Epoch [16][1000/3405] lr: 2.436e-02, eta: 1 day, 5:52:07, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.7081, top5_acc: 0.9325, loss_cls: 2.9200, loss: 2.9200 +2024-09-20 20:52:15,630 - pyskl - INFO - Epoch [16][1100/3405] lr: 2.436e-02, eta: 1 day, 5:51:39, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.7125, top5_acc: 0.9456, loss_cls: 2.8379, loss: 2.8379 +2024-09-20 20:52:38,505 - pyskl - INFO - Epoch [16][1200/3405] lr: 2.436e-02, eta: 1 day, 5:51:11, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.7106, top5_acc: 0.9400, loss_cls: 2.8512, loss: 2.8512 +2024-09-20 20:53:01,280 - pyskl - INFO - Epoch [16][1300/3405] lr: 2.436e-02, eta: 1 day, 5:50:42, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7181, top5_acc: 0.9387, loss_cls: 2.8357, loss: 2.8357 +2024-09-20 20:53:23,967 - pyskl - INFO - Epoch [16][1400/3405] lr: 2.435e-02, eta: 1 day, 5:50:12, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.6737, top5_acc: 0.9187, loss_cls: 2.9937, loss: 2.9937 +2024-09-20 20:53:46,995 - pyskl - INFO - Epoch [16][1500/3405] lr: 2.435e-02, eta: 1 day, 5:49:45, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.7188, top5_acc: 0.9463, loss_cls: 2.7856, loss: 2.7856 +2024-09-20 20:54:09,852 - pyskl - INFO - Epoch [16][1600/3405] lr: 2.435e-02, eta: 1 day, 5:49:16, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.7081, top5_acc: 0.9419, loss_cls: 2.8759, loss: 2.8759 +2024-09-20 20:54:32,880 - pyskl - INFO - Epoch [16][1700/3405] lr: 2.435e-02, eta: 1 day, 5:48:49, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.7013, top5_acc: 0.9394, loss_cls: 2.8667, loss: 2.8667 +2024-09-20 20:54:55,677 - pyskl - INFO - Epoch [16][1800/3405] lr: 2.434e-02, eta: 1 day, 5:48:20, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.6956, top5_acc: 0.9419, loss_cls: 2.9034, loss: 2.9034 +2024-09-20 20:55:18,677 - pyskl - INFO - Epoch [16][1900/3405] lr: 2.434e-02, eta: 1 day, 5:47:53, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.7188, top5_acc: 0.9431, loss_cls: 2.8263, loss: 2.8263 +2024-09-20 20:55:41,322 - pyskl - INFO - Epoch [16][2000/3405] lr: 2.434e-02, eta: 1 day, 5:47:23, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.6931, top5_acc: 0.9244, loss_cls: 2.9536, loss: 2.9536 +2024-09-20 20:56:04,133 - pyskl - INFO - Epoch [16][2100/3405] lr: 2.434e-02, eta: 1 day, 5:46:54, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.6963, top5_acc: 0.9350, loss_cls: 2.8965, loss: 2.8965 +2024-09-20 20:56:26,612 - pyskl - INFO - Epoch [16][2200/3405] lr: 2.433e-02, eta: 1 day, 5:46:22, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7144, top5_acc: 0.9381, loss_cls: 2.8785, loss: 2.8785 +2024-09-20 20:56:49,482 - pyskl - INFO - Epoch [16][2300/3405] lr: 2.433e-02, eta: 1 day, 5:45:54, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.7013, top5_acc: 0.9444, loss_cls: 2.8563, loss: 2.8563 +2024-09-20 20:57:12,021 - pyskl - INFO - Epoch [16][2400/3405] lr: 2.433e-02, eta: 1 day, 5:45:23, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7119, top5_acc: 0.9325, loss_cls: 2.8619, loss: 2.8619 +2024-09-20 20:57:34,964 - pyskl - INFO - Epoch [16][2500/3405] lr: 2.433e-02, eta: 1 day, 5:44:56, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.7031, top5_acc: 0.9325, loss_cls: 2.9048, loss: 2.9048 +2024-09-20 20:57:57,530 - pyskl - INFO - Epoch [16][2600/3405] lr: 2.432e-02, eta: 1 day, 5:44:25, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7025, top5_acc: 0.9375, loss_cls: 2.9030, loss: 2.9030 +2024-09-20 20:58:20,216 - pyskl - INFO - Epoch [16][2700/3405] lr: 2.432e-02, eta: 1 day, 5:43:55, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.7137, top5_acc: 0.9387, loss_cls: 2.8659, loss: 2.8659 +2024-09-20 20:58:43,203 - pyskl - INFO - Epoch [16][2800/3405] lr: 2.432e-02, eta: 1 day, 5:43:28, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.7056, top5_acc: 0.9325, loss_cls: 2.8783, loss: 2.8783 +2024-09-20 20:59:06,250 - pyskl - INFO - Epoch [16][2900/3405] lr: 2.432e-02, eta: 1 day, 5:43:01, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.7131, top5_acc: 0.9400, loss_cls: 2.8978, loss: 2.8978 +2024-09-20 20:59:28,935 - pyskl - INFO - Epoch [16][3000/3405] lr: 2.431e-02, eta: 1 day, 5:42:32, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.6931, top5_acc: 0.9356, loss_cls: 2.9016, loss: 2.9016 +2024-09-20 20:59:51,758 - pyskl - INFO - Epoch [16][3100/3405] lr: 2.431e-02, eta: 1 day, 5:42:03, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7119, top5_acc: 0.9406, loss_cls: 2.8481, loss: 2.8481 +2024-09-20 21:00:14,793 - pyskl - INFO - Epoch [16][3200/3405] lr: 2.431e-02, eta: 1 day, 5:41:37, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.7050, top5_acc: 0.9456, loss_cls: 2.8518, loss: 2.8518 +2024-09-20 21:00:37,578 - pyskl - INFO - Epoch [16][3300/3405] lr: 2.431e-02, eta: 1 day, 5:41:08, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7100, top5_acc: 0.9387, loss_cls: 2.8985, loss: 2.8985 +2024-09-20 21:01:00,290 - pyskl - INFO - Epoch [16][3400/3405] lr: 2.430e-02, eta: 1 day, 5:40:39, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.7044, top5_acc: 0.9375, loss_cls: 2.8775, loss: 2.8775 +2024-09-20 21:01:02,457 - pyskl - INFO - Saving checkpoint at 16 epochs +2024-09-20 21:04:58,365 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-20 21:04:59,143 - pyskl - INFO - +top1_acc 0.6771 +top5_acc 0.9205 +2024-09-20 21:04:59,149 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/j_2/best_top1_acc_epoch_12.pth was removed +2024-09-20 21:04:59,371 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_16.pth. +2024-09-20 21:04:59,372 - pyskl - INFO - Best top1_acc is 0.6771 at 16 epoch. +2024-09-20 21:04:59,394 - pyskl - INFO - Epoch(val) [16][3718] top1_acc: 0.6771, top5_acc: 0.9205 +2024-09-20 21:05:53,133 - pyskl - INFO - Epoch [17][100/3405] lr: 2.430e-02, eta: 1 day, 5:44:17, time: 0.537, data_time: 0.310, memory: 5251, top1_acc: 0.6763, top5_acc: 0.9331, loss_cls: 2.9419, loss: 2.9419 +2024-09-20 21:06:15,558 - pyskl - INFO - Epoch [17][200/3405] lr: 2.430e-02, eta: 1 day, 5:43:45, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7250, top5_acc: 0.9369, loss_cls: 2.8347, loss: 2.8347 +2024-09-20 21:06:37,516 - pyskl - INFO - Epoch [17][300/3405] lr: 2.430e-02, eta: 1 day, 5:43:09, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.7094, top5_acc: 0.9331, loss_cls: 2.8917, loss: 2.8917 +2024-09-20 21:07:00,042 - pyskl - INFO - Epoch [17][400/3405] lr: 2.429e-02, eta: 1 day, 5:42:38, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7262, top5_acc: 0.9450, loss_cls: 2.8358, loss: 2.8358 +2024-09-20 21:07:22,647 - pyskl - INFO - Epoch [17][500/3405] lr: 2.429e-02, eta: 1 day, 5:42:07, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7125, top5_acc: 0.9381, loss_cls: 2.8561, loss: 2.8561 +2024-09-20 21:07:45,389 - pyskl - INFO - Epoch [17][600/3405] lr: 2.429e-02, eta: 1 day, 5:41:38, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.7212, top5_acc: 0.9387, loss_cls: 2.8204, loss: 2.8204 +2024-09-20 21:08:08,021 - pyskl - INFO - Epoch [17][700/3405] lr: 2.429e-02, eta: 1 day, 5:41:08, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7306, top5_acc: 0.9431, loss_cls: 2.8025, loss: 2.8025 +2024-09-20 21:08:30,322 - pyskl - INFO - Epoch [17][800/3405] lr: 2.428e-02, eta: 1 day, 5:40:35, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.6856, top5_acc: 0.9237, loss_cls: 2.9504, loss: 2.9504 +2024-09-20 21:08:52,731 - pyskl - INFO - Epoch [17][900/3405] lr: 2.428e-02, eta: 1 day, 5:40:03, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7125, top5_acc: 0.9437, loss_cls: 2.8829, loss: 2.8829 +2024-09-20 21:09:15,241 - pyskl - INFO - Epoch [17][1000/3405] lr: 2.428e-02, eta: 1 day, 5:39:31, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7388, top5_acc: 0.9487, loss_cls: 2.8109, loss: 2.8109 +2024-09-20 21:09:37,875 - pyskl - INFO - Epoch [17][1100/3405] lr: 2.428e-02, eta: 1 day, 5:39:01, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7056, top5_acc: 0.9256, loss_cls: 2.9132, loss: 2.9132 +2024-09-20 21:10:00,551 - pyskl - INFO - Epoch [17][1200/3405] lr: 2.427e-02, eta: 1 day, 5:38:31, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.7194, top5_acc: 0.9369, loss_cls: 2.8490, loss: 2.8490 +2024-09-20 21:10:23,658 - pyskl - INFO - Epoch [17][1300/3405] lr: 2.427e-02, eta: 1 day, 5:38:05, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.7044, top5_acc: 0.9219, loss_cls: 2.9233, loss: 2.9233 +2024-09-20 21:10:46,276 - pyskl - INFO - Epoch [17][1400/3405] lr: 2.427e-02, eta: 1 day, 5:37:35, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7169, top5_acc: 0.9381, loss_cls: 2.8439, loss: 2.8439 +2024-09-20 21:11:08,914 - pyskl - INFO - Epoch [17][1500/3405] lr: 2.427e-02, eta: 1 day, 5:37:05, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7256, top5_acc: 0.9419, loss_cls: 2.8282, loss: 2.8282 +2024-09-20 21:11:31,880 - pyskl - INFO - Epoch [17][1600/3405] lr: 2.426e-02, eta: 1 day, 5:36:38, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.7256, top5_acc: 0.9487, loss_cls: 2.7907, loss: 2.7907 +2024-09-20 21:11:54,756 - pyskl - INFO - Epoch [17][1700/3405] lr: 2.426e-02, eta: 1 day, 5:36:10, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.7069, top5_acc: 0.9294, loss_cls: 2.8945, loss: 2.8945 +2024-09-20 21:12:17,752 - pyskl - INFO - Epoch [17][1800/3405] lr: 2.426e-02, eta: 1 day, 5:35:42, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.7150, top5_acc: 0.9350, loss_cls: 2.8614, loss: 2.8614 +2024-09-20 21:12:40,557 - pyskl - INFO - Epoch [17][1900/3405] lr: 2.426e-02, eta: 1 day, 5:35:14, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7087, top5_acc: 0.9487, loss_cls: 2.8381, loss: 2.8381 +2024-09-20 21:13:03,561 - pyskl - INFO - Epoch [17][2000/3405] lr: 2.425e-02, eta: 1 day, 5:34:47, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.7156, top5_acc: 0.9375, loss_cls: 2.8693, loss: 2.8693 +2024-09-20 21:13:26,580 - pyskl - INFO - Epoch [17][2100/3405] lr: 2.425e-02, eta: 1 day, 5:34:20, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.7031, top5_acc: 0.9381, loss_cls: 2.8713, loss: 2.8713 +2024-09-20 21:13:49,340 - pyskl - INFO - Epoch [17][2200/3405] lr: 2.425e-02, eta: 1 day, 5:33:51, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7075, top5_acc: 0.9444, loss_cls: 2.8601, loss: 2.8601 +2024-09-20 21:14:12,155 - pyskl - INFO - Epoch [17][2300/3405] lr: 2.425e-02, eta: 1 day, 5:33:23, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7206, top5_acc: 0.9419, loss_cls: 2.8202, loss: 2.8202 +2024-09-20 21:14:35,185 - pyskl - INFO - Epoch [17][2400/3405] lr: 2.424e-02, eta: 1 day, 5:32:56, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.7219, top5_acc: 0.9350, loss_cls: 2.8689, loss: 2.8689 +2024-09-20 21:14:58,230 - pyskl - INFO - Epoch [17][2500/3405] lr: 2.424e-02, eta: 1 day, 5:32:29, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.6894, top5_acc: 0.9337, loss_cls: 2.9525, loss: 2.9525 +2024-09-20 21:15:21,315 - pyskl - INFO - Epoch [17][2600/3405] lr: 2.424e-02, eta: 1 day, 5:32:03, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.6969, top5_acc: 0.9306, loss_cls: 2.8894, loss: 2.8894 +2024-09-20 21:15:44,276 - pyskl - INFO - Epoch [17][2700/3405] lr: 2.423e-02, eta: 1 day, 5:31:36, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.7056, top5_acc: 0.9444, loss_cls: 2.8578, loss: 2.8578 +2024-09-20 21:16:07,094 - pyskl - INFO - Epoch [17][2800/3405] lr: 2.423e-02, eta: 1 day, 5:31:08, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7169, top5_acc: 0.9313, loss_cls: 2.8336, loss: 2.8336 +2024-09-20 21:16:30,143 - pyskl - INFO - Epoch [17][2900/3405] lr: 2.423e-02, eta: 1 day, 5:30:41, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.7050, top5_acc: 0.9250, loss_cls: 2.9311, loss: 2.9311 +2024-09-20 21:16:52,950 - pyskl - INFO - Epoch [17][3000/3405] lr: 2.423e-02, eta: 1 day, 5:30:13, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.6956, top5_acc: 0.9350, loss_cls: 2.8944, loss: 2.8944 +2024-09-20 21:17:15,866 - pyskl - INFO - Epoch [17][3100/3405] lr: 2.422e-02, eta: 1 day, 5:29:45, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.7106, top5_acc: 0.9375, loss_cls: 2.8694, loss: 2.8694 +2024-09-20 21:17:38,916 - pyskl - INFO - Epoch [17][3200/3405] lr: 2.422e-02, eta: 1 day, 5:29:19, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.7294, top5_acc: 0.9313, loss_cls: 2.8715, loss: 2.8715 +2024-09-20 21:18:01,869 - pyskl - INFO - Epoch [17][3300/3405] lr: 2.422e-02, eta: 1 day, 5:28:52, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.7081, top5_acc: 0.9431, loss_cls: 2.8470, loss: 2.8470 +2024-09-20 21:18:25,004 - pyskl - INFO - Epoch [17][3400/3405] lr: 2.422e-02, eta: 1 day, 5:28:26, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.7206, top5_acc: 0.9425, loss_cls: 2.8496, loss: 2.8496 +2024-09-20 21:18:27,136 - pyskl - INFO - Saving checkpoint at 17 epochs +2024-09-20 21:22:19,190 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-20 21:22:19,988 - pyskl - INFO - +top1_acc 0.6542 +top5_acc 0.9093 +2024-09-20 21:22:20,010 - pyskl - INFO - Epoch(val) [17][3718] top1_acc: 0.6542, top5_acc: 0.9093 +2024-09-20 21:23:11,924 - pyskl - INFO - Epoch [18][100/3405] lr: 2.421e-02, eta: 1 day, 5:31:34, time: 0.519, data_time: 0.297, memory: 5251, top1_acc: 0.7312, top5_acc: 0.9481, loss_cls: 2.7906, loss: 2.7906 +2024-09-20 21:23:34,152 - pyskl - INFO - Epoch [18][200/3405] lr: 2.421e-02, eta: 1 day, 5:31:01, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7163, top5_acc: 0.9425, loss_cls: 2.8496, loss: 2.8496 +2024-09-20 21:23:57,239 - pyskl - INFO - Epoch [18][300/3405] lr: 2.421e-02, eta: 1 day, 5:30:35, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.7238, top5_acc: 0.9475, loss_cls: 2.8287, loss: 2.8287 +2024-09-20 21:24:19,847 - pyskl - INFO - Epoch [18][400/3405] lr: 2.421e-02, eta: 1 day, 5:30:05, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7294, top5_acc: 0.9425, loss_cls: 2.8164, loss: 2.8164 +2024-09-20 21:24:42,469 - pyskl - INFO - Epoch [18][500/3405] lr: 2.420e-02, eta: 1 day, 5:29:34, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7231, top5_acc: 0.9537, loss_cls: 2.7814, loss: 2.7814 +2024-09-20 21:25:05,103 - pyskl - INFO - Epoch [18][600/3405] lr: 2.420e-02, eta: 1 day, 5:29:05, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7344, top5_acc: 0.9506, loss_cls: 2.7867, loss: 2.7867 +2024-09-20 21:25:27,992 - pyskl - INFO - Epoch [18][700/3405] lr: 2.420e-02, eta: 1 day, 5:28:37, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.7094, top5_acc: 0.9400, loss_cls: 2.8537, loss: 2.8537 +2024-09-20 21:25:50,967 - pyskl - INFO - Epoch [18][800/3405] lr: 2.419e-02, eta: 1 day, 5:28:09, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.7225, top5_acc: 0.9369, loss_cls: 2.8287, loss: 2.8287 +2024-09-20 21:26:14,017 - pyskl - INFO - Epoch [18][900/3405] lr: 2.419e-02, eta: 1 day, 5:27:43, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.7044, top5_acc: 0.9400, loss_cls: 2.8800, loss: 2.8800 +2024-09-20 21:26:36,924 - pyskl - INFO - Epoch [18][1000/3405] lr: 2.419e-02, eta: 1 day, 5:27:15, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.7063, top5_acc: 0.9350, loss_cls: 2.9008, loss: 2.9008 +2024-09-20 21:27:00,136 - pyskl - INFO - Epoch [18][1100/3405] lr: 2.419e-02, eta: 1 day, 5:26:49, time: 0.232, data_time: 0.000, memory: 5251, top1_acc: 0.7119, top5_acc: 0.9331, loss_cls: 2.8606, loss: 2.8606 +2024-09-20 21:27:22,977 - pyskl - INFO - Epoch [18][1200/3405] lr: 2.418e-02, eta: 1 day, 5:26:21, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7319, top5_acc: 0.9356, loss_cls: 2.8463, loss: 2.8463 +2024-09-20 21:27:45,916 - pyskl - INFO - Epoch [18][1300/3405] lr: 2.418e-02, eta: 1 day, 5:25:54, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.7506, top5_acc: 0.9494, loss_cls: 2.7663, loss: 2.7663 +2024-09-20 21:28:08,754 - pyskl - INFO - Epoch [18][1400/3405] lr: 2.418e-02, eta: 1 day, 5:25:25, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7150, top5_acc: 0.9413, loss_cls: 2.8408, loss: 2.8408 +2024-09-20 21:28:31,781 - pyskl - INFO - Epoch [18][1500/3405] lr: 2.418e-02, eta: 1 day, 5:24:59, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.7256, top5_acc: 0.9381, loss_cls: 2.8411, loss: 2.8411 +2024-09-20 21:28:54,380 - pyskl - INFO - Epoch [18][1600/3405] lr: 2.417e-02, eta: 1 day, 5:24:29, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7119, top5_acc: 0.9500, loss_cls: 2.8057, loss: 2.8057 +2024-09-20 21:29:17,525 - pyskl - INFO - Epoch [18][1700/3405] lr: 2.417e-02, eta: 1 day, 5:24:03, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.6944, top5_acc: 0.9337, loss_cls: 2.9301, loss: 2.9301 +2024-09-20 21:29:40,555 - pyskl - INFO - Epoch [18][1800/3405] lr: 2.417e-02, eta: 1 day, 5:23:36, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.7025, top5_acc: 0.9350, loss_cls: 2.8835, loss: 2.8835 +2024-09-20 21:30:03,407 - pyskl - INFO - Epoch [18][1900/3405] lr: 2.416e-02, eta: 1 day, 5:23:08, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.6919, top5_acc: 0.9456, loss_cls: 2.8999, loss: 2.8999 +2024-09-20 21:30:26,405 - pyskl - INFO - Epoch [18][2000/3405] lr: 2.416e-02, eta: 1 day, 5:22:41, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.7006, top5_acc: 0.9369, loss_cls: 2.8901, loss: 2.8901 +2024-09-20 21:30:49,381 - pyskl - INFO - Epoch [18][2100/3405] lr: 2.416e-02, eta: 1 day, 5:22:14, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.7325, top5_acc: 0.9369, loss_cls: 2.8714, loss: 2.8714 +2024-09-20 21:31:12,526 - pyskl - INFO - Epoch [18][2200/3405] lr: 2.416e-02, eta: 1 day, 5:21:48, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.7000, top5_acc: 0.9337, loss_cls: 2.8751, loss: 2.8751 +2024-09-20 21:31:35,346 - pyskl - INFO - Epoch [18][2300/3405] lr: 2.415e-02, eta: 1 day, 5:21:20, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7025, top5_acc: 0.9344, loss_cls: 2.8821, loss: 2.8821 +2024-09-20 21:31:58,048 - pyskl - INFO - Epoch [18][2400/3405] lr: 2.415e-02, eta: 1 day, 5:20:51, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.6919, top5_acc: 0.9269, loss_cls: 2.9197, loss: 2.9197 +2024-09-20 21:32:20,864 - pyskl - INFO - Epoch [18][2500/3405] lr: 2.415e-02, eta: 1 day, 5:20:23, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7156, top5_acc: 0.9419, loss_cls: 2.8414, loss: 2.8414 +2024-09-20 21:32:43,659 - pyskl - INFO - Epoch [18][2600/3405] lr: 2.414e-02, eta: 1 day, 5:19:54, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7312, top5_acc: 0.9331, loss_cls: 2.8352, loss: 2.8352 +2024-09-20 21:33:06,359 - pyskl - INFO - Epoch [18][2700/3405] lr: 2.414e-02, eta: 1 day, 5:19:25, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.7281, top5_acc: 0.9419, loss_cls: 2.8151, loss: 2.8151 +2024-09-20 21:33:29,525 - pyskl - INFO - Epoch [18][2800/3405] lr: 2.414e-02, eta: 1 day, 5:19:00, time: 0.232, data_time: 0.000, memory: 5251, top1_acc: 0.7019, top5_acc: 0.9413, loss_cls: 2.8789, loss: 2.8789 +2024-09-20 21:33:52,621 - pyskl - INFO - Epoch [18][2900/3405] lr: 2.414e-02, eta: 1 day, 5:18:34, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.7356, top5_acc: 0.9406, loss_cls: 2.8228, loss: 2.8228 +2024-09-20 21:34:15,529 - pyskl - INFO - Epoch [18][3000/3405] lr: 2.413e-02, eta: 1 day, 5:18:06, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.7000, top5_acc: 0.9500, loss_cls: 2.8439, loss: 2.8439 +2024-09-20 21:34:38,352 - pyskl - INFO - Epoch [18][3100/3405] lr: 2.413e-02, eta: 1 day, 5:17:38, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7200, top5_acc: 0.9344, loss_cls: 2.8377, loss: 2.8377 +2024-09-20 21:35:01,116 - pyskl - INFO - Epoch [18][3200/3405] lr: 2.413e-02, eta: 1 day, 5:17:10, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7256, top5_acc: 0.9337, loss_cls: 2.8207, loss: 2.8207 +2024-09-20 21:35:23,966 - pyskl - INFO - Epoch [18][3300/3405] lr: 2.413e-02, eta: 1 day, 5:16:42, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7344, top5_acc: 0.9463, loss_cls: 2.8110, loss: 2.8110 +2024-09-20 21:35:46,611 - pyskl - INFO - Epoch [18][3400/3405] lr: 2.412e-02, eta: 1 day, 5:16:12, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7169, top5_acc: 0.9325, loss_cls: 2.8506, loss: 2.8506 +2024-09-20 21:35:48,456 - pyskl - INFO - Saving checkpoint at 18 epochs +2024-09-20 21:39:42,369 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-20 21:39:42,988 - pyskl - INFO - +top1_acc 0.6647 +top5_acc 0.9140 +2024-09-20 21:39:43,010 - pyskl - INFO - Epoch(val) [18][3718] top1_acc: 0.6647, top5_acc: 0.9140 +2024-09-20 21:40:36,312 - pyskl - INFO - Epoch [19][100/3405] lr: 2.412e-02, eta: 1 day, 5:19:18, time: 0.533, data_time: 0.313, memory: 5251, top1_acc: 0.7137, top5_acc: 0.9425, loss_cls: 2.8646, loss: 2.8646 +2024-09-20 21:40:58,324 - pyskl - INFO - Epoch [19][200/3405] lr: 2.412e-02, eta: 1 day, 5:18:43, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.7212, top5_acc: 0.9413, loss_cls: 2.8273, loss: 2.8273 +2024-09-20 21:41:20,809 - pyskl - INFO - Epoch [19][300/3405] lr: 2.411e-02, eta: 1 day, 5:18:13, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7288, top5_acc: 0.9556, loss_cls: 2.7970, loss: 2.7970 +2024-09-20 21:41:43,008 - pyskl - INFO - Epoch [19][400/3405] lr: 2.411e-02, eta: 1 day, 5:17:40, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7131, top5_acc: 0.9281, loss_cls: 2.8659, loss: 2.8659 +2024-09-20 21:42:05,544 - pyskl - INFO - Epoch [19][500/3405] lr: 2.411e-02, eta: 1 day, 5:17:09, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7069, top5_acc: 0.9387, loss_cls: 2.8346, loss: 2.8346 +2024-09-20 21:42:28,118 - pyskl - INFO - Epoch [19][600/3405] lr: 2.411e-02, eta: 1 day, 5:16:39, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7019, top5_acc: 0.9431, loss_cls: 2.8701, loss: 2.8701 +2024-09-20 21:42:50,811 - pyskl - INFO - Epoch [19][700/3405] lr: 2.410e-02, eta: 1 day, 5:16:10, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.7175, top5_acc: 0.9469, loss_cls: 2.8527, loss: 2.8527 +2024-09-20 21:43:13,612 - pyskl - INFO - Epoch [19][800/3405] lr: 2.410e-02, eta: 1 day, 5:15:42, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7294, top5_acc: 0.9469, loss_cls: 2.8119, loss: 2.8119 +2024-09-20 21:43:36,137 - pyskl - INFO - Epoch [19][900/3405] lr: 2.410e-02, eta: 1 day, 5:15:11, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7375, top5_acc: 0.9494, loss_cls: 2.8207, loss: 2.8207 +2024-09-20 21:43:58,914 - pyskl - INFO - Epoch [19][1000/3405] lr: 2.409e-02, eta: 1 day, 5:14:43, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7050, top5_acc: 0.9463, loss_cls: 2.8318, loss: 2.8318 +2024-09-20 21:44:21,193 - pyskl - INFO - Epoch [19][1100/3405] lr: 2.409e-02, eta: 1 day, 5:14:11, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7163, top5_acc: 0.9331, loss_cls: 2.8523, loss: 2.8523 +2024-09-20 21:44:43,771 - pyskl - INFO - Epoch [19][1200/3405] lr: 2.409e-02, eta: 1 day, 5:13:41, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7163, top5_acc: 0.9413, loss_cls: 2.8482, loss: 2.8482 +2024-09-20 21:45:06,437 - pyskl - INFO - Epoch [19][1300/3405] lr: 2.409e-02, eta: 1 day, 5:13:12, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.7219, top5_acc: 0.9406, loss_cls: 2.8384, loss: 2.8384 +2024-09-20 21:45:28,668 - pyskl - INFO - Epoch [19][1400/3405] lr: 2.408e-02, eta: 1 day, 5:12:39, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7094, top5_acc: 0.9394, loss_cls: 2.8632, loss: 2.8632 +2024-09-20 21:45:51,193 - pyskl - INFO - Epoch [19][1500/3405] lr: 2.408e-02, eta: 1 day, 5:12:09, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7362, top5_acc: 0.9400, loss_cls: 2.8202, loss: 2.8202 +2024-09-20 21:46:13,885 - pyskl - INFO - Epoch [19][1600/3405] lr: 2.408e-02, eta: 1 day, 5:11:40, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.7119, top5_acc: 0.9400, loss_cls: 2.8590, loss: 2.8590 +2024-09-20 21:46:36,392 - pyskl - INFO - Epoch [19][1700/3405] lr: 2.407e-02, eta: 1 day, 5:11:10, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7087, top5_acc: 0.9400, loss_cls: 2.8666, loss: 2.8666 +2024-09-20 21:46:58,794 - pyskl - INFO - Epoch [19][1800/3405] lr: 2.407e-02, eta: 1 day, 5:10:39, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.6950, top5_acc: 0.9325, loss_cls: 2.9081, loss: 2.9081 +2024-09-20 21:47:21,018 - pyskl - INFO - Epoch [19][1900/3405] lr: 2.407e-02, eta: 1 day, 5:10:06, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7150, top5_acc: 0.9337, loss_cls: 2.8762, loss: 2.8762 +2024-09-20 21:47:43,490 - pyskl - INFO - Epoch [19][2000/3405] lr: 2.406e-02, eta: 1 day, 5:09:36, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7063, top5_acc: 0.9325, loss_cls: 2.8830, loss: 2.8830 +2024-09-20 21:48:06,109 - pyskl - INFO - Epoch [19][2100/3405] lr: 2.406e-02, eta: 1 day, 5:09:06, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7344, top5_acc: 0.9400, loss_cls: 2.8259, loss: 2.8259 +2024-09-20 21:48:28,418 - pyskl - INFO - Epoch [19][2200/3405] lr: 2.406e-02, eta: 1 day, 5:08:35, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7081, top5_acc: 0.9400, loss_cls: 2.8844, loss: 2.8844 +2024-09-20 21:48:50,747 - pyskl - INFO - Epoch [19][2300/3405] lr: 2.406e-02, eta: 1 day, 5:08:04, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7288, top5_acc: 0.9306, loss_cls: 2.8668, loss: 2.8668 +2024-09-20 21:49:13,307 - pyskl - INFO - Epoch [19][2400/3405] lr: 2.405e-02, eta: 1 day, 5:07:34, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.6987, top5_acc: 0.9269, loss_cls: 2.9285, loss: 2.9285 +2024-09-20 21:49:35,812 - pyskl - INFO - Epoch [19][2500/3405] lr: 2.405e-02, eta: 1 day, 5:07:04, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7275, top5_acc: 0.9450, loss_cls: 2.8137, loss: 2.8137 +2024-09-20 21:49:58,274 - pyskl - INFO - Epoch [19][2600/3405] lr: 2.405e-02, eta: 1 day, 5:06:33, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7212, top5_acc: 0.9481, loss_cls: 2.8120, loss: 2.8120 +2024-09-20 21:50:20,688 - pyskl - INFO - Epoch [19][2700/3405] lr: 2.404e-02, eta: 1 day, 5:06:03, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7169, top5_acc: 0.9494, loss_cls: 2.8412, loss: 2.8412 +2024-09-20 21:50:43,044 - pyskl - INFO - Epoch [19][2800/3405] lr: 2.404e-02, eta: 1 day, 5:05:31, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7125, top5_acc: 0.9344, loss_cls: 2.8409, loss: 2.8409 +2024-09-20 21:51:05,561 - pyskl - INFO - Epoch [19][2900/3405] lr: 2.404e-02, eta: 1 day, 5:05:02, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7081, top5_acc: 0.9287, loss_cls: 2.8606, loss: 2.8606 +2024-09-20 21:51:28,024 - pyskl - INFO - Epoch [19][3000/3405] lr: 2.404e-02, eta: 1 day, 5:04:31, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7100, top5_acc: 0.9356, loss_cls: 2.8628, loss: 2.8628 +2024-09-20 21:51:50,501 - pyskl - INFO - Epoch [19][3100/3405] lr: 2.403e-02, eta: 1 day, 5:04:01, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7294, top5_acc: 0.9456, loss_cls: 2.8278, loss: 2.8278 +2024-09-20 21:52:13,345 - pyskl - INFO - Epoch [19][3200/3405] lr: 2.403e-02, eta: 1 day, 5:03:34, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7281, top5_acc: 0.9394, loss_cls: 2.8133, loss: 2.8133 +2024-09-20 21:52:36,044 - pyskl - INFO - Epoch [19][3300/3405] lr: 2.403e-02, eta: 1 day, 5:03:05, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.7081, top5_acc: 0.9387, loss_cls: 2.8530, loss: 2.8530 +2024-09-20 21:52:58,400 - pyskl - INFO - Epoch [19][3400/3405] lr: 2.402e-02, eta: 1 day, 5:02:34, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7362, top5_acc: 0.9437, loss_cls: 2.7776, loss: 2.7776 +2024-09-20 21:53:00,608 - pyskl - INFO - Saving checkpoint at 19 epochs +2024-09-20 21:56:51,966 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-20 21:56:52,574 - pyskl - INFO - +top1_acc 0.7151 +top5_acc 0.9317 +2024-09-20 21:56:52,579 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/j_2/best_top1_acc_epoch_16.pth was removed +2024-09-20 21:56:52,744 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_19.pth. +2024-09-20 21:56:52,745 - pyskl - INFO - Best top1_acc is 0.7151 at 19 epoch. +2024-09-20 21:56:52,763 - pyskl - INFO - Epoch(val) [19][3718] top1_acc: 0.7151, top5_acc: 0.9317 +2024-09-20 21:57:44,741 - pyskl - INFO - Epoch [20][100/3405] lr: 2.402e-02, eta: 1 day, 5:05:18, time: 0.520, data_time: 0.299, memory: 5251, top1_acc: 0.7444, top5_acc: 0.9450, loss_cls: 2.7635, loss: 2.7635 +2024-09-20 21:58:06,813 - pyskl - INFO - Epoch [20][200/3405] lr: 2.402e-02, eta: 1 day, 5:04:44, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.7256, top5_acc: 0.9413, loss_cls: 2.8143, loss: 2.8143 +2024-09-20 21:58:29,224 - pyskl - INFO - Epoch [20][300/3405] lr: 2.401e-02, eta: 1 day, 5:04:14, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7144, top5_acc: 0.9425, loss_cls: 2.8650, loss: 2.8650 +2024-09-20 21:58:51,756 - pyskl - INFO - Epoch [20][400/3405] lr: 2.401e-02, eta: 1 day, 5:03:44, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7288, top5_acc: 0.9481, loss_cls: 2.7952, loss: 2.7952 +2024-09-20 21:59:14,512 - pyskl - INFO - Epoch [20][500/3405] lr: 2.401e-02, eta: 1 day, 5:03:15, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7412, top5_acc: 0.9506, loss_cls: 2.7817, loss: 2.7817 +2024-09-20 21:59:37,335 - pyskl - INFO - Epoch [20][600/3405] lr: 2.401e-02, eta: 1 day, 5:02:47, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7231, top5_acc: 0.9363, loss_cls: 2.8234, loss: 2.8234 +2024-09-20 22:00:00,333 - pyskl - INFO - Epoch [20][700/3405] lr: 2.400e-02, eta: 1 day, 5:02:21, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.7425, top5_acc: 0.9475, loss_cls: 2.7620, loss: 2.7620 +2024-09-20 22:00:23,331 - pyskl - INFO - Epoch [20][800/3405] lr: 2.400e-02, eta: 1 day, 5:01:54, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.7206, top5_acc: 0.9369, loss_cls: 2.8382, loss: 2.8382 +2024-09-20 22:00:46,505 - pyskl - INFO - Epoch [20][900/3405] lr: 2.400e-02, eta: 1 day, 5:01:28, time: 0.232, data_time: 0.000, memory: 5251, top1_acc: 0.7131, top5_acc: 0.9431, loss_cls: 2.8240, loss: 2.8240 +2024-09-20 22:01:09,600 - pyskl - INFO - Epoch [20][1000/3405] lr: 2.399e-02, eta: 1 day, 5:01:02, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.7325, top5_acc: 0.9475, loss_cls: 2.8214, loss: 2.8214 +2024-09-20 22:01:32,867 - pyskl - INFO - Epoch [20][1100/3405] lr: 2.399e-02, eta: 1 day, 5:00:38, time: 0.233, data_time: 0.000, memory: 5251, top1_acc: 0.7312, top5_acc: 0.9425, loss_cls: 2.8196, loss: 2.8196 +2024-09-20 22:01:55,754 - pyskl - INFO - Epoch [20][1200/3405] lr: 2.399e-02, eta: 1 day, 5:00:10, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.7281, top5_acc: 0.9344, loss_cls: 2.8270, loss: 2.8270 +2024-09-20 22:02:19,004 - pyskl - INFO - Epoch [20][1300/3405] lr: 2.398e-02, eta: 1 day, 4:59:45, time: 0.232, data_time: 0.000, memory: 5251, top1_acc: 0.7113, top5_acc: 0.9419, loss_cls: 2.8664, loss: 2.8664 +2024-09-20 22:02:42,015 - pyskl - INFO - Epoch [20][1400/3405] lr: 2.398e-02, eta: 1 day, 4:59:19, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.7400, top5_acc: 0.9494, loss_cls: 2.7831, loss: 2.7831 +2024-09-20 22:03:04,677 - pyskl - INFO - Epoch [20][1500/3405] lr: 2.398e-02, eta: 1 day, 4:58:50, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.7056, top5_acc: 0.9375, loss_cls: 2.8524, loss: 2.8524 +2024-09-20 22:03:27,534 - pyskl - INFO - Epoch [20][1600/3405] lr: 2.398e-02, eta: 1 day, 4:58:22, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.7212, top5_acc: 0.9406, loss_cls: 2.8398, loss: 2.8398 +2024-09-20 22:03:50,599 - pyskl - INFO - Epoch [20][1700/3405] lr: 2.397e-02, eta: 1 day, 4:57:56, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.7031, top5_acc: 0.9281, loss_cls: 2.9077, loss: 2.9077 +2024-09-20 22:04:13,462 - pyskl - INFO - Epoch [20][1800/3405] lr: 2.397e-02, eta: 1 day, 4:57:28, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.6963, top5_acc: 0.9381, loss_cls: 2.8643, loss: 2.8643 +2024-09-20 22:04:36,003 - pyskl - INFO - Epoch [20][1900/3405] lr: 2.397e-02, eta: 1 day, 4:56:59, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7212, top5_acc: 0.9500, loss_cls: 2.8166, loss: 2.8166 +2024-09-20 22:04:58,664 - pyskl - INFO - Epoch [20][2000/3405] lr: 2.396e-02, eta: 1 day, 4:56:30, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.7362, top5_acc: 0.9450, loss_cls: 2.7742, loss: 2.7742 +2024-09-20 22:05:21,614 - pyskl - INFO - Epoch [20][2100/3405] lr: 2.396e-02, eta: 1 day, 4:56:03, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.7069, top5_acc: 0.9425, loss_cls: 2.8524, loss: 2.8524 +2024-09-20 22:05:44,467 - pyskl - INFO - Epoch [20][2200/3405] lr: 2.396e-02, eta: 1 day, 4:55:36, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.6969, top5_acc: 0.9419, loss_cls: 2.8750, loss: 2.8750 +2024-09-20 22:06:07,184 - pyskl - INFO - Epoch [20][2300/3405] lr: 2.395e-02, eta: 1 day, 4:55:07, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.7037, top5_acc: 0.9275, loss_cls: 2.9077, loss: 2.9077 +2024-09-20 22:06:30,363 - pyskl - INFO - Epoch [20][2400/3405] lr: 2.395e-02, eta: 1 day, 4:54:42, time: 0.232, data_time: 0.000, memory: 5251, top1_acc: 0.7275, top5_acc: 0.9419, loss_cls: 2.8414, loss: 2.8414 +2024-09-20 22:06:53,596 - pyskl - INFO - Epoch [20][2500/3405] lr: 2.395e-02, eta: 1 day, 4:54:17, time: 0.232, data_time: 0.000, memory: 5251, top1_acc: 0.7412, top5_acc: 0.9463, loss_cls: 2.7716, loss: 2.7716 +2024-09-20 22:07:16,379 - pyskl - INFO - Epoch [20][2600/3405] lr: 2.394e-02, eta: 1 day, 4:53:49, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7244, top5_acc: 0.9437, loss_cls: 2.8432, loss: 2.8432 +2024-09-20 22:07:38,932 - pyskl - INFO - Epoch [20][2700/3405] lr: 2.394e-02, eta: 1 day, 4:53:20, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7275, top5_acc: 0.9306, loss_cls: 2.8589, loss: 2.8589 +2024-09-20 22:08:01,841 - pyskl - INFO - Epoch [20][2800/3405] lr: 2.394e-02, eta: 1 day, 4:52:52, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.7025, top5_acc: 0.9344, loss_cls: 2.8885, loss: 2.8885 +2024-09-20 22:08:24,844 - pyskl - INFO - Epoch [20][2900/3405] lr: 2.394e-02, eta: 1 day, 4:52:26, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.7431, top5_acc: 0.9419, loss_cls: 2.8025, loss: 2.8025 +2024-09-20 22:08:47,837 - pyskl - INFO - Epoch [20][3000/3405] lr: 2.393e-02, eta: 1 day, 4:51:59, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.7131, top5_acc: 0.9363, loss_cls: 2.8684, loss: 2.8684 +2024-09-20 22:09:10,987 - pyskl - INFO - Epoch [20][3100/3405] lr: 2.393e-02, eta: 1 day, 4:51:34, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.7175, top5_acc: 0.9494, loss_cls: 2.8125, loss: 2.8125 +2024-09-20 22:09:33,892 - pyskl - INFO - Epoch [20][3200/3405] lr: 2.393e-02, eta: 1 day, 4:51:07, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.7125, top5_acc: 0.9181, loss_cls: 2.9016, loss: 2.9016 +2024-09-20 22:09:57,042 - pyskl - INFO - Epoch [20][3300/3405] lr: 2.392e-02, eta: 1 day, 4:50:42, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.7163, top5_acc: 0.9431, loss_cls: 2.8432, loss: 2.8432 +2024-09-20 22:10:19,742 - pyskl - INFO - Epoch [20][3400/3405] lr: 2.392e-02, eta: 1 day, 4:50:13, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.7100, top5_acc: 0.9419, loss_cls: 2.8617, loss: 2.8617 +2024-09-20 22:10:21,927 - pyskl - INFO - Saving checkpoint at 20 epochs +2024-09-20 22:14:14,073 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-20 22:14:14,832 - pyskl - INFO - +top1_acc 0.6793 +top5_acc 0.9154 +2024-09-20 22:14:14,850 - pyskl - INFO - Epoch(val) [20][3718] top1_acc: 0.6793, top5_acc: 0.9154 +2024-09-20 22:15:06,569 - pyskl - INFO - Epoch [21][100/3405] lr: 2.392e-02, eta: 1 day, 4:52:44, time: 0.517, data_time: 0.294, memory: 5251, top1_acc: 0.7294, top5_acc: 0.9575, loss_cls: 2.7944, loss: 2.7944 +2024-09-20 22:15:28,892 - pyskl - INFO - Epoch [21][200/3405] lr: 2.391e-02, eta: 1 day, 4:52:13, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7312, top5_acc: 0.9406, loss_cls: 2.7831, loss: 2.7831 +2024-09-20 22:15:51,331 - pyskl - INFO - Epoch [21][300/3405] lr: 2.391e-02, eta: 1 day, 4:51:43, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7419, top5_acc: 0.9475, loss_cls: 2.7539, loss: 2.7539 +2024-09-20 22:16:14,558 - pyskl - INFO - Epoch [21][400/3405] lr: 2.391e-02, eta: 1 day, 4:51:18, time: 0.232, data_time: 0.000, memory: 5251, top1_acc: 0.7319, top5_acc: 0.9494, loss_cls: 2.8025, loss: 2.8025 +2024-09-20 22:16:37,600 - pyskl - INFO - Epoch [21][500/3405] lr: 2.390e-02, eta: 1 day, 4:50:51, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.7275, top5_acc: 0.9494, loss_cls: 2.8177, loss: 2.8177 +2024-09-20 22:16:59,937 - pyskl - INFO - Epoch [21][600/3405] lr: 2.390e-02, eta: 1 day, 4:50:20, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7106, top5_acc: 0.9413, loss_cls: 2.8383, loss: 2.8383 +2024-09-20 22:17:22,641 - pyskl - INFO - Epoch [21][700/3405] lr: 2.390e-02, eta: 1 day, 4:49:52, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.7400, top5_acc: 0.9463, loss_cls: 2.7983, loss: 2.7983 +2024-09-20 22:17:45,661 - pyskl - INFO - Epoch [21][800/3405] lr: 2.389e-02, eta: 1 day, 4:49:25, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.7188, top5_acc: 0.9337, loss_cls: 2.8561, loss: 2.8561 +2024-09-20 22:18:08,052 - pyskl - INFO - Epoch [21][900/3405] lr: 2.389e-02, eta: 1 day, 4:48:55, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7275, top5_acc: 0.9456, loss_cls: 2.8210, loss: 2.8210 +2024-09-20 22:18:30,580 - pyskl - INFO - Epoch [21][1000/3405] lr: 2.389e-02, eta: 1 day, 4:48:25, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7050, top5_acc: 0.9394, loss_cls: 2.8503, loss: 2.8503 +2024-09-20 22:18:53,467 - pyskl - INFO - Epoch [21][1100/3405] lr: 2.388e-02, eta: 1 day, 4:47:58, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.7100, top5_acc: 0.9419, loss_cls: 2.8430, loss: 2.8430 +2024-09-20 22:19:16,701 - pyskl - INFO - Epoch [21][1200/3405] lr: 2.388e-02, eta: 1 day, 4:47:33, time: 0.232, data_time: 0.000, memory: 5251, top1_acc: 0.7319, top5_acc: 0.9406, loss_cls: 2.8278, loss: 2.8278 +2024-09-20 22:19:40,113 - pyskl - INFO - Epoch [21][1300/3405] lr: 2.388e-02, eta: 1 day, 4:47:09, time: 0.234, data_time: 0.000, memory: 5251, top1_acc: 0.7250, top5_acc: 0.9400, loss_cls: 2.8161, loss: 2.8161 +2024-09-20 22:20:03,461 - pyskl - INFO - Epoch [21][1400/3405] lr: 2.388e-02, eta: 1 day, 4:46:45, time: 0.233, data_time: 0.000, memory: 5251, top1_acc: 0.7175, top5_acc: 0.9363, loss_cls: 2.8578, loss: 2.8578 +2024-09-20 22:20:26,666 - pyskl - INFO - Epoch [21][1500/3405] lr: 2.387e-02, eta: 1 day, 4:46:20, time: 0.232, data_time: 0.000, memory: 5251, top1_acc: 0.7381, top5_acc: 0.9519, loss_cls: 2.7657, loss: 2.7657 +2024-09-20 22:20:49,723 - pyskl - INFO - Epoch [21][1600/3405] lr: 2.387e-02, eta: 1 day, 4:45:53, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.7369, top5_acc: 0.9363, loss_cls: 2.8106, loss: 2.8106 +2024-09-20 22:21:12,931 - pyskl - INFO - Epoch [21][1700/3405] lr: 2.387e-02, eta: 1 day, 4:45:28, time: 0.232, data_time: 0.000, memory: 5251, top1_acc: 0.7212, top5_acc: 0.9356, loss_cls: 2.8376, loss: 2.8376 +2024-09-20 22:21:35,429 - pyskl - INFO - Epoch [21][1800/3405] lr: 2.386e-02, eta: 1 day, 4:44:59, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7312, top5_acc: 0.9387, loss_cls: 2.7924, loss: 2.7924 +2024-09-20 22:21:57,630 - pyskl - INFO - Epoch [21][1900/3405] lr: 2.386e-02, eta: 1 day, 4:44:27, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7281, top5_acc: 0.9469, loss_cls: 2.7901, loss: 2.7901 +2024-09-20 22:22:20,084 - pyskl - INFO - Epoch [21][2000/3405] lr: 2.386e-02, eta: 1 day, 4:43:57, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7169, top5_acc: 0.9287, loss_cls: 2.8523, loss: 2.8523 +2024-09-20 22:22:42,471 - pyskl - INFO - Epoch [21][2100/3405] lr: 2.385e-02, eta: 1 day, 4:43:27, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7294, top5_acc: 0.9544, loss_cls: 2.7944, loss: 2.7944 +2024-09-20 22:23:04,689 - pyskl - INFO - Epoch [21][2200/3405] lr: 2.385e-02, eta: 1 day, 4:42:56, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7238, top5_acc: 0.9394, loss_cls: 2.8523, loss: 2.8523 +2024-09-20 22:23:26,791 - pyskl - INFO - Epoch [21][2300/3405] lr: 2.385e-02, eta: 1 day, 4:42:23, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.7188, top5_acc: 0.9556, loss_cls: 2.8115, loss: 2.8115 +2024-09-20 22:23:48,589 - pyskl - INFO - Epoch [21][2400/3405] lr: 2.384e-02, eta: 1 day, 4:41:50, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.7156, top5_acc: 0.9456, loss_cls: 2.8323, loss: 2.8323 +2024-09-20 22:24:10,521 - pyskl - INFO - Epoch [21][2500/3405] lr: 2.384e-02, eta: 1 day, 4:41:17, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.7219, top5_acc: 0.9381, loss_cls: 2.8454, loss: 2.8454 +2024-09-20 22:24:33,778 - pyskl - INFO - Epoch [21][2600/3405] lr: 2.384e-02, eta: 1 day, 4:40:52, time: 0.233, data_time: 0.000, memory: 5251, top1_acc: 0.7206, top5_acc: 0.9356, loss_cls: 2.8458, loss: 2.8458 +2024-09-20 22:24:57,083 - pyskl - INFO - Epoch [21][2700/3405] lr: 2.383e-02, eta: 1 day, 4:40:27, time: 0.233, data_time: 0.000, memory: 5251, top1_acc: 0.7200, top5_acc: 0.9463, loss_cls: 2.8140, loss: 2.8140 +2024-09-20 22:25:20,378 - pyskl - INFO - Epoch [21][2800/3405] lr: 2.383e-02, eta: 1 day, 4:40:03, time: 0.233, data_time: 0.000, memory: 5251, top1_acc: 0.7163, top5_acc: 0.9381, loss_cls: 2.8354, loss: 2.8354 +2024-09-20 22:25:43,429 - pyskl - INFO - Epoch [21][2900/3405] lr: 2.383e-02, eta: 1 day, 4:39:37, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.7231, top5_acc: 0.9350, loss_cls: 2.8255, loss: 2.8255 +2024-09-20 22:26:06,708 - pyskl - INFO - Epoch [21][3000/3405] lr: 2.382e-02, eta: 1 day, 4:39:12, time: 0.233, data_time: 0.000, memory: 5251, top1_acc: 0.7262, top5_acc: 0.9431, loss_cls: 2.7994, loss: 2.7994 +2024-09-20 22:26:29,919 - pyskl - INFO - Epoch [21][3100/3405] lr: 2.382e-02, eta: 1 day, 4:38:47, time: 0.232, data_time: 0.000, memory: 5251, top1_acc: 0.7281, top5_acc: 0.9419, loss_cls: 2.8136, loss: 2.8136 +2024-09-20 22:26:53,071 - pyskl - INFO - Epoch [21][3200/3405] lr: 2.382e-02, eta: 1 day, 4:38:22, time: 0.232, data_time: 0.000, memory: 5251, top1_acc: 0.7269, top5_acc: 0.9400, loss_cls: 2.7947, loss: 2.7947 +2024-09-20 22:27:16,246 - pyskl - INFO - Epoch [21][3300/3405] lr: 2.381e-02, eta: 1 day, 4:37:57, time: 0.232, data_time: 0.000, memory: 5251, top1_acc: 0.7125, top5_acc: 0.9419, loss_cls: 2.8390, loss: 2.8390 +2024-09-20 22:27:39,142 - pyskl - INFO - Epoch [21][3400/3405] lr: 2.381e-02, eta: 1 day, 4:37:30, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.7300, top5_acc: 0.9387, loss_cls: 2.8471, loss: 2.8471 +2024-09-20 22:27:41,502 - pyskl - INFO - Saving checkpoint at 21 epochs +2024-09-20 22:31:33,331 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-20 22:31:33,977 - pyskl - INFO - +top1_acc 0.7029 +top5_acc 0.9271 +2024-09-20 22:31:33,998 - pyskl - INFO - Epoch(val) [21][3718] top1_acc: 0.7029, top5_acc: 0.9271 +2024-09-20 22:32:25,930 - pyskl - INFO - Epoch [22][100/3405] lr: 2.381e-02, eta: 1 day, 4:39:52, time: 0.519, data_time: 0.290, memory: 5251, top1_acc: 0.7331, top5_acc: 0.9469, loss_cls: 2.8093, loss: 2.8093 +2024-09-20 22:32:49,438 - pyskl - INFO - Epoch [22][200/3405] lr: 2.380e-02, eta: 1 day, 4:39:29, time: 0.235, data_time: 0.000, memory: 5251, top1_acc: 0.7094, top5_acc: 0.9356, loss_cls: 2.8416, loss: 2.8416 +2024-09-20 22:33:13,067 - pyskl - INFO - Epoch [22][300/3405] lr: 2.380e-02, eta: 1 day, 4:39:06, time: 0.236, data_time: 0.000, memory: 5251, top1_acc: 0.7544, top5_acc: 0.9431, loss_cls: 2.7520, loss: 2.7520 +2024-09-20 22:33:36,923 - pyskl - INFO - Epoch [22][400/3405] lr: 2.380e-02, eta: 1 day, 4:38:45, time: 0.239, data_time: 0.000, memory: 5251, top1_acc: 0.7438, top5_acc: 0.9575, loss_cls: 2.7846, loss: 2.7846 +2024-09-20 22:34:00,563 - pyskl - INFO - Epoch [22][500/3405] lr: 2.379e-02, eta: 1 day, 4:38:22, time: 0.236, data_time: 0.000, memory: 5251, top1_acc: 0.7325, top5_acc: 0.9487, loss_cls: 2.7784, loss: 2.7784 +2024-09-20 22:34:23,422 - pyskl - INFO - Epoch [22][600/3405] lr: 2.379e-02, eta: 1 day, 4:37:55, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.7275, top5_acc: 0.9381, loss_cls: 2.8112, loss: 2.8112 +2024-09-20 22:34:45,875 - pyskl - INFO - Epoch [22][700/3405] lr: 2.379e-02, eta: 1 day, 4:37:25, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7238, top5_acc: 0.9313, loss_cls: 2.8507, loss: 2.8507 +2024-09-20 22:35:08,556 - pyskl - INFO - Epoch [22][800/3405] lr: 2.378e-02, eta: 1 day, 4:36:56, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.7312, top5_acc: 0.9450, loss_cls: 2.7896, loss: 2.7896 +2024-09-20 22:35:30,723 - pyskl - INFO - Epoch [22][900/3405] lr: 2.378e-02, eta: 1 day, 4:36:25, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7450, top5_acc: 0.9500, loss_cls: 2.7559, loss: 2.7559 +2024-09-20 22:35:53,307 - pyskl - INFO - Epoch [22][1000/3405] lr: 2.378e-02, eta: 1 day, 4:35:56, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7438, top5_acc: 0.9500, loss_cls: 2.7659, loss: 2.7659 +2024-09-20 22:36:15,796 - pyskl - INFO - Epoch [22][1100/3405] lr: 2.377e-02, eta: 1 day, 4:35:26, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7331, top5_acc: 0.9531, loss_cls: 2.7757, loss: 2.7757 +2024-09-20 22:36:38,399 - pyskl - INFO - Epoch [22][1200/3405] lr: 2.377e-02, eta: 1 day, 4:34:58, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7381, top5_acc: 0.9469, loss_cls: 2.7790, loss: 2.7790 +2024-09-20 22:37:01,237 - pyskl - INFO - Epoch [22][1300/3405] lr: 2.377e-02, eta: 1 day, 4:34:30, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7500, top5_acc: 0.9531, loss_cls: 2.7381, loss: 2.7381 +2024-09-20 22:37:24,096 - pyskl - INFO - Epoch [22][1400/3405] lr: 2.376e-02, eta: 1 day, 4:34:03, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.7512, top5_acc: 0.9456, loss_cls: 2.7452, loss: 2.7452 +2024-09-20 22:37:46,975 - pyskl - INFO - Epoch [22][1500/3405] lr: 2.376e-02, eta: 1 day, 4:33:36, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.7294, top5_acc: 0.9500, loss_cls: 2.7675, loss: 2.7675 +2024-09-20 22:38:09,170 - pyskl - INFO - Epoch [22][1600/3405] lr: 2.376e-02, eta: 1 day, 4:33:04, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7231, top5_acc: 0.9406, loss_cls: 2.8283, loss: 2.8283 +2024-09-20 22:38:32,471 - pyskl - INFO - Epoch [22][1700/3405] lr: 2.375e-02, eta: 1 day, 4:32:40, time: 0.233, data_time: 0.000, memory: 5251, top1_acc: 0.7194, top5_acc: 0.9325, loss_cls: 2.8704, loss: 2.8704 +2024-09-20 22:38:56,028 - pyskl - INFO - Epoch [22][1800/3405] lr: 2.375e-02, eta: 1 day, 4:32:17, time: 0.236, data_time: 0.000, memory: 5251, top1_acc: 0.6981, top5_acc: 0.9437, loss_cls: 2.8510, loss: 2.8510 +2024-09-20 22:39:19,239 - pyskl - INFO - Epoch [22][1900/3405] lr: 2.375e-02, eta: 1 day, 4:31:52, time: 0.232, data_time: 0.000, memory: 5251, top1_acc: 0.7163, top5_acc: 0.9425, loss_cls: 2.8486, loss: 2.8486 +2024-09-20 22:39:41,594 - pyskl - INFO - Epoch [22][2000/3405] lr: 2.374e-02, eta: 1 day, 4:31:21, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7037, top5_acc: 0.9431, loss_cls: 2.8422, loss: 2.8422 +2024-09-20 22:40:04,301 - pyskl - INFO - Epoch [22][2100/3405] lr: 2.374e-02, eta: 1 day, 4:30:53, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.7175, top5_acc: 0.9437, loss_cls: 2.8179, loss: 2.8179 +2024-09-20 22:40:27,130 - pyskl - INFO - Epoch [22][2200/3405] lr: 2.374e-02, eta: 1 day, 4:30:26, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7331, top5_acc: 0.9475, loss_cls: 2.8192, loss: 2.8192 +2024-09-20 22:40:49,870 - pyskl - INFO - Epoch [22][2300/3405] lr: 2.373e-02, eta: 1 day, 4:29:58, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.7031, top5_acc: 0.9306, loss_cls: 2.8907, loss: 2.8907 +2024-09-20 22:41:12,242 - pyskl - INFO - Epoch [22][2400/3405] lr: 2.373e-02, eta: 1 day, 4:29:28, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7219, top5_acc: 0.9456, loss_cls: 2.8194, loss: 2.8194 +2024-09-20 22:41:34,632 - pyskl - INFO - Epoch [22][2500/3405] lr: 2.373e-02, eta: 1 day, 4:28:58, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7250, top5_acc: 0.9431, loss_cls: 2.8166, loss: 2.8166 +2024-09-20 22:41:57,684 - pyskl - INFO - Epoch [22][2600/3405] lr: 2.372e-02, eta: 1 day, 4:28:32, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.7244, top5_acc: 0.9437, loss_cls: 2.7987, loss: 2.7987 +2024-09-20 22:42:20,471 - pyskl - INFO - Epoch [22][2700/3405] lr: 2.372e-02, eta: 1 day, 4:28:05, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7300, top5_acc: 0.9419, loss_cls: 2.7879, loss: 2.7879 +2024-09-20 22:42:42,821 - pyskl - INFO - Epoch [22][2800/3405] lr: 2.372e-02, eta: 1 day, 4:27:34, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7306, top5_acc: 0.9469, loss_cls: 2.8157, loss: 2.8157 +2024-09-20 22:43:05,671 - pyskl - INFO - Epoch [22][2900/3405] lr: 2.371e-02, eta: 1 day, 4:27:07, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7344, top5_acc: 0.9375, loss_cls: 2.8195, loss: 2.8195 +2024-09-20 22:43:29,164 - pyskl - INFO - Epoch [22][3000/3405] lr: 2.371e-02, eta: 1 day, 4:26:44, time: 0.235, data_time: 0.000, memory: 5251, top1_acc: 0.7400, top5_acc: 0.9456, loss_cls: 2.7749, loss: 2.7749 +2024-09-20 22:43:51,958 - pyskl - INFO - Epoch [22][3100/3405] lr: 2.371e-02, eta: 1 day, 4:26:17, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7369, top5_acc: 0.9494, loss_cls: 2.7858, loss: 2.7858 +2024-09-20 22:44:14,441 - pyskl - INFO - Epoch [22][3200/3405] lr: 2.370e-02, eta: 1 day, 4:25:47, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7050, top5_acc: 0.9381, loss_cls: 2.8810, loss: 2.8810 +2024-09-20 22:44:36,984 - pyskl - INFO - Epoch [22][3300/3405] lr: 2.370e-02, eta: 1 day, 4:25:18, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.6906, top5_acc: 0.9256, loss_cls: 2.9546, loss: 2.9546 +2024-09-20 22:44:59,119 - pyskl - INFO - Epoch [22][3400/3405] lr: 2.370e-02, eta: 1 day, 4:24:47, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.7125, top5_acc: 0.9325, loss_cls: 2.8713, loss: 2.8713 +2024-09-20 22:45:01,249 - pyskl - INFO - Saving checkpoint at 22 epochs +2024-09-20 22:48:51,634 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-20 22:48:52,226 - pyskl - INFO - +top1_acc 0.6834 +top5_acc 0.9204 +2024-09-20 22:48:52,245 - pyskl - INFO - Epoch(val) [22][3718] top1_acc: 0.6834, top5_acc: 0.9204 +2024-09-20 22:49:46,321 - pyskl - INFO - Epoch [23][100/3405] lr: 2.369e-02, eta: 1 day, 4:27:13, time: 0.541, data_time: 0.315, memory: 5251, top1_acc: 0.7344, top5_acc: 0.9413, loss_cls: 2.8010, loss: 2.8010 +2024-09-20 22:50:08,994 - pyskl - INFO - Epoch [23][200/3405] lr: 2.369e-02, eta: 1 day, 4:26:45, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.7294, top5_acc: 0.9544, loss_cls: 2.8040, loss: 2.8040 +2024-09-20 22:50:31,573 - pyskl - INFO - Epoch [23][300/3405] lr: 2.369e-02, eta: 1 day, 4:26:16, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7300, top5_acc: 0.9406, loss_cls: 2.7935, loss: 2.7935 +2024-09-20 22:50:54,936 - pyskl - INFO - Epoch [23][400/3405] lr: 2.368e-02, eta: 1 day, 4:25:52, time: 0.234, data_time: 0.000, memory: 5251, top1_acc: 0.7419, top5_acc: 0.9531, loss_cls: 2.7666, loss: 2.7666 +2024-09-20 22:51:17,533 - pyskl - INFO - Epoch [23][500/3405] lr: 2.368e-02, eta: 1 day, 4:25:23, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7206, top5_acc: 0.9375, loss_cls: 2.8412, loss: 2.8412 +2024-09-20 22:51:40,043 - pyskl - INFO - Epoch [23][600/3405] lr: 2.368e-02, eta: 1 day, 4:24:54, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7338, top5_acc: 0.9306, loss_cls: 2.8317, loss: 2.8317 +2024-09-20 22:52:03,329 - pyskl - INFO - Epoch [23][700/3405] lr: 2.367e-02, eta: 1 day, 4:24:29, time: 0.233, data_time: 0.000, memory: 5251, top1_acc: 0.7106, top5_acc: 0.9419, loss_cls: 2.8446, loss: 2.8446 +2024-09-20 22:52:26,331 - pyskl - INFO - Epoch [23][800/3405] lr: 2.367e-02, eta: 1 day, 4:24:03, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.7262, top5_acc: 0.9413, loss_cls: 2.8093, loss: 2.8093 +2024-09-20 22:52:49,463 - pyskl - INFO - Epoch [23][900/3405] lr: 2.367e-02, eta: 1 day, 4:23:37, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.7262, top5_acc: 0.9406, loss_cls: 2.8173, loss: 2.8173 +2024-09-20 22:53:12,672 - pyskl - INFO - Epoch [23][1000/3405] lr: 2.366e-02, eta: 1 day, 4:23:12, time: 0.232, data_time: 0.000, memory: 5251, top1_acc: 0.7150, top5_acc: 0.9400, loss_cls: 2.8690, loss: 2.8690 +2024-09-20 22:53:35,556 - pyskl - INFO - Epoch [23][1100/3405] lr: 2.366e-02, eta: 1 day, 4:22:45, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.7175, top5_acc: 0.9437, loss_cls: 2.8351, loss: 2.8351 +2024-09-20 22:53:57,830 - pyskl - INFO - Epoch [23][1200/3405] lr: 2.366e-02, eta: 1 day, 4:22:14, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7444, top5_acc: 0.9513, loss_cls: 2.7564, loss: 2.7564 +2024-09-20 22:54:19,600 - pyskl - INFO - Epoch [23][1300/3405] lr: 2.365e-02, eta: 1 day, 4:21:41, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.7412, top5_acc: 0.9381, loss_cls: 2.8128, loss: 2.8128 +2024-09-20 22:54:41,600 - pyskl - INFO - Epoch [23][1400/3405] lr: 2.365e-02, eta: 1 day, 4:21:09, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.7325, top5_acc: 0.9375, loss_cls: 2.8440, loss: 2.8440 +2024-09-20 22:55:03,502 - pyskl - INFO - Epoch [23][1500/3405] lr: 2.364e-02, eta: 1 day, 4:20:36, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.7331, top5_acc: 0.9450, loss_cls: 2.8219, loss: 2.8219 +2024-09-20 22:55:25,701 - pyskl - INFO - Epoch [23][1600/3405] lr: 2.364e-02, eta: 1 day, 4:20:06, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7362, top5_acc: 0.9444, loss_cls: 2.7901, loss: 2.7901 +2024-09-20 22:55:47,815 - pyskl - INFO - Epoch [23][1700/3405] lr: 2.364e-02, eta: 1 day, 4:19:34, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.7262, top5_acc: 0.9481, loss_cls: 2.8050, loss: 2.8050 +2024-09-20 22:56:10,299 - pyskl - INFO - Epoch [23][1800/3405] lr: 2.363e-02, eta: 1 day, 4:19:05, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7375, top5_acc: 0.9481, loss_cls: 2.7801, loss: 2.7801 +2024-09-20 22:56:32,651 - pyskl - INFO - Epoch [23][1900/3405] lr: 2.363e-02, eta: 1 day, 4:18:35, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7188, top5_acc: 0.9463, loss_cls: 2.8071, loss: 2.8071 +2024-09-20 22:56:54,821 - pyskl - INFO - Epoch [23][2000/3405] lr: 2.363e-02, eta: 1 day, 4:18:04, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7219, top5_acc: 0.9331, loss_cls: 2.8780, loss: 2.8780 +2024-09-20 22:57:17,227 - pyskl - INFO - Epoch [23][2100/3405] lr: 2.362e-02, eta: 1 day, 4:17:35, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7344, top5_acc: 0.9375, loss_cls: 2.8188, loss: 2.8188 +2024-09-20 22:57:39,826 - pyskl - INFO - Epoch [23][2200/3405] lr: 2.362e-02, eta: 1 day, 4:17:06, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7163, top5_acc: 0.9387, loss_cls: 2.8581, loss: 2.8581 +2024-09-20 22:58:02,039 - pyskl - INFO - Epoch [23][2300/3405] lr: 2.362e-02, eta: 1 day, 4:16:36, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7412, top5_acc: 0.9487, loss_cls: 2.7853, loss: 2.7853 +2024-09-20 22:58:24,841 - pyskl - INFO - Epoch [23][2400/3405] lr: 2.361e-02, eta: 1 day, 4:16:08, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.6975, top5_acc: 0.9381, loss_cls: 2.8986, loss: 2.8986 +2024-09-20 22:58:47,768 - pyskl - INFO - Epoch [23][2500/3405] lr: 2.361e-02, eta: 1 day, 4:15:42, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.7475, top5_acc: 0.9525, loss_cls: 2.7758, loss: 2.7758 +2024-09-20 22:59:10,940 - pyskl - INFO - Epoch [23][2600/3405] lr: 2.361e-02, eta: 1 day, 4:15:17, time: 0.232, data_time: 0.000, memory: 5251, top1_acc: 0.7231, top5_acc: 0.9381, loss_cls: 2.8095, loss: 2.8095 +2024-09-20 22:59:33,220 - pyskl - INFO - Epoch [23][2700/3405] lr: 2.360e-02, eta: 1 day, 4:14:46, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7450, top5_acc: 0.9363, loss_cls: 2.7915, loss: 2.7915 +2024-09-20 22:59:55,373 - pyskl - INFO - Epoch [23][2800/3405] lr: 2.360e-02, eta: 1 day, 4:14:16, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7375, top5_acc: 0.9475, loss_cls: 2.7994, loss: 2.7994 +2024-09-20 23:00:17,568 - pyskl - INFO - Epoch [23][2900/3405] lr: 2.360e-02, eta: 1 day, 4:13:45, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7262, top5_acc: 0.9513, loss_cls: 2.7952, loss: 2.7952 +2024-09-20 23:00:39,730 - pyskl - INFO - Epoch [23][3000/3405] lr: 2.359e-02, eta: 1 day, 4:13:14, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7163, top5_acc: 0.9413, loss_cls: 2.8586, loss: 2.8586 +2024-09-20 23:01:01,788 - pyskl - INFO - Epoch [23][3100/3405] lr: 2.359e-02, eta: 1 day, 4:12:43, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.7381, top5_acc: 0.9463, loss_cls: 2.7805, loss: 2.7805 +2024-09-20 23:01:23,685 - pyskl - INFO - Epoch [23][3200/3405] lr: 2.358e-02, eta: 1 day, 4:12:11, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.7288, top5_acc: 0.9387, loss_cls: 2.7997, loss: 2.7997 +2024-09-20 23:01:45,599 - pyskl - INFO - Epoch [23][3300/3405] lr: 2.358e-02, eta: 1 day, 4:11:39, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.7119, top5_acc: 0.9519, loss_cls: 2.7984, loss: 2.7984 +2024-09-20 23:02:07,851 - pyskl - INFO - Epoch [23][3400/3405] lr: 2.358e-02, eta: 1 day, 4:11:08, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7281, top5_acc: 0.9456, loss_cls: 2.8322, loss: 2.8322 +2024-09-20 23:02:09,649 - pyskl - INFO - Saving checkpoint at 23 epochs +2024-09-20 23:05:57,586 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-20 23:05:58,142 - pyskl - INFO - +top1_acc 0.6895 +top5_acc 0.9276 +2024-09-20 23:05:58,160 - pyskl - INFO - Epoch(val) [23][3718] top1_acc: 0.6895, top5_acc: 0.9276 +2024-09-20 23:06:48,005 - pyskl - INFO - Epoch [24][100/3405] lr: 2.357e-02, eta: 1 day, 4:13:03, time: 0.498, data_time: 0.281, memory: 5251, top1_acc: 0.7481, top5_acc: 0.9456, loss_cls: 2.7696, loss: 2.7696 +2024-09-20 23:07:09,535 - pyskl - INFO - Epoch [24][200/3405] lr: 2.357e-02, eta: 1 day, 4:12:28, time: 0.215, data_time: 0.000, memory: 5251, top1_acc: 0.7350, top5_acc: 0.9344, loss_cls: 2.8272, loss: 2.8272 +2024-09-20 23:07:31,984 - pyskl - INFO - Epoch [24][300/3405] lr: 2.357e-02, eta: 1 day, 4:11:59, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7462, top5_acc: 0.9531, loss_cls: 2.7455, loss: 2.7455 +2024-09-20 23:07:54,189 - pyskl - INFO - Epoch [24][400/3405] lr: 2.356e-02, eta: 1 day, 4:11:29, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7344, top5_acc: 0.9406, loss_cls: 2.8136, loss: 2.8136 +2024-09-20 23:08:17,167 - pyskl - INFO - Epoch [24][500/3405] lr: 2.356e-02, eta: 1 day, 4:11:02, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.7225, top5_acc: 0.9244, loss_cls: 2.8673, loss: 2.8673 +2024-09-20 23:08:39,654 - pyskl - INFO - Epoch [24][600/3405] lr: 2.356e-02, eta: 1 day, 4:10:33, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7238, top5_acc: 0.9375, loss_cls: 2.8215, loss: 2.8215 +2024-09-20 23:09:02,862 - pyskl - INFO - Epoch [24][700/3405] lr: 2.355e-02, eta: 1 day, 4:10:08, time: 0.232, data_time: 0.000, memory: 5251, top1_acc: 0.7238, top5_acc: 0.9494, loss_cls: 2.7885, loss: 2.7885 +2024-09-20 23:09:26,079 - pyskl - INFO - Epoch [24][800/3405] lr: 2.355e-02, eta: 1 day, 4:09:43, time: 0.232, data_time: 0.000, memory: 5251, top1_acc: 0.7525, top5_acc: 0.9525, loss_cls: 2.7422, loss: 2.7422 +2024-09-20 23:09:49,166 - pyskl - INFO - Epoch [24][900/3405] lr: 2.355e-02, eta: 1 day, 4:09:18, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.7144, top5_acc: 0.9294, loss_cls: 2.8773, loss: 2.8773 +2024-09-20 23:10:12,038 - pyskl - INFO - Epoch [24][1000/3405] lr: 2.354e-02, eta: 1 day, 4:08:51, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.7438, top5_acc: 0.9537, loss_cls: 2.7505, loss: 2.7505 +2024-09-20 23:10:35,379 - pyskl - INFO - Epoch [24][1100/3405] lr: 2.354e-02, eta: 1 day, 4:08:26, time: 0.233, data_time: 0.000, memory: 5251, top1_acc: 0.7438, top5_acc: 0.9500, loss_cls: 2.7676, loss: 2.7676 +2024-09-20 23:10:58,594 - pyskl - INFO - Epoch [24][1200/3405] lr: 2.353e-02, eta: 1 day, 4:08:01, time: 0.232, data_time: 0.000, memory: 5251, top1_acc: 0.7375, top5_acc: 0.9444, loss_cls: 2.7807, loss: 2.7807 +2024-09-20 23:11:21,633 - pyskl - INFO - Epoch [24][1300/3405] lr: 2.353e-02, eta: 1 day, 4:07:36, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.7338, top5_acc: 0.9437, loss_cls: 2.7949, loss: 2.7949 +2024-09-20 23:11:44,662 - pyskl - INFO - Epoch [24][1400/3405] lr: 2.353e-02, eta: 1 day, 4:07:10, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.7262, top5_acc: 0.9363, loss_cls: 2.8090, loss: 2.8090 +2024-09-20 23:12:07,340 - pyskl - INFO - Epoch [24][1500/3405] lr: 2.352e-02, eta: 1 day, 4:06:42, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.7225, top5_acc: 0.9437, loss_cls: 2.8367, loss: 2.8367 +2024-09-20 23:12:29,254 - pyskl - INFO - Epoch [24][1600/3405] lr: 2.352e-02, eta: 1 day, 4:06:10, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.7400, top5_acc: 0.9406, loss_cls: 2.7949, loss: 2.7949 +2024-09-20 23:12:51,156 - pyskl - INFO - Epoch [24][1700/3405] lr: 2.352e-02, eta: 1 day, 4:05:38, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.7281, top5_acc: 0.9431, loss_cls: 2.8180, loss: 2.8180 +2024-09-20 23:13:13,187 - pyskl - INFO - Epoch [24][1800/3405] lr: 2.351e-02, eta: 1 day, 4:05:07, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.7300, top5_acc: 0.9513, loss_cls: 2.8062, loss: 2.8062 +2024-09-20 23:13:34,604 - pyskl - INFO - Epoch [24][1900/3405] lr: 2.351e-02, eta: 1 day, 4:04:32, time: 0.214, data_time: 0.000, memory: 5251, top1_acc: 0.7081, top5_acc: 0.9481, loss_cls: 2.8610, loss: 2.8610 +2024-09-20 23:13:56,197 - pyskl - INFO - Epoch [24][2000/3405] lr: 2.351e-02, eta: 1 day, 4:03:58, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.7306, top5_acc: 0.9450, loss_cls: 2.8085, loss: 2.8085 +2024-09-20 23:14:18,065 - pyskl - INFO - Epoch [24][2100/3405] lr: 2.350e-02, eta: 1 day, 4:03:26, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.7369, top5_acc: 0.9400, loss_cls: 2.8117, loss: 2.8117 +2024-09-20 23:14:39,823 - pyskl - INFO - Epoch [24][2200/3405] lr: 2.350e-02, eta: 1 day, 4:02:54, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.7431, top5_acc: 0.9419, loss_cls: 2.7776, loss: 2.7776 +2024-09-20 23:15:02,411 - pyskl - INFO - Epoch [24][2300/3405] lr: 2.349e-02, eta: 1 day, 4:02:26, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7506, top5_acc: 0.9500, loss_cls: 2.7610, loss: 2.7610 +2024-09-20 23:15:24,924 - pyskl - INFO - Epoch [24][2400/3405] lr: 2.349e-02, eta: 1 day, 4:01:57, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7312, top5_acc: 0.9450, loss_cls: 2.7750, loss: 2.7750 +2024-09-20 23:15:47,319 - pyskl - INFO - Epoch [24][2500/3405] lr: 2.349e-02, eta: 1 day, 4:01:28, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7319, top5_acc: 0.9550, loss_cls: 2.7970, loss: 2.7970 +2024-09-20 23:16:10,733 - pyskl - INFO - Epoch [24][2600/3405] lr: 2.348e-02, eta: 1 day, 4:01:04, time: 0.234, data_time: 0.000, memory: 5251, top1_acc: 0.7306, top5_acc: 0.9425, loss_cls: 2.8073, loss: 2.8073 +2024-09-20 23:16:33,865 - pyskl - INFO - Epoch [24][2700/3405] lr: 2.348e-02, eta: 1 day, 4:00:39, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.7356, top5_acc: 0.9544, loss_cls: 2.7695, loss: 2.7695 +2024-09-20 23:16:56,961 - pyskl - INFO - Epoch [24][2800/3405] lr: 2.348e-02, eta: 1 day, 4:00:13, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.7169, top5_acc: 0.9400, loss_cls: 2.8536, loss: 2.8536 +2024-09-20 23:17:19,459 - pyskl - INFO - Epoch [24][2900/3405] lr: 2.347e-02, eta: 1 day, 3:59:45, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7300, top5_acc: 0.9519, loss_cls: 2.7786, loss: 2.7786 +2024-09-20 23:17:42,492 - pyskl - INFO - Epoch [24][3000/3405] lr: 2.347e-02, eta: 1 day, 3:59:19, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.7381, top5_acc: 0.9413, loss_cls: 2.7789, loss: 2.7789 +2024-09-20 23:18:05,145 - pyskl - INFO - Epoch [24][3100/3405] lr: 2.347e-02, eta: 1 day, 3:58:51, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.7344, top5_acc: 0.9431, loss_cls: 2.8050, loss: 2.8050 +2024-09-20 23:18:28,022 - pyskl - INFO - Epoch [24][3200/3405] lr: 2.346e-02, eta: 1 day, 3:58:25, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.7156, top5_acc: 0.9387, loss_cls: 2.8355, loss: 2.8355 +2024-09-20 23:18:50,344 - pyskl - INFO - Epoch [24][3300/3405] lr: 2.346e-02, eta: 1 day, 3:57:55, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7256, top5_acc: 0.9406, loss_cls: 2.8478, loss: 2.8478 +2024-09-20 23:19:12,559 - pyskl - INFO - Epoch [24][3400/3405] lr: 2.345e-02, eta: 1 day, 3:57:25, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7394, top5_acc: 0.9450, loss_cls: 2.8126, loss: 2.8126 +2024-09-20 23:19:14,295 - pyskl - INFO - Saving checkpoint at 24 epochs +2024-09-20 23:23:03,039 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-20 23:23:03,620 - pyskl - INFO - +top1_acc 0.7067 +top5_acc 0.9288 +2024-09-20 23:23:03,640 - pyskl - INFO - Epoch(val) [24][3718] top1_acc: 0.7067, top5_acc: 0.9288 +2024-09-20 23:23:57,040 - pyskl - INFO - Epoch [25][100/3405] lr: 2.345e-02, eta: 1 day, 3:59:31, time: 0.534, data_time: 0.311, memory: 5251, top1_acc: 0.7431, top5_acc: 0.9419, loss_cls: 2.7935, loss: 2.7935 +2024-09-20 23:24:19,272 - pyskl - INFO - Epoch [25][200/3405] lr: 2.345e-02, eta: 1 day, 3:59:01, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7550, top5_acc: 0.9487, loss_cls: 2.7147, loss: 2.7147 +2024-09-20 23:24:41,931 - pyskl - INFO - Epoch [25][300/3405] lr: 2.344e-02, eta: 1 day, 3:58:33, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.7300, top5_acc: 0.9494, loss_cls: 2.7787, loss: 2.7787 +2024-09-20 23:25:03,778 - pyskl - INFO - Epoch [25][400/3405] lr: 2.344e-02, eta: 1 day, 3:58:01, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.7325, top5_acc: 0.9444, loss_cls: 2.7827, loss: 2.7827 +2024-09-20 23:25:26,718 - pyskl - INFO - Epoch [25][500/3405] lr: 2.344e-02, eta: 1 day, 3:57:35, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.7419, top5_acc: 0.9419, loss_cls: 2.7637, loss: 2.7637 +2024-09-20 23:25:49,631 - pyskl - INFO - Epoch [25][600/3405] lr: 2.343e-02, eta: 1 day, 3:57:09, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.7388, top5_acc: 0.9450, loss_cls: 2.7732, loss: 2.7732 +2024-09-20 23:26:12,696 - pyskl - INFO - Epoch [25][700/3405] lr: 2.343e-02, eta: 1 day, 3:56:43, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.7206, top5_acc: 0.9456, loss_cls: 2.8269, loss: 2.8269 +2024-09-20 23:26:35,919 - pyskl - INFO - Epoch [25][800/3405] lr: 2.342e-02, eta: 1 day, 3:56:18, time: 0.232, data_time: 0.000, memory: 5251, top1_acc: 0.7394, top5_acc: 0.9481, loss_cls: 2.7680, loss: 2.7680 +2024-09-20 23:26:59,216 - pyskl - INFO - Epoch [25][900/3405] lr: 2.342e-02, eta: 1 day, 3:55:54, time: 0.233, data_time: 0.000, memory: 5251, top1_acc: 0.7312, top5_acc: 0.9494, loss_cls: 2.7849, loss: 2.7849 +2024-09-20 23:27:22,406 - pyskl - INFO - Epoch [25][1000/3405] lr: 2.342e-02, eta: 1 day, 3:55:28, time: 0.232, data_time: 0.000, memory: 5251, top1_acc: 0.7306, top5_acc: 0.9431, loss_cls: 2.7941, loss: 2.7941 +2024-09-20 23:27:45,589 - pyskl - INFO - Epoch [25][1100/3405] lr: 2.341e-02, eta: 1 day, 3:55:03, time: 0.232, data_time: 0.000, memory: 5251, top1_acc: 0.7412, top5_acc: 0.9487, loss_cls: 2.7571, loss: 2.7571 +2024-09-20 23:28:08,821 - pyskl - INFO - Epoch [25][1200/3405] lr: 2.341e-02, eta: 1 day, 3:54:39, time: 0.232, data_time: 0.000, memory: 5251, top1_acc: 0.7381, top5_acc: 0.9544, loss_cls: 2.7599, loss: 2.7599 +2024-09-20 23:28:32,269 - pyskl - INFO - Epoch [25][1300/3405] lr: 2.341e-02, eta: 1 day, 3:54:15, time: 0.234, data_time: 0.000, memory: 5251, top1_acc: 0.7425, top5_acc: 0.9469, loss_cls: 2.7614, loss: 2.7614 +2024-09-20 23:28:55,434 - pyskl - INFO - Epoch [25][1400/3405] lr: 2.340e-02, eta: 1 day, 3:53:50, time: 0.232, data_time: 0.000, memory: 5251, top1_acc: 0.7506, top5_acc: 0.9506, loss_cls: 2.7492, loss: 2.7492 +2024-09-20 23:29:18,483 - pyskl - INFO - Epoch [25][1500/3405] lr: 2.340e-02, eta: 1 day, 3:53:24, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.7338, top5_acc: 0.9406, loss_cls: 2.8078, loss: 2.8078 +2024-09-20 23:29:41,458 - pyskl - INFO - Epoch [25][1600/3405] lr: 2.339e-02, eta: 1 day, 3:52:58, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.7056, top5_acc: 0.9369, loss_cls: 2.8478, loss: 2.8478 +2024-09-20 23:30:04,863 - pyskl - INFO - Epoch [25][1700/3405] lr: 2.339e-02, eta: 1 day, 3:52:34, time: 0.234, data_time: 0.000, memory: 5251, top1_acc: 0.7306, top5_acc: 0.9563, loss_cls: 2.7515, loss: 2.7515 +2024-09-20 23:30:27,912 - pyskl - INFO - Epoch [25][1800/3405] lr: 2.339e-02, eta: 1 day, 3:52:08, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.7419, top5_acc: 0.9463, loss_cls: 2.7803, loss: 2.7803 +2024-09-20 23:30:50,576 - pyskl - INFO - Epoch [25][1900/3405] lr: 2.338e-02, eta: 1 day, 3:51:41, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.7444, top5_acc: 0.9519, loss_cls: 2.7460, loss: 2.7460 +2024-09-20 23:31:12,929 - pyskl - INFO - Epoch [25][2000/3405] lr: 2.338e-02, eta: 1 day, 3:51:11, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7013, top5_acc: 0.9406, loss_cls: 2.8649, loss: 2.8649 +2024-09-20 23:31:34,961 - pyskl - INFO - Epoch [25][2100/3405] lr: 2.338e-02, eta: 1 day, 3:50:41, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.7288, top5_acc: 0.9494, loss_cls: 2.7870, loss: 2.7870 +2024-09-20 23:31:57,006 - pyskl - INFO - Epoch [25][2200/3405] lr: 2.337e-02, eta: 1 day, 3:50:10, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.7325, top5_acc: 0.9331, loss_cls: 2.8226, loss: 2.8226 +2024-09-20 23:32:18,699 - pyskl - INFO - Epoch [25][2300/3405] lr: 2.337e-02, eta: 1 day, 3:49:37, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.7250, top5_acc: 0.9494, loss_cls: 2.8019, loss: 2.8019 +2024-09-20 23:32:41,025 - pyskl - INFO - Epoch [25][2400/3405] lr: 2.336e-02, eta: 1 day, 3:49:08, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7212, top5_acc: 0.9469, loss_cls: 2.8081, loss: 2.8081 +2024-09-20 23:33:03,063 - pyskl - INFO - Epoch [25][2500/3405] lr: 2.336e-02, eta: 1 day, 3:48:37, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.7131, top5_acc: 0.9344, loss_cls: 2.8338, loss: 2.8338 +2024-09-20 23:33:25,214 - pyskl - INFO - Epoch [25][2600/3405] lr: 2.336e-02, eta: 1 day, 3:48:07, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.7475, top5_acc: 0.9363, loss_cls: 2.7720, loss: 2.7720 +2024-09-20 23:33:48,265 - pyskl - INFO - Epoch [25][2700/3405] lr: 2.335e-02, eta: 1 day, 3:47:41, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.7575, top5_acc: 0.9581, loss_cls: 2.7069, loss: 2.7069 +2024-09-20 23:34:11,110 - pyskl - INFO - Epoch [25][2800/3405] lr: 2.335e-02, eta: 1 day, 3:47:15, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7512, top5_acc: 0.9437, loss_cls: 2.7779, loss: 2.7779 +2024-09-20 23:34:33,706 - pyskl - INFO - Epoch [25][2900/3405] lr: 2.334e-02, eta: 1 day, 3:46:47, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7300, top5_acc: 0.9375, loss_cls: 2.8153, loss: 2.8153 +2024-09-20 23:34:56,544 - pyskl - INFO - Epoch [25][3000/3405] lr: 2.334e-02, eta: 1 day, 3:46:20, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7212, top5_acc: 0.9437, loss_cls: 2.8429, loss: 2.8429 +2024-09-20 23:35:20,059 - pyskl - INFO - Epoch [25][3100/3405] lr: 2.334e-02, eta: 1 day, 3:45:57, time: 0.235, data_time: 0.000, memory: 5251, top1_acc: 0.7269, top5_acc: 0.9463, loss_cls: 2.8215, loss: 2.8215 +2024-09-20 23:35:42,387 - pyskl - INFO - Epoch [25][3200/3405] lr: 2.333e-02, eta: 1 day, 3:45:28, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7412, top5_acc: 0.9437, loss_cls: 2.7709, loss: 2.7709 +2024-09-20 23:36:04,698 - pyskl - INFO - Epoch [25][3300/3405] lr: 2.333e-02, eta: 1 day, 3:44:59, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7344, top5_acc: 0.9519, loss_cls: 2.7770, loss: 2.7770 +2024-09-20 23:36:27,166 - pyskl - INFO - Epoch [25][3400/3405] lr: 2.333e-02, eta: 1 day, 3:44:30, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7150, top5_acc: 0.9506, loss_cls: 2.8256, loss: 2.8256 +2024-09-20 23:36:29,422 - pyskl - INFO - Saving checkpoint at 25 epochs +2024-09-20 23:40:17,822 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-20 23:40:18,400 - pyskl - INFO - +top1_acc 0.7224 +top5_acc 0.9366 +2024-09-20 23:40:18,406 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/j_2/best_top1_acc_epoch_19.pth was removed +2024-09-20 23:40:18,576 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_25.pth. +2024-09-20 23:40:18,577 - pyskl - INFO - Best top1_acc is 0.7224 at 25 epoch. +2024-09-20 23:40:18,594 - pyskl - INFO - Epoch(val) [25][3718] top1_acc: 0.7224, top5_acc: 0.9366 +2024-09-20 23:41:10,099 - pyskl - INFO - Epoch [26][100/3405] lr: 2.332e-02, eta: 1 day, 3:46:20, time: 0.515, data_time: 0.294, memory: 5251, top1_acc: 0.7369, top5_acc: 0.9531, loss_cls: 2.7555, loss: 2.7555 +2024-09-20 23:41:32,391 - pyskl - INFO - Epoch [26][200/3405] lr: 2.332e-02, eta: 1 day, 3:45:50, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7294, top5_acc: 0.9387, loss_cls: 2.8369, loss: 2.8369 +2024-09-20 23:41:55,266 - pyskl - INFO - Epoch [26][300/3405] lr: 2.331e-02, eta: 1 day, 3:45:23, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.7519, top5_acc: 0.9525, loss_cls: 2.7339, loss: 2.7339 +2024-09-20 23:42:18,043 - pyskl - INFO - Epoch [26][400/3405] lr: 2.331e-02, eta: 1 day, 3:44:56, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7344, top5_acc: 0.9537, loss_cls: 2.7759, loss: 2.7759 +2024-09-20 23:42:41,059 - pyskl - INFO - Epoch [26][500/3405] lr: 2.331e-02, eta: 1 day, 3:44:31, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.7319, top5_acc: 0.9306, loss_cls: 2.8191, loss: 2.8191 +2024-09-20 23:43:04,101 - pyskl - INFO - Epoch [26][600/3405] lr: 2.330e-02, eta: 1 day, 3:44:05, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.7338, top5_acc: 0.9456, loss_cls: 2.7869, loss: 2.7869 +2024-09-20 23:43:26,582 - pyskl - INFO - Epoch [26][700/3405] lr: 2.330e-02, eta: 1 day, 3:43:36, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7325, top5_acc: 0.9494, loss_cls: 2.8083, loss: 2.8083 +2024-09-20 23:43:49,797 - pyskl - INFO - Epoch [26][800/3405] lr: 2.329e-02, eta: 1 day, 3:43:11, time: 0.232, data_time: 0.000, memory: 5251, top1_acc: 0.7494, top5_acc: 0.9525, loss_cls: 2.7423, loss: 2.7423 +2024-09-20 23:44:13,160 - pyskl - INFO - Epoch [26][900/3405] lr: 2.329e-02, eta: 1 day, 3:42:47, time: 0.234, data_time: 0.000, memory: 5251, top1_acc: 0.7569, top5_acc: 0.9587, loss_cls: 2.6927, loss: 2.6927 +2024-09-20 23:44:36,386 - pyskl - INFO - Epoch [26][1000/3405] lr: 2.329e-02, eta: 1 day, 3:42:23, time: 0.232, data_time: 0.000, memory: 5251, top1_acc: 0.7544, top5_acc: 0.9500, loss_cls: 2.7204, loss: 2.7204 +2024-09-20 23:44:59,807 - pyskl - INFO - Epoch [26][1100/3405] lr: 2.328e-02, eta: 1 day, 3:41:59, time: 0.234, data_time: 0.000, memory: 5251, top1_acc: 0.7381, top5_acc: 0.9450, loss_cls: 2.7774, loss: 2.7774 +2024-09-20 23:45:22,440 - pyskl - INFO - Epoch [26][1200/3405] lr: 2.328e-02, eta: 1 day, 3:41:31, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7444, top5_acc: 0.9469, loss_cls: 2.7629, loss: 2.7629 +2024-09-20 23:45:45,304 - pyskl - INFO - Epoch [26][1300/3405] lr: 2.328e-02, eta: 1 day, 3:41:04, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.7206, top5_acc: 0.9500, loss_cls: 2.7689, loss: 2.7689 +2024-09-20 23:46:08,555 - pyskl - INFO - Epoch [26][1400/3405] lr: 2.327e-02, eta: 1 day, 3:40:40, time: 0.233, data_time: 0.000, memory: 5251, top1_acc: 0.7262, top5_acc: 0.9500, loss_cls: 2.8072, loss: 2.8072 +2024-09-20 23:46:31,844 - pyskl - INFO - Epoch [26][1500/3405] lr: 2.327e-02, eta: 1 day, 3:40:15, time: 0.233, data_time: 0.000, memory: 5251, top1_acc: 0.7256, top5_acc: 0.9450, loss_cls: 2.7942, loss: 2.7942 +2024-09-20 23:46:54,785 - pyskl - INFO - Epoch [26][1600/3405] lr: 2.326e-02, eta: 1 day, 3:39:49, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.7556, top5_acc: 0.9513, loss_cls: 2.7155, loss: 2.7155 +2024-09-20 23:47:17,851 - pyskl - INFO - Epoch [26][1700/3405] lr: 2.326e-02, eta: 1 day, 3:39:24, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.7319, top5_acc: 0.9294, loss_cls: 2.8301, loss: 2.8301 +2024-09-20 23:47:40,834 - pyskl - INFO - Epoch [26][1800/3405] lr: 2.326e-02, eta: 1 day, 3:38:58, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.7419, top5_acc: 0.9494, loss_cls: 2.7592, loss: 2.7592 +2024-09-20 23:48:03,345 - pyskl - INFO - Epoch [26][1900/3405] lr: 2.325e-02, eta: 1 day, 3:38:29, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7550, top5_acc: 0.9456, loss_cls: 2.7639, loss: 2.7639 +2024-09-20 23:48:26,484 - pyskl - INFO - Epoch [26][2000/3405] lr: 2.325e-02, eta: 1 day, 3:38:04, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.7188, top5_acc: 0.9344, loss_cls: 2.8392, loss: 2.8392 +2024-09-20 23:48:49,824 - pyskl - INFO - Epoch [26][2100/3405] lr: 2.324e-02, eta: 1 day, 3:37:40, time: 0.233, data_time: 0.000, memory: 5251, top1_acc: 0.7338, top5_acc: 0.9469, loss_cls: 2.7894, loss: 2.7894 +2024-09-20 23:49:12,551 - pyskl - INFO - Epoch [26][2200/3405] lr: 2.324e-02, eta: 1 day, 3:37:13, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.7288, top5_acc: 0.9363, loss_cls: 2.8177, loss: 2.8177 +2024-09-20 23:49:35,482 - pyskl - INFO - Epoch [26][2300/3405] lr: 2.324e-02, eta: 1 day, 3:36:47, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.7412, top5_acc: 0.9456, loss_cls: 2.7664, loss: 2.7664 +2024-09-20 23:49:58,075 - pyskl - INFO - Epoch [26][2400/3405] lr: 2.323e-02, eta: 1 day, 3:36:19, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7356, top5_acc: 0.9400, loss_cls: 2.8273, loss: 2.8273 +2024-09-20 23:50:20,590 - pyskl - INFO - Epoch [26][2500/3405] lr: 2.323e-02, eta: 1 day, 3:35:51, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7475, top5_acc: 0.9513, loss_cls: 2.7680, loss: 2.7680 +2024-09-20 23:50:43,235 - pyskl - INFO - Epoch [26][2600/3405] lr: 2.322e-02, eta: 1 day, 3:35:23, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7275, top5_acc: 0.9400, loss_cls: 2.8097, loss: 2.8097 +2024-09-20 23:51:06,039 - pyskl - INFO - Epoch [26][2700/3405] lr: 2.322e-02, eta: 1 day, 3:34:57, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7412, top5_acc: 0.9444, loss_cls: 2.7816, loss: 2.7816 +2024-09-20 23:51:28,532 - pyskl - INFO - Epoch [26][2800/3405] lr: 2.322e-02, eta: 1 day, 3:34:28, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7562, top5_acc: 0.9456, loss_cls: 2.7425, loss: 2.7425 +2024-09-20 23:51:50,662 - pyskl - INFO - Epoch [26][2900/3405] lr: 2.321e-02, eta: 1 day, 3:33:58, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.7281, top5_acc: 0.9456, loss_cls: 2.7863, loss: 2.7863 +2024-09-20 23:52:13,843 - pyskl - INFO - Epoch [26][3000/3405] lr: 2.321e-02, eta: 1 day, 3:33:33, time: 0.232, data_time: 0.000, memory: 5251, top1_acc: 0.7306, top5_acc: 0.9506, loss_cls: 2.7749, loss: 2.7749 +2024-09-20 23:52:36,789 - pyskl - INFO - Epoch [26][3100/3405] lr: 2.320e-02, eta: 1 day, 3:33:07, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.7306, top5_acc: 0.9437, loss_cls: 2.7894, loss: 2.7894 +2024-09-20 23:53:00,172 - pyskl - INFO - Epoch [26][3200/3405] lr: 2.320e-02, eta: 1 day, 3:32:44, time: 0.234, data_time: 0.000, memory: 5251, top1_acc: 0.7319, top5_acc: 0.9419, loss_cls: 2.7653, loss: 2.7653 +2024-09-20 23:53:23,083 - pyskl - INFO - Epoch [26][3300/3405] lr: 2.320e-02, eta: 1 day, 3:32:17, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.7238, top5_acc: 0.9437, loss_cls: 2.7972, loss: 2.7972 +2024-09-20 23:53:45,521 - pyskl - INFO - Epoch [26][3400/3405] lr: 2.319e-02, eta: 1 day, 3:31:49, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7294, top5_acc: 0.9406, loss_cls: 2.7896, loss: 2.7896 +2024-09-20 23:53:47,534 - pyskl - INFO - Saving checkpoint at 26 epochs +2024-09-20 23:57:37,063 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-20 23:57:37,888 - pyskl - INFO - +top1_acc 0.7061 +top5_acc 0.9237 +2024-09-20 23:57:37,926 - pyskl - INFO - Epoch(val) [26][3718] top1_acc: 0.7061, top5_acc: 0.9237 +2024-09-20 23:58:30,914 - pyskl - INFO - Epoch [27][100/3405] lr: 2.319e-02, eta: 1 day, 3:33:39, time: 0.530, data_time: 0.295, memory: 5251, top1_acc: 0.7512, top5_acc: 0.9550, loss_cls: 2.7260, loss: 2.7260 +2024-09-20 23:58:53,689 - pyskl - INFO - Epoch [27][200/3405] lr: 2.318e-02, eta: 1 day, 3:33:12, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7569, top5_acc: 0.9463, loss_cls: 2.7261, loss: 2.7261 +2024-09-20 23:59:16,878 - pyskl - INFO - Epoch [27][300/3405] lr: 2.318e-02, eta: 1 day, 3:32:47, time: 0.232, data_time: 0.000, memory: 5251, top1_acc: 0.7612, top5_acc: 0.9531, loss_cls: 2.6932, loss: 2.6932 +2024-09-20 23:59:40,048 - pyskl - INFO - Epoch [27][400/3405] lr: 2.318e-02, eta: 1 day, 3:32:22, time: 0.232, data_time: 0.000, memory: 5251, top1_acc: 0.7394, top5_acc: 0.9431, loss_cls: 2.7866, loss: 2.7866 +2024-09-21 00:00:03,149 - pyskl - INFO - Epoch [27][500/3405] lr: 2.317e-02, eta: 1 day, 3:31:57, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.7306, top5_acc: 0.9500, loss_cls: 2.7965, loss: 2.7965 +2024-09-21 00:00:26,354 - pyskl - INFO - Epoch [27][600/3405] lr: 2.317e-02, eta: 1 day, 3:31:32, time: 0.232, data_time: 0.000, memory: 5251, top1_acc: 0.7356, top5_acc: 0.9444, loss_cls: 2.7861, loss: 2.7861 +2024-09-21 00:00:49,181 - pyskl - INFO - Epoch [27][700/3405] lr: 2.316e-02, eta: 1 day, 3:31:05, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7556, top5_acc: 0.9506, loss_cls: 2.7358, loss: 2.7358 +2024-09-21 00:01:12,299 - pyskl - INFO - Epoch [27][800/3405] lr: 2.316e-02, eta: 1 day, 3:30:40, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.7531, top5_acc: 0.9581, loss_cls: 2.7140, loss: 2.7140 +2024-09-21 00:01:35,403 - pyskl - INFO - Epoch [27][900/3405] lr: 2.316e-02, eta: 1 day, 3:30:14, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.7362, top5_acc: 0.9481, loss_cls: 2.7753, loss: 2.7753 +2024-09-21 00:01:58,630 - pyskl - INFO - Epoch [27][1000/3405] lr: 2.315e-02, eta: 1 day, 3:29:50, time: 0.232, data_time: 0.000, memory: 5251, top1_acc: 0.7362, top5_acc: 0.9525, loss_cls: 2.7706, loss: 2.7706 +2024-09-21 00:02:21,788 - pyskl - INFO - Epoch [27][1100/3405] lr: 2.315e-02, eta: 1 day, 3:29:24, time: 0.232, data_time: 0.000, memory: 5251, top1_acc: 0.7362, top5_acc: 0.9525, loss_cls: 2.7772, loss: 2.7772 +2024-09-21 00:02:44,623 - pyskl - INFO - Epoch [27][1200/3405] lr: 2.314e-02, eta: 1 day, 3:28:58, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7344, top5_acc: 0.9456, loss_cls: 2.8045, loss: 2.8045 +2024-09-21 00:03:07,439 - pyskl - INFO - Epoch [27][1300/3405] lr: 2.314e-02, eta: 1 day, 3:28:31, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7256, top5_acc: 0.9550, loss_cls: 2.7932, loss: 2.7932 +2024-09-21 00:03:30,571 - pyskl - INFO - Epoch [27][1400/3405] lr: 2.314e-02, eta: 1 day, 3:28:06, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.7569, top5_acc: 0.9450, loss_cls: 2.7007, loss: 2.7007 +2024-09-21 00:03:53,785 - pyskl - INFO - Epoch [27][1500/3405] lr: 2.313e-02, eta: 1 day, 3:27:41, time: 0.232, data_time: 0.000, memory: 5251, top1_acc: 0.7231, top5_acc: 0.9381, loss_cls: 2.8492, loss: 2.8492 +2024-09-21 00:04:16,503 - pyskl - INFO - Epoch [27][1600/3405] lr: 2.313e-02, eta: 1 day, 3:27:14, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.7462, top5_acc: 0.9444, loss_cls: 2.7639, loss: 2.7639 +2024-09-21 00:04:39,682 - pyskl - INFO - Epoch [27][1700/3405] lr: 2.312e-02, eta: 1 day, 3:26:49, time: 0.232, data_time: 0.000, memory: 5251, top1_acc: 0.7388, top5_acc: 0.9487, loss_cls: 2.7981, loss: 2.7981 +2024-09-21 00:05:03,110 - pyskl - INFO - Epoch [27][1800/3405] lr: 2.312e-02, eta: 1 day, 3:26:25, time: 0.234, data_time: 0.000, memory: 5251, top1_acc: 0.7338, top5_acc: 0.9481, loss_cls: 2.7475, loss: 2.7475 +2024-09-21 00:05:26,251 - pyskl - INFO - Epoch [27][1900/3405] lr: 2.312e-02, eta: 1 day, 3:26:00, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.7550, top5_acc: 0.9637, loss_cls: 2.7095, loss: 2.7095 +2024-09-21 00:05:49,502 - pyskl - INFO - Epoch [27][2000/3405] lr: 2.311e-02, eta: 1 day, 3:25:35, time: 0.232, data_time: 0.000, memory: 5251, top1_acc: 0.7294, top5_acc: 0.9475, loss_cls: 2.8073, loss: 2.8073 +2024-09-21 00:06:12,922 - pyskl - INFO - Epoch [27][2100/3405] lr: 2.311e-02, eta: 1 day, 3:25:11, time: 0.234, data_time: 0.000, memory: 5251, top1_acc: 0.7369, top5_acc: 0.9456, loss_cls: 2.7899, loss: 2.7899 +2024-09-21 00:06:35,748 - pyskl - INFO - Epoch [27][2200/3405] lr: 2.310e-02, eta: 1 day, 3:24:45, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7262, top5_acc: 0.9375, loss_cls: 2.8137, loss: 2.8137 +2024-09-21 00:06:58,810 - pyskl - INFO - Epoch [27][2300/3405] lr: 2.310e-02, eta: 1 day, 3:24:19, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.7238, top5_acc: 0.9513, loss_cls: 2.8010, loss: 2.8010 +2024-09-21 00:07:21,435 - pyskl - INFO - Epoch [27][2400/3405] lr: 2.310e-02, eta: 1 day, 3:23:52, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7362, top5_acc: 0.9419, loss_cls: 2.7932, loss: 2.7932 +2024-09-21 00:07:44,451 - pyskl - INFO - Epoch [27][2500/3405] lr: 2.309e-02, eta: 1 day, 3:23:26, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.7350, top5_acc: 0.9406, loss_cls: 2.7686, loss: 2.7686 +2024-09-21 00:08:08,009 - pyskl - INFO - Epoch [27][2600/3405] lr: 2.309e-02, eta: 1 day, 3:23:03, time: 0.236, data_time: 0.000, memory: 5251, top1_acc: 0.7425, top5_acc: 0.9513, loss_cls: 2.7541, loss: 2.7541 +2024-09-21 00:08:31,531 - pyskl - INFO - Epoch [27][2700/3405] lr: 2.308e-02, eta: 1 day, 3:22:40, time: 0.235, data_time: 0.000, memory: 5251, top1_acc: 0.7381, top5_acc: 0.9569, loss_cls: 2.7636, loss: 2.7636 +2024-09-21 00:08:53,838 - pyskl - INFO - Epoch [27][2800/3405] lr: 2.308e-02, eta: 1 day, 3:22:11, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7281, top5_acc: 0.9413, loss_cls: 2.8235, loss: 2.8235 +2024-09-21 00:09:16,221 - pyskl - INFO - Epoch [27][2900/3405] lr: 2.307e-02, eta: 1 day, 3:21:42, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7288, top5_acc: 0.9444, loss_cls: 2.8082, loss: 2.8082 +2024-09-21 00:09:38,739 - pyskl - INFO - Epoch [27][3000/3405] lr: 2.307e-02, eta: 1 day, 3:21:14, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7325, top5_acc: 0.9425, loss_cls: 2.8032, loss: 2.8032 +2024-09-21 00:10:01,712 - pyskl - INFO - Epoch [27][3100/3405] lr: 2.307e-02, eta: 1 day, 3:20:48, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.7244, top5_acc: 0.9481, loss_cls: 2.8045, loss: 2.8045 +2024-09-21 00:10:24,224 - pyskl - INFO - Epoch [27][3200/3405] lr: 2.306e-02, eta: 1 day, 3:20:20, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7312, top5_acc: 0.9350, loss_cls: 2.8008, loss: 2.8008 +2024-09-21 00:10:46,655 - pyskl - INFO - Epoch [27][3300/3405] lr: 2.306e-02, eta: 1 day, 3:19:52, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7444, top5_acc: 0.9506, loss_cls: 2.7595, loss: 2.7595 +2024-09-21 00:11:08,926 - pyskl - INFO - Epoch [27][3400/3405] lr: 2.305e-02, eta: 1 day, 3:19:23, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7369, top5_acc: 0.9431, loss_cls: 2.8064, loss: 2.8064 +2024-09-21 00:11:11,066 - pyskl - INFO - Saving checkpoint at 27 epochs +2024-09-21 00:15:00,732 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-21 00:15:01,320 - pyskl - INFO - +top1_acc 0.6859 +top5_acc 0.9168 +2024-09-21 00:15:01,341 - pyskl - INFO - Epoch(val) [27][3718] top1_acc: 0.6859, top5_acc: 0.9168 +2024-09-21 00:15:52,324 - pyskl - INFO - Epoch [28][100/3405] lr: 2.305e-02, eta: 1 day, 3:20:58, time: 0.510, data_time: 0.288, memory: 5251, top1_acc: 0.7650, top5_acc: 0.9600, loss_cls: 2.6664, loss: 2.6664 +2024-09-21 00:16:14,640 - pyskl - INFO - Epoch [28][200/3405] lr: 2.305e-02, eta: 1 day, 3:20:29, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7569, top5_acc: 0.9525, loss_cls: 2.6934, loss: 2.6934 +2024-09-21 00:16:37,047 - pyskl - INFO - Epoch [28][300/3405] lr: 2.304e-02, eta: 1 day, 3:20:00, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7306, top5_acc: 0.9456, loss_cls: 2.7927, loss: 2.7927 +2024-09-21 00:16:59,411 - pyskl - INFO - Epoch [28][400/3405] lr: 2.304e-02, eta: 1 day, 3:19:32, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7306, top5_acc: 0.9487, loss_cls: 2.7717, loss: 2.7717 +2024-09-21 00:17:21,882 - pyskl - INFO - Epoch [28][500/3405] lr: 2.303e-02, eta: 1 day, 3:19:04, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7244, top5_acc: 0.9481, loss_cls: 2.7766, loss: 2.7766 +2024-09-21 00:17:44,337 - pyskl - INFO - Epoch [28][600/3405] lr: 2.303e-02, eta: 1 day, 3:18:35, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7525, top5_acc: 0.9475, loss_cls: 2.7486, loss: 2.7486 +2024-09-21 00:18:06,791 - pyskl - INFO - Epoch [28][700/3405] lr: 2.303e-02, eta: 1 day, 3:18:07, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7525, top5_acc: 0.9469, loss_cls: 2.7503, loss: 2.7503 +2024-09-21 00:18:30,163 - pyskl - INFO - Epoch [28][800/3405] lr: 2.302e-02, eta: 1 day, 3:17:43, time: 0.234, data_time: 0.000, memory: 5251, top1_acc: 0.7412, top5_acc: 0.9369, loss_cls: 2.8141, loss: 2.8141 +2024-09-21 00:18:52,614 - pyskl - INFO - Epoch [28][900/3405] lr: 2.302e-02, eta: 1 day, 3:17:15, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7412, top5_acc: 0.9437, loss_cls: 2.7633, loss: 2.7633 +2024-09-21 00:19:15,163 - pyskl - INFO - Epoch [28][1000/3405] lr: 2.301e-02, eta: 1 day, 3:16:47, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7212, top5_acc: 0.9381, loss_cls: 2.8374, loss: 2.8374 +2024-09-21 00:19:37,066 - pyskl - INFO - Epoch [28][1100/3405] lr: 2.301e-02, eta: 1 day, 3:16:16, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.7494, top5_acc: 0.9519, loss_cls: 2.7349, loss: 2.7349 +2024-09-21 00:20:00,240 - pyskl - INFO - Epoch [28][1200/3405] lr: 2.300e-02, eta: 1 day, 3:15:51, time: 0.232, data_time: 0.000, memory: 5251, top1_acc: 0.7275, top5_acc: 0.9369, loss_cls: 2.7982, loss: 2.7982 +2024-09-21 00:20:22,948 - pyskl - INFO - Epoch [28][1300/3405] lr: 2.300e-02, eta: 1 day, 3:15:24, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.7181, top5_acc: 0.9363, loss_cls: 2.8236, loss: 2.8236 +2024-09-21 00:20:46,121 - pyskl - INFO - Epoch [28][1400/3405] lr: 2.300e-02, eta: 1 day, 3:14:59, time: 0.232, data_time: 0.000, memory: 5251, top1_acc: 0.7300, top5_acc: 0.9444, loss_cls: 2.7709, loss: 2.7709 +2024-09-21 00:21:09,566 - pyskl - INFO - Epoch [28][1500/3405] lr: 2.299e-02, eta: 1 day, 3:14:35, time: 0.234, data_time: 0.000, memory: 5251, top1_acc: 0.7269, top5_acc: 0.9469, loss_cls: 2.8071, loss: 2.8071 +2024-09-21 00:21:33,025 - pyskl - INFO - Epoch [28][1600/3405] lr: 2.299e-02, eta: 1 day, 3:14:12, time: 0.235, data_time: 0.000, memory: 5251, top1_acc: 0.7525, top5_acc: 0.9475, loss_cls: 2.7531, loss: 2.7531 +2024-09-21 00:21:56,257 - pyskl - INFO - Epoch [28][1700/3405] lr: 2.298e-02, eta: 1 day, 3:13:47, time: 0.232, data_time: 0.000, memory: 5251, top1_acc: 0.7494, top5_acc: 0.9581, loss_cls: 2.7350, loss: 2.7350 +2024-09-21 00:22:19,603 - pyskl - INFO - Epoch [28][1800/3405] lr: 2.298e-02, eta: 1 day, 3:13:23, time: 0.233, data_time: 0.000, memory: 5251, top1_acc: 0.7425, top5_acc: 0.9463, loss_cls: 2.7560, loss: 2.7560 +2024-09-21 00:22:41,805 - pyskl - INFO - Epoch [28][1900/3405] lr: 2.298e-02, eta: 1 day, 3:12:53, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7400, top5_acc: 0.9387, loss_cls: 2.7925, loss: 2.7925 +2024-09-21 00:23:05,130 - pyskl - INFO - Epoch [28][2000/3405] lr: 2.297e-02, eta: 1 day, 3:12:29, time: 0.233, data_time: 0.000, memory: 5251, top1_acc: 0.7344, top5_acc: 0.9475, loss_cls: 2.7817, loss: 2.7817 +2024-09-21 00:23:28,376 - pyskl - INFO - Epoch [28][2100/3405] lr: 2.297e-02, eta: 1 day, 3:12:05, time: 0.232, data_time: 0.000, memory: 5251, top1_acc: 0.7262, top5_acc: 0.9450, loss_cls: 2.7987, loss: 2.7987 +2024-09-21 00:23:51,327 - pyskl - INFO - Epoch [28][2200/3405] lr: 2.296e-02, eta: 1 day, 3:11:39, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.7462, top5_acc: 0.9594, loss_cls: 2.7440, loss: 2.7440 +2024-09-21 00:24:12,885 - pyskl - INFO - Epoch [28][2300/3405] lr: 2.296e-02, eta: 1 day, 3:11:07, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.7325, top5_acc: 0.9437, loss_cls: 2.7913, loss: 2.7913 +2024-09-21 00:24:34,450 - pyskl - INFO - Epoch [28][2400/3405] lr: 2.295e-02, eta: 1 day, 3:10:34, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.7338, top5_acc: 0.9537, loss_cls: 2.7519, loss: 2.7519 +2024-09-21 00:24:57,344 - pyskl - INFO - Epoch [28][2500/3405] lr: 2.295e-02, eta: 1 day, 3:10:08, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.7338, top5_acc: 0.9406, loss_cls: 2.8318, loss: 2.8318 +2024-09-21 00:25:19,309 - pyskl - INFO - Epoch [28][2600/3405] lr: 2.295e-02, eta: 1 day, 3:09:38, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.7419, top5_acc: 0.9387, loss_cls: 2.7867, loss: 2.7867 +2024-09-21 00:25:42,437 - pyskl - INFO - Epoch [28][2700/3405] lr: 2.294e-02, eta: 1 day, 3:09:13, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.7456, top5_acc: 0.9513, loss_cls: 2.7517, loss: 2.7517 +2024-09-21 00:26:05,369 - pyskl - INFO - Epoch [28][2800/3405] lr: 2.294e-02, eta: 1 day, 3:08:47, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.7344, top5_acc: 0.9494, loss_cls: 2.7752, loss: 2.7752 +2024-09-21 00:26:28,357 - pyskl - INFO - Epoch [28][2900/3405] lr: 2.293e-02, eta: 1 day, 3:08:21, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.7569, top5_acc: 0.9513, loss_cls: 2.7590, loss: 2.7590 +2024-09-21 00:26:51,858 - pyskl - INFO - Epoch [28][3000/3405] lr: 2.293e-02, eta: 1 day, 3:07:58, time: 0.235, data_time: 0.000, memory: 5251, top1_acc: 0.7569, top5_acc: 0.9437, loss_cls: 2.7620, loss: 2.7620 +2024-09-21 00:27:15,482 - pyskl - INFO - Epoch [28][3100/3405] lr: 2.292e-02, eta: 1 day, 3:07:35, time: 0.236, data_time: 0.000, memory: 5251, top1_acc: 0.7538, top5_acc: 0.9494, loss_cls: 2.7336, loss: 2.7336 +2024-09-21 00:27:38,526 - pyskl - INFO - Epoch [28][3200/3405] lr: 2.292e-02, eta: 1 day, 3:07:10, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.7450, top5_acc: 0.9494, loss_cls: 2.7669, loss: 2.7669 +2024-09-21 00:28:00,794 - pyskl - INFO - Epoch [28][3300/3405] lr: 2.292e-02, eta: 1 day, 3:06:41, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7137, top5_acc: 0.9350, loss_cls: 2.8447, loss: 2.8447 +2024-09-21 00:28:23,041 - pyskl - INFO - Epoch [28][3400/3405] lr: 2.291e-02, eta: 1 day, 3:06:12, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7569, top5_acc: 0.9525, loss_cls: 2.7119, loss: 2.7119 +2024-09-21 00:28:24,733 - pyskl - INFO - Saving checkpoint at 28 epochs +2024-09-21 00:32:11,316 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-21 00:32:11,881 - pyskl - INFO - +top1_acc 0.6936 +top5_acc 0.9286 +2024-09-21 00:32:11,900 - pyskl - INFO - Epoch(val) [28][3718] top1_acc: 0.6936, top5_acc: 0.9286 +2024-09-21 00:33:05,265 - pyskl - INFO - Epoch [29][100/3405] lr: 2.291e-02, eta: 1 day, 3:07:52, time: 0.534, data_time: 0.303, memory: 5251, top1_acc: 0.7588, top5_acc: 0.9519, loss_cls: 2.7400, loss: 2.7400 +2024-09-21 00:33:27,769 - pyskl - INFO - Epoch [29][200/3405] lr: 2.290e-02, eta: 1 day, 3:07:24, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7406, top5_acc: 0.9419, loss_cls: 2.7787, loss: 2.7787 +2024-09-21 00:33:50,918 - pyskl - INFO - Epoch [29][300/3405] lr: 2.290e-02, eta: 1 day, 3:06:59, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.7462, top5_acc: 0.9537, loss_cls: 2.7241, loss: 2.7241 +2024-09-21 00:34:14,606 - pyskl - INFO - Epoch [29][400/3405] lr: 2.289e-02, eta: 1 day, 3:06:36, time: 0.237, data_time: 0.000, memory: 5251, top1_acc: 0.7219, top5_acc: 0.9469, loss_cls: 2.7854, loss: 2.7854 +2024-09-21 00:34:37,677 - pyskl - INFO - Epoch [29][500/3405] lr: 2.289e-02, eta: 1 day, 3:06:11, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.7419, top5_acc: 0.9506, loss_cls: 2.7660, loss: 2.7660 +2024-09-21 00:35:00,220 - pyskl - INFO - Epoch [29][600/3405] lr: 2.289e-02, eta: 1 day, 3:05:43, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7638, top5_acc: 0.9463, loss_cls: 2.7080, loss: 2.7080 +2024-09-21 00:35:22,517 - pyskl - INFO - Epoch [29][700/3405] lr: 2.288e-02, eta: 1 day, 3:05:14, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7163, top5_acc: 0.9444, loss_cls: 2.8278, loss: 2.8278 +2024-09-21 00:35:44,891 - pyskl - INFO - Epoch [29][800/3405] lr: 2.288e-02, eta: 1 day, 3:04:46, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7412, top5_acc: 0.9444, loss_cls: 2.7707, loss: 2.7707 +2024-09-21 00:36:07,373 - pyskl - INFO - Epoch [29][900/3405] lr: 2.287e-02, eta: 1 day, 3:04:18, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7500, top5_acc: 0.9506, loss_cls: 2.7309, loss: 2.7309 +2024-09-21 00:36:29,637 - pyskl - INFO - Epoch [29][1000/3405] lr: 2.287e-02, eta: 1 day, 3:03:49, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7331, top5_acc: 0.9463, loss_cls: 2.7910, loss: 2.7910 +2024-09-21 00:36:52,524 - pyskl - INFO - Epoch [29][1100/3405] lr: 2.286e-02, eta: 1 day, 3:03:23, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.7575, top5_acc: 0.9431, loss_cls: 2.7424, loss: 2.7424 +2024-09-21 00:37:15,269 - pyskl - INFO - Epoch [29][1200/3405] lr: 2.286e-02, eta: 1 day, 3:02:56, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.7850, top5_acc: 0.9575, loss_cls: 2.6634, loss: 2.6634 +2024-09-21 00:37:38,261 - pyskl - INFO - Epoch [29][1300/3405] lr: 2.286e-02, eta: 1 day, 3:02:30, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.7519, top5_acc: 0.9487, loss_cls: 2.7743, loss: 2.7743 +2024-09-21 00:38:00,739 - pyskl - INFO - Epoch [29][1400/3405] lr: 2.285e-02, eta: 1 day, 3:02:02, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7519, top5_acc: 0.9569, loss_cls: 2.7219, loss: 2.7219 +2024-09-21 00:38:23,543 - pyskl - INFO - Epoch [29][1500/3405] lr: 2.285e-02, eta: 1 day, 3:01:36, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7594, top5_acc: 0.9487, loss_cls: 2.7061, loss: 2.7061 +2024-09-21 00:38:47,062 - pyskl - INFO - Epoch [29][1600/3405] lr: 2.284e-02, eta: 1 day, 3:01:12, time: 0.235, data_time: 0.000, memory: 5251, top1_acc: 0.7344, top5_acc: 0.9544, loss_cls: 2.7511, loss: 2.7511 +2024-09-21 00:39:10,788 - pyskl - INFO - Epoch [29][1700/3405] lr: 2.284e-02, eta: 1 day, 3:00:50, time: 0.237, data_time: 0.000, memory: 5251, top1_acc: 0.7425, top5_acc: 0.9406, loss_cls: 2.7697, loss: 2.7697 +2024-09-21 00:39:32,821 - pyskl - INFO - Epoch [29][1800/3405] lr: 2.283e-02, eta: 1 day, 3:00:20, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.7288, top5_acc: 0.9444, loss_cls: 2.7966, loss: 2.7966 +2024-09-21 00:39:55,945 - pyskl - INFO - Epoch [29][1900/3405] lr: 2.283e-02, eta: 1 day, 2:59:55, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.7350, top5_acc: 0.9419, loss_cls: 2.8008, loss: 2.8008 +2024-09-21 00:40:19,340 - pyskl - INFO - Epoch [29][2000/3405] lr: 2.283e-02, eta: 1 day, 2:59:31, time: 0.234, data_time: 0.000, memory: 5251, top1_acc: 0.7581, top5_acc: 0.9569, loss_cls: 2.7041, loss: 2.7041 +2024-09-21 00:40:42,291 - pyskl - INFO - Epoch [29][2100/3405] lr: 2.282e-02, eta: 1 day, 2:59:05, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.7444, top5_acc: 0.9431, loss_cls: 2.7789, loss: 2.7789 +2024-09-21 00:41:05,910 - pyskl - INFO - Epoch [29][2200/3405] lr: 2.282e-02, eta: 1 day, 2:58:42, time: 0.236, data_time: 0.000, memory: 5251, top1_acc: 0.7394, top5_acc: 0.9575, loss_cls: 2.7713, loss: 2.7713 +2024-09-21 00:41:28,853 - pyskl - INFO - Epoch [29][2300/3405] lr: 2.281e-02, eta: 1 day, 2:58:16, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.7388, top5_acc: 0.9525, loss_cls: 2.7481, loss: 2.7481 +2024-09-21 00:41:52,162 - pyskl - INFO - Epoch [29][2400/3405] lr: 2.281e-02, eta: 1 day, 2:57:52, time: 0.233, data_time: 0.000, memory: 5251, top1_acc: 0.7181, top5_acc: 0.9350, loss_cls: 2.8596, loss: 2.8596 +2024-09-21 00:42:15,293 - pyskl - INFO - Epoch [29][2500/3405] lr: 2.280e-02, eta: 1 day, 2:57:27, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.7262, top5_acc: 0.9469, loss_cls: 2.8114, loss: 2.8114 +2024-09-21 00:42:38,588 - pyskl - INFO - Epoch [29][2600/3405] lr: 2.280e-02, eta: 1 day, 2:57:02, time: 0.233, data_time: 0.000, memory: 5251, top1_acc: 0.7519, top5_acc: 0.9513, loss_cls: 2.7398, loss: 2.7398 +2024-09-21 00:43:00,579 - pyskl - INFO - Epoch [29][2700/3405] lr: 2.280e-02, eta: 1 day, 2:56:32, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.7669, top5_acc: 0.9587, loss_cls: 2.6708, loss: 2.6708 +2024-09-21 00:43:23,514 - pyskl - INFO - Epoch [29][2800/3405] lr: 2.279e-02, eta: 1 day, 2:56:07, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.7469, top5_acc: 0.9456, loss_cls: 2.7577, loss: 2.7577 +2024-09-21 00:43:46,053 - pyskl - INFO - Epoch [29][2900/3405] lr: 2.279e-02, eta: 1 day, 2:55:39, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7575, top5_acc: 0.9550, loss_cls: 2.7069, loss: 2.7069 +2024-09-21 00:44:08,335 - pyskl - INFO - Epoch [29][3000/3405] lr: 2.278e-02, eta: 1 day, 2:55:10, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7137, top5_acc: 0.9481, loss_cls: 2.8003, loss: 2.8003 +2024-09-21 00:44:31,519 - pyskl - INFO - Epoch [29][3100/3405] lr: 2.278e-02, eta: 1 day, 2:54:46, time: 0.232, data_time: 0.000, memory: 5251, top1_acc: 0.7225, top5_acc: 0.9431, loss_cls: 2.8294, loss: 2.8294 +2024-09-21 00:44:53,743 - pyskl - INFO - Epoch [29][3200/3405] lr: 2.277e-02, eta: 1 day, 2:54:17, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7569, top5_acc: 0.9419, loss_cls: 2.7219, loss: 2.7219 +2024-09-21 00:45:15,927 - pyskl - INFO - Epoch [29][3300/3405] lr: 2.277e-02, eta: 1 day, 2:53:48, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7562, top5_acc: 0.9575, loss_cls: 2.7048, loss: 2.7048 +2024-09-21 00:45:38,193 - pyskl - INFO - Epoch [29][3400/3405] lr: 2.276e-02, eta: 1 day, 2:53:19, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7475, top5_acc: 0.9506, loss_cls: 2.7460, loss: 2.7460 +2024-09-21 00:45:40,234 - pyskl - INFO - Saving checkpoint at 29 epochs +2024-09-21 00:49:30,916 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-21 00:49:31,716 - pyskl - INFO - +top1_acc 0.6914 +top5_acc 0.9271 +2024-09-21 00:49:31,742 - pyskl - INFO - Epoch(val) [29][3718] top1_acc: 0.6914, top5_acc: 0.9271 +2024-09-21 00:50:26,753 - pyskl - INFO - Epoch [30][100/3405] lr: 2.276e-02, eta: 1 day, 2:55:01, time: 0.550, data_time: 0.317, memory: 5251, top1_acc: 0.7588, top5_acc: 0.9431, loss_cls: 2.7341, loss: 2.7341 +2024-09-21 00:50:49,451 - pyskl - INFO - Epoch [30][200/3405] lr: 2.276e-02, eta: 1 day, 2:54:34, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.7431, top5_acc: 0.9437, loss_cls: 2.7555, loss: 2.7555 +2024-09-21 00:51:12,279 - pyskl - INFO - Epoch [30][300/3405] lr: 2.275e-02, eta: 1 day, 2:54:07, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7644, top5_acc: 0.9544, loss_cls: 2.6973, loss: 2.6973 +2024-09-21 00:51:35,426 - pyskl - INFO - Epoch [30][400/3405] lr: 2.275e-02, eta: 1 day, 2:53:42, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.7462, top5_acc: 0.9481, loss_cls: 2.7355, loss: 2.7355 +2024-09-21 00:51:58,082 - pyskl - INFO - Epoch [30][500/3405] lr: 2.274e-02, eta: 1 day, 2:53:15, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.7450, top5_acc: 0.9519, loss_cls: 2.7323, loss: 2.7323 +2024-09-21 00:52:20,386 - pyskl - INFO - Epoch [30][600/3405] lr: 2.274e-02, eta: 1 day, 2:52:47, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7600, top5_acc: 0.9500, loss_cls: 2.7072, loss: 2.7072 +2024-09-21 00:52:42,329 - pyskl - INFO - Epoch [30][700/3405] lr: 2.273e-02, eta: 1 day, 2:52:17, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.7631, top5_acc: 0.9544, loss_cls: 2.7078, loss: 2.7078 +2024-09-21 00:53:04,363 - pyskl - INFO - Epoch [30][800/3405] lr: 2.273e-02, eta: 1 day, 2:51:47, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.7350, top5_acc: 0.9469, loss_cls: 2.7702, loss: 2.7702 +2024-09-21 00:53:26,529 - pyskl - INFO - Epoch [30][900/3405] lr: 2.272e-02, eta: 1 day, 2:51:18, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7294, top5_acc: 0.9394, loss_cls: 2.8163, loss: 2.8163 +2024-09-21 00:53:49,128 - pyskl - INFO - Epoch [30][1000/3405] lr: 2.272e-02, eta: 1 day, 2:50:51, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7425, top5_acc: 0.9544, loss_cls: 2.7390, loss: 2.7390 +2024-09-21 00:54:11,424 - pyskl - INFO - Epoch [30][1100/3405] lr: 2.272e-02, eta: 1 day, 2:50:22, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7488, top5_acc: 0.9494, loss_cls: 2.7370, loss: 2.7370 +2024-09-21 00:54:34,009 - pyskl - INFO - Epoch [30][1200/3405] lr: 2.271e-02, eta: 1 day, 2:49:55, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7562, top5_acc: 0.9487, loss_cls: 2.7111, loss: 2.7111 +2024-09-21 00:54:56,339 - pyskl - INFO - Epoch [30][1300/3405] lr: 2.271e-02, eta: 1 day, 2:49:26, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7225, top5_acc: 0.9513, loss_cls: 2.7923, loss: 2.7923 +2024-09-21 00:55:18,922 - pyskl - INFO - Epoch [30][1400/3405] lr: 2.270e-02, eta: 1 day, 2:48:59, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7562, top5_acc: 0.9525, loss_cls: 2.7103, loss: 2.7103 +2024-09-21 00:55:41,217 - pyskl - INFO - Epoch [30][1500/3405] lr: 2.270e-02, eta: 1 day, 2:48:30, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7388, top5_acc: 0.9481, loss_cls: 2.7696, loss: 2.7696 +2024-09-21 00:56:03,187 - pyskl - INFO - Epoch [30][1600/3405] lr: 2.269e-02, eta: 1 day, 2:48:01, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.7212, top5_acc: 0.9375, loss_cls: 2.8117, loss: 2.8117 +2024-09-21 00:56:25,626 - pyskl - INFO - Epoch [30][1700/3405] lr: 2.269e-02, eta: 1 day, 2:47:33, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7412, top5_acc: 0.9544, loss_cls: 2.7414, loss: 2.7414 +2024-09-21 00:56:47,559 - pyskl - INFO - Epoch [30][1800/3405] lr: 2.268e-02, eta: 1 day, 2:47:03, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.7562, top5_acc: 0.9481, loss_cls: 2.7279, loss: 2.7279 +2024-09-21 00:57:09,787 - pyskl - INFO - Epoch [30][1900/3405] lr: 2.268e-02, eta: 1 day, 2:46:34, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7462, top5_acc: 0.9537, loss_cls: 2.7473, loss: 2.7473 +2024-09-21 00:57:31,730 - pyskl - INFO - Epoch [30][2000/3405] lr: 2.268e-02, eta: 1 day, 2:46:04, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.7562, top5_acc: 0.9519, loss_cls: 2.7181, loss: 2.7181 +2024-09-21 00:57:53,463 - pyskl - INFO - Epoch [30][2100/3405] lr: 2.267e-02, eta: 1 day, 2:45:34, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.7444, top5_acc: 0.9469, loss_cls: 2.7429, loss: 2.7429 +2024-09-21 00:58:16,016 - pyskl - INFO - Epoch [30][2200/3405] lr: 2.267e-02, eta: 1 day, 2:45:06, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7631, top5_acc: 0.9563, loss_cls: 2.6907, loss: 2.6907 +2024-09-21 00:58:38,624 - pyskl - INFO - Epoch [30][2300/3405] lr: 2.266e-02, eta: 1 day, 2:44:39, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7481, top5_acc: 0.9463, loss_cls: 2.7425, loss: 2.7425 +2024-09-21 00:59:00,767 - pyskl - INFO - Epoch [30][2400/3405] lr: 2.266e-02, eta: 1 day, 2:44:10, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.7462, top5_acc: 0.9550, loss_cls: 2.7509, loss: 2.7509 +2024-09-21 00:59:22,804 - pyskl - INFO - Epoch [30][2500/3405] lr: 2.265e-02, eta: 1 day, 2:43:41, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.7319, top5_acc: 0.9500, loss_cls: 2.7775, loss: 2.7775 +2024-09-21 00:59:45,720 - pyskl - INFO - Epoch [30][2600/3405] lr: 2.265e-02, eta: 1 day, 2:43:15, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.7394, top5_acc: 0.9481, loss_cls: 2.7796, loss: 2.7796 +2024-09-21 01:00:08,520 - pyskl - INFO - Epoch [30][2700/3405] lr: 2.264e-02, eta: 1 day, 2:42:48, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7375, top5_acc: 0.9444, loss_cls: 2.7742, loss: 2.7742 +2024-09-21 01:00:31,601 - pyskl - INFO - Epoch [30][2800/3405] lr: 2.264e-02, eta: 1 day, 2:42:23, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.7194, top5_acc: 0.9350, loss_cls: 2.8637, loss: 2.8637 +2024-09-21 01:00:54,290 - pyskl - INFO - Epoch [30][2900/3405] lr: 2.264e-02, eta: 1 day, 2:41:57, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.7556, top5_acc: 0.9575, loss_cls: 2.7085, loss: 2.7085 +2024-09-21 01:01:17,677 - pyskl - INFO - Epoch [30][3000/3405] lr: 2.263e-02, eta: 1 day, 2:41:33, time: 0.234, data_time: 0.000, memory: 5251, top1_acc: 0.7531, top5_acc: 0.9475, loss_cls: 2.7695, loss: 2.7695 +2024-09-21 01:01:41,214 - pyskl - INFO - Epoch [30][3100/3405] lr: 2.263e-02, eta: 1 day, 2:41:09, time: 0.235, data_time: 0.000, memory: 5251, top1_acc: 0.7338, top5_acc: 0.9519, loss_cls: 2.7782, loss: 2.7782 +2024-09-21 01:02:03,494 - pyskl - INFO - Epoch [30][3200/3405] lr: 2.262e-02, eta: 1 day, 2:40:41, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7350, top5_acc: 0.9500, loss_cls: 2.7913, loss: 2.7913 +2024-09-21 01:02:25,626 - pyskl - INFO - Epoch [30][3300/3405] lr: 2.262e-02, eta: 1 day, 2:40:12, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.7606, top5_acc: 0.9587, loss_cls: 2.7031, loss: 2.7031 +2024-09-21 01:02:47,673 - pyskl - INFO - Epoch [30][3400/3405] lr: 2.261e-02, eta: 1 day, 2:39:43, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.7356, top5_acc: 0.9431, loss_cls: 2.7688, loss: 2.7688 +2024-09-21 01:02:49,655 - pyskl - INFO - Saving checkpoint at 30 epochs +2024-09-21 01:06:38,483 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-21 01:06:39,058 - pyskl - INFO - +top1_acc 0.7045 +top5_acc 0.9265 +2024-09-21 01:06:39,077 - pyskl - INFO - Epoch(val) [30][3718] top1_acc: 0.7045, top5_acc: 0.9265 +2024-09-21 01:07:30,091 - pyskl - INFO - Epoch [31][100/3405] lr: 2.261e-02, eta: 1 day, 2:41:03, time: 0.510, data_time: 0.286, memory: 5251, top1_acc: 0.7512, top5_acc: 0.9500, loss_cls: 2.7272, loss: 2.7272 +2024-09-21 01:07:52,620 - pyskl - INFO - Epoch [31][200/3405] lr: 2.260e-02, eta: 1 day, 2:40:36, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7594, top5_acc: 0.9544, loss_cls: 2.6787, loss: 2.6787 +2024-09-21 01:08:15,748 - pyskl - INFO - Epoch [31][300/3405] lr: 2.260e-02, eta: 1 day, 2:40:11, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.7544, top5_acc: 0.9550, loss_cls: 2.6941, loss: 2.6941 +2024-09-21 01:08:38,702 - pyskl - INFO - Epoch [31][400/3405] lr: 2.259e-02, eta: 1 day, 2:39:45, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.7625, top5_acc: 0.9506, loss_cls: 2.7055, loss: 2.7055 +2024-09-21 01:09:01,078 - pyskl - INFO - Epoch [31][500/3405] lr: 2.259e-02, eta: 1 day, 2:39:17, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7394, top5_acc: 0.9456, loss_cls: 2.7731, loss: 2.7731 +2024-09-21 01:09:24,318 - pyskl - INFO - Epoch [31][600/3405] lr: 2.259e-02, eta: 1 day, 2:38:52, time: 0.232, data_time: 0.000, memory: 5251, top1_acc: 0.7669, top5_acc: 0.9544, loss_cls: 2.7154, loss: 2.7154 +2024-09-21 01:09:46,645 - pyskl - INFO - Epoch [31][700/3405] lr: 2.258e-02, eta: 1 day, 2:38:24, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7306, top5_acc: 0.9494, loss_cls: 2.7958, loss: 2.7958 +2024-09-21 01:10:08,675 - pyskl - INFO - Epoch [31][800/3405] lr: 2.258e-02, eta: 1 day, 2:37:55, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.7519, top5_acc: 0.9581, loss_cls: 2.7212, loss: 2.7212 +2024-09-21 01:10:31,238 - pyskl - INFO - Epoch [31][900/3405] lr: 2.257e-02, eta: 1 day, 2:37:27, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7338, top5_acc: 0.9519, loss_cls: 2.7644, loss: 2.7644 +2024-09-21 01:10:53,889 - pyskl - INFO - Epoch [31][1000/3405] lr: 2.257e-02, eta: 1 day, 2:37:01, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7488, top5_acc: 0.9513, loss_cls: 2.7461, loss: 2.7461 +2024-09-21 01:11:16,071 - pyskl - INFO - Epoch [31][1100/3405] lr: 2.256e-02, eta: 1 day, 2:36:32, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7781, top5_acc: 0.9481, loss_cls: 2.6797, loss: 2.6797 +2024-09-21 01:11:38,967 - pyskl - INFO - Epoch [31][1200/3405] lr: 2.256e-02, eta: 1 day, 2:36:06, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.7719, top5_acc: 0.9563, loss_cls: 2.6800, loss: 2.6800 +2024-09-21 01:12:01,637 - pyskl - INFO - Epoch [31][1300/3405] lr: 2.255e-02, eta: 1 day, 2:35:39, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.7375, top5_acc: 0.9513, loss_cls: 2.7746, loss: 2.7746 +2024-09-21 01:12:24,203 - pyskl - INFO - Epoch [31][1400/3405] lr: 2.255e-02, eta: 1 day, 2:35:12, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7500, top5_acc: 0.9563, loss_cls: 2.7310, loss: 2.7310 +2024-09-21 01:12:47,213 - pyskl - INFO - Epoch [31][1500/3405] lr: 2.254e-02, eta: 1 day, 2:34:46, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.7406, top5_acc: 0.9475, loss_cls: 2.7562, loss: 2.7562 +2024-09-21 01:13:10,289 - pyskl - INFO - Epoch [31][1600/3405] lr: 2.254e-02, eta: 1 day, 2:34:21, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.7444, top5_acc: 0.9537, loss_cls: 2.7375, loss: 2.7375 +2024-09-21 01:13:33,507 - pyskl - INFO - Epoch [31][1700/3405] lr: 2.254e-02, eta: 1 day, 2:33:57, time: 0.232, data_time: 0.000, memory: 5251, top1_acc: 0.7369, top5_acc: 0.9500, loss_cls: 2.7686, loss: 2.7686 +2024-09-21 01:13:55,560 - pyskl - INFO - Epoch [31][1800/3405] lr: 2.253e-02, eta: 1 day, 2:33:27, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.7344, top5_acc: 0.9487, loss_cls: 2.7849, loss: 2.7849 +2024-09-21 01:14:18,628 - pyskl - INFO - Epoch [31][1900/3405] lr: 2.253e-02, eta: 1 day, 2:33:02, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.7394, top5_acc: 0.9550, loss_cls: 2.7634, loss: 2.7634 +2024-09-21 01:14:41,419 - pyskl - INFO - Epoch [31][2000/3405] lr: 2.252e-02, eta: 1 day, 2:32:36, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7294, top5_acc: 0.9456, loss_cls: 2.7973, loss: 2.7973 +2024-09-21 01:15:04,261 - pyskl - INFO - Epoch [31][2100/3405] lr: 2.252e-02, eta: 1 day, 2:32:10, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7388, top5_acc: 0.9413, loss_cls: 2.7760, loss: 2.7760 +2024-09-21 01:15:27,879 - pyskl - INFO - Epoch [31][2200/3405] lr: 2.251e-02, eta: 1 day, 2:31:47, time: 0.236, data_time: 0.000, memory: 5251, top1_acc: 0.7362, top5_acc: 0.9413, loss_cls: 2.7764, loss: 2.7764 +2024-09-21 01:15:51,792 - pyskl - INFO - Epoch [31][2300/3405] lr: 2.251e-02, eta: 1 day, 2:31:25, time: 0.239, data_time: 0.000, memory: 5251, top1_acc: 0.7562, top5_acc: 0.9581, loss_cls: 2.7183, loss: 2.7183 +2024-09-21 01:16:15,155 - pyskl - INFO - Epoch [31][2400/3405] lr: 2.250e-02, eta: 1 day, 2:31:01, time: 0.234, data_time: 0.000, memory: 5251, top1_acc: 0.7525, top5_acc: 0.9531, loss_cls: 2.7095, loss: 2.7095 +2024-09-21 01:16:37,954 - pyskl - INFO - Epoch [31][2500/3405] lr: 2.250e-02, eta: 1 day, 2:30:35, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7550, top5_acc: 0.9444, loss_cls: 2.7385, loss: 2.7385 +2024-09-21 01:17:01,647 - pyskl - INFO - Epoch [31][2600/3405] lr: 2.249e-02, eta: 1 day, 2:30:12, time: 0.237, data_time: 0.000, memory: 5251, top1_acc: 0.7544, top5_acc: 0.9475, loss_cls: 2.7367, loss: 2.7367 +2024-09-21 01:17:24,855 - pyskl - INFO - Epoch [31][2700/3405] lr: 2.249e-02, eta: 1 day, 2:29:47, time: 0.232, data_time: 0.000, memory: 5251, top1_acc: 0.7325, top5_acc: 0.9475, loss_cls: 2.7690, loss: 2.7690 +2024-09-21 01:17:47,625 - pyskl - INFO - Epoch [31][2800/3405] lr: 2.248e-02, eta: 1 day, 2:29:21, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7356, top5_acc: 0.9500, loss_cls: 2.7511, loss: 2.7511 +2024-09-21 01:18:10,702 - pyskl - INFO - Epoch [31][2900/3405] lr: 2.248e-02, eta: 1 day, 2:28:56, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.7562, top5_acc: 0.9519, loss_cls: 2.7215, loss: 2.7215 +2024-09-21 01:18:33,992 - pyskl - INFO - Epoch [31][3000/3405] lr: 2.248e-02, eta: 1 day, 2:28:31, time: 0.233, data_time: 0.000, memory: 5251, top1_acc: 0.7281, top5_acc: 0.9475, loss_cls: 2.8055, loss: 2.8055 +2024-09-21 01:18:57,556 - pyskl - INFO - Epoch [31][3100/3405] lr: 2.247e-02, eta: 1 day, 2:28:08, time: 0.236, data_time: 0.000, memory: 5251, top1_acc: 0.7194, top5_acc: 0.9431, loss_cls: 2.8450, loss: 2.8450 +2024-09-21 01:19:20,360 - pyskl - INFO - Epoch [31][3200/3405] lr: 2.247e-02, eta: 1 day, 2:27:42, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7381, top5_acc: 0.9531, loss_cls: 2.7795, loss: 2.7795 +2024-09-21 01:19:43,138 - pyskl - INFO - Epoch [31][3300/3405] lr: 2.246e-02, eta: 1 day, 2:27:16, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7431, top5_acc: 0.9437, loss_cls: 2.7794, loss: 2.7794 +2024-09-21 01:20:05,290 - pyskl - INFO - Epoch [31][3400/3405] lr: 2.246e-02, eta: 1 day, 2:26:47, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7500, top5_acc: 0.9525, loss_cls: 2.7461, loss: 2.7461 +2024-09-21 01:20:07,388 - pyskl - INFO - Saving checkpoint at 31 epochs +2024-09-21 01:23:54,148 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-21 01:23:54,701 - pyskl - INFO - +top1_acc 0.7353 +top5_acc 0.9400 +2024-09-21 01:23:54,707 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/j_2/best_top1_acc_epoch_25.pth was removed +2024-09-21 01:23:54,877 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_31.pth. +2024-09-21 01:23:54,877 - pyskl - INFO - Best top1_acc is 0.7353 at 31 epoch. +2024-09-21 01:23:54,899 - pyskl - INFO - Epoch(val) [31][3718] top1_acc: 0.7353, top5_acc: 0.9400 +2024-09-21 01:24:43,935 - pyskl - INFO - Epoch [32][100/3405] lr: 2.245e-02, eta: 1 day, 2:27:56, time: 0.490, data_time: 0.267, memory: 5251, top1_acc: 0.7612, top5_acc: 0.9575, loss_cls: 2.7011, loss: 2.7011 +2024-09-21 01:25:06,399 - pyskl - INFO - Epoch [32][200/3405] lr: 2.245e-02, eta: 1 day, 2:27:28, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7594, top5_acc: 0.9556, loss_cls: 2.7312, loss: 2.7312 +2024-09-21 01:25:28,866 - pyskl - INFO - Epoch [32][300/3405] lr: 2.244e-02, eta: 1 day, 2:27:01, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7725, top5_acc: 0.9587, loss_cls: 2.6791, loss: 2.6791 +2024-09-21 01:25:51,375 - pyskl - INFO - Epoch [32][400/3405] lr: 2.244e-02, eta: 1 day, 2:26:33, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7788, top5_acc: 0.9550, loss_cls: 2.6631, loss: 2.6631 +2024-09-21 01:26:13,647 - pyskl - INFO - Epoch [32][500/3405] lr: 2.243e-02, eta: 1 day, 2:26:05, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7631, top5_acc: 0.9537, loss_cls: 2.7011, loss: 2.7011 +2024-09-21 01:26:36,204 - pyskl - INFO - Epoch [32][600/3405] lr: 2.243e-02, eta: 1 day, 2:25:38, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7638, top5_acc: 0.9575, loss_cls: 2.6900, loss: 2.6900 +2024-09-21 01:26:58,117 - pyskl - INFO - Epoch [32][700/3405] lr: 2.242e-02, eta: 1 day, 2:25:08, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.7388, top5_acc: 0.9550, loss_cls: 2.7475, loss: 2.7475 +2024-09-21 01:27:20,254 - pyskl - INFO - Epoch [32][800/3405] lr: 2.242e-02, eta: 1 day, 2:24:40, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.7381, top5_acc: 0.9531, loss_cls: 2.7398, loss: 2.7398 +2024-09-21 01:27:42,231 - pyskl - INFO - Epoch [32][900/3405] lr: 2.241e-02, eta: 1 day, 2:24:10, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.7381, top5_acc: 0.9537, loss_cls: 2.7237, loss: 2.7237 +2024-09-21 01:28:05,137 - pyskl - INFO - Epoch [32][1000/3405] lr: 2.241e-02, eta: 1 day, 2:23:44, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.7569, top5_acc: 0.9444, loss_cls: 2.7501, loss: 2.7501 +2024-09-21 01:28:28,073 - pyskl - INFO - Epoch [32][1100/3405] lr: 2.241e-02, eta: 1 day, 2:23:19, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.7381, top5_acc: 0.9600, loss_cls: 2.7577, loss: 2.7577 +2024-09-21 01:28:51,630 - pyskl - INFO - Epoch [32][1200/3405] lr: 2.240e-02, eta: 1 day, 2:22:55, time: 0.236, data_time: 0.000, memory: 5251, top1_acc: 0.7319, top5_acc: 0.9494, loss_cls: 2.7928, loss: 2.7928 +2024-09-21 01:29:14,107 - pyskl - INFO - Epoch [32][1300/3405] lr: 2.240e-02, eta: 1 day, 2:22:28, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7512, top5_acc: 0.9625, loss_cls: 2.7063, loss: 2.7063 +2024-09-21 01:29:35,623 - pyskl - INFO - Epoch [32][1400/3405] lr: 2.239e-02, eta: 1 day, 2:21:57, time: 0.215, data_time: 0.000, memory: 5251, top1_acc: 0.7431, top5_acc: 0.9494, loss_cls: 2.7667, loss: 2.7667 +2024-09-21 01:29:57,182 - pyskl - INFO - Epoch [32][1500/3405] lr: 2.239e-02, eta: 1 day, 2:21:26, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.7750, top5_acc: 0.9656, loss_cls: 2.6457, loss: 2.6457 +2024-09-21 01:30:19,321 - pyskl - INFO - Epoch [32][1600/3405] lr: 2.238e-02, eta: 1 day, 2:20:57, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.7619, top5_acc: 0.9525, loss_cls: 2.6928, loss: 2.6928 +2024-09-21 01:30:42,006 - pyskl - INFO - Epoch [32][1700/3405] lr: 2.238e-02, eta: 1 day, 2:20:31, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.7431, top5_acc: 0.9363, loss_cls: 2.7775, loss: 2.7775 +2024-09-21 01:31:04,528 - pyskl - INFO - Epoch [32][1800/3405] lr: 2.237e-02, eta: 1 day, 2:20:04, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7300, top5_acc: 0.9500, loss_cls: 2.7554, loss: 2.7554 +2024-09-21 01:31:27,023 - pyskl - INFO - Epoch [32][1900/3405] lr: 2.237e-02, eta: 1 day, 2:19:36, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7462, top5_acc: 0.9487, loss_cls: 2.7271, loss: 2.7271 +2024-09-21 01:31:49,298 - pyskl - INFO - Epoch [32][2000/3405] lr: 2.236e-02, eta: 1 day, 2:19:08, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7494, top5_acc: 0.9469, loss_cls: 2.7710, loss: 2.7710 +2024-09-21 01:32:11,887 - pyskl - INFO - Epoch [32][2100/3405] lr: 2.236e-02, eta: 1 day, 2:18:41, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7388, top5_acc: 0.9437, loss_cls: 2.7784, loss: 2.7784 +2024-09-21 01:32:34,391 - pyskl - INFO - Epoch [32][2200/3405] lr: 2.235e-02, eta: 1 day, 2:18:14, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7350, top5_acc: 0.9369, loss_cls: 2.7973, loss: 2.7973 +2024-09-21 01:32:57,437 - pyskl - INFO - Epoch [32][2300/3405] lr: 2.235e-02, eta: 1 day, 2:17:49, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.7488, top5_acc: 0.9594, loss_cls: 2.7308, loss: 2.7308 +2024-09-21 01:33:20,175 - pyskl - INFO - Epoch [32][2400/3405] lr: 2.234e-02, eta: 1 day, 2:17:23, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.7350, top5_acc: 0.9437, loss_cls: 2.8070, loss: 2.8070 +2024-09-21 01:33:43,610 - pyskl - INFO - Epoch [32][2500/3405] lr: 2.234e-02, eta: 1 day, 2:16:59, time: 0.234, data_time: 0.000, memory: 5251, top1_acc: 0.7531, top5_acc: 0.9475, loss_cls: 2.7560, loss: 2.7560 +2024-09-21 01:34:06,993 - pyskl - INFO - Epoch [32][2600/3405] lr: 2.233e-02, eta: 1 day, 2:16:35, time: 0.234, data_time: 0.000, memory: 5251, top1_acc: 0.7450, top5_acc: 0.9513, loss_cls: 2.7508, loss: 2.7508 +2024-09-21 01:34:30,324 - pyskl - INFO - Epoch [32][2700/3405] lr: 2.233e-02, eta: 1 day, 2:16:11, time: 0.233, data_time: 0.000, memory: 5251, top1_acc: 0.7638, top5_acc: 0.9531, loss_cls: 2.7070, loss: 2.7070 +2024-09-21 01:34:52,875 - pyskl - INFO - Epoch [32][2800/3405] lr: 2.233e-02, eta: 1 day, 2:15:44, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7344, top5_acc: 0.9350, loss_cls: 2.8052, loss: 2.8052 +2024-09-21 01:35:15,183 - pyskl - INFO - Epoch [32][2900/3405] lr: 2.232e-02, eta: 1 day, 2:15:16, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7744, top5_acc: 0.9581, loss_cls: 2.6800, loss: 2.6800 +2024-09-21 01:35:38,641 - pyskl - INFO - Epoch [32][3000/3405] lr: 2.232e-02, eta: 1 day, 2:14:52, time: 0.235, data_time: 0.000, memory: 5251, top1_acc: 0.7294, top5_acc: 0.9444, loss_cls: 2.7947, loss: 2.7947 +2024-09-21 01:36:01,290 - pyskl - INFO - Epoch [32][3100/3405] lr: 2.231e-02, eta: 1 day, 2:14:26, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7444, top5_acc: 0.9437, loss_cls: 2.7596, loss: 2.7596 +2024-09-21 01:36:23,913 - pyskl - INFO - Epoch [32][3200/3405] lr: 2.231e-02, eta: 1 day, 2:13:59, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7450, top5_acc: 0.9481, loss_cls: 2.7738, loss: 2.7738 +2024-09-21 01:36:46,712 - pyskl - INFO - Epoch [32][3300/3405] lr: 2.230e-02, eta: 1 day, 2:13:33, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7462, top5_acc: 0.9525, loss_cls: 2.7398, loss: 2.7398 +2024-09-21 01:37:09,622 - pyskl - INFO - Epoch [32][3400/3405] lr: 2.230e-02, eta: 1 day, 2:13:07, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.7588, top5_acc: 0.9656, loss_cls: 2.6864, loss: 2.6864 +2024-09-21 01:37:11,536 - pyskl - INFO - Saving checkpoint at 32 epochs +2024-09-21 01:41:00,442 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-21 01:41:01,178 - pyskl - INFO - +top1_acc 0.7316 +top5_acc 0.9335 +2024-09-21 01:41:01,196 - pyskl - INFO - Epoch(val) [32][3718] top1_acc: 0.7316, top5_acc: 0.9335 +2024-09-21 01:41:49,517 - pyskl - INFO - Epoch [33][100/3405] lr: 2.229e-02, eta: 1 day, 2:14:10, time: 0.483, data_time: 0.259, memory: 5251, top1_acc: 0.7538, top5_acc: 0.9500, loss_cls: 2.7235, loss: 2.7235 +2024-09-21 01:42:12,888 - pyskl - INFO - Epoch [33][200/3405] lr: 2.229e-02, eta: 1 day, 2:13:46, time: 0.234, data_time: 0.000, memory: 5251, top1_acc: 0.7781, top5_acc: 0.9606, loss_cls: 2.6442, loss: 2.6442 +2024-09-21 01:42:35,784 - pyskl - INFO - Epoch [33][300/3405] lr: 2.228e-02, eta: 1 day, 2:13:20, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.7638, top5_acc: 0.9475, loss_cls: 2.7278, loss: 2.7278 +2024-09-21 01:42:58,574 - pyskl - INFO - Epoch [33][400/3405] lr: 2.228e-02, eta: 1 day, 2:12:54, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7456, top5_acc: 0.9519, loss_cls: 2.7163, loss: 2.7163 +2024-09-21 01:43:21,399 - pyskl - INFO - Epoch [33][500/3405] lr: 2.227e-02, eta: 1 day, 2:12:28, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7831, top5_acc: 0.9569, loss_cls: 2.6343, loss: 2.6343 +2024-09-21 01:43:44,771 - pyskl - INFO - Epoch [33][600/3405] lr: 2.227e-02, eta: 1 day, 2:12:04, time: 0.234, data_time: 0.000, memory: 5251, top1_acc: 0.7594, top5_acc: 0.9544, loss_cls: 2.7009, loss: 2.7009 +2024-09-21 01:44:07,135 - pyskl - INFO - Epoch [33][700/3405] lr: 2.226e-02, eta: 1 day, 2:11:36, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7675, top5_acc: 0.9513, loss_cls: 2.6942, loss: 2.6942 +2024-09-21 01:44:29,257 - pyskl - INFO - Epoch [33][800/3405] lr: 2.226e-02, eta: 1 day, 2:11:07, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.7506, top5_acc: 0.9575, loss_cls: 2.7215, loss: 2.7215 +2024-09-21 01:44:51,514 - pyskl - INFO - Epoch [33][900/3405] lr: 2.225e-02, eta: 1 day, 2:10:39, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7588, top5_acc: 0.9537, loss_cls: 2.7171, loss: 2.7171 +2024-09-21 01:45:13,731 - pyskl - INFO - Epoch [33][1000/3405] lr: 2.225e-02, eta: 1 day, 2:10:11, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7306, top5_acc: 0.9494, loss_cls: 2.7681, loss: 2.7681 +2024-09-21 01:45:35,960 - pyskl - INFO - Epoch [33][1100/3405] lr: 2.224e-02, eta: 1 day, 2:09:43, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7469, top5_acc: 0.9400, loss_cls: 2.7868, loss: 2.7868 +2024-09-21 01:45:59,176 - pyskl - INFO - Epoch [33][1200/3405] lr: 2.224e-02, eta: 1 day, 2:09:18, time: 0.232, data_time: 0.000, memory: 5251, top1_acc: 0.7644, top5_acc: 0.9500, loss_cls: 2.7175, loss: 2.7175 +2024-09-21 01:46:22,056 - pyskl - INFO - Epoch [33][1300/3405] lr: 2.223e-02, eta: 1 day, 2:08:53, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.7456, top5_acc: 0.9587, loss_cls: 2.7620, loss: 2.7620 +2024-09-21 01:46:45,737 - pyskl - INFO - Epoch [33][1400/3405] lr: 2.223e-02, eta: 1 day, 2:08:30, time: 0.237, data_time: 0.000, memory: 5251, top1_acc: 0.7500, top5_acc: 0.9594, loss_cls: 2.7181, loss: 2.7181 +2024-09-21 01:47:07,889 - pyskl - INFO - Epoch [33][1500/3405] lr: 2.222e-02, eta: 1 day, 2:08:01, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7562, top5_acc: 0.9544, loss_cls: 2.7106, loss: 2.7106 +2024-09-21 01:47:30,441 - pyskl - INFO - Epoch [33][1600/3405] lr: 2.222e-02, eta: 1 day, 2:07:34, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7662, top5_acc: 0.9606, loss_cls: 2.6772, loss: 2.6772 +2024-09-21 01:47:52,720 - pyskl - INFO - Epoch [33][1700/3405] lr: 2.221e-02, eta: 1 day, 2:07:06, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7575, top5_acc: 0.9463, loss_cls: 2.7325, loss: 2.7325 +2024-09-21 01:48:15,248 - pyskl - INFO - Epoch [33][1800/3405] lr: 2.221e-02, eta: 1 day, 2:06:39, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7181, top5_acc: 0.9331, loss_cls: 2.8740, loss: 2.8740 +2024-09-21 01:48:37,379 - pyskl - INFO - Epoch [33][1900/3405] lr: 2.220e-02, eta: 1 day, 2:06:11, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.7438, top5_acc: 0.9475, loss_cls: 2.7463, loss: 2.7463 +2024-09-21 01:48:59,147 - pyskl - INFO - Epoch [33][2000/3405] lr: 2.220e-02, eta: 1 day, 2:05:41, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.7669, top5_acc: 0.9606, loss_cls: 2.6979, loss: 2.6979 +2024-09-21 01:49:21,396 - pyskl - INFO - Epoch [33][2100/3405] lr: 2.220e-02, eta: 1 day, 2:05:13, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7288, top5_acc: 0.9544, loss_cls: 2.7969, loss: 2.7969 +2024-09-21 01:49:44,104 - pyskl - INFO - Epoch [33][2200/3405] lr: 2.219e-02, eta: 1 day, 2:04:47, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.7588, top5_acc: 0.9506, loss_cls: 2.7397, loss: 2.7397 +2024-09-21 01:50:06,186 - pyskl - INFO - Epoch [33][2300/3405] lr: 2.219e-02, eta: 1 day, 2:04:18, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.7412, top5_acc: 0.9500, loss_cls: 2.7795, loss: 2.7795 +2024-09-21 01:50:29,190 - pyskl - INFO - Epoch [33][2400/3405] lr: 2.218e-02, eta: 1 day, 2:03:53, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.7475, top5_acc: 0.9494, loss_cls: 2.7304, loss: 2.7304 +2024-09-21 01:50:52,203 - pyskl - INFO - Epoch [33][2500/3405] lr: 2.218e-02, eta: 1 day, 2:03:28, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.7288, top5_acc: 0.9425, loss_cls: 2.7974, loss: 2.7974 +2024-09-21 01:51:15,316 - pyskl - INFO - Epoch [33][2600/3405] lr: 2.217e-02, eta: 1 day, 2:03:03, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.7431, top5_acc: 0.9456, loss_cls: 2.7708, loss: 2.7708 +2024-09-21 01:51:38,331 - pyskl - INFO - Epoch [33][2700/3405] lr: 2.217e-02, eta: 1 day, 2:02:38, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.7606, top5_acc: 0.9537, loss_cls: 2.7159, loss: 2.7159 +2024-09-21 01:52:00,820 - pyskl - INFO - Epoch [33][2800/3405] lr: 2.216e-02, eta: 1 day, 2:02:11, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7725, top5_acc: 0.9581, loss_cls: 2.6753, loss: 2.6753 +2024-09-21 01:52:23,365 - pyskl - INFO - Epoch [33][2900/3405] lr: 2.216e-02, eta: 1 day, 2:01:44, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7662, top5_acc: 0.9569, loss_cls: 2.6735, loss: 2.6735 +2024-09-21 01:52:46,167 - pyskl - INFO - Epoch [33][3000/3405] lr: 2.215e-02, eta: 1 day, 2:01:18, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7550, top5_acc: 0.9525, loss_cls: 2.7300, loss: 2.7300 +2024-09-21 01:53:07,633 - pyskl - INFO - Epoch [33][3100/3405] lr: 2.215e-02, eta: 1 day, 2:00:47, time: 0.215, data_time: 0.000, memory: 5251, top1_acc: 0.7550, top5_acc: 0.9494, loss_cls: 2.7109, loss: 2.7109 +2024-09-21 01:53:30,201 - pyskl - INFO - Epoch [33][3200/3405] lr: 2.214e-02, eta: 1 day, 2:00:20, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7488, top5_acc: 0.9413, loss_cls: 2.7740, loss: 2.7740 +2024-09-21 01:53:52,571 - pyskl - INFO - Epoch [33][3300/3405] lr: 2.214e-02, eta: 1 day, 1:59:53, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7619, top5_acc: 0.9525, loss_cls: 2.7115, loss: 2.7115 +2024-09-21 01:54:14,523 - pyskl - INFO - Epoch [33][3400/3405] lr: 2.213e-02, eta: 1 day, 1:59:24, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.7394, top5_acc: 0.9431, loss_cls: 2.7679, loss: 2.7679 +2024-09-21 01:54:16,488 - pyskl - INFO - Saving checkpoint at 33 epochs +2024-09-21 01:58:03,020 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-21 01:58:03,582 - pyskl - INFO - +top1_acc 0.7215 +top5_acc 0.9362 +2024-09-21 01:58:03,601 - pyskl - INFO - Epoch(val) [33][3718] top1_acc: 0.7215, top5_acc: 0.9362 +2024-09-21 01:58:57,138 - pyskl - INFO - Epoch [34][100/3405] lr: 2.213e-02, eta: 1 day, 2:00:42, time: 0.535, data_time: 0.301, memory: 5251, top1_acc: 0.7706, top5_acc: 0.9581, loss_cls: 2.6785, loss: 2.6785 +2024-09-21 01:59:19,782 - pyskl - INFO - Epoch [34][200/3405] lr: 2.212e-02, eta: 1 day, 2:00:15, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7644, top5_acc: 0.9656, loss_cls: 2.6631, loss: 2.6631 +2024-09-21 01:59:42,557 - pyskl - INFO - Epoch [34][300/3405] lr: 2.212e-02, eta: 1 day, 1:59:49, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7488, top5_acc: 0.9519, loss_cls: 2.7180, loss: 2.7180 +2024-09-21 02:00:05,616 - pyskl - INFO - Epoch [34][400/3405] lr: 2.211e-02, eta: 1 day, 1:59:24, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.7762, top5_acc: 0.9569, loss_cls: 2.6622, loss: 2.6622 +2024-09-21 02:00:27,686 - pyskl - INFO - Epoch [34][500/3405] lr: 2.211e-02, eta: 1 day, 1:58:55, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.7594, top5_acc: 0.9556, loss_cls: 2.6883, loss: 2.6883 +2024-09-21 02:00:49,688 - pyskl - INFO - Epoch [34][600/3405] lr: 2.210e-02, eta: 1 day, 1:58:26, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.7550, top5_acc: 0.9563, loss_cls: 2.7392, loss: 2.7392 +2024-09-21 02:01:12,372 - pyskl - INFO - Epoch [34][700/3405] lr: 2.210e-02, eta: 1 day, 1:58:00, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.7887, top5_acc: 0.9519, loss_cls: 2.6493, loss: 2.6493 +2024-09-21 02:01:34,710 - pyskl - INFO - Epoch [34][800/3405] lr: 2.209e-02, eta: 1 day, 1:57:32, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7481, top5_acc: 0.9525, loss_cls: 2.7324, loss: 2.7324 +2024-09-21 02:01:56,895 - pyskl - INFO - Epoch [34][900/3405] lr: 2.209e-02, eta: 1 day, 1:57:04, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7425, top5_acc: 0.9500, loss_cls: 2.7663, loss: 2.7663 +2024-09-21 02:02:19,084 - pyskl - INFO - Epoch [34][1000/3405] lr: 2.208e-02, eta: 1 day, 1:56:36, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7625, top5_acc: 0.9469, loss_cls: 2.7152, loss: 2.7152 +2024-09-21 02:02:41,007 - pyskl - INFO - Epoch [34][1100/3405] lr: 2.208e-02, eta: 1 day, 1:56:07, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.7362, top5_acc: 0.9575, loss_cls: 2.7614, loss: 2.7614 +2024-09-21 02:03:03,675 - pyskl - INFO - Epoch [34][1200/3405] lr: 2.207e-02, eta: 1 day, 1:55:41, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.7531, top5_acc: 0.9494, loss_cls: 2.7487, loss: 2.7487 +2024-09-21 02:03:25,779 - pyskl - INFO - Epoch [34][1300/3405] lr: 2.207e-02, eta: 1 day, 1:55:12, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.7612, top5_acc: 0.9519, loss_cls: 2.7064, loss: 2.7064 +2024-09-21 02:03:47,325 - pyskl - INFO - Epoch [34][1400/3405] lr: 2.206e-02, eta: 1 day, 1:54:42, time: 0.215, data_time: 0.000, memory: 5251, top1_acc: 0.7394, top5_acc: 0.9494, loss_cls: 2.7563, loss: 2.7563 +2024-09-21 02:04:09,138 - pyskl - INFO - Epoch [34][1500/3405] lr: 2.206e-02, eta: 1 day, 1:54:13, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.7338, top5_acc: 0.9519, loss_cls: 2.7778, loss: 2.7778 +2024-09-21 02:04:32,522 - pyskl - INFO - Epoch [34][1600/3405] lr: 2.205e-02, eta: 1 day, 1:53:49, time: 0.234, data_time: 0.000, memory: 5251, top1_acc: 0.7419, top5_acc: 0.9550, loss_cls: 2.7562, loss: 2.7562 +2024-09-21 02:04:55,246 - pyskl - INFO - Epoch [34][1700/3405] lr: 2.205e-02, eta: 1 day, 1:53:22, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.7412, top5_acc: 0.9531, loss_cls: 2.7539, loss: 2.7539 +2024-09-21 02:05:17,338 - pyskl - INFO - Epoch [34][1800/3405] lr: 2.204e-02, eta: 1 day, 1:52:54, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.7481, top5_acc: 0.9637, loss_cls: 2.7326, loss: 2.7326 +2024-09-21 02:05:39,316 - pyskl - INFO - Epoch [34][1900/3405] lr: 2.204e-02, eta: 1 day, 1:52:25, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.7344, top5_acc: 0.9506, loss_cls: 2.7498, loss: 2.7498 +2024-09-21 02:06:02,427 - pyskl - INFO - Epoch [34][2000/3405] lr: 2.203e-02, eta: 1 day, 1:52:00, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.7675, top5_acc: 0.9550, loss_cls: 2.6820, loss: 2.6820 +2024-09-21 02:06:24,812 - pyskl - INFO - Epoch [34][2100/3405] lr: 2.203e-02, eta: 1 day, 1:51:33, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7431, top5_acc: 0.9375, loss_cls: 2.7852, loss: 2.7852 +2024-09-21 02:06:46,941 - pyskl - INFO - Epoch [34][2200/3405] lr: 2.202e-02, eta: 1 day, 1:51:05, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.7600, top5_acc: 0.9594, loss_cls: 2.6922, loss: 2.6922 +2024-09-21 02:07:09,284 - pyskl - INFO - Epoch [34][2300/3405] lr: 2.202e-02, eta: 1 day, 1:50:37, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7356, top5_acc: 0.9550, loss_cls: 2.7516, loss: 2.7516 +2024-09-21 02:07:31,500 - pyskl - INFO - Epoch [34][2400/3405] lr: 2.201e-02, eta: 1 day, 1:50:10, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7519, top5_acc: 0.9481, loss_cls: 2.7550, loss: 2.7550 +2024-09-21 02:07:54,099 - pyskl - INFO - Epoch [34][2500/3405] lr: 2.201e-02, eta: 1 day, 1:49:43, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7294, top5_acc: 0.9500, loss_cls: 2.7812, loss: 2.7812 +2024-09-21 02:08:16,367 - pyskl - INFO - Epoch [34][2600/3405] lr: 2.200e-02, eta: 1 day, 1:49:15, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7450, top5_acc: 0.9419, loss_cls: 2.7545, loss: 2.7545 +2024-09-21 02:08:39,083 - pyskl - INFO - Epoch [34][2700/3405] lr: 2.200e-02, eta: 1 day, 1:48:49, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.7581, top5_acc: 0.9569, loss_cls: 2.6920, loss: 2.6920 +2024-09-21 02:09:02,064 - pyskl - INFO - Epoch [34][2800/3405] lr: 2.199e-02, eta: 1 day, 1:48:24, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.7456, top5_acc: 0.9519, loss_cls: 2.7253, loss: 2.7253 +2024-09-21 02:09:25,075 - pyskl - INFO - Epoch [34][2900/3405] lr: 2.199e-02, eta: 1 day, 1:47:59, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.7531, top5_acc: 0.9544, loss_cls: 2.7129, loss: 2.7129 +2024-09-21 02:09:48,316 - pyskl - INFO - Epoch [34][3000/3405] lr: 2.198e-02, eta: 1 day, 1:47:35, time: 0.232, data_time: 0.000, memory: 5251, top1_acc: 0.7388, top5_acc: 0.9406, loss_cls: 2.7621, loss: 2.7621 +2024-09-21 02:10:10,033 - pyskl - INFO - Epoch [34][3100/3405] lr: 2.198e-02, eta: 1 day, 1:47:05, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.7450, top5_acc: 0.9500, loss_cls: 2.7341, loss: 2.7341 +2024-09-21 02:10:32,175 - pyskl - INFO - Epoch [34][3200/3405] lr: 2.197e-02, eta: 1 day, 1:46:37, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.7469, top5_acc: 0.9544, loss_cls: 2.7377, loss: 2.7377 +2024-09-21 02:10:54,146 - pyskl - INFO - Epoch [34][3300/3405] lr: 2.197e-02, eta: 1 day, 1:46:08, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.7669, top5_acc: 0.9531, loss_cls: 2.6979, loss: 2.6979 +2024-09-21 02:11:16,487 - pyskl - INFO - Epoch [34][3400/3405] lr: 2.196e-02, eta: 1 day, 1:45:41, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7344, top5_acc: 0.9544, loss_cls: 2.7570, loss: 2.7570 +2024-09-21 02:11:18,238 - pyskl - INFO - Saving checkpoint at 34 epochs +2024-09-21 02:15:05,081 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-21 02:15:05,649 - pyskl - INFO - +top1_acc 0.7189 +top5_acc 0.9336 +2024-09-21 02:15:05,668 - pyskl - INFO - Epoch(val) [34][3718] top1_acc: 0.7189, top5_acc: 0.9336 +2024-09-21 02:16:00,118 - pyskl - INFO - Epoch [35][100/3405] lr: 2.196e-02, eta: 1 day, 1:46:58, time: 0.544, data_time: 0.315, memory: 5251, top1_acc: 0.7581, top5_acc: 0.9587, loss_cls: 2.7174, loss: 2.7174 +2024-09-21 02:16:23,036 - pyskl - INFO - Epoch [35][200/3405] lr: 2.195e-02, eta: 1 day, 1:46:32, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.7494, top5_acc: 0.9531, loss_cls: 2.7173, loss: 2.7173 +2024-09-21 02:16:45,891 - pyskl - INFO - Epoch [35][300/3405] lr: 2.195e-02, eta: 1 day, 1:46:07, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.7381, top5_acc: 0.9481, loss_cls: 2.7803, loss: 2.7803 +2024-09-21 02:17:08,877 - pyskl - INFO - Epoch [35][400/3405] lr: 2.194e-02, eta: 1 day, 1:45:41, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.7638, top5_acc: 0.9425, loss_cls: 2.7128, loss: 2.7128 +2024-09-21 02:17:31,079 - pyskl - INFO - Epoch [35][500/3405] lr: 2.194e-02, eta: 1 day, 1:45:13, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7800, top5_acc: 0.9594, loss_cls: 2.6558, loss: 2.6558 +2024-09-21 02:17:53,064 - pyskl - INFO - Epoch [35][600/3405] lr: 2.193e-02, eta: 1 day, 1:44:45, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.7681, top5_acc: 0.9600, loss_cls: 2.6820, loss: 2.6820 +2024-09-21 02:18:15,321 - pyskl - INFO - Epoch [35][700/3405] lr: 2.193e-02, eta: 1 day, 1:44:17, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7406, top5_acc: 0.9531, loss_cls: 2.7493, loss: 2.7493 +2024-09-21 02:18:37,721 - pyskl - INFO - Epoch [35][800/3405] lr: 2.192e-02, eta: 1 day, 1:43:50, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7431, top5_acc: 0.9594, loss_cls: 2.7094, loss: 2.7094 +2024-09-21 02:19:01,126 - pyskl - INFO - Epoch [35][900/3405] lr: 2.192e-02, eta: 1 day, 1:43:26, time: 0.234, data_time: 0.000, memory: 5251, top1_acc: 0.7494, top5_acc: 0.9463, loss_cls: 2.7544, loss: 2.7544 +2024-09-21 02:19:24,220 - pyskl - INFO - Epoch [35][1000/3405] lr: 2.191e-02, eta: 1 day, 1:43:01, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.7281, top5_acc: 0.9481, loss_cls: 2.7946, loss: 2.7946 +2024-09-21 02:19:46,874 - pyskl - INFO - Epoch [35][1100/3405] lr: 2.191e-02, eta: 1 day, 1:42:35, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.7612, top5_acc: 0.9631, loss_cls: 2.6839, loss: 2.6839 +2024-09-21 02:20:09,487 - pyskl - INFO - Epoch [35][1200/3405] lr: 2.190e-02, eta: 1 day, 1:42:08, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7644, top5_acc: 0.9575, loss_cls: 2.6910, loss: 2.6910 +2024-09-21 02:20:31,925 - pyskl - INFO - Epoch [35][1300/3405] lr: 2.190e-02, eta: 1 day, 1:41:41, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7631, top5_acc: 0.9444, loss_cls: 2.6962, loss: 2.6962 +2024-09-21 02:20:53,784 - pyskl - INFO - Epoch [35][1400/3405] lr: 2.189e-02, eta: 1 day, 1:41:12, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.7638, top5_acc: 0.9600, loss_cls: 2.6542, loss: 2.6542 +2024-09-21 02:21:15,715 - pyskl - INFO - Epoch [35][1500/3405] lr: 2.189e-02, eta: 1 day, 1:40:43, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.7294, top5_acc: 0.9381, loss_cls: 2.7878, loss: 2.7878 +2024-09-21 02:21:37,820 - pyskl - INFO - Epoch [35][1600/3405] lr: 2.188e-02, eta: 1 day, 1:40:15, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.7488, top5_acc: 0.9519, loss_cls: 2.7405, loss: 2.7405 +2024-09-21 02:22:00,456 - pyskl - INFO - Epoch [35][1700/3405] lr: 2.188e-02, eta: 1 day, 1:39:49, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7450, top5_acc: 0.9481, loss_cls: 2.7715, loss: 2.7715 +2024-09-21 02:22:22,987 - pyskl - INFO - Epoch [35][1800/3405] lr: 2.187e-02, eta: 1 day, 1:39:22, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7700, top5_acc: 0.9531, loss_cls: 2.6920, loss: 2.6920 +2024-09-21 02:22:46,360 - pyskl - INFO - Epoch [35][1900/3405] lr: 2.187e-02, eta: 1 day, 1:38:58, time: 0.234, data_time: 0.000, memory: 5251, top1_acc: 0.7700, top5_acc: 0.9569, loss_cls: 2.6763, loss: 2.6763 +2024-09-21 02:23:09,194 - pyskl - INFO - Epoch [35][2000/3405] lr: 2.186e-02, eta: 1 day, 1:38:33, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7725, top5_acc: 0.9575, loss_cls: 2.6554, loss: 2.6554 +2024-09-21 02:23:31,834 - pyskl - INFO - Epoch [35][2100/3405] lr: 2.186e-02, eta: 1 day, 1:38:06, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7331, top5_acc: 0.9469, loss_cls: 2.7848, loss: 2.7848 +2024-09-21 02:23:54,391 - pyskl - INFO - Epoch [35][2200/3405] lr: 2.185e-02, eta: 1 day, 1:37:40, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7669, top5_acc: 0.9613, loss_cls: 2.6570, loss: 2.6570 +2024-09-21 02:24:16,607 - pyskl - INFO - Epoch [35][2300/3405] lr: 2.185e-02, eta: 1 day, 1:37:12, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7431, top5_acc: 0.9537, loss_cls: 2.7585, loss: 2.7585 +2024-09-21 02:24:39,703 - pyskl - INFO - Epoch [35][2400/3405] lr: 2.184e-02, eta: 1 day, 1:36:47, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.7444, top5_acc: 0.9437, loss_cls: 2.7645, loss: 2.7645 +2024-09-21 02:25:02,410 - pyskl - INFO - Epoch [35][2500/3405] lr: 2.184e-02, eta: 1 day, 1:36:21, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.7412, top5_acc: 0.9556, loss_cls: 2.7317, loss: 2.7317 +2024-09-21 02:25:25,739 - pyskl - INFO - Epoch [35][2600/3405] lr: 2.183e-02, eta: 1 day, 1:35:57, time: 0.233, data_time: 0.000, memory: 5251, top1_acc: 0.7619, top5_acc: 0.9581, loss_cls: 2.6866, loss: 2.6866 +2024-09-21 02:25:48,815 - pyskl - INFO - Epoch [35][2700/3405] lr: 2.183e-02, eta: 1 day, 1:35:32, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.7356, top5_acc: 0.9475, loss_cls: 2.7589, loss: 2.7589 +2024-09-21 02:26:11,459 - pyskl - INFO - Epoch [35][2800/3405] lr: 2.182e-02, eta: 1 day, 1:35:06, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7581, top5_acc: 0.9569, loss_cls: 2.7115, loss: 2.7115 +2024-09-21 02:26:33,574 - pyskl - INFO - Epoch [35][2900/3405] lr: 2.182e-02, eta: 1 day, 1:34:38, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.7544, top5_acc: 0.9537, loss_cls: 2.7235, loss: 2.7235 +2024-09-21 02:26:55,782 - pyskl - INFO - Epoch [35][3000/3405] lr: 2.181e-02, eta: 1 day, 1:34:10, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7625, top5_acc: 0.9494, loss_cls: 2.7071, loss: 2.7071 +2024-09-21 02:27:18,421 - pyskl - INFO - Epoch [35][3100/3405] lr: 2.181e-02, eta: 1 day, 1:33:44, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7244, top5_acc: 0.9456, loss_cls: 2.8100, loss: 2.8100 +2024-09-21 02:27:41,411 - pyskl - INFO - Epoch [35][3200/3405] lr: 2.180e-02, eta: 1 day, 1:33:19, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.7250, top5_acc: 0.9406, loss_cls: 2.8212, loss: 2.8212 +2024-09-21 02:28:03,912 - pyskl - INFO - Epoch [35][3300/3405] lr: 2.179e-02, eta: 1 day, 1:32:52, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7581, top5_acc: 0.9481, loss_cls: 2.7505, loss: 2.7505 +2024-09-21 02:28:26,338 - pyskl - INFO - Epoch [35][3400/3405] lr: 2.179e-02, eta: 1 day, 1:32:25, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7631, top5_acc: 0.9506, loss_cls: 2.7171, loss: 2.7171 +2024-09-21 02:28:28,372 - pyskl - INFO - Saving checkpoint at 35 epochs +2024-09-21 02:32:16,622 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-21 02:32:17,450 - pyskl - INFO - +top1_acc 0.7400 +top5_acc 0.9429 +2024-09-21 02:32:17,458 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/j_2/best_top1_acc_epoch_31.pth was removed +2024-09-21 02:32:17,704 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_35.pth. +2024-09-21 02:32:17,705 - pyskl - INFO - Best top1_acc is 0.7400 at 35 epoch. +2024-09-21 02:32:17,743 - pyskl - INFO - Epoch(val) [35][3718] top1_acc: 0.7400, top5_acc: 0.9429 +2024-09-21 02:33:06,994 - pyskl - INFO - Epoch [36][100/3405] lr: 2.178e-02, eta: 1 day, 1:33:21, time: 0.492, data_time: 0.260, memory: 5251, top1_acc: 0.7619, top5_acc: 0.9537, loss_cls: 2.7042, loss: 2.7042 +2024-09-21 02:33:28,763 - pyskl - INFO - Epoch [36][200/3405] lr: 2.178e-02, eta: 1 day, 1:32:52, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.7500, top5_acc: 0.9531, loss_cls: 2.7055, loss: 2.7055 +2024-09-21 02:33:50,861 - pyskl - INFO - Epoch [36][300/3405] lr: 2.177e-02, eta: 1 day, 1:32:24, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.7594, top5_acc: 0.9544, loss_cls: 2.7173, loss: 2.7173 +2024-09-21 02:34:13,471 - pyskl - INFO - Epoch [36][400/3405] lr: 2.177e-02, eta: 1 day, 1:31:58, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7425, top5_acc: 0.9544, loss_cls: 2.7258, loss: 2.7258 +2024-09-21 02:34:35,081 - pyskl - INFO - Epoch [36][500/3405] lr: 2.176e-02, eta: 1 day, 1:31:28, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.7538, top5_acc: 0.9569, loss_cls: 2.7129, loss: 2.7129 +2024-09-21 02:34:57,303 - pyskl - INFO - Epoch [36][600/3405] lr: 2.176e-02, eta: 1 day, 1:31:00, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7769, top5_acc: 0.9594, loss_cls: 2.6594, loss: 2.6594 +2024-09-21 02:35:19,178 - pyskl - INFO - Epoch [36][700/3405] lr: 2.175e-02, eta: 1 day, 1:30:31, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.7544, top5_acc: 0.9519, loss_cls: 2.6877, loss: 2.6877 +2024-09-21 02:35:40,842 - pyskl - INFO - Epoch [36][800/3405] lr: 2.175e-02, eta: 1 day, 1:30:02, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.7538, top5_acc: 0.9525, loss_cls: 2.6985, loss: 2.6985 +2024-09-21 02:36:02,893 - pyskl - INFO - Epoch [36][900/3405] lr: 2.174e-02, eta: 1 day, 1:29:34, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.7400, top5_acc: 0.9481, loss_cls: 2.7743, loss: 2.7743 +2024-09-21 02:36:24,870 - pyskl - INFO - Epoch [36][1000/3405] lr: 2.174e-02, eta: 1 day, 1:29:05, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.7525, top5_acc: 0.9637, loss_cls: 2.7157, loss: 2.7157 +2024-09-21 02:36:47,177 - pyskl - INFO - Epoch [36][1100/3405] lr: 2.173e-02, eta: 1 day, 1:28:38, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7569, top5_acc: 0.9563, loss_cls: 2.7058, loss: 2.7058 +2024-09-21 02:37:10,070 - pyskl - INFO - Epoch [36][1200/3405] lr: 2.173e-02, eta: 1 day, 1:28:13, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.7675, top5_acc: 0.9650, loss_cls: 2.6413, loss: 2.6413 +2024-09-21 02:37:32,555 - pyskl - INFO - Epoch [36][1300/3405] lr: 2.172e-02, eta: 1 day, 1:27:46, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7675, top5_acc: 0.9556, loss_cls: 2.6781, loss: 2.6781 +2024-09-21 02:37:54,754 - pyskl - INFO - Epoch [36][1400/3405] lr: 2.172e-02, eta: 1 day, 1:27:18, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7444, top5_acc: 0.9519, loss_cls: 2.7374, loss: 2.7374 +2024-09-21 02:38:17,361 - pyskl - INFO - Epoch [36][1500/3405] lr: 2.171e-02, eta: 1 day, 1:26:52, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7638, top5_acc: 0.9637, loss_cls: 2.6618, loss: 2.6618 +2024-09-21 02:38:39,902 - pyskl - INFO - Epoch [36][1600/3405] lr: 2.171e-02, eta: 1 day, 1:26:25, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7488, top5_acc: 0.9519, loss_cls: 2.7299, loss: 2.7299 +2024-09-21 02:39:02,319 - pyskl - INFO - Epoch [36][1700/3405] lr: 2.170e-02, eta: 1 day, 1:25:58, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7575, top5_acc: 0.9581, loss_cls: 2.7218, loss: 2.7218 +2024-09-21 02:39:24,332 - pyskl - INFO - Epoch [36][1800/3405] lr: 2.170e-02, eta: 1 day, 1:25:30, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.7550, top5_acc: 0.9619, loss_cls: 2.7266, loss: 2.7266 +2024-09-21 02:39:46,490 - pyskl - INFO - Epoch [36][1900/3405] lr: 2.169e-02, eta: 1 day, 1:25:02, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7662, top5_acc: 0.9469, loss_cls: 2.7105, loss: 2.7105 +2024-09-21 02:40:08,111 - pyskl - INFO - Epoch [36][2000/3405] lr: 2.169e-02, eta: 1 day, 1:24:33, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.7638, top5_acc: 0.9556, loss_cls: 2.6850, loss: 2.6850 +2024-09-21 02:40:30,299 - pyskl - INFO - Epoch [36][2100/3405] lr: 2.168e-02, eta: 1 day, 1:24:05, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7762, top5_acc: 0.9544, loss_cls: 2.6561, loss: 2.6561 +2024-09-21 02:40:52,826 - pyskl - INFO - Epoch [36][2200/3405] lr: 2.168e-02, eta: 1 day, 1:23:39, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7644, top5_acc: 0.9463, loss_cls: 2.7045, loss: 2.7045 +2024-09-21 02:41:15,848 - pyskl - INFO - Epoch [36][2300/3405] lr: 2.167e-02, eta: 1 day, 1:23:14, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.7394, top5_acc: 0.9494, loss_cls: 2.7575, loss: 2.7575 +2024-09-21 02:41:38,267 - pyskl - INFO - Epoch [36][2400/3405] lr: 2.166e-02, eta: 1 day, 1:22:47, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7581, top5_acc: 0.9550, loss_cls: 2.7039, loss: 2.7039 +2024-09-21 02:42:01,532 - pyskl - INFO - Epoch [36][2500/3405] lr: 2.166e-02, eta: 1 day, 1:22:23, time: 0.233, data_time: 0.000, memory: 5251, top1_acc: 0.7562, top5_acc: 0.9475, loss_cls: 2.7267, loss: 2.7267 +2024-09-21 02:42:23,761 - pyskl - INFO - Epoch [36][2600/3405] lr: 2.165e-02, eta: 1 day, 1:21:55, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7650, top5_acc: 0.9550, loss_cls: 2.7122, loss: 2.7122 +2024-09-21 02:42:46,216 - pyskl - INFO - Epoch [36][2700/3405] lr: 2.165e-02, eta: 1 day, 1:21:29, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7588, top5_acc: 0.9563, loss_cls: 2.6931, loss: 2.6931 +2024-09-21 02:43:09,082 - pyskl - INFO - Epoch [36][2800/3405] lr: 2.164e-02, eta: 1 day, 1:21:03, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.7569, top5_acc: 0.9537, loss_cls: 2.7361, loss: 2.7361 +2024-09-21 02:43:31,405 - pyskl - INFO - Epoch [36][2900/3405] lr: 2.164e-02, eta: 1 day, 1:20:36, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7519, top5_acc: 0.9431, loss_cls: 2.7377, loss: 2.7377 +2024-09-21 02:43:53,963 - pyskl - INFO - Epoch [36][3000/3405] lr: 2.163e-02, eta: 1 day, 1:20:10, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7281, top5_acc: 0.9537, loss_cls: 2.8054, loss: 2.8054 +2024-09-21 02:44:16,470 - pyskl - INFO - Epoch [36][3100/3405] lr: 2.163e-02, eta: 1 day, 1:19:43, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7406, top5_acc: 0.9463, loss_cls: 2.7627, loss: 2.7627 +2024-09-21 02:44:38,136 - pyskl - INFO - Epoch [36][3200/3405] lr: 2.162e-02, eta: 1 day, 1:19:14, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.7531, top5_acc: 0.9556, loss_cls: 2.7211, loss: 2.7211 +2024-09-21 02:45:00,371 - pyskl - INFO - Epoch [36][3300/3405] lr: 2.162e-02, eta: 1 day, 1:18:47, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7644, top5_acc: 0.9581, loss_cls: 2.6804, loss: 2.6804 +2024-09-21 02:45:22,593 - pyskl - INFO - Epoch [36][3400/3405] lr: 2.161e-02, eta: 1 day, 1:18:19, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7356, top5_acc: 0.9544, loss_cls: 2.7529, loss: 2.7529 +2024-09-21 02:45:24,390 - pyskl - INFO - Saving checkpoint at 36 epochs +2024-09-21 02:49:11,673 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-21 02:49:12,484 - pyskl - INFO - +top1_acc 0.7371 +top5_acc 0.9398 +2024-09-21 02:49:12,517 - pyskl - INFO - Epoch(val) [36][3718] top1_acc: 0.7371, top5_acc: 0.9398 +2024-09-21 02:50:03,909 - pyskl - INFO - Epoch [37][100/3405] lr: 2.161e-02, eta: 1 day, 1:19:19, time: 0.514, data_time: 0.292, memory: 5251, top1_acc: 0.7856, top5_acc: 0.9513, loss_cls: 2.6733, loss: 2.6733 +2024-09-21 02:50:26,895 - pyskl - INFO - Epoch [37][200/3405] lr: 2.160e-02, eta: 1 day, 1:18:54, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.7662, top5_acc: 0.9569, loss_cls: 2.6744, loss: 2.6744 +2024-09-21 02:50:49,844 - pyskl - INFO - Epoch [37][300/3405] lr: 2.160e-02, eta: 1 day, 1:18:29, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.7550, top5_acc: 0.9550, loss_cls: 2.7070, loss: 2.7070 +2024-09-21 02:51:12,052 - pyskl - INFO - Epoch [37][400/3405] lr: 2.159e-02, eta: 1 day, 1:18:01, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7325, top5_acc: 0.9506, loss_cls: 2.7690, loss: 2.7690 +2024-09-21 02:51:34,229 - pyskl - INFO - Epoch [37][500/3405] lr: 2.159e-02, eta: 1 day, 1:17:34, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7600, top5_acc: 0.9469, loss_cls: 2.7222, loss: 2.7222 +2024-09-21 02:51:56,200 - pyskl - INFO - Epoch [37][600/3405] lr: 2.158e-02, eta: 1 day, 1:17:05, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.7550, top5_acc: 0.9600, loss_cls: 2.7066, loss: 2.7066 +2024-09-21 02:52:18,876 - pyskl - INFO - Epoch [37][700/3405] lr: 2.158e-02, eta: 1 day, 1:16:39, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.7581, top5_acc: 0.9544, loss_cls: 2.7087, loss: 2.7087 +2024-09-21 02:52:42,214 - pyskl - INFO - Epoch [37][800/3405] lr: 2.157e-02, eta: 1 day, 1:16:15, time: 0.233, data_time: 0.000, memory: 5251, top1_acc: 0.7831, top5_acc: 0.9544, loss_cls: 2.6551, loss: 2.6551 +2024-09-21 02:53:05,368 - pyskl - INFO - Epoch [37][900/3405] lr: 2.156e-02, eta: 1 day, 1:15:51, time: 0.232, data_time: 0.000, memory: 5251, top1_acc: 0.7750, top5_acc: 0.9594, loss_cls: 2.6653, loss: 2.6653 +2024-09-21 02:53:28,496 - pyskl - INFO - Epoch [37][1000/3405] lr: 2.156e-02, eta: 1 day, 1:15:26, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.7575, top5_acc: 0.9450, loss_cls: 2.7197, loss: 2.7197 +2024-09-21 02:53:51,072 - pyskl - INFO - Epoch [37][1100/3405] lr: 2.155e-02, eta: 1 day, 1:15:00, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7719, top5_acc: 0.9525, loss_cls: 2.6590, loss: 2.6590 +2024-09-21 02:54:13,727 - pyskl - INFO - Epoch [37][1200/3405] lr: 2.155e-02, eta: 1 day, 1:14:34, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.7644, top5_acc: 0.9581, loss_cls: 2.6652, loss: 2.6652 +2024-09-21 02:54:36,735 - pyskl - INFO - Epoch [37][1300/3405] lr: 2.154e-02, eta: 1 day, 1:14:09, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.7731, top5_acc: 0.9581, loss_cls: 2.7015, loss: 2.7015 +2024-09-21 02:54:59,719 - pyskl - INFO - Epoch [37][1400/3405] lr: 2.154e-02, eta: 1 day, 1:13:44, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.7631, top5_acc: 0.9575, loss_cls: 2.6789, loss: 2.6789 +2024-09-21 02:55:21,834 - pyskl - INFO - Epoch [37][1500/3405] lr: 2.153e-02, eta: 1 day, 1:13:16, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.7500, top5_acc: 0.9425, loss_cls: 2.7553, loss: 2.7553 +2024-09-21 02:55:44,071 - pyskl - INFO - Epoch [37][1600/3405] lr: 2.153e-02, eta: 1 day, 1:12:49, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7538, top5_acc: 0.9550, loss_cls: 2.7293, loss: 2.7293 +2024-09-21 02:56:06,770 - pyskl - INFO - Epoch [37][1700/3405] lr: 2.152e-02, eta: 1 day, 1:12:23, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.7512, top5_acc: 0.9513, loss_cls: 2.7236, loss: 2.7236 +2024-09-21 02:56:28,740 - pyskl - INFO - Epoch [37][1800/3405] lr: 2.152e-02, eta: 1 day, 1:11:55, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.7494, top5_acc: 0.9594, loss_cls: 2.7228, loss: 2.7228 +2024-09-21 02:56:51,019 - pyskl - INFO - Epoch [37][1900/3405] lr: 2.151e-02, eta: 1 day, 1:11:27, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7556, top5_acc: 0.9519, loss_cls: 2.7107, loss: 2.7107 +2024-09-21 02:57:12,727 - pyskl - INFO - Epoch [37][2000/3405] lr: 2.151e-02, eta: 1 day, 1:10:58, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.7375, top5_acc: 0.9481, loss_cls: 2.7463, loss: 2.7463 +2024-09-21 02:57:35,187 - pyskl - INFO - Epoch [37][2100/3405] lr: 2.150e-02, eta: 1 day, 1:10:32, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7431, top5_acc: 0.9494, loss_cls: 2.7456, loss: 2.7456 +2024-09-21 02:57:57,546 - pyskl - INFO - Epoch [37][2200/3405] lr: 2.150e-02, eta: 1 day, 1:10:05, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7338, top5_acc: 0.9469, loss_cls: 2.7526, loss: 2.7526 +2024-09-21 02:58:19,799 - pyskl - INFO - Epoch [37][2300/3405] lr: 2.149e-02, eta: 1 day, 1:09:38, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7488, top5_acc: 0.9537, loss_cls: 2.7121, loss: 2.7121 +2024-09-21 02:58:42,077 - pyskl - INFO - Epoch [37][2400/3405] lr: 2.148e-02, eta: 1 day, 1:09:10, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7575, top5_acc: 0.9475, loss_cls: 2.7201, loss: 2.7201 +2024-09-21 02:59:04,270 - pyskl - INFO - Epoch [37][2500/3405] lr: 2.148e-02, eta: 1 day, 1:08:43, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7375, top5_acc: 0.9469, loss_cls: 2.7788, loss: 2.7788 +2024-09-21 02:59:26,458 - pyskl - INFO - Epoch [37][2600/3405] lr: 2.147e-02, eta: 1 day, 1:08:16, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7681, top5_acc: 0.9500, loss_cls: 2.6975, loss: 2.6975 +2024-09-21 02:59:48,578 - pyskl - INFO - Epoch [37][2700/3405] lr: 2.147e-02, eta: 1 day, 1:07:48, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.7638, top5_acc: 0.9537, loss_cls: 2.6914, loss: 2.6914 +2024-09-21 03:00:12,031 - pyskl - INFO - Epoch [37][2800/3405] lr: 2.146e-02, eta: 1 day, 1:07:24, time: 0.235, data_time: 0.000, memory: 5251, top1_acc: 0.7538, top5_acc: 0.9563, loss_cls: 2.6978, loss: 2.6978 +2024-09-21 03:00:34,578 - pyskl - INFO - Epoch [37][2900/3405] lr: 2.146e-02, eta: 1 day, 1:06:58, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7731, top5_acc: 0.9600, loss_cls: 2.6627, loss: 2.6627 +2024-09-21 03:00:57,033 - pyskl - INFO - Epoch [37][3000/3405] lr: 2.145e-02, eta: 1 day, 1:06:32, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7669, top5_acc: 0.9550, loss_cls: 2.6780, loss: 2.6780 +2024-09-21 03:01:19,254 - pyskl - INFO - Epoch [37][3100/3405] lr: 2.145e-02, eta: 1 day, 1:06:04, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7594, top5_acc: 0.9519, loss_cls: 2.6978, loss: 2.6978 +2024-09-21 03:01:41,807 - pyskl - INFO - Epoch [37][3200/3405] lr: 2.144e-02, eta: 1 day, 1:05:38, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7631, top5_acc: 0.9594, loss_cls: 2.6900, loss: 2.6900 +2024-09-21 03:02:04,133 - pyskl - INFO - Epoch [37][3300/3405] lr: 2.144e-02, eta: 1 day, 1:05:11, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7600, top5_acc: 0.9513, loss_cls: 2.7388, loss: 2.7388 +2024-09-21 03:02:26,146 - pyskl - INFO - Epoch [37][3400/3405] lr: 2.143e-02, eta: 1 day, 1:04:43, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.7369, top5_acc: 0.9544, loss_cls: 2.7356, loss: 2.7356 +2024-09-21 03:02:28,204 - pyskl - INFO - Saving checkpoint at 37 epochs +2024-09-21 03:06:17,567 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-21 03:06:18,341 - pyskl - INFO - +top1_acc 0.7337 +top5_acc 0.9403 +2024-09-21 03:06:18,365 - pyskl - INFO - Epoch(val) [37][3718] top1_acc: 0.7337, top5_acc: 0.9403 +2024-09-21 03:07:10,275 - pyskl - INFO - Epoch [38][100/3405] lr: 2.143e-02, eta: 1 day, 1:05:42, time: 0.519, data_time: 0.295, memory: 5251, top1_acc: 0.7569, top5_acc: 0.9587, loss_cls: 2.7025, loss: 2.7025 +2024-09-21 03:07:32,942 - pyskl - INFO - Epoch [38][200/3405] lr: 2.142e-02, eta: 1 day, 1:05:16, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.7644, top5_acc: 0.9569, loss_cls: 2.6791, loss: 2.6791 +2024-09-21 03:07:55,426 - pyskl - INFO - Epoch [38][300/3405] lr: 2.141e-02, eta: 1 day, 1:04:49, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7656, top5_acc: 0.9575, loss_cls: 2.6788, loss: 2.6788 +2024-09-21 03:08:17,087 - pyskl - INFO - Epoch [38][400/3405] lr: 2.141e-02, eta: 1 day, 1:04:20, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.7494, top5_acc: 0.9506, loss_cls: 2.7504, loss: 2.7504 +2024-09-21 03:08:38,974 - pyskl - INFO - Epoch [38][500/3405] lr: 2.140e-02, eta: 1 day, 1:03:52, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.7594, top5_acc: 0.9613, loss_cls: 2.6965, loss: 2.6965 +2024-09-21 03:09:01,227 - pyskl - INFO - Epoch [38][600/3405] lr: 2.140e-02, eta: 1 day, 1:03:25, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7600, top5_acc: 0.9537, loss_cls: 2.7178, loss: 2.7178 +2024-09-21 03:09:22,894 - pyskl - INFO - Epoch [38][700/3405] lr: 2.139e-02, eta: 1 day, 1:02:56, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.7500, top5_acc: 0.9463, loss_cls: 2.7411, loss: 2.7411 +2024-09-21 03:09:45,589 - pyskl - INFO - Epoch [38][800/3405] lr: 2.139e-02, eta: 1 day, 1:02:30, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.7400, top5_acc: 0.9450, loss_cls: 2.7537, loss: 2.7537 +2024-09-21 03:10:08,579 - pyskl - INFO - Epoch [38][900/3405] lr: 2.138e-02, eta: 1 day, 1:02:05, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.7738, top5_acc: 0.9569, loss_cls: 2.6884, loss: 2.6884 +2024-09-21 03:10:31,679 - pyskl - INFO - Epoch [38][1000/3405] lr: 2.138e-02, eta: 1 day, 1:01:40, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.7631, top5_acc: 0.9550, loss_cls: 2.7009, loss: 2.7009 +2024-09-21 03:10:53,867 - pyskl - INFO - Epoch [38][1100/3405] lr: 2.137e-02, eta: 1 day, 1:01:13, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7706, top5_acc: 0.9631, loss_cls: 2.6474, loss: 2.6474 +2024-09-21 03:11:16,127 - pyskl - INFO - Epoch [38][1200/3405] lr: 2.137e-02, eta: 1 day, 1:00:46, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7612, top5_acc: 0.9575, loss_cls: 2.6853, loss: 2.6853 +2024-09-21 03:11:37,971 - pyskl - INFO - Epoch [38][1300/3405] lr: 2.136e-02, eta: 1 day, 1:00:17, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.7481, top5_acc: 0.9531, loss_cls: 2.7601, loss: 2.7601 +2024-09-21 03:11:59,676 - pyskl - INFO - Epoch [38][1400/3405] lr: 2.136e-02, eta: 1 day, 0:59:48, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.7562, top5_acc: 0.9594, loss_cls: 2.7330, loss: 2.7330 +2024-09-21 03:12:22,228 - pyskl - INFO - Epoch [38][1500/3405] lr: 2.135e-02, eta: 1 day, 0:59:22, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7650, top5_acc: 0.9519, loss_cls: 2.7218, loss: 2.7218 +2024-09-21 03:12:45,591 - pyskl - INFO - Epoch [38][1600/3405] lr: 2.134e-02, eta: 1 day, 0:58:58, time: 0.234, data_time: 0.000, memory: 5251, top1_acc: 0.7781, top5_acc: 0.9550, loss_cls: 2.6408, loss: 2.6408 +2024-09-21 03:13:07,519 - pyskl - INFO - Epoch [38][1700/3405] lr: 2.134e-02, eta: 1 day, 0:58:30, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.7550, top5_acc: 0.9469, loss_cls: 2.7268, loss: 2.7268 +2024-09-21 03:13:29,514 - pyskl - INFO - Epoch [38][1800/3405] lr: 2.133e-02, eta: 1 day, 0:58:02, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.7569, top5_acc: 0.9531, loss_cls: 2.7267, loss: 2.7267 +2024-09-21 03:13:51,589 - pyskl - INFO - Epoch [38][1900/3405] lr: 2.133e-02, eta: 1 day, 0:57:35, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.7556, top5_acc: 0.9525, loss_cls: 2.7352, loss: 2.7352 +2024-09-21 03:14:14,494 - pyskl - INFO - Epoch [38][2000/3405] lr: 2.132e-02, eta: 1 day, 0:57:10, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.7706, top5_acc: 0.9600, loss_cls: 2.6554, loss: 2.6554 +2024-09-21 03:14:37,017 - pyskl - INFO - Epoch [38][2100/3405] lr: 2.132e-02, eta: 1 day, 0:56:43, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7638, top5_acc: 0.9525, loss_cls: 2.6926, loss: 2.6926 +2024-09-21 03:14:58,828 - pyskl - INFO - Epoch [38][2200/3405] lr: 2.131e-02, eta: 1 day, 0:56:15, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.7469, top5_acc: 0.9563, loss_cls: 2.7358, loss: 2.7358 +2024-09-21 03:15:21,087 - pyskl - INFO - Epoch [38][2300/3405] lr: 2.131e-02, eta: 1 day, 0:55:48, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7619, top5_acc: 0.9537, loss_cls: 2.6859, loss: 2.6859 +2024-09-21 03:15:43,319 - pyskl - INFO - Epoch [38][2400/3405] lr: 2.130e-02, eta: 1 day, 0:55:21, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7406, top5_acc: 0.9513, loss_cls: 2.7506, loss: 2.7506 +2024-09-21 03:16:05,722 - pyskl - INFO - Epoch [38][2500/3405] lr: 2.130e-02, eta: 1 day, 0:54:54, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7619, top5_acc: 0.9500, loss_cls: 2.7004, loss: 2.7004 +2024-09-21 03:16:28,454 - pyskl - INFO - Epoch [38][2600/3405] lr: 2.129e-02, eta: 1 day, 0:54:28, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.7525, top5_acc: 0.9544, loss_cls: 2.6994, loss: 2.6994 +2024-09-21 03:16:51,006 - pyskl - INFO - Epoch [38][2700/3405] lr: 2.128e-02, eta: 1 day, 0:54:02, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7494, top5_acc: 0.9581, loss_cls: 2.7187, loss: 2.7187 +2024-09-21 03:17:13,442 - pyskl - INFO - Epoch [38][2800/3405] lr: 2.128e-02, eta: 1 day, 0:53:36, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7644, top5_acc: 0.9531, loss_cls: 2.6880, loss: 2.6880 +2024-09-21 03:17:37,061 - pyskl - INFO - Epoch [38][2900/3405] lr: 2.127e-02, eta: 1 day, 0:53:13, time: 0.236, data_time: 0.000, memory: 5251, top1_acc: 0.7681, top5_acc: 0.9581, loss_cls: 2.6650, loss: 2.6650 +2024-09-21 03:17:59,897 - pyskl - INFO - Epoch [38][3000/3405] lr: 2.127e-02, eta: 1 day, 0:52:47, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7575, top5_acc: 0.9531, loss_cls: 2.7312, loss: 2.7312 +2024-09-21 03:18:22,586 - pyskl - INFO - Epoch [38][3100/3405] lr: 2.126e-02, eta: 1 day, 0:52:22, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.7500, top5_acc: 0.9506, loss_cls: 2.7173, loss: 2.7173 +2024-09-21 03:18:45,247 - pyskl - INFO - Epoch [38][3200/3405] lr: 2.126e-02, eta: 1 day, 0:51:56, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.7606, top5_acc: 0.9444, loss_cls: 2.7383, loss: 2.7383 +2024-09-21 03:19:07,874 - pyskl - INFO - Epoch [38][3300/3405] lr: 2.125e-02, eta: 1 day, 0:51:30, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7650, top5_acc: 0.9594, loss_cls: 2.6912, loss: 2.6912 +2024-09-21 03:19:29,912 - pyskl - INFO - Epoch [38][3400/3405] lr: 2.125e-02, eta: 1 day, 0:51:02, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.7419, top5_acc: 0.9456, loss_cls: 2.7417, loss: 2.7417 +2024-09-21 03:19:31,931 - pyskl - INFO - Saving checkpoint at 38 epochs +2024-09-21 03:23:19,325 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-21 03:23:20,103 - pyskl - INFO - +top1_acc 0.7195 +top5_acc 0.9321 +2024-09-21 03:23:20,123 - pyskl - INFO - Epoch(val) [38][3718] top1_acc: 0.7195, top5_acc: 0.9321 +2024-09-21 03:24:10,591 - pyskl - INFO - Epoch [39][100/3405] lr: 2.124e-02, eta: 1 day, 0:51:54, time: 0.505, data_time: 0.283, memory: 5251, top1_acc: 0.7712, top5_acc: 0.9587, loss_cls: 2.6890, loss: 2.6890 +2024-09-21 03:24:32,548 - pyskl - INFO - Epoch [39][200/3405] lr: 2.123e-02, eta: 1 day, 0:51:26, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.7850, top5_acc: 0.9625, loss_cls: 2.6257, loss: 2.6257 +2024-09-21 03:24:55,660 - pyskl - INFO - Epoch [39][300/3405] lr: 2.123e-02, eta: 1 day, 0:51:01, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.7581, top5_acc: 0.9600, loss_cls: 2.7043, loss: 2.7043 +2024-09-21 03:25:18,601 - pyskl - INFO - Epoch [39][400/3405] lr: 2.122e-02, eta: 1 day, 0:50:36, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.7650, top5_acc: 0.9600, loss_cls: 2.6658, loss: 2.6658 +2024-09-21 03:25:41,609 - pyskl - INFO - Epoch [39][500/3405] lr: 2.122e-02, eta: 1 day, 0:50:11, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.7675, top5_acc: 0.9613, loss_cls: 2.6638, loss: 2.6638 +2024-09-21 03:26:03,914 - pyskl - INFO - Epoch [39][600/3405] lr: 2.121e-02, eta: 1 day, 0:49:44, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7600, top5_acc: 0.9613, loss_cls: 2.6865, loss: 2.6865 +2024-09-21 03:26:25,337 - pyskl - INFO - Epoch [39][700/3405] lr: 2.121e-02, eta: 1 day, 0:49:15, time: 0.214, data_time: 0.000, memory: 5251, top1_acc: 0.7619, top5_acc: 0.9563, loss_cls: 2.6824, loss: 2.6824 +2024-09-21 03:26:47,611 - pyskl - INFO - Epoch [39][800/3405] lr: 2.120e-02, eta: 1 day, 0:48:48, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7656, top5_acc: 0.9581, loss_cls: 2.6653, loss: 2.6653 +2024-09-21 03:27:09,487 - pyskl - INFO - Epoch [39][900/3405] lr: 2.120e-02, eta: 1 day, 0:48:20, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.7706, top5_acc: 0.9525, loss_cls: 2.7103, loss: 2.7103 +2024-09-21 03:27:31,945 - pyskl - INFO - Epoch [39][1000/3405] lr: 2.119e-02, eta: 1 day, 0:47:53, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7619, top5_acc: 0.9525, loss_cls: 2.6800, loss: 2.6800 +2024-09-21 03:27:54,607 - pyskl - INFO - Epoch [39][1100/3405] lr: 2.119e-02, eta: 1 day, 0:47:27, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.7738, top5_acc: 0.9537, loss_cls: 2.6565, loss: 2.6565 +2024-09-21 03:28:17,937 - pyskl - INFO - Epoch [39][1200/3405] lr: 2.118e-02, eta: 1 day, 0:47:03, time: 0.233, data_time: 0.000, memory: 5251, top1_acc: 0.7525, top5_acc: 0.9531, loss_cls: 2.7291, loss: 2.7291 +2024-09-21 03:28:40,176 - pyskl - INFO - Epoch [39][1300/3405] lr: 2.117e-02, eta: 1 day, 0:46:36, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7600, top5_acc: 0.9525, loss_cls: 2.7043, loss: 2.7043 +2024-09-21 03:29:03,413 - pyskl - INFO - Epoch [39][1400/3405] lr: 2.117e-02, eta: 1 day, 0:46:12, time: 0.232, data_time: 0.000, memory: 5251, top1_acc: 0.7788, top5_acc: 0.9606, loss_cls: 2.6450, loss: 2.6450 +2024-09-21 03:29:26,161 - pyskl - INFO - Epoch [39][1500/3405] lr: 2.116e-02, eta: 1 day, 0:45:47, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.7550, top5_acc: 0.9531, loss_cls: 2.7028, loss: 2.7028 +2024-09-21 03:29:48,654 - pyskl - INFO - Epoch [39][1600/3405] lr: 2.116e-02, eta: 1 day, 0:45:20, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7356, top5_acc: 0.9531, loss_cls: 2.7620, loss: 2.7620 +2024-09-21 03:30:11,932 - pyskl - INFO - Epoch [39][1700/3405] lr: 2.115e-02, eta: 1 day, 0:44:56, time: 0.233, data_time: 0.000, memory: 5251, top1_acc: 0.7431, top5_acc: 0.9500, loss_cls: 2.7585, loss: 2.7585 +2024-09-21 03:30:35,396 - pyskl - INFO - Epoch [39][1800/3405] lr: 2.115e-02, eta: 1 day, 0:44:33, time: 0.235, data_time: 0.000, memory: 5251, top1_acc: 0.7650, top5_acc: 0.9575, loss_cls: 2.7039, loss: 2.7039 +2024-09-21 03:30:58,023 - pyskl - INFO - Epoch [39][1900/3405] lr: 2.114e-02, eta: 1 day, 0:44:07, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7719, top5_acc: 0.9637, loss_cls: 2.6560, loss: 2.6560 +2024-09-21 03:31:20,451 - pyskl - INFO - Epoch [39][2000/3405] lr: 2.114e-02, eta: 1 day, 0:43:41, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7619, top5_acc: 0.9550, loss_cls: 2.6621, loss: 2.6621 +2024-09-21 03:31:43,594 - pyskl - INFO - Epoch [39][2100/3405] lr: 2.113e-02, eta: 1 day, 0:43:16, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.7469, top5_acc: 0.9456, loss_cls: 2.7519, loss: 2.7519 +2024-09-21 03:32:06,681 - pyskl - INFO - Epoch [39][2200/3405] lr: 2.112e-02, eta: 1 day, 0:42:52, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.7538, top5_acc: 0.9506, loss_cls: 2.7184, loss: 2.7184 +2024-09-21 03:32:28,722 - pyskl - INFO - Epoch [39][2300/3405] lr: 2.112e-02, eta: 1 day, 0:42:24, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.7531, top5_acc: 0.9637, loss_cls: 2.7078, loss: 2.7078 +2024-09-21 03:32:51,338 - pyskl - INFO - Epoch [39][2400/3405] lr: 2.111e-02, eta: 1 day, 0:41:58, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7538, top5_acc: 0.9500, loss_cls: 2.7194, loss: 2.7194 +2024-09-21 03:33:13,968 - pyskl - INFO - Epoch [39][2500/3405] lr: 2.111e-02, eta: 1 day, 0:41:32, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7581, top5_acc: 0.9550, loss_cls: 2.7019, loss: 2.7019 +2024-09-21 03:33:36,183 - pyskl - INFO - Epoch [39][2600/3405] lr: 2.110e-02, eta: 1 day, 0:41:05, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7481, top5_acc: 0.9556, loss_cls: 2.6988, loss: 2.6988 +2024-09-21 03:33:58,045 - pyskl - INFO - Epoch [39][2700/3405] lr: 2.110e-02, eta: 1 day, 0:40:37, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.7419, top5_acc: 0.9431, loss_cls: 2.7786, loss: 2.7786 +2024-09-21 03:34:20,593 - pyskl - INFO - Epoch [39][2800/3405] lr: 2.109e-02, eta: 1 day, 0:40:11, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7688, top5_acc: 0.9613, loss_cls: 2.6683, loss: 2.6683 +2024-09-21 03:34:42,897 - pyskl - INFO - Epoch [39][2900/3405] lr: 2.109e-02, eta: 1 day, 0:39:44, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7662, top5_acc: 0.9619, loss_cls: 2.6678, loss: 2.6678 +2024-09-21 03:35:05,292 - pyskl - INFO - Epoch [39][3000/3405] lr: 2.108e-02, eta: 1 day, 0:39:18, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7469, top5_acc: 0.9563, loss_cls: 2.7199, loss: 2.7199 +2024-09-21 03:35:27,297 - pyskl - INFO - Epoch [39][3100/3405] lr: 2.107e-02, eta: 1 day, 0:38:50, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.7581, top5_acc: 0.9531, loss_cls: 2.7090, loss: 2.7090 +2024-09-21 03:35:49,935 - pyskl - INFO - Epoch [39][3200/3405] lr: 2.107e-02, eta: 1 day, 0:38:24, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7606, top5_acc: 0.9644, loss_cls: 2.7047, loss: 2.7047 +2024-09-21 03:36:12,190 - pyskl - INFO - Epoch [39][3300/3405] lr: 2.106e-02, eta: 1 day, 0:37:58, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7550, top5_acc: 0.9519, loss_cls: 2.7111, loss: 2.7111 +2024-09-21 03:36:33,967 - pyskl - INFO - Epoch [39][3400/3405] lr: 2.106e-02, eta: 1 day, 0:37:29, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.7481, top5_acc: 0.9525, loss_cls: 2.7396, loss: 2.7396 +2024-09-21 03:36:35,977 - pyskl - INFO - Saving checkpoint at 39 epochs +2024-09-21 03:40:23,350 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-21 03:40:23,933 - pyskl - INFO - +top1_acc 0.7512 +top5_acc 0.9468 +2024-09-21 03:40:23,938 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/j_2/best_top1_acc_epoch_35.pth was removed +2024-09-21 03:40:24,100 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_39.pth. +2024-09-21 03:40:24,101 - pyskl - INFO - Best top1_acc is 0.7512 at 39 epoch. +2024-09-21 03:40:24,120 - pyskl - INFO - Epoch(val) [39][3718] top1_acc: 0.7512, top5_acc: 0.9468 +2024-09-21 03:41:15,187 - pyskl - INFO - Epoch [40][100/3405] lr: 2.105e-02, eta: 1 day, 0:38:20, time: 0.511, data_time: 0.285, memory: 5251, top1_acc: 0.7750, top5_acc: 0.9663, loss_cls: 2.6377, loss: 2.6377 +2024-09-21 03:41:37,908 - pyskl - INFO - Epoch [40][200/3405] lr: 2.105e-02, eta: 1 day, 0:37:54, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.7681, top5_acc: 0.9563, loss_cls: 2.6515, loss: 2.6515 +2024-09-21 03:42:00,371 - pyskl - INFO - Epoch [40][300/3405] lr: 2.104e-02, eta: 1 day, 0:37:28, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7562, top5_acc: 0.9513, loss_cls: 2.6939, loss: 2.6939 +2024-09-21 03:42:22,836 - pyskl - INFO - Epoch [40][400/3405] lr: 2.103e-02, eta: 1 day, 0:37:02, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7756, top5_acc: 0.9606, loss_cls: 2.6404, loss: 2.6404 +2024-09-21 03:42:46,095 - pyskl - INFO - Epoch [40][500/3405] lr: 2.103e-02, eta: 1 day, 0:36:37, time: 0.233, data_time: 0.000, memory: 5251, top1_acc: 0.7662, top5_acc: 0.9463, loss_cls: 2.7074, loss: 2.7074 +2024-09-21 03:43:08,684 - pyskl - INFO - Epoch [40][600/3405] lr: 2.102e-02, eta: 1 day, 0:36:11, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7625, top5_acc: 0.9575, loss_cls: 2.6919, loss: 2.6919 +2024-09-21 03:43:31,282 - pyskl - INFO - Epoch [40][700/3405] lr: 2.102e-02, eta: 1 day, 0:35:46, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7644, top5_acc: 0.9594, loss_cls: 2.6539, loss: 2.6539 +2024-09-21 03:43:53,808 - pyskl - INFO - Epoch [40][800/3405] lr: 2.101e-02, eta: 1 day, 0:35:19, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7469, top5_acc: 0.9600, loss_cls: 2.7375, loss: 2.7375 +2024-09-21 03:44:17,752 - pyskl - INFO - Epoch [40][900/3405] lr: 2.101e-02, eta: 1 day, 0:34:57, time: 0.239, data_time: 0.000, memory: 5251, top1_acc: 0.7569, top5_acc: 0.9525, loss_cls: 2.7104, loss: 2.7104 +2024-09-21 03:44:40,192 - pyskl - INFO - Epoch [40][1000/3405] lr: 2.100e-02, eta: 1 day, 0:34:31, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7600, top5_acc: 0.9569, loss_cls: 2.6917, loss: 2.6917 +2024-09-21 03:45:02,641 - pyskl - INFO - Epoch [40][1100/3405] lr: 2.100e-02, eta: 1 day, 0:34:04, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7512, top5_acc: 0.9544, loss_cls: 2.7313, loss: 2.7313 +2024-09-21 03:45:25,711 - pyskl - INFO - Epoch [40][1200/3405] lr: 2.099e-02, eta: 1 day, 0:33:40, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.7644, top5_acc: 0.9625, loss_cls: 2.7025, loss: 2.7025 +2024-09-21 03:45:48,456 - pyskl - INFO - Epoch [40][1300/3405] lr: 2.098e-02, eta: 1 day, 0:33:14, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.7650, top5_acc: 0.9613, loss_cls: 2.6873, loss: 2.6873 +2024-09-21 03:46:10,372 - pyskl - INFO - Epoch [40][1400/3405] lr: 2.098e-02, eta: 1 day, 0:32:47, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.7731, top5_acc: 0.9556, loss_cls: 2.6688, loss: 2.6688 +2024-09-21 03:46:32,570 - pyskl - INFO - Epoch [40][1500/3405] lr: 2.097e-02, eta: 1 day, 0:32:20, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7569, top5_acc: 0.9575, loss_cls: 2.6752, loss: 2.6752 +2024-09-21 03:46:54,780 - pyskl - INFO - Epoch [40][1600/3405] lr: 2.097e-02, eta: 1 day, 0:31:53, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7450, top5_acc: 0.9544, loss_cls: 2.7260, loss: 2.7260 +2024-09-21 03:47:17,854 - pyskl - INFO - Epoch [40][1700/3405] lr: 2.096e-02, eta: 1 day, 0:31:28, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.7588, top5_acc: 0.9531, loss_cls: 2.7034, loss: 2.7034 +2024-09-21 03:47:40,647 - pyskl - INFO - Epoch [40][1800/3405] lr: 2.096e-02, eta: 1 day, 0:31:03, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7500, top5_acc: 0.9550, loss_cls: 2.7239, loss: 2.7239 +2024-09-21 03:48:03,513 - pyskl - INFO - Epoch [40][1900/3405] lr: 2.095e-02, eta: 1 day, 0:30:38, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.7544, top5_acc: 0.9594, loss_cls: 2.7021, loss: 2.7021 +2024-09-21 03:48:25,668 - pyskl - INFO - Epoch [40][2000/3405] lr: 2.094e-02, eta: 1 day, 0:30:10, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7937, top5_acc: 0.9606, loss_cls: 2.6264, loss: 2.6264 +2024-09-21 03:48:48,246 - pyskl - INFO - Epoch [40][2100/3405] lr: 2.094e-02, eta: 1 day, 0:29:44, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7719, top5_acc: 0.9594, loss_cls: 2.6615, loss: 2.6615 +2024-09-21 03:49:11,231 - pyskl - INFO - Epoch [40][2200/3405] lr: 2.093e-02, eta: 1 day, 0:29:20, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.7544, top5_acc: 0.9569, loss_cls: 2.7162, loss: 2.7162 +2024-09-21 03:49:34,167 - pyskl - INFO - Epoch [40][2300/3405] lr: 2.093e-02, eta: 1 day, 0:28:55, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.7381, top5_acc: 0.9469, loss_cls: 2.7430, loss: 2.7430 +2024-09-21 03:49:57,035 - pyskl - INFO - Epoch [40][2400/3405] lr: 2.092e-02, eta: 1 day, 0:28:30, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.7562, top5_acc: 0.9531, loss_cls: 2.7386, loss: 2.7386 +2024-09-21 03:50:19,795 - pyskl - INFO - Epoch [40][2500/3405] lr: 2.092e-02, eta: 1 day, 0:28:04, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7844, top5_acc: 0.9631, loss_cls: 2.6319, loss: 2.6319 +2024-09-21 03:50:42,521 - pyskl - INFO - Epoch [40][2600/3405] lr: 2.091e-02, eta: 1 day, 0:27:39, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.7550, top5_acc: 0.9400, loss_cls: 2.7735, loss: 2.7735 +2024-09-21 03:51:05,678 - pyskl - INFO - Epoch [40][2700/3405] lr: 2.090e-02, eta: 1 day, 0:27:14, time: 0.232, data_time: 0.000, memory: 5251, top1_acc: 0.7750, top5_acc: 0.9563, loss_cls: 2.6696, loss: 2.6696 +2024-09-21 03:51:28,435 - pyskl - INFO - Epoch [40][2800/3405] lr: 2.090e-02, eta: 1 day, 0:26:49, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7600, top5_acc: 0.9500, loss_cls: 2.7408, loss: 2.7408 +2024-09-21 03:51:51,112 - pyskl - INFO - Epoch [40][2900/3405] lr: 2.089e-02, eta: 1 day, 0:26:23, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.7669, top5_acc: 0.9550, loss_cls: 2.6811, loss: 2.6811 +2024-09-21 03:52:13,419 - pyskl - INFO - Epoch [40][3000/3405] lr: 2.089e-02, eta: 1 day, 0:25:57, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7706, top5_acc: 0.9581, loss_cls: 2.6655, loss: 2.6655 +2024-09-21 03:52:35,310 - pyskl - INFO - Epoch [40][3100/3405] lr: 2.088e-02, eta: 1 day, 0:25:29, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.7731, top5_acc: 0.9619, loss_cls: 2.6716, loss: 2.6716 +2024-09-21 03:52:57,480 - pyskl - INFO - Epoch [40][3200/3405] lr: 2.088e-02, eta: 1 day, 0:25:02, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7538, top5_acc: 0.9575, loss_cls: 2.6904, loss: 2.6904 +2024-09-21 03:53:19,887 - pyskl - INFO - Epoch [40][3300/3405] lr: 2.087e-02, eta: 1 day, 0:24:36, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7781, top5_acc: 0.9500, loss_cls: 2.6653, loss: 2.6653 +2024-09-21 03:53:41,545 - pyskl - INFO - Epoch [40][3400/3405] lr: 2.086e-02, eta: 1 day, 0:24:07, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.7650, top5_acc: 0.9594, loss_cls: 2.6897, loss: 2.6897 +2024-09-21 03:53:43,443 - pyskl - INFO - Saving checkpoint at 40 epochs +2024-09-21 03:57:30,870 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-21 03:57:31,434 - pyskl - INFO - +top1_acc 0.7350 +top5_acc 0.9408 +2024-09-21 03:57:31,453 - pyskl - INFO - Epoch(val) [40][3718] top1_acc: 0.7350, top5_acc: 0.9408 +2024-09-21 03:58:25,028 - pyskl - INFO - Epoch [41][100/3405] lr: 2.086e-02, eta: 1 day, 0:25:02, time: 0.536, data_time: 0.312, memory: 5251, top1_acc: 0.7700, top5_acc: 0.9600, loss_cls: 2.6624, loss: 2.6624 +2024-09-21 03:58:47,387 - pyskl - INFO - Epoch [41][200/3405] lr: 2.085e-02, eta: 1 day, 0:24:36, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7738, top5_acc: 0.9594, loss_cls: 2.6562, loss: 2.6562 +2024-09-21 03:59:10,157 - pyskl - INFO - Epoch [41][300/3405] lr: 2.085e-02, eta: 1 day, 0:24:10, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7775, top5_acc: 0.9675, loss_cls: 2.6226, loss: 2.6226 +2024-09-21 03:59:33,307 - pyskl - INFO - Epoch [41][400/3405] lr: 2.084e-02, eta: 1 day, 0:23:46, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.7700, top5_acc: 0.9644, loss_cls: 2.6559, loss: 2.6559 +2024-09-21 03:59:55,925 - pyskl - INFO - Epoch [41][500/3405] lr: 2.084e-02, eta: 1 day, 0:23:20, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7569, top5_acc: 0.9637, loss_cls: 2.6562, loss: 2.6562 +2024-09-21 04:00:18,508 - pyskl - INFO - Epoch [41][600/3405] lr: 2.083e-02, eta: 1 day, 0:22:54, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7756, top5_acc: 0.9625, loss_cls: 2.6745, loss: 2.6745 +2024-09-21 04:00:40,990 - pyskl - INFO - Epoch [41][700/3405] lr: 2.082e-02, eta: 1 day, 0:22:28, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7712, top5_acc: 0.9537, loss_cls: 2.6618, loss: 2.6618 +2024-09-21 04:01:03,757 - pyskl - INFO - Epoch [41][800/3405] lr: 2.082e-02, eta: 1 day, 0:22:02, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7562, top5_acc: 0.9644, loss_cls: 2.6739, loss: 2.6739 +2024-09-21 04:01:25,930 - pyskl - INFO - Epoch [41][900/3405] lr: 2.081e-02, eta: 1 day, 0:21:35, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7644, top5_acc: 0.9513, loss_cls: 2.7073, loss: 2.7073 +2024-09-21 04:01:48,399 - pyskl - INFO - Epoch [41][1000/3405] lr: 2.081e-02, eta: 1 day, 0:21:09, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7837, top5_acc: 0.9581, loss_cls: 2.6494, loss: 2.6494 +2024-09-21 04:02:10,321 - pyskl - INFO - Epoch [41][1100/3405] lr: 2.080e-02, eta: 1 day, 0:20:42, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.7619, top5_acc: 0.9594, loss_cls: 2.6852, loss: 2.6852 +2024-09-21 04:02:32,266 - pyskl - INFO - Epoch [41][1200/3405] lr: 2.080e-02, eta: 1 day, 0:20:14, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.7675, top5_acc: 0.9613, loss_cls: 2.6544, loss: 2.6544 +2024-09-21 04:02:54,627 - pyskl - INFO - Epoch [41][1300/3405] lr: 2.079e-02, eta: 1 day, 0:19:47, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7562, top5_acc: 0.9487, loss_cls: 2.7124, loss: 2.7124 +2024-09-21 04:03:17,876 - pyskl - INFO - Epoch [41][1400/3405] lr: 2.078e-02, eta: 1 day, 0:19:23, time: 0.232, data_time: 0.000, memory: 5251, top1_acc: 0.7744, top5_acc: 0.9519, loss_cls: 2.6786, loss: 2.6786 +2024-09-21 04:03:41,427 - pyskl - INFO - Epoch [41][1500/3405] lr: 2.078e-02, eta: 1 day, 0:19:00, time: 0.235, data_time: 0.000, memory: 5251, top1_acc: 0.7638, top5_acc: 0.9537, loss_cls: 2.6722, loss: 2.6722 +2024-09-21 04:04:05,028 - pyskl - INFO - Epoch [41][1600/3405] lr: 2.077e-02, eta: 1 day, 0:18:37, time: 0.236, data_time: 0.000, memory: 5251, top1_acc: 0.7600, top5_acc: 0.9563, loss_cls: 2.6857, loss: 2.6857 +2024-09-21 04:04:27,147 - pyskl - INFO - Epoch [41][1700/3405] lr: 2.077e-02, eta: 1 day, 0:18:10, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.7625, top5_acc: 0.9537, loss_cls: 2.7001, loss: 2.7001 +2024-09-21 04:04:49,211 - pyskl - INFO - Epoch [41][1800/3405] lr: 2.076e-02, eta: 1 day, 0:17:43, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.7619, top5_acc: 0.9456, loss_cls: 2.7117, loss: 2.7117 +2024-09-21 04:05:12,271 - pyskl - INFO - Epoch [41][1900/3405] lr: 2.076e-02, eta: 1 day, 0:17:18, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.7850, top5_acc: 0.9619, loss_cls: 2.6357, loss: 2.6357 +2024-09-21 04:05:35,620 - pyskl - INFO - Epoch [41][2000/3405] lr: 2.075e-02, eta: 1 day, 0:16:54, time: 0.233, data_time: 0.000, memory: 5251, top1_acc: 0.7562, top5_acc: 0.9594, loss_cls: 2.6857, loss: 2.6857 +2024-09-21 04:05:59,451 - pyskl - INFO - Epoch [41][2100/3405] lr: 2.074e-02, eta: 1 day, 0:16:32, time: 0.238, data_time: 0.000, memory: 5251, top1_acc: 0.7638, top5_acc: 0.9569, loss_cls: 2.6702, loss: 2.6702 +2024-09-21 04:06:21,965 - pyskl - INFO - Epoch [41][2200/3405] lr: 2.074e-02, eta: 1 day, 0:16:06, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7369, top5_acc: 0.9581, loss_cls: 2.7148, loss: 2.7148 +2024-09-21 04:06:44,900 - pyskl - INFO - Epoch [41][2300/3405] lr: 2.073e-02, eta: 1 day, 0:15:41, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.7600, top5_acc: 0.9550, loss_cls: 2.7060, loss: 2.7060 +2024-09-21 04:07:08,106 - pyskl - INFO - Epoch [41][2400/3405] lr: 2.073e-02, eta: 1 day, 0:15:17, time: 0.232, data_time: 0.000, memory: 5251, top1_acc: 0.7738, top5_acc: 0.9569, loss_cls: 2.6785, loss: 2.6785 +2024-09-21 04:07:31,768 - pyskl - INFO - Epoch [41][2500/3405] lr: 2.072e-02, eta: 1 day, 0:14:54, time: 0.237, data_time: 0.000, memory: 5251, top1_acc: 0.7594, top5_acc: 0.9550, loss_cls: 2.6910, loss: 2.6910 +2024-09-21 04:07:54,422 - pyskl - INFO - Epoch [41][2600/3405] lr: 2.071e-02, eta: 1 day, 0:14:28, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.7525, top5_acc: 0.9469, loss_cls: 2.7421, loss: 2.7421 +2024-09-21 04:08:18,117 - pyskl - INFO - Epoch [41][2700/3405] lr: 2.071e-02, eta: 1 day, 0:14:05, time: 0.237, data_time: 0.000, memory: 5251, top1_acc: 0.7644, top5_acc: 0.9544, loss_cls: 2.6808, loss: 2.6808 +2024-09-21 04:08:40,912 - pyskl - INFO - Epoch [41][2800/3405] lr: 2.070e-02, eta: 1 day, 0:13:40, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7450, top5_acc: 0.9550, loss_cls: 2.7364, loss: 2.7364 +2024-09-21 04:09:04,046 - pyskl - INFO - Epoch [41][2900/3405] lr: 2.070e-02, eta: 1 day, 0:13:16, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.7550, top5_acc: 0.9537, loss_cls: 2.7529, loss: 2.7529 +2024-09-21 04:09:27,187 - pyskl - INFO - Epoch [41][3000/3405] lr: 2.069e-02, eta: 1 day, 0:12:52, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.7462, top5_acc: 0.9563, loss_cls: 2.7166, loss: 2.7166 +2024-09-21 04:09:49,643 - pyskl - INFO - Epoch [41][3100/3405] lr: 2.069e-02, eta: 1 day, 0:12:25, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7562, top5_acc: 0.9537, loss_cls: 2.7043, loss: 2.7043 +2024-09-21 04:10:12,163 - pyskl - INFO - Epoch [41][3200/3405] lr: 2.068e-02, eta: 1 day, 0:11:59, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7550, top5_acc: 0.9544, loss_cls: 2.6917, loss: 2.6917 +2024-09-21 04:10:34,579 - pyskl - INFO - Epoch [41][3300/3405] lr: 2.067e-02, eta: 1 day, 0:11:33, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7619, top5_acc: 0.9556, loss_cls: 2.6805, loss: 2.6805 +2024-09-21 04:10:57,052 - pyskl - INFO - Epoch [41][3400/3405] lr: 2.067e-02, eta: 1 day, 0:11:07, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7719, top5_acc: 0.9494, loss_cls: 2.6746, loss: 2.6746 +2024-09-21 04:10:59,116 - pyskl - INFO - Saving checkpoint at 41 epochs +2024-09-21 04:14:46,248 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-21 04:14:46,788 - pyskl - INFO - +top1_acc 0.7390 +top5_acc 0.9404 +2024-09-21 04:14:46,807 - pyskl - INFO - Epoch(val) [41][3718] top1_acc: 0.7390, top5_acc: 0.9404 +2024-09-21 04:15:36,321 - pyskl - INFO - Epoch [42][100/3405] lr: 2.066e-02, eta: 1 day, 0:11:48, time: 0.495, data_time: 0.271, memory: 5251, top1_acc: 0.7688, top5_acc: 0.9563, loss_cls: 2.6578, loss: 2.6578 +2024-09-21 04:15:59,134 - pyskl - INFO - Epoch [42][200/3405] lr: 2.066e-02, eta: 1 day, 0:11:23, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7819, top5_acc: 0.9700, loss_cls: 2.6093, loss: 2.6093 +2024-09-21 04:16:21,563 - pyskl - INFO - Epoch [42][300/3405] lr: 2.065e-02, eta: 1 day, 0:10:57, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7750, top5_acc: 0.9613, loss_cls: 2.6538, loss: 2.6538 +2024-09-21 04:16:43,842 - pyskl - INFO - Epoch [42][400/3405] lr: 2.064e-02, eta: 1 day, 0:10:30, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7644, top5_acc: 0.9531, loss_cls: 2.7163, loss: 2.7163 +2024-09-21 04:17:05,661 - pyskl - INFO - Epoch [42][500/3405] lr: 2.064e-02, eta: 1 day, 0:10:03, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.7819, top5_acc: 0.9712, loss_cls: 2.6329, loss: 2.6329 +2024-09-21 04:17:27,910 - pyskl - INFO - Epoch [42][600/3405] lr: 2.063e-02, eta: 1 day, 0:09:36, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7712, top5_acc: 0.9531, loss_cls: 2.6676, loss: 2.6676 +2024-09-21 04:17:50,997 - pyskl - INFO - Epoch [42][700/3405] lr: 2.063e-02, eta: 1 day, 0:09:11, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.7688, top5_acc: 0.9644, loss_cls: 2.6590, loss: 2.6590 +2024-09-21 04:18:14,309 - pyskl - INFO - Epoch [42][800/3405] lr: 2.062e-02, eta: 1 day, 0:08:47, time: 0.233, data_time: 0.000, memory: 5251, top1_acc: 0.7725, top5_acc: 0.9581, loss_cls: 2.6706, loss: 2.6706 +2024-09-21 04:18:36,541 - pyskl - INFO - Epoch [42][900/3405] lr: 2.062e-02, eta: 1 day, 0:08:21, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7525, top5_acc: 0.9575, loss_cls: 2.6970, loss: 2.6970 +2024-09-21 04:18:59,399 - pyskl - INFO - Epoch [42][1000/3405] lr: 2.061e-02, eta: 1 day, 0:07:56, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.7575, top5_acc: 0.9631, loss_cls: 2.6626, loss: 2.6626 +2024-09-21 04:19:22,256 - pyskl - INFO - Epoch [42][1100/3405] lr: 2.060e-02, eta: 1 day, 0:07:30, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.7675, top5_acc: 0.9587, loss_cls: 2.6695, loss: 2.6695 +2024-09-21 04:19:44,630 - pyskl - INFO - Epoch [42][1200/3405] lr: 2.060e-02, eta: 1 day, 0:07:04, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7600, top5_acc: 0.9506, loss_cls: 2.6912, loss: 2.6912 +2024-09-21 04:20:06,679 - pyskl - INFO - Epoch [42][1300/3405] lr: 2.059e-02, eta: 1 day, 0:06:37, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.7694, top5_acc: 0.9531, loss_cls: 2.7021, loss: 2.7021 +2024-09-21 04:20:29,015 - pyskl - INFO - Epoch [42][1400/3405] lr: 2.059e-02, eta: 1 day, 0:06:10, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7475, top5_acc: 0.9463, loss_cls: 2.7365, loss: 2.7365 +2024-09-21 04:20:51,421 - pyskl - INFO - Epoch [42][1500/3405] lr: 2.058e-02, eta: 1 day, 0:05:44, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7450, top5_acc: 0.9581, loss_cls: 2.7232, loss: 2.7232 +2024-09-21 04:21:13,744 - pyskl - INFO - Epoch [42][1600/3405] lr: 2.057e-02, eta: 1 day, 0:05:18, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7819, top5_acc: 0.9663, loss_cls: 2.6331, loss: 2.6331 +2024-09-21 04:21:36,202 - pyskl - INFO - Epoch [42][1700/3405] lr: 2.057e-02, eta: 1 day, 0:04:52, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7525, top5_acc: 0.9575, loss_cls: 2.6959, loss: 2.6959 +2024-09-21 04:21:58,820 - pyskl - INFO - Epoch [42][1800/3405] lr: 2.056e-02, eta: 1 day, 0:04:26, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7725, top5_acc: 0.9637, loss_cls: 2.6648, loss: 2.6648 +2024-09-21 04:22:21,047 - pyskl - INFO - Epoch [42][1900/3405] lr: 2.056e-02, eta: 1 day, 0:03:59, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7381, top5_acc: 0.9525, loss_cls: 2.7376, loss: 2.7376 +2024-09-21 04:22:43,467 - pyskl - INFO - Epoch [42][2000/3405] lr: 2.055e-02, eta: 1 day, 0:03:33, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7488, top5_acc: 0.9494, loss_cls: 2.7261, loss: 2.7261 +2024-09-21 04:23:05,755 - pyskl - INFO - Epoch [42][2100/3405] lr: 2.054e-02, eta: 1 day, 0:03:07, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7781, top5_acc: 0.9600, loss_cls: 2.6692, loss: 2.6692 +2024-09-21 04:23:28,600 - pyskl - INFO - Epoch [42][2200/3405] lr: 2.054e-02, eta: 1 day, 0:02:41, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7550, top5_acc: 0.9544, loss_cls: 2.7163, loss: 2.7163 +2024-09-21 04:23:52,036 - pyskl - INFO - Epoch [42][2300/3405] lr: 2.053e-02, eta: 1 day, 0:02:18, time: 0.234, data_time: 0.000, memory: 5251, top1_acc: 0.7694, top5_acc: 0.9575, loss_cls: 2.6782, loss: 2.6782 +2024-09-21 04:24:14,570 - pyskl - INFO - Epoch [42][2400/3405] lr: 2.053e-02, eta: 1 day, 0:01:52, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7462, top5_acc: 0.9525, loss_cls: 2.7325, loss: 2.7325 +2024-09-21 04:24:37,529 - pyskl - INFO - Epoch [42][2500/3405] lr: 2.052e-02, eta: 1 day, 0:01:27, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.7700, top5_acc: 0.9519, loss_cls: 2.6878, loss: 2.6878 +2024-09-21 04:24:59,496 - pyskl - INFO - Epoch [42][2600/3405] lr: 2.052e-02, eta: 1 day, 0:01:00, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.7781, top5_acc: 0.9606, loss_cls: 2.6693, loss: 2.6693 +2024-09-21 04:25:21,699 - pyskl - INFO - Epoch [42][2700/3405] lr: 2.051e-02, eta: 1 day, 0:00:33, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7738, top5_acc: 0.9569, loss_cls: 2.6751, loss: 2.6751 +2024-09-21 04:25:43,916 - pyskl - INFO - Epoch [42][2800/3405] lr: 2.050e-02, eta: 1 day, 0:00:07, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7775, top5_acc: 0.9625, loss_cls: 2.6424, loss: 2.6424 +2024-09-21 04:26:06,250 - pyskl - INFO - Epoch [42][2900/3405] lr: 2.050e-02, eta: 23:59:40, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7769, top5_acc: 0.9606, loss_cls: 2.6493, loss: 2.6493 +2024-09-21 04:26:28,579 - pyskl - INFO - Epoch [42][3000/3405] lr: 2.049e-02, eta: 23:59:14, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7581, top5_acc: 0.9544, loss_cls: 2.6968, loss: 2.6968 +2024-09-21 04:26:50,805 - pyskl - INFO - Epoch [42][3100/3405] lr: 2.049e-02, eta: 23:58:47, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7556, top5_acc: 0.9519, loss_cls: 2.7241, loss: 2.7241 +2024-09-21 04:27:13,448 - pyskl - INFO - Epoch [42][3200/3405] lr: 2.048e-02, eta: 23:58:22, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7675, top5_acc: 0.9556, loss_cls: 2.6737, loss: 2.6737 +2024-09-21 04:27:35,881 - pyskl - INFO - Epoch [42][3300/3405] lr: 2.047e-02, eta: 23:57:56, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7650, top5_acc: 0.9556, loss_cls: 2.6846, loss: 2.6846 +2024-09-21 04:27:58,475 - pyskl - INFO - Epoch [42][3400/3405] lr: 2.047e-02, eta: 23:57:30, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7669, top5_acc: 0.9594, loss_cls: 2.6714, loss: 2.6714 +2024-09-21 04:28:00,266 - pyskl - INFO - Saving checkpoint at 42 epochs +2024-09-21 04:31:49,290 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-21 04:31:50,079 - pyskl - INFO - +top1_acc 0.7609 +top5_acc 0.9499 +2024-09-21 04:31:50,085 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/j_2/best_top1_acc_epoch_39.pth was removed +2024-09-21 04:31:50,332 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_42.pth. +2024-09-21 04:31:50,333 - pyskl - INFO - Best top1_acc is 0.7609 at 42 epoch. +2024-09-21 04:31:50,353 - pyskl - INFO - Epoch(val) [42][3718] top1_acc: 0.7609, top5_acc: 0.9499 +2024-09-21 04:32:41,555 - pyskl - INFO - Epoch [43][100/3405] lr: 2.046e-02, eta: 23:58:14, time: 0.512, data_time: 0.290, memory: 5251, top1_acc: 0.7900, top5_acc: 0.9681, loss_cls: 2.6192, loss: 2.6192 +2024-09-21 04:33:03,497 - pyskl - INFO - Epoch [43][200/3405] lr: 2.046e-02, eta: 23:57:46, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.7675, top5_acc: 0.9637, loss_cls: 2.6690, loss: 2.6690 +2024-09-21 04:33:25,704 - pyskl - INFO - Epoch [43][300/3405] lr: 2.045e-02, eta: 23:57:19, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7794, top5_acc: 0.9650, loss_cls: 2.6028, loss: 2.6028 +2024-09-21 04:33:48,952 - pyskl - INFO - Epoch [43][400/3405] lr: 2.044e-02, eta: 23:56:55, time: 0.232, data_time: 0.000, memory: 5251, top1_acc: 0.7969, top5_acc: 0.9669, loss_cls: 2.5717, loss: 2.5717 +2024-09-21 04:34:11,454 - pyskl - INFO - Epoch [43][500/3405] lr: 2.044e-02, eta: 23:56:29, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7512, top5_acc: 0.9587, loss_cls: 2.6995, loss: 2.6995 +2024-09-21 04:34:33,943 - pyskl - INFO - Epoch [43][600/3405] lr: 2.043e-02, eta: 23:56:03, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7556, top5_acc: 0.9544, loss_cls: 2.7081, loss: 2.7081 +2024-09-21 04:34:57,243 - pyskl - INFO - Epoch [43][700/3405] lr: 2.043e-02, eta: 23:55:40, time: 0.233, data_time: 0.000, memory: 5251, top1_acc: 0.7512, top5_acc: 0.9525, loss_cls: 2.7029, loss: 2.7029 +2024-09-21 04:35:20,590 - pyskl - INFO - Epoch [43][800/3405] lr: 2.042e-02, eta: 23:55:16, time: 0.233, data_time: 0.000, memory: 5251, top1_acc: 0.7781, top5_acc: 0.9550, loss_cls: 2.6461, loss: 2.6461 +2024-09-21 04:35:43,892 - pyskl - INFO - Epoch [43][900/3405] lr: 2.041e-02, eta: 23:54:52, time: 0.233, data_time: 0.000, memory: 5251, top1_acc: 0.7631, top5_acc: 0.9563, loss_cls: 2.7004, loss: 2.7004 +2024-09-21 04:36:07,332 - pyskl - INFO - Epoch [43][1000/3405] lr: 2.041e-02, eta: 23:54:28, time: 0.234, data_time: 0.000, memory: 5251, top1_acc: 0.7831, top5_acc: 0.9544, loss_cls: 2.6867, loss: 2.6867 +2024-09-21 04:36:30,030 - pyskl - INFO - Epoch [43][1100/3405] lr: 2.040e-02, eta: 23:54:03, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.7731, top5_acc: 0.9619, loss_cls: 2.6480, loss: 2.6480 +2024-09-21 04:36:52,663 - pyskl - INFO - Epoch [43][1200/3405] lr: 2.040e-02, eta: 23:53:37, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7412, top5_acc: 0.9475, loss_cls: 2.7573, loss: 2.7573 +2024-09-21 04:37:15,636 - pyskl - INFO - Epoch [43][1300/3405] lr: 2.039e-02, eta: 23:53:13, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.7669, top5_acc: 0.9537, loss_cls: 2.7216, loss: 2.7216 +2024-09-21 04:37:38,758 - pyskl - INFO - Epoch [43][1400/3405] lr: 2.038e-02, eta: 23:52:48, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.7706, top5_acc: 0.9550, loss_cls: 2.6730, loss: 2.6730 +2024-09-21 04:38:01,779 - pyskl - INFO - Epoch [43][1500/3405] lr: 2.038e-02, eta: 23:52:24, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.7581, top5_acc: 0.9587, loss_cls: 2.7173, loss: 2.7173 +2024-09-21 04:38:24,200 - pyskl - INFO - Epoch [43][1600/3405] lr: 2.037e-02, eta: 23:51:57, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7475, top5_acc: 0.9550, loss_cls: 2.7557, loss: 2.7557 +2024-09-21 04:38:47,270 - pyskl - INFO - Epoch [43][1700/3405] lr: 2.037e-02, eta: 23:51:33, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.7550, top5_acc: 0.9500, loss_cls: 2.6972, loss: 2.6972 +2024-09-21 04:39:10,287 - pyskl - INFO - Epoch [43][1800/3405] lr: 2.036e-02, eta: 23:51:08, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.7644, top5_acc: 0.9544, loss_cls: 2.7106, loss: 2.7106 +2024-09-21 04:39:33,104 - pyskl - INFO - Epoch [43][1900/3405] lr: 2.035e-02, eta: 23:50:43, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7606, top5_acc: 0.9594, loss_cls: 2.6988, loss: 2.6988 +2024-09-21 04:39:55,814 - pyskl - INFO - Epoch [43][2000/3405] lr: 2.035e-02, eta: 23:50:18, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.7681, top5_acc: 0.9487, loss_cls: 2.7102, loss: 2.7102 +2024-09-21 04:40:18,027 - pyskl - INFO - Epoch [43][2100/3405] lr: 2.034e-02, eta: 23:49:51, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7600, top5_acc: 0.9525, loss_cls: 2.7214, loss: 2.7214 +2024-09-21 04:40:39,917 - pyskl - INFO - Epoch [43][2200/3405] lr: 2.034e-02, eta: 23:49:24, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.7600, top5_acc: 0.9606, loss_cls: 2.6993, loss: 2.6993 +2024-09-21 04:41:02,061 - pyskl - INFO - Epoch [43][2300/3405] lr: 2.033e-02, eta: 23:48:57, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.7956, top5_acc: 0.9663, loss_cls: 2.5925, loss: 2.5925 +2024-09-21 04:41:24,741 - pyskl - INFO - Epoch [43][2400/3405] lr: 2.032e-02, eta: 23:48:32, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.7856, top5_acc: 0.9619, loss_cls: 2.6295, loss: 2.6295 +2024-09-21 04:41:46,948 - pyskl - INFO - Epoch [43][2500/3405] lr: 2.032e-02, eta: 23:48:05, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7800, top5_acc: 0.9619, loss_cls: 2.6464, loss: 2.6464 +2024-09-21 04:42:09,433 - pyskl - INFO - Epoch [43][2600/3405] lr: 2.031e-02, eta: 23:47:39, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7669, top5_acc: 0.9563, loss_cls: 2.6657, loss: 2.6657 +2024-09-21 04:42:32,416 - pyskl - INFO - Epoch [43][2700/3405] lr: 2.031e-02, eta: 23:47:15, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.7719, top5_acc: 0.9550, loss_cls: 2.6798, loss: 2.6798 +2024-09-21 04:42:55,394 - pyskl - INFO - Epoch [43][2800/3405] lr: 2.030e-02, eta: 23:46:50, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.7600, top5_acc: 0.9469, loss_cls: 2.7400, loss: 2.7400 +2024-09-21 04:43:17,850 - pyskl - INFO - Epoch [43][2900/3405] lr: 2.029e-02, eta: 23:46:24, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7781, top5_acc: 0.9600, loss_cls: 2.6365, loss: 2.6365 +2024-09-21 04:43:40,000 - pyskl - INFO - Epoch [43][3000/3405] lr: 2.029e-02, eta: 23:45:57, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.7456, top5_acc: 0.9594, loss_cls: 2.7248, loss: 2.7248 +2024-09-21 04:44:02,166 - pyskl - INFO - Epoch [43][3100/3405] lr: 2.028e-02, eta: 23:45:30, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7712, top5_acc: 0.9531, loss_cls: 2.7045, loss: 2.7045 +2024-09-21 04:44:24,788 - pyskl - INFO - Epoch [43][3200/3405] lr: 2.028e-02, eta: 23:45:05, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7588, top5_acc: 0.9537, loss_cls: 2.6936, loss: 2.6936 +2024-09-21 04:44:47,668 - pyskl - INFO - Epoch [43][3300/3405] lr: 2.027e-02, eta: 23:44:40, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.7650, top5_acc: 0.9537, loss_cls: 2.6910, loss: 2.6910 +2024-09-21 04:45:09,847 - pyskl - INFO - Epoch [43][3400/3405] lr: 2.026e-02, eta: 23:44:13, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7538, top5_acc: 0.9606, loss_cls: 2.7135, loss: 2.7135 +2024-09-21 04:45:11,958 - pyskl - INFO - Saving checkpoint at 43 epochs +2024-09-21 04:49:01,579 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-21 04:49:02,180 - pyskl - INFO - +top1_acc 0.7398 +top5_acc 0.9430 +2024-09-21 04:49:02,199 - pyskl - INFO - Epoch(val) [43][3718] top1_acc: 0.7398, top5_acc: 0.9430 +2024-09-21 04:49:52,604 - pyskl - INFO - Epoch [44][100/3405] lr: 2.026e-02, eta: 23:44:53, time: 0.504, data_time: 0.284, memory: 5251, top1_acc: 0.7744, top5_acc: 0.9625, loss_cls: 2.6275, loss: 2.6275 +2024-09-21 04:50:15,718 - pyskl - INFO - Epoch [44][200/3405] lr: 2.025e-02, eta: 23:44:28, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.7844, top5_acc: 0.9581, loss_cls: 2.6203, loss: 2.6203 +2024-09-21 04:50:38,747 - pyskl - INFO - Epoch [44][300/3405] lr: 2.025e-02, eta: 23:44:04, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.7931, top5_acc: 0.9656, loss_cls: 2.5832, loss: 2.5832 +2024-09-21 04:51:02,425 - pyskl - INFO - Epoch [44][400/3405] lr: 2.024e-02, eta: 23:43:41, time: 0.237, data_time: 0.000, memory: 5251, top1_acc: 0.7831, top5_acc: 0.9675, loss_cls: 2.6156, loss: 2.6156 +2024-09-21 04:51:26,207 - pyskl - INFO - Epoch [44][500/3405] lr: 2.023e-02, eta: 23:43:18, time: 0.238, data_time: 0.000, memory: 5251, top1_acc: 0.7738, top5_acc: 0.9600, loss_cls: 2.6382, loss: 2.6382 +2024-09-21 04:51:49,870 - pyskl - INFO - Epoch [44][600/3405] lr: 2.023e-02, eta: 23:42:55, time: 0.237, data_time: 0.000, memory: 5251, top1_acc: 0.7781, top5_acc: 0.9575, loss_cls: 2.6597, loss: 2.6597 +2024-09-21 04:52:13,167 - pyskl - INFO - Epoch [44][700/3405] lr: 2.022e-02, eta: 23:42:31, time: 0.233, data_time: 0.000, memory: 5251, top1_acc: 0.7612, top5_acc: 0.9525, loss_cls: 2.7051, loss: 2.7051 +2024-09-21 04:52:35,581 - pyskl - INFO - Epoch [44][800/3405] lr: 2.022e-02, eta: 23:42:05, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7525, top5_acc: 0.9600, loss_cls: 2.7007, loss: 2.7007 +2024-09-21 04:52:58,142 - pyskl - INFO - Epoch [44][900/3405] lr: 2.021e-02, eta: 23:41:40, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7631, top5_acc: 0.9669, loss_cls: 2.6560, loss: 2.6560 +2024-09-21 04:53:21,338 - pyskl - INFO - Epoch [44][1000/3405] lr: 2.020e-02, eta: 23:41:15, time: 0.232, data_time: 0.000, memory: 5251, top1_acc: 0.7806, top5_acc: 0.9663, loss_cls: 2.6276, loss: 2.6276 +2024-09-21 04:53:43,703 - pyskl - INFO - Epoch [44][1100/3405] lr: 2.020e-02, eta: 23:40:49, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7831, top5_acc: 0.9550, loss_cls: 2.6623, loss: 2.6623 +2024-09-21 04:54:06,113 - pyskl - INFO - Epoch [44][1200/3405] lr: 2.019e-02, eta: 23:40:23, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7575, top5_acc: 0.9619, loss_cls: 2.6784, loss: 2.6784 +2024-09-21 04:54:28,961 - pyskl - INFO - Epoch [44][1300/3405] lr: 2.019e-02, eta: 23:39:58, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7744, top5_acc: 0.9644, loss_cls: 2.6363, loss: 2.6363 +2024-09-21 04:54:51,947 - pyskl - INFO - Epoch [44][1400/3405] lr: 2.018e-02, eta: 23:39:33, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.7525, top5_acc: 0.9606, loss_cls: 2.6911, loss: 2.6911 +2024-09-21 04:55:15,442 - pyskl - INFO - Epoch [44][1500/3405] lr: 2.017e-02, eta: 23:39:10, time: 0.235, data_time: 0.000, memory: 5251, top1_acc: 0.7538, top5_acc: 0.9531, loss_cls: 2.6936, loss: 2.6936 +2024-09-21 04:55:38,843 - pyskl - INFO - Epoch [44][1600/3405] lr: 2.017e-02, eta: 23:38:46, time: 0.234, data_time: 0.000, memory: 5251, top1_acc: 0.7600, top5_acc: 0.9581, loss_cls: 2.6747, loss: 2.6747 +2024-09-21 04:56:02,459 - pyskl - INFO - Epoch [44][1700/3405] lr: 2.016e-02, eta: 23:38:23, time: 0.236, data_time: 0.000, memory: 5251, top1_acc: 0.7738, top5_acc: 0.9606, loss_cls: 2.6459, loss: 2.6459 +2024-09-21 04:56:25,966 - pyskl - INFO - Epoch [44][1800/3405] lr: 2.016e-02, eta: 23:38:00, time: 0.235, data_time: 0.000, memory: 5251, top1_acc: 0.7525, top5_acc: 0.9544, loss_cls: 2.7153, loss: 2.7153 +2024-09-21 04:56:49,571 - pyskl - INFO - Epoch [44][1900/3405] lr: 2.015e-02, eta: 23:37:37, time: 0.236, data_time: 0.000, memory: 5251, top1_acc: 0.7512, top5_acc: 0.9487, loss_cls: 2.7258, loss: 2.7258 +2024-09-21 04:57:12,907 - pyskl - INFO - Epoch [44][2000/3405] lr: 2.014e-02, eta: 23:37:13, time: 0.233, data_time: 0.000, memory: 5251, top1_acc: 0.7725, top5_acc: 0.9600, loss_cls: 2.6464, loss: 2.6464 +2024-09-21 04:57:36,161 - pyskl - INFO - Epoch [44][2100/3405] lr: 2.014e-02, eta: 23:36:49, time: 0.233, data_time: 0.000, memory: 5251, top1_acc: 0.7712, top5_acc: 0.9594, loss_cls: 2.6670, loss: 2.6670 +2024-09-21 04:57:58,801 - pyskl - INFO - Epoch [44][2200/3405] lr: 2.013e-02, eta: 23:36:24, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7481, top5_acc: 0.9613, loss_cls: 2.7027, loss: 2.7027 +2024-09-21 04:58:21,086 - pyskl - INFO - Epoch [44][2300/3405] lr: 2.013e-02, eta: 23:35:57, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7425, top5_acc: 0.9513, loss_cls: 2.7380, loss: 2.7380 +2024-09-21 04:58:43,377 - pyskl - INFO - Epoch [44][2400/3405] lr: 2.012e-02, eta: 23:35:31, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7681, top5_acc: 0.9594, loss_cls: 2.6816, loss: 2.6816 +2024-09-21 04:59:05,900 - pyskl - INFO - Epoch [44][2500/3405] lr: 2.011e-02, eta: 23:35:05, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7700, top5_acc: 0.9600, loss_cls: 2.6588, loss: 2.6588 +2024-09-21 04:59:28,442 - pyskl - INFO - Epoch [44][2600/3405] lr: 2.011e-02, eta: 23:34:39, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7506, top5_acc: 0.9513, loss_cls: 2.7109, loss: 2.7109 +2024-09-21 04:59:51,701 - pyskl - INFO - Epoch [44][2700/3405] lr: 2.010e-02, eta: 23:34:15, time: 0.233, data_time: 0.000, memory: 5251, top1_acc: 0.7769, top5_acc: 0.9644, loss_cls: 2.6420, loss: 2.6420 +2024-09-21 05:00:14,714 - pyskl - INFO - Epoch [44][2800/3405] lr: 2.009e-02, eta: 23:33:51, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.7837, top5_acc: 0.9625, loss_cls: 2.6206, loss: 2.6206 +2024-09-21 05:00:38,052 - pyskl - INFO - Epoch [44][2900/3405] lr: 2.009e-02, eta: 23:33:27, time: 0.233, data_time: 0.000, memory: 5251, top1_acc: 0.7706, top5_acc: 0.9594, loss_cls: 2.6665, loss: 2.6665 +2024-09-21 05:01:00,234 - pyskl - INFO - Epoch [44][3000/3405] lr: 2.008e-02, eta: 23:33:00, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7731, top5_acc: 0.9550, loss_cls: 2.6777, loss: 2.6777 +2024-09-21 05:01:22,268 - pyskl - INFO - Epoch [44][3100/3405] lr: 2.008e-02, eta: 23:32:34, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.7388, top5_acc: 0.9450, loss_cls: 2.7612, loss: 2.7612 +2024-09-21 05:01:44,134 - pyskl - INFO - Epoch [44][3200/3405] lr: 2.007e-02, eta: 23:32:06, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.7669, top5_acc: 0.9581, loss_cls: 2.6816, loss: 2.6816 +2024-09-21 05:02:06,392 - pyskl - INFO - Epoch [44][3300/3405] lr: 2.006e-02, eta: 23:31:40, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7794, top5_acc: 0.9556, loss_cls: 2.6510, loss: 2.6510 +2024-09-21 05:02:29,020 - pyskl - INFO - Epoch [44][3400/3405] lr: 2.006e-02, eta: 23:31:14, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7588, top5_acc: 0.9581, loss_cls: 2.7024, loss: 2.7024 +2024-09-21 05:02:30,983 - pyskl - INFO - Saving checkpoint at 44 epochs +2024-09-21 05:06:18,860 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-21 05:06:19,550 - pyskl - INFO - +top1_acc 0.6864 +top5_acc 0.9279 +2024-09-21 05:06:19,569 - pyskl - INFO - Epoch(val) [44][3718] top1_acc: 0.6864, top5_acc: 0.9279 +2024-09-21 05:07:13,161 - pyskl - INFO - Epoch [45][100/3405] lr: 2.005e-02, eta: 23:31:59, time: 0.536, data_time: 0.311, memory: 5251, top1_acc: 0.7750, top5_acc: 0.9619, loss_cls: 2.6429, loss: 2.6429 +2024-09-21 05:07:35,520 - pyskl - INFO - Epoch [45][200/3405] lr: 2.005e-02, eta: 23:31:33, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7725, top5_acc: 0.9631, loss_cls: 2.6346, loss: 2.6346 +2024-09-21 05:07:57,933 - pyskl - INFO - Epoch [45][300/3405] lr: 2.004e-02, eta: 23:31:07, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7750, top5_acc: 0.9575, loss_cls: 2.6472, loss: 2.6472 +2024-09-21 05:08:19,945 - pyskl - INFO - Epoch [45][400/3405] lr: 2.003e-02, eta: 23:30:40, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.7944, top5_acc: 0.9613, loss_cls: 2.6216, loss: 2.6216 +2024-09-21 05:08:41,971 - pyskl - INFO - Epoch [45][500/3405] lr: 2.003e-02, eta: 23:30:13, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.7631, top5_acc: 0.9563, loss_cls: 2.6886, loss: 2.6886 +2024-09-21 05:09:05,051 - pyskl - INFO - Epoch [45][600/3405] lr: 2.002e-02, eta: 23:29:49, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.7631, top5_acc: 0.9556, loss_cls: 2.6831, loss: 2.6831 +2024-09-21 05:09:27,904 - pyskl - INFO - Epoch [45][700/3405] lr: 2.001e-02, eta: 23:29:24, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.7669, top5_acc: 0.9594, loss_cls: 2.6414, loss: 2.6414 +2024-09-21 05:09:49,958 - pyskl - INFO - Epoch [45][800/3405] lr: 2.001e-02, eta: 23:28:57, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.7638, top5_acc: 0.9544, loss_cls: 2.6806, loss: 2.6806 +2024-09-21 05:10:11,860 - pyskl - INFO - Epoch [45][900/3405] lr: 2.000e-02, eta: 23:28:30, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.7731, top5_acc: 0.9525, loss_cls: 2.6561, loss: 2.6561 +2024-09-21 05:10:34,018 - pyskl - INFO - Epoch [45][1000/3405] lr: 2.000e-02, eta: 23:28:03, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7650, top5_acc: 0.9644, loss_cls: 2.6482, loss: 2.6482 +2024-09-21 05:10:56,096 - pyskl - INFO - Epoch [45][1100/3405] lr: 1.999e-02, eta: 23:27:36, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.7863, top5_acc: 0.9688, loss_cls: 2.6049, loss: 2.6049 +2024-09-21 05:11:18,554 - pyskl - INFO - Epoch [45][1200/3405] lr: 1.998e-02, eta: 23:27:10, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7712, top5_acc: 0.9669, loss_cls: 2.6174, loss: 2.6174 +2024-09-21 05:11:40,597 - pyskl - INFO - Epoch [45][1300/3405] lr: 1.998e-02, eta: 23:26:44, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.7544, top5_acc: 0.9525, loss_cls: 2.7374, loss: 2.7374 +2024-09-21 05:12:02,577 - pyskl - INFO - Epoch [45][1400/3405] lr: 1.997e-02, eta: 23:26:17, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.7669, top5_acc: 0.9544, loss_cls: 2.6767, loss: 2.6767 +2024-09-21 05:12:24,946 - pyskl - INFO - Epoch [45][1500/3405] lr: 1.997e-02, eta: 23:25:51, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7725, top5_acc: 0.9481, loss_cls: 2.6829, loss: 2.6829 +2024-09-21 05:12:46,678 - pyskl - INFO - Epoch [45][1600/3405] lr: 1.996e-02, eta: 23:25:23, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.7738, top5_acc: 0.9675, loss_cls: 2.6337, loss: 2.6337 +2024-09-21 05:13:08,685 - pyskl - INFO - Epoch [45][1700/3405] lr: 1.995e-02, eta: 23:24:56, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.7631, top5_acc: 0.9581, loss_cls: 2.6674, loss: 2.6674 +2024-09-21 05:13:31,394 - pyskl - INFO - Epoch [45][1800/3405] lr: 1.995e-02, eta: 23:24:31, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.7531, top5_acc: 0.9513, loss_cls: 2.7236, loss: 2.7236 +2024-09-21 05:13:53,524 - pyskl - INFO - Epoch [45][1900/3405] lr: 1.994e-02, eta: 23:24:04, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.7756, top5_acc: 0.9575, loss_cls: 2.6304, loss: 2.6304 +2024-09-21 05:14:15,663 - pyskl - INFO - Epoch [45][2000/3405] lr: 1.993e-02, eta: 23:23:38, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.7631, top5_acc: 0.9556, loss_cls: 2.6935, loss: 2.6935 +2024-09-21 05:14:37,727 - pyskl - INFO - Epoch [45][2100/3405] lr: 1.993e-02, eta: 23:23:11, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.7850, top5_acc: 0.9600, loss_cls: 2.6187, loss: 2.6187 +2024-09-21 05:15:00,640 - pyskl - INFO - Epoch [45][2200/3405] lr: 1.992e-02, eta: 23:22:46, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.7806, top5_acc: 0.9569, loss_cls: 2.6339, loss: 2.6339 +2024-09-21 05:15:23,194 - pyskl - INFO - Epoch [45][2300/3405] lr: 1.992e-02, eta: 23:22:20, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7625, top5_acc: 0.9637, loss_cls: 2.6904, loss: 2.6904 +2024-09-21 05:15:44,942 - pyskl - INFO - Epoch [45][2400/3405] lr: 1.991e-02, eta: 23:21:53, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.7744, top5_acc: 0.9594, loss_cls: 2.6383, loss: 2.6383 +2024-09-21 05:16:06,495 - pyskl - INFO - Epoch [45][2500/3405] lr: 1.990e-02, eta: 23:21:25, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.7756, top5_acc: 0.9544, loss_cls: 2.6750, loss: 2.6750 +2024-09-21 05:16:28,563 - pyskl - INFO - Epoch [45][2600/3405] lr: 1.990e-02, eta: 23:20:58, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.7869, top5_acc: 0.9537, loss_cls: 2.6486, loss: 2.6486 +2024-09-21 05:16:50,262 - pyskl - INFO - Epoch [45][2700/3405] lr: 1.989e-02, eta: 23:20:31, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.7712, top5_acc: 0.9581, loss_cls: 2.6520, loss: 2.6520 +2024-09-21 05:17:12,326 - pyskl - INFO - Epoch [45][2800/3405] lr: 1.988e-02, eta: 23:20:04, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.7719, top5_acc: 0.9487, loss_cls: 2.6888, loss: 2.6888 +2024-09-21 05:17:34,255 - pyskl - INFO - Epoch [45][2900/3405] lr: 1.988e-02, eta: 23:19:37, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.7837, top5_acc: 0.9587, loss_cls: 2.6378, loss: 2.6378 +2024-09-21 05:17:56,633 - pyskl - INFO - Epoch [45][3000/3405] lr: 1.987e-02, eta: 23:19:11, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7569, top5_acc: 0.9525, loss_cls: 2.7158, loss: 2.7158 +2024-09-21 05:18:19,087 - pyskl - INFO - Epoch [45][3100/3405] lr: 1.987e-02, eta: 23:18:45, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7831, top5_acc: 0.9500, loss_cls: 2.6338, loss: 2.6338 +2024-09-21 05:18:41,343 - pyskl - INFO - Epoch [45][3200/3405] lr: 1.986e-02, eta: 23:18:19, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7800, top5_acc: 0.9556, loss_cls: 2.6404, loss: 2.6404 +2024-09-21 05:19:03,820 - pyskl - INFO - Epoch [45][3300/3405] lr: 1.985e-02, eta: 23:17:53, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7506, top5_acc: 0.9569, loss_cls: 2.7132, loss: 2.7132 +2024-09-21 05:19:25,784 - pyskl - INFO - Epoch [45][3400/3405] lr: 1.985e-02, eta: 23:17:26, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.7569, top5_acc: 0.9556, loss_cls: 2.6921, loss: 2.6921 +2024-09-21 05:19:27,799 - pyskl - INFO - Saving checkpoint at 45 epochs +2024-09-21 05:23:15,147 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-21 05:23:15,707 - pyskl - INFO - +top1_acc 0.7309 +top5_acc 0.9371 +2024-09-21 05:23:15,726 - pyskl - INFO - Epoch(val) [45][3718] top1_acc: 0.7309, top5_acc: 0.9371 +2024-09-21 05:24:06,050 - pyskl - INFO - Epoch [46][100/3405] lr: 1.984e-02, eta: 23:18:01, time: 0.503, data_time: 0.283, memory: 5251, top1_acc: 0.7881, top5_acc: 0.9600, loss_cls: 2.6155, loss: 2.6155 +2024-09-21 05:24:28,166 - pyskl - INFO - Epoch [46][200/3405] lr: 1.983e-02, eta: 23:17:35, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.7625, top5_acc: 0.9606, loss_cls: 2.6540, loss: 2.6540 +2024-09-21 05:24:50,246 - pyskl - INFO - Epoch [46][300/3405] lr: 1.983e-02, eta: 23:17:08, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.7731, top5_acc: 0.9600, loss_cls: 2.6237, loss: 2.6237 +2024-09-21 05:25:11,951 - pyskl - INFO - Epoch [46][400/3405] lr: 1.982e-02, eta: 23:16:41, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.7881, top5_acc: 0.9650, loss_cls: 2.6094, loss: 2.6094 +2024-09-21 05:25:34,371 - pyskl - INFO - Epoch [46][500/3405] lr: 1.982e-02, eta: 23:16:15, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7738, top5_acc: 0.9463, loss_cls: 2.6739, loss: 2.6739 +2024-09-21 05:25:57,006 - pyskl - INFO - Epoch [46][600/3405] lr: 1.981e-02, eta: 23:15:49, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7769, top5_acc: 0.9581, loss_cls: 2.6529, loss: 2.6529 +2024-09-21 05:26:19,531 - pyskl - INFO - Epoch [46][700/3405] lr: 1.980e-02, eta: 23:15:24, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7900, top5_acc: 0.9644, loss_cls: 2.5992, loss: 2.5992 +2024-09-21 05:26:42,095 - pyskl - INFO - Epoch [46][800/3405] lr: 1.980e-02, eta: 23:14:58, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7744, top5_acc: 0.9519, loss_cls: 2.6879, loss: 2.6879 +2024-09-21 05:27:04,870 - pyskl - INFO - Epoch [46][900/3405] lr: 1.979e-02, eta: 23:14:33, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7837, top5_acc: 0.9681, loss_cls: 2.6091, loss: 2.6091 +2024-09-21 05:27:27,036 - pyskl - INFO - Epoch [46][1000/3405] lr: 1.979e-02, eta: 23:14:07, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7825, top5_acc: 0.9569, loss_cls: 2.6443, loss: 2.6443 +2024-09-21 05:27:49,886 - pyskl - INFO - Epoch [46][1100/3405] lr: 1.978e-02, eta: 23:13:42, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7731, top5_acc: 0.9600, loss_cls: 2.6543, loss: 2.6543 +2024-09-21 05:28:12,824 - pyskl - INFO - Epoch [46][1200/3405] lr: 1.977e-02, eta: 23:13:17, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.7638, top5_acc: 0.9587, loss_cls: 2.7002, loss: 2.7002 +2024-09-21 05:28:35,475 - pyskl - INFO - Epoch [46][1300/3405] lr: 1.977e-02, eta: 23:12:52, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.7675, top5_acc: 0.9587, loss_cls: 2.6644, loss: 2.6644 +2024-09-21 05:28:58,175 - pyskl - INFO - Epoch [46][1400/3405] lr: 1.976e-02, eta: 23:12:26, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.7694, top5_acc: 0.9625, loss_cls: 2.6629, loss: 2.6629 +2024-09-21 05:29:20,353 - pyskl - INFO - Epoch [46][1500/3405] lr: 1.975e-02, eta: 23:12:00, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7594, top5_acc: 0.9563, loss_cls: 2.6826, loss: 2.6826 +2024-09-21 05:29:42,385 - pyskl - INFO - Epoch [46][1600/3405] lr: 1.975e-02, eta: 23:11:33, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.7900, top5_acc: 0.9544, loss_cls: 2.6234, loss: 2.6234 +2024-09-21 05:30:04,292 - pyskl - INFO - Epoch [46][1700/3405] lr: 1.974e-02, eta: 23:11:06, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.7919, top5_acc: 0.9675, loss_cls: 2.5955, loss: 2.5955 +2024-09-21 05:30:26,864 - pyskl - INFO - Epoch [46][1800/3405] lr: 1.973e-02, eta: 23:10:41, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7969, top5_acc: 0.9600, loss_cls: 2.5937, loss: 2.5937 +2024-09-21 05:30:49,269 - pyskl - INFO - Epoch [46][1900/3405] lr: 1.973e-02, eta: 23:10:15, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7694, top5_acc: 0.9613, loss_cls: 2.6448, loss: 2.6448 +2024-09-21 05:31:11,617 - pyskl - INFO - Epoch [46][2000/3405] lr: 1.972e-02, eta: 23:09:49, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7806, top5_acc: 0.9581, loss_cls: 2.6610, loss: 2.6610 +2024-09-21 05:31:33,686 - pyskl - INFO - Epoch [46][2100/3405] lr: 1.972e-02, eta: 23:09:22, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.7769, top5_acc: 0.9631, loss_cls: 2.6473, loss: 2.6473 +2024-09-21 05:31:56,370 - pyskl - INFO - Epoch [46][2200/3405] lr: 1.971e-02, eta: 23:08:57, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.7850, top5_acc: 0.9556, loss_cls: 2.6575, loss: 2.6575 +2024-09-21 05:32:18,145 - pyskl - INFO - Epoch [46][2300/3405] lr: 1.970e-02, eta: 23:08:30, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.7775, top5_acc: 0.9600, loss_cls: 2.6504, loss: 2.6504 +2024-09-21 05:32:41,060 - pyskl - INFO - Epoch [46][2400/3405] lr: 1.970e-02, eta: 23:08:05, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.7863, top5_acc: 0.9587, loss_cls: 2.6385, loss: 2.6385 +2024-09-21 05:33:03,809 - pyskl - INFO - Epoch [46][2500/3405] lr: 1.969e-02, eta: 23:07:40, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.7706, top5_acc: 0.9537, loss_cls: 2.6794, loss: 2.6794 +2024-09-21 05:33:27,077 - pyskl - INFO - Epoch [46][2600/3405] lr: 1.968e-02, eta: 23:07:16, time: 0.233, data_time: 0.000, memory: 5251, top1_acc: 0.7906, top5_acc: 0.9587, loss_cls: 2.6138, loss: 2.6138 +2024-09-21 05:33:49,689 - pyskl - INFO - Epoch [46][2700/3405] lr: 1.968e-02, eta: 23:06:51, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7881, top5_acc: 0.9650, loss_cls: 2.5966, loss: 2.5966 +2024-09-21 05:34:11,940 - pyskl - INFO - Epoch [46][2800/3405] lr: 1.967e-02, eta: 23:06:25, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7650, top5_acc: 0.9606, loss_cls: 2.6694, loss: 2.6694 +2024-09-21 05:34:34,414 - pyskl - INFO - Epoch [46][2900/3405] lr: 1.967e-02, eta: 23:05:59, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7950, top5_acc: 0.9644, loss_cls: 2.5985, loss: 2.5985 +2024-09-21 05:34:56,934 - pyskl - INFO - Epoch [46][3000/3405] lr: 1.966e-02, eta: 23:05:33, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7544, top5_acc: 0.9525, loss_cls: 2.7048, loss: 2.7048 +2024-09-21 05:35:19,018 - pyskl - INFO - Epoch [46][3100/3405] lr: 1.965e-02, eta: 23:05:07, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.7669, top5_acc: 0.9537, loss_cls: 2.6918, loss: 2.6918 +2024-09-21 05:35:40,733 - pyskl - INFO - Epoch [46][3200/3405] lr: 1.965e-02, eta: 23:04:39, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.7681, top5_acc: 0.9619, loss_cls: 2.6680, loss: 2.6680 +2024-09-21 05:36:02,442 - pyskl - INFO - Epoch [46][3300/3405] lr: 1.964e-02, eta: 23:04:12, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.7900, top5_acc: 0.9625, loss_cls: 2.6170, loss: 2.6170 +2024-09-21 05:36:24,579 - pyskl - INFO - Epoch [46][3400/3405] lr: 1.963e-02, eta: 23:03:46, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.7769, top5_acc: 0.9544, loss_cls: 2.6379, loss: 2.6379 +2024-09-21 05:36:26,629 - pyskl - INFO - Saving checkpoint at 46 epochs +2024-09-21 05:40:13,638 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-21 05:40:14,184 - pyskl - INFO - +top1_acc 0.7505 +top5_acc 0.9475 +2024-09-21 05:40:14,205 - pyskl - INFO - Epoch(val) [46][3718] top1_acc: 0.7505, top5_acc: 0.9475 +2024-09-21 05:41:07,169 - pyskl - INFO - Epoch [47][100/3405] lr: 1.963e-02, eta: 23:04:25, time: 0.530, data_time: 0.300, memory: 5251, top1_acc: 0.7900, top5_acc: 0.9681, loss_cls: 2.5437, loss: 2.5437 +2024-09-21 05:41:28,878 - pyskl - INFO - Epoch [47][200/3405] lr: 1.962e-02, eta: 23:03:58, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.7794, top5_acc: 0.9631, loss_cls: 2.6106, loss: 2.6106 +2024-09-21 05:41:50,963 - pyskl - INFO - Epoch [47][300/3405] lr: 1.962e-02, eta: 23:03:31, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.7919, top5_acc: 0.9688, loss_cls: 2.5765, loss: 2.5765 +2024-09-21 05:42:13,155 - pyskl - INFO - Epoch [47][400/3405] lr: 1.961e-02, eta: 23:03:05, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7913, top5_acc: 0.9613, loss_cls: 2.6075, loss: 2.6075 +2024-09-21 05:42:35,385 - pyskl - INFO - Epoch [47][500/3405] lr: 1.960e-02, eta: 23:02:38, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7806, top5_acc: 0.9575, loss_cls: 2.6413, loss: 2.6413 +2024-09-21 05:42:57,570 - pyskl - INFO - Epoch [47][600/3405] lr: 1.960e-02, eta: 23:02:12, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7894, top5_acc: 0.9563, loss_cls: 2.6142, loss: 2.6142 +2024-09-21 05:43:19,947 - pyskl - INFO - Epoch [47][700/3405] lr: 1.959e-02, eta: 23:01:46, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7900, top5_acc: 0.9525, loss_cls: 2.6136, loss: 2.6136 +2024-09-21 05:43:42,695 - pyskl - INFO - Epoch [47][800/3405] lr: 1.958e-02, eta: 23:01:21, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.7675, top5_acc: 0.9575, loss_cls: 2.6875, loss: 2.6875 +2024-09-21 05:44:05,757 - pyskl - INFO - Epoch [47][900/3405] lr: 1.958e-02, eta: 23:00:57, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.7706, top5_acc: 0.9544, loss_cls: 2.6676, loss: 2.6676 +2024-09-21 05:44:28,610 - pyskl - INFO - Epoch [47][1000/3405] lr: 1.957e-02, eta: 23:00:32, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.7875, top5_acc: 0.9631, loss_cls: 2.6125, loss: 2.6125 +2024-09-21 05:44:50,926 - pyskl - INFO - Epoch [47][1100/3405] lr: 1.956e-02, eta: 23:00:06, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7619, top5_acc: 0.9519, loss_cls: 2.6608, loss: 2.6608 +2024-09-21 05:45:13,415 - pyskl - INFO - Epoch [47][1200/3405] lr: 1.956e-02, eta: 22:59:40, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7794, top5_acc: 0.9675, loss_cls: 2.6147, loss: 2.6147 +2024-09-21 05:45:35,801 - pyskl - INFO - Epoch [47][1300/3405] lr: 1.955e-02, eta: 22:59:15, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7606, top5_acc: 0.9581, loss_cls: 2.6857, loss: 2.6857 +2024-09-21 05:45:58,044 - pyskl - INFO - Epoch [47][1400/3405] lr: 1.955e-02, eta: 22:58:48, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7644, top5_acc: 0.9644, loss_cls: 2.6969, loss: 2.6969 +2024-09-21 05:46:20,404 - pyskl - INFO - Epoch [47][1500/3405] lr: 1.954e-02, eta: 22:58:22, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7512, top5_acc: 0.9525, loss_cls: 2.6999, loss: 2.6999 +2024-09-21 05:46:42,191 - pyskl - INFO - Epoch [47][1600/3405] lr: 1.953e-02, eta: 22:57:55, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.7744, top5_acc: 0.9519, loss_cls: 2.6622, loss: 2.6622 +2024-09-21 05:47:04,816 - pyskl - INFO - Epoch [47][1700/3405] lr: 1.953e-02, eta: 22:57:30, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7756, top5_acc: 0.9625, loss_cls: 2.6656, loss: 2.6656 +2024-09-21 05:47:27,212 - pyskl - INFO - Epoch [47][1800/3405] lr: 1.952e-02, eta: 22:57:04, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7788, top5_acc: 0.9631, loss_cls: 2.6095, loss: 2.6095 +2024-09-21 05:47:49,879 - pyskl - INFO - Epoch [47][1900/3405] lr: 1.951e-02, eta: 22:56:39, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.7856, top5_acc: 0.9637, loss_cls: 2.5980, loss: 2.5980 +2024-09-21 05:48:11,855 - pyskl - INFO - Epoch [47][2000/3405] lr: 1.951e-02, eta: 22:56:12, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.7738, top5_acc: 0.9519, loss_cls: 2.6470, loss: 2.6470 +2024-09-21 05:48:33,602 - pyskl - INFO - Epoch [47][2100/3405] lr: 1.950e-02, eta: 22:55:45, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.7775, top5_acc: 0.9569, loss_cls: 2.6987, loss: 2.6987 +2024-09-21 05:48:55,027 - pyskl - INFO - Epoch [47][2200/3405] lr: 1.949e-02, eta: 22:55:17, time: 0.214, data_time: 0.000, memory: 5251, top1_acc: 0.7712, top5_acc: 0.9513, loss_cls: 2.6867, loss: 2.6867 +2024-09-21 05:49:17,404 - pyskl - INFO - Epoch [47][2300/3405] lr: 1.949e-02, eta: 22:54:51, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7837, top5_acc: 0.9619, loss_cls: 2.6379, loss: 2.6379 +2024-09-21 05:49:40,791 - pyskl - INFO - Epoch [47][2400/3405] lr: 1.948e-02, eta: 22:54:28, time: 0.234, data_time: 0.000, memory: 5251, top1_acc: 0.7706, top5_acc: 0.9631, loss_cls: 2.6542, loss: 2.6542 +2024-09-21 05:50:02,760 - pyskl - INFO - Epoch [47][2500/3405] lr: 1.948e-02, eta: 22:54:01, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.7756, top5_acc: 0.9575, loss_cls: 2.6576, loss: 2.6576 +2024-09-21 05:50:24,817 - pyskl - INFO - Epoch [47][2600/3405] lr: 1.947e-02, eta: 22:53:34, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.7688, top5_acc: 0.9500, loss_cls: 2.6828, loss: 2.6828 +2024-09-21 05:50:46,639 - pyskl - INFO - Epoch [47][2700/3405] lr: 1.946e-02, eta: 22:53:07, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.7750, top5_acc: 0.9587, loss_cls: 2.6809, loss: 2.6809 +2024-09-21 05:51:09,403 - pyskl - INFO - Epoch [47][2800/3405] lr: 1.946e-02, eta: 22:52:43, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7656, top5_acc: 0.9487, loss_cls: 2.7067, loss: 2.7067 +2024-09-21 05:51:31,588 - pyskl - INFO - Epoch [47][2900/3405] lr: 1.945e-02, eta: 22:52:16, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7694, top5_acc: 0.9600, loss_cls: 2.6335, loss: 2.6335 +2024-09-21 05:51:53,525 - pyskl - INFO - Epoch [47][3000/3405] lr: 1.944e-02, eta: 22:51:50, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.7744, top5_acc: 0.9556, loss_cls: 2.6501, loss: 2.6501 +2024-09-21 05:52:15,631 - pyskl - INFO - Epoch [47][3100/3405] lr: 1.944e-02, eta: 22:51:23, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.7525, top5_acc: 0.9494, loss_cls: 2.6991, loss: 2.6991 +2024-09-21 05:52:37,638 - pyskl - INFO - Epoch [47][3200/3405] lr: 1.943e-02, eta: 22:50:57, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.7919, top5_acc: 0.9581, loss_cls: 2.6133, loss: 2.6133 +2024-09-21 05:52:59,857 - pyskl - INFO - Epoch [47][3300/3405] lr: 1.942e-02, eta: 22:50:30, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7681, top5_acc: 0.9537, loss_cls: 2.6770, loss: 2.6770 +2024-09-21 05:53:23,099 - pyskl - INFO - Epoch [47][3400/3405] lr: 1.942e-02, eta: 22:50:07, time: 0.232, data_time: 0.000, memory: 5251, top1_acc: 0.7525, top5_acc: 0.9506, loss_cls: 2.7249, loss: 2.7249 +2024-09-21 05:53:24,965 - pyskl - INFO - Saving checkpoint at 47 epochs +2024-09-21 05:57:13,589 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-21 05:57:14,334 - pyskl - INFO - +top1_acc 0.7249 +top5_acc 0.9374 +2024-09-21 05:57:14,358 - pyskl - INFO - Epoch(val) [47][3718] top1_acc: 0.7249, top5_acc: 0.9374 +2024-09-21 05:58:06,298 - pyskl - INFO - Epoch [48][100/3405] lr: 1.941e-02, eta: 22:50:42, time: 0.519, data_time: 0.297, memory: 5251, top1_acc: 0.7850, top5_acc: 0.9669, loss_cls: 2.6007, loss: 2.6007 +2024-09-21 05:58:28,352 - pyskl - INFO - Epoch [48][200/3405] lr: 1.940e-02, eta: 22:50:15, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.7919, top5_acc: 0.9688, loss_cls: 2.5977, loss: 2.5977 +2024-09-21 05:58:50,715 - pyskl - INFO - Epoch [48][300/3405] lr: 1.940e-02, eta: 22:49:49, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7756, top5_acc: 0.9606, loss_cls: 2.6481, loss: 2.6481 +2024-09-21 05:59:13,635 - pyskl - INFO - Epoch [48][400/3405] lr: 1.939e-02, eta: 22:49:25, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.7662, top5_acc: 0.9537, loss_cls: 2.6625, loss: 2.6625 +2024-09-21 05:59:36,063 - pyskl - INFO - Epoch [48][500/3405] lr: 1.939e-02, eta: 22:48:59, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7881, top5_acc: 0.9650, loss_cls: 2.5929, loss: 2.5929 +2024-09-21 05:59:58,735 - pyskl - INFO - Epoch [48][600/3405] lr: 1.938e-02, eta: 22:48:34, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.7800, top5_acc: 0.9544, loss_cls: 2.6286, loss: 2.6286 +2024-09-21 06:00:21,130 - pyskl - INFO - Epoch [48][700/3405] lr: 1.937e-02, eta: 22:48:08, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7594, top5_acc: 0.9644, loss_cls: 2.6410, loss: 2.6410 +2024-09-21 06:00:43,481 - pyskl - INFO - Epoch [48][800/3405] lr: 1.937e-02, eta: 22:47:42, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7812, top5_acc: 0.9606, loss_cls: 2.6179, loss: 2.6179 +2024-09-21 06:01:05,721 - pyskl - INFO - Epoch [48][900/3405] lr: 1.936e-02, eta: 22:47:16, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7794, top5_acc: 0.9637, loss_cls: 2.6339, loss: 2.6339 +2024-09-21 06:01:28,090 - pyskl - INFO - Epoch [48][1000/3405] lr: 1.935e-02, eta: 22:46:50, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7644, top5_acc: 0.9594, loss_cls: 2.6841, loss: 2.6841 +2024-09-21 06:01:50,900 - pyskl - INFO - Epoch [48][1100/3405] lr: 1.935e-02, eta: 22:46:26, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7850, top5_acc: 0.9637, loss_cls: 2.6057, loss: 2.6057 +2024-09-21 06:02:13,281 - pyskl - INFO - Epoch [48][1200/3405] lr: 1.934e-02, eta: 22:46:00, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7694, top5_acc: 0.9700, loss_cls: 2.6259, loss: 2.6259 +2024-09-21 06:02:36,328 - pyskl - INFO - Epoch [48][1300/3405] lr: 1.933e-02, eta: 22:45:35, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.7756, top5_acc: 0.9594, loss_cls: 2.6395, loss: 2.6395 +2024-09-21 06:02:59,317 - pyskl - INFO - Epoch [48][1400/3405] lr: 1.933e-02, eta: 22:45:11, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.7925, top5_acc: 0.9525, loss_cls: 2.6266, loss: 2.6266 +2024-09-21 06:03:21,496 - pyskl - INFO - Epoch [48][1500/3405] lr: 1.932e-02, eta: 22:44:45, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7662, top5_acc: 0.9550, loss_cls: 2.6923, loss: 2.6923 +2024-09-21 06:03:43,855 - pyskl - INFO - Epoch [48][1600/3405] lr: 1.931e-02, eta: 22:44:19, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7744, top5_acc: 0.9563, loss_cls: 2.6598, loss: 2.6598 +2024-09-21 06:04:06,458 - pyskl - INFO - Epoch [48][1700/3405] lr: 1.931e-02, eta: 22:43:54, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7675, top5_acc: 0.9625, loss_cls: 2.6303, loss: 2.6303 +2024-09-21 06:04:28,600 - pyskl - INFO - Epoch [48][1800/3405] lr: 1.930e-02, eta: 22:43:27, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.7769, top5_acc: 0.9669, loss_cls: 2.6476, loss: 2.6476 +2024-09-21 06:04:50,265 - pyskl - INFO - Epoch [48][1900/3405] lr: 1.930e-02, eta: 22:43:00, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.7619, top5_acc: 0.9575, loss_cls: 2.6879, loss: 2.6879 +2024-09-21 06:05:12,579 - pyskl - INFO - Epoch [48][2000/3405] lr: 1.929e-02, eta: 22:42:34, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7837, top5_acc: 0.9550, loss_cls: 2.6567, loss: 2.6567 +2024-09-21 06:05:34,981 - pyskl - INFO - Epoch [48][2100/3405] lr: 1.928e-02, eta: 22:42:09, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7937, top5_acc: 0.9681, loss_cls: 2.5691, loss: 2.5691 +2024-09-21 06:05:56,533 - pyskl - INFO - Epoch [48][2200/3405] lr: 1.928e-02, eta: 22:41:41, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.7788, top5_acc: 0.9619, loss_cls: 2.6397, loss: 2.6397 +2024-09-21 06:06:19,676 - pyskl - INFO - Epoch [48][2300/3405] lr: 1.927e-02, eta: 22:41:17, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.7863, top5_acc: 0.9619, loss_cls: 2.5973, loss: 2.5973 +2024-09-21 06:06:41,836 - pyskl - INFO - Epoch [48][2400/3405] lr: 1.926e-02, eta: 22:40:51, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7681, top5_acc: 0.9606, loss_cls: 2.6533, loss: 2.6533 +2024-09-21 06:07:03,552 - pyskl - INFO - Epoch [48][2500/3405] lr: 1.926e-02, eta: 22:40:24, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.7681, top5_acc: 0.9581, loss_cls: 2.6840, loss: 2.6840 +2024-09-21 06:07:25,530 - pyskl - INFO - Epoch [48][2600/3405] lr: 1.925e-02, eta: 22:39:57, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.7719, top5_acc: 0.9563, loss_cls: 2.6379, loss: 2.6379 +2024-09-21 06:07:47,120 - pyskl - INFO - Epoch [48][2700/3405] lr: 1.924e-02, eta: 22:39:30, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.7669, top5_acc: 0.9525, loss_cls: 2.6671, loss: 2.6671 +2024-09-21 06:08:08,988 - pyskl - INFO - Epoch [48][2800/3405] lr: 1.924e-02, eta: 22:39:03, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.7688, top5_acc: 0.9556, loss_cls: 2.6862, loss: 2.6862 +2024-09-21 06:08:31,524 - pyskl - INFO - Epoch [48][2900/3405] lr: 1.923e-02, eta: 22:38:38, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7662, top5_acc: 0.9600, loss_cls: 2.6470, loss: 2.6470 +2024-09-21 06:08:53,988 - pyskl - INFO - Epoch [48][3000/3405] lr: 1.922e-02, eta: 22:38:12, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7525, top5_acc: 0.9506, loss_cls: 2.7101, loss: 2.7101 +2024-09-21 06:09:16,644 - pyskl - INFO - Epoch [48][3100/3405] lr: 1.922e-02, eta: 22:37:47, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.7600, top5_acc: 0.9600, loss_cls: 2.6706, loss: 2.6706 +2024-09-21 06:09:39,585 - pyskl - INFO - Epoch [48][3200/3405] lr: 1.921e-02, eta: 22:37:22, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.7825, top5_acc: 0.9637, loss_cls: 2.6169, loss: 2.6169 +2024-09-21 06:10:01,721 - pyskl - INFO - Epoch [48][3300/3405] lr: 1.920e-02, eta: 22:36:56, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.7900, top5_acc: 0.9669, loss_cls: 2.6014, loss: 2.6014 +2024-09-21 06:10:23,978 - pyskl - INFO - Epoch [48][3400/3405] lr: 1.920e-02, eta: 22:36:30, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7612, top5_acc: 0.9600, loss_cls: 2.6716, loss: 2.6716 +2024-09-21 06:10:25,895 - pyskl - INFO - Saving checkpoint at 48 epochs +2024-09-21 06:14:17,560 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-21 06:14:18,118 - pyskl - INFO - +top1_acc 0.7508 +top5_acc 0.9471 +2024-09-21 06:14:18,137 - pyskl - INFO - Epoch(val) [48][3718] top1_acc: 0.7508, top5_acc: 0.9471 +2024-09-21 06:15:08,840 - pyskl - INFO - Epoch [49][100/3405] lr: 1.919e-02, eta: 22:37:01, time: 0.507, data_time: 0.281, memory: 5251, top1_acc: 0.7856, top5_acc: 0.9569, loss_cls: 2.6330, loss: 2.6330 +2024-09-21 06:15:31,407 - pyskl - INFO - Epoch [49][200/3405] lr: 1.918e-02, eta: 22:36:36, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8013, top5_acc: 0.9669, loss_cls: 2.5867, loss: 2.5867 +2024-09-21 06:15:53,678 - pyskl - INFO - Epoch [49][300/3405] lr: 1.918e-02, eta: 22:36:10, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7875, top5_acc: 0.9675, loss_cls: 2.6048, loss: 2.6048 +2024-09-21 06:16:16,125 - pyskl - INFO - Epoch [49][400/3405] lr: 1.917e-02, eta: 22:35:44, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7812, top5_acc: 0.9631, loss_cls: 2.6095, loss: 2.6095 +2024-09-21 06:16:39,501 - pyskl - INFO - Epoch [49][500/3405] lr: 1.917e-02, eta: 22:35:21, time: 0.234, data_time: 0.000, memory: 5251, top1_acc: 0.7931, top5_acc: 0.9663, loss_cls: 2.5864, loss: 2.5864 +2024-09-21 06:17:02,292 - pyskl - INFO - Epoch [49][600/3405] lr: 1.916e-02, eta: 22:34:56, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7906, top5_acc: 0.9644, loss_cls: 2.5976, loss: 2.5976 +2024-09-21 06:17:24,779 - pyskl - INFO - Epoch [49][700/3405] lr: 1.915e-02, eta: 22:34:30, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7887, top5_acc: 0.9656, loss_cls: 2.6176, loss: 2.6176 +2024-09-21 06:17:47,319 - pyskl - INFO - Epoch [49][800/3405] lr: 1.915e-02, eta: 22:34:05, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7881, top5_acc: 0.9606, loss_cls: 2.6144, loss: 2.6144 +2024-09-21 06:18:09,812 - pyskl - INFO - Epoch [49][900/3405] lr: 1.914e-02, eta: 22:33:40, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7656, top5_acc: 0.9569, loss_cls: 2.6663, loss: 2.6663 +2024-09-21 06:18:32,302 - pyskl - INFO - Epoch [49][1000/3405] lr: 1.913e-02, eta: 22:33:14, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7869, top5_acc: 0.9625, loss_cls: 2.6239, loss: 2.6239 +2024-09-21 06:18:54,651 - pyskl - INFO - Epoch [49][1100/3405] lr: 1.913e-02, eta: 22:32:48, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7788, top5_acc: 0.9625, loss_cls: 2.6376, loss: 2.6376 +2024-09-21 06:19:17,088 - pyskl - INFO - Epoch [49][1200/3405] lr: 1.912e-02, eta: 22:32:23, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7881, top5_acc: 0.9681, loss_cls: 2.6117, loss: 2.6117 +2024-09-21 06:19:39,879 - pyskl - INFO - Epoch [49][1300/3405] lr: 1.911e-02, eta: 22:31:58, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7738, top5_acc: 0.9550, loss_cls: 2.6582, loss: 2.6582 +2024-09-21 06:20:02,616 - pyskl - INFO - Epoch [49][1400/3405] lr: 1.911e-02, eta: 22:31:33, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.7619, top5_acc: 0.9563, loss_cls: 2.6775, loss: 2.6775 +2024-09-21 06:20:25,313 - pyskl - INFO - Epoch [49][1500/3405] lr: 1.910e-02, eta: 22:31:08, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.7769, top5_acc: 0.9581, loss_cls: 2.6239, loss: 2.6239 +2024-09-21 06:20:48,003 - pyskl - INFO - Epoch [49][1600/3405] lr: 1.909e-02, eta: 22:30:43, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.7981, top5_acc: 0.9663, loss_cls: 2.5651, loss: 2.5651 +2024-09-21 06:21:10,735 - pyskl - INFO - Epoch [49][1700/3405] lr: 1.909e-02, eta: 22:30:18, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.7700, top5_acc: 0.9613, loss_cls: 2.6272, loss: 2.6272 +2024-09-21 06:21:33,315 - pyskl - INFO - Epoch [49][1800/3405] lr: 1.908e-02, eta: 22:29:53, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7806, top5_acc: 0.9631, loss_cls: 2.5949, loss: 2.5949 +2024-09-21 06:21:56,190 - pyskl - INFO - Epoch [49][1900/3405] lr: 1.907e-02, eta: 22:29:28, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.7538, top5_acc: 0.9587, loss_cls: 2.6858, loss: 2.6858 +2024-09-21 06:22:18,310 - pyskl - INFO - Epoch [49][2000/3405] lr: 1.907e-02, eta: 22:29:02, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.7581, top5_acc: 0.9581, loss_cls: 2.6757, loss: 2.6757 +2024-09-21 06:22:41,447 - pyskl - INFO - Epoch [49][2100/3405] lr: 1.906e-02, eta: 22:28:38, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.7863, top5_acc: 0.9575, loss_cls: 2.6194, loss: 2.6194 +2024-09-21 06:23:03,904 - pyskl - INFO - Epoch [49][2200/3405] lr: 1.905e-02, eta: 22:28:12, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7956, top5_acc: 0.9569, loss_cls: 2.6126, loss: 2.6126 +2024-09-21 06:23:26,124 - pyskl - INFO - Epoch [49][2300/3405] lr: 1.905e-02, eta: 22:27:46, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7806, top5_acc: 0.9631, loss_cls: 2.6373, loss: 2.6373 +2024-09-21 06:23:48,498 - pyskl - INFO - Epoch [49][2400/3405] lr: 1.904e-02, eta: 22:27:21, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7594, top5_acc: 0.9537, loss_cls: 2.6641, loss: 2.6641 +2024-09-21 06:24:11,836 - pyskl - INFO - Epoch [49][2500/3405] lr: 1.903e-02, eta: 22:26:57, time: 0.233, data_time: 0.000, memory: 5251, top1_acc: 0.7869, top5_acc: 0.9637, loss_cls: 2.6131, loss: 2.6131 +2024-09-21 06:24:33,590 - pyskl - INFO - Epoch [49][2600/3405] lr: 1.903e-02, eta: 22:26:30, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.7519, top5_acc: 0.9537, loss_cls: 2.6889, loss: 2.6889 +2024-09-21 06:24:55,816 - pyskl - INFO - Epoch [49][2700/3405] lr: 1.902e-02, eta: 22:26:04, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7669, top5_acc: 0.9506, loss_cls: 2.6900, loss: 2.6900 +2024-09-21 06:25:18,711 - pyskl - INFO - Epoch [49][2800/3405] lr: 1.902e-02, eta: 22:25:40, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.7950, top5_acc: 0.9619, loss_cls: 2.5958, loss: 2.5958 +2024-09-21 06:25:41,392 - pyskl - INFO - Epoch [49][2900/3405] lr: 1.901e-02, eta: 22:25:15, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.7656, top5_acc: 0.9519, loss_cls: 2.7125, loss: 2.7125 +2024-09-21 06:26:04,396 - pyskl - INFO - Epoch [49][3000/3405] lr: 1.900e-02, eta: 22:24:50, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.7612, top5_acc: 0.9475, loss_cls: 2.6985, loss: 2.6985 +2024-09-21 06:26:27,223 - pyskl - INFO - Epoch [49][3100/3405] lr: 1.900e-02, eta: 22:24:26, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7619, top5_acc: 0.9537, loss_cls: 2.6874, loss: 2.6874 +2024-09-21 06:26:49,398 - pyskl - INFO - Epoch [49][3200/3405] lr: 1.899e-02, eta: 22:24:00, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7869, top5_acc: 0.9581, loss_cls: 2.6513, loss: 2.6513 +2024-09-21 06:27:11,446 - pyskl - INFO - Epoch [49][3300/3405] lr: 1.898e-02, eta: 22:23:33, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.7706, top5_acc: 0.9563, loss_cls: 2.6363, loss: 2.6363 +2024-09-21 06:27:33,583 - pyskl - INFO - Epoch [49][3400/3405] lr: 1.898e-02, eta: 22:23:07, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.7794, top5_acc: 0.9581, loss_cls: 2.6498, loss: 2.6498 +2024-09-21 06:27:35,539 - pyskl - INFO - Saving checkpoint at 49 epochs +2024-09-21 06:31:20,199 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-21 06:31:20,731 - pyskl - INFO - +top1_acc 0.7344 +top5_acc 0.9363 +2024-09-21 06:31:20,750 - pyskl - INFO - Epoch(val) [49][3718] top1_acc: 0.7344, top5_acc: 0.9363 +2024-09-21 06:32:10,887 - pyskl - INFO - Epoch [50][100/3405] lr: 1.897e-02, eta: 22:23:35, time: 0.501, data_time: 0.280, memory: 5251, top1_acc: 0.7812, top5_acc: 0.9619, loss_cls: 2.6238, loss: 2.6238 +2024-09-21 06:32:33,175 - pyskl - INFO - Epoch [50][200/3405] lr: 1.896e-02, eta: 22:23:09, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7731, top5_acc: 0.9650, loss_cls: 2.6222, loss: 2.6222 +2024-09-21 06:32:54,890 - pyskl - INFO - Epoch [50][300/3405] lr: 1.896e-02, eta: 22:22:42, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.7956, top5_acc: 0.9675, loss_cls: 2.5844, loss: 2.5844 +2024-09-21 06:33:17,193 - pyskl - INFO - Epoch [50][400/3405] lr: 1.895e-02, eta: 22:22:16, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7975, top5_acc: 0.9712, loss_cls: 2.5860, loss: 2.5860 +2024-09-21 06:33:39,163 - pyskl - INFO - Epoch [50][500/3405] lr: 1.894e-02, eta: 22:21:50, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.7844, top5_acc: 0.9619, loss_cls: 2.6224, loss: 2.6224 +2024-09-21 06:34:01,768 - pyskl - INFO - Epoch [50][600/3405] lr: 1.894e-02, eta: 22:21:25, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7850, top5_acc: 0.9625, loss_cls: 2.5943, loss: 2.5943 +2024-09-21 06:34:24,599 - pyskl - INFO - Epoch [50][700/3405] lr: 1.893e-02, eta: 22:21:00, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7837, top5_acc: 0.9644, loss_cls: 2.6311, loss: 2.6311 +2024-09-21 06:34:47,540 - pyskl - INFO - Epoch [50][800/3405] lr: 1.892e-02, eta: 22:20:36, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.7869, top5_acc: 0.9619, loss_cls: 2.6363, loss: 2.6363 +2024-09-21 06:35:09,435 - pyskl - INFO - Epoch [50][900/3405] lr: 1.892e-02, eta: 22:20:09, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.7994, top5_acc: 0.9556, loss_cls: 2.6128, loss: 2.6128 +2024-09-21 06:35:32,201 - pyskl - INFO - Epoch [50][1000/3405] lr: 1.891e-02, eta: 22:19:44, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7806, top5_acc: 0.9537, loss_cls: 2.6388, loss: 2.6388 +2024-09-21 06:35:54,338 - pyskl - INFO - Epoch [50][1100/3405] lr: 1.890e-02, eta: 22:19:18, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.7806, top5_acc: 0.9650, loss_cls: 2.6098, loss: 2.6098 +2024-09-21 06:36:16,660 - pyskl - INFO - Epoch [50][1200/3405] lr: 1.890e-02, eta: 22:18:52, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7831, top5_acc: 0.9575, loss_cls: 2.6368, loss: 2.6368 +2024-09-21 06:36:39,023 - pyskl - INFO - Epoch [50][1300/3405] lr: 1.889e-02, eta: 22:18:27, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7987, top5_acc: 0.9619, loss_cls: 2.5964, loss: 2.5964 +2024-09-21 06:37:01,478 - pyskl - INFO - Epoch [50][1400/3405] lr: 1.888e-02, eta: 22:18:01, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7819, top5_acc: 0.9569, loss_cls: 2.6435, loss: 2.6435 +2024-09-21 06:37:23,701 - pyskl - INFO - Epoch [50][1500/3405] lr: 1.888e-02, eta: 22:17:35, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7963, top5_acc: 0.9650, loss_cls: 2.5981, loss: 2.5981 +2024-09-21 06:37:45,627 - pyskl - INFO - Epoch [50][1600/3405] lr: 1.887e-02, eta: 22:17:09, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.7906, top5_acc: 0.9656, loss_cls: 2.6067, loss: 2.6067 +2024-09-21 06:38:07,940 - pyskl - INFO - Epoch [50][1700/3405] lr: 1.886e-02, eta: 22:16:43, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7631, top5_acc: 0.9444, loss_cls: 2.7103, loss: 2.7103 +2024-09-21 06:38:30,450 - pyskl - INFO - Epoch [50][1800/3405] lr: 1.886e-02, eta: 22:16:18, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7719, top5_acc: 0.9575, loss_cls: 2.6877, loss: 2.6877 +2024-09-21 06:38:53,246 - pyskl - INFO - Epoch [50][1900/3405] lr: 1.885e-02, eta: 22:15:53, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7669, top5_acc: 0.9569, loss_cls: 2.6902, loss: 2.6902 +2024-09-21 06:39:16,561 - pyskl - INFO - Epoch [50][2000/3405] lr: 1.884e-02, eta: 22:15:29, time: 0.233, data_time: 0.000, memory: 5251, top1_acc: 0.7919, top5_acc: 0.9675, loss_cls: 2.5941, loss: 2.5941 +2024-09-21 06:39:39,842 - pyskl - INFO - Epoch [50][2100/3405] lr: 1.884e-02, eta: 22:15:06, time: 0.233, data_time: 0.000, memory: 5251, top1_acc: 0.7594, top5_acc: 0.9600, loss_cls: 2.6868, loss: 2.6868 +2024-09-21 06:40:02,653 - pyskl - INFO - Epoch [50][2200/3405] lr: 1.883e-02, eta: 22:14:41, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7662, top5_acc: 0.9569, loss_cls: 2.6885, loss: 2.6885 +2024-09-21 06:40:25,501 - pyskl - INFO - Epoch [50][2300/3405] lr: 1.882e-02, eta: 22:14:16, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7913, top5_acc: 0.9738, loss_cls: 2.5779, loss: 2.5779 +2024-09-21 06:40:47,786 - pyskl - INFO - Epoch [50][2400/3405] lr: 1.882e-02, eta: 22:13:51, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7806, top5_acc: 0.9688, loss_cls: 2.6142, loss: 2.6142 +2024-09-21 06:41:09,844 - pyskl - INFO - Epoch [50][2500/3405] lr: 1.881e-02, eta: 22:13:24, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.7881, top5_acc: 0.9694, loss_cls: 2.6101, loss: 2.6101 +2024-09-21 06:41:31,865 - pyskl - INFO - Epoch [50][2600/3405] lr: 1.880e-02, eta: 22:12:58, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.7869, top5_acc: 0.9594, loss_cls: 2.6250, loss: 2.6250 +2024-09-21 06:41:54,146 - pyskl - INFO - Epoch [50][2700/3405] lr: 1.880e-02, eta: 22:12:32, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7694, top5_acc: 0.9581, loss_cls: 2.6654, loss: 2.6654 +2024-09-21 06:42:17,477 - pyskl - INFO - Epoch [50][2800/3405] lr: 1.879e-02, eta: 22:12:09, time: 0.233, data_time: 0.000, memory: 5251, top1_acc: 0.7869, top5_acc: 0.9712, loss_cls: 2.5773, loss: 2.5773 +2024-09-21 06:42:41,092 - pyskl - INFO - Epoch [50][2900/3405] lr: 1.878e-02, eta: 22:11:46, time: 0.236, data_time: 0.000, memory: 5251, top1_acc: 0.7906, top5_acc: 0.9594, loss_cls: 2.5946, loss: 2.5946 +2024-09-21 06:43:04,205 - pyskl - INFO - Epoch [50][3000/3405] lr: 1.878e-02, eta: 22:11:22, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.7869, top5_acc: 0.9700, loss_cls: 2.5892, loss: 2.5892 +2024-09-21 06:43:26,862 - pyskl - INFO - Epoch [50][3100/3405] lr: 1.877e-02, eta: 22:10:57, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.7556, top5_acc: 0.9594, loss_cls: 2.6764, loss: 2.6764 +2024-09-21 06:43:49,444 - pyskl - INFO - Epoch [50][3200/3405] lr: 1.876e-02, eta: 22:10:31, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7688, top5_acc: 0.9725, loss_cls: 2.6660, loss: 2.6660 +2024-09-21 06:44:11,729 - pyskl - INFO - Epoch [50][3300/3405] lr: 1.876e-02, eta: 22:10:06, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7631, top5_acc: 0.9531, loss_cls: 2.7042, loss: 2.7042 +2024-09-21 06:44:33,779 - pyskl - INFO - Epoch [50][3400/3405] lr: 1.875e-02, eta: 22:09:39, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.7719, top5_acc: 0.9513, loss_cls: 2.6811, loss: 2.6811 +2024-09-21 06:44:35,529 - pyskl - INFO - Saving checkpoint at 50 epochs +2024-09-21 06:48:20,544 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-21 06:48:21,119 - pyskl - INFO - +top1_acc 0.7366 +top5_acc 0.9337 +2024-09-21 06:48:21,138 - pyskl - INFO - Epoch(val) [50][3718] top1_acc: 0.7366, top5_acc: 0.9337 +2024-09-21 06:49:08,109 - pyskl - INFO - Epoch [51][100/3405] lr: 1.874e-02, eta: 22:10:00, time: 0.470, data_time: 0.251, memory: 5251, top1_acc: 0.7712, top5_acc: 0.9650, loss_cls: 2.6381, loss: 2.6381 +2024-09-21 06:49:30,468 - pyskl - INFO - Epoch [51][200/3405] lr: 1.874e-02, eta: 22:09:34, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8000, top5_acc: 0.9644, loss_cls: 2.5772, loss: 2.5772 +2024-09-21 06:49:53,003 - pyskl - INFO - Epoch [51][300/3405] lr: 1.873e-02, eta: 22:09:09, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8125, top5_acc: 0.9675, loss_cls: 2.5660, loss: 2.5660 +2024-09-21 06:50:15,543 - pyskl - INFO - Epoch [51][400/3405] lr: 1.872e-02, eta: 22:08:43, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7881, top5_acc: 0.9625, loss_cls: 2.6103, loss: 2.6103 +2024-09-21 06:50:37,720 - pyskl - INFO - Epoch [51][500/3405] lr: 1.872e-02, eta: 22:08:17, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7956, top5_acc: 0.9650, loss_cls: 2.6033, loss: 2.6033 +2024-09-21 06:51:00,117 - pyskl - INFO - Epoch [51][600/3405] lr: 1.871e-02, eta: 22:07:52, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7788, top5_acc: 0.9613, loss_cls: 2.6376, loss: 2.6376 +2024-09-21 06:51:22,602 - pyskl - INFO - Epoch [51][700/3405] lr: 1.870e-02, eta: 22:07:27, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8013, top5_acc: 0.9650, loss_cls: 2.5549, loss: 2.5549 +2024-09-21 06:51:44,606 - pyskl - INFO - Epoch [51][800/3405] lr: 1.870e-02, eta: 22:07:00, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.7850, top5_acc: 0.9600, loss_cls: 2.6586, loss: 2.6586 +2024-09-21 06:52:06,640 - pyskl - INFO - Epoch [51][900/3405] lr: 1.869e-02, eta: 22:06:34, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.7550, top5_acc: 0.9575, loss_cls: 2.6736, loss: 2.6736 +2024-09-21 06:52:28,998 - pyskl - INFO - Epoch [51][1000/3405] lr: 1.868e-02, eta: 22:06:09, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7694, top5_acc: 0.9581, loss_cls: 2.6697, loss: 2.6697 +2024-09-21 06:52:51,660 - pyskl - INFO - Epoch [51][1100/3405] lr: 1.868e-02, eta: 22:05:44, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.7831, top5_acc: 0.9675, loss_cls: 2.6088, loss: 2.6088 +2024-09-21 06:53:14,935 - pyskl - INFO - Epoch [51][1200/3405] lr: 1.867e-02, eta: 22:05:20, time: 0.233, data_time: 0.000, memory: 5251, top1_acc: 0.7700, top5_acc: 0.9550, loss_cls: 2.6683, loss: 2.6683 +2024-09-21 06:53:38,144 - pyskl - INFO - Epoch [51][1300/3405] lr: 1.866e-02, eta: 22:04:56, time: 0.232, data_time: 0.000, memory: 5251, top1_acc: 0.7762, top5_acc: 0.9631, loss_cls: 2.6314, loss: 2.6314 +2024-09-21 06:54:00,568 - pyskl - INFO - Epoch [51][1400/3405] lr: 1.866e-02, eta: 22:04:30, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7631, top5_acc: 0.9644, loss_cls: 2.6541, loss: 2.6541 +2024-09-21 06:54:23,443 - pyskl - INFO - Epoch [51][1500/3405] lr: 1.865e-02, eta: 22:04:06, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.7825, top5_acc: 0.9619, loss_cls: 2.6120, loss: 2.6120 +2024-09-21 06:54:45,816 - pyskl - INFO - Epoch [51][1600/3405] lr: 1.864e-02, eta: 22:03:40, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7831, top5_acc: 0.9613, loss_cls: 2.5993, loss: 2.5993 +2024-09-21 06:55:08,436 - pyskl - INFO - Epoch [51][1700/3405] lr: 1.864e-02, eta: 22:03:15, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7788, top5_acc: 0.9631, loss_cls: 2.6394, loss: 2.6394 +2024-09-21 06:55:30,795 - pyskl - INFO - Epoch [51][1800/3405] lr: 1.863e-02, eta: 22:02:50, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7712, top5_acc: 0.9581, loss_cls: 2.6579, loss: 2.6579 +2024-09-21 06:55:52,808 - pyskl - INFO - Epoch [51][1900/3405] lr: 1.862e-02, eta: 22:02:24, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.7806, top5_acc: 0.9650, loss_cls: 2.6341, loss: 2.6341 +2024-09-21 06:56:15,035 - pyskl - INFO - Epoch [51][2000/3405] lr: 1.862e-02, eta: 22:01:58, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7975, top5_acc: 0.9688, loss_cls: 2.5651, loss: 2.5651 +2024-09-21 06:56:37,028 - pyskl - INFO - Epoch [51][2100/3405] lr: 1.861e-02, eta: 22:01:32, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.7681, top5_acc: 0.9587, loss_cls: 2.6768, loss: 2.6768 +2024-09-21 06:56:58,634 - pyskl - INFO - Epoch [51][2200/3405] lr: 1.860e-02, eta: 22:01:04, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.7819, top5_acc: 0.9637, loss_cls: 2.6081, loss: 2.6081 +2024-09-21 06:57:21,071 - pyskl - INFO - Epoch [51][2300/3405] lr: 1.860e-02, eta: 22:00:39, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7956, top5_acc: 0.9675, loss_cls: 2.5825, loss: 2.5825 +2024-09-21 06:57:43,649 - pyskl - INFO - Epoch [51][2400/3405] lr: 1.859e-02, eta: 22:00:14, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7750, top5_acc: 0.9613, loss_cls: 2.6615, loss: 2.6615 +2024-09-21 06:58:06,375 - pyskl - INFO - Epoch [51][2500/3405] lr: 1.858e-02, eta: 21:59:49, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.7681, top5_acc: 0.9569, loss_cls: 2.6580, loss: 2.6580 +2024-09-21 06:58:28,939 - pyskl - INFO - Epoch [51][2600/3405] lr: 1.858e-02, eta: 21:59:24, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7775, top5_acc: 0.9563, loss_cls: 2.6254, loss: 2.6254 +2024-09-21 06:58:50,955 - pyskl - INFO - Epoch [51][2700/3405] lr: 1.857e-02, eta: 21:58:58, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.7656, top5_acc: 0.9581, loss_cls: 2.6531, loss: 2.6531 +2024-09-21 06:59:13,586 - pyskl - INFO - Epoch [51][2800/3405] lr: 1.856e-02, eta: 21:58:33, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7619, top5_acc: 0.9600, loss_cls: 2.6630, loss: 2.6630 +2024-09-21 06:59:37,029 - pyskl - INFO - Epoch [51][2900/3405] lr: 1.856e-02, eta: 21:58:10, time: 0.234, data_time: 0.000, memory: 5251, top1_acc: 0.7669, top5_acc: 0.9600, loss_cls: 2.6315, loss: 2.6315 +2024-09-21 06:59:59,560 - pyskl - INFO - Epoch [51][3000/3405] lr: 1.855e-02, eta: 21:57:44, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7856, top5_acc: 0.9663, loss_cls: 2.6059, loss: 2.6059 +2024-09-21 07:00:21,929 - pyskl - INFO - Epoch [51][3100/3405] lr: 1.854e-02, eta: 21:57:19, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7931, top5_acc: 0.9656, loss_cls: 2.6003, loss: 2.6003 +2024-09-21 07:00:44,268 - pyskl - INFO - Epoch [51][3200/3405] lr: 1.854e-02, eta: 21:56:53, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7719, top5_acc: 0.9550, loss_cls: 2.6891, loss: 2.6891 +2024-09-21 07:01:06,667 - pyskl - INFO - Epoch [51][3300/3405] lr: 1.853e-02, eta: 21:56:28, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8000, top5_acc: 0.9625, loss_cls: 2.6157, loss: 2.6157 +2024-09-21 07:01:29,046 - pyskl - INFO - Epoch [51][3400/3405] lr: 1.852e-02, eta: 21:56:02, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7656, top5_acc: 0.9550, loss_cls: 2.6695, loss: 2.6695 +2024-09-21 07:01:30,790 - pyskl - INFO - Saving checkpoint at 51 epochs +2024-09-21 07:05:16,285 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-21 07:05:16,832 - pyskl - INFO - +top1_acc 0.7651 +top5_acc 0.9492 +2024-09-21 07:05:16,838 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/j_2/best_top1_acc_epoch_42.pth was removed +2024-09-21 07:05:16,995 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_51.pth. +2024-09-21 07:05:16,996 - pyskl - INFO - Best top1_acc is 0.7651 at 51 epoch. +2024-09-21 07:05:17,017 - pyskl - INFO - Epoch(val) [51][3718] top1_acc: 0.7651, top5_acc: 0.9492 +2024-09-21 07:06:09,562 - pyskl - INFO - Epoch [52][100/3405] lr: 1.852e-02, eta: 21:56:32, time: 0.525, data_time: 0.294, memory: 5251, top1_acc: 0.7913, top5_acc: 0.9669, loss_cls: 2.6060, loss: 2.6060 +2024-09-21 07:06:32,212 - pyskl - INFO - Epoch [52][200/3405] lr: 1.851e-02, eta: 21:56:07, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7750, top5_acc: 0.9675, loss_cls: 2.6348, loss: 2.6348 +2024-09-21 07:06:54,414 - pyskl - INFO - Epoch [52][300/3405] lr: 1.850e-02, eta: 21:55:41, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7837, top5_acc: 0.9613, loss_cls: 2.6344, loss: 2.6344 +2024-09-21 07:07:16,674 - pyskl - INFO - Epoch [52][400/3405] lr: 1.850e-02, eta: 21:55:15, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8031, top5_acc: 0.9625, loss_cls: 2.5814, loss: 2.5814 +2024-09-21 07:07:39,017 - pyskl - INFO - Epoch [52][500/3405] lr: 1.849e-02, eta: 21:54:50, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7869, top5_acc: 0.9644, loss_cls: 2.6330, loss: 2.6330 +2024-09-21 07:08:02,283 - pyskl - INFO - Epoch [52][600/3405] lr: 1.848e-02, eta: 21:54:26, time: 0.233, data_time: 0.000, memory: 5251, top1_acc: 0.7631, top5_acc: 0.9481, loss_cls: 2.6881, loss: 2.6881 +2024-09-21 07:08:25,495 - pyskl - INFO - Epoch [52][700/3405] lr: 1.847e-02, eta: 21:54:02, time: 0.232, data_time: 0.000, memory: 5251, top1_acc: 0.7812, top5_acc: 0.9650, loss_cls: 2.6237, loss: 2.6237 +2024-09-21 07:08:47,895 - pyskl - INFO - Epoch [52][800/3405] lr: 1.847e-02, eta: 21:53:37, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7688, top5_acc: 0.9681, loss_cls: 2.6187, loss: 2.6187 +2024-09-21 07:09:10,517 - pyskl - INFO - Epoch [52][900/3405] lr: 1.846e-02, eta: 21:53:12, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7913, top5_acc: 0.9663, loss_cls: 2.6003, loss: 2.6003 +2024-09-21 07:09:32,865 - pyskl - INFO - Epoch [52][1000/3405] lr: 1.845e-02, eta: 21:52:46, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7913, top5_acc: 0.9587, loss_cls: 2.6194, loss: 2.6194 +2024-09-21 07:09:54,888 - pyskl - INFO - Epoch [52][1100/3405] lr: 1.845e-02, eta: 21:52:20, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.7919, top5_acc: 0.9663, loss_cls: 2.5964, loss: 2.5964 +2024-09-21 07:10:17,135 - pyskl - INFO - Epoch [52][1200/3405] lr: 1.844e-02, eta: 21:51:54, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8000, top5_acc: 0.9725, loss_cls: 2.5435, loss: 2.5435 +2024-09-21 07:10:39,532 - pyskl - INFO - Epoch [52][1300/3405] lr: 1.843e-02, eta: 21:51:29, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7788, top5_acc: 0.9587, loss_cls: 2.6231, loss: 2.6231 +2024-09-21 07:11:02,075 - pyskl - INFO - Epoch [52][1400/3405] lr: 1.843e-02, eta: 21:51:04, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7806, top5_acc: 0.9637, loss_cls: 2.6350, loss: 2.6350 +2024-09-21 07:11:23,856 - pyskl - INFO - Epoch [52][1500/3405] lr: 1.842e-02, eta: 21:50:37, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.7931, top5_acc: 0.9600, loss_cls: 2.5783, loss: 2.5783 +2024-09-21 07:11:46,322 - pyskl - INFO - Epoch [52][1600/3405] lr: 1.841e-02, eta: 21:50:12, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7769, top5_acc: 0.9619, loss_cls: 2.6517, loss: 2.6517 +2024-09-21 07:12:08,527 - pyskl - INFO - Epoch [52][1700/3405] lr: 1.841e-02, eta: 21:49:46, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7788, top5_acc: 0.9637, loss_cls: 2.6116, loss: 2.6116 +2024-09-21 07:12:30,429 - pyskl - INFO - Epoch [52][1800/3405] lr: 1.840e-02, eta: 21:49:20, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.8006, top5_acc: 0.9681, loss_cls: 2.6003, loss: 2.6003 +2024-09-21 07:12:52,603 - pyskl - INFO - Epoch [52][1900/3405] lr: 1.839e-02, eta: 21:48:54, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7812, top5_acc: 0.9563, loss_cls: 2.6472, loss: 2.6472 +2024-09-21 07:13:15,020 - pyskl - INFO - Epoch [52][2000/3405] lr: 1.839e-02, eta: 21:48:29, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7681, top5_acc: 0.9581, loss_cls: 2.6624, loss: 2.6624 +2024-09-21 07:13:37,812 - pyskl - INFO - Epoch [52][2100/3405] lr: 1.838e-02, eta: 21:48:04, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7875, top5_acc: 0.9625, loss_cls: 2.6174, loss: 2.6174 +2024-09-21 07:14:00,147 - pyskl - INFO - Epoch [52][2200/3405] lr: 1.837e-02, eta: 21:47:38, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7856, top5_acc: 0.9675, loss_cls: 2.5975, loss: 2.5975 +2024-09-21 07:14:22,667 - pyskl - INFO - Epoch [52][2300/3405] lr: 1.837e-02, eta: 21:47:13, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7887, top5_acc: 0.9663, loss_cls: 2.6158, loss: 2.6158 +2024-09-21 07:14:45,412 - pyskl - INFO - Epoch [52][2400/3405] lr: 1.836e-02, eta: 21:46:49, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.7519, top5_acc: 0.9594, loss_cls: 2.6665, loss: 2.6665 +2024-09-21 07:15:07,756 - pyskl - INFO - Epoch [52][2500/3405] lr: 1.835e-02, eta: 21:46:23, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7844, top5_acc: 0.9613, loss_cls: 2.6464, loss: 2.6464 +2024-09-21 07:15:30,544 - pyskl - INFO - Epoch [52][2600/3405] lr: 1.835e-02, eta: 21:45:58, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7956, top5_acc: 0.9581, loss_cls: 2.6205, loss: 2.6205 +2024-09-21 07:15:53,139 - pyskl - INFO - Epoch [52][2700/3405] lr: 1.834e-02, eta: 21:45:33, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7788, top5_acc: 0.9613, loss_cls: 2.6256, loss: 2.6256 +2024-09-21 07:16:15,742 - pyskl - INFO - Epoch [52][2800/3405] lr: 1.833e-02, eta: 21:45:08, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7906, top5_acc: 0.9600, loss_cls: 2.6193, loss: 2.6193 +2024-09-21 07:16:39,441 - pyskl - INFO - Epoch [52][2900/3405] lr: 1.833e-02, eta: 21:44:46, time: 0.237, data_time: 0.000, memory: 5251, top1_acc: 0.7644, top5_acc: 0.9487, loss_cls: 2.7035, loss: 2.7035 +2024-09-21 07:17:01,974 - pyskl - INFO - Epoch [52][3000/3405] lr: 1.832e-02, eta: 21:44:20, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7894, top5_acc: 0.9600, loss_cls: 2.6414, loss: 2.6414 +2024-09-21 07:17:24,932 - pyskl - INFO - Epoch [52][3100/3405] lr: 1.831e-02, eta: 21:43:56, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.7650, top5_acc: 0.9556, loss_cls: 2.6778, loss: 2.6778 +2024-09-21 07:17:47,315 - pyskl - INFO - Epoch [52][3200/3405] lr: 1.831e-02, eta: 21:43:31, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7887, top5_acc: 0.9656, loss_cls: 2.5974, loss: 2.5974 +2024-09-21 07:18:09,537 - pyskl - INFO - Epoch [52][3300/3405] lr: 1.830e-02, eta: 21:43:05, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7837, top5_acc: 0.9663, loss_cls: 2.6370, loss: 2.6370 +2024-09-21 07:18:31,812 - pyskl - INFO - Epoch [52][3400/3405] lr: 1.829e-02, eta: 21:42:39, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7750, top5_acc: 0.9587, loss_cls: 2.6340, loss: 2.6340 +2024-09-21 07:18:33,573 - pyskl - INFO - Saving checkpoint at 52 epochs +2024-09-21 07:22:20,047 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-21 07:22:20,599 - pyskl - INFO - +top1_acc 0.7684 +top5_acc 0.9530 +2024-09-21 07:22:20,604 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/j_2/best_top1_acc_epoch_51.pth was removed +2024-09-21 07:22:20,760 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_52.pth. +2024-09-21 07:22:20,761 - pyskl - INFO - Best top1_acc is 0.7684 at 52 epoch. +2024-09-21 07:22:20,779 - pyskl - INFO - Epoch(val) [52][3718] top1_acc: 0.7684, top5_acc: 0.9530 +2024-09-21 07:23:09,128 - pyskl - INFO - Epoch [53][100/3405] lr: 1.828e-02, eta: 21:43:00, time: 0.483, data_time: 0.253, memory: 5251, top1_acc: 0.7812, top5_acc: 0.9556, loss_cls: 2.6102, loss: 2.6102 +2024-09-21 07:23:31,337 - pyskl - INFO - Epoch [53][200/3405] lr: 1.828e-02, eta: 21:42:34, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7944, top5_acc: 0.9675, loss_cls: 2.5695, loss: 2.5695 +2024-09-21 07:23:53,176 - pyskl - INFO - Epoch [53][300/3405] lr: 1.827e-02, eta: 21:42:07, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.8050, top5_acc: 0.9694, loss_cls: 2.5442, loss: 2.5442 +2024-09-21 07:24:16,304 - pyskl - INFO - Epoch [53][400/3405] lr: 1.826e-02, eta: 21:41:43, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.8006, top5_acc: 0.9656, loss_cls: 2.5949, loss: 2.5949 +2024-09-21 07:24:38,569 - pyskl - INFO - Epoch [53][500/3405] lr: 1.826e-02, eta: 21:41:18, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7794, top5_acc: 0.9650, loss_cls: 2.6196, loss: 2.6196 +2024-09-21 07:25:01,028 - pyskl - INFO - Epoch [53][600/3405] lr: 1.825e-02, eta: 21:40:53, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8013, top5_acc: 0.9619, loss_cls: 2.6020, loss: 2.6020 +2024-09-21 07:25:23,173 - pyskl - INFO - Epoch [53][700/3405] lr: 1.824e-02, eta: 21:40:27, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.7712, top5_acc: 0.9694, loss_cls: 2.6226, loss: 2.6226 +2024-09-21 07:25:46,081 - pyskl - INFO - Epoch [53][800/3405] lr: 1.824e-02, eta: 21:40:02, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.7900, top5_acc: 0.9675, loss_cls: 2.6062, loss: 2.6062 +2024-09-21 07:26:09,023 - pyskl - INFO - Epoch [53][900/3405] lr: 1.823e-02, eta: 21:39:38, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.8000, top5_acc: 0.9700, loss_cls: 2.5582, loss: 2.5582 +2024-09-21 07:26:31,795 - pyskl - INFO - Epoch [53][1000/3405] lr: 1.822e-02, eta: 21:39:13, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7887, top5_acc: 0.9637, loss_cls: 2.6045, loss: 2.6045 +2024-09-21 07:26:54,525 - pyskl - INFO - Epoch [53][1100/3405] lr: 1.822e-02, eta: 21:38:49, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.7812, top5_acc: 0.9544, loss_cls: 2.6289, loss: 2.6289 +2024-09-21 07:27:17,297 - pyskl - INFO - Epoch [53][1200/3405] lr: 1.821e-02, eta: 21:38:24, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.8013, top5_acc: 0.9675, loss_cls: 2.5632, loss: 2.5632 +2024-09-21 07:27:39,471 - pyskl - INFO - Epoch [53][1300/3405] lr: 1.820e-02, eta: 21:37:58, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7775, top5_acc: 0.9587, loss_cls: 2.6365, loss: 2.6365 +2024-09-21 07:28:01,565 - pyskl - INFO - Epoch [53][1400/3405] lr: 1.820e-02, eta: 21:37:32, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.7706, top5_acc: 0.9600, loss_cls: 2.6609, loss: 2.6609 +2024-09-21 07:28:23,623 - pyskl - INFO - Epoch [53][1500/3405] lr: 1.819e-02, eta: 21:37:06, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.7925, top5_acc: 0.9694, loss_cls: 2.6077, loss: 2.6077 +2024-09-21 07:28:45,592 - pyskl - INFO - Epoch [53][1600/3405] lr: 1.818e-02, eta: 21:36:40, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.7994, top5_acc: 0.9688, loss_cls: 2.5739, loss: 2.5739 +2024-09-21 07:29:07,853 - pyskl - INFO - Epoch [53][1700/3405] lr: 1.818e-02, eta: 21:36:14, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7856, top5_acc: 0.9675, loss_cls: 2.6093, loss: 2.6093 +2024-09-21 07:29:30,185 - pyskl - INFO - Epoch [53][1800/3405] lr: 1.817e-02, eta: 21:35:49, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7781, top5_acc: 0.9531, loss_cls: 2.6672, loss: 2.6672 +2024-09-21 07:29:52,612 - pyskl - INFO - Epoch [53][1900/3405] lr: 1.816e-02, eta: 21:35:24, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7863, top5_acc: 0.9613, loss_cls: 2.6238, loss: 2.6238 +2024-09-21 07:30:15,099 - pyskl - INFO - Epoch [53][2000/3405] lr: 1.815e-02, eta: 21:34:59, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7769, top5_acc: 0.9650, loss_cls: 2.6182, loss: 2.6182 +2024-09-21 07:30:37,376 - pyskl - INFO - Epoch [53][2100/3405] lr: 1.815e-02, eta: 21:34:33, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7700, top5_acc: 0.9513, loss_cls: 2.6772, loss: 2.6772 +2024-09-21 07:30:59,646 - pyskl - INFO - Epoch [53][2200/3405] lr: 1.814e-02, eta: 21:34:07, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7794, top5_acc: 0.9688, loss_cls: 2.6493, loss: 2.6493 +2024-09-21 07:31:21,734 - pyskl - INFO - Epoch [53][2300/3405] lr: 1.813e-02, eta: 21:33:42, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.7656, top5_acc: 0.9587, loss_cls: 2.6722, loss: 2.6722 +2024-09-21 07:31:44,235 - pyskl - INFO - Epoch [53][2400/3405] lr: 1.813e-02, eta: 21:33:16, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7812, top5_acc: 0.9625, loss_cls: 2.6136, loss: 2.6136 +2024-09-21 07:32:06,305 - pyskl - INFO - Epoch [53][2500/3405] lr: 1.812e-02, eta: 21:32:50, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.7650, top5_acc: 0.9531, loss_cls: 2.6859, loss: 2.6859 +2024-09-21 07:32:28,951 - pyskl - INFO - Epoch [53][2600/3405] lr: 1.811e-02, eta: 21:32:26, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7919, top5_acc: 0.9625, loss_cls: 2.5955, loss: 2.5955 +2024-09-21 07:32:51,282 - pyskl - INFO - Epoch [53][2700/3405] lr: 1.811e-02, eta: 21:32:00, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7837, top5_acc: 0.9581, loss_cls: 2.6335, loss: 2.6335 +2024-09-21 07:33:14,425 - pyskl - INFO - Epoch [53][2800/3405] lr: 1.810e-02, eta: 21:31:36, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.7762, top5_acc: 0.9600, loss_cls: 2.6192, loss: 2.6192 +2024-09-21 07:33:37,188 - pyskl - INFO - Epoch [53][2900/3405] lr: 1.809e-02, eta: 21:31:12, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7894, top5_acc: 0.9606, loss_cls: 2.6111, loss: 2.6111 +2024-09-21 07:33:59,244 - pyskl - INFO - Epoch [53][3000/3405] lr: 1.809e-02, eta: 21:30:46, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.7631, top5_acc: 0.9513, loss_cls: 2.7027, loss: 2.7027 +2024-09-21 07:34:21,719 - pyskl - INFO - Epoch [53][3100/3405] lr: 1.808e-02, eta: 21:30:21, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7806, top5_acc: 0.9581, loss_cls: 2.6409, loss: 2.6409 +2024-09-21 07:34:44,108 - pyskl - INFO - Epoch [53][3200/3405] lr: 1.807e-02, eta: 21:29:55, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7819, top5_acc: 0.9631, loss_cls: 2.6512, loss: 2.6512 +2024-09-21 07:35:06,487 - pyskl - INFO - Epoch [53][3300/3405] lr: 1.807e-02, eta: 21:29:30, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7812, top5_acc: 0.9594, loss_cls: 2.6371, loss: 2.6371 +2024-09-21 07:35:28,755 - pyskl - INFO - Epoch [53][3400/3405] lr: 1.806e-02, eta: 21:29:04, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7944, top5_acc: 0.9619, loss_cls: 2.5991, loss: 2.5991 +2024-09-21 07:35:30,510 - pyskl - INFO - Saving checkpoint at 53 epochs +2024-09-21 07:39:15,476 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-21 07:39:16,029 - pyskl - INFO - +top1_acc 0.7563 +top5_acc 0.9448 +2024-09-21 07:39:16,047 - pyskl - INFO - Epoch(val) [53][3718] top1_acc: 0.7563, top5_acc: 0.9448 +2024-09-21 07:40:09,244 - pyskl - INFO - Epoch [54][100/3405] lr: 1.805e-02, eta: 21:29:32, time: 0.532, data_time: 0.298, memory: 5251, top1_acc: 0.7869, top5_acc: 0.9725, loss_cls: 2.5786, loss: 2.5786 +2024-09-21 07:40:31,699 - pyskl - INFO - Epoch [54][200/3405] lr: 1.804e-02, eta: 21:29:07, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7906, top5_acc: 0.9675, loss_cls: 2.5959, loss: 2.5959 +2024-09-21 07:40:53,906 - pyskl - INFO - Epoch [54][300/3405] lr: 1.804e-02, eta: 21:28:41, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8094, top5_acc: 0.9650, loss_cls: 2.5548, loss: 2.5548 +2024-09-21 07:41:16,195 - pyskl - INFO - Epoch [54][400/3405] lr: 1.803e-02, eta: 21:28:16, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7950, top5_acc: 0.9650, loss_cls: 2.5753, loss: 2.5753 +2024-09-21 07:41:39,457 - pyskl - INFO - Epoch [54][500/3405] lr: 1.802e-02, eta: 21:27:52, time: 0.233, data_time: 0.000, memory: 5251, top1_acc: 0.8063, top5_acc: 0.9731, loss_cls: 2.5431, loss: 2.5431 +2024-09-21 07:42:02,658 - pyskl - INFO - Epoch [54][600/3405] lr: 1.802e-02, eta: 21:27:28, time: 0.232, data_time: 0.000, memory: 5251, top1_acc: 0.7906, top5_acc: 0.9663, loss_cls: 2.5803, loss: 2.5803 +2024-09-21 07:42:24,979 - pyskl - INFO - Epoch [54][700/3405] lr: 1.801e-02, eta: 21:27:03, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7675, top5_acc: 0.9581, loss_cls: 2.6685, loss: 2.6685 +2024-09-21 07:42:47,635 - pyskl - INFO - Epoch [54][800/3405] lr: 1.800e-02, eta: 21:26:38, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.7794, top5_acc: 0.9613, loss_cls: 2.6194, loss: 2.6194 +2024-09-21 07:43:10,330 - pyskl - INFO - Epoch [54][900/3405] lr: 1.800e-02, eta: 21:26:13, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.7944, top5_acc: 0.9606, loss_cls: 2.6009, loss: 2.6009 +2024-09-21 07:43:33,055 - pyskl - INFO - Epoch [54][1000/3405] lr: 1.799e-02, eta: 21:25:48, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.7900, top5_acc: 0.9613, loss_cls: 2.6013, loss: 2.6013 +2024-09-21 07:43:54,871 - pyskl - INFO - Epoch [54][1100/3405] lr: 1.798e-02, eta: 21:25:22, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.7950, top5_acc: 0.9637, loss_cls: 2.5989, loss: 2.5989 +2024-09-21 07:44:17,702 - pyskl - INFO - Epoch [54][1200/3405] lr: 1.798e-02, eta: 21:24:57, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7913, top5_acc: 0.9625, loss_cls: 2.6011, loss: 2.6011 +2024-09-21 07:44:40,145 - pyskl - INFO - Epoch [54][1300/3405] lr: 1.797e-02, eta: 21:24:32, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7875, top5_acc: 0.9637, loss_cls: 2.6183, loss: 2.6183 +2024-09-21 07:45:02,841 - pyskl - INFO - Epoch [54][1400/3405] lr: 1.796e-02, eta: 21:24:07, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.7788, top5_acc: 0.9550, loss_cls: 2.6235, loss: 2.6235 +2024-09-21 07:45:25,820 - pyskl - INFO - Epoch [54][1500/3405] lr: 1.795e-02, eta: 21:23:43, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.7863, top5_acc: 0.9663, loss_cls: 2.5873, loss: 2.5873 +2024-09-21 07:45:48,474 - pyskl - INFO - Epoch [54][1600/3405] lr: 1.795e-02, eta: 21:23:18, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.7925, top5_acc: 0.9637, loss_cls: 2.5910, loss: 2.5910 +2024-09-21 07:46:11,667 - pyskl - INFO - Epoch [54][1700/3405] lr: 1.794e-02, eta: 21:22:55, time: 0.232, data_time: 0.000, memory: 5251, top1_acc: 0.7837, top5_acc: 0.9613, loss_cls: 2.6181, loss: 2.6181 +2024-09-21 07:46:34,007 - pyskl - INFO - Epoch [54][1800/3405] lr: 1.793e-02, eta: 21:22:29, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7894, top5_acc: 0.9731, loss_cls: 2.5866, loss: 2.5866 +2024-09-21 07:46:56,419 - pyskl - INFO - Epoch [54][1900/3405] lr: 1.793e-02, eta: 21:22:04, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7881, top5_acc: 0.9644, loss_cls: 2.6092, loss: 2.6092 +2024-09-21 07:47:19,063 - pyskl - INFO - Epoch [54][2000/3405] lr: 1.792e-02, eta: 21:21:39, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7881, top5_acc: 0.9569, loss_cls: 2.6349, loss: 2.6349 +2024-09-21 07:47:41,451 - pyskl - INFO - Epoch [54][2100/3405] lr: 1.791e-02, eta: 21:21:14, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7863, top5_acc: 0.9600, loss_cls: 2.6178, loss: 2.6178 +2024-09-21 07:48:03,849 - pyskl - INFO - Epoch [54][2200/3405] lr: 1.791e-02, eta: 21:20:49, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7956, top5_acc: 0.9581, loss_cls: 2.6092, loss: 2.6092 +2024-09-21 07:48:26,383 - pyskl - INFO - Epoch [54][2300/3405] lr: 1.790e-02, eta: 21:20:24, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7856, top5_acc: 0.9663, loss_cls: 2.6292, loss: 2.6292 +2024-09-21 07:48:48,689 - pyskl - INFO - Epoch [54][2400/3405] lr: 1.789e-02, eta: 21:19:58, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7850, top5_acc: 0.9563, loss_cls: 2.6271, loss: 2.6271 +2024-09-21 07:49:10,456 - pyskl - INFO - Epoch [54][2500/3405] lr: 1.789e-02, eta: 21:19:32, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.7750, top5_acc: 0.9581, loss_cls: 2.6622, loss: 2.6622 +2024-09-21 07:49:32,090 - pyskl - INFO - Epoch [54][2600/3405] lr: 1.788e-02, eta: 21:19:05, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.7619, top5_acc: 0.9556, loss_cls: 2.6776, loss: 2.6776 +2024-09-21 07:49:54,273 - pyskl - INFO - Epoch [54][2700/3405] lr: 1.787e-02, eta: 21:18:39, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7788, top5_acc: 0.9531, loss_cls: 2.6654, loss: 2.6654 +2024-09-21 07:50:16,396 - pyskl - INFO - Epoch [54][2800/3405] lr: 1.786e-02, eta: 21:18:14, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.7644, top5_acc: 0.9619, loss_cls: 2.6703, loss: 2.6703 +2024-09-21 07:50:38,611 - pyskl - INFO - Epoch [54][2900/3405] lr: 1.786e-02, eta: 21:17:48, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7700, top5_acc: 0.9575, loss_cls: 2.6687, loss: 2.6687 +2024-09-21 07:51:01,193 - pyskl - INFO - Epoch [54][3000/3405] lr: 1.785e-02, eta: 21:17:23, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7900, top5_acc: 0.9706, loss_cls: 2.5747, loss: 2.5747 +2024-09-21 07:51:23,562 - pyskl - INFO - Epoch [54][3100/3405] lr: 1.784e-02, eta: 21:16:58, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7831, top5_acc: 0.9663, loss_cls: 2.6222, loss: 2.6222 +2024-09-21 07:51:46,061 - pyskl - INFO - Epoch [54][3200/3405] lr: 1.784e-02, eta: 21:16:33, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7869, top5_acc: 0.9606, loss_cls: 2.6038, loss: 2.6038 +2024-09-21 07:52:08,424 - pyskl - INFO - Epoch [54][3300/3405] lr: 1.783e-02, eta: 21:16:08, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8087, top5_acc: 0.9613, loss_cls: 2.5794, loss: 2.5794 +2024-09-21 07:52:29,970 - pyskl - INFO - Epoch [54][3400/3405] lr: 1.782e-02, eta: 21:15:41, time: 0.215, data_time: 0.000, memory: 5251, top1_acc: 0.7875, top5_acc: 0.9600, loss_cls: 2.6214, loss: 2.6214 +2024-09-21 07:52:31,681 - pyskl - INFO - Saving checkpoint at 54 epochs +2024-09-21 07:56:17,478 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-21 07:56:18,051 - pyskl - INFO - +top1_acc 0.7336 +top5_acc 0.9332 +2024-09-21 07:56:18,073 - pyskl - INFO - Epoch(val) [54][3718] top1_acc: 0.7336, top5_acc: 0.9332 +2024-09-21 07:57:09,690 - pyskl - INFO - Epoch [55][100/3405] lr: 1.782e-02, eta: 21:16:04, time: 0.516, data_time: 0.289, memory: 5251, top1_acc: 0.7831, top5_acc: 0.9600, loss_cls: 2.6241, loss: 2.6241 +2024-09-21 07:57:31,677 - pyskl - INFO - Epoch [55][200/3405] lr: 1.781e-02, eta: 21:15:38, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.8019, top5_acc: 0.9694, loss_cls: 2.5532, loss: 2.5532 +2024-09-21 07:57:53,913 - pyskl - INFO - Epoch [55][300/3405] lr: 1.780e-02, eta: 21:15:13, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7706, top5_acc: 0.9619, loss_cls: 2.6520, loss: 2.6520 +2024-09-21 07:58:16,268 - pyskl - INFO - Epoch [55][400/3405] lr: 1.779e-02, eta: 21:14:47, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7969, top5_acc: 0.9725, loss_cls: 2.5537, loss: 2.5537 +2024-09-21 07:58:38,040 - pyskl - INFO - Epoch [55][500/3405] lr: 1.779e-02, eta: 21:14:21, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.8025, top5_acc: 0.9788, loss_cls: 2.5328, loss: 2.5328 +2024-09-21 07:58:59,658 - pyskl - INFO - Epoch [55][600/3405] lr: 1.778e-02, eta: 21:13:54, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.7806, top5_acc: 0.9613, loss_cls: 2.6100, loss: 2.6100 +2024-09-21 07:59:21,348 - pyskl - INFO - Epoch [55][700/3405] lr: 1.777e-02, eta: 21:13:28, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.7937, top5_acc: 0.9675, loss_cls: 2.5753, loss: 2.5753 +2024-09-21 07:59:43,767 - pyskl - INFO - Epoch [55][800/3405] lr: 1.777e-02, eta: 21:13:03, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7788, top5_acc: 0.9587, loss_cls: 2.6386, loss: 2.6386 +2024-09-21 08:00:06,540 - pyskl - INFO - Epoch [55][900/3405] lr: 1.776e-02, eta: 21:12:38, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7788, top5_acc: 0.9631, loss_cls: 2.6368, loss: 2.6368 +2024-09-21 08:00:28,948 - pyskl - INFO - Epoch [55][1000/3405] lr: 1.775e-02, eta: 21:12:13, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8006, top5_acc: 0.9675, loss_cls: 2.5579, loss: 2.5579 +2024-09-21 08:00:51,296 - pyskl - INFO - Epoch [55][1100/3405] lr: 1.775e-02, eta: 21:11:48, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7788, top5_acc: 0.9619, loss_cls: 2.6292, loss: 2.6292 +2024-09-21 08:01:13,897 - pyskl - INFO - Epoch [55][1200/3405] lr: 1.774e-02, eta: 21:11:23, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7775, top5_acc: 0.9631, loss_cls: 2.6164, loss: 2.6164 +2024-09-21 08:01:36,461 - pyskl - INFO - Epoch [55][1300/3405] lr: 1.773e-02, eta: 21:10:58, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7669, top5_acc: 0.9613, loss_cls: 2.6470, loss: 2.6470 +2024-09-21 08:01:58,773 - pyskl - INFO - Epoch [55][1400/3405] lr: 1.772e-02, eta: 21:10:32, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7869, top5_acc: 0.9644, loss_cls: 2.6112, loss: 2.6112 +2024-09-21 08:02:21,049 - pyskl - INFO - Epoch [55][1500/3405] lr: 1.772e-02, eta: 21:10:07, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7844, top5_acc: 0.9656, loss_cls: 2.6286, loss: 2.6286 +2024-09-21 08:02:43,193 - pyskl - INFO - Epoch [55][1600/3405] lr: 1.771e-02, eta: 21:09:41, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.7825, top5_acc: 0.9631, loss_cls: 2.6185, loss: 2.6185 +2024-09-21 08:03:06,100 - pyskl - INFO - Epoch [55][1700/3405] lr: 1.770e-02, eta: 21:09:17, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.7919, top5_acc: 0.9619, loss_cls: 2.6085, loss: 2.6085 +2024-09-21 08:03:28,438 - pyskl - INFO - Epoch [55][1800/3405] lr: 1.770e-02, eta: 21:08:52, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7950, top5_acc: 0.9631, loss_cls: 2.5859, loss: 2.5859 +2024-09-21 08:03:51,092 - pyskl - INFO - Epoch [55][1900/3405] lr: 1.769e-02, eta: 21:08:27, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.7837, top5_acc: 0.9600, loss_cls: 2.5955, loss: 2.5955 +2024-09-21 08:04:13,665 - pyskl - INFO - Epoch [55][2000/3405] lr: 1.768e-02, eta: 21:08:02, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7719, top5_acc: 0.9637, loss_cls: 2.6113, loss: 2.6113 +2024-09-21 08:04:36,401 - pyskl - INFO - Epoch [55][2100/3405] lr: 1.768e-02, eta: 21:07:37, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.7850, top5_acc: 0.9650, loss_cls: 2.6149, loss: 2.6149 +2024-09-21 08:04:58,881 - pyskl - INFO - Epoch [55][2200/3405] lr: 1.767e-02, eta: 21:07:12, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7769, top5_acc: 0.9637, loss_cls: 2.6436, loss: 2.6436 +2024-09-21 08:05:21,601 - pyskl - INFO - Epoch [55][2300/3405] lr: 1.766e-02, eta: 21:06:48, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.8056, top5_acc: 0.9694, loss_cls: 2.5488, loss: 2.5488 +2024-09-21 08:05:43,947 - pyskl - INFO - Epoch [55][2400/3405] lr: 1.765e-02, eta: 21:06:22, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7781, top5_acc: 0.9550, loss_cls: 2.6252, loss: 2.6252 +2024-09-21 08:06:06,734 - pyskl - INFO - Epoch [55][2500/3405] lr: 1.765e-02, eta: 21:05:58, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7769, top5_acc: 0.9619, loss_cls: 2.6287, loss: 2.6287 +2024-09-21 08:06:29,333 - pyskl - INFO - Epoch [55][2600/3405] lr: 1.764e-02, eta: 21:05:33, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7913, top5_acc: 0.9613, loss_cls: 2.6109, loss: 2.6109 +2024-09-21 08:06:51,187 - pyskl - INFO - Epoch [55][2700/3405] lr: 1.763e-02, eta: 21:05:07, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.7681, top5_acc: 0.9569, loss_cls: 2.6528, loss: 2.6528 +2024-09-21 08:07:13,745 - pyskl - INFO - Epoch [55][2800/3405] lr: 1.763e-02, eta: 21:04:42, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7825, top5_acc: 0.9606, loss_cls: 2.6408, loss: 2.6408 +2024-09-21 08:07:35,729 - pyskl - INFO - Epoch [55][2900/3405] lr: 1.762e-02, eta: 21:04:16, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.7937, top5_acc: 0.9556, loss_cls: 2.5997, loss: 2.5997 +2024-09-21 08:07:58,235 - pyskl - INFO - Epoch [55][3000/3405] lr: 1.761e-02, eta: 21:03:51, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7894, top5_acc: 0.9637, loss_cls: 2.6302, loss: 2.6302 +2024-09-21 08:08:20,690 - pyskl - INFO - Epoch [55][3100/3405] lr: 1.761e-02, eta: 21:03:26, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7937, top5_acc: 0.9613, loss_cls: 2.6101, loss: 2.6101 +2024-09-21 08:08:43,252 - pyskl - INFO - Epoch [55][3200/3405] lr: 1.760e-02, eta: 21:03:01, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7913, top5_acc: 0.9581, loss_cls: 2.6175, loss: 2.6175 +2024-09-21 08:09:05,264 - pyskl - INFO - Epoch [55][3300/3405] lr: 1.759e-02, eta: 21:02:35, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.7856, top5_acc: 0.9650, loss_cls: 2.6087, loss: 2.6087 +2024-09-21 08:09:27,812 - pyskl - INFO - Epoch [55][3400/3405] lr: 1.758e-02, eta: 21:02:10, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7956, top5_acc: 0.9613, loss_cls: 2.6022, loss: 2.6022 +2024-09-21 08:09:29,549 - pyskl - INFO - Saving checkpoint at 55 epochs +2024-09-21 08:13:21,488 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-21 08:13:22,250 - pyskl - INFO - +top1_acc 0.7296 +top5_acc 0.9350 +2024-09-21 08:13:22,278 - pyskl - INFO - Epoch(val) [55][3718] top1_acc: 0.7296, top5_acc: 0.9350 +2024-09-21 08:14:17,273 - pyskl - INFO - Epoch [56][100/3405] lr: 1.758e-02, eta: 21:02:38, time: 0.550, data_time: 0.316, memory: 5251, top1_acc: 0.7869, top5_acc: 0.9656, loss_cls: 2.6082, loss: 2.6082 +2024-09-21 08:14:39,828 - pyskl - INFO - Epoch [56][200/3405] lr: 1.757e-02, eta: 21:02:13, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7894, top5_acc: 0.9581, loss_cls: 2.5900, loss: 2.5900 +2024-09-21 08:15:02,724 - pyskl - INFO - Epoch [56][300/3405] lr: 1.756e-02, eta: 21:01:49, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.8006, top5_acc: 0.9650, loss_cls: 2.5744, loss: 2.5744 +2024-09-21 08:15:25,807 - pyskl - INFO - Epoch [56][400/3405] lr: 1.756e-02, eta: 21:01:25, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.8037, top5_acc: 0.9681, loss_cls: 2.5722, loss: 2.5722 +2024-09-21 08:15:48,964 - pyskl - INFO - Epoch [56][500/3405] lr: 1.755e-02, eta: 21:01:01, time: 0.232, data_time: 0.000, memory: 5251, top1_acc: 0.7937, top5_acc: 0.9594, loss_cls: 2.6028, loss: 2.6028 +2024-09-21 08:16:11,699 - pyskl - INFO - Epoch [56][600/3405] lr: 1.754e-02, eta: 21:00:37, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.7881, top5_acc: 0.9506, loss_cls: 2.6322, loss: 2.6322 +2024-09-21 08:16:34,089 - pyskl - INFO - Epoch [56][700/3405] lr: 1.754e-02, eta: 21:00:11, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7769, top5_acc: 0.9594, loss_cls: 2.6333, loss: 2.6333 +2024-09-21 08:16:56,487 - pyskl - INFO - Epoch [56][800/3405] lr: 1.753e-02, eta: 20:59:46, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7906, top5_acc: 0.9631, loss_cls: 2.6005, loss: 2.6005 +2024-09-21 08:17:18,750 - pyskl - INFO - Epoch [56][900/3405] lr: 1.752e-02, eta: 20:59:21, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7875, top5_acc: 0.9587, loss_cls: 2.6026, loss: 2.6026 +2024-09-21 08:17:41,514 - pyskl - INFO - Epoch [56][1000/3405] lr: 1.751e-02, eta: 20:58:56, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7712, top5_acc: 0.9631, loss_cls: 2.6125, loss: 2.6125 +2024-09-21 08:18:03,918 - pyskl - INFO - Epoch [56][1100/3405] lr: 1.751e-02, eta: 20:58:31, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7887, top5_acc: 0.9675, loss_cls: 2.5973, loss: 2.5973 +2024-09-21 08:18:26,343 - pyskl - INFO - Epoch [56][1200/3405] lr: 1.750e-02, eta: 20:58:06, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8150, top5_acc: 0.9744, loss_cls: 2.5369, loss: 2.5369 +2024-09-21 08:18:48,791 - pyskl - INFO - Epoch [56][1300/3405] lr: 1.749e-02, eta: 20:57:41, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7900, top5_acc: 0.9613, loss_cls: 2.6017, loss: 2.6017 +2024-09-21 08:19:11,494 - pyskl - INFO - Epoch [56][1400/3405] lr: 1.749e-02, eta: 20:57:16, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.7919, top5_acc: 0.9619, loss_cls: 2.6057, loss: 2.6057 +2024-09-21 08:19:34,518 - pyskl - INFO - Epoch [56][1500/3405] lr: 1.748e-02, eta: 20:56:52, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.7944, top5_acc: 0.9675, loss_cls: 2.5691, loss: 2.5691 +2024-09-21 08:19:56,932 - pyskl - INFO - Epoch [56][1600/3405] lr: 1.747e-02, eta: 20:56:27, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7875, top5_acc: 0.9600, loss_cls: 2.5837, loss: 2.5837 +2024-09-21 08:20:19,581 - pyskl - INFO - Epoch [56][1700/3405] lr: 1.746e-02, eta: 20:56:02, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7856, top5_acc: 0.9569, loss_cls: 2.6218, loss: 2.6218 +2024-09-21 08:20:41,773 - pyskl - INFO - Epoch [56][1800/3405] lr: 1.746e-02, eta: 20:55:37, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7894, top5_acc: 0.9631, loss_cls: 2.5935, loss: 2.5935 +2024-09-21 08:21:04,429 - pyskl - INFO - Epoch [56][1900/3405] lr: 1.745e-02, eta: 20:55:12, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.7706, top5_acc: 0.9656, loss_cls: 2.6328, loss: 2.6328 +2024-09-21 08:21:27,016 - pyskl - INFO - Epoch [56][2000/3405] lr: 1.744e-02, eta: 20:54:47, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7738, top5_acc: 0.9613, loss_cls: 2.6365, loss: 2.6365 +2024-09-21 08:21:50,482 - pyskl - INFO - Epoch [56][2100/3405] lr: 1.744e-02, eta: 20:54:24, time: 0.235, data_time: 0.000, memory: 5251, top1_acc: 0.7812, top5_acc: 0.9569, loss_cls: 2.6247, loss: 2.6247 +2024-09-21 08:22:13,965 - pyskl - INFO - Epoch [56][2200/3405] lr: 1.743e-02, eta: 20:54:00, time: 0.235, data_time: 0.000, memory: 5251, top1_acc: 0.7800, top5_acc: 0.9637, loss_cls: 2.6346, loss: 2.6346 +2024-09-21 08:22:36,886 - pyskl - INFO - Epoch [56][2300/3405] lr: 1.742e-02, eta: 20:53:36, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.7956, top5_acc: 0.9581, loss_cls: 2.5864, loss: 2.5864 +2024-09-21 08:22:59,630 - pyskl - INFO - Epoch [56][2400/3405] lr: 1.742e-02, eta: 20:53:12, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.7963, top5_acc: 0.9675, loss_cls: 2.5650, loss: 2.5650 +2024-09-21 08:23:22,694 - pyskl - INFO - Epoch [56][2500/3405] lr: 1.741e-02, eta: 20:52:48, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.7781, top5_acc: 0.9656, loss_cls: 2.5957, loss: 2.5957 +2024-09-21 08:23:45,449 - pyskl - INFO - Epoch [56][2600/3405] lr: 1.740e-02, eta: 20:52:23, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7925, top5_acc: 0.9669, loss_cls: 2.5988, loss: 2.5988 +2024-09-21 08:24:08,486 - pyskl - INFO - Epoch [56][2700/3405] lr: 1.739e-02, eta: 20:51:59, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.7675, top5_acc: 0.9587, loss_cls: 2.6532, loss: 2.6532 +2024-09-21 08:24:32,045 - pyskl - INFO - Epoch [56][2800/3405] lr: 1.739e-02, eta: 20:51:36, time: 0.236, data_time: 0.000, memory: 5251, top1_acc: 0.7906, top5_acc: 0.9675, loss_cls: 2.6082, loss: 2.6082 +2024-09-21 08:24:55,110 - pyskl - INFO - Epoch [56][2900/3405] lr: 1.738e-02, eta: 20:51:12, time: 0.231, data_time: 0.001, memory: 5251, top1_acc: 0.7781, top5_acc: 0.9600, loss_cls: 2.6364, loss: 2.6364 +2024-09-21 08:25:17,625 - pyskl - INFO - Epoch [56][3000/3405] lr: 1.737e-02, eta: 20:50:47, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7931, top5_acc: 0.9600, loss_cls: 2.6034, loss: 2.6034 +2024-09-21 08:25:39,834 - pyskl - INFO - Epoch [56][3100/3405] lr: 1.737e-02, eta: 20:50:21, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7875, top5_acc: 0.9619, loss_cls: 2.5829, loss: 2.5829 +2024-09-21 08:26:01,622 - pyskl - INFO - Epoch [56][3200/3405] lr: 1.736e-02, eta: 20:49:55, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.7794, top5_acc: 0.9712, loss_cls: 2.5842, loss: 2.5842 +2024-09-21 08:26:23,776 - pyskl - INFO - Epoch [56][3300/3405] lr: 1.735e-02, eta: 20:49:30, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7812, top5_acc: 0.9625, loss_cls: 2.6251, loss: 2.6251 +2024-09-21 08:26:45,978 - pyskl - INFO - Epoch [56][3400/3405] lr: 1.734e-02, eta: 20:49:04, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7881, top5_acc: 0.9637, loss_cls: 2.6186, loss: 2.6186 +2024-09-21 08:26:47,793 - pyskl - INFO - Saving checkpoint at 56 epochs +2024-09-21 08:30:39,084 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-21 08:30:39,858 - pyskl - INFO - +top1_acc 0.7326 +top5_acc 0.9423 +2024-09-21 08:30:39,878 - pyskl - INFO - Epoch(val) [56][3718] top1_acc: 0.7326, top5_acc: 0.9423 +2024-09-21 08:31:34,416 - pyskl - INFO - Epoch [57][100/3405] lr: 1.734e-02, eta: 20:49:30, time: 0.545, data_time: 0.316, memory: 5251, top1_acc: 0.7919, top5_acc: 0.9656, loss_cls: 2.5794, loss: 2.5794 +2024-09-21 08:31:57,067 - pyskl - INFO - Epoch [57][200/3405] lr: 1.733e-02, eta: 20:49:05, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.7987, top5_acc: 0.9756, loss_cls: 2.5315, loss: 2.5315 +2024-09-21 08:32:19,331 - pyskl - INFO - Epoch [57][300/3405] lr: 1.732e-02, eta: 20:48:40, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8081, top5_acc: 0.9706, loss_cls: 2.5565, loss: 2.5565 +2024-09-21 08:32:41,674 - pyskl - INFO - Epoch [57][400/3405] lr: 1.732e-02, eta: 20:48:14, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8119, top5_acc: 0.9719, loss_cls: 2.5336, loss: 2.5336 +2024-09-21 08:33:04,150 - pyskl - INFO - Epoch [57][500/3405] lr: 1.731e-02, eta: 20:47:49, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7825, top5_acc: 0.9581, loss_cls: 2.6109, loss: 2.6109 +2024-09-21 08:33:26,297 - pyskl - INFO - Epoch [57][600/3405] lr: 1.730e-02, eta: 20:47:24, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.8113, top5_acc: 0.9719, loss_cls: 2.5481, loss: 2.5481 +2024-09-21 08:33:48,369 - pyskl - INFO - Epoch [57][700/3405] lr: 1.729e-02, eta: 20:46:58, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.7806, top5_acc: 0.9625, loss_cls: 2.6044, loss: 2.6044 +2024-09-21 08:34:10,823 - pyskl - INFO - Epoch [57][800/3405] lr: 1.729e-02, eta: 20:46:33, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7850, top5_acc: 0.9594, loss_cls: 2.6121, loss: 2.6121 +2024-09-21 08:34:33,559 - pyskl - INFO - Epoch [57][900/3405] lr: 1.728e-02, eta: 20:46:09, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.8013, top5_acc: 0.9644, loss_cls: 2.5818, loss: 2.5818 +2024-09-21 08:34:55,875 - pyskl - INFO - Epoch [57][1000/3405] lr: 1.727e-02, eta: 20:45:43, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7706, top5_acc: 0.9594, loss_cls: 2.6557, loss: 2.6557 +2024-09-21 08:35:18,455 - pyskl - INFO - Epoch [57][1100/3405] lr: 1.727e-02, eta: 20:45:18, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7994, top5_acc: 0.9712, loss_cls: 2.5660, loss: 2.5660 +2024-09-21 08:35:41,515 - pyskl - INFO - Epoch [57][1200/3405] lr: 1.726e-02, eta: 20:44:54, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.8019, top5_acc: 0.9650, loss_cls: 2.5795, loss: 2.5795 +2024-09-21 08:36:04,677 - pyskl - INFO - Epoch [57][1300/3405] lr: 1.725e-02, eta: 20:44:31, time: 0.232, data_time: 0.000, memory: 5251, top1_acc: 0.7956, top5_acc: 0.9744, loss_cls: 2.5545, loss: 2.5545 +2024-09-21 08:36:27,461 - pyskl - INFO - Epoch [57][1400/3405] lr: 1.724e-02, eta: 20:44:06, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7712, top5_acc: 0.9556, loss_cls: 2.6695, loss: 2.6695 +2024-09-21 08:36:49,927 - pyskl - INFO - Epoch [57][1500/3405] lr: 1.724e-02, eta: 20:43:41, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8056, top5_acc: 0.9700, loss_cls: 2.5591, loss: 2.5591 +2024-09-21 08:37:12,099 - pyskl - INFO - Epoch [57][1600/3405] lr: 1.723e-02, eta: 20:43:16, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7906, top5_acc: 0.9656, loss_cls: 2.5990, loss: 2.5990 +2024-09-21 08:37:34,294 - pyskl - INFO - Epoch [57][1700/3405] lr: 1.722e-02, eta: 20:42:50, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8056, top5_acc: 0.9700, loss_cls: 2.5552, loss: 2.5552 +2024-09-21 08:37:56,774 - pyskl - INFO - Epoch [57][1800/3405] lr: 1.722e-02, eta: 20:42:25, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8000, top5_acc: 0.9744, loss_cls: 2.5571, loss: 2.5571 +2024-09-21 08:38:19,104 - pyskl - INFO - Epoch [57][1900/3405] lr: 1.721e-02, eta: 20:42:00, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7831, top5_acc: 0.9631, loss_cls: 2.6241, loss: 2.6241 +2024-09-21 08:38:41,858 - pyskl - INFO - Epoch [57][2000/3405] lr: 1.720e-02, eta: 20:41:35, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7994, top5_acc: 0.9575, loss_cls: 2.6322, loss: 2.6322 +2024-09-21 08:39:04,818 - pyskl - INFO - Epoch [57][2100/3405] lr: 1.719e-02, eta: 20:41:11, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.7969, top5_acc: 0.9669, loss_cls: 2.5880, loss: 2.5880 +2024-09-21 08:39:27,143 - pyskl - INFO - Epoch [57][2200/3405] lr: 1.719e-02, eta: 20:40:46, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8006, top5_acc: 0.9669, loss_cls: 2.5866, loss: 2.5866 +2024-09-21 08:39:49,582 - pyskl - INFO - Epoch [57][2300/3405] lr: 1.718e-02, eta: 20:40:21, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7781, top5_acc: 0.9569, loss_cls: 2.6456, loss: 2.6456 +2024-09-21 08:40:11,803 - pyskl - INFO - Epoch [57][2400/3405] lr: 1.717e-02, eta: 20:39:55, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7925, top5_acc: 0.9669, loss_cls: 2.6096, loss: 2.6096 +2024-09-21 08:40:34,106 - pyskl - INFO - Epoch [57][2500/3405] lr: 1.717e-02, eta: 20:39:30, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7987, top5_acc: 0.9606, loss_cls: 2.5808, loss: 2.5808 +2024-09-21 08:40:56,943 - pyskl - INFO - Epoch [57][2600/3405] lr: 1.716e-02, eta: 20:39:06, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7712, top5_acc: 0.9587, loss_cls: 2.6491, loss: 2.6491 +2024-09-21 08:41:19,612 - pyskl - INFO - Epoch [57][2700/3405] lr: 1.715e-02, eta: 20:38:41, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.7794, top5_acc: 0.9581, loss_cls: 2.6236, loss: 2.6236 +2024-09-21 08:41:42,026 - pyskl - INFO - Epoch [57][2800/3405] lr: 1.714e-02, eta: 20:38:16, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7825, top5_acc: 0.9650, loss_cls: 2.6100, loss: 2.6100 +2024-09-21 08:42:04,429 - pyskl - INFO - Epoch [57][2900/3405] lr: 1.714e-02, eta: 20:37:51, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7925, top5_acc: 0.9625, loss_cls: 2.5951, loss: 2.5951 +2024-09-21 08:42:27,457 - pyskl - INFO - Epoch [57][3000/3405] lr: 1.713e-02, eta: 20:37:27, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.7850, top5_acc: 0.9556, loss_cls: 2.6463, loss: 2.6463 +2024-09-21 08:42:50,085 - pyskl - INFO - Epoch [57][3100/3405] lr: 1.712e-02, eta: 20:37:02, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8006, top5_acc: 0.9681, loss_cls: 2.5385, loss: 2.5385 +2024-09-21 08:43:12,512 - pyskl - INFO - Epoch [57][3200/3405] lr: 1.712e-02, eta: 20:36:37, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7819, top5_acc: 0.9669, loss_cls: 2.6307, loss: 2.6307 +2024-09-21 08:43:34,962 - pyskl - INFO - Epoch [57][3300/3405] lr: 1.711e-02, eta: 20:36:12, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7963, top5_acc: 0.9644, loss_cls: 2.5881, loss: 2.5881 +2024-09-21 08:43:57,282 - pyskl - INFO - Epoch [57][3400/3405] lr: 1.710e-02, eta: 20:35:47, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7762, top5_acc: 0.9613, loss_cls: 2.6146, loss: 2.6146 +2024-09-21 08:43:59,287 - pyskl - INFO - Saving checkpoint at 57 epochs +2024-09-21 08:47:48,496 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-21 08:47:49,295 - pyskl - INFO - +top1_acc 0.7680 +top5_acc 0.9495 +2024-09-21 08:47:49,315 - pyskl - INFO - Epoch(val) [57][3718] top1_acc: 0.7680, top5_acc: 0.9495 +2024-09-21 08:48:41,364 - pyskl - INFO - Epoch [58][100/3405] lr: 1.709e-02, eta: 20:36:07, time: 0.520, data_time: 0.294, memory: 5251, top1_acc: 0.8263, top5_acc: 0.9656, loss_cls: 2.5060, loss: 2.5060 +2024-09-21 08:49:03,662 - pyskl - INFO - Epoch [58][200/3405] lr: 1.709e-02, eta: 20:35:42, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7806, top5_acc: 0.9606, loss_cls: 2.6319, loss: 2.6319 +2024-09-21 08:49:25,794 - pyskl - INFO - Epoch [58][300/3405] lr: 1.708e-02, eta: 20:35:16, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.7969, top5_acc: 0.9681, loss_cls: 2.5857, loss: 2.5857 +2024-09-21 08:49:48,348 - pyskl - INFO - Epoch [58][400/3405] lr: 1.707e-02, eta: 20:34:52, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8006, top5_acc: 0.9744, loss_cls: 2.5559, loss: 2.5559 +2024-09-21 08:50:10,534 - pyskl - INFO - Epoch [58][500/3405] lr: 1.707e-02, eta: 20:34:26, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7963, top5_acc: 0.9694, loss_cls: 2.5671, loss: 2.5671 +2024-09-21 08:50:33,073 - pyskl - INFO - Epoch [58][600/3405] lr: 1.706e-02, eta: 20:34:01, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7987, top5_acc: 0.9731, loss_cls: 2.5651, loss: 2.5651 +2024-09-21 08:50:55,534 - pyskl - INFO - Epoch [58][700/3405] lr: 1.705e-02, eta: 20:33:36, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8075, top5_acc: 0.9694, loss_cls: 2.5266, loss: 2.5266 +2024-09-21 08:51:17,819 - pyskl - INFO - Epoch [58][800/3405] lr: 1.704e-02, eta: 20:33:11, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8000, top5_acc: 0.9637, loss_cls: 2.5892, loss: 2.5892 +2024-09-21 08:51:40,359 - pyskl - INFO - Epoch [58][900/3405] lr: 1.704e-02, eta: 20:32:46, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8006, top5_acc: 0.9719, loss_cls: 2.5356, loss: 2.5356 +2024-09-21 08:52:02,858 - pyskl - INFO - Epoch [58][1000/3405] lr: 1.703e-02, eta: 20:32:21, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8000, top5_acc: 0.9738, loss_cls: 2.5470, loss: 2.5470 +2024-09-21 08:52:25,822 - pyskl - INFO - Epoch [58][1100/3405] lr: 1.702e-02, eta: 20:31:57, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.7894, top5_acc: 0.9569, loss_cls: 2.5977, loss: 2.5977 +2024-09-21 08:52:48,707 - pyskl - INFO - Epoch [58][1200/3405] lr: 1.702e-02, eta: 20:31:33, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.8119, top5_acc: 0.9700, loss_cls: 2.5341, loss: 2.5341 +2024-09-21 08:53:11,956 - pyskl - INFO - Epoch [58][1300/3405] lr: 1.701e-02, eta: 20:31:09, time: 0.232, data_time: 0.000, memory: 5251, top1_acc: 0.7963, top5_acc: 0.9712, loss_cls: 2.5745, loss: 2.5745 +2024-09-21 08:53:34,962 - pyskl - INFO - Epoch [58][1400/3405] lr: 1.700e-02, eta: 20:30:45, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.7625, top5_acc: 0.9625, loss_cls: 2.6619, loss: 2.6619 +2024-09-21 08:53:57,568 - pyskl - INFO - Epoch [58][1500/3405] lr: 1.699e-02, eta: 20:30:20, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7906, top5_acc: 0.9675, loss_cls: 2.6167, loss: 2.6167 +2024-09-21 08:54:20,225 - pyskl - INFO - Epoch [58][1600/3405] lr: 1.699e-02, eta: 20:29:56, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.7900, top5_acc: 0.9656, loss_cls: 2.6002, loss: 2.6002 +2024-09-21 08:54:42,786 - pyskl - INFO - Epoch [58][1700/3405] lr: 1.698e-02, eta: 20:29:31, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7894, top5_acc: 0.9613, loss_cls: 2.6080, loss: 2.6080 +2024-09-21 08:55:05,594 - pyskl - INFO - Epoch [58][1800/3405] lr: 1.697e-02, eta: 20:29:06, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7800, top5_acc: 0.9581, loss_cls: 2.6020, loss: 2.6020 +2024-09-21 08:55:28,597 - pyskl - INFO - Epoch [58][1900/3405] lr: 1.697e-02, eta: 20:28:42, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.7762, top5_acc: 0.9519, loss_cls: 2.6408, loss: 2.6408 +2024-09-21 08:55:51,334 - pyskl - INFO - Epoch [58][2000/3405] lr: 1.696e-02, eta: 20:28:18, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.7913, top5_acc: 0.9656, loss_cls: 2.5980, loss: 2.5980 +2024-09-21 08:56:14,159 - pyskl - INFO - Epoch [58][2100/3405] lr: 1.695e-02, eta: 20:27:53, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7731, top5_acc: 0.9637, loss_cls: 2.6300, loss: 2.6300 +2024-09-21 08:56:37,099 - pyskl - INFO - Epoch [58][2200/3405] lr: 1.694e-02, eta: 20:27:29, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.8037, top5_acc: 0.9669, loss_cls: 2.5598, loss: 2.5598 +2024-09-21 08:56:59,935 - pyskl - INFO - Epoch [58][2300/3405] lr: 1.694e-02, eta: 20:27:05, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7925, top5_acc: 0.9644, loss_cls: 2.5961, loss: 2.5961 +2024-09-21 08:57:22,679 - pyskl - INFO - Epoch [58][2400/3405] lr: 1.693e-02, eta: 20:26:40, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.7750, top5_acc: 0.9613, loss_cls: 2.6471, loss: 2.6471 +2024-09-21 08:57:45,538 - pyskl - INFO - Epoch [58][2500/3405] lr: 1.692e-02, eta: 20:26:16, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.7869, top5_acc: 0.9581, loss_cls: 2.6277, loss: 2.6277 +2024-09-21 08:58:08,136 - pyskl - INFO - Epoch [58][2600/3405] lr: 1.692e-02, eta: 20:25:51, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7769, top5_acc: 0.9619, loss_cls: 2.6365, loss: 2.6365 +2024-09-21 08:58:31,504 - pyskl - INFO - Epoch [58][2700/3405] lr: 1.691e-02, eta: 20:25:28, time: 0.234, data_time: 0.000, memory: 5251, top1_acc: 0.7788, top5_acc: 0.9625, loss_cls: 2.6237, loss: 2.6237 +2024-09-21 08:58:53,898 - pyskl - INFO - Epoch [58][2800/3405] lr: 1.690e-02, eta: 20:25:03, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8006, top5_acc: 0.9631, loss_cls: 2.5983, loss: 2.5983 +2024-09-21 08:59:16,491 - pyskl - INFO - Epoch [58][2900/3405] lr: 1.689e-02, eta: 20:24:38, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7894, top5_acc: 0.9750, loss_cls: 2.5676, loss: 2.5676 +2024-09-21 08:59:38,833 - pyskl - INFO - Epoch [58][3000/3405] lr: 1.689e-02, eta: 20:24:13, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8000, top5_acc: 0.9619, loss_cls: 2.5882, loss: 2.5882 +2024-09-21 09:00:01,185 - pyskl - INFO - Epoch [58][3100/3405] lr: 1.688e-02, eta: 20:23:48, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7875, top5_acc: 0.9631, loss_cls: 2.5872, loss: 2.5872 +2024-09-21 09:00:23,732 - pyskl - INFO - Epoch [58][3200/3405] lr: 1.687e-02, eta: 20:23:23, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7981, top5_acc: 0.9587, loss_cls: 2.6004, loss: 2.6004 +2024-09-21 09:00:46,302 - pyskl - INFO - Epoch [58][3300/3405] lr: 1.686e-02, eta: 20:22:58, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7725, top5_acc: 0.9619, loss_cls: 2.6360, loss: 2.6360 +2024-09-21 09:01:09,155 - pyskl - INFO - Epoch [58][3400/3405] lr: 1.686e-02, eta: 20:22:34, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.7931, top5_acc: 0.9637, loss_cls: 2.5930, loss: 2.5930 +2024-09-21 09:01:10,970 - pyskl - INFO - Saving checkpoint at 58 epochs +2024-09-21 09:04:59,411 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-21 09:05:00,186 - pyskl - INFO - +top1_acc 0.7479 +top5_acc 0.9445 +2024-09-21 09:05:00,205 - pyskl - INFO - Epoch(val) [58][3718] top1_acc: 0.7479, top5_acc: 0.9445 +2024-09-21 09:05:51,028 - pyskl - INFO - Epoch [59][100/3405] lr: 1.685e-02, eta: 20:22:51, time: 0.508, data_time: 0.285, memory: 5251, top1_acc: 0.8181, top5_acc: 0.9712, loss_cls: 2.5357, loss: 2.5357 +2024-09-21 09:06:13,573 - pyskl - INFO - Epoch [59][200/3405] lr: 1.684e-02, eta: 20:22:26, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8100, top5_acc: 0.9756, loss_cls: 2.5320, loss: 2.5320 +2024-09-21 09:06:35,813 - pyskl - INFO - Epoch [59][300/3405] lr: 1.684e-02, eta: 20:22:01, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8094, top5_acc: 0.9650, loss_cls: 2.5429, loss: 2.5429 +2024-09-21 09:06:58,243 - pyskl - INFO - Epoch [59][400/3405] lr: 1.683e-02, eta: 20:21:36, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7806, top5_acc: 0.9675, loss_cls: 2.6138, loss: 2.6138 +2024-09-21 09:07:20,503 - pyskl - INFO - Epoch [59][500/3405] lr: 1.682e-02, eta: 20:21:10, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7875, top5_acc: 0.9656, loss_cls: 2.5820, loss: 2.5820 +2024-09-21 09:07:43,083 - pyskl - INFO - Epoch [59][600/3405] lr: 1.681e-02, eta: 20:20:46, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7969, top5_acc: 0.9706, loss_cls: 2.5517, loss: 2.5517 +2024-09-21 09:08:05,721 - pyskl - INFO - Epoch [59][700/3405] lr: 1.681e-02, eta: 20:20:21, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7863, top5_acc: 0.9731, loss_cls: 2.5990, loss: 2.5990 +2024-09-21 09:08:28,458 - pyskl - INFO - Epoch [59][800/3405] lr: 1.680e-02, eta: 20:19:56, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.8094, top5_acc: 0.9712, loss_cls: 2.5275, loss: 2.5275 +2024-09-21 09:08:50,835 - pyskl - INFO - Epoch [59][900/3405] lr: 1.679e-02, eta: 20:19:31, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7788, top5_acc: 0.9606, loss_cls: 2.6304, loss: 2.6304 +2024-09-21 09:09:13,410 - pyskl - INFO - Epoch [59][1000/3405] lr: 1.679e-02, eta: 20:19:07, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7900, top5_acc: 0.9625, loss_cls: 2.5974, loss: 2.5974 +2024-09-21 09:09:35,743 - pyskl - INFO - Epoch [59][1100/3405] lr: 1.678e-02, eta: 20:18:41, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7831, top5_acc: 0.9675, loss_cls: 2.5992, loss: 2.5992 +2024-09-21 09:09:58,193 - pyskl - INFO - Epoch [59][1200/3405] lr: 1.677e-02, eta: 20:18:16, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7987, top5_acc: 0.9700, loss_cls: 2.5491, loss: 2.5491 +2024-09-21 09:10:21,038 - pyskl - INFO - Epoch [59][1300/3405] lr: 1.676e-02, eta: 20:17:52, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7913, top5_acc: 0.9681, loss_cls: 2.5712, loss: 2.5712 +2024-09-21 09:10:44,427 - pyskl - INFO - Epoch [59][1400/3405] lr: 1.676e-02, eta: 20:17:29, time: 0.234, data_time: 0.000, memory: 5251, top1_acc: 0.7950, top5_acc: 0.9650, loss_cls: 2.5790, loss: 2.5790 +2024-09-21 09:11:07,406 - pyskl - INFO - Epoch [59][1500/3405] lr: 1.675e-02, eta: 20:17:05, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.7788, top5_acc: 0.9625, loss_cls: 2.6185, loss: 2.6185 +2024-09-21 09:11:30,189 - pyskl - INFO - Epoch [59][1600/3405] lr: 1.674e-02, eta: 20:16:40, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7837, top5_acc: 0.9613, loss_cls: 2.6065, loss: 2.6065 +2024-09-21 09:11:53,337 - pyskl - INFO - Epoch [59][1700/3405] lr: 1.673e-02, eta: 20:16:16, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.7919, top5_acc: 0.9681, loss_cls: 2.5913, loss: 2.5913 +2024-09-21 09:12:16,091 - pyskl - INFO - Epoch [59][1800/3405] lr: 1.673e-02, eta: 20:15:52, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.8131, top5_acc: 0.9688, loss_cls: 2.5434, loss: 2.5434 +2024-09-21 09:12:38,430 - pyskl - INFO - Epoch [59][1900/3405] lr: 1.672e-02, eta: 20:15:27, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7731, top5_acc: 0.9625, loss_cls: 2.6484, loss: 2.6484 +2024-09-21 09:13:00,984 - pyskl - INFO - Epoch [59][2000/3405] lr: 1.671e-02, eta: 20:15:02, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7919, top5_acc: 0.9613, loss_cls: 2.6061, loss: 2.6061 +2024-09-21 09:13:23,333 - pyskl - INFO - Epoch [59][2100/3405] lr: 1.671e-02, eta: 20:14:37, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8019, top5_acc: 0.9613, loss_cls: 2.5757, loss: 2.5757 +2024-09-21 09:13:46,078 - pyskl - INFO - Epoch [59][2200/3405] lr: 1.670e-02, eta: 20:14:12, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.8081, top5_acc: 0.9606, loss_cls: 2.5404, loss: 2.5404 +2024-09-21 09:14:09,237 - pyskl - INFO - Epoch [59][2300/3405] lr: 1.669e-02, eta: 20:13:48, time: 0.232, data_time: 0.000, memory: 5251, top1_acc: 0.8000, top5_acc: 0.9669, loss_cls: 2.5686, loss: 2.5686 +2024-09-21 09:14:32,007 - pyskl - INFO - Epoch [59][2400/3405] lr: 1.668e-02, eta: 20:13:24, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7844, top5_acc: 0.9669, loss_cls: 2.5943, loss: 2.5943 +2024-09-21 09:14:54,584 - pyskl - INFO - Epoch [59][2500/3405] lr: 1.668e-02, eta: 20:12:59, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7925, top5_acc: 0.9644, loss_cls: 2.6112, loss: 2.6112 +2024-09-21 09:15:17,221 - pyskl - INFO - Epoch [59][2600/3405] lr: 1.667e-02, eta: 20:12:35, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7706, top5_acc: 0.9631, loss_cls: 2.6463, loss: 2.6463 +2024-09-21 09:15:40,051 - pyskl - INFO - Epoch [59][2700/3405] lr: 1.666e-02, eta: 20:12:10, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.8025, top5_acc: 0.9587, loss_cls: 2.5946, loss: 2.5946 +2024-09-21 09:16:02,634 - pyskl - INFO - Epoch [59][2800/3405] lr: 1.665e-02, eta: 20:11:46, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7894, top5_acc: 0.9675, loss_cls: 2.5811, loss: 2.5811 +2024-09-21 09:16:25,264 - pyskl - INFO - Epoch [59][2900/3405] lr: 1.665e-02, eta: 20:11:21, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7969, top5_acc: 0.9587, loss_cls: 2.5946, loss: 2.5946 +2024-09-21 09:16:48,088 - pyskl - INFO - Epoch [59][3000/3405] lr: 1.664e-02, eta: 20:10:57, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7856, top5_acc: 0.9706, loss_cls: 2.5798, loss: 2.5798 +2024-09-21 09:17:10,391 - pyskl - INFO - Epoch [59][3100/3405] lr: 1.663e-02, eta: 20:10:31, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7906, top5_acc: 0.9650, loss_cls: 2.5991, loss: 2.5991 +2024-09-21 09:17:32,759 - pyskl - INFO - Epoch [59][3200/3405] lr: 1.663e-02, eta: 20:10:06, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8025, top5_acc: 0.9650, loss_cls: 2.5714, loss: 2.5714 +2024-09-21 09:17:55,055 - pyskl - INFO - Epoch [59][3300/3405] lr: 1.662e-02, eta: 20:09:41, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7956, top5_acc: 0.9663, loss_cls: 2.5773, loss: 2.5773 +2024-09-21 09:18:17,499 - pyskl - INFO - Epoch [59][3400/3405] lr: 1.661e-02, eta: 20:09:16, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7913, top5_acc: 0.9719, loss_cls: 2.5492, loss: 2.5492 +2024-09-21 09:18:19,291 - pyskl - INFO - Saving checkpoint at 59 epochs +2024-09-21 09:22:09,262 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-21 09:22:09,849 - pyskl - INFO - +top1_acc 0.7689 +top5_acc 0.9524 +2024-09-21 09:22:09,855 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/j_2/best_top1_acc_epoch_52.pth was removed +2024-09-21 09:22:10,025 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_59.pth. +2024-09-21 09:22:10,026 - pyskl - INFO - Best top1_acc is 0.7689 at 59 epoch. +2024-09-21 09:22:10,044 - pyskl - INFO - Epoch(val) [59][3718] top1_acc: 0.7689, top5_acc: 0.9524 +2024-09-21 09:22:59,184 - pyskl - INFO - Epoch [60][100/3405] lr: 1.660e-02, eta: 20:09:30, time: 0.491, data_time: 0.269, memory: 5251, top1_acc: 0.7919, top5_acc: 0.9706, loss_cls: 2.5504, loss: 2.5504 +2024-09-21 09:23:21,286 - pyskl - INFO - Epoch [60][200/3405] lr: 1.660e-02, eta: 20:09:04, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.8144, top5_acc: 0.9675, loss_cls: 2.5407, loss: 2.5407 +2024-09-21 09:23:42,793 - pyskl - INFO - Epoch [60][300/3405] lr: 1.659e-02, eta: 20:08:38, time: 0.215, data_time: 0.000, memory: 5251, top1_acc: 0.8050, top5_acc: 0.9644, loss_cls: 2.5539, loss: 2.5539 +2024-09-21 09:24:04,568 - pyskl - INFO - Epoch [60][400/3405] lr: 1.658e-02, eta: 20:08:12, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.7887, top5_acc: 0.9769, loss_cls: 2.5799, loss: 2.5799 +2024-09-21 09:24:26,359 - pyskl - INFO - Epoch [60][500/3405] lr: 1.657e-02, eta: 20:07:46, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.8006, top5_acc: 0.9706, loss_cls: 2.5568, loss: 2.5568 +2024-09-21 09:24:48,660 - pyskl - INFO - Epoch [60][600/3405] lr: 1.657e-02, eta: 20:07:21, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7981, top5_acc: 0.9712, loss_cls: 2.5664, loss: 2.5664 +2024-09-21 09:25:11,186 - pyskl - INFO - Epoch [60][700/3405] lr: 1.656e-02, eta: 20:06:56, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8187, top5_acc: 0.9681, loss_cls: 2.5154, loss: 2.5154 +2024-09-21 09:25:33,927 - pyskl - INFO - Epoch [60][800/3405] lr: 1.655e-02, eta: 20:06:31, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.7913, top5_acc: 0.9681, loss_cls: 2.5676, loss: 2.5676 +2024-09-21 09:25:56,742 - pyskl - INFO - Epoch [60][900/3405] lr: 1.655e-02, eta: 20:06:07, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7994, top5_acc: 0.9688, loss_cls: 2.5757, loss: 2.5757 +2024-09-21 09:26:19,457 - pyskl - INFO - Epoch [60][1000/3405] lr: 1.654e-02, eta: 20:05:43, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.7906, top5_acc: 0.9625, loss_cls: 2.5955, loss: 2.5955 +2024-09-21 09:26:42,066 - pyskl - INFO - Epoch [60][1100/3405] lr: 1.653e-02, eta: 20:05:18, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8013, top5_acc: 0.9725, loss_cls: 2.5478, loss: 2.5478 +2024-09-21 09:27:04,681 - pyskl - INFO - Epoch [60][1200/3405] lr: 1.652e-02, eta: 20:04:53, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7944, top5_acc: 0.9650, loss_cls: 2.5896, loss: 2.5896 +2024-09-21 09:27:27,008 - pyskl - INFO - Epoch [60][1300/3405] lr: 1.652e-02, eta: 20:04:28, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7794, top5_acc: 0.9681, loss_cls: 2.6422, loss: 2.6422 +2024-09-21 09:27:49,353 - pyskl - INFO - Epoch [60][1400/3405] lr: 1.651e-02, eta: 20:04:03, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7931, top5_acc: 0.9656, loss_cls: 2.5686, loss: 2.5686 +2024-09-21 09:28:11,577 - pyskl - INFO - Epoch [60][1500/3405] lr: 1.650e-02, eta: 20:03:38, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7925, top5_acc: 0.9631, loss_cls: 2.6027, loss: 2.6027 +2024-09-21 09:28:33,877 - pyskl - INFO - Epoch [60][1600/3405] lr: 1.649e-02, eta: 20:03:13, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7925, top5_acc: 0.9631, loss_cls: 2.5911, loss: 2.5911 +2024-09-21 09:28:56,319 - pyskl - INFO - Epoch [60][1700/3405] lr: 1.649e-02, eta: 20:02:48, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8019, top5_acc: 0.9644, loss_cls: 2.5881, loss: 2.5881 +2024-09-21 09:29:19,107 - pyskl - INFO - Epoch [60][1800/3405] lr: 1.648e-02, eta: 20:02:23, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7662, top5_acc: 0.9500, loss_cls: 2.6880, loss: 2.6880 +2024-09-21 09:29:42,404 - pyskl - INFO - Epoch [60][1900/3405] lr: 1.647e-02, eta: 20:02:00, time: 0.233, data_time: 0.000, memory: 5251, top1_acc: 0.8063, top5_acc: 0.9731, loss_cls: 2.5231, loss: 2.5231 +2024-09-21 09:30:05,431 - pyskl - INFO - Epoch [60][2000/3405] lr: 1.647e-02, eta: 20:01:36, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.8031, top5_acc: 0.9669, loss_cls: 2.5640, loss: 2.5640 +2024-09-21 09:30:27,862 - pyskl - INFO - Epoch [60][2100/3405] lr: 1.646e-02, eta: 20:01:11, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7788, top5_acc: 0.9663, loss_cls: 2.6351, loss: 2.6351 +2024-09-21 09:30:50,515 - pyskl - INFO - Epoch [60][2200/3405] lr: 1.645e-02, eta: 20:00:46, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.7963, top5_acc: 0.9606, loss_cls: 2.5977, loss: 2.5977 +2024-09-21 09:31:12,803 - pyskl - INFO - Epoch [60][2300/3405] lr: 1.644e-02, eta: 20:00:21, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8025, top5_acc: 0.9744, loss_cls: 2.5530, loss: 2.5530 +2024-09-21 09:31:34,978 - pyskl - INFO - Epoch [60][2400/3405] lr: 1.644e-02, eta: 19:59:56, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8031, top5_acc: 0.9694, loss_cls: 2.5618, loss: 2.5618 +2024-09-21 09:31:57,083 - pyskl - INFO - Epoch [60][2500/3405] lr: 1.643e-02, eta: 19:59:30, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.8037, top5_acc: 0.9700, loss_cls: 2.5342, loss: 2.5342 +2024-09-21 09:32:19,679 - pyskl - INFO - Epoch [60][2600/3405] lr: 1.642e-02, eta: 19:59:06, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8013, top5_acc: 0.9600, loss_cls: 2.5765, loss: 2.5765 +2024-09-21 09:32:41,967 - pyskl - INFO - Epoch [60][2700/3405] lr: 1.641e-02, eta: 19:58:41, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8006, top5_acc: 0.9688, loss_cls: 2.5583, loss: 2.5583 +2024-09-21 09:33:04,402 - pyskl - INFO - Epoch [60][2800/3405] lr: 1.641e-02, eta: 19:58:16, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7963, top5_acc: 0.9663, loss_cls: 2.5549, loss: 2.5549 +2024-09-21 09:33:26,800 - pyskl - INFO - Epoch [60][2900/3405] lr: 1.640e-02, eta: 19:57:51, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7987, top5_acc: 0.9700, loss_cls: 2.5458, loss: 2.5458 +2024-09-21 09:33:49,604 - pyskl - INFO - Epoch [60][3000/3405] lr: 1.639e-02, eta: 19:57:27, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.8031, top5_acc: 0.9688, loss_cls: 2.5592, loss: 2.5592 +2024-09-21 09:34:12,111 - pyskl - INFO - Epoch [60][3100/3405] lr: 1.639e-02, eta: 19:57:02, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7925, top5_acc: 0.9619, loss_cls: 2.5950, loss: 2.5950 +2024-09-21 09:34:34,375 - pyskl - INFO - Epoch [60][3200/3405] lr: 1.638e-02, eta: 19:56:37, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7981, top5_acc: 0.9675, loss_cls: 2.6121, loss: 2.6121 +2024-09-21 09:34:56,819 - pyskl - INFO - Epoch [60][3300/3405] lr: 1.637e-02, eta: 19:56:12, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8069, top5_acc: 0.9750, loss_cls: 2.5219, loss: 2.5219 +2024-09-21 09:35:19,400 - pyskl - INFO - Epoch [60][3400/3405] lr: 1.636e-02, eta: 19:55:47, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7863, top5_acc: 0.9550, loss_cls: 2.6032, loss: 2.6032 +2024-09-21 09:35:21,533 - pyskl - INFO - Saving checkpoint at 60 epochs +2024-09-21 09:39:10,895 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-21 09:39:11,481 - pyskl - INFO - +top1_acc 0.7725 +top5_acc 0.9506 +2024-09-21 09:39:11,486 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/j_2/best_top1_acc_epoch_59.pth was removed +2024-09-21 09:39:11,659 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_60.pth. +2024-09-21 09:39:11,660 - pyskl - INFO - Best top1_acc is 0.7725 at 60 epoch. +2024-09-21 09:39:11,678 - pyskl - INFO - Epoch(val) [60][3718] top1_acc: 0.7725, top5_acc: 0.9506 +2024-09-21 09:40:02,085 - pyskl - INFO - Epoch [61][100/3405] lr: 1.636e-02, eta: 19:56:01, time: 0.504, data_time: 0.282, memory: 5251, top1_acc: 0.8106, top5_acc: 0.9669, loss_cls: 2.5589, loss: 2.5589 +2024-09-21 09:40:24,239 - pyskl - INFO - Epoch [61][200/3405] lr: 1.635e-02, eta: 19:55:36, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8131, top5_acc: 0.9731, loss_cls: 2.5076, loss: 2.5076 +2024-09-21 09:40:46,600 - pyskl - INFO - Epoch [61][300/3405] lr: 1.634e-02, eta: 19:55:11, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8156, top5_acc: 0.9694, loss_cls: 2.5263, loss: 2.5263 +2024-09-21 09:41:08,963 - pyskl - INFO - Epoch [61][400/3405] lr: 1.633e-02, eta: 19:54:46, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7788, top5_acc: 0.9637, loss_cls: 2.6064, loss: 2.6064 +2024-09-21 09:41:31,139 - pyskl - INFO - Epoch [61][500/3405] lr: 1.633e-02, eta: 19:54:21, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8131, top5_acc: 0.9681, loss_cls: 2.5502, loss: 2.5502 +2024-09-21 09:41:52,862 - pyskl - INFO - Epoch [61][600/3405] lr: 1.632e-02, eta: 19:53:55, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.8100, top5_acc: 0.9656, loss_cls: 2.5626, loss: 2.5626 +2024-09-21 09:42:14,921 - pyskl - INFO - Epoch [61][700/3405] lr: 1.631e-02, eta: 19:53:29, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.7956, top5_acc: 0.9631, loss_cls: 2.5790, loss: 2.5790 +2024-09-21 09:42:36,619 - pyskl - INFO - Epoch [61][800/3405] lr: 1.630e-02, eta: 19:53:03, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.8019, top5_acc: 0.9675, loss_cls: 2.5609, loss: 2.5609 +2024-09-21 09:42:58,545 - pyskl - INFO - Epoch [61][900/3405] lr: 1.630e-02, eta: 19:52:37, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.8019, top5_acc: 0.9694, loss_cls: 2.5647, loss: 2.5647 +2024-09-21 09:43:20,505 - pyskl - INFO - Epoch [61][1000/3405] lr: 1.629e-02, eta: 19:52:12, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.7819, top5_acc: 0.9656, loss_cls: 2.5923, loss: 2.5923 +2024-09-21 09:43:42,714 - pyskl - INFO - Epoch [61][1100/3405] lr: 1.628e-02, eta: 19:51:47, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7994, top5_acc: 0.9656, loss_cls: 2.5613, loss: 2.5613 +2024-09-21 09:44:05,188 - pyskl - INFO - Epoch [61][1200/3405] lr: 1.627e-02, eta: 19:51:22, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7963, top5_acc: 0.9694, loss_cls: 2.5580, loss: 2.5580 +2024-09-21 09:44:27,387 - pyskl - INFO - Epoch [61][1300/3405] lr: 1.627e-02, eta: 19:50:57, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7963, top5_acc: 0.9681, loss_cls: 2.5826, loss: 2.5826 +2024-09-21 09:44:49,668 - pyskl - INFO - Epoch [61][1400/3405] lr: 1.626e-02, eta: 19:50:32, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8094, top5_acc: 0.9725, loss_cls: 2.5158, loss: 2.5158 +2024-09-21 09:45:11,938 - pyskl - INFO - Epoch [61][1500/3405] lr: 1.625e-02, eta: 19:50:06, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8044, top5_acc: 0.9656, loss_cls: 2.5513, loss: 2.5513 +2024-09-21 09:45:34,650 - pyskl - INFO - Epoch [61][1600/3405] lr: 1.625e-02, eta: 19:49:42, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.7981, top5_acc: 0.9644, loss_cls: 2.5798, loss: 2.5798 +2024-09-21 09:45:57,255 - pyskl - INFO - Epoch [61][1700/3405] lr: 1.624e-02, eta: 19:49:17, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8144, top5_acc: 0.9712, loss_cls: 2.5268, loss: 2.5268 +2024-09-21 09:46:20,118 - pyskl - INFO - Epoch [61][1800/3405] lr: 1.623e-02, eta: 19:48:53, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.8125, top5_acc: 0.9656, loss_cls: 2.5488, loss: 2.5488 +2024-09-21 09:46:42,867 - pyskl - INFO - Epoch [61][1900/3405] lr: 1.622e-02, eta: 19:48:29, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.7919, top5_acc: 0.9600, loss_cls: 2.6108, loss: 2.6108 +2024-09-21 09:47:05,510 - pyskl - INFO - Epoch [61][2000/3405] lr: 1.622e-02, eta: 19:48:04, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8013, top5_acc: 0.9688, loss_cls: 2.5655, loss: 2.5655 +2024-09-21 09:47:27,940 - pyskl - INFO - Epoch [61][2100/3405] lr: 1.621e-02, eta: 19:47:39, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8019, top5_acc: 0.9712, loss_cls: 2.5443, loss: 2.5443 +2024-09-21 09:47:50,183 - pyskl - INFO - Epoch [61][2200/3405] lr: 1.620e-02, eta: 19:47:14, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7919, top5_acc: 0.9637, loss_cls: 2.6191, loss: 2.6191 +2024-09-21 09:48:12,893 - pyskl - INFO - Epoch [61][2300/3405] lr: 1.619e-02, eta: 19:46:50, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.7956, top5_acc: 0.9656, loss_cls: 2.5725, loss: 2.5725 +2024-09-21 09:48:35,423 - pyskl - INFO - Epoch [61][2400/3405] lr: 1.619e-02, eta: 19:46:25, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7969, top5_acc: 0.9619, loss_cls: 2.6010, loss: 2.6010 +2024-09-21 09:48:57,926 - pyskl - INFO - Epoch [61][2500/3405] lr: 1.618e-02, eta: 19:46:00, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7681, top5_acc: 0.9669, loss_cls: 2.6496, loss: 2.6496 +2024-09-21 09:49:20,578 - pyskl - INFO - Epoch [61][2600/3405] lr: 1.617e-02, eta: 19:45:36, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.7963, top5_acc: 0.9619, loss_cls: 2.6031, loss: 2.6031 +2024-09-21 09:49:43,789 - pyskl - INFO - Epoch [61][2700/3405] lr: 1.616e-02, eta: 19:45:12, time: 0.232, data_time: 0.000, memory: 5251, top1_acc: 0.8131, top5_acc: 0.9706, loss_cls: 2.5659, loss: 2.5659 +2024-09-21 09:50:06,439 - pyskl - INFO - Epoch [61][2800/3405] lr: 1.616e-02, eta: 19:44:47, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7987, top5_acc: 0.9694, loss_cls: 2.5573, loss: 2.5573 +2024-09-21 09:50:29,006 - pyskl - INFO - Epoch [61][2900/3405] lr: 1.615e-02, eta: 19:44:23, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7863, top5_acc: 0.9669, loss_cls: 2.5820, loss: 2.5820 +2024-09-21 09:50:51,790 - pyskl - INFO - Epoch [61][3000/3405] lr: 1.614e-02, eta: 19:43:58, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7794, top5_acc: 0.9556, loss_cls: 2.6464, loss: 2.6464 +2024-09-21 09:51:14,146 - pyskl - INFO - Epoch [61][3100/3405] lr: 1.614e-02, eta: 19:43:34, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7913, top5_acc: 0.9606, loss_cls: 2.6025, loss: 2.6025 +2024-09-21 09:51:36,213 - pyskl - INFO - Epoch [61][3200/3405] lr: 1.613e-02, eta: 19:43:08, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.7863, top5_acc: 0.9637, loss_cls: 2.5844, loss: 2.5844 +2024-09-21 09:51:58,504 - pyskl - INFO - Epoch [61][3300/3405] lr: 1.612e-02, eta: 19:42:43, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8006, top5_acc: 0.9600, loss_cls: 2.5694, loss: 2.5694 +2024-09-21 09:52:20,976 - pyskl - INFO - Epoch [61][3400/3405] lr: 1.611e-02, eta: 19:42:18, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7850, top5_acc: 0.9631, loss_cls: 2.6054, loss: 2.6054 +2024-09-21 09:52:23,050 - pyskl - INFO - Saving checkpoint at 61 epochs +2024-09-21 09:56:11,970 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-21 09:56:12,746 - pyskl - INFO - +top1_acc 0.7678 +top5_acc 0.9506 +2024-09-21 09:56:12,764 - pyskl - INFO - Epoch(val) [61][3718] top1_acc: 0.7678, top5_acc: 0.9506 +2024-09-21 09:57:03,069 - pyskl - INFO - Epoch [62][100/3405] lr: 1.611e-02, eta: 19:42:31, time: 0.503, data_time: 0.283, memory: 5251, top1_acc: 0.8013, top5_acc: 0.9694, loss_cls: 2.5767, loss: 2.5767 +2024-09-21 09:57:25,049 - pyskl - INFO - Epoch [62][200/3405] lr: 1.610e-02, eta: 19:42:06, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.8163, top5_acc: 0.9694, loss_cls: 2.5117, loss: 2.5117 +2024-09-21 09:57:47,234 - pyskl - INFO - Epoch [62][300/3405] lr: 1.609e-02, eta: 19:41:40, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8037, top5_acc: 0.9712, loss_cls: 2.5206, loss: 2.5206 +2024-09-21 09:58:09,326 - pyskl - INFO - Epoch [62][400/3405] lr: 1.608e-02, eta: 19:41:15, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.8013, top5_acc: 0.9694, loss_cls: 2.5472, loss: 2.5472 +2024-09-21 09:58:31,808 - pyskl - INFO - Epoch [62][500/3405] lr: 1.608e-02, eta: 19:40:50, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8119, top5_acc: 0.9700, loss_cls: 2.5396, loss: 2.5396 +2024-09-21 09:58:54,322 - pyskl - INFO - Epoch [62][600/3405] lr: 1.607e-02, eta: 19:40:26, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8056, top5_acc: 0.9656, loss_cls: 2.5416, loss: 2.5416 +2024-09-21 09:59:17,232 - pyskl - INFO - Epoch [62][700/3405] lr: 1.606e-02, eta: 19:40:01, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.8031, top5_acc: 0.9706, loss_cls: 2.5581, loss: 2.5581 +2024-09-21 09:59:39,891 - pyskl - INFO - Epoch [62][800/3405] lr: 1.605e-02, eta: 19:39:37, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.7937, top5_acc: 0.9688, loss_cls: 2.5597, loss: 2.5597 +2024-09-21 10:00:02,290 - pyskl - INFO - Epoch [62][900/3405] lr: 1.605e-02, eta: 19:39:12, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8063, top5_acc: 0.9781, loss_cls: 2.5348, loss: 2.5348 +2024-09-21 10:00:24,742 - pyskl - INFO - Epoch [62][1000/3405] lr: 1.604e-02, eta: 19:38:47, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8081, top5_acc: 0.9644, loss_cls: 2.5622, loss: 2.5622 +2024-09-21 10:00:47,134 - pyskl - INFO - Epoch [62][1100/3405] lr: 1.603e-02, eta: 19:38:22, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8006, top5_acc: 0.9631, loss_cls: 2.5861, loss: 2.5861 +2024-09-21 10:01:09,694 - pyskl - INFO - Epoch [62][1200/3405] lr: 1.602e-02, eta: 19:37:58, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8175, top5_acc: 0.9681, loss_cls: 2.5200, loss: 2.5200 +2024-09-21 10:01:31,847 - pyskl - INFO - Epoch [62][1300/3405] lr: 1.602e-02, eta: 19:37:32, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7925, top5_acc: 0.9700, loss_cls: 2.5527, loss: 2.5527 +2024-09-21 10:01:53,738 - pyskl - INFO - Epoch [62][1400/3405] lr: 1.601e-02, eta: 19:37:07, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.7881, top5_acc: 0.9594, loss_cls: 2.5995, loss: 2.5995 +2024-09-21 10:02:15,522 - pyskl - INFO - Epoch [62][1500/3405] lr: 1.600e-02, eta: 19:36:41, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.7906, top5_acc: 0.9694, loss_cls: 2.5579, loss: 2.5579 +2024-09-21 10:02:37,724 - pyskl - INFO - Epoch [62][1600/3405] lr: 1.600e-02, eta: 19:36:16, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7794, top5_acc: 0.9631, loss_cls: 2.6333, loss: 2.6333 +2024-09-21 10:02:59,938 - pyskl - INFO - Epoch [62][1700/3405] lr: 1.599e-02, eta: 19:35:51, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7994, top5_acc: 0.9644, loss_cls: 2.5937, loss: 2.5937 +2024-09-21 10:03:22,243 - pyskl - INFO - Epoch [62][1800/3405] lr: 1.598e-02, eta: 19:35:26, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7831, top5_acc: 0.9606, loss_cls: 2.6180, loss: 2.6180 +2024-09-21 10:03:44,718 - pyskl - INFO - Epoch [62][1900/3405] lr: 1.597e-02, eta: 19:35:01, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7837, top5_acc: 0.9675, loss_cls: 2.5945, loss: 2.5945 +2024-09-21 10:04:07,470 - pyskl - INFO - Epoch [62][2000/3405] lr: 1.597e-02, eta: 19:34:37, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7937, top5_acc: 0.9656, loss_cls: 2.5769, loss: 2.5769 +2024-09-21 10:04:29,798 - pyskl - INFO - Epoch [62][2100/3405] lr: 1.596e-02, eta: 19:34:12, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8019, top5_acc: 0.9656, loss_cls: 2.5815, loss: 2.5815 +2024-09-21 10:04:52,412 - pyskl - INFO - Epoch [62][2200/3405] lr: 1.595e-02, eta: 19:33:47, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8137, top5_acc: 0.9650, loss_cls: 2.5554, loss: 2.5554 +2024-09-21 10:05:14,772 - pyskl - INFO - Epoch [62][2300/3405] lr: 1.594e-02, eta: 19:33:22, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7831, top5_acc: 0.9606, loss_cls: 2.6072, loss: 2.6072 +2024-09-21 10:05:38,155 - pyskl - INFO - Epoch [62][2400/3405] lr: 1.594e-02, eta: 19:32:59, time: 0.234, data_time: 0.000, memory: 5251, top1_acc: 0.8000, top5_acc: 0.9669, loss_cls: 2.5704, loss: 2.5704 +2024-09-21 10:06:00,709 - pyskl - INFO - Epoch [62][2500/3405] lr: 1.593e-02, eta: 19:32:34, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7731, top5_acc: 0.9644, loss_cls: 2.6399, loss: 2.6399 +2024-09-21 10:06:23,205 - pyskl - INFO - Epoch [62][2600/3405] lr: 1.592e-02, eta: 19:32:09, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8050, top5_acc: 0.9681, loss_cls: 2.5436, loss: 2.5436 +2024-09-21 10:06:45,980 - pyskl - INFO - Epoch [62][2700/3405] lr: 1.591e-02, eta: 19:31:45, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7850, top5_acc: 0.9606, loss_cls: 2.6173, loss: 2.6173 +2024-09-21 10:07:08,453 - pyskl - INFO - Epoch [62][2800/3405] lr: 1.591e-02, eta: 19:31:20, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7937, top5_acc: 0.9644, loss_cls: 2.6002, loss: 2.6002 +2024-09-21 10:07:31,129 - pyskl - INFO - Epoch [62][2900/3405] lr: 1.590e-02, eta: 19:30:56, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.8044, top5_acc: 0.9681, loss_cls: 2.5376, loss: 2.5376 +2024-09-21 10:07:53,322 - pyskl - INFO - Epoch [62][3000/3405] lr: 1.589e-02, eta: 19:30:31, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8081, top5_acc: 0.9700, loss_cls: 2.5641, loss: 2.5641 +2024-09-21 10:08:15,664 - pyskl - INFO - Epoch [62][3100/3405] lr: 1.588e-02, eta: 19:30:06, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7887, top5_acc: 0.9644, loss_cls: 2.5974, loss: 2.5974 +2024-09-21 10:08:37,954 - pyskl - INFO - Epoch [62][3200/3405] lr: 1.588e-02, eta: 19:29:41, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8113, top5_acc: 0.9663, loss_cls: 2.5690, loss: 2.5690 +2024-09-21 10:09:00,320 - pyskl - INFO - Epoch [62][3300/3405] lr: 1.587e-02, eta: 19:29:16, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8050, top5_acc: 0.9675, loss_cls: 2.5369, loss: 2.5369 +2024-09-21 10:09:22,591 - pyskl - INFO - Epoch [62][3400/3405] lr: 1.586e-02, eta: 19:28:51, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7937, top5_acc: 0.9606, loss_cls: 2.5931, loss: 2.5931 +2024-09-21 10:09:24,431 - pyskl - INFO - Saving checkpoint at 62 epochs +2024-09-21 10:13:12,947 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-21 10:13:13,527 - pyskl - INFO - +top1_acc 0.7621 +top5_acc 0.9510 +2024-09-21 10:13:13,544 - pyskl - INFO - Epoch(val) [62][3718] top1_acc: 0.7621, top5_acc: 0.9510 +2024-09-21 10:14:05,750 - pyskl - INFO - Epoch [63][100/3405] lr: 1.585e-02, eta: 19:29:06, time: 0.522, data_time: 0.292, memory: 5251, top1_acc: 0.8094, top5_acc: 0.9725, loss_cls: 2.5094, loss: 2.5094 +2024-09-21 10:14:28,088 - pyskl - INFO - Epoch [63][200/3405] lr: 1.585e-02, eta: 19:28:41, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8219, top5_acc: 0.9756, loss_cls: 2.4854, loss: 2.4854 +2024-09-21 10:14:50,247 - pyskl - INFO - Epoch [63][300/3405] lr: 1.584e-02, eta: 19:28:15, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8200, top5_acc: 0.9762, loss_cls: 2.5086, loss: 2.5086 +2024-09-21 10:15:12,434 - pyskl - INFO - Epoch [63][400/3405] lr: 1.583e-02, eta: 19:27:50, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7919, top5_acc: 0.9700, loss_cls: 2.5746, loss: 2.5746 +2024-09-21 10:15:35,102 - pyskl - INFO - Epoch [63][500/3405] lr: 1.582e-02, eta: 19:27:26, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.8063, top5_acc: 0.9675, loss_cls: 2.5559, loss: 2.5559 +2024-09-21 10:15:57,595 - pyskl - INFO - Epoch [63][600/3405] lr: 1.582e-02, eta: 19:27:01, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8137, top5_acc: 0.9706, loss_cls: 2.5242, loss: 2.5242 +2024-09-21 10:16:20,018 - pyskl - INFO - Epoch [63][700/3405] lr: 1.581e-02, eta: 19:26:36, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8069, top5_acc: 0.9688, loss_cls: 2.5061, loss: 2.5061 +2024-09-21 10:16:42,631 - pyskl - INFO - Epoch [63][800/3405] lr: 1.580e-02, eta: 19:26:12, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8069, top5_acc: 0.9731, loss_cls: 2.5567, loss: 2.5567 +2024-09-21 10:17:05,542 - pyskl - INFO - Epoch [63][900/3405] lr: 1.579e-02, eta: 19:25:48, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.8075, top5_acc: 0.9619, loss_cls: 2.5681, loss: 2.5681 +2024-09-21 10:17:28,746 - pyskl - INFO - Epoch [63][1000/3405] lr: 1.579e-02, eta: 19:25:24, time: 0.232, data_time: 0.000, memory: 5251, top1_acc: 0.8037, top5_acc: 0.9650, loss_cls: 2.5657, loss: 2.5657 +2024-09-21 10:17:51,275 - pyskl - INFO - Epoch [63][1100/3405] lr: 1.578e-02, eta: 19:24:59, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8113, top5_acc: 0.9644, loss_cls: 2.5535, loss: 2.5535 +2024-09-21 10:18:13,893 - pyskl - INFO - Epoch [63][1200/3405] lr: 1.577e-02, eta: 19:24:35, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7919, top5_acc: 0.9650, loss_cls: 2.5905, loss: 2.5905 +2024-09-21 10:18:36,442 - pyskl - INFO - Epoch [63][1300/3405] lr: 1.577e-02, eta: 19:24:10, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8000, top5_acc: 0.9619, loss_cls: 2.5690, loss: 2.5690 +2024-09-21 10:18:58,833 - pyskl - INFO - Epoch [63][1400/3405] lr: 1.576e-02, eta: 19:23:45, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8100, top5_acc: 0.9694, loss_cls: 2.5261, loss: 2.5261 +2024-09-21 10:19:21,282 - pyskl - INFO - Epoch [63][1500/3405] lr: 1.575e-02, eta: 19:23:20, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8006, top5_acc: 0.9669, loss_cls: 2.5687, loss: 2.5687 +2024-09-21 10:19:42,976 - pyskl - INFO - Epoch [63][1600/3405] lr: 1.574e-02, eta: 19:22:55, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.7931, top5_acc: 0.9656, loss_cls: 2.5870, loss: 2.5870 +2024-09-21 10:20:04,946 - pyskl - INFO - Epoch [63][1700/3405] lr: 1.574e-02, eta: 19:22:29, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.7788, top5_acc: 0.9619, loss_cls: 2.6163, loss: 2.6163 +2024-09-21 10:20:26,657 - pyskl - INFO - Epoch [63][1800/3405] lr: 1.573e-02, eta: 19:22:03, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.8075, top5_acc: 0.9675, loss_cls: 2.5438, loss: 2.5438 +2024-09-21 10:20:48,775 - pyskl - INFO - Epoch [63][1900/3405] lr: 1.572e-02, eta: 19:21:38, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.8006, top5_acc: 0.9600, loss_cls: 2.6020, loss: 2.6020 +2024-09-21 10:21:10,866 - pyskl - INFO - Epoch [63][2000/3405] lr: 1.571e-02, eta: 19:21:13, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.7981, top5_acc: 0.9681, loss_cls: 2.5968, loss: 2.5968 +2024-09-21 10:21:32,999 - pyskl - INFO - Epoch [63][2100/3405] lr: 1.571e-02, eta: 19:20:48, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.7987, top5_acc: 0.9637, loss_cls: 2.5787, loss: 2.5787 +2024-09-21 10:21:56,000 - pyskl - INFO - Epoch [63][2200/3405] lr: 1.570e-02, eta: 19:20:24, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.7863, top5_acc: 0.9613, loss_cls: 2.6039, loss: 2.6039 +2024-09-21 10:22:18,385 - pyskl - INFO - Epoch [63][2300/3405] lr: 1.569e-02, eta: 19:19:59, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8137, top5_acc: 0.9675, loss_cls: 2.5510, loss: 2.5510 +2024-09-21 10:22:40,709 - pyskl - INFO - Epoch [63][2400/3405] lr: 1.568e-02, eta: 19:19:34, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7925, top5_acc: 0.9700, loss_cls: 2.5767, loss: 2.5767 +2024-09-21 10:23:03,711 - pyskl - INFO - Epoch [63][2500/3405] lr: 1.568e-02, eta: 19:19:10, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.7975, top5_acc: 0.9644, loss_cls: 2.5577, loss: 2.5577 +2024-09-21 10:23:26,573 - pyskl - INFO - Epoch [63][2600/3405] lr: 1.567e-02, eta: 19:18:46, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.8044, top5_acc: 0.9675, loss_cls: 2.5437, loss: 2.5437 +2024-09-21 10:23:49,468 - pyskl - INFO - Epoch [63][2700/3405] lr: 1.566e-02, eta: 19:18:22, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.8119, top5_acc: 0.9719, loss_cls: 2.5354, loss: 2.5354 +2024-09-21 10:24:11,357 - pyskl - INFO - Epoch [63][2800/3405] lr: 1.565e-02, eta: 19:17:56, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.7850, top5_acc: 0.9688, loss_cls: 2.5967, loss: 2.5967 +2024-09-21 10:24:33,341 - pyskl - INFO - Epoch [63][2900/3405] lr: 1.565e-02, eta: 19:17:31, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.7981, top5_acc: 0.9738, loss_cls: 2.5524, loss: 2.5524 +2024-09-21 10:24:55,655 - pyskl - INFO - Epoch [63][3000/3405] lr: 1.564e-02, eta: 19:17:06, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7994, top5_acc: 0.9681, loss_cls: 2.5667, loss: 2.5667 +2024-09-21 10:25:17,784 - pyskl - INFO - Epoch [63][3100/3405] lr: 1.563e-02, eta: 19:16:41, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.8144, top5_acc: 0.9812, loss_cls: 2.5043, loss: 2.5043 +2024-09-21 10:25:39,615 - pyskl - INFO - Epoch [63][3200/3405] lr: 1.562e-02, eta: 19:16:15, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.7963, top5_acc: 0.9712, loss_cls: 2.5490, loss: 2.5490 +2024-09-21 10:26:01,514 - pyskl - INFO - Epoch [63][3300/3405] lr: 1.562e-02, eta: 19:15:50, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.7906, top5_acc: 0.9637, loss_cls: 2.5766, loss: 2.5766 +2024-09-21 10:26:23,231 - pyskl - INFO - Epoch [63][3400/3405] lr: 1.561e-02, eta: 19:15:24, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.8075, top5_acc: 0.9663, loss_cls: 2.5679, loss: 2.5679 +2024-09-21 10:26:25,151 - pyskl - INFO - Saving checkpoint at 63 epochs +2024-09-21 10:30:10,879 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-21 10:30:11,463 - pyskl - INFO - +top1_acc 0.7591 +top5_acc 0.9475 +2024-09-21 10:30:11,481 - pyskl - INFO - Epoch(val) [63][3718] top1_acc: 0.7591, top5_acc: 0.9475 +2024-09-21 10:31:04,229 - pyskl - INFO - Epoch [64][100/3405] lr: 1.560e-02, eta: 19:15:38, time: 0.527, data_time: 0.304, memory: 5251, top1_acc: 0.8319, top5_acc: 0.9781, loss_cls: 2.4703, loss: 2.4703 +2024-09-21 10:31:26,578 - pyskl - INFO - Epoch [64][200/3405] lr: 1.559e-02, eta: 19:15:13, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8156, top5_acc: 0.9688, loss_cls: 2.5271, loss: 2.5271 +2024-09-21 10:31:49,025 - pyskl - INFO - Epoch [64][300/3405] lr: 1.559e-02, eta: 19:14:49, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8213, top5_acc: 0.9706, loss_cls: 2.5125, loss: 2.5125 +2024-09-21 10:32:12,170 - pyskl - INFO - Epoch [64][400/3405] lr: 1.558e-02, eta: 19:14:25, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.8287, top5_acc: 0.9762, loss_cls: 2.4895, loss: 2.4895 +2024-09-21 10:32:35,060 - pyskl - INFO - Epoch [64][500/3405] lr: 1.557e-02, eta: 19:14:01, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.7925, top5_acc: 0.9656, loss_cls: 2.5748, loss: 2.5748 +2024-09-21 10:32:58,052 - pyskl - INFO - Epoch [64][600/3405] lr: 1.556e-02, eta: 19:13:37, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.8081, top5_acc: 0.9725, loss_cls: 2.5368, loss: 2.5368 +2024-09-21 10:33:20,311 - pyskl - INFO - Epoch [64][700/3405] lr: 1.556e-02, eta: 19:13:12, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7937, top5_acc: 0.9663, loss_cls: 2.5857, loss: 2.5857 +2024-09-21 10:33:42,987 - pyskl - INFO - Epoch [64][800/3405] lr: 1.555e-02, eta: 19:12:47, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.8163, top5_acc: 0.9719, loss_cls: 2.5199, loss: 2.5199 +2024-09-21 10:34:05,502 - pyskl - INFO - Epoch [64][900/3405] lr: 1.554e-02, eta: 19:12:23, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8106, top5_acc: 0.9738, loss_cls: 2.5104, loss: 2.5104 +2024-09-21 10:34:28,071 - pyskl - INFO - Epoch [64][1000/3405] lr: 1.553e-02, eta: 19:11:58, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8175, top5_acc: 0.9781, loss_cls: 2.4808, loss: 2.4808 +2024-09-21 10:34:50,366 - pyskl - INFO - Epoch [64][1100/3405] lr: 1.553e-02, eta: 19:11:33, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8044, top5_acc: 0.9700, loss_cls: 2.5393, loss: 2.5393 +2024-09-21 10:35:12,991 - pyskl - INFO - Epoch [64][1200/3405] lr: 1.552e-02, eta: 19:11:09, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8050, top5_acc: 0.9700, loss_cls: 2.5421, loss: 2.5421 +2024-09-21 10:35:35,472 - pyskl - INFO - Epoch [64][1300/3405] lr: 1.551e-02, eta: 19:10:44, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8013, top5_acc: 0.9625, loss_cls: 2.5746, loss: 2.5746 +2024-09-21 10:35:57,981 - pyskl - INFO - Epoch [64][1400/3405] lr: 1.550e-02, eta: 19:10:19, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7812, top5_acc: 0.9556, loss_cls: 2.6381, loss: 2.6381 +2024-09-21 10:36:20,256 - pyskl - INFO - Epoch [64][1500/3405] lr: 1.550e-02, eta: 19:09:54, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7887, top5_acc: 0.9637, loss_cls: 2.5851, loss: 2.5851 +2024-09-21 10:36:42,853 - pyskl - INFO - Epoch [64][1600/3405] lr: 1.549e-02, eta: 19:09:30, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.7913, top5_acc: 0.9625, loss_cls: 2.5987, loss: 2.5987 +2024-09-21 10:37:06,221 - pyskl - INFO - Epoch [64][1700/3405] lr: 1.548e-02, eta: 19:09:06, time: 0.234, data_time: 0.000, memory: 5251, top1_acc: 0.7956, top5_acc: 0.9625, loss_cls: 2.5974, loss: 2.5974 +2024-09-21 10:37:29,483 - pyskl - INFO - Epoch [64][1800/3405] lr: 1.547e-02, eta: 19:08:43, time: 0.233, data_time: 0.000, memory: 5251, top1_acc: 0.7981, top5_acc: 0.9619, loss_cls: 2.5877, loss: 2.5877 +2024-09-21 10:37:51,855 - pyskl - INFO - Epoch [64][1900/3405] lr: 1.547e-02, eta: 19:08:18, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8025, top5_acc: 0.9681, loss_cls: 2.5622, loss: 2.5622 +2024-09-21 10:38:14,464 - pyskl - INFO - Epoch [64][2000/3405] lr: 1.546e-02, eta: 19:07:53, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8131, top5_acc: 0.9644, loss_cls: 2.5573, loss: 2.5573 +2024-09-21 10:38:36,869 - pyskl - INFO - Epoch [64][2100/3405] lr: 1.545e-02, eta: 19:07:29, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8156, top5_acc: 0.9762, loss_cls: 2.5069, loss: 2.5069 +2024-09-21 10:38:59,302 - pyskl - INFO - Epoch [64][2200/3405] lr: 1.544e-02, eta: 19:07:04, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8037, top5_acc: 0.9681, loss_cls: 2.5568, loss: 2.5568 +2024-09-21 10:39:21,671 - pyskl - INFO - Epoch [64][2300/3405] lr: 1.544e-02, eta: 19:06:39, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7875, top5_acc: 0.9656, loss_cls: 2.6012, loss: 2.6012 +2024-09-21 10:39:44,090 - pyskl - INFO - Epoch [64][2400/3405] lr: 1.543e-02, eta: 19:06:14, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8081, top5_acc: 0.9625, loss_cls: 2.5780, loss: 2.5780 +2024-09-21 10:40:06,897 - pyskl - INFO - Epoch [64][2500/3405] lr: 1.542e-02, eta: 19:05:50, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.8113, top5_acc: 0.9688, loss_cls: 2.5423, loss: 2.5423 +2024-09-21 10:40:29,884 - pyskl - INFO - Epoch [64][2600/3405] lr: 1.541e-02, eta: 19:05:26, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.8006, top5_acc: 0.9706, loss_cls: 2.5627, loss: 2.5627 +2024-09-21 10:40:52,985 - pyskl - INFO - Epoch [64][2700/3405] lr: 1.541e-02, eta: 19:05:02, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.7925, top5_acc: 0.9725, loss_cls: 2.5733, loss: 2.5733 +2024-09-21 10:41:15,578 - pyskl - INFO - Epoch [64][2800/3405] lr: 1.540e-02, eta: 19:04:38, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8000, top5_acc: 0.9656, loss_cls: 2.5667, loss: 2.5667 +2024-09-21 10:41:37,627 - pyskl - INFO - Epoch [64][2900/3405] lr: 1.539e-02, eta: 19:04:13, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.8037, top5_acc: 0.9650, loss_cls: 2.5873, loss: 2.5873 +2024-09-21 10:41:59,652 - pyskl - INFO - Epoch [64][3000/3405] lr: 1.538e-02, eta: 19:03:47, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.8250, top5_acc: 0.9744, loss_cls: 2.4908, loss: 2.4908 +2024-09-21 10:42:21,437 - pyskl - INFO - Epoch [64][3100/3405] lr: 1.538e-02, eta: 19:03:22, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.8050, top5_acc: 0.9631, loss_cls: 2.5658, loss: 2.5658 +2024-09-21 10:42:43,713 - pyskl - INFO - Epoch [64][3200/3405] lr: 1.537e-02, eta: 19:02:57, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8175, top5_acc: 0.9731, loss_cls: 2.5066, loss: 2.5066 +2024-09-21 10:43:06,091 - pyskl - INFO - Epoch [64][3300/3405] lr: 1.536e-02, eta: 19:02:32, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8163, top5_acc: 0.9806, loss_cls: 2.4981, loss: 2.4981 +2024-09-21 10:43:28,409 - pyskl - INFO - Epoch [64][3400/3405] lr: 1.535e-02, eta: 19:02:07, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8037, top5_acc: 0.9669, loss_cls: 2.5629, loss: 2.5629 +2024-09-21 10:43:30,150 - pyskl - INFO - Saving checkpoint at 64 epochs +2024-09-21 10:47:20,366 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-21 10:47:20,946 - pyskl - INFO - +top1_acc 0.7405 +top5_acc 0.9383 +2024-09-21 10:47:20,964 - pyskl - INFO - Epoch(val) [64][3718] top1_acc: 0.7405, top5_acc: 0.9383 +2024-09-21 10:48:09,736 - pyskl - INFO - Epoch [65][100/3405] lr: 1.535e-02, eta: 19:02:15, time: 0.488, data_time: 0.264, memory: 5251, top1_acc: 0.8056, top5_acc: 0.9750, loss_cls: 2.5460, loss: 2.5460 +2024-09-21 10:48:32,040 - pyskl - INFO - Epoch [65][200/3405] lr: 1.534e-02, eta: 19:01:50, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8100, top5_acc: 0.9688, loss_cls: 2.5273, loss: 2.5273 +2024-09-21 10:48:55,113 - pyskl - INFO - Epoch [65][300/3405] lr: 1.533e-02, eta: 19:01:26, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.7900, top5_acc: 0.9631, loss_cls: 2.6011, loss: 2.6011 +2024-09-21 10:49:17,566 - pyskl - INFO - Epoch [65][400/3405] lr: 1.532e-02, eta: 19:01:02, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8037, top5_acc: 0.9663, loss_cls: 2.5521, loss: 2.5521 +2024-09-21 10:49:39,636 - pyskl - INFO - Epoch [65][500/3405] lr: 1.532e-02, eta: 19:00:36, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.7937, top5_acc: 0.9719, loss_cls: 2.5768, loss: 2.5768 +2024-09-21 10:50:02,641 - pyskl - INFO - Epoch [65][600/3405] lr: 1.531e-02, eta: 19:00:13, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.8087, top5_acc: 0.9637, loss_cls: 2.5320, loss: 2.5320 +2024-09-21 10:50:25,726 - pyskl - INFO - Epoch [65][700/3405] lr: 1.530e-02, eta: 18:59:49, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.8100, top5_acc: 0.9725, loss_cls: 2.5174, loss: 2.5174 +2024-09-21 10:50:48,524 - pyskl - INFO - Epoch [65][800/3405] lr: 1.529e-02, eta: 18:59:24, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7994, top5_acc: 0.9637, loss_cls: 2.5560, loss: 2.5560 +2024-09-21 10:51:11,533 - pyskl - INFO - Epoch [65][900/3405] lr: 1.529e-02, eta: 18:59:00, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.8169, top5_acc: 0.9712, loss_cls: 2.5177, loss: 2.5177 +2024-09-21 10:51:34,507 - pyskl - INFO - Epoch [65][1000/3405] lr: 1.528e-02, eta: 18:58:36, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.8200, top5_acc: 0.9775, loss_cls: 2.5031, loss: 2.5031 +2024-09-21 10:51:56,939 - pyskl - INFO - Epoch [65][1100/3405] lr: 1.527e-02, eta: 18:58:12, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7963, top5_acc: 0.9669, loss_cls: 2.5677, loss: 2.5677 +2024-09-21 10:52:19,057 - pyskl - INFO - Epoch [65][1200/3405] lr: 1.526e-02, eta: 18:57:47, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.8094, top5_acc: 0.9744, loss_cls: 2.5206, loss: 2.5206 +2024-09-21 10:52:41,562 - pyskl - INFO - Epoch [65][1300/3405] lr: 1.526e-02, eta: 18:57:22, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8037, top5_acc: 0.9719, loss_cls: 2.5460, loss: 2.5460 +2024-09-21 10:53:04,089 - pyskl - INFO - Epoch [65][1400/3405] lr: 1.525e-02, eta: 18:56:57, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8087, top5_acc: 0.9694, loss_cls: 2.5563, loss: 2.5563 +2024-09-21 10:53:25,957 - pyskl - INFO - Epoch [65][1500/3405] lr: 1.524e-02, eta: 18:56:32, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.8069, top5_acc: 0.9613, loss_cls: 2.5863, loss: 2.5863 +2024-09-21 10:53:48,007 - pyskl - INFO - Epoch [65][1600/3405] lr: 1.523e-02, eta: 18:56:07, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.8050, top5_acc: 0.9762, loss_cls: 2.5319, loss: 2.5319 +2024-09-21 10:54:10,527 - pyskl - INFO - Epoch [65][1700/3405] lr: 1.523e-02, eta: 18:55:42, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8169, top5_acc: 0.9725, loss_cls: 2.4969, loss: 2.4969 +2024-09-21 10:54:33,292 - pyskl - INFO - Epoch [65][1800/3405] lr: 1.522e-02, eta: 18:55:18, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.8031, top5_acc: 0.9719, loss_cls: 2.5419, loss: 2.5419 +2024-09-21 10:54:55,840 - pyskl - INFO - Epoch [65][1900/3405] lr: 1.521e-02, eta: 18:54:53, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8037, top5_acc: 0.9738, loss_cls: 2.5328, loss: 2.5328 +2024-09-21 10:55:18,443 - pyskl - INFO - Epoch [65][2000/3405] lr: 1.520e-02, eta: 18:54:29, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8150, top5_acc: 0.9719, loss_cls: 2.5323, loss: 2.5323 +2024-09-21 10:55:41,730 - pyskl - INFO - Epoch [65][2100/3405] lr: 1.520e-02, eta: 18:54:05, time: 0.233, data_time: 0.000, memory: 5251, top1_acc: 0.8194, top5_acc: 0.9644, loss_cls: 2.5064, loss: 2.5064 +2024-09-21 10:56:04,741 - pyskl - INFO - Epoch [65][2200/3405] lr: 1.519e-02, eta: 18:53:41, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.8081, top5_acc: 0.9681, loss_cls: 2.5315, loss: 2.5315 +2024-09-21 10:56:26,887 - pyskl - INFO - Epoch [65][2300/3405] lr: 1.518e-02, eta: 18:53:16, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.8119, top5_acc: 0.9675, loss_cls: 2.5363, loss: 2.5363 +2024-09-21 10:56:49,173 - pyskl - INFO - Epoch [65][2400/3405] lr: 1.517e-02, eta: 18:52:52, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7887, top5_acc: 0.9731, loss_cls: 2.5747, loss: 2.5747 +2024-09-21 10:57:11,306 - pyskl - INFO - Epoch [65][2500/3405] lr: 1.517e-02, eta: 18:52:26, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.8131, top5_acc: 0.9762, loss_cls: 2.5231, loss: 2.5231 +2024-09-21 10:57:33,741 - pyskl - INFO - Epoch [65][2600/3405] lr: 1.516e-02, eta: 18:52:02, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8163, top5_acc: 0.9781, loss_cls: 2.4985, loss: 2.4985 +2024-09-21 10:57:56,131 - pyskl - INFO - Epoch [65][2700/3405] lr: 1.515e-02, eta: 18:51:37, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7869, top5_acc: 0.9606, loss_cls: 2.5848, loss: 2.5848 +2024-09-21 10:58:18,355 - pyskl - INFO - Epoch [65][2800/3405] lr: 1.514e-02, eta: 18:51:12, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7844, top5_acc: 0.9631, loss_cls: 2.6138, loss: 2.6138 +2024-09-21 10:58:40,670 - pyskl - INFO - Epoch [65][2900/3405] lr: 1.514e-02, eta: 18:50:47, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7900, top5_acc: 0.9656, loss_cls: 2.5983, loss: 2.5983 +2024-09-21 10:59:02,985 - pyskl - INFO - Epoch [65][3000/3405] lr: 1.513e-02, eta: 18:50:22, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7919, top5_acc: 0.9663, loss_cls: 2.5862, loss: 2.5862 +2024-09-21 10:59:25,117 - pyskl - INFO - Epoch [65][3100/3405] lr: 1.512e-02, eta: 18:49:57, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.8225, top5_acc: 0.9738, loss_cls: 2.5127, loss: 2.5127 +2024-09-21 10:59:47,214 - pyskl - INFO - Epoch [65][3200/3405] lr: 1.511e-02, eta: 18:49:32, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.7944, top5_acc: 0.9663, loss_cls: 2.5595, loss: 2.5595 +2024-09-21 11:00:09,387 - pyskl - INFO - Epoch [65][3300/3405] lr: 1.511e-02, eta: 18:49:07, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8231, top5_acc: 0.9712, loss_cls: 2.5085, loss: 2.5085 +2024-09-21 11:00:31,595 - pyskl - INFO - Epoch [65][3400/3405] lr: 1.510e-02, eta: 18:48:42, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8144, top5_acc: 0.9694, loss_cls: 2.5465, loss: 2.5465 +2024-09-21 11:00:33,589 - pyskl - INFO - Saving checkpoint at 65 epochs +2024-09-21 11:04:21,888 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-21 11:04:22,444 - pyskl - INFO - +top1_acc 0.7705 +top5_acc 0.9505 +2024-09-21 11:04:22,461 - pyskl - INFO - Epoch(val) [65][3718] top1_acc: 0.7705, top5_acc: 0.9505 +2024-09-21 11:05:15,540 - pyskl - INFO - Epoch [66][100/3405] lr: 1.509e-02, eta: 18:48:55, time: 0.531, data_time: 0.306, memory: 5251, top1_acc: 0.8181, top5_acc: 0.9725, loss_cls: 2.5167, loss: 2.5167 +2024-09-21 11:05:37,914 - pyskl - INFO - Epoch [66][200/3405] lr: 1.508e-02, eta: 18:48:30, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8231, top5_acc: 0.9706, loss_cls: 2.5091, loss: 2.5091 +2024-09-21 11:06:00,114 - pyskl - INFO - Epoch [66][300/3405] lr: 1.508e-02, eta: 18:48:05, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8100, top5_acc: 0.9650, loss_cls: 2.5349, loss: 2.5349 +2024-09-21 11:06:22,405 - pyskl - INFO - Epoch [66][400/3405] lr: 1.507e-02, eta: 18:47:40, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8206, top5_acc: 0.9775, loss_cls: 2.4710, loss: 2.4710 +2024-09-21 11:06:44,741 - pyskl - INFO - Epoch [66][500/3405] lr: 1.506e-02, eta: 18:47:15, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8119, top5_acc: 0.9644, loss_cls: 2.5235, loss: 2.5235 +2024-09-21 11:07:07,059 - pyskl - INFO - Epoch [66][600/3405] lr: 1.505e-02, eta: 18:46:51, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8094, top5_acc: 0.9688, loss_cls: 2.5607, loss: 2.5607 +2024-09-21 11:07:29,393 - pyskl - INFO - Epoch [66][700/3405] lr: 1.505e-02, eta: 18:46:26, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8163, top5_acc: 0.9719, loss_cls: 2.5257, loss: 2.5257 +2024-09-21 11:07:51,629 - pyskl - INFO - Epoch [66][800/3405] lr: 1.504e-02, eta: 18:46:01, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8394, top5_acc: 0.9731, loss_cls: 2.4549, loss: 2.4549 +2024-09-21 11:08:14,216 - pyskl - INFO - Epoch [66][900/3405] lr: 1.503e-02, eta: 18:45:36, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8137, top5_acc: 0.9769, loss_cls: 2.4834, loss: 2.4834 +2024-09-21 11:08:36,731 - pyskl - INFO - Epoch [66][1000/3405] lr: 1.502e-02, eta: 18:45:12, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8081, top5_acc: 0.9569, loss_cls: 2.5764, loss: 2.5764 +2024-09-21 11:08:59,415 - pyskl - INFO - Epoch [66][1100/3405] lr: 1.502e-02, eta: 18:44:48, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.8013, top5_acc: 0.9644, loss_cls: 2.5526, loss: 2.5526 +2024-09-21 11:09:22,043 - pyskl - INFO - Epoch [66][1200/3405] lr: 1.501e-02, eta: 18:44:23, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8069, top5_acc: 0.9731, loss_cls: 2.5510, loss: 2.5510 +2024-09-21 11:09:44,268 - pyskl - INFO - Epoch [66][1300/3405] lr: 1.500e-02, eta: 18:43:58, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8100, top5_acc: 0.9738, loss_cls: 2.5350, loss: 2.5350 +2024-09-21 11:10:06,671 - pyskl - INFO - Epoch [66][1400/3405] lr: 1.499e-02, eta: 18:43:33, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8094, top5_acc: 0.9700, loss_cls: 2.5264, loss: 2.5264 +2024-09-21 11:10:28,908 - pyskl - INFO - Epoch [66][1500/3405] lr: 1.499e-02, eta: 18:43:09, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8287, top5_acc: 0.9750, loss_cls: 2.4839, loss: 2.4839 +2024-09-21 11:10:51,222 - pyskl - INFO - Epoch [66][1600/3405] lr: 1.498e-02, eta: 18:42:44, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8300, top5_acc: 0.9731, loss_cls: 2.4895, loss: 2.4895 +2024-09-21 11:11:13,663 - pyskl - INFO - Epoch [66][1700/3405] lr: 1.497e-02, eta: 18:42:19, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8131, top5_acc: 0.9744, loss_cls: 2.4944, loss: 2.4944 +2024-09-21 11:11:36,051 - pyskl - INFO - Epoch [66][1800/3405] lr: 1.496e-02, eta: 18:41:54, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7844, top5_acc: 0.9738, loss_cls: 2.5854, loss: 2.5854 +2024-09-21 11:11:58,623 - pyskl - INFO - Epoch [66][1900/3405] lr: 1.496e-02, eta: 18:41:30, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8163, top5_acc: 0.9625, loss_cls: 2.5552, loss: 2.5552 +2024-09-21 11:12:21,207 - pyskl - INFO - Epoch [66][2000/3405] lr: 1.495e-02, eta: 18:41:05, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8169, top5_acc: 0.9738, loss_cls: 2.5192, loss: 2.5192 +2024-09-21 11:12:43,638 - pyskl - INFO - Epoch [66][2100/3405] lr: 1.494e-02, eta: 18:40:41, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8094, top5_acc: 0.9744, loss_cls: 2.5386, loss: 2.5386 +2024-09-21 11:13:06,133 - pyskl - INFO - Epoch [66][2200/3405] lr: 1.493e-02, eta: 18:40:16, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8081, top5_acc: 0.9675, loss_cls: 2.5399, loss: 2.5399 +2024-09-21 11:13:28,906 - pyskl - INFO - Epoch [66][2300/3405] lr: 1.493e-02, eta: 18:39:52, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.8106, top5_acc: 0.9731, loss_cls: 2.5333, loss: 2.5333 +2024-09-21 11:13:51,948 - pyskl - INFO - Epoch [66][2400/3405] lr: 1.492e-02, eta: 18:39:28, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.8144, top5_acc: 0.9706, loss_cls: 2.5443, loss: 2.5443 +2024-09-21 11:14:15,019 - pyskl - INFO - Epoch [66][2500/3405] lr: 1.491e-02, eta: 18:39:04, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.8106, top5_acc: 0.9619, loss_cls: 2.5662, loss: 2.5662 +2024-09-21 11:14:37,441 - pyskl - INFO - Epoch [66][2600/3405] lr: 1.490e-02, eta: 18:38:40, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8237, top5_acc: 0.9712, loss_cls: 2.4863, loss: 2.4863 +2024-09-21 11:14:59,502 - pyskl - INFO - Epoch [66][2700/3405] lr: 1.490e-02, eta: 18:38:15, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.7725, top5_acc: 0.9587, loss_cls: 2.6529, loss: 2.6529 +2024-09-21 11:15:21,611 - pyskl - INFO - Epoch [66][2800/3405] lr: 1.489e-02, eta: 18:37:49, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.7994, top5_acc: 0.9688, loss_cls: 2.5506, loss: 2.5506 +2024-09-21 11:15:43,501 - pyskl - INFO - Epoch [66][2900/3405] lr: 1.488e-02, eta: 18:37:24, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.7887, top5_acc: 0.9656, loss_cls: 2.5936, loss: 2.5936 +2024-09-21 11:16:05,366 - pyskl - INFO - Epoch [66][3000/3405] lr: 1.487e-02, eta: 18:36:59, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.7681, top5_acc: 0.9606, loss_cls: 2.6337, loss: 2.6337 +2024-09-21 11:16:27,400 - pyskl - INFO - Epoch [66][3100/3405] lr: 1.487e-02, eta: 18:36:34, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.7819, top5_acc: 0.9688, loss_cls: 2.5947, loss: 2.5947 +2024-09-21 11:16:49,442 - pyskl - INFO - Epoch [66][3200/3405] lr: 1.486e-02, eta: 18:36:09, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.8094, top5_acc: 0.9669, loss_cls: 2.5636, loss: 2.5636 +2024-09-21 11:17:11,756 - pyskl - INFO - Epoch [66][3300/3405] lr: 1.485e-02, eta: 18:35:44, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7950, top5_acc: 0.9663, loss_cls: 2.5926, loss: 2.5926 +2024-09-21 11:17:34,242 - pyskl - INFO - Epoch [66][3400/3405] lr: 1.484e-02, eta: 18:35:19, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.7994, top5_acc: 0.9606, loss_cls: 2.5827, loss: 2.5827 +2024-09-21 11:17:36,036 - pyskl - INFO - Saving checkpoint at 66 epochs +2024-09-21 11:21:26,027 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-21 11:21:26,591 - pyskl - INFO - +top1_acc 0.7049 +top5_acc 0.9260 +2024-09-21 11:21:26,609 - pyskl - INFO - Epoch(val) [66][3718] top1_acc: 0.7049, top5_acc: 0.9260 +2024-09-21 11:22:17,602 - pyskl - INFO - Epoch [67][100/3405] lr: 1.483e-02, eta: 18:35:28, time: 0.510, data_time: 0.288, memory: 5251, top1_acc: 0.8281, top5_acc: 0.9706, loss_cls: 2.4781, loss: 2.4781 +2024-09-21 11:22:40,022 - pyskl - INFO - Epoch [67][200/3405] lr: 1.483e-02, eta: 18:35:04, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8287, top5_acc: 0.9694, loss_cls: 2.4780, loss: 2.4780 +2024-09-21 11:23:02,111 - pyskl - INFO - Epoch [67][300/3405] lr: 1.482e-02, eta: 18:34:38, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.8300, top5_acc: 0.9681, loss_cls: 2.4890, loss: 2.4890 +2024-09-21 11:23:24,403 - pyskl - INFO - Epoch [67][400/3405] lr: 1.481e-02, eta: 18:34:14, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8163, top5_acc: 0.9725, loss_cls: 2.4931, loss: 2.4931 +2024-09-21 11:23:46,744 - pyskl - INFO - Epoch [67][500/3405] lr: 1.480e-02, eta: 18:33:49, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8294, top5_acc: 0.9812, loss_cls: 2.4514, loss: 2.4514 +2024-09-21 11:24:09,211 - pyskl - INFO - Epoch [67][600/3405] lr: 1.480e-02, eta: 18:33:24, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8069, top5_acc: 0.9706, loss_cls: 2.5380, loss: 2.5380 +2024-09-21 11:24:31,686 - pyskl - INFO - Epoch [67][700/3405] lr: 1.479e-02, eta: 18:33:00, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8106, top5_acc: 0.9656, loss_cls: 2.5143, loss: 2.5143 +2024-09-21 11:24:53,929 - pyskl - INFO - Epoch [67][800/3405] lr: 1.478e-02, eta: 18:32:35, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8013, top5_acc: 0.9700, loss_cls: 2.5327, loss: 2.5327 +2024-09-21 11:25:16,647 - pyskl - INFO - Epoch [67][900/3405] lr: 1.477e-02, eta: 18:32:11, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.8194, top5_acc: 0.9675, loss_cls: 2.5074, loss: 2.5074 +2024-09-21 11:25:38,879 - pyskl - INFO - Epoch [67][1000/3405] lr: 1.477e-02, eta: 18:31:46, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8231, top5_acc: 0.9744, loss_cls: 2.4892, loss: 2.4892 +2024-09-21 11:26:01,278 - pyskl - INFO - Epoch [67][1100/3405] lr: 1.476e-02, eta: 18:31:21, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8294, top5_acc: 0.9750, loss_cls: 2.4903, loss: 2.4903 +2024-09-21 11:26:23,873 - pyskl - INFO - Epoch [67][1200/3405] lr: 1.475e-02, eta: 18:30:57, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8181, top5_acc: 0.9669, loss_cls: 2.5286, loss: 2.5286 +2024-09-21 11:26:46,314 - pyskl - INFO - Epoch [67][1300/3405] lr: 1.474e-02, eta: 18:30:32, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8025, top5_acc: 0.9644, loss_cls: 2.5740, loss: 2.5740 +2024-09-21 11:27:09,364 - pyskl - INFO - Epoch [67][1400/3405] lr: 1.474e-02, eta: 18:30:08, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.8150, top5_acc: 0.9750, loss_cls: 2.5264, loss: 2.5264 +2024-09-21 11:27:32,045 - pyskl - INFO - Epoch [67][1500/3405] lr: 1.473e-02, eta: 18:29:44, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.8031, top5_acc: 0.9656, loss_cls: 2.5649, loss: 2.5649 +2024-09-21 11:27:54,219 - pyskl - INFO - Epoch [67][1600/3405] lr: 1.472e-02, eta: 18:29:19, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7950, top5_acc: 0.9637, loss_cls: 2.5687, loss: 2.5687 +2024-09-21 11:28:16,485 - pyskl - INFO - Epoch [67][1700/3405] lr: 1.471e-02, eta: 18:28:54, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8287, top5_acc: 0.9706, loss_cls: 2.4788, loss: 2.4788 +2024-09-21 11:28:38,859 - pyskl - INFO - Epoch [67][1800/3405] lr: 1.471e-02, eta: 18:28:29, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8213, top5_acc: 0.9675, loss_cls: 2.5526, loss: 2.5526 +2024-09-21 11:29:01,435 - pyskl - INFO - Epoch [67][1900/3405] lr: 1.470e-02, eta: 18:28:05, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8037, top5_acc: 0.9669, loss_cls: 2.5360, loss: 2.5360 +2024-09-21 11:29:23,723 - pyskl - INFO - Epoch [67][2000/3405] lr: 1.469e-02, eta: 18:27:40, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8231, top5_acc: 0.9694, loss_cls: 2.5029, loss: 2.5029 +2024-09-21 11:29:46,116 - pyskl - INFO - Epoch [67][2100/3405] lr: 1.468e-02, eta: 18:27:15, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8013, top5_acc: 0.9625, loss_cls: 2.5814, loss: 2.5814 +2024-09-21 11:30:08,577 - pyskl - INFO - Epoch [67][2200/3405] lr: 1.468e-02, eta: 18:26:51, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8006, top5_acc: 0.9706, loss_cls: 2.5336, loss: 2.5336 +2024-09-21 11:30:31,118 - pyskl - INFO - Epoch [67][2300/3405] lr: 1.467e-02, eta: 18:26:26, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8163, top5_acc: 0.9700, loss_cls: 2.5131, loss: 2.5131 +2024-09-21 11:30:53,422 - pyskl - INFO - Epoch [67][2400/3405] lr: 1.466e-02, eta: 18:26:02, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7925, top5_acc: 0.9631, loss_cls: 2.5767, loss: 2.5767 +2024-09-21 11:31:15,813 - pyskl - INFO - Epoch [67][2500/3405] lr: 1.465e-02, eta: 18:25:37, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7956, top5_acc: 0.9700, loss_cls: 2.5703, loss: 2.5703 +2024-09-21 11:31:38,461 - pyskl - INFO - Epoch [67][2600/3405] lr: 1.465e-02, eta: 18:25:13, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8225, top5_acc: 0.9637, loss_cls: 2.5514, loss: 2.5514 +2024-09-21 11:32:00,760 - pyskl - INFO - Epoch [67][2700/3405] lr: 1.464e-02, eta: 18:24:48, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7987, top5_acc: 0.9738, loss_cls: 2.5370, loss: 2.5370 +2024-09-21 11:32:23,034 - pyskl - INFO - Epoch [67][2800/3405] lr: 1.463e-02, eta: 18:24:23, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8194, top5_acc: 0.9744, loss_cls: 2.5063, loss: 2.5063 +2024-09-21 11:32:45,644 - pyskl - INFO - Epoch [67][2900/3405] lr: 1.462e-02, eta: 18:23:59, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8119, top5_acc: 0.9675, loss_cls: 2.5234, loss: 2.5234 +2024-09-21 11:33:07,890 - pyskl - INFO - Epoch [67][3000/3405] lr: 1.462e-02, eta: 18:23:34, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8137, top5_acc: 0.9744, loss_cls: 2.5244, loss: 2.5244 +2024-09-21 11:33:29,930 - pyskl - INFO - Epoch [67][3100/3405] lr: 1.461e-02, eta: 18:23:09, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.8150, top5_acc: 0.9712, loss_cls: 2.5179, loss: 2.5179 +2024-09-21 11:33:51,928 - pyskl - INFO - Epoch [67][3200/3405] lr: 1.460e-02, eta: 18:22:44, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.7812, top5_acc: 0.9650, loss_cls: 2.6014, loss: 2.6014 +2024-09-21 11:34:14,197 - pyskl - INFO - Epoch [67][3300/3405] lr: 1.459e-02, eta: 18:22:19, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7969, top5_acc: 0.9625, loss_cls: 2.5693, loss: 2.5693 +2024-09-21 11:34:36,530 - pyskl - INFO - Epoch [67][3400/3405] lr: 1.459e-02, eta: 18:21:54, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.7975, top5_acc: 0.9688, loss_cls: 2.5634, loss: 2.5634 +2024-09-21 11:34:38,299 - pyskl - INFO - Saving checkpoint at 67 epochs +2024-09-21 11:38:27,437 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-21 11:38:28,250 - pyskl - INFO - +top1_acc 0.7802 +top5_acc 0.9549 +2024-09-21 11:38:28,258 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/j_2/best_top1_acc_epoch_60.pth was removed +2024-09-21 11:38:28,499 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_67.pth. +2024-09-21 11:38:28,501 - pyskl - INFO - Best top1_acc is 0.7802 at 67 epoch. +2024-09-21 11:38:28,529 - pyskl - INFO - Epoch(val) [67][3718] top1_acc: 0.7802, top5_acc: 0.9549 +2024-09-21 11:39:21,487 - pyskl - INFO - Epoch [68][100/3405] lr: 1.458e-02, eta: 18:22:05, time: 0.529, data_time: 0.307, memory: 5251, top1_acc: 0.8406, top5_acc: 0.9806, loss_cls: 2.4488, loss: 2.4488 +2024-09-21 11:39:43,790 - pyskl - INFO - Epoch [68][200/3405] lr: 1.457e-02, eta: 18:21:40, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8356, top5_acc: 0.9794, loss_cls: 2.4427, loss: 2.4427 +2024-09-21 11:40:06,400 - pyskl - INFO - Epoch [68][300/3405] lr: 1.456e-02, eta: 18:21:16, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8219, top5_acc: 0.9769, loss_cls: 2.4693, loss: 2.4693 +2024-09-21 11:40:28,883 - pyskl - INFO - Epoch [68][400/3405] lr: 1.455e-02, eta: 18:20:51, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8181, top5_acc: 0.9663, loss_cls: 2.5264, loss: 2.5264 +2024-09-21 11:40:51,170 - pyskl - INFO - Epoch [68][500/3405] lr: 1.455e-02, eta: 18:20:26, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8225, top5_acc: 0.9725, loss_cls: 2.4886, loss: 2.4886 +2024-09-21 11:41:13,397 - pyskl - INFO - Epoch [68][600/3405] lr: 1.454e-02, eta: 18:20:01, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7994, top5_acc: 0.9706, loss_cls: 2.5460, loss: 2.5460 +2024-09-21 11:41:35,864 - pyskl - INFO - Epoch [68][700/3405] lr: 1.453e-02, eta: 18:19:37, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8263, top5_acc: 0.9788, loss_cls: 2.4830, loss: 2.4830 +2024-09-21 11:41:58,538 - pyskl - INFO - Epoch [68][800/3405] lr: 1.452e-02, eta: 18:19:13, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.7994, top5_acc: 0.9700, loss_cls: 2.5217, loss: 2.5217 +2024-09-21 11:42:21,646 - pyskl - INFO - Epoch [68][900/3405] lr: 1.452e-02, eta: 18:18:49, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.8069, top5_acc: 0.9725, loss_cls: 2.5329, loss: 2.5329 +2024-09-21 11:42:44,171 - pyskl - INFO - Epoch [68][1000/3405] lr: 1.451e-02, eta: 18:18:24, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8050, top5_acc: 0.9731, loss_cls: 2.5046, loss: 2.5046 +2024-09-21 11:43:06,602 - pyskl - INFO - Epoch [68][1100/3405] lr: 1.450e-02, eta: 18:18:00, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8137, top5_acc: 0.9794, loss_cls: 2.5056, loss: 2.5056 +2024-09-21 11:43:29,198 - pyskl - INFO - Epoch [68][1200/3405] lr: 1.449e-02, eta: 18:17:35, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8075, top5_acc: 0.9719, loss_cls: 2.5194, loss: 2.5194 +2024-09-21 11:43:52,022 - pyskl - INFO - Epoch [68][1300/3405] lr: 1.449e-02, eta: 18:17:11, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.8106, top5_acc: 0.9650, loss_cls: 2.5340, loss: 2.5340 +2024-09-21 11:44:14,804 - pyskl - INFO - Epoch [68][1400/3405] lr: 1.448e-02, eta: 18:16:47, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.8237, top5_acc: 0.9756, loss_cls: 2.4812, loss: 2.4812 +2024-09-21 11:44:37,857 - pyskl - INFO - Epoch [68][1500/3405] lr: 1.447e-02, eta: 18:16:23, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.7937, top5_acc: 0.9625, loss_cls: 2.5792, loss: 2.5792 +2024-09-21 11:45:00,427 - pyskl - INFO - Epoch [68][1600/3405] lr: 1.446e-02, eta: 18:15:59, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8094, top5_acc: 0.9688, loss_cls: 2.5250, loss: 2.5250 +2024-09-21 11:45:22,966 - pyskl - INFO - Epoch [68][1700/3405] lr: 1.446e-02, eta: 18:15:34, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8156, top5_acc: 0.9750, loss_cls: 2.5167, loss: 2.5167 +2024-09-21 11:45:45,779 - pyskl - INFO - Epoch [68][1800/3405] lr: 1.445e-02, eta: 18:15:10, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.8225, top5_acc: 0.9719, loss_cls: 2.5055, loss: 2.5055 +2024-09-21 11:46:07,954 - pyskl - INFO - Epoch [68][1900/3405] lr: 1.444e-02, eta: 18:14:45, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8063, top5_acc: 0.9594, loss_cls: 2.5538, loss: 2.5538 +2024-09-21 11:46:30,314 - pyskl - INFO - Epoch [68][2000/3405] lr: 1.443e-02, eta: 18:14:21, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8144, top5_acc: 0.9688, loss_cls: 2.5165, loss: 2.5165 +2024-09-21 11:46:52,871 - pyskl - INFO - Epoch [68][2100/3405] lr: 1.443e-02, eta: 18:13:56, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8194, top5_acc: 0.9756, loss_cls: 2.4732, loss: 2.4732 +2024-09-21 11:47:15,374 - pyskl - INFO - Epoch [68][2200/3405] lr: 1.442e-02, eta: 18:13:32, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8181, top5_acc: 0.9700, loss_cls: 2.5309, loss: 2.5309 +2024-09-21 11:47:37,807 - pyskl - INFO - Epoch [68][2300/3405] lr: 1.441e-02, eta: 18:13:07, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7987, top5_acc: 0.9706, loss_cls: 2.5457, loss: 2.5457 +2024-09-21 11:48:00,384 - pyskl - INFO - Epoch [68][2400/3405] lr: 1.440e-02, eta: 18:12:43, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8063, top5_acc: 0.9681, loss_cls: 2.5569, loss: 2.5569 +2024-09-21 11:48:22,773 - pyskl - INFO - Epoch [68][2500/3405] lr: 1.439e-02, eta: 18:12:18, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7956, top5_acc: 0.9656, loss_cls: 2.5599, loss: 2.5599 +2024-09-21 11:48:45,448 - pyskl - INFO - Epoch [68][2600/3405] lr: 1.439e-02, eta: 18:11:54, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.8037, top5_acc: 0.9644, loss_cls: 2.5588, loss: 2.5588 +2024-09-21 11:49:08,211 - pyskl - INFO - Epoch [68][2700/3405] lr: 1.438e-02, eta: 18:11:30, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7987, top5_acc: 0.9725, loss_cls: 2.5593, loss: 2.5593 +2024-09-21 11:49:30,613 - pyskl - INFO - Epoch [68][2800/3405] lr: 1.437e-02, eta: 18:11:05, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8050, top5_acc: 0.9700, loss_cls: 2.5496, loss: 2.5496 +2024-09-21 11:49:53,059 - pyskl - INFO - Epoch [68][2900/3405] lr: 1.436e-02, eta: 18:10:41, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7894, top5_acc: 0.9694, loss_cls: 2.5574, loss: 2.5574 +2024-09-21 11:50:15,245 - pyskl - INFO - Epoch [68][3000/3405] lr: 1.436e-02, eta: 18:10:16, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7944, top5_acc: 0.9681, loss_cls: 2.5596, loss: 2.5596 +2024-09-21 11:50:38,153 - pyskl - INFO - Epoch [68][3100/3405] lr: 1.435e-02, eta: 18:09:52, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.8156, top5_acc: 0.9725, loss_cls: 2.5256, loss: 2.5256 +2024-09-21 11:51:00,998 - pyskl - INFO - Epoch [68][3200/3405] lr: 1.434e-02, eta: 18:09:28, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.8150, top5_acc: 0.9675, loss_cls: 2.5447, loss: 2.5447 +2024-09-21 11:51:23,226 - pyskl - INFO - Epoch [68][3300/3405] lr: 1.433e-02, eta: 18:09:03, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8094, top5_acc: 0.9756, loss_cls: 2.5160, loss: 2.5160 +2024-09-21 11:51:45,536 - pyskl - INFO - Epoch [68][3400/3405] lr: 1.433e-02, eta: 18:08:38, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8156, top5_acc: 0.9694, loss_cls: 2.5082, loss: 2.5082 +2024-09-21 11:51:47,569 - pyskl - INFO - Saving checkpoint at 68 epochs +2024-09-21 11:55:35,096 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-21 11:55:35,668 - pyskl - INFO - +top1_acc 0.7807 +top5_acc 0.9532 +2024-09-21 11:55:35,673 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/j_2/best_top1_acc_epoch_67.pth was removed +2024-09-21 11:55:35,847 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_68.pth. +2024-09-21 11:55:35,848 - pyskl - INFO - Best top1_acc is 0.7807 at 68 epoch. +2024-09-21 11:55:35,865 - pyskl - INFO - Epoch(val) [68][3718] top1_acc: 0.7807, top5_acc: 0.9532 +2024-09-21 11:56:30,698 - pyskl - INFO - Epoch [69][100/3405] lr: 1.432e-02, eta: 18:08:50, time: 0.548, data_time: 0.323, memory: 5251, top1_acc: 0.8237, top5_acc: 0.9663, loss_cls: 2.5045, loss: 2.5045 +2024-09-21 11:56:53,345 - pyskl - INFO - Epoch [69][200/3405] lr: 1.431e-02, eta: 18:08:26, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8069, top5_acc: 0.9656, loss_cls: 2.5287, loss: 2.5287 +2024-09-21 11:57:15,877 - pyskl - INFO - Epoch [69][300/3405] lr: 1.430e-02, eta: 18:08:01, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8294, top5_acc: 0.9756, loss_cls: 2.4601, loss: 2.4601 +2024-09-21 11:57:38,528 - pyskl - INFO - Epoch [69][400/3405] lr: 1.430e-02, eta: 18:07:37, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8356, top5_acc: 0.9750, loss_cls: 2.4664, loss: 2.4664 +2024-09-21 11:58:01,248 - pyskl - INFO - Epoch [69][500/3405] lr: 1.429e-02, eta: 18:07:13, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.8175, top5_acc: 0.9750, loss_cls: 2.5011, loss: 2.5011 +2024-09-21 11:58:24,286 - pyskl - INFO - Epoch [69][600/3405] lr: 1.428e-02, eta: 18:06:49, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.8244, top5_acc: 0.9794, loss_cls: 2.4770, loss: 2.4770 +2024-09-21 11:58:47,078 - pyskl - INFO - Epoch [69][700/3405] lr: 1.427e-02, eta: 18:06:25, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.8100, top5_acc: 0.9725, loss_cls: 2.5259, loss: 2.5259 +2024-09-21 11:59:09,694 - pyskl - INFO - Epoch [69][800/3405] lr: 1.427e-02, eta: 18:06:00, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8031, top5_acc: 0.9719, loss_cls: 2.5522, loss: 2.5522 +2024-09-21 11:59:32,270 - pyskl - INFO - Epoch [69][900/3405] lr: 1.426e-02, eta: 18:05:36, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8125, top5_acc: 0.9725, loss_cls: 2.5310, loss: 2.5310 +2024-09-21 11:59:54,925 - pyskl - INFO - Epoch [69][1000/3405] lr: 1.425e-02, eta: 18:05:12, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.8144, top5_acc: 0.9731, loss_cls: 2.5262, loss: 2.5262 +2024-09-21 12:00:17,532 - pyskl - INFO - Epoch [69][1100/3405] lr: 1.424e-02, eta: 18:04:47, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8050, top5_acc: 0.9681, loss_cls: 2.5278, loss: 2.5278 +2024-09-21 12:00:39,822 - pyskl - INFO - Epoch [69][1200/3405] lr: 1.423e-02, eta: 18:04:23, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8013, top5_acc: 0.9650, loss_cls: 2.5612, loss: 2.5612 +2024-09-21 12:01:02,109 - pyskl - INFO - Epoch [69][1300/3405] lr: 1.423e-02, eta: 18:03:58, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8369, top5_acc: 0.9775, loss_cls: 2.4484, loss: 2.4484 +2024-09-21 12:01:24,569 - pyskl - INFO - Epoch [69][1400/3405] lr: 1.422e-02, eta: 18:03:33, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8206, top5_acc: 0.9688, loss_cls: 2.5160, loss: 2.5160 +2024-09-21 12:01:46,759 - pyskl - INFO - Epoch [69][1500/3405] lr: 1.421e-02, eta: 18:03:08, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8050, top5_acc: 0.9700, loss_cls: 2.5444, loss: 2.5444 +2024-09-21 12:02:09,469 - pyskl - INFO - Epoch [69][1600/3405] lr: 1.420e-02, eta: 18:02:44, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.8144, top5_acc: 0.9712, loss_cls: 2.5089, loss: 2.5089 +2024-09-21 12:02:32,247 - pyskl - INFO - Epoch [69][1700/3405] lr: 1.420e-02, eta: 18:02:20, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.7756, top5_acc: 0.9675, loss_cls: 2.5887, loss: 2.5887 +2024-09-21 12:02:54,843 - pyskl - INFO - Epoch [69][1800/3405] lr: 1.419e-02, eta: 18:01:56, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8125, top5_acc: 0.9663, loss_cls: 2.5442, loss: 2.5442 +2024-09-21 12:03:17,378 - pyskl - INFO - Epoch [69][1900/3405] lr: 1.418e-02, eta: 18:01:31, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8319, top5_acc: 0.9700, loss_cls: 2.4910, loss: 2.4910 +2024-09-21 12:03:39,955 - pyskl - INFO - Epoch [69][2000/3405] lr: 1.417e-02, eta: 18:01:07, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8119, top5_acc: 0.9688, loss_cls: 2.5195, loss: 2.5195 +2024-09-21 12:04:02,350 - pyskl - INFO - Epoch [69][2100/3405] lr: 1.417e-02, eta: 18:00:42, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8181, top5_acc: 0.9706, loss_cls: 2.5073, loss: 2.5073 +2024-09-21 12:04:24,571 - pyskl - INFO - Epoch [69][2200/3405] lr: 1.416e-02, eta: 18:00:18, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8219, top5_acc: 0.9781, loss_cls: 2.5056, loss: 2.5056 +2024-09-21 12:04:46,829 - pyskl - INFO - Epoch [69][2300/3405] lr: 1.415e-02, eta: 17:59:53, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8100, top5_acc: 0.9688, loss_cls: 2.5229, loss: 2.5229 +2024-09-21 12:05:09,083 - pyskl - INFO - Epoch [69][2400/3405] lr: 1.414e-02, eta: 17:59:28, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8056, top5_acc: 0.9725, loss_cls: 2.5520, loss: 2.5520 +2024-09-21 12:05:31,510 - pyskl - INFO - Epoch [69][2500/3405] lr: 1.414e-02, eta: 17:59:03, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.7919, top5_acc: 0.9725, loss_cls: 2.5674, loss: 2.5674 +2024-09-21 12:05:54,170 - pyskl - INFO - Epoch [69][2600/3405] lr: 1.413e-02, eta: 17:58:39, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.8050, top5_acc: 0.9663, loss_cls: 2.5509, loss: 2.5509 +2024-09-21 12:06:16,498 - pyskl - INFO - Epoch [69][2700/3405] lr: 1.412e-02, eta: 17:58:15, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8294, top5_acc: 0.9731, loss_cls: 2.4844, loss: 2.4844 +2024-09-21 12:06:38,729 - pyskl - INFO - Epoch [69][2800/3405] lr: 1.411e-02, eta: 17:57:50, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8094, top5_acc: 0.9738, loss_cls: 2.5197, loss: 2.5197 +2024-09-21 12:07:01,132 - pyskl - INFO - Epoch [69][2900/3405] lr: 1.411e-02, eta: 17:57:25, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8137, top5_acc: 0.9669, loss_cls: 2.5203, loss: 2.5203 +2024-09-21 12:07:23,183 - pyskl - INFO - Epoch [69][3000/3405] lr: 1.410e-02, eta: 17:57:00, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.8137, top5_acc: 0.9700, loss_cls: 2.5191, loss: 2.5191 +2024-09-21 12:07:45,297 - pyskl - INFO - Epoch [69][3100/3405] lr: 1.409e-02, eta: 17:56:35, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.8131, top5_acc: 0.9675, loss_cls: 2.5126, loss: 2.5126 +2024-09-21 12:08:07,298 - pyskl - INFO - Epoch [69][3200/3405] lr: 1.408e-02, eta: 17:56:10, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.8100, top5_acc: 0.9750, loss_cls: 2.5181, loss: 2.5181 +2024-09-21 12:08:29,328 - pyskl - INFO - Epoch [69][3300/3405] lr: 1.407e-02, eta: 17:55:45, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.8200, top5_acc: 0.9656, loss_cls: 2.5199, loss: 2.5199 +2024-09-21 12:08:51,354 - pyskl - INFO - Epoch [69][3400/3405] lr: 1.407e-02, eta: 17:55:20, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.8144, top5_acc: 0.9775, loss_cls: 2.5316, loss: 2.5316 +2024-09-21 12:08:53,101 - pyskl - INFO - Saving checkpoint at 69 epochs +2024-09-21 12:12:39,293 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-21 12:12:39,908 - pyskl - INFO - +top1_acc 0.7758 +top5_acc 0.9509 +2024-09-21 12:12:39,928 - pyskl - INFO - Epoch(val) [69][3718] top1_acc: 0.7758, top5_acc: 0.9509 +2024-09-21 12:13:30,076 - pyskl - INFO - Epoch [70][100/3405] lr: 1.406e-02, eta: 17:55:26, time: 0.501, data_time: 0.278, memory: 5251, top1_acc: 0.8250, top5_acc: 0.9731, loss_cls: 2.4749, loss: 2.4749 +2024-09-21 12:13:52,138 - pyskl - INFO - Epoch [70][200/3405] lr: 1.405e-02, eta: 17:55:01, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.8375, top5_acc: 0.9731, loss_cls: 2.4455, loss: 2.4455 +2024-09-21 12:14:14,383 - pyskl - INFO - Epoch [70][300/3405] lr: 1.404e-02, eta: 17:54:36, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8319, top5_acc: 0.9800, loss_cls: 2.4415, loss: 2.4415 +2024-09-21 12:14:36,734 - pyskl - INFO - Epoch [70][400/3405] lr: 1.404e-02, eta: 17:54:11, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8206, top5_acc: 0.9781, loss_cls: 2.4623, loss: 2.4623 +2024-09-21 12:14:59,094 - pyskl - INFO - Epoch [70][500/3405] lr: 1.403e-02, eta: 17:53:47, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8219, top5_acc: 0.9719, loss_cls: 2.4937, loss: 2.4937 +2024-09-21 12:15:21,418 - pyskl - INFO - Epoch [70][600/3405] lr: 1.402e-02, eta: 17:53:22, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8006, top5_acc: 0.9631, loss_cls: 2.5608, loss: 2.5608 +2024-09-21 12:15:43,655 - pyskl - INFO - Epoch [70][700/3405] lr: 1.401e-02, eta: 17:52:57, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8269, top5_acc: 0.9819, loss_cls: 2.4637, loss: 2.4637 +2024-09-21 12:16:06,462 - pyskl - INFO - Epoch [70][800/3405] lr: 1.401e-02, eta: 17:52:33, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.8225, top5_acc: 0.9762, loss_cls: 2.4707, loss: 2.4707 +2024-09-21 12:16:28,637 - pyskl - INFO - Epoch [70][900/3405] lr: 1.400e-02, eta: 17:52:08, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8469, top5_acc: 0.9719, loss_cls: 2.4258, loss: 2.4258 +2024-09-21 12:16:50,883 - pyskl - INFO - Epoch [70][1000/3405] lr: 1.399e-02, eta: 17:51:44, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7987, top5_acc: 0.9656, loss_cls: 2.5628, loss: 2.5628 +2024-09-21 12:17:13,235 - pyskl - INFO - Epoch [70][1100/3405] lr: 1.398e-02, eta: 17:51:19, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8175, top5_acc: 0.9719, loss_cls: 2.5142, loss: 2.5142 +2024-09-21 12:17:35,436 - pyskl - INFO - Epoch [70][1200/3405] lr: 1.398e-02, eta: 17:50:54, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8137, top5_acc: 0.9712, loss_cls: 2.5086, loss: 2.5086 +2024-09-21 12:17:57,639 - pyskl - INFO - Epoch [70][1300/3405] lr: 1.397e-02, eta: 17:50:29, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8237, top5_acc: 0.9744, loss_cls: 2.5069, loss: 2.5069 +2024-09-21 12:18:19,847 - pyskl - INFO - Epoch [70][1400/3405] lr: 1.396e-02, eta: 17:50:05, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8006, top5_acc: 0.9669, loss_cls: 2.5483, loss: 2.5483 +2024-09-21 12:18:42,172 - pyskl - INFO - Epoch [70][1500/3405] lr: 1.395e-02, eta: 17:49:40, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8063, top5_acc: 0.9681, loss_cls: 2.5562, loss: 2.5562 +2024-09-21 12:19:04,380 - pyskl - INFO - Epoch [70][1600/3405] lr: 1.394e-02, eta: 17:49:15, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.7900, top5_acc: 0.9656, loss_cls: 2.5993, loss: 2.5993 +2024-09-21 12:19:26,775 - pyskl - INFO - Epoch [70][1700/3405] lr: 1.394e-02, eta: 17:48:51, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8081, top5_acc: 0.9738, loss_cls: 2.5096, loss: 2.5096 +2024-09-21 12:19:49,124 - pyskl - INFO - Epoch [70][1800/3405] lr: 1.393e-02, eta: 17:48:26, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8206, top5_acc: 0.9706, loss_cls: 2.4985, loss: 2.4985 +2024-09-21 12:20:11,488 - pyskl - INFO - Epoch [70][1900/3405] lr: 1.392e-02, eta: 17:48:01, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8119, top5_acc: 0.9669, loss_cls: 2.5271, loss: 2.5271 +2024-09-21 12:20:34,424 - pyskl - INFO - Epoch [70][2000/3405] lr: 1.391e-02, eta: 17:47:38, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.8063, top5_acc: 0.9750, loss_cls: 2.5366, loss: 2.5366 +2024-09-21 12:20:57,222 - pyskl - INFO - Epoch [70][2100/3405] lr: 1.391e-02, eta: 17:47:13, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.8175, top5_acc: 0.9706, loss_cls: 2.5053, loss: 2.5053 +2024-09-21 12:21:19,529 - pyskl - INFO - Epoch [70][2200/3405] lr: 1.390e-02, eta: 17:46:49, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8119, top5_acc: 0.9694, loss_cls: 2.5278, loss: 2.5278 +2024-09-21 12:21:42,301 - pyskl - INFO - Epoch [70][2300/3405] lr: 1.389e-02, eta: 17:46:25, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.8206, top5_acc: 0.9744, loss_cls: 2.4751, loss: 2.4751 +2024-09-21 12:22:04,562 - pyskl - INFO - Epoch [70][2400/3405] lr: 1.388e-02, eta: 17:46:00, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8225, top5_acc: 0.9656, loss_cls: 2.5026, loss: 2.5026 +2024-09-21 12:22:26,744 - pyskl - INFO - Epoch [70][2500/3405] lr: 1.388e-02, eta: 17:45:35, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8219, top5_acc: 0.9700, loss_cls: 2.4856, loss: 2.4856 +2024-09-21 12:22:49,118 - pyskl - INFO - Epoch [70][2600/3405] lr: 1.387e-02, eta: 17:45:11, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8113, top5_acc: 0.9700, loss_cls: 2.5153, loss: 2.5153 +2024-09-21 12:23:11,240 - pyskl - INFO - Epoch [70][2700/3405] lr: 1.386e-02, eta: 17:44:46, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.8306, top5_acc: 0.9656, loss_cls: 2.4808, loss: 2.4808 +2024-09-21 12:23:33,515 - pyskl - INFO - Epoch [70][2800/3405] lr: 1.385e-02, eta: 17:44:21, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8106, top5_acc: 0.9681, loss_cls: 2.5483, loss: 2.5483 +2024-09-21 12:23:55,657 - pyskl - INFO - Epoch [70][2900/3405] lr: 1.385e-02, eta: 17:43:56, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.8063, top5_acc: 0.9656, loss_cls: 2.5288, loss: 2.5288 +2024-09-21 12:24:17,819 - pyskl - INFO - Epoch [70][3000/3405] lr: 1.384e-02, eta: 17:43:31, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8175, top5_acc: 0.9681, loss_cls: 2.5285, loss: 2.5285 +2024-09-21 12:24:40,049 - pyskl - INFO - Epoch [70][3100/3405] lr: 1.383e-02, eta: 17:43:07, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8187, top5_acc: 0.9744, loss_cls: 2.5045, loss: 2.5045 +2024-09-21 12:25:02,489 - pyskl - INFO - Epoch [70][3200/3405] lr: 1.382e-02, eta: 17:42:42, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8119, top5_acc: 0.9712, loss_cls: 2.5273, loss: 2.5273 +2024-09-21 12:25:24,806 - pyskl - INFO - Epoch [70][3300/3405] lr: 1.381e-02, eta: 17:42:18, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8381, top5_acc: 0.9769, loss_cls: 2.4700, loss: 2.4700 +2024-09-21 12:25:47,033 - pyskl - INFO - Epoch [70][3400/3405] lr: 1.381e-02, eta: 17:41:53, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8163, top5_acc: 0.9744, loss_cls: 2.5128, loss: 2.5128 +2024-09-21 12:25:48,832 - pyskl - INFO - Saving checkpoint at 70 epochs +2024-09-21 12:29:37,924 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-21 12:29:38,703 - pyskl - INFO - +top1_acc 0.7709 +top5_acc 0.9499 +2024-09-21 12:29:38,725 - pyskl - INFO - Epoch(val) [70][3718] top1_acc: 0.7709, top5_acc: 0.9499 +2024-09-21 12:30:29,600 - pyskl - INFO - Epoch [71][100/3405] lr: 1.380e-02, eta: 17:41:58, time: 0.509, data_time: 0.288, memory: 5251, top1_acc: 0.8606, top5_acc: 0.9825, loss_cls: 2.3854, loss: 2.3854 +2024-09-21 12:30:52,303 - pyskl - INFO - Epoch [71][200/3405] lr: 1.379e-02, eta: 17:41:34, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.8381, top5_acc: 0.9756, loss_cls: 2.4201, loss: 2.4201 +2024-09-21 12:31:14,993 - pyskl - INFO - Epoch [71][300/3405] lr: 1.378e-02, eta: 17:41:10, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.8244, top5_acc: 0.9762, loss_cls: 2.4693, loss: 2.4693 +2024-09-21 12:31:38,073 - pyskl - INFO - Epoch [71][400/3405] lr: 1.378e-02, eta: 17:40:46, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.8231, top5_acc: 0.9738, loss_cls: 2.4953, loss: 2.4953 +2024-09-21 12:32:01,475 - pyskl - INFO - Epoch [71][500/3405] lr: 1.377e-02, eta: 17:40:23, time: 0.234, data_time: 0.000, memory: 5251, top1_acc: 0.8231, top5_acc: 0.9781, loss_cls: 2.4699, loss: 2.4699 +2024-09-21 12:32:24,042 - pyskl - INFO - Epoch [71][600/3405] lr: 1.376e-02, eta: 17:39:58, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8106, top5_acc: 0.9788, loss_cls: 2.5017, loss: 2.5017 +2024-09-21 12:32:47,199 - pyskl - INFO - Epoch [71][700/3405] lr: 1.375e-02, eta: 17:39:35, time: 0.232, data_time: 0.000, memory: 5251, top1_acc: 0.8256, top5_acc: 0.9762, loss_cls: 2.4798, loss: 2.4798 +2024-09-21 12:33:10,267 - pyskl - INFO - Epoch [71][800/3405] lr: 1.375e-02, eta: 17:39:11, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.8106, top5_acc: 0.9663, loss_cls: 2.5413, loss: 2.5413 +2024-09-21 12:33:32,537 - pyskl - INFO - Epoch [71][900/3405] lr: 1.374e-02, eta: 17:38:46, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8231, top5_acc: 0.9769, loss_cls: 2.4900, loss: 2.4900 +2024-09-21 12:33:55,329 - pyskl - INFO - Epoch [71][1000/3405] lr: 1.373e-02, eta: 17:38:22, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.8263, top5_acc: 0.9769, loss_cls: 2.4838, loss: 2.4838 +2024-09-21 12:34:18,286 - pyskl - INFO - Epoch [71][1100/3405] lr: 1.372e-02, eta: 17:37:58, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.8450, top5_acc: 0.9775, loss_cls: 2.4113, loss: 2.4113 +2024-09-21 12:34:40,915 - pyskl - INFO - Epoch [71][1200/3405] lr: 1.371e-02, eta: 17:37:34, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8237, top5_acc: 0.9644, loss_cls: 2.5064, loss: 2.5064 +2024-09-21 12:35:03,628 - pyskl - INFO - Epoch [71][1300/3405] lr: 1.371e-02, eta: 17:37:10, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.7994, top5_acc: 0.9750, loss_cls: 2.5442, loss: 2.5442 +2024-09-21 12:35:26,210 - pyskl - INFO - Epoch [71][1400/3405] lr: 1.370e-02, eta: 17:36:46, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8219, top5_acc: 0.9694, loss_cls: 2.4986, loss: 2.4986 +2024-09-21 12:35:48,803 - pyskl - INFO - Epoch [71][1500/3405] lr: 1.369e-02, eta: 17:36:21, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8356, top5_acc: 0.9769, loss_cls: 2.4715, loss: 2.4715 +2024-09-21 12:36:11,918 - pyskl - INFO - Epoch [71][1600/3405] lr: 1.368e-02, eta: 17:35:58, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.8350, top5_acc: 0.9769, loss_cls: 2.4525, loss: 2.4525 +2024-09-21 12:36:34,486 - pyskl - INFO - Epoch [71][1700/3405] lr: 1.368e-02, eta: 17:35:33, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8419, top5_acc: 0.9750, loss_cls: 2.4647, loss: 2.4647 +2024-09-21 12:36:57,260 - pyskl - INFO - Epoch [71][1800/3405] lr: 1.367e-02, eta: 17:35:09, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.8206, top5_acc: 0.9762, loss_cls: 2.5133, loss: 2.5133 +2024-09-21 12:37:20,358 - pyskl - INFO - Epoch [71][1900/3405] lr: 1.366e-02, eta: 17:34:45, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.8075, top5_acc: 0.9700, loss_cls: 2.5259, loss: 2.5259 +2024-09-21 12:37:43,248 - pyskl - INFO - Epoch [71][2000/3405] lr: 1.365e-02, eta: 17:34:21, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.8175, top5_acc: 0.9750, loss_cls: 2.5158, loss: 2.5158 +2024-09-21 12:38:05,886 - pyskl - INFO - Epoch [71][2100/3405] lr: 1.365e-02, eta: 17:33:57, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8137, top5_acc: 0.9681, loss_cls: 2.5464, loss: 2.5464 +2024-09-21 12:38:28,323 - pyskl - INFO - Epoch [71][2200/3405] lr: 1.364e-02, eta: 17:33:33, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8169, top5_acc: 0.9725, loss_cls: 2.4912, loss: 2.4912 +2024-09-21 12:38:51,088 - pyskl - INFO - Epoch [71][2300/3405] lr: 1.363e-02, eta: 17:33:09, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.8113, top5_acc: 0.9600, loss_cls: 2.5601, loss: 2.5601 +2024-09-21 12:39:14,511 - pyskl - INFO - Epoch [71][2400/3405] lr: 1.362e-02, eta: 17:32:45, time: 0.234, data_time: 0.000, memory: 5251, top1_acc: 0.8137, top5_acc: 0.9681, loss_cls: 2.5115, loss: 2.5115 +2024-09-21 12:39:37,301 - pyskl - INFO - Epoch [71][2500/3405] lr: 1.362e-02, eta: 17:32:21, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.8119, top5_acc: 0.9712, loss_cls: 2.5327, loss: 2.5327 +2024-09-21 12:39:59,359 - pyskl - INFO - Epoch [71][2600/3405] lr: 1.361e-02, eta: 17:31:56, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.8106, top5_acc: 0.9738, loss_cls: 2.5265, loss: 2.5265 +2024-09-21 12:40:21,710 - pyskl - INFO - Epoch [71][2700/3405] lr: 1.360e-02, eta: 17:31:32, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8325, top5_acc: 0.9719, loss_cls: 2.4585, loss: 2.4585 +2024-09-21 12:40:44,326 - pyskl - INFO - Epoch [71][2800/3405] lr: 1.359e-02, eta: 17:31:07, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8219, top5_acc: 0.9788, loss_cls: 2.4845, loss: 2.4845 +2024-09-21 12:41:06,178 - pyskl - INFO - Epoch [71][2900/3405] lr: 1.358e-02, eta: 17:30:42, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.8075, top5_acc: 0.9669, loss_cls: 2.5395, loss: 2.5395 +2024-09-21 12:41:27,950 - pyskl - INFO - Epoch [71][3000/3405] lr: 1.358e-02, eta: 17:30:17, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.7913, top5_acc: 0.9625, loss_cls: 2.5823, loss: 2.5823 +2024-09-21 12:41:50,123 - pyskl - INFO - Epoch [71][3100/3405] lr: 1.357e-02, eta: 17:29:52, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8031, top5_acc: 0.9775, loss_cls: 2.5304, loss: 2.5304 +2024-09-21 12:42:12,623 - pyskl - INFO - Epoch [71][3200/3405] lr: 1.356e-02, eta: 17:29:28, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8056, top5_acc: 0.9731, loss_cls: 2.5428, loss: 2.5428 +2024-09-21 12:42:34,772 - pyskl - INFO - Epoch [71][3300/3405] lr: 1.355e-02, eta: 17:29:03, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.8187, top5_acc: 0.9694, loss_cls: 2.5138, loss: 2.5138 +2024-09-21 12:42:56,894 - pyskl - INFO - Epoch [71][3400/3405] lr: 1.355e-02, eta: 17:28:38, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.8169, top5_acc: 0.9712, loss_cls: 2.4933, loss: 2.4933 +2024-09-21 12:42:58,682 - pyskl - INFO - Saving checkpoint at 71 epochs +2024-09-21 12:46:46,937 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-21 12:46:47,523 - pyskl - INFO - +top1_acc 0.7910 +top5_acc 0.9589 +2024-09-21 12:46:47,527 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/j_2/best_top1_acc_epoch_68.pth was removed +2024-09-21 12:46:47,701 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_71.pth. +2024-09-21 12:46:47,701 - pyskl - INFO - Best top1_acc is 0.7910 at 71 epoch. +2024-09-21 12:46:47,719 - pyskl - INFO - Epoch(val) [71][3718] top1_acc: 0.7910, top5_acc: 0.9589 +2024-09-21 12:47:38,071 - pyskl - INFO - Epoch [72][100/3405] lr: 1.354e-02, eta: 17:28:43, time: 0.503, data_time: 0.280, memory: 5251, top1_acc: 0.8244, top5_acc: 0.9744, loss_cls: 2.4834, loss: 2.4834 +2024-09-21 12:48:00,314 - pyskl - INFO - Epoch [72][200/3405] lr: 1.353e-02, eta: 17:28:18, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8413, top5_acc: 0.9769, loss_cls: 2.4582, loss: 2.4582 +2024-09-21 12:48:22,473 - pyskl - INFO - Epoch [72][300/3405] lr: 1.352e-02, eta: 17:27:53, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8181, top5_acc: 0.9669, loss_cls: 2.5143, loss: 2.5143 +2024-09-21 12:48:44,707 - pyskl - INFO - Epoch [72][400/3405] lr: 1.352e-02, eta: 17:27:28, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8213, top5_acc: 0.9750, loss_cls: 2.4942, loss: 2.4942 +2024-09-21 12:49:07,044 - pyskl - INFO - Epoch [72][500/3405] lr: 1.351e-02, eta: 17:27:04, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8337, top5_acc: 0.9712, loss_cls: 2.4609, loss: 2.4609 +2024-09-21 12:49:30,251 - pyskl - INFO - Epoch [72][600/3405] lr: 1.350e-02, eta: 17:26:40, time: 0.232, data_time: 0.000, memory: 5251, top1_acc: 0.8406, top5_acc: 0.9744, loss_cls: 2.4720, loss: 2.4720 +2024-09-21 12:49:53,334 - pyskl - INFO - Epoch [72][700/3405] lr: 1.349e-02, eta: 17:26:16, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.8363, top5_acc: 0.9744, loss_cls: 2.4509, loss: 2.4509 +2024-09-21 12:50:16,495 - pyskl - INFO - Epoch [72][800/3405] lr: 1.348e-02, eta: 17:25:53, time: 0.232, data_time: 0.000, memory: 5251, top1_acc: 0.8256, top5_acc: 0.9756, loss_cls: 2.4874, loss: 2.4874 +2024-09-21 12:50:39,461 - pyskl - INFO - Epoch [72][900/3405] lr: 1.348e-02, eta: 17:25:29, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.8325, top5_acc: 0.9781, loss_cls: 2.4508, loss: 2.4508 +2024-09-21 12:51:02,610 - pyskl - INFO - Epoch [72][1000/3405] lr: 1.347e-02, eta: 17:25:05, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.8325, top5_acc: 0.9744, loss_cls: 2.4575, loss: 2.4575 +2024-09-21 12:51:25,510 - pyskl - INFO - Epoch [72][1100/3405] lr: 1.346e-02, eta: 17:24:41, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.8237, top5_acc: 0.9781, loss_cls: 2.4752, loss: 2.4752 +2024-09-21 12:51:48,419 - pyskl - INFO - Epoch [72][1200/3405] lr: 1.345e-02, eta: 17:24:17, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.8350, top5_acc: 0.9794, loss_cls: 2.4429, loss: 2.4429 +2024-09-21 12:52:11,194 - pyskl - INFO - Epoch [72][1300/3405] lr: 1.345e-02, eta: 17:23:53, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.8269, top5_acc: 0.9781, loss_cls: 2.4817, loss: 2.4817 +2024-09-21 12:52:33,787 - pyskl - INFO - Epoch [72][1400/3405] lr: 1.344e-02, eta: 17:23:29, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8006, top5_acc: 0.9644, loss_cls: 2.5378, loss: 2.5378 +2024-09-21 12:52:56,440 - pyskl - INFO - Epoch [72][1500/3405] lr: 1.343e-02, eta: 17:23:05, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.8081, top5_acc: 0.9706, loss_cls: 2.5405, loss: 2.5405 +2024-09-21 12:53:18,654 - pyskl - INFO - Epoch [72][1600/3405] lr: 1.342e-02, eta: 17:22:40, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8156, top5_acc: 0.9769, loss_cls: 2.5008, loss: 2.5008 +2024-09-21 12:53:40,988 - pyskl - INFO - Epoch [72][1700/3405] lr: 1.342e-02, eta: 17:22:15, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8206, top5_acc: 0.9794, loss_cls: 2.4942, loss: 2.4942 +2024-09-21 12:54:03,417 - pyskl - INFO - Epoch [72][1800/3405] lr: 1.341e-02, eta: 17:21:51, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8219, top5_acc: 0.9762, loss_cls: 2.4936, loss: 2.4936 +2024-09-21 12:54:26,119 - pyskl - INFO - Epoch [72][1900/3405] lr: 1.340e-02, eta: 17:21:27, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.8225, top5_acc: 0.9731, loss_cls: 2.4969, loss: 2.4969 +2024-09-21 12:54:49,065 - pyskl - INFO - Epoch [72][2000/3405] lr: 1.339e-02, eta: 17:21:03, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.8300, top5_acc: 0.9731, loss_cls: 2.4858, loss: 2.4858 +2024-09-21 12:55:11,994 - pyskl - INFO - Epoch [72][2100/3405] lr: 1.339e-02, eta: 17:20:39, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.8206, top5_acc: 0.9788, loss_cls: 2.4728, loss: 2.4728 +2024-09-21 12:55:35,055 - pyskl - INFO - Epoch [72][2200/3405] lr: 1.338e-02, eta: 17:20:15, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.8150, top5_acc: 0.9731, loss_cls: 2.5034, loss: 2.5034 +2024-09-21 12:55:57,377 - pyskl - INFO - Epoch [72][2300/3405] lr: 1.337e-02, eta: 17:19:51, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8287, top5_acc: 0.9781, loss_cls: 2.4736, loss: 2.4736 +2024-09-21 12:56:19,559 - pyskl - INFO - Epoch [72][2400/3405] lr: 1.336e-02, eta: 17:19:26, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8081, top5_acc: 0.9587, loss_cls: 2.5649, loss: 2.5649 +2024-09-21 12:56:41,818 - pyskl - INFO - Epoch [72][2500/3405] lr: 1.335e-02, eta: 17:19:01, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8163, top5_acc: 0.9725, loss_cls: 2.5182, loss: 2.5182 +2024-09-21 12:57:04,325 - pyskl - INFO - Epoch [72][2600/3405] lr: 1.335e-02, eta: 17:18:37, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8156, top5_acc: 0.9800, loss_cls: 2.4767, loss: 2.4767 +2024-09-21 12:57:26,486 - pyskl - INFO - Epoch [72][2700/3405] lr: 1.334e-02, eta: 17:18:12, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8106, top5_acc: 0.9731, loss_cls: 2.5225, loss: 2.5225 +2024-09-21 12:57:48,475 - pyskl - INFO - Epoch [72][2800/3405] lr: 1.333e-02, eta: 17:17:47, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.7975, top5_acc: 0.9781, loss_cls: 2.5331, loss: 2.5331 +2024-09-21 12:58:10,335 - pyskl - INFO - Epoch [72][2900/3405] lr: 1.332e-02, eta: 17:17:22, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.8044, top5_acc: 0.9731, loss_cls: 2.5301, loss: 2.5301 +2024-09-21 12:58:32,322 - pyskl - INFO - Epoch [72][3000/3405] lr: 1.332e-02, eta: 17:16:57, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.8237, top5_acc: 0.9756, loss_cls: 2.4805, loss: 2.4805 +2024-09-21 12:58:54,512 - pyskl - INFO - Epoch [72][3100/3405] lr: 1.331e-02, eta: 17:16:33, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8287, top5_acc: 0.9794, loss_cls: 2.4576, loss: 2.4576 +2024-09-21 12:59:16,805 - pyskl - INFO - Epoch [72][3200/3405] lr: 1.330e-02, eta: 17:16:08, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8375, top5_acc: 0.9769, loss_cls: 2.4572, loss: 2.4572 +2024-09-21 12:59:38,906 - pyskl - INFO - Epoch [72][3300/3405] lr: 1.329e-02, eta: 17:15:43, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.8237, top5_acc: 0.9712, loss_cls: 2.5176, loss: 2.5176 +2024-09-21 13:00:00,891 - pyskl - INFO - Epoch [72][3400/3405] lr: 1.329e-02, eta: 17:15:18, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.8050, top5_acc: 0.9694, loss_cls: 2.5519, loss: 2.5519 +2024-09-21 13:00:02,767 - pyskl - INFO - Saving checkpoint at 72 epochs +2024-09-21 13:03:48,761 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-21 13:03:49,349 - pyskl - INFO - +top1_acc 0.7811 +top5_acc 0.9564 +2024-09-21 13:03:49,367 - pyskl - INFO - Epoch(val) [72][3718] top1_acc: 0.7811, top5_acc: 0.9564 +2024-09-21 13:04:38,300 - pyskl - INFO - Epoch [73][100/3405] lr: 1.328e-02, eta: 17:15:20, time: 0.489, data_time: 0.269, memory: 5251, top1_acc: 0.8438, top5_acc: 0.9825, loss_cls: 2.4220, loss: 2.4220 +2024-09-21 13:05:00,378 - pyskl - INFO - Epoch [73][200/3405] lr: 1.327e-02, eta: 17:14:55, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.8187, top5_acc: 0.9656, loss_cls: 2.5010, loss: 2.5010 +2024-09-21 13:05:22,375 - pyskl - INFO - Epoch [73][300/3405] lr: 1.326e-02, eta: 17:14:30, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.8263, top5_acc: 0.9825, loss_cls: 2.4516, loss: 2.4516 +2024-09-21 13:05:44,483 - pyskl - INFO - Epoch [73][400/3405] lr: 1.325e-02, eta: 17:14:06, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.8481, top5_acc: 0.9781, loss_cls: 2.4126, loss: 2.4126 +2024-09-21 13:06:06,646 - pyskl - INFO - Epoch [73][500/3405] lr: 1.325e-02, eta: 17:13:41, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8313, top5_acc: 0.9769, loss_cls: 2.4597, loss: 2.4597 +2024-09-21 13:06:28,800 - pyskl - INFO - Epoch [73][600/3405] lr: 1.324e-02, eta: 17:13:16, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8406, top5_acc: 0.9781, loss_cls: 2.4419, loss: 2.4419 +2024-09-21 13:06:51,149 - pyskl - INFO - Epoch [73][700/3405] lr: 1.323e-02, eta: 17:12:52, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8337, top5_acc: 0.9738, loss_cls: 2.4605, loss: 2.4605 +2024-09-21 13:07:13,867 - pyskl - INFO - Epoch [73][800/3405] lr: 1.322e-02, eta: 17:12:28, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.8469, top5_acc: 0.9869, loss_cls: 2.4026, loss: 2.4026 +2024-09-21 13:07:36,274 - pyskl - INFO - Epoch [73][900/3405] lr: 1.322e-02, eta: 17:12:03, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8231, top5_acc: 0.9688, loss_cls: 2.4886, loss: 2.4886 +2024-09-21 13:07:59,249 - pyskl - INFO - Epoch [73][1000/3405] lr: 1.321e-02, eta: 17:11:39, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.8213, top5_acc: 0.9731, loss_cls: 2.4788, loss: 2.4788 +2024-09-21 13:08:22,306 - pyskl - INFO - Epoch [73][1100/3405] lr: 1.320e-02, eta: 17:11:16, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.8294, top5_acc: 0.9725, loss_cls: 2.4885, loss: 2.4885 +2024-09-21 13:08:45,540 - pyskl - INFO - Epoch [73][1200/3405] lr: 1.319e-02, eta: 17:10:52, time: 0.232, data_time: 0.000, memory: 5251, top1_acc: 0.8069, top5_acc: 0.9706, loss_cls: 2.5173, loss: 2.5173 +2024-09-21 13:09:08,342 - pyskl - INFO - Epoch [73][1300/3405] lr: 1.319e-02, eta: 17:10:28, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.8350, top5_acc: 0.9800, loss_cls: 2.4689, loss: 2.4689 +2024-09-21 13:09:31,531 - pyskl - INFO - Epoch [73][1400/3405] lr: 1.318e-02, eta: 17:10:04, time: 0.232, data_time: 0.000, memory: 5251, top1_acc: 0.8331, top5_acc: 0.9700, loss_cls: 2.4687, loss: 2.4687 +2024-09-21 13:09:54,143 - pyskl - INFO - Epoch [73][1500/3405] lr: 1.317e-02, eta: 17:09:40, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8331, top5_acc: 0.9738, loss_cls: 2.4724, loss: 2.4724 +2024-09-21 13:10:17,092 - pyskl - INFO - Epoch [73][1600/3405] lr: 1.316e-02, eta: 17:09:16, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.8313, top5_acc: 0.9756, loss_cls: 2.4783, loss: 2.4783 +2024-09-21 13:10:39,593 - pyskl - INFO - Epoch [73][1700/3405] lr: 1.315e-02, eta: 17:08:52, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8181, top5_acc: 0.9712, loss_cls: 2.5072, loss: 2.5072 +2024-09-21 13:11:01,939 - pyskl - INFO - Epoch [73][1800/3405] lr: 1.315e-02, eta: 17:08:27, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8181, top5_acc: 0.9731, loss_cls: 2.5058, loss: 2.5058 +2024-09-21 13:11:24,849 - pyskl - INFO - Epoch [73][1900/3405] lr: 1.314e-02, eta: 17:08:03, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.8300, top5_acc: 0.9731, loss_cls: 2.4730, loss: 2.4730 +2024-09-21 13:11:47,133 - pyskl - INFO - Epoch [73][2000/3405] lr: 1.313e-02, eta: 17:07:39, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8106, top5_acc: 0.9613, loss_cls: 2.5429, loss: 2.5429 +2024-09-21 13:12:09,920 - pyskl - INFO - Epoch [73][2100/3405] lr: 1.312e-02, eta: 17:07:15, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.8337, top5_acc: 0.9700, loss_cls: 2.4769, loss: 2.4769 +2024-09-21 13:12:32,505 - pyskl - INFO - Epoch [73][2200/3405] lr: 1.312e-02, eta: 17:06:51, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8081, top5_acc: 0.9700, loss_cls: 2.5139, loss: 2.5139 +2024-09-21 13:12:55,494 - pyskl - INFO - Epoch [73][2300/3405] lr: 1.311e-02, eta: 17:06:27, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.8313, top5_acc: 0.9700, loss_cls: 2.4652, loss: 2.4652 +2024-09-21 13:13:17,886 - pyskl - INFO - Epoch [73][2400/3405] lr: 1.310e-02, eta: 17:06:02, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8375, top5_acc: 0.9738, loss_cls: 2.4468, loss: 2.4468 +2024-09-21 13:13:40,247 - pyskl - INFO - Epoch [73][2500/3405] lr: 1.309e-02, eta: 17:05:38, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8031, top5_acc: 0.9731, loss_cls: 2.5330, loss: 2.5330 +2024-09-21 13:14:03,022 - pyskl - INFO - Epoch [73][2600/3405] lr: 1.309e-02, eta: 17:05:14, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.8113, top5_acc: 0.9769, loss_cls: 2.4902, loss: 2.4902 +2024-09-21 13:14:25,206 - pyskl - INFO - Epoch [73][2700/3405] lr: 1.308e-02, eta: 17:04:49, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8225, top5_acc: 0.9738, loss_cls: 2.4882, loss: 2.4882 +2024-09-21 13:14:46,793 - pyskl - INFO - Epoch [73][2800/3405] lr: 1.307e-02, eta: 17:04:24, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.8056, top5_acc: 0.9675, loss_cls: 2.5552, loss: 2.5552 +2024-09-21 13:15:08,843 - pyskl - INFO - Epoch [73][2900/3405] lr: 1.306e-02, eta: 17:03:59, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.8213, top5_acc: 0.9700, loss_cls: 2.4965, loss: 2.4965 +2024-09-21 13:15:30,685 - pyskl - INFO - Epoch [73][3000/3405] lr: 1.305e-02, eta: 17:03:34, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.8300, top5_acc: 0.9706, loss_cls: 2.5048, loss: 2.5048 +2024-09-21 13:15:52,933 - pyskl - INFO - Epoch [73][3100/3405] lr: 1.305e-02, eta: 17:03:09, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8306, top5_acc: 0.9731, loss_cls: 2.4731, loss: 2.4731 +2024-09-21 13:16:15,189 - pyskl - INFO - Epoch [73][3200/3405] lr: 1.304e-02, eta: 17:02:45, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8350, top5_acc: 0.9738, loss_cls: 2.4731, loss: 2.4731 +2024-09-21 13:16:37,130 - pyskl - INFO - Epoch [73][3300/3405] lr: 1.303e-02, eta: 17:02:20, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.8119, top5_acc: 0.9756, loss_cls: 2.4990, loss: 2.4990 +2024-09-21 13:16:59,103 - pyskl - INFO - Epoch [73][3400/3405] lr: 1.302e-02, eta: 17:01:55, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.8137, top5_acc: 0.9762, loss_cls: 2.5096, loss: 2.5096 +2024-09-21 13:17:01,193 - pyskl - INFO - Saving checkpoint at 73 epochs +2024-09-21 13:20:48,533 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-21 13:20:49,121 - pyskl - INFO - +top1_acc 0.7690 +top5_acc 0.9466 +2024-09-21 13:20:49,139 - pyskl - INFO - Epoch(val) [73][3718] top1_acc: 0.7690, top5_acc: 0.9466 +2024-09-21 13:21:41,011 - pyskl - INFO - Epoch [74][100/3405] lr: 1.302e-02, eta: 17:01:59, time: 0.519, data_time: 0.295, memory: 5251, top1_acc: 0.8363, top5_acc: 0.9769, loss_cls: 2.4532, loss: 2.4532 +2024-09-21 13:22:03,176 - pyskl - INFO - Epoch [74][200/3405] lr: 1.301e-02, eta: 17:01:35, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8400, top5_acc: 0.9819, loss_cls: 2.4385, loss: 2.4385 +2024-09-21 13:22:25,330 - pyskl - INFO - Epoch [74][300/3405] lr: 1.300e-02, eta: 17:01:10, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8156, top5_acc: 0.9712, loss_cls: 2.4934, loss: 2.4934 +2024-09-21 13:22:47,218 - pyskl - INFO - Epoch [74][400/3405] lr: 1.299e-02, eta: 17:00:45, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.8319, top5_acc: 0.9800, loss_cls: 2.4458, loss: 2.4458 +2024-09-21 13:23:09,578 - pyskl - INFO - Epoch [74][500/3405] lr: 1.299e-02, eta: 17:00:20, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8381, top5_acc: 0.9700, loss_cls: 2.4632, loss: 2.4632 +2024-09-21 13:23:31,939 - pyskl - INFO - Epoch [74][600/3405] lr: 1.298e-02, eta: 16:59:56, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8219, top5_acc: 0.9731, loss_cls: 2.4833, loss: 2.4833 +2024-09-21 13:23:54,065 - pyskl - INFO - Epoch [74][700/3405] lr: 1.297e-02, eta: 16:59:31, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.8219, top5_acc: 0.9731, loss_cls: 2.4945, loss: 2.4945 +2024-09-21 13:24:16,252 - pyskl - INFO - Epoch [74][800/3405] lr: 1.296e-02, eta: 16:59:06, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8406, top5_acc: 0.9712, loss_cls: 2.4536, loss: 2.4536 +2024-09-21 13:24:38,708 - pyskl - INFO - Epoch [74][900/3405] lr: 1.295e-02, eta: 16:58:42, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8544, top5_acc: 0.9812, loss_cls: 2.4005, loss: 2.4005 +2024-09-21 13:25:00,862 - pyskl - INFO - Epoch [74][1000/3405] lr: 1.295e-02, eta: 16:58:17, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8431, top5_acc: 0.9769, loss_cls: 2.4288, loss: 2.4288 +2024-09-21 13:25:23,474 - pyskl - INFO - Epoch [74][1100/3405] lr: 1.294e-02, eta: 16:57:53, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8075, top5_acc: 0.9706, loss_cls: 2.5210, loss: 2.5210 +2024-09-21 13:25:45,802 - pyskl - INFO - Epoch [74][1200/3405] lr: 1.293e-02, eta: 16:57:29, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8200, top5_acc: 0.9788, loss_cls: 2.4950, loss: 2.4950 +2024-09-21 13:26:08,081 - pyskl - INFO - Epoch [74][1300/3405] lr: 1.292e-02, eta: 16:57:04, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8187, top5_acc: 0.9744, loss_cls: 2.4937, loss: 2.4937 +2024-09-21 13:26:30,759 - pyskl - INFO - Epoch [74][1400/3405] lr: 1.292e-02, eta: 16:56:40, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.8300, top5_acc: 0.9831, loss_cls: 2.4490, loss: 2.4490 +2024-09-21 13:26:53,651 - pyskl - INFO - Epoch [74][1500/3405] lr: 1.291e-02, eta: 16:56:16, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.8363, top5_acc: 0.9744, loss_cls: 2.4638, loss: 2.4638 +2024-09-21 13:27:16,586 - pyskl - INFO - Epoch [74][1600/3405] lr: 1.290e-02, eta: 16:55:52, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.8206, top5_acc: 0.9769, loss_cls: 2.4907, loss: 2.4907 +2024-09-21 13:27:38,868 - pyskl - INFO - Epoch [74][1700/3405] lr: 1.289e-02, eta: 16:55:28, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8194, top5_acc: 0.9762, loss_cls: 2.4833, loss: 2.4833 +2024-09-21 13:28:01,270 - pyskl - INFO - Epoch [74][1800/3405] lr: 1.289e-02, eta: 16:55:03, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8044, top5_acc: 0.9706, loss_cls: 2.5331, loss: 2.5331 +2024-09-21 13:28:24,210 - pyskl - INFO - Epoch [74][1900/3405] lr: 1.288e-02, eta: 16:54:39, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.8063, top5_acc: 0.9637, loss_cls: 2.5576, loss: 2.5576 +2024-09-21 13:28:47,172 - pyskl - INFO - Epoch [74][2000/3405] lr: 1.287e-02, eta: 16:54:16, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.8281, top5_acc: 0.9794, loss_cls: 2.4844, loss: 2.4844 +2024-09-21 13:29:09,576 - pyskl - INFO - Epoch [74][2100/3405] lr: 1.286e-02, eta: 16:53:51, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8431, top5_acc: 0.9769, loss_cls: 2.4330, loss: 2.4330 +2024-09-21 13:29:31,903 - pyskl - INFO - Epoch [74][2200/3405] lr: 1.285e-02, eta: 16:53:27, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8269, top5_acc: 0.9762, loss_cls: 2.4759, loss: 2.4759 +2024-09-21 13:29:54,200 - pyskl - INFO - Epoch [74][2300/3405] lr: 1.285e-02, eta: 16:53:02, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8256, top5_acc: 0.9769, loss_cls: 2.4783, loss: 2.4783 +2024-09-21 13:30:16,754 - pyskl - INFO - Epoch [74][2400/3405] lr: 1.284e-02, eta: 16:52:38, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8294, top5_acc: 0.9700, loss_cls: 2.4751, loss: 2.4751 +2024-09-21 13:30:39,582 - pyskl - INFO - Epoch [74][2500/3405] lr: 1.283e-02, eta: 16:52:14, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.8181, top5_acc: 0.9750, loss_cls: 2.5092, loss: 2.5092 +2024-09-21 13:31:02,027 - pyskl - INFO - Epoch [74][2600/3405] lr: 1.282e-02, eta: 16:51:50, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8419, top5_acc: 0.9719, loss_cls: 2.4662, loss: 2.4662 +2024-09-21 13:31:24,258 - pyskl - INFO - Epoch [74][2700/3405] lr: 1.282e-02, eta: 16:51:25, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8194, top5_acc: 0.9769, loss_cls: 2.4934, loss: 2.4934 +2024-09-21 13:31:46,279 - pyskl - INFO - Epoch [74][2800/3405] lr: 1.281e-02, eta: 16:51:00, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.8100, top5_acc: 0.9744, loss_cls: 2.5282, loss: 2.5282 +2024-09-21 13:32:08,194 - pyskl - INFO - Epoch [74][2900/3405] lr: 1.280e-02, eta: 16:50:35, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.8187, top5_acc: 0.9781, loss_cls: 2.4905, loss: 2.4905 +2024-09-21 13:32:30,246 - pyskl - INFO - Epoch [74][3000/3405] lr: 1.279e-02, eta: 16:50:11, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.8150, top5_acc: 0.9725, loss_cls: 2.5185, loss: 2.5185 +2024-09-21 13:32:52,562 - pyskl - INFO - Epoch [74][3100/3405] lr: 1.279e-02, eta: 16:49:46, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8187, top5_acc: 0.9688, loss_cls: 2.4982, loss: 2.4982 +2024-09-21 13:33:14,742 - pyskl - INFO - Epoch [74][3200/3405] lr: 1.278e-02, eta: 16:49:21, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8225, top5_acc: 0.9706, loss_cls: 2.4699, loss: 2.4699 +2024-09-21 13:33:36,838 - pyskl - INFO - Epoch [74][3300/3405] lr: 1.277e-02, eta: 16:48:57, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.8350, top5_acc: 0.9700, loss_cls: 2.4823, loss: 2.4823 +2024-09-21 13:33:59,539 - pyskl - INFO - Epoch [74][3400/3405] lr: 1.276e-02, eta: 16:48:33, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.8137, top5_acc: 0.9694, loss_cls: 2.5147, loss: 2.5147 +2024-09-21 13:34:01,534 - pyskl - INFO - Saving checkpoint at 74 epochs +2024-09-21 13:37:52,153 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-21 13:37:52,936 - pyskl - INFO - +top1_acc 0.7847 +top5_acc 0.9566 +2024-09-21 13:37:52,955 - pyskl - INFO - Epoch(val) [74][3718] top1_acc: 0.7847, top5_acc: 0.9566 +2024-09-21 13:38:43,297 - pyskl - INFO - Epoch [75][100/3405] lr: 1.275e-02, eta: 16:48:35, time: 0.503, data_time: 0.282, memory: 5251, top1_acc: 0.8075, top5_acc: 0.9769, loss_cls: 2.4867, loss: 2.4867 +2024-09-21 13:39:05,734 - pyskl - INFO - Epoch [75][200/3405] lr: 1.275e-02, eta: 16:48:10, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8519, top5_acc: 0.9788, loss_cls: 2.4096, loss: 2.4096 +2024-09-21 13:39:27,955 - pyskl - INFO - Epoch [75][300/3405] lr: 1.274e-02, eta: 16:47:46, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8331, top5_acc: 0.9806, loss_cls: 2.4534, loss: 2.4534 +2024-09-21 13:39:50,344 - pyskl - INFO - Epoch [75][400/3405] lr: 1.273e-02, eta: 16:47:21, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8300, top5_acc: 0.9775, loss_cls: 2.4729, loss: 2.4729 +2024-09-21 13:40:12,547 - pyskl - INFO - Epoch [75][500/3405] lr: 1.272e-02, eta: 16:46:57, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8331, top5_acc: 0.9800, loss_cls: 2.4317, loss: 2.4317 +2024-09-21 13:40:35,139 - pyskl - INFO - Epoch [75][600/3405] lr: 1.272e-02, eta: 16:46:32, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8325, top5_acc: 0.9812, loss_cls: 2.4382, loss: 2.4382 +2024-09-21 13:40:57,629 - pyskl - INFO - Epoch [75][700/3405] lr: 1.271e-02, eta: 16:46:08, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8394, top5_acc: 0.9750, loss_cls: 2.4497, loss: 2.4497 +2024-09-21 13:41:20,330 - pyskl - INFO - Epoch [75][800/3405] lr: 1.270e-02, eta: 16:45:44, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.8275, top5_acc: 0.9800, loss_cls: 2.4675, loss: 2.4675 +2024-09-21 13:41:43,569 - pyskl - INFO - Epoch [75][900/3405] lr: 1.269e-02, eta: 16:45:20, time: 0.232, data_time: 0.000, memory: 5251, top1_acc: 0.8381, top5_acc: 0.9700, loss_cls: 2.4592, loss: 2.4592 +2024-09-21 13:42:06,212 - pyskl - INFO - Epoch [75][1000/3405] lr: 1.268e-02, eta: 16:44:56, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8325, top5_acc: 0.9775, loss_cls: 2.4528, loss: 2.4528 +2024-09-21 13:42:28,715 - pyskl - INFO - Epoch [75][1100/3405] lr: 1.268e-02, eta: 16:44:32, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8200, top5_acc: 0.9750, loss_cls: 2.4769, loss: 2.4769 +2024-09-21 13:42:51,198 - pyskl - INFO - Epoch [75][1200/3405] lr: 1.267e-02, eta: 16:44:08, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8394, top5_acc: 0.9750, loss_cls: 2.4576, loss: 2.4576 +2024-09-21 13:43:13,455 - pyskl - INFO - Epoch [75][1300/3405] lr: 1.266e-02, eta: 16:43:43, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8300, top5_acc: 0.9794, loss_cls: 2.4456, loss: 2.4456 +2024-09-21 13:43:35,884 - pyskl - INFO - Epoch [75][1400/3405] lr: 1.265e-02, eta: 16:43:19, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8319, top5_acc: 0.9769, loss_cls: 2.4450, loss: 2.4450 +2024-09-21 13:43:58,218 - pyskl - INFO - Epoch [75][1500/3405] lr: 1.265e-02, eta: 16:42:54, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8063, top5_acc: 0.9762, loss_cls: 2.5076, loss: 2.5076 +2024-09-21 13:44:20,800 - pyskl - INFO - Epoch [75][1600/3405] lr: 1.264e-02, eta: 16:42:30, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8356, top5_acc: 0.9750, loss_cls: 2.4682, loss: 2.4682 +2024-09-21 13:44:43,168 - pyskl - INFO - Epoch [75][1700/3405] lr: 1.263e-02, eta: 16:42:06, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8325, top5_acc: 0.9800, loss_cls: 2.4621, loss: 2.4621 +2024-09-21 13:45:05,707 - pyskl - INFO - Epoch [75][1800/3405] lr: 1.262e-02, eta: 16:41:41, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8219, top5_acc: 0.9806, loss_cls: 2.4725, loss: 2.4725 +2024-09-21 13:45:28,353 - pyskl - INFO - Epoch [75][1900/3405] lr: 1.262e-02, eta: 16:41:17, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8313, top5_acc: 0.9794, loss_cls: 2.4388, loss: 2.4388 +2024-09-21 13:45:50,773 - pyskl - INFO - Epoch [75][2000/3405] lr: 1.261e-02, eta: 16:40:53, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8269, top5_acc: 0.9762, loss_cls: 2.4836, loss: 2.4836 +2024-09-21 13:46:13,672 - pyskl - INFO - Epoch [75][2100/3405] lr: 1.260e-02, eta: 16:40:29, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.8438, top5_acc: 0.9781, loss_cls: 2.4320, loss: 2.4320 +2024-09-21 13:46:36,029 - pyskl - INFO - Epoch [75][2200/3405] lr: 1.259e-02, eta: 16:40:05, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8194, top5_acc: 0.9706, loss_cls: 2.4946, loss: 2.4946 +2024-09-21 13:46:58,414 - pyskl - INFO - Epoch [75][2300/3405] lr: 1.259e-02, eta: 16:39:40, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8231, top5_acc: 0.9756, loss_cls: 2.4644, loss: 2.4644 +2024-09-21 13:47:21,373 - pyskl - INFO - Epoch [75][2400/3405] lr: 1.258e-02, eta: 16:39:16, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.8187, top5_acc: 0.9669, loss_cls: 2.4942, loss: 2.4942 +2024-09-21 13:47:44,303 - pyskl - INFO - Epoch [75][2500/3405] lr: 1.257e-02, eta: 16:38:52, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.8331, top5_acc: 0.9744, loss_cls: 2.4540, loss: 2.4540 +2024-09-21 13:48:07,163 - pyskl - INFO - Epoch [75][2600/3405] lr: 1.256e-02, eta: 16:38:29, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.8344, top5_acc: 0.9700, loss_cls: 2.4580, loss: 2.4580 +2024-09-21 13:48:29,901 - pyskl - INFO - Epoch [75][2700/3405] lr: 1.255e-02, eta: 16:38:04, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.8119, top5_acc: 0.9606, loss_cls: 2.5346, loss: 2.5346 +2024-09-21 13:48:52,328 - pyskl - INFO - Epoch [75][2800/3405] lr: 1.255e-02, eta: 16:37:40, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8063, top5_acc: 0.9694, loss_cls: 2.5160, loss: 2.5160 +2024-09-21 13:49:14,753 - pyskl - INFO - Epoch [75][2900/3405] lr: 1.254e-02, eta: 16:37:16, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8275, top5_acc: 0.9744, loss_cls: 2.4853, loss: 2.4853 +2024-09-21 13:49:37,472 - pyskl - INFO - Epoch [75][3000/3405] lr: 1.253e-02, eta: 16:36:52, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.8194, top5_acc: 0.9738, loss_cls: 2.5070, loss: 2.5070 +2024-09-21 13:49:59,853 - pyskl - INFO - Epoch [75][3100/3405] lr: 1.252e-02, eta: 16:36:27, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8206, top5_acc: 0.9800, loss_cls: 2.4751, loss: 2.4751 +2024-09-21 13:50:22,341 - pyskl - INFO - Epoch [75][3200/3405] lr: 1.252e-02, eta: 16:36:03, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8075, top5_acc: 0.9631, loss_cls: 2.5524, loss: 2.5524 +2024-09-21 13:50:44,427 - pyskl - INFO - Epoch [75][3300/3405] lr: 1.251e-02, eta: 16:35:38, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.8250, top5_acc: 0.9819, loss_cls: 2.4871, loss: 2.4871 +2024-09-21 13:51:06,505 - pyskl - INFO - Epoch [75][3400/3405] lr: 1.250e-02, eta: 16:35:14, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.8100, top5_acc: 0.9700, loss_cls: 2.5219, loss: 2.5219 +2024-09-21 13:51:08,501 - pyskl - INFO - Saving checkpoint at 75 epochs +2024-09-21 13:54:56,181 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-21 13:54:56,975 - pyskl - INFO - +top1_acc 0.7865 +top5_acc 0.9544 +2024-09-21 13:54:57,001 - pyskl - INFO - Epoch(val) [75][3718] top1_acc: 0.7865, top5_acc: 0.9544 +2024-09-21 13:55:50,161 - pyskl - INFO - Epoch [76][100/3405] lr: 1.249e-02, eta: 16:35:18, time: 0.531, data_time: 0.307, memory: 5251, top1_acc: 0.8331, top5_acc: 0.9806, loss_cls: 2.4443, loss: 2.4443 +2024-09-21 13:56:12,734 - pyskl - INFO - Epoch [76][200/3405] lr: 1.248e-02, eta: 16:34:54, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8287, top5_acc: 0.9819, loss_cls: 2.4561, loss: 2.4561 +2024-09-21 13:56:35,260 - pyskl - INFO - Epoch [76][300/3405] lr: 1.248e-02, eta: 16:34:29, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8356, top5_acc: 0.9712, loss_cls: 2.4596, loss: 2.4596 +2024-09-21 13:56:57,606 - pyskl - INFO - Epoch [76][400/3405] lr: 1.247e-02, eta: 16:34:05, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8375, top5_acc: 0.9806, loss_cls: 2.4258, loss: 2.4258 +2024-09-21 13:57:20,875 - pyskl - INFO - Epoch [76][500/3405] lr: 1.246e-02, eta: 16:33:41, time: 0.233, data_time: 0.000, memory: 5251, top1_acc: 0.8444, top5_acc: 0.9806, loss_cls: 2.4208, loss: 2.4208 +2024-09-21 13:57:43,179 - pyskl - INFO - Epoch [76][600/3405] lr: 1.245e-02, eta: 16:33:17, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8263, top5_acc: 0.9744, loss_cls: 2.4728, loss: 2.4728 +2024-09-21 13:58:05,703 - pyskl - INFO - Epoch [76][700/3405] lr: 1.245e-02, eta: 16:32:53, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8331, top5_acc: 0.9788, loss_cls: 2.4690, loss: 2.4690 +2024-09-21 13:58:27,802 - pyskl - INFO - Epoch [76][800/3405] lr: 1.244e-02, eta: 16:32:28, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.8237, top5_acc: 0.9744, loss_cls: 2.4735, loss: 2.4735 +2024-09-21 13:58:50,282 - pyskl - INFO - Epoch [76][900/3405] lr: 1.243e-02, eta: 16:32:04, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8313, top5_acc: 0.9775, loss_cls: 2.4435, loss: 2.4435 +2024-09-21 13:59:13,005 - pyskl - INFO - Epoch [76][1000/3405] lr: 1.242e-02, eta: 16:31:40, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.8413, top5_acc: 0.9781, loss_cls: 2.4218, loss: 2.4218 +2024-09-21 13:59:35,190 - pyskl - INFO - Epoch [76][1100/3405] lr: 1.242e-02, eta: 16:31:15, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8237, top5_acc: 0.9725, loss_cls: 2.4728, loss: 2.4728 +2024-09-21 13:59:58,186 - pyskl - INFO - Epoch [76][1200/3405] lr: 1.241e-02, eta: 16:30:51, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.8050, top5_acc: 0.9756, loss_cls: 2.5107, loss: 2.5107 +2024-09-21 14:00:20,967 - pyskl - INFO - Epoch [76][1300/3405] lr: 1.240e-02, eta: 16:30:27, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.8300, top5_acc: 0.9744, loss_cls: 2.4716, loss: 2.4716 +2024-09-21 14:00:43,335 - pyskl - INFO - Epoch [76][1400/3405] lr: 1.239e-02, eta: 16:30:03, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8450, top5_acc: 0.9738, loss_cls: 2.4606, loss: 2.4606 +2024-09-21 14:01:05,840 - pyskl - INFO - Epoch [76][1500/3405] lr: 1.238e-02, eta: 16:29:38, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8337, top5_acc: 0.9812, loss_cls: 2.4482, loss: 2.4482 +2024-09-21 14:01:28,165 - pyskl - INFO - Epoch [76][1600/3405] lr: 1.238e-02, eta: 16:29:14, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8331, top5_acc: 0.9800, loss_cls: 2.4580, loss: 2.4580 +2024-09-21 14:01:50,489 - pyskl - INFO - Epoch [76][1700/3405] lr: 1.237e-02, eta: 16:28:50, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8494, top5_acc: 0.9781, loss_cls: 2.4264, loss: 2.4264 +2024-09-21 14:02:12,910 - pyskl - INFO - Epoch [76][1800/3405] lr: 1.236e-02, eta: 16:28:25, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8406, top5_acc: 0.9769, loss_cls: 2.4679, loss: 2.4679 +2024-09-21 14:02:35,159 - pyskl - INFO - Epoch [76][1900/3405] lr: 1.235e-02, eta: 16:28:01, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8269, top5_acc: 0.9769, loss_cls: 2.4702, loss: 2.4702 +2024-09-21 14:02:57,437 - pyskl - INFO - Epoch [76][2000/3405] lr: 1.235e-02, eta: 16:27:36, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8237, top5_acc: 0.9762, loss_cls: 2.5075, loss: 2.5075 +2024-09-21 14:03:19,575 - pyskl - INFO - Epoch [76][2100/3405] lr: 1.234e-02, eta: 16:27:12, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.8275, top5_acc: 0.9756, loss_cls: 2.4729, loss: 2.4729 +2024-09-21 14:03:42,684 - pyskl - INFO - Epoch [76][2200/3405] lr: 1.233e-02, eta: 16:26:48, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.8119, top5_acc: 0.9681, loss_cls: 2.5187, loss: 2.5187 +2024-09-21 14:04:06,050 - pyskl - INFO - Epoch [76][2300/3405] lr: 1.232e-02, eta: 16:26:25, time: 0.234, data_time: 0.000, memory: 5251, top1_acc: 0.8300, top5_acc: 0.9769, loss_cls: 2.4872, loss: 2.4872 +2024-09-21 14:04:29,326 - pyskl - INFO - Epoch [76][2400/3405] lr: 1.232e-02, eta: 16:26:01, time: 0.233, data_time: 0.000, memory: 5251, top1_acc: 0.8287, top5_acc: 0.9800, loss_cls: 2.4584, loss: 2.4584 +2024-09-21 14:04:51,977 - pyskl - INFO - Epoch [76][2500/3405] lr: 1.231e-02, eta: 16:25:37, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.8231, top5_acc: 0.9788, loss_cls: 2.4818, loss: 2.4818 +2024-09-21 14:05:14,286 - pyskl - INFO - Epoch [76][2600/3405] lr: 1.230e-02, eta: 16:25:13, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8294, top5_acc: 0.9762, loss_cls: 2.4779, loss: 2.4779 +2024-09-21 14:05:36,619 - pyskl - INFO - Epoch [76][2700/3405] lr: 1.229e-02, eta: 16:24:48, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8231, top5_acc: 0.9769, loss_cls: 2.4710, loss: 2.4710 +2024-09-21 14:05:59,043 - pyskl - INFO - Epoch [76][2800/3405] lr: 1.228e-02, eta: 16:24:24, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8156, top5_acc: 0.9812, loss_cls: 2.4736, loss: 2.4736 +2024-09-21 14:06:22,125 - pyskl - INFO - Epoch [76][2900/3405] lr: 1.228e-02, eta: 16:24:00, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.8319, top5_acc: 0.9744, loss_cls: 2.4823, loss: 2.4823 +2024-09-21 14:06:44,636 - pyskl - INFO - Epoch [76][3000/3405] lr: 1.227e-02, eta: 16:23:36, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8250, top5_acc: 0.9725, loss_cls: 2.4701, loss: 2.4701 +2024-09-21 14:07:07,003 - pyskl - INFO - Epoch [76][3100/3405] lr: 1.226e-02, eta: 16:23:12, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8013, top5_acc: 0.9775, loss_cls: 2.5247, loss: 2.5247 +2024-09-21 14:07:29,872 - pyskl - INFO - Epoch [76][3200/3405] lr: 1.225e-02, eta: 16:22:48, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.8187, top5_acc: 0.9706, loss_cls: 2.4991, loss: 2.4991 +2024-09-21 14:07:52,199 - pyskl - INFO - Epoch [76][3300/3405] lr: 1.225e-02, eta: 16:22:23, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8187, top5_acc: 0.9756, loss_cls: 2.4823, loss: 2.4823 +2024-09-21 14:08:14,594 - pyskl - INFO - Epoch [76][3400/3405] lr: 1.224e-02, eta: 16:21:59, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8400, top5_acc: 0.9719, loss_cls: 2.4579, loss: 2.4579 +2024-09-21 14:08:16,668 - pyskl - INFO - Saving checkpoint at 76 epochs +2024-09-21 14:12:05,982 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-21 14:12:06,691 - pyskl - INFO - +top1_acc 0.7188 +top5_acc 0.9216 +2024-09-21 14:12:06,709 - pyskl - INFO - Epoch(val) [76][3718] top1_acc: 0.7188, top5_acc: 0.9216 +2024-09-21 14:12:59,191 - pyskl - INFO - Epoch [77][100/3405] lr: 1.223e-02, eta: 16:22:01, time: 0.525, data_time: 0.304, memory: 5251, top1_acc: 0.8425, top5_acc: 0.9781, loss_cls: 2.4332, loss: 2.4332 +2024-09-21 14:13:21,808 - pyskl - INFO - Epoch [77][200/3405] lr: 1.222e-02, eta: 16:21:37, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8550, top5_acc: 0.9794, loss_cls: 2.3895, loss: 2.3895 +2024-09-21 14:13:44,160 - pyskl - INFO - Epoch [77][300/3405] lr: 1.222e-02, eta: 16:21:13, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8369, top5_acc: 0.9781, loss_cls: 2.4541, loss: 2.4541 +2024-09-21 14:14:06,711 - pyskl - INFO - Epoch [77][400/3405] lr: 1.221e-02, eta: 16:20:49, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8538, top5_acc: 0.9800, loss_cls: 2.3883, loss: 2.3883 +2024-09-21 14:14:29,179 - pyskl - INFO - Epoch [77][500/3405] lr: 1.220e-02, eta: 16:20:24, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8425, top5_acc: 0.9769, loss_cls: 2.4398, loss: 2.4398 +2024-09-21 14:14:52,066 - pyskl - INFO - Epoch [77][600/3405] lr: 1.219e-02, eta: 16:20:01, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.8281, top5_acc: 0.9750, loss_cls: 2.4542, loss: 2.4542 +2024-09-21 14:15:14,456 - pyskl - INFO - Epoch [77][700/3405] lr: 1.218e-02, eta: 16:19:36, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8350, top5_acc: 0.9756, loss_cls: 2.4701, loss: 2.4701 +2024-09-21 14:15:36,935 - pyskl - INFO - Epoch [77][800/3405] lr: 1.218e-02, eta: 16:19:12, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8475, top5_acc: 0.9769, loss_cls: 2.4257, loss: 2.4257 +2024-09-21 14:15:59,536 - pyskl - INFO - Epoch [77][900/3405] lr: 1.217e-02, eta: 16:18:48, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8512, top5_acc: 0.9825, loss_cls: 2.4143, loss: 2.4143 +2024-09-21 14:16:21,866 - pyskl - INFO - Epoch [77][1000/3405] lr: 1.216e-02, eta: 16:18:23, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8356, top5_acc: 0.9781, loss_cls: 2.4428, loss: 2.4428 +2024-09-21 14:16:44,342 - pyskl - INFO - Epoch [77][1100/3405] lr: 1.215e-02, eta: 16:17:59, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8281, top5_acc: 0.9775, loss_cls: 2.4559, loss: 2.4559 +2024-09-21 14:17:06,751 - pyskl - INFO - Epoch [77][1200/3405] lr: 1.215e-02, eta: 16:17:35, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8031, top5_acc: 0.9756, loss_cls: 2.5108, loss: 2.5108 +2024-09-21 14:17:29,559 - pyskl - INFO - Epoch [77][1300/3405] lr: 1.214e-02, eta: 16:17:11, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.8337, top5_acc: 0.9800, loss_cls: 2.4497, loss: 2.4497 +2024-09-21 14:17:52,661 - pyskl - INFO - Epoch [77][1400/3405] lr: 1.213e-02, eta: 16:16:47, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.8444, top5_acc: 0.9800, loss_cls: 2.4160, loss: 2.4160 +2024-09-21 14:18:15,697 - pyskl - INFO - Epoch [77][1500/3405] lr: 1.212e-02, eta: 16:16:23, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.8287, top5_acc: 0.9725, loss_cls: 2.4733, loss: 2.4733 +2024-09-21 14:18:38,808 - pyskl - INFO - Epoch [77][1600/3405] lr: 1.212e-02, eta: 16:16:00, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.8337, top5_acc: 0.9800, loss_cls: 2.4470, loss: 2.4470 +2024-09-21 14:19:01,357 - pyskl - INFO - Epoch [77][1700/3405] lr: 1.211e-02, eta: 16:15:35, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8400, top5_acc: 0.9775, loss_cls: 2.4423, loss: 2.4423 +2024-09-21 14:19:23,858 - pyskl - INFO - Epoch [77][1800/3405] lr: 1.210e-02, eta: 16:15:11, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8213, top5_acc: 0.9806, loss_cls: 2.4633, loss: 2.4633 +2024-09-21 14:19:46,079 - pyskl - INFO - Epoch [77][1900/3405] lr: 1.209e-02, eta: 16:14:47, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8237, top5_acc: 0.9719, loss_cls: 2.4587, loss: 2.4587 +2024-09-21 14:20:08,695 - pyskl - INFO - Epoch [77][2000/3405] lr: 1.208e-02, eta: 16:14:23, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8413, top5_acc: 0.9738, loss_cls: 2.4555, loss: 2.4555 +2024-09-21 14:20:31,056 - pyskl - INFO - Epoch [77][2100/3405] lr: 1.208e-02, eta: 16:13:58, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8181, top5_acc: 0.9725, loss_cls: 2.5001, loss: 2.5001 +2024-09-21 14:20:53,609 - pyskl - INFO - Epoch [77][2200/3405] lr: 1.207e-02, eta: 16:13:34, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8231, top5_acc: 0.9769, loss_cls: 2.5024, loss: 2.5024 +2024-09-21 14:21:16,031 - pyskl - INFO - Epoch [77][2300/3405] lr: 1.206e-02, eta: 16:13:10, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8200, top5_acc: 0.9712, loss_cls: 2.5013, loss: 2.5013 +2024-09-21 14:21:38,440 - pyskl - INFO - Epoch [77][2400/3405] lr: 1.205e-02, eta: 16:12:45, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8256, top5_acc: 0.9719, loss_cls: 2.4881, loss: 2.4881 +2024-09-21 14:22:00,903 - pyskl - INFO - Epoch [77][2500/3405] lr: 1.205e-02, eta: 16:12:21, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8237, top5_acc: 0.9725, loss_cls: 2.4819, loss: 2.4819 +2024-09-21 14:22:23,546 - pyskl - INFO - Epoch [77][2600/3405] lr: 1.204e-02, eta: 16:11:57, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8219, top5_acc: 0.9719, loss_cls: 2.5204, loss: 2.5204 +2024-09-21 14:22:45,943 - pyskl - INFO - Epoch [77][2700/3405] lr: 1.203e-02, eta: 16:11:33, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8256, top5_acc: 0.9769, loss_cls: 2.4806, loss: 2.4806 +2024-09-21 14:23:08,325 - pyskl - INFO - Epoch [77][2800/3405] lr: 1.202e-02, eta: 16:11:08, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8400, top5_acc: 0.9731, loss_cls: 2.4359, loss: 2.4359 +2024-09-21 14:23:30,607 - pyskl - INFO - Epoch [77][2900/3405] lr: 1.202e-02, eta: 16:10:44, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8462, top5_acc: 0.9775, loss_cls: 2.4247, loss: 2.4247 +2024-09-21 14:23:52,457 - pyskl - INFO - Epoch [77][3000/3405] lr: 1.201e-02, eta: 16:10:19, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.8237, top5_acc: 0.9756, loss_cls: 2.4755, loss: 2.4755 +2024-09-21 14:24:14,151 - pyskl - INFO - Epoch [77][3100/3405] lr: 1.200e-02, eta: 16:09:54, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.8413, top5_acc: 0.9700, loss_cls: 2.4705, loss: 2.4705 +2024-09-21 14:24:36,251 - pyskl - INFO - Epoch [77][3200/3405] lr: 1.199e-02, eta: 16:09:30, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.8156, top5_acc: 0.9706, loss_cls: 2.4896, loss: 2.4896 +2024-09-21 14:24:58,144 - pyskl - INFO - Epoch [77][3300/3405] lr: 1.198e-02, eta: 16:09:05, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.8275, top5_acc: 0.9706, loss_cls: 2.4798, loss: 2.4798 +2024-09-21 14:25:20,379 - pyskl - INFO - Epoch [77][3400/3405] lr: 1.198e-02, eta: 16:08:40, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8200, top5_acc: 0.9744, loss_cls: 2.5045, loss: 2.5045 +2024-09-21 14:25:22,455 - pyskl - INFO - Saving checkpoint at 77 epochs +2024-09-21 14:29:10,672 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-21 14:29:11,345 - pyskl - INFO - +top1_acc 0.7891 +top5_acc 0.9534 +2024-09-21 14:29:11,362 - pyskl - INFO - Epoch(val) [77][3718] top1_acc: 0.7891, top5_acc: 0.9534 +2024-09-21 14:30:02,257 - pyskl - INFO - Epoch [78][100/3405] lr: 1.197e-02, eta: 16:08:41, time: 0.509, data_time: 0.291, memory: 5251, top1_acc: 0.8419, top5_acc: 0.9850, loss_cls: 2.4191, loss: 2.4191 +2024-09-21 14:30:24,572 - pyskl - INFO - Epoch [78][200/3405] lr: 1.196e-02, eta: 16:08:16, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8538, top5_acc: 0.9812, loss_cls: 2.3879, loss: 2.3879 +2024-09-21 14:30:46,861 - pyskl - INFO - Epoch [78][300/3405] lr: 1.195e-02, eta: 16:07:52, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8469, top5_acc: 0.9744, loss_cls: 2.4186, loss: 2.4186 +2024-09-21 14:31:09,086 - pyskl - INFO - Epoch [78][400/3405] lr: 1.195e-02, eta: 16:07:27, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8363, top5_acc: 0.9825, loss_cls: 2.4223, loss: 2.4223 +2024-09-21 14:31:31,650 - pyskl - INFO - Epoch [78][500/3405] lr: 1.194e-02, eta: 16:07:03, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8350, top5_acc: 0.9775, loss_cls: 2.4533, loss: 2.4533 +2024-09-21 14:31:54,143 - pyskl - INFO - Epoch [78][600/3405] lr: 1.193e-02, eta: 16:06:39, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8387, top5_acc: 0.9769, loss_cls: 2.4398, loss: 2.4398 +2024-09-21 14:32:16,612 - pyskl - INFO - Epoch [78][700/3405] lr: 1.192e-02, eta: 16:06:15, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8406, top5_acc: 0.9719, loss_cls: 2.4533, loss: 2.4533 +2024-09-21 14:32:39,100 - pyskl - INFO - Epoch [78][800/3405] lr: 1.192e-02, eta: 16:05:50, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8481, top5_acc: 0.9762, loss_cls: 2.4415, loss: 2.4415 +2024-09-21 14:33:01,232 - pyskl - INFO - Epoch [78][900/3405] lr: 1.191e-02, eta: 16:05:26, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.8400, top5_acc: 0.9750, loss_cls: 2.4335, loss: 2.4335 +2024-09-21 14:33:23,247 - pyskl - INFO - Epoch [78][1000/3405] lr: 1.190e-02, eta: 16:05:01, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.8356, top5_acc: 0.9762, loss_cls: 2.4445, loss: 2.4445 +2024-09-21 14:33:45,776 - pyskl - INFO - Epoch [78][1100/3405] lr: 1.189e-02, eta: 16:04:37, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8175, top5_acc: 0.9750, loss_cls: 2.4877, loss: 2.4877 +2024-09-21 14:34:09,065 - pyskl - INFO - Epoch [78][1200/3405] lr: 1.188e-02, eta: 16:04:13, time: 0.233, data_time: 0.000, memory: 5251, top1_acc: 0.8363, top5_acc: 0.9812, loss_cls: 2.4377, loss: 2.4377 +2024-09-21 14:34:31,851 - pyskl - INFO - Epoch [78][1300/3405] lr: 1.188e-02, eta: 16:03:49, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.8125, top5_acc: 0.9769, loss_cls: 2.5104, loss: 2.5104 +2024-09-21 14:34:54,531 - pyskl - INFO - Epoch [78][1400/3405] lr: 1.187e-02, eta: 16:03:25, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.8331, top5_acc: 0.9750, loss_cls: 2.4356, loss: 2.4356 +2024-09-21 14:35:17,643 - pyskl - INFO - Epoch [78][1500/3405] lr: 1.186e-02, eta: 16:03:02, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.8631, top5_acc: 0.9819, loss_cls: 2.3858, loss: 2.3858 +2024-09-21 14:35:40,700 - pyskl - INFO - Epoch [78][1600/3405] lr: 1.185e-02, eta: 16:02:38, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.8550, top5_acc: 0.9750, loss_cls: 2.4180, loss: 2.4180 +2024-09-21 14:36:03,171 - pyskl - INFO - Epoch [78][1700/3405] lr: 1.185e-02, eta: 16:02:14, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8375, top5_acc: 0.9762, loss_cls: 2.4469, loss: 2.4469 +2024-09-21 14:36:25,163 - pyskl - INFO - Epoch [78][1800/3405] lr: 1.184e-02, eta: 16:01:49, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.8256, top5_acc: 0.9762, loss_cls: 2.4871, loss: 2.4871 +2024-09-21 14:36:47,366 - pyskl - INFO - Epoch [78][1900/3405] lr: 1.183e-02, eta: 16:01:25, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8319, top5_acc: 0.9738, loss_cls: 2.4712, loss: 2.4712 +2024-09-21 14:37:10,446 - pyskl - INFO - Epoch [78][2000/3405] lr: 1.182e-02, eta: 16:01:01, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.8500, top5_acc: 0.9825, loss_cls: 2.3956, loss: 2.3956 +2024-09-21 14:37:33,090 - pyskl - INFO - Epoch [78][2100/3405] lr: 1.182e-02, eta: 16:00:37, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8281, top5_acc: 0.9731, loss_cls: 2.4790, loss: 2.4790 +2024-09-21 14:37:55,674 - pyskl - INFO - Epoch [78][2200/3405] lr: 1.181e-02, eta: 16:00:13, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8225, top5_acc: 0.9781, loss_cls: 2.4665, loss: 2.4665 +2024-09-21 14:38:17,989 - pyskl - INFO - Epoch [78][2300/3405] lr: 1.180e-02, eta: 15:59:48, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8356, top5_acc: 0.9744, loss_cls: 2.4679, loss: 2.4679 +2024-09-21 14:38:40,587 - pyskl - INFO - Epoch [78][2400/3405] lr: 1.179e-02, eta: 15:59:24, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8050, top5_acc: 0.9775, loss_cls: 2.5089, loss: 2.5089 +2024-09-21 14:39:03,289 - pyskl - INFO - Epoch [78][2500/3405] lr: 1.178e-02, eta: 15:59:00, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.8131, top5_acc: 0.9688, loss_cls: 2.5167, loss: 2.5167 +2024-09-21 14:39:25,656 - pyskl - INFO - Epoch [78][2600/3405] lr: 1.178e-02, eta: 15:58:36, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8363, top5_acc: 0.9806, loss_cls: 2.4328, loss: 2.4328 +2024-09-21 14:39:47,986 - pyskl - INFO - Epoch [78][2700/3405] lr: 1.177e-02, eta: 15:58:12, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8344, top5_acc: 0.9744, loss_cls: 2.4540, loss: 2.4540 +2024-09-21 14:40:10,342 - pyskl - INFO - Epoch [78][2800/3405] lr: 1.176e-02, eta: 15:57:47, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8194, top5_acc: 0.9831, loss_cls: 2.4601, loss: 2.4601 +2024-09-21 14:40:32,858 - pyskl - INFO - Epoch [78][2900/3405] lr: 1.175e-02, eta: 15:57:23, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8156, top5_acc: 0.9681, loss_cls: 2.5119, loss: 2.5119 +2024-09-21 14:40:55,571 - pyskl - INFO - Epoch [78][3000/3405] lr: 1.175e-02, eta: 15:56:59, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.8237, top5_acc: 0.9825, loss_cls: 2.4656, loss: 2.4656 +2024-09-21 14:41:17,915 - pyskl - INFO - Epoch [78][3100/3405] lr: 1.174e-02, eta: 15:56:35, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8269, top5_acc: 0.9688, loss_cls: 2.5173, loss: 2.5173 +2024-09-21 14:41:40,107 - pyskl - INFO - Epoch [78][3200/3405] lr: 1.173e-02, eta: 15:56:10, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8294, top5_acc: 0.9838, loss_cls: 2.4520, loss: 2.4520 +2024-09-21 14:42:02,309 - pyskl - INFO - Epoch [78][3300/3405] lr: 1.172e-02, eta: 15:55:46, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8313, top5_acc: 0.9744, loss_cls: 2.4695, loss: 2.4695 +2024-09-21 14:42:24,623 - pyskl - INFO - Epoch [78][3400/3405] lr: 1.172e-02, eta: 15:55:21, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8363, top5_acc: 0.9819, loss_cls: 2.4411, loss: 2.4411 +2024-09-21 14:42:26,402 - pyskl - INFO - Saving checkpoint at 78 epochs +2024-09-21 14:46:15,187 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-21 14:46:15,762 - pyskl - INFO - +top1_acc 0.7787 +top5_acc 0.9562 +2024-09-21 14:46:15,780 - pyskl - INFO - Epoch(val) [78][3718] top1_acc: 0.7787, top5_acc: 0.9562 +2024-09-21 14:47:08,598 - pyskl - INFO - Epoch [79][100/3405] lr: 1.171e-02, eta: 15:55:23, time: 0.528, data_time: 0.306, memory: 5251, top1_acc: 0.8575, top5_acc: 0.9844, loss_cls: 2.3962, loss: 2.3962 +2024-09-21 14:47:31,279 - pyskl - INFO - Epoch [79][200/3405] lr: 1.170e-02, eta: 15:54:59, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.8450, top5_acc: 0.9794, loss_cls: 2.3976, loss: 2.3976 +2024-09-21 14:47:53,829 - pyskl - INFO - Epoch [79][300/3405] lr: 1.169e-02, eta: 15:54:35, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8562, top5_acc: 0.9781, loss_cls: 2.3841, loss: 2.3841 +2024-09-21 14:48:16,637 - pyskl - INFO - Epoch [79][400/3405] lr: 1.168e-02, eta: 15:54:11, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.8556, top5_acc: 0.9825, loss_cls: 2.3799, loss: 2.3799 +2024-09-21 14:48:39,559 - pyskl - INFO - Epoch [79][500/3405] lr: 1.168e-02, eta: 15:53:47, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.8444, top5_acc: 0.9788, loss_cls: 2.4077, loss: 2.4077 +2024-09-21 14:49:02,250 - pyskl - INFO - Epoch [79][600/3405] lr: 1.167e-02, eta: 15:53:23, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.8413, top5_acc: 0.9781, loss_cls: 2.4370, loss: 2.4370 +2024-09-21 14:49:24,734 - pyskl - INFO - Epoch [79][700/3405] lr: 1.166e-02, eta: 15:52:59, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8419, top5_acc: 0.9781, loss_cls: 2.4226, loss: 2.4226 +2024-09-21 14:49:47,242 - pyskl - INFO - Epoch [79][800/3405] lr: 1.165e-02, eta: 15:52:34, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8438, top5_acc: 0.9775, loss_cls: 2.4273, loss: 2.4273 +2024-09-21 14:50:09,451 - pyskl - INFO - Epoch [79][900/3405] lr: 1.165e-02, eta: 15:52:10, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8394, top5_acc: 0.9794, loss_cls: 2.4375, loss: 2.4375 +2024-09-21 14:50:31,659 - pyskl - INFO - Epoch [79][1000/3405] lr: 1.164e-02, eta: 15:51:46, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8337, top5_acc: 0.9806, loss_cls: 2.4385, loss: 2.4385 +2024-09-21 14:50:53,935 - pyskl - INFO - Epoch [79][1100/3405] lr: 1.163e-02, eta: 15:51:21, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8300, top5_acc: 0.9750, loss_cls: 2.4534, loss: 2.4534 +2024-09-21 14:51:16,145 - pyskl - INFO - Epoch [79][1200/3405] lr: 1.162e-02, eta: 15:50:57, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8531, top5_acc: 0.9775, loss_cls: 2.4011, loss: 2.4011 +2024-09-21 14:51:38,546 - pyskl - INFO - Epoch [79][1300/3405] lr: 1.162e-02, eta: 15:50:32, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8419, top5_acc: 0.9756, loss_cls: 2.4255, loss: 2.4255 +2024-09-21 14:52:01,213 - pyskl - INFO - Epoch [79][1400/3405] lr: 1.161e-02, eta: 15:50:08, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.8244, top5_acc: 0.9750, loss_cls: 2.4722, loss: 2.4722 +2024-09-21 14:52:23,470 - pyskl - INFO - Epoch [79][1500/3405] lr: 1.160e-02, eta: 15:49:44, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8344, top5_acc: 0.9812, loss_cls: 2.4275, loss: 2.4275 +2024-09-21 14:52:45,665 - pyskl - INFO - Epoch [79][1600/3405] lr: 1.159e-02, eta: 15:49:19, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8456, top5_acc: 0.9819, loss_cls: 2.4035, loss: 2.4035 +2024-09-21 14:53:08,257 - pyskl - INFO - Epoch [79][1700/3405] lr: 1.158e-02, eta: 15:48:55, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8181, top5_acc: 0.9738, loss_cls: 2.5064, loss: 2.5064 +2024-09-21 14:53:30,685 - pyskl - INFO - Epoch [79][1800/3405] lr: 1.158e-02, eta: 15:48:31, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8369, top5_acc: 0.9788, loss_cls: 2.4319, loss: 2.4319 +2024-09-21 14:53:53,407 - pyskl - INFO - Epoch [79][1900/3405] lr: 1.157e-02, eta: 15:48:07, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.8462, top5_acc: 0.9781, loss_cls: 2.4393, loss: 2.4393 +2024-09-21 14:54:15,755 - pyskl - INFO - Epoch [79][2000/3405] lr: 1.156e-02, eta: 15:47:43, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8456, top5_acc: 0.9800, loss_cls: 2.4240, loss: 2.4240 +2024-09-21 14:54:38,055 - pyskl - INFO - Epoch [79][2100/3405] lr: 1.155e-02, eta: 15:47:18, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8187, top5_acc: 0.9712, loss_cls: 2.4806, loss: 2.4806 +2024-09-21 14:55:00,935 - pyskl - INFO - Epoch [79][2200/3405] lr: 1.155e-02, eta: 15:46:55, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.8356, top5_acc: 0.9794, loss_cls: 2.4454, loss: 2.4454 +2024-09-21 14:55:23,998 - pyskl - INFO - Epoch [79][2300/3405] lr: 1.154e-02, eta: 15:46:31, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.8387, top5_acc: 0.9825, loss_cls: 2.4159, loss: 2.4159 +2024-09-21 14:55:46,936 - pyskl - INFO - Epoch [79][2400/3405] lr: 1.153e-02, eta: 15:46:07, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.8387, top5_acc: 0.9681, loss_cls: 2.4485, loss: 2.4485 +2024-09-21 14:56:09,031 - pyskl - INFO - Epoch [79][2500/3405] lr: 1.152e-02, eta: 15:45:42, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.8319, top5_acc: 0.9756, loss_cls: 2.4624, loss: 2.4624 +2024-09-21 14:56:31,183 - pyskl - INFO - Epoch [79][2600/3405] lr: 1.152e-02, eta: 15:45:18, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8363, top5_acc: 0.9731, loss_cls: 2.4717, loss: 2.4717 +2024-09-21 14:56:53,572 - pyskl - INFO - Epoch [79][2700/3405] lr: 1.151e-02, eta: 15:44:54, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8431, top5_acc: 0.9731, loss_cls: 2.4585, loss: 2.4585 +2024-09-21 14:57:15,867 - pyskl - INFO - Epoch [79][2800/3405] lr: 1.150e-02, eta: 15:44:29, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8425, top5_acc: 0.9750, loss_cls: 2.4462, loss: 2.4462 +2024-09-21 14:57:38,072 - pyskl - INFO - Epoch [79][2900/3405] lr: 1.149e-02, eta: 15:44:05, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8488, top5_acc: 0.9794, loss_cls: 2.4037, loss: 2.4037 +2024-09-21 14:58:00,314 - pyskl - INFO - Epoch [79][3000/3405] lr: 1.149e-02, eta: 15:43:40, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8325, top5_acc: 0.9756, loss_cls: 2.4645, loss: 2.4645 +2024-09-21 14:58:22,602 - pyskl - INFO - Epoch [79][3100/3405] lr: 1.148e-02, eta: 15:43:16, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8019, top5_acc: 0.9688, loss_cls: 2.5439, loss: 2.5439 +2024-09-21 14:58:44,921 - pyskl - INFO - Epoch [79][3200/3405] lr: 1.147e-02, eta: 15:42:52, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8181, top5_acc: 0.9712, loss_cls: 2.5017, loss: 2.5017 +2024-09-21 14:59:07,066 - pyskl - INFO - Epoch [79][3300/3405] lr: 1.146e-02, eta: 15:42:27, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.8150, top5_acc: 0.9775, loss_cls: 2.4875, loss: 2.4875 +2024-09-21 14:59:29,315 - pyskl - INFO - Epoch [79][3400/3405] lr: 1.145e-02, eta: 15:42:03, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8438, top5_acc: 0.9756, loss_cls: 2.4212, loss: 2.4212 +2024-09-21 14:59:31,137 - pyskl - INFO - Saving checkpoint at 79 epochs +2024-09-21 15:03:20,088 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-21 15:03:20,877 - pyskl - INFO - +top1_acc 0.7879 +top5_acc 0.9564 +2024-09-21 15:03:20,906 - pyskl - INFO - Epoch(val) [79][3718] top1_acc: 0.7879, top5_acc: 0.9564 +2024-09-21 15:04:10,221 - pyskl - INFO - Epoch [80][100/3405] lr: 1.145e-02, eta: 15:42:01, time: 0.493, data_time: 0.272, memory: 5251, top1_acc: 0.8350, top5_acc: 0.9800, loss_cls: 2.4134, loss: 2.4134 +2024-09-21 15:04:32,322 - pyskl - INFO - Epoch [80][200/3405] lr: 1.144e-02, eta: 15:41:36, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.8488, top5_acc: 0.9775, loss_cls: 2.4139, loss: 2.4139 +2024-09-21 15:04:54,643 - pyskl - INFO - Epoch [80][300/3405] lr: 1.143e-02, eta: 15:41:12, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8313, top5_acc: 0.9775, loss_cls: 2.4537, loss: 2.4537 +2024-09-21 15:05:16,991 - pyskl - INFO - Epoch [80][400/3405] lr: 1.142e-02, eta: 15:40:47, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8506, top5_acc: 0.9719, loss_cls: 2.4217, loss: 2.4217 +2024-09-21 15:05:39,226 - pyskl - INFO - Epoch [80][500/3405] lr: 1.142e-02, eta: 15:40:23, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8612, top5_acc: 0.9819, loss_cls: 2.3700, loss: 2.3700 +2024-09-21 15:06:01,319 - pyskl - INFO - Epoch [80][600/3405] lr: 1.141e-02, eta: 15:39:58, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.8400, top5_acc: 0.9831, loss_cls: 2.4191, loss: 2.4191 +2024-09-21 15:06:23,997 - pyskl - INFO - Epoch [80][700/3405] lr: 1.140e-02, eta: 15:39:34, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.8494, top5_acc: 0.9844, loss_cls: 2.3735, loss: 2.3735 +2024-09-21 15:06:46,343 - pyskl - INFO - Epoch [80][800/3405] lr: 1.139e-02, eta: 15:39:10, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8387, top5_acc: 0.9769, loss_cls: 2.4202, loss: 2.4202 +2024-09-21 15:07:08,769 - pyskl - INFO - Epoch [80][900/3405] lr: 1.139e-02, eta: 15:38:46, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8519, top5_acc: 0.9825, loss_cls: 2.4019, loss: 2.4019 +2024-09-21 15:07:31,048 - pyskl - INFO - Epoch [80][1000/3405] lr: 1.138e-02, eta: 15:38:21, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8481, top5_acc: 0.9775, loss_cls: 2.4168, loss: 2.4168 +2024-09-21 15:07:53,299 - pyskl - INFO - Epoch [80][1100/3405] lr: 1.137e-02, eta: 15:37:57, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8356, top5_acc: 0.9756, loss_cls: 2.4469, loss: 2.4469 +2024-09-21 15:08:15,718 - pyskl - INFO - Epoch [80][1200/3405] lr: 1.136e-02, eta: 15:37:33, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8356, top5_acc: 0.9719, loss_cls: 2.4485, loss: 2.4485 +2024-09-21 15:08:37,999 - pyskl - INFO - Epoch [80][1300/3405] lr: 1.135e-02, eta: 15:37:08, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8344, top5_acc: 0.9750, loss_cls: 2.4705, loss: 2.4705 +2024-09-21 15:09:00,092 - pyskl - INFO - Epoch [80][1400/3405] lr: 1.135e-02, eta: 15:36:44, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.8331, top5_acc: 0.9788, loss_cls: 2.4504, loss: 2.4504 +2024-09-21 15:09:22,376 - pyskl - INFO - Epoch [80][1500/3405] lr: 1.134e-02, eta: 15:36:20, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8369, top5_acc: 0.9769, loss_cls: 2.4378, loss: 2.4378 +2024-09-21 15:09:44,903 - pyskl - INFO - Epoch [80][1600/3405] lr: 1.133e-02, eta: 15:35:55, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8331, top5_acc: 0.9706, loss_cls: 2.4822, loss: 2.4822 +2024-09-21 15:10:07,852 - pyskl - INFO - Epoch [80][1700/3405] lr: 1.132e-02, eta: 15:35:32, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.8525, top5_acc: 0.9788, loss_cls: 2.4008, loss: 2.4008 +2024-09-21 15:10:31,212 - pyskl - INFO - Epoch [80][1800/3405] lr: 1.132e-02, eta: 15:35:08, time: 0.234, data_time: 0.000, memory: 5251, top1_acc: 0.8575, top5_acc: 0.9812, loss_cls: 2.4056, loss: 2.4056 +2024-09-21 15:10:53,878 - pyskl - INFO - Epoch [80][1900/3405] lr: 1.131e-02, eta: 15:34:44, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.8387, top5_acc: 0.9850, loss_cls: 2.4289, loss: 2.4289 +2024-09-21 15:11:16,971 - pyskl - INFO - Epoch [80][2000/3405] lr: 1.130e-02, eta: 15:34:21, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.8275, top5_acc: 0.9706, loss_cls: 2.4729, loss: 2.4729 +2024-09-21 15:11:39,807 - pyskl - INFO - Epoch [80][2100/3405] lr: 1.129e-02, eta: 15:33:57, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.8337, top5_acc: 0.9750, loss_cls: 2.4534, loss: 2.4534 +2024-09-21 15:12:02,434 - pyskl - INFO - Epoch [80][2200/3405] lr: 1.129e-02, eta: 15:33:33, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8369, top5_acc: 0.9781, loss_cls: 2.4398, loss: 2.4398 +2024-09-21 15:12:25,611 - pyskl - INFO - Epoch [80][2300/3405] lr: 1.128e-02, eta: 15:33:09, time: 0.232, data_time: 0.000, memory: 5251, top1_acc: 0.8419, top5_acc: 0.9781, loss_cls: 2.4426, loss: 2.4426 +2024-09-21 15:12:48,312 - pyskl - INFO - Epoch [80][2400/3405] lr: 1.127e-02, eta: 15:32:45, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.8375, top5_acc: 0.9781, loss_cls: 2.4624, loss: 2.4624 +2024-09-21 15:13:10,791 - pyskl - INFO - Epoch [80][2500/3405] lr: 1.126e-02, eta: 15:32:21, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8431, top5_acc: 0.9788, loss_cls: 2.4357, loss: 2.4357 +2024-09-21 15:13:33,226 - pyskl - INFO - Epoch [80][2600/3405] lr: 1.126e-02, eta: 15:31:57, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8175, top5_acc: 0.9794, loss_cls: 2.4810, loss: 2.4810 +2024-09-21 15:13:55,566 - pyskl - INFO - Epoch [80][2700/3405] lr: 1.125e-02, eta: 15:31:32, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8106, top5_acc: 0.9725, loss_cls: 2.5103, loss: 2.5103 +2024-09-21 15:14:17,880 - pyskl - INFO - Epoch [80][2800/3405] lr: 1.124e-02, eta: 15:31:08, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8356, top5_acc: 0.9762, loss_cls: 2.4542, loss: 2.4542 +2024-09-21 15:14:40,058 - pyskl - INFO - Epoch [80][2900/3405] lr: 1.123e-02, eta: 15:30:44, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8300, top5_acc: 0.9844, loss_cls: 2.4360, loss: 2.4360 +2024-09-21 15:15:02,300 - pyskl - INFO - Epoch [80][3000/3405] lr: 1.122e-02, eta: 15:30:19, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8481, top5_acc: 0.9750, loss_cls: 2.4461, loss: 2.4461 +2024-09-21 15:15:24,686 - pyskl - INFO - Epoch [80][3100/3405] lr: 1.122e-02, eta: 15:29:55, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8169, top5_acc: 0.9712, loss_cls: 2.5235, loss: 2.5235 +2024-09-21 15:15:46,913 - pyskl - INFO - Epoch [80][3200/3405] lr: 1.121e-02, eta: 15:29:31, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8450, top5_acc: 0.9781, loss_cls: 2.4158, loss: 2.4158 +2024-09-21 15:16:09,271 - pyskl - INFO - Epoch [80][3300/3405] lr: 1.120e-02, eta: 15:29:06, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8425, top5_acc: 0.9775, loss_cls: 2.4299, loss: 2.4299 +2024-09-21 15:16:31,670 - pyskl - INFO - Epoch [80][3400/3405] lr: 1.119e-02, eta: 15:28:42, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8481, top5_acc: 0.9756, loss_cls: 2.4226, loss: 2.4226 +2024-09-21 15:16:33,516 - pyskl - INFO - Saving checkpoint at 80 epochs +2024-09-21 15:20:21,447 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-21 15:20:22,240 - pyskl - INFO - +top1_acc 0.7954 +top5_acc 0.9579 +2024-09-21 15:20:22,247 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/j_2/best_top1_acc_epoch_71.pth was removed +2024-09-21 15:20:22,488 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_80.pth. +2024-09-21 15:20:22,489 - pyskl - INFO - Best top1_acc is 0.7954 at 80 epoch. +2024-09-21 15:20:22,516 - pyskl - INFO - Epoch(val) [80][3718] top1_acc: 0.7954, top5_acc: 0.9579 +2024-09-21 15:21:14,738 - pyskl - INFO - Epoch [81][100/3405] lr: 1.119e-02, eta: 15:28:42, time: 0.522, data_time: 0.297, memory: 5251, top1_acc: 0.8556, top5_acc: 0.9794, loss_cls: 2.3903, loss: 2.3903 +2024-09-21 15:21:36,965 - pyskl - INFO - Epoch [81][200/3405] lr: 1.118e-02, eta: 15:28:17, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8588, top5_acc: 0.9856, loss_cls: 2.3707, loss: 2.3707 +2024-09-21 15:21:59,319 - pyskl - INFO - Epoch [81][300/3405] lr: 1.117e-02, eta: 15:27:53, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8419, top5_acc: 0.9700, loss_cls: 2.4363, loss: 2.4363 +2024-09-21 15:22:21,475 - pyskl - INFO - Epoch [81][400/3405] lr: 1.116e-02, eta: 15:27:29, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8356, top5_acc: 0.9800, loss_cls: 2.4220, loss: 2.4220 +2024-09-21 15:22:43,807 - pyskl - INFO - Epoch [81][500/3405] lr: 1.116e-02, eta: 15:27:04, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8481, top5_acc: 0.9788, loss_cls: 2.4199, loss: 2.4199 +2024-09-21 15:23:06,869 - pyskl - INFO - Epoch [81][600/3405] lr: 1.115e-02, eta: 15:26:41, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.8531, top5_acc: 0.9825, loss_cls: 2.3795, loss: 2.3795 +2024-09-21 15:23:29,244 - pyskl - INFO - Epoch [81][700/3405] lr: 1.114e-02, eta: 15:26:16, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8444, top5_acc: 0.9819, loss_cls: 2.4065, loss: 2.4065 +2024-09-21 15:23:51,657 - pyskl - INFO - Epoch [81][800/3405] lr: 1.113e-02, eta: 15:25:52, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8413, top5_acc: 0.9819, loss_cls: 2.4091, loss: 2.4091 +2024-09-21 15:24:14,035 - pyskl - INFO - Epoch [81][900/3405] lr: 1.112e-02, eta: 15:25:28, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8550, top5_acc: 0.9825, loss_cls: 2.3858, loss: 2.3858 +2024-09-21 15:24:36,344 - pyskl - INFO - Epoch [81][1000/3405] lr: 1.112e-02, eta: 15:25:04, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8638, top5_acc: 0.9800, loss_cls: 2.3863, loss: 2.3863 +2024-09-21 15:24:59,112 - pyskl - INFO - Epoch [81][1100/3405] lr: 1.111e-02, eta: 15:24:40, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.8525, top5_acc: 0.9781, loss_cls: 2.4002, loss: 2.4002 +2024-09-21 15:25:22,351 - pyskl - INFO - Epoch [81][1200/3405] lr: 1.110e-02, eta: 15:24:16, time: 0.232, data_time: 0.000, memory: 5251, top1_acc: 0.8444, top5_acc: 0.9856, loss_cls: 2.4064, loss: 2.4064 +2024-09-21 15:25:45,004 - pyskl - INFO - Epoch [81][1300/3405] lr: 1.109e-02, eta: 15:23:52, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.8319, top5_acc: 0.9762, loss_cls: 2.4376, loss: 2.4376 +2024-09-21 15:26:07,350 - pyskl - INFO - Epoch [81][1400/3405] lr: 1.109e-02, eta: 15:23:28, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8363, top5_acc: 0.9862, loss_cls: 2.4307, loss: 2.4307 +2024-09-21 15:26:29,688 - pyskl - INFO - Epoch [81][1500/3405] lr: 1.108e-02, eta: 15:23:04, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8300, top5_acc: 0.9738, loss_cls: 2.4350, loss: 2.4350 +2024-09-21 15:26:52,306 - pyskl - INFO - Epoch [81][1600/3405] lr: 1.107e-02, eta: 15:22:39, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8287, top5_acc: 0.9762, loss_cls: 2.4434, loss: 2.4434 +2024-09-21 15:27:14,797 - pyskl - INFO - Epoch [81][1700/3405] lr: 1.106e-02, eta: 15:22:15, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8625, top5_acc: 0.9806, loss_cls: 2.3609, loss: 2.3609 +2024-09-21 15:27:37,150 - pyskl - INFO - Epoch [81][1800/3405] lr: 1.106e-02, eta: 15:21:51, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8419, top5_acc: 0.9762, loss_cls: 2.4383, loss: 2.4383 +2024-09-21 15:27:59,625 - pyskl - INFO - Epoch [81][1900/3405] lr: 1.105e-02, eta: 15:21:27, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8619, top5_acc: 0.9831, loss_cls: 2.3623, loss: 2.3623 +2024-09-21 15:28:22,069 - pyskl - INFO - Epoch [81][2000/3405] lr: 1.104e-02, eta: 15:21:03, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8256, top5_acc: 0.9756, loss_cls: 2.4584, loss: 2.4584 +2024-09-21 15:28:44,231 - pyskl - INFO - Epoch [81][2100/3405] lr: 1.103e-02, eta: 15:20:38, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8494, top5_acc: 0.9806, loss_cls: 2.4005, loss: 2.4005 +2024-09-21 15:29:06,417 - pyskl - INFO - Epoch [81][2200/3405] lr: 1.103e-02, eta: 15:20:14, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8456, top5_acc: 0.9788, loss_cls: 2.4224, loss: 2.4224 +2024-09-21 15:29:29,717 - pyskl - INFO - Epoch [81][2300/3405] lr: 1.102e-02, eta: 15:19:50, time: 0.233, data_time: 0.000, memory: 5251, top1_acc: 0.8450, top5_acc: 0.9744, loss_cls: 2.4414, loss: 2.4414 +2024-09-21 15:29:52,491 - pyskl - INFO - Epoch [81][2400/3405] lr: 1.101e-02, eta: 15:19:26, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.8413, top5_acc: 0.9775, loss_cls: 2.4548, loss: 2.4548 +2024-09-21 15:30:15,080 - pyskl - INFO - Epoch [81][2500/3405] lr: 1.100e-02, eta: 15:19:02, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8287, top5_acc: 0.9762, loss_cls: 2.4482, loss: 2.4482 +2024-09-21 15:30:37,530 - pyskl - INFO - Epoch [81][2600/3405] lr: 1.099e-02, eta: 15:18:38, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8350, top5_acc: 0.9738, loss_cls: 2.4291, loss: 2.4291 +2024-09-21 15:31:00,029 - pyskl - INFO - Epoch [81][2700/3405] lr: 1.099e-02, eta: 15:18:14, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8387, top5_acc: 0.9775, loss_cls: 2.4490, loss: 2.4490 +2024-09-21 15:31:22,450 - pyskl - INFO - Epoch [81][2800/3405] lr: 1.098e-02, eta: 15:17:50, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8350, top5_acc: 0.9788, loss_cls: 2.4693, loss: 2.4693 +2024-09-21 15:31:44,497 - pyskl - INFO - Epoch [81][2900/3405] lr: 1.097e-02, eta: 15:17:25, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.8631, top5_acc: 0.9812, loss_cls: 2.3876, loss: 2.3876 +2024-09-21 15:32:06,398 - pyskl - INFO - Epoch [81][3000/3405] lr: 1.096e-02, eta: 15:17:01, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.8544, top5_acc: 0.9756, loss_cls: 2.4136, loss: 2.4136 +2024-09-21 15:32:28,734 - pyskl - INFO - Epoch [81][3100/3405] lr: 1.096e-02, eta: 15:16:36, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8106, top5_acc: 0.9719, loss_cls: 2.5162, loss: 2.5162 +2024-09-21 15:32:51,311 - pyskl - INFO - Epoch [81][3200/3405] lr: 1.095e-02, eta: 15:16:12, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8500, top5_acc: 0.9775, loss_cls: 2.4197, loss: 2.4197 +2024-09-21 15:33:13,501 - pyskl - INFO - Epoch [81][3300/3405] lr: 1.094e-02, eta: 15:15:48, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8544, top5_acc: 0.9769, loss_cls: 2.3982, loss: 2.3982 +2024-09-21 15:33:35,931 - pyskl - INFO - Epoch [81][3400/3405] lr: 1.093e-02, eta: 15:15:24, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8456, top5_acc: 0.9794, loss_cls: 2.4251, loss: 2.4251 +2024-09-21 15:33:37,897 - pyskl - INFO - Saving checkpoint at 81 epochs +2024-09-21 15:37:26,049 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-21 15:37:26,836 - pyskl - INFO - +top1_acc 0.7604 +top5_acc 0.9450 +2024-09-21 15:37:26,855 - pyskl - INFO - Epoch(val) [81][3718] top1_acc: 0.7604, top5_acc: 0.9450 +2024-09-21 15:38:17,237 - pyskl - INFO - Epoch [82][100/3405] lr: 1.093e-02, eta: 15:15:21, time: 0.504, data_time: 0.283, memory: 5251, top1_acc: 0.8444, top5_acc: 0.9794, loss_cls: 2.3985, loss: 2.3985 +2024-09-21 15:38:39,330 - pyskl - INFO - Epoch [82][200/3405] lr: 1.092e-02, eta: 15:14:57, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.8519, top5_acc: 0.9812, loss_cls: 2.3835, loss: 2.3835 +2024-09-21 15:39:01,937 - pyskl - INFO - Epoch [82][300/3405] lr: 1.091e-02, eta: 15:14:33, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8525, top5_acc: 0.9769, loss_cls: 2.3990, loss: 2.3990 +2024-09-21 15:39:24,374 - pyskl - INFO - Epoch [82][400/3405] lr: 1.090e-02, eta: 15:14:09, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8556, top5_acc: 0.9838, loss_cls: 2.3960, loss: 2.3960 +2024-09-21 15:39:46,861 - pyskl - INFO - Epoch [82][500/3405] lr: 1.090e-02, eta: 15:13:44, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8650, top5_acc: 0.9794, loss_cls: 2.3842, loss: 2.3842 +2024-09-21 15:40:09,102 - pyskl - INFO - Epoch [82][600/3405] lr: 1.089e-02, eta: 15:13:20, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8519, top5_acc: 0.9850, loss_cls: 2.3751, loss: 2.3751 +2024-09-21 15:40:31,339 - pyskl - INFO - Epoch [82][700/3405] lr: 1.088e-02, eta: 15:12:56, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8581, top5_acc: 0.9744, loss_cls: 2.4041, loss: 2.4041 +2024-09-21 15:40:53,633 - pyskl - INFO - Epoch [82][800/3405] lr: 1.087e-02, eta: 15:12:31, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8356, top5_acc: 0.9844, loss_cls: 2.4407, loss: 2.4407 +2024-09-21 15:41:16,411 - pyskl - INFO - Epoch [82][900/3405] lr: 1.086e-02, eta: 15:12:07, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.8462, top5_acc: 0.9744, loss_cls: 2.4000, loss: 2.4000 +2024-09-21 15:41:39,482 - pyskl - INFO - Epoch [82][1000/3405] lr: 1.086e-02, eta: 15:11:44, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.8575, top5_acc: 0.9750, loss_cls: 2.3882, loss: 2.3882 +2024-09-21 15:42:02,199 - pyskl - INFO - Epoch [82][1100/3405] lr: 1.085e-02, eta: 15:11:20, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.8712, top5_acc: 0.9819, loss_cls: 2.3571, loss: 2.3571 +2024-09-21 15:42:25,001 - pyskl - INFO - Epoch [82][1200/3405] lr: 1.084e-02, eta: 15:10:56, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.8363, top5_acc: 0.9781, loss_cls: 2.4388, loss: 2.4388 +2024-09-21 15:42:48,076 - pyskl - INFO - Epoch [82][1300/3405] lr: 1.083e-02, eta: 15:10:32, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.8413, top5_acc: 0.9762, loss_cls: 2.4158, loss: 2.4158 +2024-09-21 15:43:11,278 - pyskl - INFO - Epoch [82][1400/3405] lr: 1.083e-02, eta: 15:10:09, time: 0.232, data_time: 0.000, memory: 5251, top1_acc: 0.8313, top5_acc: 0.9762, loss_cls: 2.4518, loss: 2.4518 +2024-09-21 15:43:34,414 - pyskl - INFO - Epoch [82][1500/3405] lr: 1.082e-02, eta: 15:09:45, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.8275, top5_acc: 0.9731, loss_cls: 2.4672, loss: 2.4672 +2024-09-21 15:43:57,006 - pyskl - INFO - Epoch [82][1600/3405] lr: 1.081e-02, eta: 15:09:21, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8531, top5_acc: 0.9781, loss_cls: 2.3929, loss: 2.3929 +2024-09-21 15:44:19,214 - pyskl - INFO - Epoch [82][1700/3405] lr: 1.080e-02, eta: 15:08:57, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8406, top5_acc: 0.9775, loss_cls: 2.4108, loss: 2.4108 +2024-09-21 15:44:41,310 - pyskl - INFO - Epoch [82][1800/3405] lr: 1.080e-02, eta: 15:08:32, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.8313, top5_acc: 0.9800, loss_cls: 2.4502, loss: 2.4502 +2024-09-21 15:45:03,656 - pyskl - INFO - Epoch [82][1900/3405] lr: 1.079e-02, eta: 15:08:08, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8600, top5_acc: 0.9806, loss_cls: 2.3837, loss: 2.3837 +2024-09-21 15:45:26,052 - pyskl - INFO - Epoch [82][2000/3405] lr: 1.078e-02, eta: 15:07:44, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8538, top5_acc: 0.9819, loss_cls: 2.4027, loss: 2.4027 +2024-09-21 15:45:48,154 - pyskl - INFO - Epoch [82][2100/3405] lr: 1.077e-02, eta: 15:07:19, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.8375, top5_acc: 0.9781, loss_cls: 2.4236, loss: 2.4236 +2024-09-21 15:46:10,625 - pyskl - INFO - Epoch [82][2200/3405] lr: 1.077e-02, eta: 15:06:55, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8325, top5_acc: 0.9700, loss_cls: 2.4812, loss: 2.4812 +2024-09-21 15:46:33,054 - pyskl - INFO - Epoch [82][2300/3405] lr: 1.076e-02, eta: 15:06:31, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8569, top5_acc: 0.9850, loss_cls: 2.3814, loss: 2.3814 +2024-09-21 15:46:55,357 - pyskl - INFO - Epoch [82][2400/3405] lr: 1.075e-02, eta: 15:06:07, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8594, top5_acc: 0.9738, loss_cls: 2.4122, loss: 2.4122 +2024-09-21 15:47:17,714 - pyskl - INFO - Epoch [82][2500/3405] lr: 1.074e-02, eta: 15:05:43, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8294, top5_acc: 0.9762, loss_cls: 2.4607, loss: 2.4607 +2024-09-21 15:47:40,363 - pyskl - INFO - Epoch [82][2600/3405] lr: 1.074e-02, eta: 15:05:19, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8500, top5_acc: 0.9850, loss_cls: 2.3976, loss: 2.3976 +2024-09-21 15:48:02,985 - pyskl - INFO - Epoch [82][2700/3405] lr: 1.073e-02, eta: 15:04:55, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8369, top5_acc: 0.9750, loss_cls: 2.4583, loss: 2.4583 +2024-09-21 15:48:25,507 - pyskl - INFO - Epoch [82][2800/3405] lr: 1.072e-02, eta: 15:04:31, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8462, top5_acc: 0.9706, loss_cls: 2.4318, loss: 2.4318 +2024-09-21 15:48:48,147 - pyskl - INFO - Epoch [82][2900/3405] lr: 1.071e-02, eta: 15:04:07, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8387, top5_acc: 0.9812, loss_cls: 2.4613, loss: 2.4613 +2024-09-21 15:49:10,748 - pyskl - INFO - Epoch [82][3000/3405] lr: 1.070e-02, eta: 15:03:42, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8219, top5_acc: 0.9731, loss_cls: 2.4750, loss: 2.4750 +2024-09-21 15:49:33,625 - pyskl - INFO - Epoch [82][3100/3405] lr: 1.070e-02, eta: 15:03:19, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.8394, top5_acc: 0.9731, loss_cls: 2.4393, loss: 2.4393 +2024-09-21 15:49:56,564 - pyskl - INFO - Epoch [82][3200/3405] lr: 1.069e-02, eta: 15:02:55, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.8381, top5_acc: 0.9819, loss_cls: 2.4368, loss: 2.4368 +2024-09-21 15:50:18,936 - pyskl - INFO - Epoch [82][3300/3405] lr: 1.068e-02, eta: 15:02:31, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8300, top5_acc: 0.9756, loss_cls: 2.4545, loss: 2.4545 +2024-09-21 15:50:41,415 - pyskl - INFO - Epoch [82][3400/3405] lr: 1.067e-02, eta: 15:02:07, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8406, top5_acc: 0.9788, loss_cls: 2.4225, loss: 2.4225 +2024-09-21 15:50:43,273 - pyskl - INFO - Saving checkpoint at 82 epochs +2024-09-21 15:54:31,597 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-21 15:54:32,263 - pyskl - INFO - +top1_acc 0.8059 +top5_acc 0.9613 +2024-09-21 15:54:32,268 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/j_2/best_top1_acc_epoch_80.pth was removed +2024-09-21 15:54:32,430 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_82.pth. +2024-09-21 15:54:32,431 - pyskl - INFO - Best top1_acc is 0.8059 at 82 epoch. +2024-09-21 15:54:32,450 - pyskl - INFO - Epoch(val) [82][3718] top1_acc: 0.8059, top5_acc: 0.9613 +2024-09-21 15:55:22,934 - pyskl - INFO - Epoch [83][100/3405] lr: 1.067e-02, eta: 15:02:04, time: 0.505, data_time: 0.276, memory: 5251, top1_acc: 0.8450, top5_acc: 0.9838, loss_cls: 2.3932, loss: 2.3932 +2024-09-21 15:55:45,500 - pyskl - INFO - Epoch [83][200/3405] lr: 1.066e-02, eta: 15:01:39, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8588, top5_acc: 0.9838, loss_cls: 2.3797, loss: 2.3797 +2024-09-21 15:56:07,331 - pyskl - INFO - Epoch [83][300/3405] lr: 1.065e-02, eta: 15:01:15, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.8525, top5_acc: 0.9862, loss_cls: 2.3600, loss: 2.3600 +2024-09-21 15:56:29,737 - pyskl - INFO - Epoch [83][400/3405] lr: 1.064e-02, eta: 15:00:51, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8588, top5_acc: 0.9800, loss_cls: 2.3810, loss: 2.3810 +2024-09-21 15:56:52,095 - pyskl - INFO - Epoch [83][500/3405] lr: 1.064e-02, eta: 15:00:26, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8662, top5_acc: 0.9875, loss_cls: 2.3592, loss: 2.3592 +2024-09-21 15:57:14,382 - pyskl - INFO - Epoch [83][600/3405] lr: 1.063e-02, eta: 15:00:02, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8631, top5_acc: 0.9856, loss_cls: 2.3758, loss: 2.3758 +2024-09-21 15:57:36,974 - pyskl - INFO - Epoch [83][700/3405] lr: 1.062e-02, eta: 14:59:38, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8431, top5_acc: 0.9812, loss_cls: 2.4406, loss: 2.4406 +2024-09-21 15:57:59,259 - pyskl - INFO - Epoch [83][800/3405] lr: 1.061e-02, eta: 14:59:14, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8569, top5_acc: 0.9800, loss_cls: 2.4008, loss: 2.4008 +2024-09-21 15:58:21,910 - pyskl - INFO - Epoch [83][900/3405] lr: 1.061e-02, eta: 14:58:50, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.8350, top5_acc: 0.9794, loss_cls: 2.4431, loss: 2.4431 +2024-09-21 15:58:44,453 - pyskl - INFO - Epoch [83][1000/3405] lr: 1.060e-02, eta: 14:58:26, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8500, top5_acc: 0.9856, loss_cls: 2.3933, loss: 2.3933 +2024-09-21 15:59:07,070 - pyskl - INFO - Epoch [83][1100/3405] lr: 1.059e-02, eta: 14:58:02, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8344, top5_acc: 0.9744, loss_cls: 2.4499, loss: 2.4499 +2024-09-21 15:59:29,513 - pyskl - INFO - Epoch [83][1200/3405] lr: 1.058e-02, eta: 14:57:38, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8550, top5_acc: 0.9712, loss_cls: 2.4248, loss: 2.4248 +2024-09-21 15:59:52,054 - pyskl - INFO - Epoch [83][1300/3405] lr: 1.058e-02, eta: 14:57:13, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8556, top5_acc: 0.9794, loss_cls: 2.4077, loss: 2.4077 +2024-09-21 16:00:14,378 - pyskl - INFO - Epoch [83][1400/3405] lr: 1.057e-02, eta: 14:56:49, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8462, top5_acc: 0.9800, loss_cls: 2.3924, loss: 2.3924 +2024-09-21 16:00:36,684 - pyskl - INFO - Epoch [83][1500/3405] lr: 1.056e-02, eta: 14:56:25, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8325, top5_acc: 0.9794, loss_cls: 2.4644, loss: 2.4644 +2024-09-21 16:00:59,070 - pyskl - INFO - Epoch [83][1600/3405] lr: 1.055e-02, eta: 14:56:01, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8506, top5_acc: 0.9800, loss_cls: 2.4007, loss: 2.4007 +2024-09-21 16:01:21,493 - pyskl - INFO - Epoch [83][1700/3405] lr: 1.054e-02, eta: 14:55:37, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8625, top5_acc: 0.9819, loss_cls: 2.3658, loss: 2.3658 +2024-09-21 16:01:44,063 - pyskl - INFO - Epoch [83][1800/3405] lr: 1.054e-02, eta: 14:55:13, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8550, top5_acc: 0.9788, loss_cls: 2.4096, loss: 2.4096 +2024-09-21 16:02:06,537 - pyskl - INFO - Epoch [83][1900/3405] lr: 1.053e-02, eta: 14:54:48, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8438, top5_acc: 0.9762, loss_cls: 2.4441, loss: 2.4441 +2024-09-21 16:02:28,819 - pyskl - INFO - Epoch [83][2000/3405] lr: 1.052e-02, eta: 14:54:24, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8231, top5_acc: 0.9762, loss_cls: 2.4928, loss: 2.4928 +2024-09-21 16:02:51,153 - pyskl - INFO - Epoch [83][2100/3405] lr: 1.051e-02, eta: 14:54:00, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8462, top5_acc: 0.9762, loss_cls: 2.4254, loss: 2.4254 +2024-09-21 16:03:13,655 - pyskl - INFO - Epoch [83][2200/3405] lr: 1.051e-02, eta: 14:53:36, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8531, top5_acc: 0.9831, loss_cls: 2.3759, loss: 2.3759 +2024-09-21 16:03:35,986 - pyskl - INFO - Epoch [83][2300/3405] lr: 1.050e-02, eta: 14:53:12, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8519, top5_acc: 0.9812, loss_cls: 2.4044, loss: 2.4044 +2024-09-21 16:03:58,482 - pyskl - INFO - Epoch [83][2400/3405] lr: 1.049e-02, eta: 14:52:48, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8425, top5_acc: 0.9781, loss_cls: 2.4207, loss: 2.4207 +2024-09-21 16:04:20,865 - pyskl - INFO - Epoch [83][2500/3405] lr: 1.048e-02, eta: 14:52:23, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8538, top5_acc: 0.9756, loss_cls: 2.3936, loss: 2.3936 +2024-09-21 16:04:43,159 - pyskl - INFO - Epoch [83][2600/3405] lr: 1.048e-02, eta: 14:51:59, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8544, top5_acc: 0.9825, loss_cls: 2.4026, loss: 2.4026 +2024-09-21 16:05:05,810 - pyskl - INFO - Epoch [83][2700/3405] lr: 1.047e-02, eta: 14:51:35, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.8531, top5_acc: 0.9825, loss_cls: 2.4074, loss: 2.4074 +2024-09-21 16:05:28,370 - pyskl - INFO - Epoch [83][2800/3405] lr: 1.046e-02, eta: 14:51:11, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8525, top5_acc: 0.9819, loss_cls: 2.3810, loss: 2.3810 +2024-09-21 16:05:50,809 - pyskl - INFO - Epoch [83][2900/3405] lr: 1.045e-02, eta: 14:50:47, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8612, top5_acc: 0.9831, loss_cls: 2.3894, loss: 2.3894 +2024-09-21 16:06:12,821 - pyskl - INFO - Epoch [83][3000/3405] lr: 1.045e-02, eta: 14:50:22, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.8500, top5_acc: 0.9819, loss_cls: 2.3997, loss: 2.3997 +2024-09-21 16:06:34,459 - pyskl - INFO - Epoch [83][3100/3405] lr: 1.044e-02, eta: 14:49:58, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.8313, top5_acc: 0.9775, loss_cls: 2.4406, loss: 2.4406 +2024-09-21 16:06:56,681 - pyskl - INFO - Epoch [83][3200/3405] lr: 1.043e-02, eta: 14:49:33, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8669, top5_acc: 0.9800, loss_cls: 2.3639, loss: 2.3639 +2024-09-21 16:07:19,078 - pyskl - INFO - Epoch [83][3300/3405] lr: 1.042e-02, eta: 14:49:09, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8600, top5_acc: 0.9812, loss_cls: 2.3686, loss: 2.3686 +2024-09-21 16:07:41,483 - pyskl - INFO - Epoch [83][3400/3405] lr: 1.042e-02, eta: 14:48:45, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8456, top5_acc: 0.9819, loss_cls: 2.3983, loss: 2.3983 +2024-09-21 16:07:43,377 - pyskl - INFO - Saving checkpoint at 83 epochs +2024-09-21 16:11:31,862 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-21 16:11:32,427 - pyskl - INFO - +top1_acc 0.8101 +top5_acc 0.9625 +2024-09-21 16:11:32,431 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/j_2/best_top1_acc_epoch_82.pth was removed +2024-09-21 16:11:32,587 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_83.pth. +2024-09-21 16:11:32,588 - pyskl - INFO - Best top1_acc is 0.8101 at 83 epoch. +2024-09-21 16:11:32,605 - pyskl - INFO - Epoch(val) [83][3718] top1_acc: 0.8101, top5_acc: 0.9625 +2024-09-21 16:12:22,386 - pyskl - INFO - Epoch [84][100/3405] lr: 1.041e-02, eta: 14:48:41, time: 0.498, data_time: 0.276, memory: 5251, top1_acc: 0.8438, top5_acc: 0.9819, loss_cls: 2.3994, loss: 2.3994 +2024-09-21 16:12:44,606 - pyskl - INFO - Epoch [84][200/3405] lr: 1.040e-02, eta: 14:48:17, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8662, top5_acc: 0.9819, loss_cls: 2.3651, loss: 2.3651 +2024-09-21 16:13:06,889 - pyskl - INFO - Epoch [84][300/3405] lr: 1.039e-02, eta: 14:47:52, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8681, top5_acc: 0.9881, loss_cls: 2.3252, loss: 2.3252 +2024-09-21 16:13:28,981 - pyskl - INFO - Epoch [84][400/3405] lr: 1.039e-02, eta: 14:47:28, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.8719, top5_acc: 0.9844, loss_cls: 2.3315, loss: 2.3315 +2024-09-21 16:13:51,234 - pyskl - INFO - Epoch [84][500/3405] lr: 1.038e-02, eta: 14:47:04, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8519, top5_acc: 0.9825, loss_cls: 2.3926, loss: 2.3926 +2024-09-21 16:14:13,891 - pyskl - INFO - Epoch [84][600/3405] lr: 1.037e-02, eta: 14:46:40, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.8600, top5_acc: 0.9831, loss_cls: 2.3653, loss: 2.3653 +2024-09-21 16:14:36,211 - pyskl - INFO - Epoch [84][700/3405] lr: 1.036e-02, eta: 14:46:15, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8500, top5_acc: 0.9769, loss_cls: 2.3930, loss: 2.3930 +2024-09-21 16:14:58,786 - pyskl - INFO - Epoch [84][800/3405] lr: 1.035e-02, eta: 14:45:51, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8438, top5_acc: 0.9806, loss_cls: 2.4144, loss: 2.4144 +2024-09-21 16:15:21,054 - pyskl - INFO - Epoch [84][900/3405] lr: 1.035e-02, eta: 14:45:27, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8769, top5_acc: 0.9844, loss_cls: 2.3502, loss: 2.3502 +2024-09-21 16:15:43,194 - pyskl - INFO - Epoch [84][1000/3405] lr: 1.034e-02, eta: 14:45:03, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.8594, top5_acc: 0.9762, loss_cls: 2.3894, loss: 2.3894 +2024-09-21 16:16:05,618 - pyskl - INFO - Epoch [84][1100/3405] lr: 1.033e-02, eta: 14:44:39, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8488, top5_acc: 0.9825, loss_cls: 2.4031, loss: 2.4031 +2024-09-21 16:16:28,194 - pyskl - INFO - Epoch [84][1200/3405] lr: 1.032e-02, eta: 14:44:14, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8531, top5_acc: 0.9806, loss_cls: 2.4011, loss: 2.4011 +2024-09-21 16:16:50,626 - pyskl - INFO - Epoch [84][1300/3405] lr: 1.032e-02, eta: 14:43:50, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8556, top5_acc: 0.9781, loss_cls: 2.4202, loss: 2.4202 +2024-09-21 16:17:13,407 - pyskl - INFO - Epoch [84][1400/3405] lr: 1.031e-02, eta: 14:43:26, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.8656, top5_acc: 0.9862, loss_cls: 2.3761, loss: 2.3761 +2024-09-21 16:17:36,163 - pyskl - INFO - Epoch [84][1500/3405] lr: 1.030e-02, eta: 14:43:03, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.8594, top5_acc: 0.9838, loss_cls: 2.3789, loss: 2.3789 +2024-09-21 16:17:59,148 - pyskl - INFO - Epoch [84][1600/3405] lr: 1.029e-02, eta: 14:42:39, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.8556, top5_acc: 0.9762, loss_cls: 2.4082, loss: 2.4082 +2024-09-21 16:18:22,431 - pyskl - INFO - Epoch [84][1700/3405] lr: 1.029e-02, eta: 14:42:15, time: 0.233, data_time: 0.000, memory: 5251, top1_acc: 0.8556, top5_acc: 0.9781, loss_cls: 2.3930, loss: 2.3930 +2024-09-21 16:18:45,520 - pyskl - INFO - Epoch [84][1800/3405] lr: 1.028e-02, eta: 14:41:52, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.8619, top5_acc: 0.9781, loss_cls: 2.3884, loss: 2.3884 +2024-09-21 16:19:08,355 - pyskl - INFO - Epoch [84][1900/3405] lr: 1.027e-02, eta: 14:41:28, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.8506, top5_acc: 0.9800, loss_cls: 2.3930, loss: 2.3930 +2024-09-21 16:19:30,707 - pyskl - INFO - Epoch [84][2000/3405] lr: 1.026e-02, eta: 14:41:04, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8387, top5_acc: 0.9844, loss_cls: 2.4243, loss: 2.4243 +2024-09-21 16:19:53,457 - pyskl - INFO - Epoch [84][2100/3405] lr: 1.026e-02, eta: 14:40:40, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.8294, top5_acc: 0.9819, loss_cls: 2.4465, loss: 2.4465 +2024-09-21 16:20:15,919 - pyskl - INFO - Epoch [84][2200/3405] lr: 1.025e-02, eta: 14:40:16, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8319, top5_acc: 0.9831, loss_cls: 2.4226, loss: 2.4226 +2024-09-21 16:20:38,208 - pyskl - INFO - Epoch [84][2300/3405] lr: 1.024e-02, eta: 14:39:52, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8375, top5_acc: 0.9788, loss_cls: 2.4280, loss: 2.4280 +2024-09-21 16:21:00,594 - pyskl - INFO - Epoch [84][2400/3405] lr: 1.023e-02, eta: 14:39:27, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8363, top5_acc: 0.9812, loss_cls: 2.4395, loss: 2.4395 +2024-09-21 16:21:22,891 - pyskl - INFO - Epoch [84][2500/3405] lr: 1.023e-02, eta: 14:39:03, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8387, top5_acc: 0.9794, loss_cls: 2.4210, loss: 2.4210 +2024-09-21 16:21:45,143 - pyskl - INFO - Epoch [84][2600/3405] lr: 1.022e-02, eta: 14:38:39, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8431, top5_acc: 0.9788, loss_cls: 2.4255, loss: 2.4255 +2024-09-21 16:22:07,390 - pyskl - INFO - Epoch [84][2700/3405] lr: 1.021e-02, eta: 14:38:15, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8375, top5_acc: 0.9825, loss_cls: 2.4090, loss: 2.4090 +2024-09-21 16:22:29,673 - pyskl - INFO - Epoch [84][2800/3405] lr: 1.020e-02, eta: 14:37:50, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8444, top5_acc: 0.9825, loss_cls: 2.4067, loss: 2.4067 +2024-09-21 16:22:52,090 - pyskl - INFO - Epoch [84][2900/3405] lr: 1.020e-02, eta: 14:37:26, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8444, top5_acc: 0.9806, loss_cls: 2.4172, loss: 2.4172 +2024-09-21 16:23:14,207 - pyskl - INFO - Epoch [84][3000/3405] lr: 1.019e-02, eta: 14:37:02, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.8594, top5_acc: 0.9812, loss_cls: 2.3781, loss: 2.3781 +2024-09-21 16:23:36,460 - pyskl - INFO - Epoch [84][3100/3405] lr: 1.018e-02, eta: 14:36:38, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8562, top5_acc: 0.9762, loss_cls: 2.3881, loss: 2.3881 +2024-09-21 16:23:58,842 - pyskl - INFO - Epoch [84][3200/3405] lr: 1.017e-02, eta: 14:36:14, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8450, top5_acc: 0.9756, loss_cls: 2.4223, loss: 2.4223 +2024-09-21 16:24:21,435 - pyskl - INFO - Epoch [84][3300/3405] lr: 1.017e-02, eta: 14:35:50, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8525, top5_acc: 0.9856, loss_cls: 2.3762, loss: 2.3762 +2024-09-21 16:24:44,042 - pyskl - INFO - Epoch [84][3400/3405] lr: 1.016e-02, eta: 14:35:26, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8419, top5_acc: 0.9750, loss_cls: 2.4202, loss: 2.4202 +2024-09-21 16:24:45,858 - pyskl - INFO - Saving checkpoint at 84 epochs +2024-09-21 16:28:35,271 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-21 16:28:35,855 - pyskl - INFO - +top1_acc 0.8101 +top5_acc 0.9607 +2024-09-21 16:28:35,873 - pyskl - INFO - Epoch(val) [84][3718] top1_acc: 0.8101, top5_acc: 0.9607 +2024-09-21 16:29:25,844 - pyskl - INFO - Epoch [85][100/3405] lr: 1.015e-02, eta: 14:35:21, time: 0.500, data_time: 0.280, memory: 5251, top1_acc: 0.8700, top5_acc: 0.9819, loss_cls: 2.3215, loss: 2.3215 +2024-09-21 16:29:47,823 - pyskl - INFO - Epoch [85][200/3405] lr: 1.014e-02, eta: 14:34:57, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.8731, top5_acc: 0.9900, loss_cls: 2.3064, loss: 2.3064 +2024-09-21 16:30:09,783 - pyskl - INFO - Epoch [85][300/3405] lr: 1.014e-02, eta: 14:34:32, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.8588, top5_acc: 0.9875, loss_cls: 2.3653, loss: 2.3653 +2024-09-21 16:30:31,618 - pyskl - INFO - Epoch [85][400/3405] lr: 1.013e-02, eta: 14:34:07, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.8512, top5_acc: 0.9844, loss_cls: 2.3978, loss: 2.3978 +2024-09-21 16:30:53,784 - pyskl - INFO - Epoch [85][500/3405] lr: 1.012e-02, eta: 14:33:43, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8756, top5_acc: 0.9819, loss_cls: 2.3508, loss: 2.3508 +2024-09-21 16:31:16,072 - pyskl - INFO - Epoch [85][600/3405] lr: 1.011e-02, eta: 14:33:19, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8556, top5_acc: 0.9831, loss_cls: 2.3771, loss: 2.3771 +2024-09-21 16:31:38,477 - pyskl - INFO - Epoch [85][700/3405] lr: 1.010e-02, eta: 14:32:55, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8612, top5_acc: 0.9819, loss_cls: 2.3583, loss: 2.3583 +2024-09-21 16:32:01,314 - pyskl - INFO - Epoch [85][800/3405] lr: 1.010e-02, eta: 14:32:31, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.8556, top5_acc: 0.9750, loss_cls: 2.3792, loss: 2.3792 +2024-09-21 16:32:23,393 - pyskl - INFO - Epoch [85][900/3405] lr: 1.009e-02, eta: 14:32:07, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.8581, top5_acc: 0.9812, loss_cls: 2.4063, loss: 2.4063 +2024-09-21 16:32:45,774 - pyskl - INFO - Epoch [85][1000/3405] lr: 1.008e-02, eta: 14:31:42, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8700, top5_acc: 0.9844, loss_cls: 2.3368, loss: 2.3368 +2024-09-21 16:33:08,051 - pyskl - INFO - Epoch [85][1100/3405] lr: 1.007e-02, eta: 14:31:18, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8319, top5_acc: 0.9812, loss_cls: 2.4355, loss: 2.4355 +2024-09-21 16:33:31,102 - pyskl - INFO - Epoch [85][1200/3405] lr: 1.007e-02, eta: 14:30:55, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.8462, top5_acc: 0.9738, loss_cls: 2.4059, loss: 2.4059 +2024-09-21 16:33:54,154 - pyskl - INFO - Epoch [85][1300/3405] lr: 1.006e-02, eta: 14:30:31, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.8525, top5_acc: 0.9812, loss_cls: 2.4023, loss: 2.4023 +2024-09-21 16:34:16,974 - pyskl - INFO - Epoch [85][1400/3405] lr: 1.005e-02, eta: 14:30:07, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.8431, top5_acc: 0.9831, loss_cls: 2.4170, loss: 2.4170 +2024-09-21 16:34:39,425 - pyskl - INFO - Epoch [85][1500/3405] lr: 1.004e-02, eta: 14:29:43, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8625, top5_acc: 0.9844, loss_cls: 2.3737, loss: 2.3737 +2024-09-21 16:35:01,872 - pyskl - INFO - Epoch [85][1600/3405] lr: 1.004e-02, eta: 14:29:19, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8575, top5_acc: 0.9794, loss_cls: 2.3975, loss: 2.3975 +2024-09-21 16:35:24,128 - pyskl - INFO - Epoch [85][1700/3405] lr: 1.003e-02, eta: 14:28:55, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8506, top5_acc: 0.9900, loss_cls: 2.3784, loss: 2.3784 +2024-09-21 16:35:46,844 - pyskl - INFO - Epoch [85][1800/3405] lr: 1.002e-02, eta: 14:28:31, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.8462, top5_acc: 0.9788, loss_cls: 2.4237, loss: 2.4237 +2024-09-21 16:36:09,701 - pyskl - INFO - Epoch [85][1900/3405] lr: 1.001e-02, eta: 14:28:07, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.8544, top5_acc: 0.9788, loss_cls: 2.4088, loss: 2.4088 +2024-09-21 16:36:32,581 - pyskl - INFO - Epoch [85][2000/3405] lr: 1.001e-02, eta: 14:27:43, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.8231, top5_acc: 0.9794, loss_cls: 2.4612, loss: 2.4612 +2024-09-21 16:36:55,581 - pyskl - INFO - Epoch [85][2100/3405] lr: 9.999e-03, eta: 14:27:20, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.8431, top5_acc: 0.9756, loss_cls: 2.4170, loss: 2.4170 +2024-09-21 16:37:17,656 - pyskl - INFO - Epoch [85][2200/3405] lr: 9.992e-03, eta: 14:26:55, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.8394, top5_acc: 0.9825, loss_cls: 2.4155, loss: 2.4155 +2024-09-21 16:37:40,159 - pyskl - INFO - Epoch [85][2300/3405] lr: 9.984e-03, eta: 14:26:31, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8662, top5_acc: 0.9812, loss_cls: 2.3713, loss: 2.3713 +2024-09-21 16:38:03,446 - pyskl - INFO - Epoch [85][2400/3405] lr: 9.977e-03, eta: 14:26:08, time: 0.233, data_time: 0.000, memory: 5251, top1_acc: 0.8494, top5_acc: 0.9762, loss_cls: 2.4212, loss: 2.4212 +2024-09-21 16:38:26,080 - pyskl - INFO - Epoch [85][2500/3405] lr: 9.969e-03, eta: 14:25:44, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8469, top5_acc: 0.9756, loss_cls: 2.4153, loss: 2.4153 +2024-09-21 16:38:48,536 - pyskl - INFO - Epoch [85][2600/3405] lr: 9.962e-03, eta: 14:25:20, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8512, top5_acc: 0.9825, loss_cls: 2.4026, loss: 2.4026 +2024-09-21 16:39:10,793 - pyskl - INFO - Epoch [85][2700/3405] lr: 9.954e-03, eta: 14:24:55, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8619, top5_acc: 0.9756, loss_cls: 2.4044, loss: 2.4044 +2024-09-21 16:39:32,879 - pyskl - INFO - Epoch [85][2800/3405] lr: 9.947e-03, eta: 14:24:31, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.8550, top5_acc: 0.9800, loss_cls: 2.3881, loss: 2.3881 +2024-09-21 16:39:55,326 - pyskl - INFO - Epoch [85][2900/3405] lr: 9.939e-03, eta: 14:24:07, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8356, top5_acc: 0.9788, loss_cls: 2.4334, loss: 2.4334 +2024-09-21 16:40:17,499 - pyskl - INFO - Epoch [85][3000/3405] lr: 9.932e-03, eta: 14:23:43, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8506, top5_acc: 0.9762, loss_cls: 2.4165, loss: 2.4165 +2024-09-21 16:40:39,799 - pyskl - INFO - Epoch [85][3100/3405] lr: 9.924e-03, eta: 14:23:18, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8344, top5_acc: 0.9756, loss_cls: 2.4356, loss: 2.4356 +2024-09-21 16:41:02,077 - pyskl - INFO - Epoch [85][3200/3405] lr: 9.917e-03, eta: 14:22:54, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8469, top5_acc: 0.9775, loss_cls: 2.4172, loss: 2.4172 +2024-09-21 16:41:24,404 - pyskl - INFO - Epoch [85][3300/3405] lr: 9.909e-03, eta: 14:22:30, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8556, top5_acc: 0.9756, loss_cls: 2.4345, loss: 2.4345 +2024-09-21 16:41:47,265 - pyskl - INFO - Epoch [85][3400/3405] lr: 9.902e-03, eta: 14:22:06, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.8619, top5_acc: 0.9794, loss_cls: 2.3671, loss: 2.3671 +2024-09-21 16:41:49,269 - pyskl - INFO - Saving checkpoint at 85 epochs +2024-09-21 16:45:40,060 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-21 16:45:40,632 - pyskl - INFO - +top1_acc 0.7999 +top5_acc 0.9598 +2024-09-21 16:45:40,649 - pyskl - INFO - Epoch(val) [85][3718] top1_acc: 0.7999, top5_acc: 0.9598 +2024-09-21 16:46:33,404 - pyskl - INFO - Epoch [86][100/3405] lr: 9.894e-03, eta: 14:22:03, time: 0.527, data_time: 0.302, memory: 5251, top1_acc: 0.8638, top5_acc: 0.9869, loss_cls: 2.3472, loss: 2.3472 +2024-09-21 16:46:55,622 - pyskl - INFO - Epoch [86][200/3405] lr: 9.886e-03, eta: 14:21:39, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8569, top5_acc: 0.9831, loss_cls: 2.3732, loss: 2.3732 +2024-09-21 16:47:17,818 - pyskl - INFO - Epoch [86][300/3405] lr: 9.879e-03, eta: 14:21:15, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8800, top5_acc: 0.9888, loss_cls: 2.3021, loss: 2.3021 +2024-09-21 16:47:40,209 - pyskl - INFO - Epoch [86][400/3405] lr: 9.871e-03, eta: 14:20:51, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8650, top5_acc: 0.9862, loss_cls: 2.3489, loss: 2.3489 +2024-09-21 16:48:02,606 - pyskl - INFO - Epoch [86][500/3405] lr: 9.864e-03, eta: 14:20:27, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8750, top5_acc: 0.9844, loss_cls: 2.3340, loss: 2.3340 +2024-09-21 16:48:25,057 - pyskl - INFO - Epoch [86][600/3405] lr: 9.856e-03, eta: 14:20:02, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8669, top5_acc: 0.9850, loss_cls: 2.3459, loss: 2.3459 +2024-09-21 16:48:47,404 - pyskl - INFO - Epoch [86][700/3405] lr: 9.849e-03, eta: 14:19:38, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8538, top5_acc: 0.9819, loss_cls: 2.4075, loss: 2.4075 +2024-09-21 16:49:09,840 - pyskl - INFO - Epoch [86][800/3405] lr: 9.841e-03, eta: 14:19:14, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8512, top5_acc: 0.9800, loss_cls: 2.3962, loss: 2.3962 +2024-09-21 16:49:32,387 - pyskl - INFO - Epoch [86][900/3405] lr: 9.834e-03, eta: 14:18:50, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8512, top5_acc: 0.9800, loss_cls: 2.3856, loss: 2.3856 +2024-09-21 16:49:54,793 - pyskl - INFO - Epoch [86][1000/3405] lr: 9.826e-03, eta: 14:18:26, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8575, top5_acc: 0.9812, loss_cls: 2.3858, loss: 2.3858 +2024-09-21 16:50:17,170 - pyskl - INFO - Epoch [86][1100/3405] lr: 9.819e-03, eta: 14:18:02, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8494, top5_acc: 0.9800, loss_cls: 2.3948, loss: 2.3948 +2024-09-21 16:50:39,412 - pyskl - INFO - Epoch [86][1200/3405] lr: 9.811e-03, eta: 14:17:38, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8544, top5_acc: 0.9744, loss_cls: 2.4304, loss: 2.4304 +2024-09-21 16:51:01,869 - pyskl - INFO - Epoch [86][1300/3405] lr: 9.803e-03, eta: 14:17:14, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8512, top5_acc: 0.9844, loss_cls: 2.3806, loss: 2.3806 +2024-09-21 16:51:24,470 - pyskl - INFO - Epoch [86][1400/3405] lr: 9.796e-03, eta: 14:16:50, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8462, top5_acc: 0.9856, loss_cls: 2.3757, loss: 2.3757 +2024-09-21 16:51:46,775 - pyskl - INFO - Epoch [86][1500/3405] lr: 9.788e-03, eta: 14:16:25, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8662, top5_acc: 0.9800, loss_cls: 2.3636, loss: 2.3636 +2024-09-21 16:52:09,117 - pyskl - INFO - Epoch [86][1600/3405] lr: 9.781e-03, eta: 14:16:01, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8775, top5_acc: 0.9856, loss_cls: 2.3360, loss: 2.3360 +2024-09-21 16:52:31,330 - pyskl - INFO - Epoch [86][1700/3405] lr: 9.773e-03, eta: 14:15:37, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8356, top5_acc: 0.9762, loss_cls: 2.4377, loss: 2.4377 +2024-09-21 16:52:53,527 - pyskl - INFO - Epoch [86][1800/3405] lr: 9.766e-03, eta: 14:15:13, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8606, top5_acc: 0.9794, loss_cls: 2.3798, loss: 2.3798 +2024-09-21 16:53:15,271 - pyskl - INFO - Epoch [86][1900/3405] lr: 9.758e-03, eta: 14:14:48, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.8381, top5_acc: 0.9775, loss_cls: 2.4176, loss: 2.4176 +2024-09-21 16:53:37,658 - pyskl - INFO - Epoch [86][2000/3405] lr: 9.751e-03, eta: 14:14:24, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8375, top5_acc: 0.9762, loss_cls: 2.4428, loss: 2.4428 +2024-09-21 16:53:59,848 - pyskl - INFO - Epoch [86][2100/3405] lr: 9.743e-03, eta: 14:14:00, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8450, top5_acc: 0.9775, loss_cls: 2.4145, loss: 2.4145 +2024-09-21 16:54:22,415 - pyskl - INFO - Epoch [86][2200/3405] lr: 9.736e-03, eta: 14:13:36, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8456, top5_acc: 0.9769, loss_cls: 2.4302, loss: 2.4302 +2024-09-21 16:54:44,871 - pyskl - INFO - Epoch [86][2300/3405] lr: 9.728e-03, eta: 14:13:12, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8594, top5_acc: 0.9856, loss_cls: 2.3736, loss: 2.3736 +2024-09-21 16:55:07,882 - pyskl - INFO - Epoch [86][2400/3405] lr: 9.721e-03, eta: 14:12:48, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.8512, top5_acc: 0.9806, loss_cls: 2.4090, loss: 2.4090 +2024-09-21 16:55:29,609 - pyskl - INFO - Epoch [86][2500/3405] lr: 9.713e-03, eta: 14:12:24, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.8444, top5_acc: 0.9794, loss_cls: 2.4227, loss: 2.4227 +2024-09-21 16:55:51,786 - pyskl - INFO - Epoch [86][2600/3405] lr: 9.706e-03, eta: 14:11:59, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8500, top5_acc: 0.9838, loss_cls: 2.4024, loss: 2.4024 +2024-09-21 16:56:14,136 - pyskl - INFO - Epoch [86][2700/3405] lr: 9.698e-03, eta: 14:11:35, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8419, top5_acc: 0.9775, loss_cls: 2.4055, loss: 2.4055 +2024-09-21 16:56:36,518 - pyskl - INFO - Epoch [86][2800/3405] lr: 9.691e-03, eta: 14:11:11, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8444, top5_acc: 0.9806, loss_cls: 2.3980, loss: 2.3980 +2024-09-21 16:56:58,714 - pyskl - INFO - Epoch [86][2900/3405] lr: 9.684e-03, eta: 14:10:47, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8444, top5_acc: 0.9844, loss_cls: 2.4130, loss: 2.4130 +2024-09-21 16:57:21,026 - pyskl - INFO - Epoch [86][3000/3405] lr: 9.676e-03, eta: 14:10:23, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8500, top5_acc: 0.9794, loss_cls: 2.4150, loss: 2.4150 +2024-09-21 16:57:43,278 - pyskl - INFO - Epoch [86][3100/3405] lr: 9.669e-03, eta: 14:09:58, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8519, top5_acc: 0.9825, loss_cls: 2.3874, loss: 2.3874 +2024-09-21 16:58:05,467 - pyskl - INFO - Epoch [86][3200/3405] lr: 9.661e-03, eta: 14:09:34, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8469, top5_acc: 0.9800, loss_cls: 2.4208, loss: 2.4208 +2024-09-21 16:58:27,813 - pyskl - INFO - Epoch [86][3300/3405] lr: 9.654e-03, eta: 14:09:10, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8413, top5_acc: 0.9781, loss_cls: 2.4313, loss: 2.4313 +2024-09-21 16:58:50,179 - pyskl - INFO - Epoch [86][3400/3405] lr: 9.646e-03, eta: 14:08:46, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8581, top5_acc: 0.9806, loss_cls: 2.3689, loss: 2.3689 +2024-09-21 16:58:52,138 - pyskl - INFO - Saving checkpoint at 86 epochs +2024-09-21 17:02:40,158 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-21 17:02:40,963 - pyskl - INFO - +top1_acc 0.7964 +top5_acc 0.9607 +2024-09-21 17:02:40,986 - pyskl - INFO - Epoch(val) [86][3718] top1_acc: 0.7964, top5_acc: 0.9607 +2024-09-21 17:03:33,185 - pyskl - INFO - Epoch [87][100/3405] lr: 9.638e-03, eta: 14:08:42, time: 0.522, data_time: 0.300, memory: 5251, top1_acc: 0.8625, top5_acc: 0.9850, loss_cls: 2.3568, loss: 2.3568 +2024-09-21 17:03:55,280 - pyskl - INFO - Epoch [87][200/3405] lr: 9.631e-03, eta: 14:08:18, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.8669, top5_acc: 0.9900, loss_cls: 2.3143, loss: 2.3143 +2024-09-21 17:04:18,271 - pyskl - INFO - Epoch [87][300/3405] lr: 9.623e-03, eta: 14:07:54, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.8675, top5_acc: 0.9894, loss_cls: 2.3545, loss: 2.3545 +2024-09-21 17:04:40,922 - pyskl - INFO - Epoch [87][400/3405] lr: 9.616e-03, eta: 14:07:30, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8662, top5_acc: 0.9775, loss_cls: 2.3720, loss: 2.3720 +2024-09-21 17:05:03,430 - pyskl - INFO - Epoch [87][500/3405] lr: 9.608e-03, eta: 14:07:06, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8838, top5_acc: 0.9894, loss_cls: 2.3126, loss: 2.3126 +2024-09-21 17:05:25,888 - pyskl - INFO - Epoch [87][600/3405] lr: 9.601e-03, eta: 14:06:42, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8581, top5_acc: 0.9825, loss_cls: 2.3779, loss: 2.3779 +2024-09-21 17:05:48,186 - pyskl - INFO - Epoch [87][700/3405] lr: 9.593e-03, eta: 14:06:18, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8512, top5_acc: 0.9819, loss_cls: 2.4069, loss: 2.4069 +2024-09-21 17:06:10,420 - pyskl - INFO - Epoch [87][800/3405] lr: 9.586e-03, eta: 14:05:54, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8762, top5_acc: 0.9794, loss_cls: 2.3488, loss: 2.3488 +2024-09-21 17:06:32,744 - pyskl - INFO - Epoch [87][900/3405] lr: 9.578e-03, eta: 14:05:29, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8719, top5_acc: 0.9856, loss_cls: 2.3257, loss: 2.3257 +2024-09-21 17:06:54,935 - pyskl - INFO - Epoch [87][1000/3405] lr: 9.571e-03, eta: 14:05:05, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8688, top5_acc: 0.9838, loss_cls: 2.3602, loss: 2.3602 +2024-09-21 17:07:17,225 - pyskl - INFO - Epoch [87][1100/3405] lr: 9.563e-03, eta: 14:04:41, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8581, top5_acc: 0.9831, loss_cls: 2.3730, loss: 2.3730 +2024-09-21 17:07:39,599 - pyskl - INFO - Epoch [87][1200/3405] lr: 9.556e-03, eta: 14:04:17, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8556, top5_acc: 0.9838, loss_cls: 2.3703, loss: 2.3703 +2024-09-21 17:08:02,142 - pyskl - INFO - Epoch [87][1300/3405] lr: 9.548e-03, eta: 14:03:53, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8475, top5_acc: 0.9769, loss_cls: 2.4310, loss: 2.4310 +2024-09-21 17:08:25,191 - pyskl - INFO - Epoch [87][1400/3405] lr: 9.541e-03, eta: 14:03:29, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.8525, top5_acc: 0.9756, loss_cls: 2.4144, loss: 2.4144 +2024-09-21 17:08:47,958 - pyskl - INFO - Epoch [87][1500/3405] lr: 9.534e-03, eta: 14:03:05, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.8506, top5_acc: 0.9831, loss_cls: 2.3842, loss: 2.3842 +2024-09-21 17:09:10,302 - pyskl - INFO - Epoch [87][1600/3405] lr: 9.526e-03, eta: 14:02:41, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8662, top5_acc: 0.9850, loss_cls: 2.3640, loss: 2.3640 +2024-09-21 17:09:32,619 - pyskl - INFO - Epoch [87][1700/3405] lr: 9.519e-03, eta: 14:02:17, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8650, top5_acc: 0.9838, loss_cls: 2.3449, loss: 2.3449 +2024-09-21 17:09:55,639 - pyskl - INFO - Epoch [87][1800/3405] lr: 9.511e-03, eta: 14:01:53, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.8650, top5_acc: 0.9794, loss_cls: 2.3733, loss: 2.3733 +2024-09-21 17:10:18,267 - pyskl - INFO - Epoch [87][1900/3405] lr: 9.504e-03, eta: 14:01:30, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8438, top5_acc: 0.9744, loss_cls: 2.4417, loss: 2.4417 +2024-09-21 17:10:40,681 - pyskl - INFO - Epoch [87][2000/3405] lr: 9.496e-03, eta: 14:01:05, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8569, top5_acc: 0.9800, loss_cls: 2.3862, loss: 2.3862 +2024-09-21 17:11:02,939 - pyskl - INFO - Epoch [87][2100/3405] lr: 9.489e-03, eta: 14:00:41, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8444, top5_acc: 0.9812, loss_cls: 2.3962, loss: 2.3962 +2024-09-21 17:11:25,169 - pyskl - INFO - Epoch [87][2200/3405] lr: 9.481e-03, eta: 14:00:17, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8575, top5_acc: 0.9806, loss_cls: 2.3790, loss: 2.3790 +2024-09-21 17:11:47,707 - pyskl - INFO - Epoch [87][2300/3405] lr: 9.474e-03, eta: 13:59:53, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8581, top5_acc: 0.9838, loss_cls: 2.3831, loss: 2.3831 +2024-09-21 17:12:10,141 - pyskl - INFO - Epoch [87][2400/3405] lr: 9.466e-03, eta: 13:59:29, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8519, top5_acc: 0.9794, loss_cls: 2.3939, loss: 2.3939 +2024-09-21 17:12:32,291 - pyskl - INFO - Epoch [87][2500/3405] lr: 9.459e-03, eta: 13:59:05, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.8494, top5_acc: 0.9825, loss_cls: 2.4071, loss: 2.4071 +2024-09-21 17:12:54,604 - pyskl - INFO - Epoch [87][2600/3405] lr: 9.451e-03, eta: 13:58:41, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8562, top5_acc: 0.9775, loss_cls: 2.4095, loss: 2.4095 +2024-09-21 17:13:16,891 - pyskl - INFO - Epoch [87][2700/3405] lr: 9.444e-03, eta: 13:58:16, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8569, top5_acc: 0.9825, loss_cls: 2.3949, loss: 2.3949 +2024-09-21 17:13:39,804 - pyskl - INFO - Epoch [87][2800/3405] lr: 9.437e-03, eta: 13:57:53, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.8469, top5_acc: 0.9819, loss_cls: 2.3928, loss: 2.3928 +2024-09-21 17:14:02,801 - pyskl - INFO - Epoch [87][2900/3405] lr: 9.429e-03, eta: 13:57:29, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.8594, top5_acc: 0.9825, loss_cls: 2.3743, loss: 2.3743 +2024-09-21 17:14:25,369 - pyskl - INFO - Epoch [87][3000/3405] lr: 9.422e-03, eta: 13:57:05, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8481, top5_acc: 0.9806, loss_cls: 2.3980, loss: 2.3980 +2024-09-21 17:14:47,881 - pyskl - INFO - Epoch [87][3100/3405] lr: 9.414e-03, eta: 13:56:41, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8500, top5_acc: 0.9819, loss_cls: 2.3954, loss: 2.3954 +2024-09-21 17:15:10,203 - pyskl - INFO - Epoch [87][3200/3405] lr: 9.407e-03, eta: 13:56:17, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8419, top5_acc: 0.9825, loss_cls: 2.4107, loss: 2.4107 +2024-09-21 17:15:32,621 - pyskl - INFO - Epoch [87][3300/3405] lr: 9.399e-03, eta: 13:55:53, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8481, top5_acc: 0.9781, loss_cls: 2.4019, loss: 2.4019 +2024-09-21 17:15:55,086 - pyskl - INFO - Epoch [87][3400/3405] lr: 9.392e-03, eta: 13:55:29, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8562, top5_acc: 0.9881, loss_cls: 2.3617, loss: 2.3617 +2024-09-21 17:15:57,083 - pyskl - INFO - Saving checkpoint at 87 epochs +2024-09-21 17:19:48,810 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-21 17:19:49,633 - pyskl - INFO - +top1_acc 0.8100 +top5_acc 0.9629 +2024-09-21 17:19:49,669 - pyskl - INFO - Epoch(val) [87][3718] top1_acc: 0.8100, top5_acc: 0.9629 +2024-09-21 17:20:44,336 - pyskl - INFO - Epoch [88][100/3405] lr: 9.384e-03, eta: 13:55:26, time: 0.547, data_time: 0.321, memory: 5251, top1_acc: 0.8788, top5_acc: 0.9788, loss_cls: 2.3227, loss: 2.3227 +2024-09-21 17:21:06,621 - pyskl - INFO - Epoch [88][200/3405] lr: 9.377e-03, eta: 13:55:02, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8838, top5_acc: 0.9862, loss_cls: 2.3011, loss: 2.3011 +2024-09-21 17:21:28,889 - pyskl - INFO - Epoch [88][300/3405] lr: 9.369e-03, eta: 13:54:38, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8662, top5_acc: 0.9881, loss_cls: 2.3355, loss: 2.3355 +2024-09-21 17:21:51,504 - pyskl - INFO - Epoch [88][400/3405] lr: 9.362e-03, eta: 13:54:14, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8538, top5_acc: 0.9838, loss_cls: 2.3881, loss: 2.3881 +2024-09-21 17:22:13,840 - pyskl - INFO - Epoch [88][500/3405] lr: 9.354e-03, eta: 13:53:50, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8638, top5_acc: 0.9850, loss_cls: 2.3506, loss: 2.3506 +2024-09-21 17:22:36,079 - pyskl - INFO - Epoch [88][600/3405] lr: 9.347e-03, eta: 13:53:26, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8606, top5_acc: 0.9838, loss_cls: 2.3532, loss: 2.3532 +2024-09-21 17:22:58,410 - pyskl - INFO - Epoch [88][700/3405] lr: 9.339e-03, eta: 13:53:02, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8662, top5_acc: 0.9831, loss_cls: 2.3436, loss: 2.3436 +2024-09-21 17:23:20,961 - pyskl - INFO - Epoch [88][800/3405] lr: 9.332e-03, eta: 13:52:38, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8694, top5_acc: 0.9869, loss_cls: 2.3387, loss: 2.3387 +2024-09-21 17:23:43,413 - pyskl - INFO - Epoch [88][900/3405] lr: 9.324e-03, eta: 13:52:13, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8588, top5_acc: 0.9788, loss_cls: 2.3924, loss: 2.3924 +2024-09-21 17:24:05,698 - pyskl - INFO - Epoch [88][1000/3405] lr: 9.317e-03, eta: 13:51:49, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8681, top5_acc: 0.9819, loss_cls: 2.3652, loss: 2.3652 +2024-09-21 17:24:28,001 - pyskl - INFO - Epoch [88][1100/3405] lr: 9.310e-03, eta: 13:51:25, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8775, top5_acc: 0.9856, loss_cls: 2.3223, loss: 2.3223 +2024-09-21 17:24:50,208 - pyskl - INFO - Epoch [88][1200/3405] lr: 9.302e-03, eta: 13:51:01, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8806, top5_acc: 0.9875, loss_cls: 2.3138, loss: 2.3138 +2024-09-21 17:25:12,832 - pyskl - INFO - Epoch [88][1300/3405] lr: 9.295e-03, eta: 13:50:37, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8600, top5_acc: 0.9838, loss_cls: 2.3521, loss: 2.3521 +2024-09-21 17:25:35,283 - pyskl - INFO - Epoch [88][1400/3405] lr: 9.287e-03, eta: 13:50:13, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8775, top5_acc: 0.9888, loss_cls: 2.3135, loss: 2.3135 +2024-09-21 17:25:57,755 - pyskl - INFO - Epoch [88][1500/3405] lr: 9.280e-03, eta: 13:49:49, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8562, top5_acc: 0.9788, loss_cls: 2.3944, loss: 2.3944 +2024-09-21 17:26:20,180 - pyskl - INFO - Epoch [88][1600/3405] lr: 9.272e-03, eta: 13:49:25, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8650, top5_acc: 0.9825, loss_cls: 2.3476, loss: 2.3476 +2024-09-21 17:26:42,751 - pyskl - INFO - Epoch [88][1700/3405] lr: 9.265e-03, eta: 13:49:01, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8469, top5_acc: 0.9812, loss_cls: 2.3804, loss: 2.3804 +2024-09-21 17:27:04,951 - pyskl - INFO - Epoch [88][1800/3405] lr: 9.258e-03, eta: 13:48:37, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8469, top5_acc: 0.9812, loss_cls: 2.3803, loss: 2.3803 +2024-09-21 17:27:27,195 - pyskl - INFO - Epoch [88][1900/3405] lr: 9.250e-03, eta: 13:48:13, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8631, top5_acc: 0.9819, loss_cls: 2.3592, loss: 2.3592 +2024-09-21 17:27:49,624 - pyskl - INFO - Epoch [88][2000/3405] lr: 9.243e-03, eta: 13:47:49, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8525, top5_acc: 0.9788, loss_cls: 2.4016, loss: 2.4016 +2024-09-21 17:28:11,958 - pyskl - INFO - Epoch [88][2100/3405] lr: 9.235e-03, eta: 13:47:24, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8569, top5_acc: 0.9838, loss_cls: 2.3733, loss: 2.3733 +2024-09-21 17:28:34,249 - pyskl - INFO - Epoch [88][2200/3405] lr: 9.228e-03, eta: 13:47:00, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8456, top5_acc: 0.9862, loss_cls: 2.3935, loss: 2.3935 +2024-09-21 17:28:56,892 - pyskl - INFO - Epoch [88][2300/3405] lr: 9.220e-03, eta: 13:46:36, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8462, top5_acc: 0.9800, loss_cls: 2.4049, loss: 2.4049 +2024-09-21 17:29:19,294 - pyskl - INFO - Epoch [88][2400/3405] lr: 9.213e-03, eta: 13:46:12, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8356, top5_acc: 0.9781, loss_cls: 2.4303, loss: 2.4303 +2024-09-21 17:29:41,364 - pyskl - INFO - Epoch [88][2500/3405] lr: 9.206e-03, eta: 13:45:48, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.8512, top5_acc: 0.9762, loss_cls: 2.3960, loss: 2.3960 +2024-09-21 17:30:03,587 - pyskl - INFO - Epoch [88][2600/3405] lr: 9.198e-03, eta: 13:45:24, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8688, top5_acc: 0.9888, loss_cls: 2.3638, loss: 2.3638 +2024-09-21 17:30:25,585 - pyskl - INFO - Epoch [88][2700/3405] lr: 9.191e-03, eta: 13:45:00, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.8544, top5_acc: 0.9881, loss_cls: 2.3822, loss: 2.3822 +2024-09-21 17:30:48,015 - pyskl - INFO - Epoch [88][2800/3405] lr: 9.183e-03, eta: 13:44:36, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8481, top5_acc: 0.9825, loss_cls: 2.4093, loss: 2.4093 +2024-09-21 17:31:10,119 - pyskl - INFO - Epoch [88][2900/3405] lr: 9.176e-03, eta: 13:44:11, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.8600, top5_acc: 0.9806, loss_cls: 2.3750, loss: 2.3750 +2024-09-21 17:31:32,079 - pyskl - INFO - Epoch [88][3000/3405] lr: 9.169e-03, eta: 13:43:47, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.8731, top5_acc: 0.9862, loss_cls: 2.3276, loss: 2.3276 +2024-09-21 17:31:54,193 - pyskl - INFO - Epoch [88][3100/3405] lr: 9.161e-03, eta: 13:43:23, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.8519, top5_acc: 0.9794, loss_cls: 2.4084, loss: 2.4084 +2024-09-21 17:32:16,402 - pyskl - INFO - Epoch [88][3200/3405] lr: 9.154e-03, eta: 13:42:58, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8369, top5_acc: 0.9756, loss_cls: 2.4411, loss: 2.4411 +2024-09-21 17:32:39,172 - pyskl - INFO - Epoch [88][3300/3405] lr: 9.146e-03, eta: 13:42:35, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.8531, top5_acc: 0.9825, loss_cls: 2.3600, loss: 2.3600 +2024-09-21 17:33:01,518 - pyskl - INFO - Epoch [88][3400/3405] lr: 9.139e-03, eta: 13:42:11, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8337, top5_acc: 0.9775, loss_cls: 2.4530, loss: 2.4530 +2024-09-21 17:33:03,410 - pyskl - INFO - Saving checkpoint at 88 epochs +2024-09-21 17:36:51,534 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-21 17:36:52,337 - pyskl - INFO - +top1_acc 0.8015 +top5_acc 0.9574 +2024-09-21 17:36:52,357 - pyskl - INFO - Epoch(val) [88][3718] top1_acc: 0.8015, top5_acc: 0.9574 +2024-09-21 17:37:44,106 - pyskl - INFO - Epoch [89][100/3405] lr: 9.131e-03, eta: 13:42:05, time: 0.517, data_time: 0.290, memory: 5251, top1_acc: 0.8681, top5_acc: 0.9875, loss_cls: 2.3358, loss: 2.3358 +2024-09-21 17:38:06,916 - pyskl - INFO - Epoch [89][200/3405] lr: 9.124e-03, eta: 13:41:41, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.8838, top5_acc: 0.9875, loss_cls: 2.3144, loss: 2.3144 +2024-09-21 17:38:29,774 - pyskl - INFO - Epoch [89][300/3405] lr: 9.116e-03, eta: 13:41:18, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.8981, top5_acc: 0.9875, loss_cls: 2.2724, loss: 2.2724 +2024-09-21 17:38:52,388 - pyskl - INFO - Epoch [89][400/3405] lr: 9.109e-03, eta: 13:40:54, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8838, top5_acc: 0.9881, loss_cls: 2.3015, loss: 2.3015 +2024-09-21 17:39:14,844 - pyskl - INFO - Epoch [89][500/3405] lr: 9.102e-03, eta: 13:40:30, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8831, top5_acc: 0.9844, loss_cls: 2.3071, loss: 2.3071 +2024-09-21 17:39:37,395 - pyskl - INFO - Epoch [89][600/3405] lr: 9.094e-03, eta: 13:40:06, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8681, top5_acc: 0.9819, loss_cls: 2.3269, loss: 2.3269 +2024-09-21 17:39:59,818 - pyskl - INFO - Epoch [89][700/3405] lr: 9.087e-03, eta: 13:39:42, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8650, top5_acc: 0.9819, loss_cls: 2.3626, loss: 2.3626 +2024-09-21 17:40:22,007 - pyskl - INFO - Epoch [89][800/3405] lr: 9.079e-03, eta: 13:39:18, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8638, top5_acc: 0.9869, loss_cls: 2.3604, loss: 2.3604 +2024-09-21 17:40:44,519 - pyskl - INFO - Epoch [89][900/3405] lr: 9.072e-03, eta: 13:38:54, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8488, top5_acc: 0.9862, loss_cls: 2.3774, loss: 2.3774 +2024-09-21 17:41:07,742 - pyskl - INFO - Epoch [89][1000/3405] lr: 9.065e-03, eta: 13:38:30, time: 0.232, data_time: 0.000, memory: 5251, top1_acc: 0.8612, top5_acc: 0.9862, loss_cls: 2.3523, loss: 2.3523 +2024-09-21 17:41:30,496 - pyskl - INFO - Epoch [89][1100/3405] lr: 9.057e-03, eta: 13:38:06, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.8656, top5_acc: 0.9856, loss_cls: 2.3451, loss: 2.3451 +2024-09-21 17:41:53,698 - pyskl - INFO - Epoch [89][1200/3405] lr: 9.050e-03, eta: 13:37:43, time: 0.232, data_time: 0.000, memory: 5251, top1_acc: 0.8694, top5_acc: 0.9875, loss_cls: 2.3551, loss: 2.3551 +2024-09-21 17:42:16,459 - pyskl - INFO - Epoch [89][1300/3405] lr: 9.042e-03, eta: 13:37:19, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.8712, top5_acc: 0.9888, loss_cls: 2.3334, loss: 2.3334 +2024-09-21 17:42:38,856 - pyskl - INFO - Epoch [89][1400/3405] lr: 9.035e-03, eta: 13:36:55, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8425, top5_acc: 0.9775, loss_cls: 2.4311, loss: 2.4311 +2024-09-21 17:43:01,464 - pyskl - INFO - Epoch [89][1500/3405] lr: 9.028e-03, eta: 13:36:31, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8662, top5_acc: 0.9875, loss_cls: 2.3441, loss: 2.3441 +2024-09-21 17:43:24,086 - pyskl - INFO - Epoch [89][1600/3405] lr: 9.020e-03, eta: 13:36:07, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8638, top5_acc: 0.9794, loss_cls: 2.3644, loss: 2.3644 +2024-09-21 17:43:46,405 - pyskl - INFO - Epoch [89][1700/3405] lr: 9.013e-03, eta: 13:35:43, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8675, top5_acc: 0.9825, loss_cls: 2.3561, loss: 2.3561 +2024-09-21 17:44:08,680 - pyskl - INFO - Epoch [89][1800/3405] lr: 9.005e-03, eta: 13:35:19, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8625, top5_acc: 0.9838, loss_cls: 2.3666, loss: 2.3666 +2024-09-21 17:44:30,990 - pyskl - INFO - Epoch [89][1900/3405] lr: 8.998e-03, eta: 13:34:55, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8700, top5_acc: 0.9806, loss_cls: 2.3522, loss: 2.3522 +2024-09-21 17:44:53,509 - pyskl - INFO - Epoch [89][2000/3405] lr: 8.991e-03, eta: 13:34:31, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8450, top5_acc: 0.9800, loss_cls: 2.4108, loss: 2.4108 +2024-09-21 17:45:16,313 - pyskl - INFO - Epoch [89][2100/3405] lr: 8.983e-03, eta: 13:34:07, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.8512, top5_acc: 0.9831, loss_cls: 2.3962, loss: 2.3962 +2024-09-21 17:45:38,630 - pyskl - INFO - Epoch [89][2200/3405] lr: 8.976e-03, eta: 13:33:43, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8575, top5_acc: 0.9769, loss_cls: 2.3872, loss: 2.3872 +2024-09-21 17:46:00,956 - pyskl - INFO - Epoch [89][2300/3405] lr: 8.969e-03, eta: 13:33:19, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8638, top5_acc: 0.9888, loss_cls: 2.3362, loss: 2.3362 +2024-09-21 17:46:23,195 - pyskl - INFO - Epoch [89][2400/3405] lr: 8.961e-03, eta: 13:32:55, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8469, top5_acc: 0.9800, loss_cls: 2.4060, loss: 2.4060 +2024-09-21 17:46:45,491 - pyskl - INFO - Epoch [89][2500/3405] lr: 8.954e-03, eta: 13:32:31, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8556, top5_acc: 0.9794, loss_cls: 2.3784, loss: 2.3784 +2024-09-21 17:47:07,671 - pyskl - INFO - Epoch [89][2600/3405] lr: 8.946e-03, eta: 13:32:06, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8700, top5_acc: 0.9838, loss_cls: 2.3489, loss: 2.3489 +2024-09-21 17:47:29,834 - pyskl - INFO - Epoch [89][2700/3405] lr: 8.939e-03, eta: 13:31:42, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8662, top5_acc: 0.9869, loss_cls: 2.3596, loss: 2.3596 +2024-09-21 17:47:52,025 - pyskl - INFO - Epoch [89][2800/3405] lr: 8.932e-03, eta: 13:31:18, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8638, top5_acc: 0.9819, loss_cls: 2.3779, loss: 2.3779 +2024-09-21 17:48:14,129 - pyskl - INFO - Epoch [89][2900/3405] lr: 8.924e-03, eta: 13:30:54, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.8581, top5_acc: 0.9844, loss_cls: 2.3650, loss: 2.3650 +2024-09-21 17:48:36,114 - pyskl - INFO - Epoch [89][3000/3405] lr: 8.917e-03, eta: 13:30:29, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.8744, top5_acc: 0.9806, loss_cls: 2.3403, loss: 2.3403 +2024-09-21 17:48:58,461 - pyskl - INFO - Epoch [89][3100/3405] lr: 8.910e-03, eta: 13:30:05, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8738, top5_acc: 0.9850, loss_cls: 2.3383, loss: 2.3383 +2024-09-21 17:49:21,227 - pyskl - INFO - Epoch [89][3200/3405] lr: 8.902e-03, eta: 13:29:42, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.8650, top5_acc: 0.9825, loss_cls: 2.3676, loss: 2.3676 +2024-09-21 17:49:44,386 - pyskl - INFO - Epoch [89][3300/3405] lr: 8.895e-03, eta: 13:29:18, time: 0.232, data_time: 0.000, memory: 5251, top1_acc: 0.8456, top5_acc: 0.9850, loss_cls: 2.4075, loss: 2.4075 +2024-09-21 17:50:06,503 - pyskl - INFO - Epoch [89][3400/3405] lr: 8.888e-03, eta: 13:28:54, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.8581, top5_acc: 0.9769, loss_cls: 2.3888, loss: 2.3888 +2024-09-21 17:50:08,453 - pyskl - INFO - Saving checkpoint at 89 epochs +2024-09-21 17:53:56,158 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-21 17:53:56,879 - pyskl - INFO - +top1_acc 0.7914 +top5_acc 0.9570 +2024-09-21 17:53:56,896 - pyskl - INFO - Epoch(val) [89][3718] top1_acc: 0.7914, top5_acc: 0.9570 +2024-09-21 17:54:47,862 - pyskl - INFO - Epoch [90][100/3405] lr: 8.880e-03, eta: 13:28:47, time: 0.510, data_time: 0.288, memory: 5251, top1_acc: 0.8650, top5_acc: 0.9831, loss_cls: 2.3618, loss: 2.3618 +2024-09-21 17:55:10,226 - pyskl - INFO - Epoch [90][200/3405] lr: 8.872e-03, eta: 13:28:23, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8856, top5_acc: 0.9862, loss_cls: 2.2940, loss: 2.2940 +2024-09-21 17:55:33,154 - pyskl - INFO - Epoch [90][300/3405] lr: 8.865e-03, eta: 13:28:00, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.8906, top5_acc: 0.9850, loss_cls: 2.2804, loss: 2.2804 +2024-09-21 17:55:56,126 - pyskl - INFO - Epoch [90][400/3405] lr: 8.858e-03, eta: 13:27:36, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.8794, top5_acc: 0.9856, loss_cls: 2.3086, loss: 2.3086 +2024-09-21 17:56:18,928 - pyskl - INFO - Epoch [90][500/3405] lr: 8.850e-03, eta: 13:27:12, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.8769, top5_acc: 0.9825, loss_cls: 2.3131, loss: 2.3131 +2024-09-21 17:56:41,587 - pyskl - INFO - Epoch [90][600/3405] lr: 8.843e-03, eta: 13:26:48, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.8619, top5_acc: 0.9862, loss_cls: 2.3612, loss: 2.3612 +2024-09-21 17:57:04,557 - pyskl - INFO - Epoch [90][700/3405] lr: 8.836e-03, eta: 13:26:25, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.8606, top5_acc: 0.9831, loss_cls: 2.3531, loss: 2.3531 +2024-09-21 17:57:27,126 - pyskl - INFO - Epoch [90][800/3405] lr: 8.828e-03, eta: 13:26:01, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8762, top5_acc: 0.9831, loss_cls: 2.3368, loss: 2.3368 +2024-09-21 17:57:49,750 - pyskl - INFO - Epoch [90][900/3405] lr: 8.821e-03, eta: 13:25:37, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8562, top5_acc: 0.9819, loss_cls: 2.3662, loss: 2.3662 +2024-09-21 17:58:12,426 - pyskl - INFO - Epoch [90][1000/3405] lr: 8.814e-03, eta: 13:25:13, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.8756, top5_acc: 0.9912, loss_cls: 2.3125, loss: 2.3125 +2024-09-21 17:58:35,208 - pyskl - INFO - Epoch [90][1100/3405] lr: 8.806e-03, eta: 13:24:49, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.8794, top5_acc: 0.9862, loss_cls: 2.3180, loss: 2.3180 +2024-09-21 17:58:57,712 - pyskl - INFO - Epoch [90][1200/3405] lr: 8.799e-03, eta: 13:24:25, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8612, top5_acc: 0.9894, loss_cls: 2.3355, loss: 2.3355 +2024-09-21 17:59:20,691 - pyskl - INFO - Epoch [90][1300/3405] lr: 8.792e-03, eta: 13:24:02, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.8581, top5_acc: 0.9812, loss_cls: 2.3698, loss: 2.3698 +2024-09-21 17:59:42,604 - pyskl - INFO - Epoch [90][1400/3405] lr: 8.784e-03, eta: 13:23:37, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.8506, top5_acc: 0.9850, loss_cls: 2.3678, loss: 2.3678 +2024-09-21 18:00:05,033 - pyskl - INFO - Epoch [90][1500/3405] lr: 8.777e-03, eta: 13:23:13, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8569, top5_acc: 0.9825, loss_cls: 2.3662, loss: 2.3662 +2024-09-21 18:00:27,852 - pyskl - INFO - Epoch [90][1600/3405] lr: 8.770e-03, eta: 13:22:50, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.8562, top5_acc: 0.9856, loss_cls: 2.3576, loss: 2.3576 +2024-09-21 18:00:50,082 - pyskl - INFO - Epoch [90][1700/3405] lr: 8.762e-03, eta: 13:22:25, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8519, top5_acc: 0.9812, loss_cls: 2.4141, loss: 2.4141 +2024-09-21 18:01:12,508 - pyskl - INFO - Epoch [90][1800/3405] lr: 8.755e-03, eta: 13:22:01, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8494, top5_acc: 0.9831, loss_cls: 2.3893, loss: 2.3893 +2024-09-21 18:01:34,717 - pyskl - INFO - Epoch [90][1900/3405] lr: 8.748e-03, eta: 13:21:37, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8519, top5_acc: 0.9831, loss_cls: 2.3892, loss: 2.3892 +2024-09-21 18:01:56,859 - pyskl - INFO - Epoch [90][2000/3405] lr: 8.740e-03, eta: 13:21:13, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.8762, top5_acc: 0.9900, loss_cls: 2.3213, loss: 2.3213 +2024-09-21 18:02:19,088 - pyskl - INFO - Epoch [90][2100/3405] lr: 8.733e-03, eta: 13:20:49, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8375, top5_acc: 0.9831, loss_cls: 2.3966, loss: 2.3966 +2024-09-21 18:02:41,522 - pyskl - INFO - Epoch [90][2200/3405] lr: 8.726e-03, eta: 13:20:25, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8719, top5_acc: 0.9888, loss_cls: 2.3080, loss: 2.3080 +2024-09-21 18:03:03,738 - pyskl - INFO - Epoch [90][2300/3405] lr: 8.718e-03, eta: 13:20:01, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8750, top5_acc: 0.9894, loss_cls: 2.3197, loss: 2.3197 +2024-09-21 18:03:26,104 - pyskl - INFO - Epoch [90][2400/3405] lr: 8.711e-03, eta: 13:19:37, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8550, top5_acc: 0.9775, loss_cls: 2.3893, loss: 2.3893 +2024-09-21 18:03:48,772 - pyskl - INFO - Epoch [90][2500/3405] lr: 8.704e-03, eta: 13:19:13, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.8631, top5_acc: 0.9850, loss_cls: 2.3493, loss: 2.3493 +2024-09-21 18:04:10,659 - pyskl - INFO - Epoch [90][2600/3405] lr: 8.696e-03, eta: 13:18:49, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.8681, top5_acc: 0.9788, loss_cls: 2.3538, loss: 2.3538 +2024-09-21 18:04:32,875 - pyskl - INFO - Epoch [90][2700/3405] lr: 8.689e-03, eta: 13:18:24, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8738, top5_acc: 0.9900, loss_cls: 2.3283, loss: 2.3283 +2024-09-21 18:04:55,187 - pyskl - INFO - Epoch [90][2800/3405] lr: 8.682e-03, eta: 13:18:00, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8619, top5_acc: 0.9812, loss_cls: 2.3790, loss: 2.3790 +2024-09-21 18:05:17,459 - pyskl - INFO - Epoch [90][2900/3405] lr: 8.674e-03, eta: 13:17:36, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8712, top5_acc: 0.9812, loss_cls: 2.3497, loss: 2.3497 +2024-09-21 18:05:39,422 - pyskl - INFO - Epoch [90][3000/3405] lr: 8.667e-03, eta: 13:17:12, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.8606, top5_acc: 0.9838, loss_cls: 2.3566, loss: 2.3566 +2024-09-21 18:06:01,408 - pyskl - INFO - Epoch [90][3100/3405] lr: 8.660e-03, eta: 13:16:48, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.8600, top5_acc: 0.9844, loss_cls: 2.3535, loss: 2.3535 +2024-09-21 18:06:23,859 - pyskl - INFO - Epoch [90][3200/3405] lr: 8.652e-03, eta: 13:16:24, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8462, top5_acc: 0.9800, loss_cls: 2.4080, loss: 2.4080 +2024-09-21 18:06:46,358 - pyskl - INFO - Epoch [90][3300/3405] lr: 8.645e-03, eta: 13:16:00, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8581, top5_acc: 0.9825, loss_cls: 2.3920, loss: 2.3920 +2024-09-21 18:07:08,798 - pyskl - INFO - Epoch [90][3400/3405] lr: 8.638e-03, eta: 13:15:36, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8669, top5_acc: 0.9831, loss_cls: 2.3625, loss: 2.3625 +2024-09-21 18:07:10,753 - pyskl - INFO - Saving checkpoint at 90 epochs +2024-09-21 18:10:58,456 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-21 18:10:59,051 - pyskl - INFO - +top1_acc 0.8076 +top5_acc 0.9630 +2024-09-21 18:10:59,069 - pyskl - INFO - Epoch(val) [90][3718] top1_acc: 0.8076, top5_acc: 0.9630 +2024-09-21 18:11:52,640 - pyskl - INFO - Epoch [91][100/3405] lr: 8.630e-03, eta: 13:15:31, time: 0.536, data_time: 0.309, memory: 5251, top1_acc: 0.8800, top5_acc: 0.9844, loss_cls: 2.3014, loss: 2.3014 +2024-09-21 18:12:14,978 - pyskl - INFO - Epoch [91][200/3405] lr: 8.623e-03, eta: 13:15:06, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8881, top5_acc: 0.9912, loss_cls: 2.2646, loss: 2.2646 +2024-09-21 18:12:37,104 - pyskl - INFO - Epoch [91][300/3405] lr: 8.615e-03, eta: 13:14:42, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.8781, top5_acc: 0.9881, loss_cls: 2.3117, loss: 2.3117 +2024-09-21 18:12:59,315 - pyskl - INFO - Epoch [91][400/3405] lr: 8.608e-03, eta: 13:14:18, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8806, top5_acc: 0.9844, loss_cls: 2.3045, loss: 2.3045 +2024-09-21 18:13:22,283 - pyskl - INFO - Epoch [91][500/3405] lr: 8.601e-03, eta: 13:13:54, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.8744, top5_acc: 0.9881, loss_cls: 2.3412, loss: 2.3412 +2024-09-21 18:13:45,497 - pyskl - INFO - Epoch [91][600/3405] lr: 8.594e-03, eta: 13:13:31, time: 0.232, data_time: 0.000, memory: 5251, top1_acc: 0.8806, top5_acc: 0.9856, loss_cls: 2.3116, loss: 2.3116 +2024-09-21 18:14:08,791 - pyskl - INFO - Epoch [91][700/3405] lr: 8.586e-03, eta: 13:13:08, time: 0.233, data_time: 0.000, memory: 5251, top1_acc: 0.8675, top5_acc: 0.9894, loss_cls: 2.3327, loss: 2.3327 +2024-09-21 18:14:31,883 - pyskl - INFO - Epoch [91][800/3405] lr: 8.579e-03, eta: 13:12:44, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.8738, top5_acc: 0.9925, loss_cls: 2.3035, loss: 2.3035 +2024-09-21 18:14:54,988 - pyskl - INFO - Epoch [91][900/3405] lr: 8.572e-03, eta: 13:12:20, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.8838, top5_acc: 0.9881, loss_cls: 2.2778, loss: 2.2778 +2024-09-21 18:15:17,661 - pyskl - INFO - Epoch [91][1000/3405] lr: 8.564e-03, eta: 13:11:57, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.8819, top5_acc: 0.9894, loss_cls: 2.2843, loss: 2.2843 +2024-09-21 18:15:40,382 - pyskl - INFO - Epoch [91][1100/3405] lr: 8.557e-03, eta: 13:11:33, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.8812, top5_acc: 0.9888, loss_cls: 2.2995, loss: 2.2995 +2024-09-21 18:16:03,234 - pyskl - INFO - Epoch [91][1200/3405] lr: 8.550e-03, eta: 13:11:09, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.8750, top5_acc: 0.9831, loss_cls: 2.3286, loss: 2.3286 +2024-09-21 18:16:25,896 - pyskl - INFO - Epoch [91][1300/3405] lr: 8.542e-03, eta: 13:10:45, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.8706, top5_acc: 0.9844, loss_cls: 2.3437, loss: 2.3437 +2024-09-21 18:16:48,007 - pyskl - INFO - Epoch [91][1400/3405] lr: 8.535e-03, eta: 13:10:21, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.8669, top5_acc: 0.9844, loss_cls: 2.3538, loss: 2.3538 +2024-09-21 18:17:10,846 - pyskl - INFO - Epoch [91][1500/3405] lr: 8.528e-03, eta: 13:09:57, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.8681, top5_acc: 0.9838, loss_cls: 2.3302, loss: 2.3302 +2024-09-21 18:17:33,927 - pyskl - INFO - Epoch [91][1600/3405] lr: 8.521e-03, eta: 13:09:34, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.8794, top5_acc: 0.9838, loss_cls: 2.3388, loss: 2.3388 +2024-09-21 18:17:55,998 - pyskl - INFO - Epoch [91][1700/3405] lr: 8.513e-03, eta: 13:09:10, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.8775, top5_acc: 0.9869, loss_cls: 2.3259, loss: 2.3259 +2024-09-21 18:18:19,106 - pyskl - INFO - Epoch [91][1800/3405] lr: 8.506e-03, eta: 13:08:46, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.8619, top5_acc: 0.9756, loss_cls: 2.3837, loss: 2.3837 +2024-09-21 18:18:41,981 - pyskl - INFO - Epoch [91][1900/3405] lr: 8.499e-03, eta: 13:08:22, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.8644, top5_acc: 0.9894, loss_cls: 2.3539, loss: 2.3539 +2024-09-21 18:19:04,532 - pyskl - INFO - Epoch [91][2000/3405] lr: 8.491e-03, eta: 13:07:58, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8638, top5_acc: 0.9850, loss_cls: 2.3567, loss: 2.3567 +2024-09-21 18:19:26,782 - pyskl - INFO - Epoch [91][2100/3405] lr: 8.484e-03, eta: 13:07:34, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8512, top5_acc: 0.9812, loss_cls: 2.3973, loss: 2.3973 +2024-09-21 18:19:49,451 - pyskl - INFO - Epoch [91][2200/3405] lr: 8.477e-03, eta: 13:07:10, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.8569, top5_acc: 0.9781, loss_cls: 2.3878, loss: 2.3878 +2024-09-21 18:20:11,897 - pyskl - INFO - Epoch [91][2300/3405] lr: 8.470e-03, eta: 13:06:46, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8738, top5_acc: 0.9862, loss_cls: 2.3370, loss: 2.3370 +2024-09-21 18:20:34,246 - pyskl - INFO - Epoch [91][2400/3405] lr: 8.462e-03, eta: 13:06:22, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8719, top5_acc: 0.9862, loss_cls: 2.3348, loss: 2.3348 +2024-09-21 18:20:56,498 - pyskl - INFO - Epoch [91][2500/3405] lr: 8.455e-03, eta: 13:05:58, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8688, top5_acc: 0.9844, loss_cls: 2.3340, loss: 2.3340 +2024-09-21 18:21:18,545 - pyskl - INFO - Epoch [91][2600/3405] lr: 8.448e-03, eta: 13:05:34, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.8638, top5_acc: 0.9800, loss_cls: 2.3727, loss: 2.3727 +2024-09-21 18:21:40,453 - pyskl - INFO - Epoch [91][2700/3405] lr: 8.440e-03, eta: 13:05:10, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.8619, top5_acc: 0.9875, loss_cls: 2.3470, loss: 2.3470 +2024-09-21 18:22:02,658 - pyskl - INFO - Epoch [91][2800/3405] lr: 8.433e-03, eta: 13:04:46, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8619, top5_acc: 0.9794, loss_cls: 2.3739, loss: 2.3739 +2024-09-21 18:22:25,058 - pyskl - INFO - Epoch [91][2900/3405] lr: 8.426e-03, eta: 13:04:22, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8525, top5_acc: 0.9850, loss_cls: 2.3662, loss: 2.3662 +2024-09-21 18:22:46,999 - pyskl - INFO - Epoch [91][3000/3405] lr: 8.419e-03, eta: 13:03:57, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.8694, top5_acc: 0.9875, loss_cls: 2.3505, loss: 2.3505 +2024-09-21 18:23:08,870 - pyskl - INFO - Epoch [91][3100/3405] lr: 8.411e-03, eta: 13:03:33, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.8600, top5_acc: 0.9819, loss_cls: 2.3903, loss: 2.3903 +2024-09-21 18:23:31,048 - pyskl - INFO - Epoch [91][3200/3405] lr: 8.404e-03, eta: 13:03:09, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8669, top5_acc: 0.9831, loss_cls: 2.3605, loss: 2.3605 +2024-09-21 18:23:53,938 - pyskl - INFO - Epoch [91][3300/3405] lr: 8.397e-03, eta: 13:02:45, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.8588, top5_acc: 0.9781, loss_cls: 2.3682, loss: 2.3682 +2024-09-21 18:24:17,046 - pyskl - INFO - Epoch [91][3400/3405] lr: 8.390e-03, eta: 13:02:22, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.8662, top5_acc: 0.9844, loss_cls: 2.3374, loss: 2.3374 +2024-09-21 18:24:19,081 - pyskl - INFO - Saving checkpoint at 91 epochs +2024-09-21 18:28:07,988 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-21 18:28:08,570 - pyskl - INFO - +top1_acc 0.8290 +top5_acc 0.9675 +2024-09-21 18:28:08,575 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/j_2/best_top1_acc_epoch_83.pth was removed +2024-09-21 18:28:08,746 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_91.pth. +2024-09-21 18:28:08,747 - pyskl - INFO - Best top1_acc is 0.8290 at 91 epoch. +2024-09-21 18:28:08,764 - pyskl - INFO - Epoch(val) [91][3718] top1_acc: 0.8290, top5_acc: 0.9675 +2024-09-21 18:29:01,479 - pyskl - INFO - Epoch [92][100/3405] lr: 8.382e-03, eta: 13:02:15, time: 0.527, data_time: 0.302, memory: 5251, top1_acc: 0.8762, top5_acc: 0.9912, loss_cls: 2.3089, loss: 2.3089 +2024-09-21 18:29:23,686 - pyskl - INFO - Epoch [92][200/3405] lr: 8.375e-03, eta: 13:01:51, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8894, top5_acc: 0.9881, loss_cls: 2.2795, loss: 2.2795 +2024-09-21 18:29:46,121 - pyskl - INFO - Epoch [92][300/3405] lr: 8.367e-03, eta: 13:01:27, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8825, top5_acc: 0.9869, loss_cls: 2.2914, loss: 2.2914 +2024-09-21 18:30:08,487 - pyskl - INFO - Epoch [92][400/3405] lr: 8.360e-03, eta: 13:01:03, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8844, top5_acc: 0.9825, loss_cls: 2.2943, loss: 2.2943 +2024-09-21 18:30:30,826 - pyskl - INFO - Epoch [92][500/3405] lr: 8.353e-03, eta: 13:00:39, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8662, top5_acc: 0.9825, loss_cls: 2.3530, loss: 2.3530 +2024-09-21 18:30:52,995 - pyskl - INFO - Epoch [92][600/3405] lr: 8.346e-03, eta: 13:00:15, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8731, top5_acc: 0.9894, loss_cls: 2.3227, loss: 2.3227 +2024-09-21 18:31:15,183 - pyskl - INFO - Epoch [92][700/3405] lr: 8.338e-03, eta: 12:59:51, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8694, top5_acc: 0.9844, loss_cls: 2.3348, loss: 2.3348 +2024-09-21 18:31:37,675 - pyskl - INFO - Epoch [92][800/3405] lr: 8.331e-03, eta: 12:59:27, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8744, top5_acc: 0.9838, loss_cls: 2.3348, loss: 2.3348 +2024-09-21 18:32:00,629 - pyskl - INFO - Epoch [92][900/3405] lr: 8.324e-03, eta: 12:59:03, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.8625, top5_acc: 0.9831, loss_cls: 2.3322, loss: 2.3322 +2024-09-21 18:32:23,427 - pyskl - INFO - Epoch [92][1000/3405] lr: 8.317e-03, eta: 12:58:40, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.8769, top5_acc: 0.9844, loss_cls: 2.3375, loss: 2.3375 +2024-09-21 18:32:45,792 - pyskl - INFO - Epoch [92][1100/3405] lr: 8.309e-03, eta: 12:58:16, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8725, top5_acc: 0.9844, loss_cls: 2.3309, loss: 2.3309 +2024-09-21 18:33:08,240 - pyskl - INFO - Epoch [92][1200/3405] lr: 8.302e-03, eta: 12:57:52, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8744, top5_acc: 0.9800, loss_cls: 2.3317, loss: 2.3317 +2024-09-21 18:33:31,165 - pyskl - INFO - Epoch [92][1300/3405] lr: 8.295e-03, eta: 12:57:28, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.8825, top5_acc: 0.9844, loss_cls: 2.3163, loss: 2.3163 +2024-09-21 18:33:54,108 - pyskl - INFO - Epoch [92][1400/3405] lr: 8.288e-03, eta: 12:57:04, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.8725, top5_acc: 0.9844, loss_cls: 2.3417, loss: 2.3417 +2024-09-21 18:34:16,731 - pyskl - INFO - Epoch [92][1500/3405] lr: 8.281e-03, eta: 12:56:40, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8588, top5_acc: 0.9819, loss_cls: 2.3686, loss: 2.3686 +2024-09-21 18:34:39,782 - pyskl - INFO - Epoch [92][1600/3405] lr: 8.273e-03, eta: 12:56:17, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.8738, top5_acc: 0.9881, loss_cls: 2.3319, loss: 2.3319 +2024-09-21 18:35:03,041 - pyskl - INFO - Epoch [92][1700/3405] lr: 8.266e-03, eta: 12:55:53, time: 0.233, data_time: 0.000, memory: 5251, top1_acc: 0.8581, top5_acc: 0.9812, loss_cls: 2.3703, loss: 2.3703 +2024-09-21 18:35:26,199 - pyskl - INFO - Epoch [92][1800/3405] lr: 8.259e-03, eta: 12:55:30, time: 0.232, data_time: 0.000, memory: 5251, top1_acc: 0.8794, top5_acc: 0.9862, loss_cls: 2.3036, loss: 2.3036 +2024-09-21 18:35:49,217 - pyskl - INFO - Epoch [92][1900/3405] lr: 8.252e-03, eta: 12:55:06, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.8775, top5_acc: 0.9862, loss_cls: 2.3324, loss: 2.3324 +2024-09-21 18:36:11,271 - pyskl - INFO - Epoch [92][2000/3405] lr: 8.244e-03, eta: 12:54:42, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.8506, top5_acc: 0.9800, loss_cls: 2.4095, loss: 2.4095 +2024-09-21 18:36:34,054 - pyskl - INFO - Epoch [92][2100/3405] lr: 8.237e-03, eta: 12:54:18, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.8831, top5_acc: 0.9888, loss_cls: 2.3074, loss: 2.3074 +2024-09-21 18:36:56,790 - pyskl - INFO - Epoch [92][2200/3405] lr: 8.230e-03, eta: 12:53:55, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.8675, top5_acc: 0.9850, loss_cls: 2.3285, loss: 2.3285 +2024-09-21 18:37:19,119 - pyskl - INFO - Epoch [92][2300/3405] lr: 8.223e-03, eta: 12:53:31, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8644, top5_acc: 0.9888, loss_cls: 2.3244, loss: 2.3244 +2024-09-21 18:37:41,478 - pyskl - INFO - Epoch [92][2400/3405] lr: 8.215e-03, eta: 12:53:07, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8700, top5_acc: 0.9869, loss_cls: 2.3332, loss: 2.3332 +2024-09-21 18:38:03,920 - pyskl - INFO - Epoch [92][2500/3405] lr: 8.208e-03, eta: 12:52:43, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8631, top5_acc: 0.9844, loss_cls: 2.3644, loss: 2.3644 +2024-09-21 18:38:26,263 - pyskl - INFO - Epoch [92][2600/3405] lr: 8.201e-03, eta: 12:52:19, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8750, top5_acc: 0.9869, loss_cls: 2.3012, loss: 2.3012 +2024-09-21 18:38:48,435 - pyskl - INFO - Epoch [92][2700/3405] lr: 8.194e-03, eta: 12:51:54, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8619, top5_acc: 0.9881, loss_cls: 2.3362, loss: 2.3362 +2024-09-21 18:39:10,579 - pyskl - INFO - Epoch [92][2800/3405] lr: 8.187e-03, eta: 12:51:30, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.8650, top5_acc: 0.9869, loss_cls: 2.3248, loss: 2.3248 +2024-09-21 18:39:32,782 - pyskl - INFO - Epoch [92][2900/3405] lr: 8.179e-03, eta: 12:51:06, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8712, top5_acc: 0.9831, loss_cls: 2.3419, loss: 2.3419 +2024-09-21 18:39:54,818 - pyskl - INFO - Epoch [92][3000/3405] lr: 8.172e-03, eta: 12:50:42, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.8462, top5_acc: 0.9800, loss_cls: 2.4043, loss: 2.4043 +2024-09-21 18:40:16,491 - pyskl - INFO - Epoch [92][3100/3405] lr: 8.165e-03, eta: 12:50:18, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.8469, top5_acc: 0.9862, loss_cls: 2.3800, loss: 2.3800 +2024-09-21 18:40:39,202 - pyskl - INFO - Epoch [92][3200/3405] lr: 8.158e-03, eta: 12:49:54, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.8688, top5_acc: 0.9844, loss_cls: 2.3581, loss: 2.3581 +2024-09-21 18:41:01,597 - pyskl - INFO - Epoch [92][3300/3405] lr: 8.150e-03, eta: 12:49:30, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8719, top5_acc: 0.9806, loss_cls: 2.3301, loss: 2.3301 +2024-09-21 18:41:23,816 - pyskl - INFO - Epoch [92][3400/3405] lr: 8.143e-03, eta: 12:49:06, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8650, top5_acc: 0.9788, loss_cls: 2.3676, loss: 2.3676 +2024-09-21 18:41:26,030 - pyskl - INFO - Saving checkpoint at 92 epochs +2024-09-21 18:45:15,117 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-21 18:45:15,691 - pyskl - INFO - +top1_acc 0.8160 +top5_acc 0.9633 +2024-09-21 18:45:15,708 - pyskl - INFO - Epoch(val) [92][3718] top1_acc: 0.8160, top5_acc: 0.9633 +2024-09-21 18:46:06,516 - pyskl - INFO - Epoch [93][100/3405] lr: 8.136e-03, eta: 12:48:58, time: 0.508, data_time: 0.281, memory: 5251, top1_acc: 0.8988, top5_acc: 0.9888, loss_cls: 2.2658, loss: 2.2658 +2024-09-21 18:46:28,567 - pyskl - INFO - Epoch [93][200/3405] lr: 8.129e-03, eta: 12:48:33, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.8694, top5_acc: 0.9881, loss_cls: 2.3296, loss: 2.3296 +2024-09-21 18:46:51,424 - pyskl - INFO - Epoch [93][300/3405] lr: 8.121e-03, eta: 12:48:10, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.8775, top5_acc: 0.9825, loss_cls: 2.3202, loss: 2.3202 +2024-09-21 18:47:13,582 - pyskl - INFO - Epoch [93][400/3405] lr: 8.114e-03, eta: 12:47:46, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8812, top5_acc: 0.9881, loss_cls: 2.3046, loss: 2.3046 +2024-09-21 18:47:35,671 - pyskl - INFO - Epoch [93][500/3405] lr: 8.107e-03, eta: 12:47:21, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.8856, top5_acc: 0.9931, loss_cls: 2.2752, loss: 2.2752 +2024-09-21 18:47:57,961 - pyskl - INFO - Epoch [93][600/3405] lr: 8.100e-03, eta: 12:46:57, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8744, top5_acc: 0.9894, loss_cls: 2.3045, loss: 2.3045 +2024-09-21 18:48:20,135 - pyskl - INFO - Epoch [93][700/3405] lr: 8.093e-03, eta: 12:46:33, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8738, top5_acc: 0.9881, loss_cls: 2.3082, loss: 2.3082 +2024-09-21 18:48:42,433 - pyskl - INFO - Epoch [93][800/3405] lr: 8.085e-03, eta: 12:46:09, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8625, top5_acc: 0.9850, loss_cls: 2.3412, loss: 2.3412 +2024-09-21 18:49:04,801 - pyskl - INFO - Epoch [93][900/3405] lr: 8.078e-03, eta: 12:45:45, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8669, top5_acc: 0.9838, loss_cls: 2.3392, loss: 2.3392 +2024-09-21 18:49:27,326 - pyskl - INFO - Epoch [93][1000/3405] lr: 8.071e-03, eta: 12:45:21, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8762, top5_acc: 0.9806, loss_cls: 2.3352, loss: 2.3352 +2024-09-21 18:49:49,539 - pyskl - INFO - Epoch [93][1100/3405] lr: 8.064e-03, eta: 12:44:57, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8912, top5_acc: 0.9888, loss_cls: 2.2866, loss: 2.2866 +2024-09-21 18:50:12,550 - pyskl - INFO - Epoch [93][1200/3405] lr: 8.057e-03, eta: 12:44:34, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.8969, top5_acc: 0.9912, loss_cls: 2.2634, loss: 2.2634 +2024-09-21 18:50:35,256 - pyskl - INFO - Epoch [93][1300/3405] lr: 8.049e-03, eta: 12:44:10, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.8675, top5_acc: 0.9875, loss_cls: 2.3112, loss: 2.3112 +2024-09-21 18:50:57,883 - pyskl - INFO - Epoch [93][1400/3405] lr: 8.042e-03, eta: 12:43:46, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8719, top5_acc: 0.9831, loss_cls: 2.3313, loss: 2.3313 +2024-09-21 18:51:20,389 - pyskl - INFO - Epoch [93][1500/3405] lr: 8.035e-03, eta: 12:43:22, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8638, top5_acc: 0.9856, loss_cls: 2.3545, loss: 2.3545 +2024-09-21 18:51:43,393 - pyskl - INFO - Epoch [93][1600/3405] lr: 8.028e-03, eta: 12:42:59, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.8856, top5_acc: 0.9869, loss_cls: 2.2945, loss: 2.2945 +2024-09-21 18:52:06,279 - pyskl - INFO - Epoch [93][1700/3405] lr: 8.021e-03, eta: 12:42:35, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.8662, top5_acc: 0.9875, loss_cls: 2.3408, loss: 2.3408 +2024-09-21 18:52:28,670 - pyskl - INFO - Epoch [93][1800/3405] lr: 8.013e-03, eta: 12:42:11, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8675, top5_acc: 0.9838, loss_cls: 2.3484, loss: 2.3484 +2024-09-21 18:52:51,571 - pyskl - INFO - Epoch [93][1900/3405] lr: 8.006e-03, eta: 12:41:47, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.8819, top5_acc: 0.9856, loss_cls: 2.3142, loss: 2.3142 +2024-09-21 18:53:14,570 - pyskl - INFO - Epoch [93][2000/3405] lr: 7.999e-03, eta: 12:41:24, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.8700, top5_acc: 0.9881, loss_cls: 2.3565, loss: 2.3565 +2024-09-21 18:53:36,891 - pyskl - INFO - Epoch [93][2100/3405] lr: 7.992e-03, eta: 12:41:00, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8731, top5_acc: 0.9881, loss_cls: 2.3306, loss: 2.3306 +2024-09-21 18:53:59,637 - pyskl - INFO - Epoch [93][2200/3405] lr: 7.985e-03, eta: 12:40:36, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.8731, top5_acc: 0.9856, loss_cls: 2.3387, loss: 2.3387 +2024-09-21 18:54:21,990 - pyskl - INFO - Epoch [93][2300/3405] lr: 7.978e-03, eta: 12:40:12, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8638, top5_acc: 0.9875, loss_cls: 2.3358, loss: 2.3358 +2024-09-21 18:54:44,179 - pyskl - INFO - Epoch [93][2400/3405] lr: 7.970e-03, eta: 12:39:48, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8625, top5_acc: 0.9869, loss_cls: 2.3571, loss: 2.3571 +2024-09-21 18:55:05,822 - pyskl - INFO - Epoch [93][2500/3405] lr: 7.963e-03, eta: 12:39:23, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.8725, top5_acc: 0.9862, loss_cls: 2.3221, loss: 2.3221 +2024-09-21 18:55:27,908 - pyskl - INFO - Epoch [93][2600/3405] lr: 7.956e-03, eta: 12:38:59, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.8756, top5_acc: 0.9825, loss_cls: 2.3429, loss: 2.3429 +2024-09-21 18:55:50,401 - pyskl - INFO - Epoch [93][2700/3405] lr: 7.949e-03, eta: 12:38:35, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8769, top5_acc: 0.9844, loss_cls: 2.3101, loss: 2.3101 +2024-09-21 18:56:12,241 - pyskl - INFO - Epoch [93][2800/3405] lr: 7.942e-03, eta: 12:38:11, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.8712, top5_acc: 0.9838, loss_cls: 2.3410, loss: 2.3410 +2024-09-21 18:56:34,083 - pyskl - INFO - Epoch [93][2900/3405] lr: 7.935e-03, eta: 12:37:47, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.8694, top5_acc: 0.9844, loss_cls: 2.3623, loss: 2.3623 +2024-09-21 18:56:56,067 - pyskl - INFO - Epoch [93][3000/3405] lr: 7.927e-03, eta: 12:37:22, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.8600, top5_acc: 0.9862, loss_cls: 2.3418, loss: 2.3418 +2024-09-21 18:57:17,908 - pyskl - INFO - Epoch [93][3100/3405] lr: 7.920e-03, eta: 12:36:58, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.8900, top5_acc: 0.9812, loss_cls: 2.3045, loss: 2.3045 +2024-09-21 18:57:40,324 - pyskl - INFO - Epoch [93][3200/3405] lr: 7.913e-03, eta: 12:36:34, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8762, top5_acc: 0.9838, loss_cls: 2.3205, loss: 2.3205 +2024-09-21 18:58:02,762 - pyskl - INFO - Epoch [93][3300/3405] lr: 7.906e-03, eta: 12:36:10, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8500, top5_acc: 0.9769, loss_cls: 2.3821, loss: 2.3821 +2024-09-21 18:58:25,210 - pyskl - INFO - Epoch [93][3400/3405] lr: 7.899e-03, eta: 12:35:46, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8650, top5_acc: 0.9869, loss_cls: 2.3260, loss: 2.3260 +2024-09-21 18:58:27,242 - pyskl - INFO - Saving checkpoint at 93 epochs +2024-09-21 19:02:17,118 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-21 19:02:17,758 - pyskl - INFO - +top1_acc 0.8141 +top5_acc 0.9639 +2024-09-21 19:02:17,776 - pyskl - INFO - Epoch(val) [93][3718] top1_acc: 0.8141, top5_acc: 0.9639 +2024-09-21 19:03:11,001 - pyskl - INFO - Epoch [94][100/3405] lr: 7.891e-03, eta: 12:35:39, time: 0.532, data_time: 0.303, memory: 5251, top1_acc: 0.8944, top5_acc: 0.9906, loss_cls: 2.2573, loss: 2.2573 +2024-09-21 19:03:33,639 - pyskl - INFO - Epoch [94][200/3405] lr: 7.884e-03, eta: 12:35:16, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8906, top5_acc: 0.9919, loss_cls: 2.2692, loss: 2.2692 +2024-09-21 19:03:55,905 - pyskl - INFO - Epoch [94][300/3405] lr: 7.877e-03, eta: 12:34:51, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8850, top5_acc: 0.9881, loss_cls: 2.2844, loss: 2.2844 +2024-09-21 19:04:18,736 - pyskl - INFO - Epoch [94][400/3405] lr: 7.870e-03, eta: 12:34:28, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.8894, top5_acc: 0.9875, loss_cls: 2.2923, loss: 2.2923 +2024-09-21 19:04:41,543 - pyskl - INFO - Epoch [94][500/3405] lr: 7.863e-03, eta: 12:34:04, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.8694, top5_acc: 0.9825, loss_cls: 2.3266, loss: 2.3266 +2024-09-21 19:05:04,062 - pyskl - INFO - Epoch [94][600/3405] lr: 7.856e-03, eta: 12:33:40, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8756, top5_acc: 0.9875, loss_cls: 2.2843, loss: 2.2843 +2024-09-21 19:05:26,346 - pyskl - INFO - Epoch [94][700/3405] lr: 7.849e-03, eta: 12:33:16, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8744, top5_acc: 0.9862, loss_cls: 2.3113, loss: 2.3113 +2024-09-21 19:05:48,340 - pyskl - INFO - Epoch [94][800/3405] lr: 7.841e-03, eta: 12:32:52, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.8925, top5_acc: 0.9881, loss_cls: 2.2691, loss: 2.2691 +2024-09-21 19:06:10,450 - pyskl - INFO - Epoch [94][900/3405] lr: 7.834e-03, eta: 12:32:28, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.8781, top5_acc: 0.9900, loss_cls: 2.3186, loss: 2.3186 +2024-09-21 19:06:32,711 - pyskl - INFO - Epoch [94][1000/3405] lr: 7.827e-03, eta: 12:32:04, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8869, top5_acc: 0.9900, loss_cls: 2.2688, loss: 2.2688 +2024-09-21 19:06:55,321 - pyskl - INFO - Epoch [94][1100/3405] lr: 7.820e-03, eta: 12:31:40, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8800, top5_acc: 0.9862, loss_cls: 2.3039, loss: 2.3039 +2024-09-21 19:07:18,007 - pyskl - INFO - Epoch [94][1200/3405] lr: 7.813e-03, eta: 12:31:16, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.8756, top5_acc: 0.9838, loss_cls: 2.3325, loss: 2.3325 +2024-09-21 19:07:40,434 - pyskl - INFO - Epoch [94][1300/3405] lr: 7.806e-03, eta: 12:30:52, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8712, top5_acc: 0.9831, loss_cls: 2.3220, loss: 2.3220 +2024-09-21 19:08:02,799 - pyskl - INFO - Epoch [94][1400/3405] lr: 7.799e-03, eta: 12:30:28, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8950, top5_acc: 0.9894, loss_cls: 2.2770, loss: 2.2770 +2024-09-21 19:08:25,496 - pyskl - INFO - Epoch [94][1500/3405] lr: 7.791e-03, eta: 12:30:04, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.8744, top5_acc: 0.9850, loss_cls: 2.3246, loss: 2.3246 +2024-09-21 19:08:48,862 - pyskl - INFO - Epoch [94][1600/3405] lr: 7.784e-03, eta: 12:29:41, time: 0.234, data_time: 0.000, memory: 5251, top1_acc: 0.8850, top5_acc: 0.9912, loss_cls: 2.2738, loss: 2.2738 +2024-09-21 19:09:12,029 - pyskl - INFO - Epoch [94][1700/3405] lr: 7.777e-03, eta: 12:29:18, time: 0.232, data_time: 0.000, memory: 5251, top1_acc: 0.8762, top5_acc: 0.9912, loss_cls: 2.2831, loss: 2.2831 +2024-09-21 19:09:35,331 - pyskl - INFO - Epoch [94][1800/3405] lr: 7.770e-03, eta: 12:28:54, time: 0.233, data_time: 0.000, memory: 5251, top1_acc: 0.8531, top5_acc: 0.9838, loss_cls: 2.3702, loss: 2.3702 +2024-09-21 19:09:58,549 - pyskl - INFO - Epoch [94][1900/3405] lr: 7.763e-03, eta: 12:28:31, time: 0.232, data_time: 0.000, memory: 5251, top1_acc: 0.8725, top5_acc: 0.9862, loss_cls: 2.3355, loss: 2.3355 +2024-09-21 19:10:21,447 - pyskl - INFO - Epoch [94][2000/3405] lr: 7.756e-03, eta: 12:28:07, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.8738, top5_acc: 0.9856, loss_cls: 2.3421, loss: 2.3421 +2024-09-21 19:10:44,542 - pyskl - INFO - Epoch [94][2100/3405] lr: 7.749e-03, eta: 12:27:44, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.8756, top5_acc: 0.9869, loss_cls: 2.3281, loss: 2.3281 +2024-09-21 19:11:07,195 - pyskl - INFO - Epoch [94][2200/3405] lr: 7.742e-03, eta: 12:27:20, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.8588, top5_acc: 0.9862, loss_cls: 2.3584, loss: 2.3584 +2024-09-21 19:11:29,619 - pyskl - INFO - Epoch [94][2300/3405] lr: 7.735e-03, eta: 12:26:56, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8575, top5_acc: 0.9850, loss_cls: 2.3627, loss: 2.3627 +2024-09-21 19:11:52,061 - pyskl - INFO - Epoch [94][2400/3405] lr: 7.727e-03, eta: 12:26:32, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8656, top5_acc: 0.9819, loss_cls: 2.3648, loss: 2.3648 +2024-09-21 19:12:14,053 - pyskl - INFO - Epoch [94][2500/3405] lr: 7.720e-03, eta: 12:26:08, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.8781, top5_acc: 0.9869, loss_cls: 2.2900, loss: 2.2900 +2024-09-21 19:12:35,897 - pyskl - INFO - Epoch [94][2600/3405] lr: 7.713e-03, eta: 12:25:43, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.8712, top5_acc: 0.9838, loss_cls: 2.3473, loss: 2.3473 +2024-09-21 19:12:58,018 - pyskl - INFO - Epoch [94][2700/3405] lr: 7.706e-03, eta: 12:25:19, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.8656, top5_acc: 0.9856, loss_cls: 2.3536, loss: 2.3536 +2024-09-21 19:13:19,626 - pyskl - INFO - Epoch [94][2800/3405] lr: 7.699e-03, eta: 12:24:55, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.8825, top5_acc: 0.9881, loss_cls: 2.3004, loss: 2.3004 +2024-09-21 19:13:41,686 - pyskl - INFO - Epoch [94][2900/3405] lr: 7.692e-03, eta: 12:24:31, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.8762, top5_acc: 0.9850, loss_cls: 2.3210, loss: 2.3210 +2024-09-21 19:14:03,676 - pyskl - INFO - Epoch [94][3000/3405] lr: 7.685e-03, eta: 12:24:06, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.8831, top5_acc: 0.9856, loss_cls: 2.3097, loss: 2.3097 +2024-09-21 19:14:25,661 - pyskl - INFO - Epoch [94][3100/3405] lr: 7.678e-03, eta: 12:23:42, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.8731, top5_acc: 0.9862, loss_cls: 2.3268, loss: 2.3268 +2024-09-21 19:14:47,846 - pyskl - INFO - Epoch [94][3200/3405] lr: 7.671e-03, eta: 12:23:18, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8694, top5_acc: 0.9900, loss_cls: 2.3319, loss: 2.3319 +2024-09-21 19:15:10,181 - pyskl - INFO - Epoch [94][3300/3405] lr: 7.664e-03, eta: 12:22:54, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8775, top5_acc: 0.9838, loss_cls: 2.3365, loss: 2.3365 +2024-09-21 19:15:32,430 - pyskl - INFO - Epoch [94][3400/3405] lr: 7.656e-03, eta: 12:22:30, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8738, top5_acc: 0.9856, loss_cls: 2.3165, loss: 2.3165 +2024-09-21 19:15:34,359 - pyskl - INFO - Saving checkpoint at 94 epochs +2024-09-21 19:19:22,521 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-21 19:19:23,297 - pyskl - INFO - +top1_acc 0.8196 +top5_acc 0.9650 +2024-09-21 19:19:23,316 - pyskl - INFO - Epoch(val) [94][3718] top1_acc: 0.8196, top5_acc: 0.9650 +2024-09-21 19:20:18,449 - pyskl - INFO - Epoch [95][100/3405] lr: 7.649e-03, eta: 12:22:24, time: 0.551, data_time: 0.320, memory: 5251, top1_acc: 0.8794, top5_acc: 0.9919, loss_cls: 2.2921, loss: 2.2921 +2024-09-21 19:20:41,307 - pyskl - INFO - Epoch [95][200/3405] lr: 7.642e-03, eta: 12:22:00, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.8769, top5_acc: 0.9906, loss_cls: 2.2964, loss: 2.2964 +2024-09-21 19:21:03,485 - pyskl - INFO - Epoch [95][300/3405] lr: 7.635e-03, eta: 12:21:36, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8856, top5_acc: 0.9844, loss_cls: 2.2980, loss: 2.2980 +2024-09-21 19:21:25,815 - pyskl - INFO - Epoch [95][400/3405] lr: 7.628e-03, eta: 12:21:12, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8950, top5_acc: 0.9888, loss_cls: 2.2629, loss: 2.2629 +2024-09-21 19:21:48,780 - pyskl - INFO - Epoch [95][500/3405] lr: 7.621e-03, eta: 12:20:49, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.9025, top5_acc: 0.9900, loss_cls: 2.2619, loss: 2.2619 +2024-09-21 19:22:11,299 - pyskl - INFO - Epoch [95][600/3405] lr: 7.614e-03, eta: 12:20:25, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8775, top5_acc: 0.9894, loss_cls: 2.2993, loss: 2.2993 +2024-09-21 19:22:34,390 - pyskl - INFO - Epoch [95][700/3405] lr: 7.607e-03, eta: 12:20:01, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.8981, top5_acc: 0.9894, loss_cls: 2.2538, loss: 2.2538 +2024-09-21 19:22:57,356 - pyskl - INFO - Epoch [95][800/3405] lr: 7.599e-03, eta: 12:19:38, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.8719, top5_acc: 0.9856, loss_cls: 2.3259, loss: 2.3259 +2024-09-21 19:23:19,763 - pyskl - INFO - Epoch [95][900/3405] lr: 7.592e-03, eta: 12:19:14, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8756, top5_acc: 0.9869, loss_cls: 2.3106, loss: 2.3106 +2024-09-21 19:23:42,604 - pyskl - INFO - Epoch [95][1000/3405] lr: 7.585e-03, eta: 12:18:50, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.8744, top5_acc: 0.9856, loss_cls: 2.3190, loss: 2.3190 +2024-09-21 19:24:05,040 - pyskl - INFO - Epoch [95][1100/3405] lr: 7.578e-03, eta: 12:18:26, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8750, top5_acc: 0.9912, loss_cls: 2.3102, loss: 2.3102 +2024-09-21 19:24:27,314 - pyskl - INFO - Epoch [95][1200/3405] lr: 7.571e-03, eta: 12:18:02, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8700, top5_acc: 0.9844, loss_cls: 2.3285, loss: 2.3285 +2024-09-21 19:24:49,583 - pyskl - INFO - Epoch [95][1300/3405] lr: 7.564e-03, eta: 12:17:38, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8756, top5_acc: 0.9850, loss_cls: 2.3222, loss: 2.3222 +2024-09-21 19:25:11,789 - pyskl - INFO - Epoch [95][1400/3405] lr: 7.557e-03, eta: 12:17:14, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8594, top5_acc: 0.9906, loss_cls: 2.3221, loss: 2.3221 +2024-09-21 19:25:34,055 - pyskl - INFO - Epoch [95][1500/3405] lr: 7.550e-03, eta: 12:16:50, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8706, top5_acc: 0.9869, loss_cls: 2.3146, loss: 2.3146 +2024-09-21 19:25:56,327 - pyskl - INFO - Epoch [95][1600/3405] lr: 7.543e-03, eta: 12:16:26, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8825, top5_acc: 0.9856, loss_cls: 2.3269, loss: 2.3269 +2024-09-21 19:26:18,658 - pyskl - INFO - Epoch [95][1700/3405] lr: 7.536e-03, eta: 12:16:02, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8669, top5_acc: 0.9875, loss_cls: 2.3115, loss: 2.3115 +2024-09-21 19:26:41,574 - pyskl - INFO - Epoch [95][1800/3405] lr: 7.529e-03, eta: 12:15:38, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.8894, top5_acc: 0.9838, loss_cls: 2.2705, loss: 2.2705 +2024-09-21 19:27:04,369 - pyskl - INFO - Epoch [95][1900/3405] lr: 7.522e-03, eta: 12:15:15, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.8769, top5_acc: 0.9812, loss_cls: 2.3123, loss: 2.3123 +2024-09-21 19:27:27,365 - pyskl - INFO - Epoch [95][2000/3405] lr: 7.515e-03, eta: 12:14:51, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.8681, top5_acc: 0.9888, loss_cls: 2.3092, loss: 2.3092 +2024-09-21 19:27:49,803 - pyskl - INFO - Epoch [95][2100/3405] lr: 7.508e-03, eta: 12:14:27, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8775, top5_acc: 0.9906, loss_cls: 2.3031, loss: 2.3031 +2024-09-21 19:28:12,242 - pyskl - INFO - Epoch [95][2200/3405] lr: 7.501e-03, eta: 12:14:03, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8906, top5_acc: 0.9869, loss_cls: 2.2866, loss: 2.2866 +2024-09-21 19:28:34,434 - pyskl - INFO - Epoch [95][2300/3405] lr: 7.494e-03, eta: 12:13:39, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8612, top5_acc: 0.9894, loss_cls: 2.3501, loss: 2.3501 +2024-09-21 19:28:56,398 - pyskl - INFO - Epoch [95][2400/3405] lr: 7.487e-03, eta: 12:13:15, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.8688, top5_acc: 0.9881, loss_cls: 2.3290, loss: 2.3290 +2024-09-21 19:29:18,456 - pyskl - INFO - Epoch [95][2500/3405] lr: 7.480e-03, eta: 12:12:51, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.8800, top5_acc: 0.9838, loss_cls: 2.3291, loss: 2.3291 +2024-09-21 19:29:40,387 - pyskl - INFO - Epoch [95][2600/3405] lr: 7.472e-03, eta: 12:12:27, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.8688, top5_acc: 0.9850, loss_cls: 2.3258, loss: 2.3258 +2024-09-21 19:30:02,419 - pyskl - INFO - Epoch [95][2700/3405] lr: 7.465e-03, eta: 12:12:02, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.8769, top5_acc: 0.9881, loss_cls: 2.3213, loss: 2.3213 +2024-09-21 19:30:24,555 - pyskl - INFO - Epoch [95][2800/3405] lr: 7.458e-03, eta: 12:11:38, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.8619, top5_acc: 0.9850, loss_cls: 2.3500, loss: 2.3500 +2024-09-21 19:30:46,693 - pyskl - INFO - Epoch [95][2900/3405] lr: 7.451e-03, eta: 12:11:14, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.8756, top5_acc: 0.9862, loss_cls: 2.3076, loss: 2.3076 +2024-09-21 19:31:08,795 - pyskl - INFO - Epoch [95][3000/3405] lr: 7.444e-03, eta: 12:10:50, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.8744, top5_acc: 0.9869, loss_cls: 2.3241, loss: 2.3241 +2024-09-21 19:31:31,739 - pyskl - INFO - Epoch [95][3100/3405] lr: 7.437e-03, eta: 12:10:27, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.8731, top5_acc: 0.9875, loss_cls: 2.3262, loss: 2.3262 +2024-09-21 19:31:54,737 - pyskl - INFO - Epoch [95][3200/3405] lr: 7.430e-03, eta: 12:10:03, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.8662, top5_acc: 0.9838, loss_cls: 2.3132, loss: 2.3132 +2024-09-21 19:32:18,336 - pyskl - INFO - Epoch [95][3300/3405] lr: 7.423e-03, eta: 12:09:40, time: 0.236, data_time: 0.000, memory: 5251, top1_acc: 0.8644, top5_acc: 0.9888, loss_cls: 2.3096, loss: 2.3096 +2024-09-21 19:32:41,154 - pyskl - INFO - Epoch [95][3400/3405] lr: 7.416e-03, eta: 12:09:16, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.8594, top5_acc: 0.9831, loss_cls: 2.3774, loss: 2.3774 +2024-09-21 19:32:42,923 - pyskl - INFO - Saving checkpoint at 95 epochs +2024-09-21 19:36:31,533 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-21 19:36:32,099 - pyskl - INFO - +top1_acc 0.8038 +top5_acc 0.9622 +2024-09-21 19:36:32,116 - pyskl - INFO - Epoch(val) [95][3718] top1_acc: 0.8038, top5_acc: 0.9622 +2024-09-21 19:37:20,465 - pyskl - INFO - Epoch [96][100/3405] lr: 7.409e-03, eta: 12:09:05, time: 0.483, data_time: 0.260, memory: 5251, top1_acc: 0.8900, top5_acc: 0.9888, loss_cls: 2.2716, loss: 2.2716 +2024-09-21 19:37:42,499 - pyskl - INFO - Epoch [96][200/3405] lr: 7.402e-03, eta: 12:08:41, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.8925, top5_acc: 0.9869, loss_cls: 2.2902, loss: 2.2902 +2024-09-21 19:38:05,217 - pyskl - INFO - Epoch [96][300/3405] lr: 7.395e-03, eta: 12:08:17, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.8788, top5_acc: 0.9900, loss_cls: 2.2865, loss: 2.2865 +2024-09-21 19:38:28,102 - pyskl - INFO - Epoch [96][400/3405] lr: 7.388e-03, eta: 12:07:54, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.8850, top5_acc: 0.9900, loss_cls: 2.2799, loss: 2.2799 +2024-09-21 19:38:50,884 - pyskl - INFO - Epoch [96][500/3405] lr: 7.381e-03, eta: 12:07:30, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.8812, top5_acc: 0.9912, loss_cls: 2.3136, loss: 2.3136 +2024-09-21 19:39:13,650 - pyskl - INFO - Epoch [96][600/3405] lr: 7.374e-03, eta: 12:07:06, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.8900, top5_acc: 0.9925, loss_cls: 2.2685, loss: 2.2685 +2024-09-21 19:39:36,088 - pyskl - INFO - Epoch [96][700/3405] lr: 7.367e-03, eta: 12:06:42, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8812, top5_acc: 0.9900, loss_cls: 2.2943, loss: 2.2943 +2024-09-21 19:39:58,311 - pyskl - INFO - Epoch [96][800/3405] lr: 7.360e-03, eta: 12:06:18, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8781, top5_acc: 0.9875, loss_cls: 2.3311, loss: 2.3311 +2024-09-21 19:40:21,222 - pyskl - INFO - Epoch [96][900/3405] lr: 7.353e-03, eta: 12:05:55, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.9000, top5_acc: 0.9912, loss_cls: 2.2498, loss: 2.2498 +2024-09-21 19:40:44,323 - pyskl - INFO - Epoch [96][1000/3405] lr: 7.346e-03, eta: 12:05:31, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.9000, top5_acc: 0.9881, loss_cls: 2.2560, loss: 2.2560 +2024-09-21 19:41:06,698 - pyskl - INFO - Epoch [96][1100/3405] lr: 7.339e-03, eta: 12:05:07, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8956, top5_acc: 0.9888, loss_cls: 2.2754, loss: 2.2754 +2024-09-21 19:41:29,629 - pyskl - INFO - Epoch [96][1200/3405] lr: 7.332e-03, eta: 12:04:44, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.8794, top5_acc: 0.9919, loss_cls: 2.3134, loss: 2.3134 +2024-09-21 19:41:51,953 - pyskl - INFO - Epoch [96][1300/3405] lr: 7.325e-03, eta: 12:04:20, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8781, top5_acc: 0.9894, loss_cls: 2.2887, loss: 2.2887 +2024-09-21 19:42:14,170 - pyskl - INFO - Epoch [96][1400/3405] lr: 7.318e-03, eta: 12:03:56, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8831, top5_acc: 0.9906, loss_cls: 2.2917, loss: 2.2917 +2024-09-21 19:42:36,492 - pyskl - INFO - Epoch [96][1500/3405] lr: 7.311e-03, eta: 12:03:32, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8975, top5_acc: 0.9881, loss_cls: 2.2589, loss: 2.2589 +2024-09-21 19:42:58,791 - pyskl - INFO - Epoch [96][1600/3405] lr: 7.304e-03, eta: 12:03:08, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8869, top5_acc: 0.9894, loss_cls: 2.2971, loss: 2.2971 +2024-09-21 19:43:21,203 - pyskl - INFO - Epoch [96][1700/3405] lr: 7.297e-03, eta: 12:02:44, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8775, top5_acc: 0.9900, loss_cls: 2.2945, loss: 2.2945 +2024-09-21 19:43:43,761 - pyskl - INFO - Epoch [96][1800/3405] lr: 7.290e-03, eta: 12:02:20, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8756, top5_acc: 0.9875, loss_cls: 2.3024, loss: 2.3024 +2024-09-21 19:44:05,994 - pyskl - INFO - Epoch [96][1900/3405] lr: 7.283e-03, eta: 12:01:56, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8819, top5_acc: 0.9888, loss_cls: 2.2900, loss: 2.2900 +2024-09-21 19:44:28,341 - pyskl - INFO - Epoch [96][2000/3405] lr: 7.276e-03, eta: 12:01:32, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8712, top5_acc: 0.9875, loss_cls: 2.3201, loss: 2.3201 +2024-09-21 19:44:50,896 - pyskl - INFO - Epoch [96][2100/3405] lr: 7.269e-03, eta: 12:01:08, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8806, top5_acc: 0.9875, loss_cls: 2.2826, loss: 2.2826 +2024-09-21 19:45:13,473 - pyskl - INFO - Epoch [96][2200/3405] lr: 7.262e-03, eta: 12:00:44, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8700, top5_acc: 0.9875, loss_cls: 2.3066, loss: 2.3066 +2024-09-21 19:45:35,668 - pyskl - INFO - Epoch [96][2300/3405] lr: 7.255e-03, eta: 12:00:20, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8794, top5_acc: 0.9862, loss_cls: 2.3022, loss: 2.3022 +2024-09-21 19:45:57,639 - pyskl - INFO - Epoch [96][2400/3405] lr: 7.248e-03, eta: 11:59:56, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.8688, top5_acc: 0.9838, loss_cls: 2.3283, loss: 2.3283 +2024-09-21 19:46:19,944 - pyskl - INFO - Epoch [96][2500/3405] lr: 7.241e-03, eta: 11:59:32, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8900, top5_acc: 0.9906, loss_cls: 2.2789, loss: 2.2789 +2024-09-21 19:46:42,119 - pyskl - INFO - Epoch [96][2600/3405] lr: 7.234e-03, eta: 11:59:08, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8812, top5_acc: 0.9881, loss_cls: 2.3091, loss: 2.3091 +2024-09-21 19:47:03,871 - pyskl - INFO - Epoch [96][2700/3405] lr: 7.227e-03, eta: 11:58:44, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.8900, top5_acc: 0.9862, loss_cls: 2.3081, loss: 2.3081 +2024-09-21 19:47:26,178 - pyskl - INFO - Epoch [96][2800/3405] lr: 7.220e-03, eta: 11:58:20, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8731, top5_acc: 0.9881, loss_cls: 2.3175, loss: 2.3175 +2024-09-21 19:47:48,734 - pyskl - INFO - Epoch [96][2900/3405] lr: 7.213e-03, eta: 11:57:56, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8881, top5_acc: 0.9850, loss_cls: 2.3067, loss: 2.3067 +2024-09-21 19:48:11,101 - pyskl - INFO - Epoch [96][3000/3405] lr: 7.206e-03, eta: 11:57:32, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8875, top5_acc: 0.9856, loss_cls: 2.2808, loss: 2.2808 +2024-09-21 19:48:33,690 - pyskl - INFO - Epoch [96][3100/3405] lr: 7.199e-03, eta: 11:57:08, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8950, top5_acc: 0.9862, loss_cls: 2.2717, loss: 2.2717 +2024-09-21 19:48:56,476 - pyskl - INFO - Epoch [96][3200/3405] lr: 7.192e-03, eta: 11:56:45, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.8625, top5_acc: 0.9888, loss_cls: 2.3339, loss: 2.3339 +2024-09-21 19:49:18,745 - pyskl - INFO - Epoch [96][3300/3405] lr: 7.185e-03, eta: 11:56:21, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8819, top5_acc: 0.9875, loss_cls: 2.2927, loss: 2.2927 +2024-09-21 19:49:41,554 - pyskl - INFO - Epoch [96][3400/3405] lr: 7.178e-03, eta: 11:55:57, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.8894, top5_acc: 0.9875, loss_cls: 2.2991, loss: 2.2991 +2024-09-21 19:49:43,298 - pyskl - INFO - Saving checkpoint at 96 epochs +2024-09-21 19:53:31,221 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-21 19:53:32,009 - pyskl - INFO - +top1_acc 0.8024 +top5_acc 0.9633 +2024-09-21 19:53:32,028 - pyskl - INFO - Epoch(val) [96][3718] top1_acc: 0.8024, top5_acc: 0.9633 +2024-09-21 19:54:23,950 - pyskl - INFO - Epoch [97][100/3405] lr: 7.171e-03, eta: 11:55:48, time: 0.519, data_time: 0.296, memory: 5251, top1_acc: 0.8862, top5_acc: 0.9881, loss_cls: 2.2643, loss: 2.2643 +2024-09-21 19:54:46,466 - pyskl - INFO - Epoch [97][200/3405] lr: 7.164e-03, eta: 11:55:24, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.9000, top5_acc: 0.9900, loss_cls: 2.2310, loss: 2.2310 +2024-09-21 19:55:08,902 - pyskl - INFO - Epoch [97][300/3405] lr: 7.157e-03, eta: 11:55:00, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.9012, top5_acc: 0.9888, loss_cls: 2.2431, loss: 2.2431 +2024-09-21 19:55:31,164 - pyskl - INFO - Epoch [97][400/3405] lr: 7.150e-03, eta: 11:54:36, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8894, top5_acc: 0.9906, loss_cls: 2.2767, loss: 2.2767 +2024-09-21 19:55:53,746 - pyskl - INFO - Epoch [97][500/3405] lr: 7.143e-03, eta: 11:54:12, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8894, top5_acc: 0.9925, loss_cls: 2.2790, loss: 2.2790 +2024-09-21 19:56:16,203 - pyskl - INFO - Epoch [97][600/3405] lr: 7.136e-03, eta: 11:53:48, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8825, top5_acc: 0.9881, loss_cls: 2.3152, loss: 2.3152 +2024-09-21 19:56:39,009 - pyskl - INFO - Epoch [97][700/3405] lr: 7.129e-03, eta: 11:53:25, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.8912, top5_acc: 0.9888, loss_cls: 2.2810, loss: 2.2810 +2024-09-21 19:57:01,464 - pyskl - INFO - Epoch [97][800/3405] lr: 7.122e-03, eta: 11:53:01, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8850, top5_acc: 0.9925, loss_cls: 2.2794, loss: 2.2794 +2024-09-21 19:57:24,418 - pyskl - INFO - Epoch [97][900/3405] lr: 7.115e-03, eta: 11:52:37, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.8812, top5_acc: 0.9900, loss_cls: 2.2975, loss: 2.2975 +2024-09-21 19:57:46,828 - pyskl - INFO - Epoch [97][1000/3405] lr: 7.108e-03, eta: 11:52:13, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.9000, top5_acc: 0.9900, loss_cls: 2.2526, loss: 2.2526 +2024-09-21 19:58:09,812 - pyskl - INFO - Epoch [97][1100/3405] lr: 7.101e-03, eta: 11:51:50, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.8875, top5_acc: 0.9869, loss_cls: 2.2858, loss: 2.2858 +2024-09-21 19:58:33,037 - pyskl - INFO - Epoch [97][1200/3405] lr: 7.094e-03, eta: 11:51:26, time: 0.232, data_time: 0.000, memory: 5251, top1_acc: 0.8925, top5_acc: 0.9894, loss_cls: 2.2761, loss: 2.2761 +2024-09-21 19:58:56,290 - pyskl - INFO - Epoch [97][1300/3405] lr: 7.088e-03, eta: 11:51:03, time: 0.233, data_time: 0.000, memory: 5251, top1_acc: 0.8912, top5_acc: 0.9869, loss_cls: 2.2920, loss: 2.2920 +2024-09-21 19:59:18,851 - pyskl - INFO - Epoch [97][1400/3405] lr: 7.081e-03, eta: 11:50:39, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.9062, top5_acc: 0.9938, loss_cls: 2.2196, loss: 2.2196 +2024-09-21 19:59:41,483 - pyskl - INFO - Epoch [97][1500/3405] lr: 7.074e-03, eta: 11:50:15, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.9000, top5_acc: 0.9888, loss_cls: 2.2584, loss: 2.2584 +2024-09-21 20:00:04,148 - pyskl - INFO - Epoch [97][1600/3405] lr: 7.067e-03, eta: 11:49:52, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.8800, top5_acc: 0.9906, loss_cls: 2.3231, loss: 2.3231 +2024-09-21 20:00:26,683 - pyskl - INFO - Epoch [97][1700/3405] lr: 7.060e-03, eta: 11:49:28, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8869, top5_acc: 0.9856, loss_cls: 2.2989, loss: 2.2989 +2024-09-21 20:00:49,142 - pyskl - INFO - Epoch [97][1800/3405] lr: 7.053e-03, eta: 11:49:04, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8912, top5_acc: 0.9919, loss_cls: 2.2625, loss: 2.2625 +2024-09-21 20:01:11,792 - pyskl - INFO - Epoch [97][1900/3405] lr: 7.046e-03, eta: 11:48:40, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8719, top5_acc: 0.9831, loss_cls: 2.3267, loss: 2.3267 +2024-09-21 20:01:34,201 - pyskl - INFO - Epoch [97][2000/3405] lr: 7.039e-03, eta: 11:48:16, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8600, top5_acc: 0.9800, loss_cls: 2.3494, loss: 2.3494 +2024-09-21 20:01:56,907 - pyskl - INFO - Epoch [97][2100/3405] lr: 7.032e-03, eta: 11:47:52, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.8800, top5_acc: 0.9875, loss_cls: 2.3016, loss: 2.3016 +2024-09-21 20:02:19,485 - pyskl - INFO - Epoch [97][2200/3405] lr: 7.025e-03, eta: 11:47:29, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8819, top5_acc: 0.9862, loss_cls: 2.3112, loss: 2.3112 +2024-09-21 20:02:41,787 - pyskl - INFO - Epoch [97][2300/3405] lr: 7.018e-03, eta: 11:47:05, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8838, top5_acc: 0.9881, loss_cls: 2.2912, loss: 2.2912 +2024-09-21 20:03:04,163 - pyskl - INFO - Epoch [97][2400/3405] lr: 7.011e-03, eta: 11:46:41, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8838, top5_acc: 0.9881, loss_cls: 2.3092, loss: 2.3092 +2024-09-21 20:03:26,073 - pyskl - INFO - Epoch [97][2500/3405] lr: 7.005e-03, eta: 11:46:17, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.8850, top5_acc: 0.9894, loss_cls: 2.2734, loss: 2.2734 +2024-09-21 20:03:48,434 - pyskl - INFO - Epoch [97][2600/3405] lr: 6.998e-03, eta: 11:45:53, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8825, top5_acc: 0.9869, loss_cls: 2.2971, loss: 2.2971 +2024-09-21 20:04:10,870 - pyskl - INFO - Epoch [97][2700/3405] lr: 6.991e-03, eta: 11:45:29, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8769, top5_acc: 0.9894, loss_cls: 2.3112, loss: 2.3112 +2024-09-21 20:04:33,212 - pyskl - INFO - Epoch [97][2800/3405] lr: 6.984e-03, eta: 11:45:05, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8856, top5_acc: 0.9894, loss_cls: 2.3164, loss: 2.3164 +2024-09-21 20:04:55,287 - pyskl - INFO - Epoch [97][2900/3405] lr: 6.977e-03, eta: 11:44:41, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.8756, top5_acc: 0.9831, loss_cls: 2.3395, loss: 2.3395 +2024-09-21 20:05:17,462 - pyskl - INFO - Epoch [97][3000/3405] lr: 6.970e-03, eta: 11:44:17, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8862, top5_acc: 0.9881, loss_cls: 2.3169, loss: 2.3169 +2024-09-21 20:05:39,639 - pyskl - INFO - Epoch [97][3100/3405] lr: 6.963e-03, eta: 11:43:53, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8731, top5_acc: 0.9862, loss_cls: 2.3136, loss: 2.3136 +2024-09-21 20:06:02,602 - pyskl - INFO - Epoch [97][3200/3405] lr: 6.956e-03, eta: 11:43:29, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.8800, top5_acc: 0.9938, loss_cls: 2.3074, loss: 2.3074 +2024-09-21 20:06:25,172 - pyskl - INFO - Epoch [97][3300/3405] lr: 6.949e-03, eta: 11:43:05, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8762, top5_acc: 0.9888, loss_cls: 2.3162, loss: 2.3162 +2024-09-21 20:06:47,912 - pyskl - INFO - Epoch [97][3400/3405] lr: 6.942e-03, eta: 11:42:42, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.8719, top5_acc: 0.9850, loss_cls: 2.3201, loss: 2.3201 +2024-09-21 20:06:49,784 - pyskl - INFO - Saving checkpoint at 97 epochs +2024-09-21 20:10:39,484 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-21 20:10:40,094 - pyskl - INFO - +top1_acc 0.8022 +top5_acc 0.9590 +2024-09-21 20:10:40,111 - pyskl - INFO - Epoch(val) [97][3718] top1_acc: 0.8022, top5_acc: 0.9590 +2024-09-21 20:11:32,727 - pyskl - INFO - Epoch [98][100/3405] lr: 6.935e-03, eta: 11:42:33, time: 0.526, data_time: 0.295, memory: 5251, top1_acc: 0.9069, top5_acc: 0.9950, loss_cls: 2.2113, loss: 2.2113 +2024-09-21 20:11:55,175 - pyskl - INFO - Epoch [98][200/3405] lr: 6.928e-03, eta: 11:42:09, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.9106, top5_acc: 0.9931, loss_cls: 2.2054, loss: 2.2054 +2024-09-21 20:12:17,685 - pyskl - INFO - Epoch [98][300/3405] lr: 6.921e-03, eta: 11:41:45, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8912, top5_acc: 0.9919, loss_cls: 2.2631, loss: 2.2631 +2024-09-21 20:12:40,462 - pyskl - INFO - Epoch [98][400/3405] lr: 6.915e-03, eta: 11:41:21, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.8806, top5_acc: 0.9900, loss_cls: 2.2861, loss: 2.2861 +2024-09-21 20:13:02,951 - pyskl - INFO - Epoch [98][500/3405] lr: 6.908e-03, eta: 11:40:57, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8812, top5_acc: 0.9838, loss_cls: 2.2920, loss: 2.2920 +2024-09-21 20:13:25,585 - pyskl - INFO - Epoch [98][600/3405] lr: 6.901e-03, eta: 11:40:33, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8900, top5_acc: 0.9906, loss_cls: 2.2789, loss: 2.2789 +2024-09-21 20:13:48,226 - pyskl - INFO - Epoch [98][700/3405] lr: 6.894e-03, eta: 11:40:10, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.9019, top5_acc: 0.9931, loss_cls: 2.2364, loss: 2.2364 +2024-09-21 20:14:11,108 - pyskl - INFO - Epoch [98][800/3405] lr: 6.887e-03, eta: 11:39:46, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.8756, top5_acc: 0.9912, loss_cls: 2.2873, loss: 2.2873 +2024-09-21 20:14:34,081 - pyskl - INFO - Epoch [98][900/3405] lr: 6.880e-03, eta: 11:39:22, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.8812, top5_acc: 0.9850, loss_cls: 2.3011, loss: 2.3011 +2024-09-21 20:14:57,364 - pyskl - INFO - Epoch [98][1000/3405] lr: 6.873e-03, eta: 11:38:59, time: 0.233, data_time: 0.000, memory: 5251, top1_acc: 0.8938, top5_acc: 0.9850, loss_cls: 2.2670, loss: 2.2670 +2024-09-21 20:15:20,463 - pyskl - INFO - Epoch [98][1100/3405] lr: 6.867e-03, eta: 11:38:36, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.8800, top5_acc: 0.9875, loss_cls: 2.2851, loss: 2.2851 +2024-09-21 20:15:43,393 - pyskl - INFO - Epoch [98][1200/3405] lr: 6.860e-03, eta: 11:38:12, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.8694, top5_acc: 0.9888, loss_cls: 2.3125, loss: 2.3125 +2024-09-21 20:16:06,321 - pyskl - INFO - Epoch [98][1300/3405] lr: 6.853e-03, eta: 11:37:48, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.8919, top5_acc: 0.9938, loss_cls: 2.2678, loss: 2.2678 +2024-09-21 20:16:29,226 - pyskl - INFO - Epoch [98][1400/3405] lr: 6.846e-03, eta: 11:37:25, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.8844, top5_acc: 0.9912, loss_cls: 2.2963, loss: 2.2963 +2024-09-21 20:16:52,269 - pyskl - INFO - Epoch [98][1500/3405] lr: 6.839e-03, eta: 11:37:01, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.8819, top5_acc: 0.9862, loss_cls: 2.2864, loss: 2.2864 +2024-09-21 20:17:15,039 - pyskl - INFO - Epoch [98][1600/3405] lr: 6.832e-03, eta: 11:36:37, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.9050, top5_acc: 0.9925, loss_cls: 2.2352, loss: 2.2352 +2024-09-21 20:17:37,794 - pyskl - INFO - Epoch [98][1700/3405] lr: 6.825e-03, eta: 11:36:14, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.8844, top5_acc: 0.9881, loss_cls: 2.2878, loss: 2.2878 +2024-09-21 20:18:00,479 - pyskl - INFO - Epoch [98][1800/3405] lr: 6.819e-03, eta: 11:35:50, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.8906, top5_acc: 0.9912, loss_cls: 2.2796, loss: 2.2796 +2024-09-21 20:18:23,945 - pyskl - INFO - Epoch [98][1900/3405] lr: 6.812e-03, eta: 11:35:27, time: 0.235, data_time: 0.000, memory: 5251, top1_acc: 0.8688, top5_acc: 0.9881, loss_cls: 2.3213, loss: 2.3213 +2024-09-21 20:18:47,002 - pyskl - INFO - Epoch [98][2000/3405] lr: 6.805e-03, eta: 11:35:03, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.8894, top5_acc: 0.9894, loss_cls: 2.2720, loss: 2.2720 +2024-09-21 20:19:09,602 - pyskl - INFO - Epoch [98][2100/3405] lr: 6.798e-03, eta: 11:34:39, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8800, top5_acc: 0.9875, loss_cls: 2.3082, loss: 2.3082 +2024-09-21 20:19:32,100 - pyskl - INFO - Epoch [98][2200/3405] lr: 6.791e-03, eta: 11:34:16, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8938, top5_acc: 0.9869, loss_cls: 2.2760, loss: 2.2760 +2024-09-21 20:19:54,558 - pyskl - INFO - Epoch [98][2300/3405] lr: 6.784e-03, eta: 11:33:52, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8931, top5_acc: 0.9900, loss_cls: 2.2476, loss: 2.2476 +2024-09-21 20:20:16,605 - pyskl - INFO - Epoch [98][2400/3405] lr: 6.777e-03, eta: 11:33:28, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.8819, top5_acc: 0.9931, loss_cls: 2.2748, loss: 2.2748 +2024-09-21 20:20:38,696 - pyskl - INFO - Epoch [98][2500/3405] lr: 6.771e-03, eta: 11:33:04, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.8838, top5_acc: 0.9888, loss_cls: 2.3052, loss: 2.3052 +2024-09-21 20:21:00,970 - pyskl - INFO - Epoch [98][2600/3405] lr: 6.764e-03, eta: 11:32:40, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8844, top5_acc: 0.9900, loss_cls: 2.2928, loss: 2.2928 +2024-09-21 20:21:23,139 - pyskl - INFO - Epoch [98][2700/3405] lr: 6.757e-03, eta: 11:32:16, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8781, top5_acc: 0.9862, loss_cls: 2.3029, loss: 2.3029 +2024-09-21 20:21:45,451 - pyskl - INFO - Epoch [98][2800/3405] lr: 6.750e-03, eta: 11:31:52, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8862, top5_acc: 0.9906, loss_cls: 2.2861, loss: 2.2861 +2024-09-21 20:22:07,748 - pyskl - INFO - Epoch [98][2900/3405] lr: 6.743e-03, eta: 11:31:28, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8744, top5_acc: 0.9869, loss_cls: 2.3246, loss: 2.3246 +2024-09-21 20:22:30,309 - pyskl - INFO - Epoch [98][3000/3405] lr: 6.736e-03, eta: 11:31:04, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8900, top5_acc: 0.9906, loss_cls: 2.2739, loss: 2.2739 +2024-09-21 20:22:53,054 - pyskl - INFO - Epoch [98][3100/3405] lr: 6.730e-03, eta: 11:30:40, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.8812, top5_acc: 0.9831, loss_cls: 2.2933, loss: 2.2933 +2024-09-21 20:23:15,983 - pyskl - INFO - Epoch [98][3200/3405] lr: 6.723e-03, eta: 11:30:17, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.8869, top5_acc: 0.9862, loss_cls: 2.2959, loss: 2.2959 +2024-09-21 20:23:39,110 - pyskl - INFO - Epoch [98][3300/3405] lr: 6.716e-03, eta: 11:29:53, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.8900, top5_acc: 0.9838, loss_cls: 2.2827, loss: 2.2827 +2024-09-21 20:24:01,838 - pyskl - INFO - Epoch [98][3400/3405] lr: 6.709e-03, eta: 11:29:30, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.8869, top5_acc: 0.9862, loss_cls: 2.2800, loss: 2.2800 +2024-09-21 20:24:04,073 - pyskl - INFO - Saving checkpoint at 98 epochs +2024-09-21 20:27:59,297 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-21 20:27:59,864 - pyskl - INFO - +top1_acc 0.8202 +top5_acc 0.9642 +2024-09-21 20:27:59,883 - pyskl - INFO - Epoch(val) [98][3718] top1_acc: 0.8202, top5_acc: 0.9642 +2024-09-21 20:28:51,357 - pyskl - INFO - Epoch [99][100/3405] lr: 6.702e-03, eta: 11:29:19, time: 0.515, data_time: 0.297, memory: 5251, top1_acc: 0.8969, top5_acc: 0.9931, loss_cls: 2.2624, loss: 2.2624 +2024-09-21 20:29:13,472 - pyskl - INFO - Epoch [99][200/3405] lr: 6.695e-03, eta: 11:28:55, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.9044, top5_acc: 0.9950, loss_cls: 2.2283, loss: 2.2283 +2024-09-21 20:29:35,573 - pyskl - INFO - Epoch [99][300/3405] lr: 6.688e-03, eta: 11:28:31, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.8838, top5_acc: 0.9906, loss_cls: 2.2764, loss: 2.2764 +2024-09-21 20:29:57,477 - pyskl - INFO - Epoch [99][400/3405] lr: 6.682e-03, eta: 11:28:07, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.9044, top5_acc: 0.9925, loss_cls: 2.2170, loss: 2.2170 +2024-09-21 20:30:20,325 - pyskl - INFO - Epoch [99][500/3405] lr: 6.675e-03, eta: 11:27:43, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.9069, top5_acc: 0.9912, loss_cls: 2.2216, loss: 2.2216 +2024-09-21 20:30:42,587 - pyskl - INFO - Epoch [99][600/3405] lr: 6.668e-03, eta: 11:27:19, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9119, top5_acc: 0.9912, loss_cls: 2.2194, loss: 2.2194 +2024-09-21 20:31:04,219 - pyskl - INFO - Epoch [99][700/3405] lr: 6.661e-03, eta: 11:26:55, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.8988, top5_acc: 0.9919, loss_cls: 2.2475, loss: 2.2475 +2024-09-21 20:31:26,238 - pyskl - INFO - Epoch [99][800/3405] lr: 6.654e-03, eta: 11:26:31, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.8969, top5_acc: 0.9975, loss_cls: 2.2459, loss: 2.2459 +2024-09-21 20:31:48,195 - pyskl - INFO - Epoch [99][900/3405] lr: 6.648e-03, eta: 11:26:07, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.8856, top5_acc: 0.9881, loss_cls: 2.2894, loss: 2.2894 +2024-09-21 20:32:10,304 - pyskl - INFO - Epoch [99][1000/3405] lr: 6.641e-03, eta: 11:25:43, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.9031, top5_acc: 0.9912, loss_cls: 2.2350, loss: 2.2350 +2024-09-21 20:32:33,096 - pyskl - INFO - Epoch [99][1100/3405] lr: 6.634e-03, eta: 11:25:19, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.9062, top5_acc: 0.9881, loss_cls: 2.2356, loss: 2.2356 +2024-09-21 20:32:55,349 - pyskl - INFO - Epoch [99][1200/3405] lr: 6.627e-03, eta: 11:24:55, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8838, top5_acc: 0.9862, loss_cls: 2.2844, loss: 2.2844 +2024-09-21 20:33:17,904 - pyskl - INFO - Epoch [99][1300/3405] lr: 6.620e-03, eta: 11:24:31, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8944, top5_acc: 0.9912, loss_cls: 2.2514, loss: 2.2514 +2024-09-21 20:33:40,946 - pyskl - INFO - Epoch [99][1400/3405] lr: 6.614e-03, eta: 11:24:08, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.8888, top5_acc: 0.9938, loss_cls: 2.2575, loss: 2.2575 +2024-09-21 20:34:03,842 - pyskl - INFO - Epoch [99][1500/3405] lr: 6.607e-03, eta: 11:23:44, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.8819, top5_acc: 0.9844, loss_cls: 2.3029, loss: 2.3029 +2024-09-21 20:34:26,987 - pyskl - INFO - Epoch [99][1600/3405] lr: 6.600e-03, eta: 11:23:21, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.9137, top5_acc: 0.9894, loss_cls: 2.2236, loss: 2.2236 +2024-09-21 20:34:49,349 - pyskl - INFO - Epoch [99][1700/3405] lr: 6.593e-03, eta: 11:22:57, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8894, top5_acc: 0.9888, loss_cls: 2.2905, loss: 2.2905 +2024-09-21 20:35:11,601 - pyskl - INFO - Epoch [99][1800/3405] lr: 6.587e-03, eta: 11:22:33, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8881, top5_acc: 0.9925, loss_cls: 2.2824, loss: 2.2824 +2024-09-21 20:35:34,124 - pyskl - INFO - Epoch [99][1900/3405] lr: 6.580e-03, eta: 11:22:09, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8756, top5_acc: 0.9894, loss_cls: 2.3045, loss: 2.3045 +2024-09-21 20:35:56,632 - pyskl - INFO - Epoch [99][2000/3405] lr: 6.573e-03, eta: 11:21:45, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8838, top5_acc: 0.9869, loss_cls: 2.2867, loss: 2.2867 +2024-09-21 20:36:19,062 - pyskl - INFO - Epoch [99][2100/3405] lr: 6.566e-03, eta: 11:21:22, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.9044, top5_acc: 0.9906, loss_cls: 2.2377, loss: 2.2377 +2024-09-21 20:36:41,064 - pyskl - INFO - Epoch [99][2200/3405] lr: 6.559e-03, eta: 11:20:57, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.8944, top5_acc: 0.9875, loss_cls: 2.2651, loss: 2.2651 +2024-09-21 20:37:03,014 - pyskl - INFO - Epoch [99][2300/3405] lr: 6.553e-03, eta: 11:20:33, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.9000, top5_acc: 0.9894, loss_cls: 2.2527, loss: 2.2527 +2024-09-21 20:37:25,250 - pyskl - INFO - Epoch [99][2400/3405] lr: 6.546e-03, eta: 11:20:09, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.9012, top5_acc: 0.9856, loss_cls: 2.2432, loss: 2.2432 +2024-09-21 20:37:47,553 - pyskl - INFO - Epoch [99][2500/3405] lr: 6.539e-03, eta: 11:19:45, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8812, top5_acc: 0.9869, loss_cls: 2.2917, loss: 2.2917 +2024-09-21 20:38:09,987 - pyskl - INFO - Epoch [99][2600/3405] lr: 6.532e-03, eta: 11:19:22, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8931, top5_acc: 0.9900, loss_cls: 2.2604, loss: 2.2604 +2024-09-21 20:38:32,057 - pyskl - INFO - Epoch [99][2700/3405] lr: 6.526e-03, eta: 11:18:58, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.8938, top5_acc: 0.9869, loss_cls: 2.2636, loss: 2.2636 +2024-09-21 20:38:54,200 - pyskl - INFO - Epoch [99][2800/3405] lr: 6.519e-03, eta: 11:18:34, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.8775, top5_acc: 0.9862, loss_cls: 2.3054, loss: 2.3054 +2024-09-21 20:39:16,139 - pyskl - INFO - Epoch [99][2900/3405] lr: 6.512e-03, eta: 11:18:09, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.8831, top5_acc: 0.9869, loss_cls: 2.2919, loss: 2.2919 +2024-09-21 20:39:38,740 - pyskl - INFO - Epoch [99][3000/3405] lr: 6.505e-03, eta: 11:17:46, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8956, top5_acc: 0.9931, loss_cls: 2.2586, loss: 2.2586 +2024-09-21 20:40:01,024 - pyskl - INFO - Epoch [99][3100/3405] lr: 6.499e-03, eta: 11:17:22, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8906, top5_acc: 0.9912, loss_cls: 2.2719, loss: 2.2719 +2024-09-21 20:40:23,455 - pyskl - INFO - Epoch [99][3200/3405] lr: 6.492e-03, eta: 11:16:58, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8862, top5_acc: 0.9906, loss_cls: 2.2672, loss: 2.2672 +2024-09-21 20:40:45,476 - pyskl - INFO - Epoch [99][3300/3405] lr: 6.485e-03, eta: 11:16:34, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.8838, top5_acc: 0.9869, loss_cls: 2.3028, loss: 2.3028 +2024-09-21 20:41:08,819 - pyskl - INFO - Epoch [99][3400/3405] lr: 6.478e-03, eta: 11:16:11, time: 0.233, data_time: 0.000, memory: 5251, top1_acc: 0.8794, top5_acc: 0.9856, loss_cls: 2.3140, loss: 2.3140 +2024-09-21 20:41:11,066 - pyskl - INFO - Saving checkpoint at 99 epochs +2024-09-21 20:45:01,814 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-21 20:45:02,493 - pyskl - INFO - +top1_acc 0.8202 +top5_acc 0.9660 +2024-09-21 20:45:02,523 - pyskl - INFO - Epoch(val) [99][3718] top1_acc: 0.8202, top5_acc: 0.9660 +2024-09-21 20:45:53,795 - pyskl - INFO - Epoch [100][100/3405] lr: 6.471e-03, eta: 11:16:00, time: 0.513, data_time: 0.289, memory: 5251, top1_acc: 0.9113, top5_acc: 0.9944, loss_cls: 2.2170, loss: 2.2170 +2024-09-21 20:46:16,192 - pyskl - INFO - Epoch [100][200/3405] lr: 6.465e-03, eta: 11:15:36, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.9056, top5_acc: 0.9950, loss_cls: 2.2167, loss: 2.2167 +2024-09-21 20:46:37,767 - pyskl - INFO - Epoch [100][300/3405] lr: 6.458e-03, eta: 11:15:12, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.9181, top5_acc: 0.9925, loss_cls: 2.1964, loss: 2.1964 +2024-09-21 20:46:59,427 - pyskl - INFO - Epoch [100][400/3405] lr: 6.451e-03, eta: 11:14:47, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.9019, top5_acc: 0.9919, loss_cls: 2.2242, loss: 2.2242 +2024-09-21 20:47:21,401 - pyskl - INFO - Epoch [100][500/3405] lr: 6.444e-03, eta: 11:14:23, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.9269, top5_acc: 0.9950, loss_cls: 2.1641, loss: 2.1641 +2024-09-21 20:47:43,895 - pyskl - INFO - Epoch [100][600/3405] lr: 6.438e-03, eta: 11:13:59, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.9000, top5_acc: 0.9925, loss_cls: 2.2289, loss: 2.2289 +2024-09-21 20:48:06,007 - pyskl - INFO - Epoch [100][700/3405] lr: 6.431e-03, eta: 11:13:35, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.9169, top5_acc: 0.9938, loss_cls: 2.1979, loss: 2.1979 +2024-09-21 20:48:28,498 - pyskl - INFO - Epoch [100][800/3405] lr: 6.424e-03, eta: 11:13:12, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.9106, top5_acc: 0.9938, loss_cls: 2.2247, loss: 2.2247 +2024-09-21 20:48:50,936 - pyskl - INFO - Epoch [100][900/3405] lr: 6.418e-03, eta: 11:12:48, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8981, top5_acc: 0.9912, loss_cls: 2.2497, loss: 2.2497 +2024-09-21 20:49:13,525 - pyskl - INFO - Epoch [100][1000/3405] lr: 6.411e-03, eta: 11:12:24, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.9081, top5_acc: 0.9912, loss_cls: 2.2146, loss: 2.2146 +2024-09-21 20:49:36,061 - pyskl - INFO - Epoch [100][1100/3405] lr: 6.404e-03, eta: 11:12:00, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8994, top5_acc: 0.9919, loss_cls: 2.2467, loss: 2.2467 +2024-09-21 20:49:58,319 - pyskl - INFO - Epoch [100][1200/3405] lr: 6.397e-03, eta: 11:11:36, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8950, top5_acc: 0.9881, loss_cls: 2.2597, loss: 2.2597 +2024-09-21 20:50:20,572 - pyskl - INFO - Epoch [100][1300/3405] lr: 6.391e-03, eta: 11:11:12, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9038, top5_acc: 0.9931, loss_cls: 2.2324, loss: 2.2324 +2024-09-21 20:50:42,404 - pyskl - INFO - Epoch [100][1400/3405] lr: 6.384e-03, eta: 11:10:48, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.9075, top5_acc: 0.9938, loss_cls: 2.2281, loss: 2.2281 +2024-09-21 20:51:04,585 - pyskl - INFO - Epoch [100][1500/3405] lr: 6.377e-03, eta: 11:10:24, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8894, top5_acc: 0.9881, loss_cls: 2.2599, loss: 2.2599 +2024-09-21 20:51:26,853 - pyskl - INFO - Epoch [100][1600/3405] lr: 6.371e-03, eta: 11:10:00, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9006, top5_acc: 0.9938, loss_cls: 2.2332, loss: 2.2332 +2024-09-21 20:51:49,241 - pyskl - INFO - Epoch [100][1700/3405] lr: 6.364e-03, eta: 11:09:36, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8769, top5_acc: 0.9819, loss_cls: 2.3107, loss: 2.3107 +2024-09-21 20:52:11,192 - pyskl - INFO - Epoch [100][1800/3405] lr: 6.357e-03, eta: 11:09:12, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.8938, top5_acc: 0.9906, loss_cls: 2.2663, loss: 2.2663 +2024-09-21 20:52:33,908 - pyskl - INFO - Epoch [100][1900/3405] lr: 6.351e-03, eta: 11:08:49, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.8900, top5_acc: 0.9894, loss_cls: 2.2690, loss: 2.2690 +2024-09-21 20:52:56,315 - pyskl - INFO - Epoch [100][2000/3405] lr: 6.344e-03, eta: 11:08:25, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8856, top5_acc: 0.9894, loss_cls: 2.2800, loss: 2.2800 +2024-09-21 20:53:19,179 - pyskl - INFO - Epoch [100][2100/3405] lr: 6.337e-03, eta: 11:08:01, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.8688, top5_acc: 0.9888, loss_cls: 2.3196, loss: 2.3196 +2024-09-21 20:53:41,600 - pyskl - INFO - Epoch [100][2200/3405] lr: 6.330e-03, eta: 11:07:37, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8819, top5_acc: 0.9850, loss_cls: 2.3117, loss: 2.3117 +2024-09-21 20:54:03,871 - pyskl - INFO - Epoch [100][2300/3405] lr: 6.324e-03, eta: 11:07:13, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8906, top5_acc: 0.9869, loss_cls: 2.2730, loss: 2.2730 +2024-09-21 20:54:25,925 - pyskl - INFO - Epoch [100][2400/3405] lr: 6.317e-03, eta: 11:06:49, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.9125, top5_acc: 0.9919, loss_cls: 2.2142, loss: 2.2142 +2024-09-21 20:54:48,460 - pyskl - INFO - Epoch [100][2500/3405] lr: 6.310e-03, eta: 11:06:26, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8994, top5_acc: 0.9894, loss_cls: 2.2522, loss: 2.2522 +2024-09-21 20:55:10,705 - pyskl - INFO - Epoch [100][2600/3405] lr: 6.304e-03, eta: 11:06:02, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.9044, top5_acc: 0.9938, loss_cls: 2.2256, loss: 2.2256 +2024-09-21 20:55:32,772 - pyskl - INFO - Epoch [100][2700/3405] lr: 6.297e-03, eta: 11:05:38, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.8912, top5_acc: 0.9894, loss_cls: 2.2746, loss: 2.2746 +2024-09-21 20:55:54,911 - pyskl - INFO - Epoch [100][2800/3405] lr: 6.290e-03, eta: 11:05:14, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.8862, top5_acc: 0.9894, loss_cls: 2.2782, loss: 2.2782 +2024-09-21 20:56:17,086 - pyskl - INFO - Epoch [100][2900/3405] lr: 6.284e-03, eta: 11:04:50, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8944, top5_acc: 0.9900, loss_cls: 2.2600, loss: 2.2600 +2024-09-21 20:56:39,384 - pyskl - INFO - Epoch [100][3000/3405] lr: 6.277e-03, eta: 11:04:26, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8869, top5_acc: 0.9900, loss_cls: 2.2494, loss: 2.2494 +2024-09-21 20:57:01,566 - pyskl - INFO - Epoch [100][3100/3405] lr: 6.270e-03, eta: 11:04:02, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8844, top5_acc: 0.9906, loss_cls: 2.2825, loss: 2.2825 +2024-09-21 20:57:23,957 - pyskl - INFO - Epoch [100][3200/3405] lr: 6.264e-03, eta: 11:03:38, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8781, top5_acc: 0.9869, loss_cls: 2.3098, loss: 2.3098 +2024-09-21 20:57:46,897 - pyskl - INFO - Epoch [100][3300/3405] lr: 6.257e-03, eta: 11:03:14, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.8850, top5_acc: 0.9894, loss_cls: 2.3049, loss: 2.3049 +2024-09-21 20:58:09,992 - pyskl - INFO - Epoch [100][3400/3405] lr: 6.250e-03, eta: 11:02:51, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.8994, top5_acc: 0.9894, loss_cls: 2.2711, loss: 2.2711 +2024-09-21 20:58:12,379 - pyskl - INFO - Saving checkpoint at 100 epochs +2024-09-21 21:01:59,045 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-21 21:01:59,590 - pyskl - INFO - +top1_acc 0.8326 +top5_acc 0.9671 +2024-09-21 21:01:59,596 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/j_2/best_top1_acc_epoch_91.pth was removed +2024-09-21 21:01:59,750 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_100.pth. +2024-09-21 21:01:59,751 - pyskl - INFO - Best top1_acc is 0.8326 at 100 epoch. +2024-09-21 21:01:59,769 - pyskl - INFO - Epoch(val) [100][3718] top1_acc: 0.8326, top5_acc: 0.9671 +2024-09-21 21:02:52,531 - pyskl - INFO - Epoch [101][100/3405] lr: 6.243e-03, eta: 11:02:41, time: 0.528, data_time: 0.305, memory: 5251, top1_acc: 0.9144, top5_acc: 0.9938, loss_cls: 2.1990, loss: 2.1990 +2024-09-21 21:03:14,820 - pyskl - INFO - Epoch [101][200/3405] lr: 6.237e-03, eta: 11:02:17, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9150, top5_acc: 0.9944, loss_cls: 2.2109, loss: 2.2109 +2024-09-21 21:03:36,553 - pyskl - INFO - Epoch [101][300/3405] lr: 6.230e-03, eta: 11:01:52, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.9150, top5_acc: 0.9944, loss_cls: 2.1856, loss: 2.1856 +2024-09-21 21:03:59,168 - pyskl - INFO - Epoch [101][400/3405] lr: 6.223e-03, eta: 11:01:29, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8931, top5_acc: 0.9894, loss_cls: 2.2561, loss: 2.2561 +2024-09-21 21:04:22,474 - pyskl - INFO - Epoch [101][500/3405] lr: 6.217e-03, eta: 11:01:05, time: 0.233, data_time: 0.000, memory: 5251, top1_acc: 0.9163, top5_acc: 0.9906, loss_cls: 2.2151, loss: 2.2151 +2024-09-21 21:04:44,769 - pyskl - INFO - Epoch [101][600/3405] lr: 6.210e-03, eta: 11:00:41, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9062, top5_acc: 0.9919, loss_cls: 2.2288, loss: 2.2288 +2024-09-21 21:05:06,839 - pyskl - INFO - Epoch [101][700/3405] lr: 6.204e-03, eta: 11:00:17, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.8912, top5_acc: 0.9919, loss_cls: 2.2430, loss: 2.2430 +2024-09-21 21:05:29,625 - pyskl - INFO - Epoch [101][800/3405] lr: 6.197e-03, eta: 10:59:54, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.9075, top5_acc: 0.9906, loss_cls: 2.2339, loss: 2.2339 +2024-09-21 21:05:51,080 - pyskl - INFO - Epoch [101][900/3405] lr: 6.190e-03, eta: 10:59:29, time: 0.215, data_time: 0.000, memory: 5251, top1_acc: 0.9119, top5_acc: 0.9969, loss_cls: 2.1910, loss: 2.1910 +2024-09-21 21:06:12,876 - pyskl - INFO - Epoch [101][1000/3405] lr: 6.184e-03, eta: 10:59:05, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.9056, top5_acc: 0.9944, loss_cls: 2.2243, loss: 2.2243 +2024-09-21 21:06:34,876 - pyskl - INFO - Epoch [101][1100/3405] lr: 6.177e-03, eta: 10:58:41, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.9012, top5_acc: 0.9906, loss_cls: 2.2464, loss: 2.2464 +2024-09-21 21:06:58,112 - pyskl - INFO - Epoch [101][1200/3405] lr: 6.170e-03, eta: 10:58:18, time: 0.232, data_time: 0.000, memory: 5251, top1_acc: 0.8881, top5_acc: 0.9831, loss_cls: 2.2811, loss: 2.2811 +2024-09-21 21:07:20,162 - pyskl - INFO - Epoch [101][1300/3405] lr: 6.164e-03, eta: 10:57:54, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.8956, top5_acc: 0.9881, loss_cls: 2.2498, loss: 2.2498 +2024-09-21 21:07:41,988 - pyskl - INFO - Epoch [101][1400/3405] lr: 6.157e-03, eta: 10:57:30, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.9019, top5_acc: 0.9931, loss_cls: 2.2415, loss: 2.2415 +2024-09-21 21:08:04,304 - pyskl - INFO - Epoch [101][1500/3405] lr: 6.150e-03, eta: 10:57:06, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8962, top5_acc: 0.9925, loss_cls: 2.2357, loss: 2.2357 +2024-09-21 21:08:26,675 - pyskl - INFO - Epoch [101][1600/3405] lr: 6.144e-03, eta: 10:56:42, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8994, top5_acc: 0.9944, loss_cls: 2.2354, loss: 2.2354 +2024-09-21 21:08:48,669 - pyskl - INFO - Epoch [101][1700/3405] lr: 6.137e-03, eta: 10:56:18, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.8950, top5_acc: 0.9931, loss_cls: 2.2556, loss: 2.2556 +2024-09-21 21:09:10,203 - pyskl - INFO - Epoch [101][1800/3405] lr: 6.131e-03, eta: 10:55:54, time: 0.215, data_time: 0.000, memory: 5251, top1_acc: 0.8800, top5_acc: 0.9881, loss_cls: 2.2948, loss: 2.2948 +2024-09-21 21:09:32,919 - pyskl - INFO - Epoch [101][1900/3405] lr: 6.124e-03, eta: 10:55:30, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.8888, top5_acc: 0.9875, loss_cls: 2.2666, loss: 2.2666 +2024-09-21 21:09:55,722 - pyskl - INFO - Epoch [101][2000/3405] lr: 6.117e-03, eta: 10:55:06, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.8931, top5_acc: 0.9900, loss_cls: 2.2500, loss: 2.2500 +2024-09-21 21:10:18,452 - pyskl - INFO - Epoch [101][2100/3405] lr: 6.111e-03, eta: 10:54:43, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.8894, top5_acc: 0.9862, loss_cls: 2.2893, loss: 2.2893 +2024-09-21 21:10:40,898 - pyskl - INFO - Epoch [101][2200/3405] lr: 6.104e-03, eta: 10:54:19, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8888, top5_acc: 0.9825, loss_cls: 2.2886, loss: 2.2886 +2024-09-21 21:11:02,989 - pyskl - INFO - Epoch [101][2300/3405] lr: 6.098e-03, eta: 10:53:55, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.9044, top5_acc: 0.9906, loss_cls: 2.2385, loss: 2.2385 +2024-09-21 21:11:24,308 - pyskl - INFO - Epoch [101][2400/3405] lr: 6.091e-03, eta: 10:53:31, time: 0.213, data_time: 0.000, memory: 5251, top1_acc: 0.8738, top5_acc: 0.9906, loss_cls: 2.2760, loss: 2.2760 +2024-09-21 21:11:45,808 - pyskl - INFO - Epoch [101][2500/3405] lr: 6.084e-03, eta: 10:53:06, time: 0.215, data_time: 0.000, memory: 5251, top1_acc: 0.8931, top5_acc: 0.9925, loss_cls: 2.2415, loss: 2.2415 +2024-09-21 21:12:07,923 - pyskl - INFO - Epoch [101][2600/3405] lr: 6.078e-03, eta: 10:52:42, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.8875, top5_acc: 0.9881, loss_cls: 2.2559, loss: 2.2559 +2024-09-21 21:12:29,960 - pyskl - INFO - Epoch [101][2700/3405] lr: 6.071e-03, eta: 10:52:18, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.8950, top5_acc: 0.9919, loss_cls: 2.2487, loss: 2.2487 +2024-09-21 21:12:52,230 - pyskl - INFO - Epoch [101][2800/3405] lr: 6.065e-03, eta: 10:51:54, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8994, top5_acc: 0.9869, loss_cls: 2.2518, loss: 2.2518 +2024-09-21 21:13:14,427 - pyskl - INFO - Epoch [101][2900/3405] lr: 6.058e-03, eta: 10:51:30, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.9038, top5_acc: 0.9919, loss_cls: 2.2320, loss: 2.2320 +2024-09-21 21:13:36,440 - pyskl - INFO - Epoch [101][3000/3405] lr: 6.051e-03, eta: 10:51:06, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.8975, top5_acc: 0.9912, loss_cls: 2.2549, loss: 2.2549 +2024-09-21 21:13:58,753 - pyskl - INFO - Epoch [101][3100/3405] lr: 6.045e-03, eta: 10:50:43, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8981, top5_acc: 0.9862, loss_cls: 2.2642, loss: 2.2642 +2024-09-21 21:14:21,317 - pyskl - INFO - Epoch [101][3200/3405] lr: 6.038e-03, eta: 10:50:19, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.8844, top5_acc: 0.9962, loss_cls: 2.2725, loss: 2.2725 +2024-09-21 21:14:43,553 - pyskl - INFO - Epoch [101][3300/3405] lr: 6.032e-03, eta: 10:49:55, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8925, top5_acc: 0.9919, loss_cls: 2.2512, loss: 2.2512 +2024-09-21 21:15:05,518 - pyskl - INFO - Epoch [101][3400/3405] lr: 6.025e-03, eta: 10:49:31, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.8956, top5_acc: 0.9938, loss_cls: 2.2564, loss: 2.2564 +2024-09-21 21:15:07,611 - pyskl - INFO - Saving checkpoint at 101 epochs +2024-09-21 21:18:55,466 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-21 21:18:55,996 - pyskl - INFO - +top1_acc 0.8353 +top5_acc 0.9659 +2024-09-21 21:18:56,001 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/j_2/best_top1_acc_epoch_100.pth was removed +2024-09-21 21:18:56,152 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_101.pth. +2024-09-21 21:18:56,153 - pyskl - INFO - Best top1_acc is 0.8353 at 101 epoch. +2024-09-21 21:18:56,171 - pyskl - INFO - Epoch(val) [101][3718] top1_acc: 0.8353, top5_acc: 0.9659 +2024-09-21 21:19:45,448 - pyskl - INFO - Epoch [102][100/3405] lr: 6.018e-03, eta: 10:49:18, time: 0.493, data_time: 0.265, memory: 5251, top1_acc: 0.9025, top5_acc: 0.9931, loss_cls: 2.2282, loss: 2.2282 +2024-09-21 21:20:07,343 - pyskl - INFO - Epoch [102][200/3405] lr: 6.012e-03, eta: 10:48:54, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.9125, top5_acc: 0.9938, loss_cls: 2.1956, loss: 2.1956 +2024-09-21 21:20:28,694 - pyskl - INFO - Epoch [102][300/3405] lr: 6.005e-03, eta: 10:48:30, time: 0.213, data_time: 0.000, memory: 5251, top1_acc: 0.9194, top5_acc: 0.9919, loss_cls: 2.1863, loss: 2.1863 +2024-09-21 21:20:50,504 - pyskl - INFO - Epoch [102][400/3405] lr: 5.998e-03, eta: 10:48:06, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.9206, top5_acc: 0.9894, loss_cls: 2.1926, loss: 2.1926 +2024-09-21 21:21:12,440 - pyskl - INFO - Epoch [102][500/3405] lr: 5.992e-03, eta: 10:47:42, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.9163, top5_acc: 0.9925, loss_cls: 2.2182, loss: 2.2182 +2024-09-21 21:21:34,352 - pyskl - INFO - Epoch [102][600/3405] lr: 5.985e-03, eta: 10:47:18, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.9200, top5_acc: 0.9931, loss_cls: 2.1963, loss: 2.1963 +2024-09-21 21:21:56,713 - pyskl - INFO - Epoch [102][700/3405] lr: 5.979e-03, eta: 10:46:54, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.9094, top5_acc: 0.9944, loss_cls: 2.2062, loss: 2.2062 +2024-09-21 21:22:18,720 - pyskl - INFO - Epoch [102][800/3405] lr: 5.972e-03, eta: 10:46:30, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.9125, top5_acc: 0.9969, loss_cls: 2.1743, loss: 2.1743 +2024-09-21 21:22:41,800 - pyskl - INFO - Epoch [102][900/3405] lr: 5.966e-03, eta: 10:46:06, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.8938, top5_acc: 0.9869, loss_cls: 2.2607, loss: 2.2607 +2024-09-21 21:23:04,268 - pyskl - INFO - Epoch [102][1000/3405] lr: 5.959e-03, eta: 10:45:43, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8988, top5_acc: 0.9862, loss_cls: 2.2564, loss: 2.2564 +2024-09-21 21:23:26,911 - pyskl - INFO - Epoch [102][1100/3405] lr: 5.953e-03, eta: 10:45:19, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.9131, top5_acc: 0.9925, loss_cls: 2.1994, loss: 2.1994 +2024-09-21 21:23:49,206 - pyskl - INFO - Epoch [102][1200/3405] lr: 5.946e-03, eta: 10:44:55, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9113, top5_acc: 0.9919, loss_cls: 2.2082, loss: 2.2082 +2024-09-21 21:24:11,122 - pyskl - INFO - Epoch [102][1300/3405] lr: 5.939e-03, eta: 10:44:31, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.9069, top5_acc: 0.9956, loss_cls: 2.1999, loss: 2.1999 +2024-09-21 21:24:32,579 - pyskl - INFO - Epoch [102][1400/3405] lr: 5.933e-03, eta: 10:44:07, time: 0.215, data_time: 0.000, memory: 5251, top1_acc: 0.9175, top5_acc: 0.9956, loss_cls: 2.2045, loss: 2.2045 +2024-09-21 21:24:55,041 - pyskl - INFO - Epoch [102][1500/3405] lr: 5.926e-03, eta: 10:43:43, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.9075, top5_acc: 0.9931, loss_cls: 2.2188, loss: 2.2188 +2024-09-21 21:25:17,090 - pyskl - INFO - Epoch [102][1600/3405] lr: 5.920e-03, eta: 10:43:19, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.8931, top5_acc: 0.9888, loss_cls: 2.2515, loss: 2.2515 +2024-09-21 21:25:39,487 - pyskl - INFO - Epoch [102][1700/3405] lr: 5.913e-03, eta: 10:42:55, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8825, top5_acc: 0.9938, loss_cls: 2.2669, loss: 2.2669 +2024-09-21 21:26:01,311 - pyskl - INFO - Epoch [102][1800/3405] lr: 5.907e-03, eta: 10:42:31, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.9081, top5_acc: 0.9906, loss_cls: 2.2101, loss: 2.2101 +2024-09-21 21:26:23,254 - pyskl - INFO - Epoch [102][1900/3405] lr: 5.900e-03, eta: 10:42:07, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.9038, top5_acc: 0.9856, loss_cls: 2.2387, loss: 2.2387 +2024-09-21 21:26:45,636 - pyskl - INFO - Epoch [102][2000/3405] lr: 5.894e-03, eta: 10:41:43, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8838, top5_acc: 0.9919, loss_cls: 2.2854, loss: 2.2854 +2024-09-21 21:27:07,790 - pyskl - INFO - Epoch [102][2100/3405] lr: 5.887e-03, eta: 10:41:19, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8969, top5_acc: 0.9919, loss_cls: 2.2384, loss: 2.2384 +2024-09-21 21:27:29,362 - pyskl - INFO - Epoch [102][2200/3405] lr: 5.881e-03, eta: 10:40:55, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.9056, top5_acc: 0.9931, loss_cls: 2.2364, loss: 2.2364 +2024-09-21 21:27:51,480 - pyskl - INFO - Epoch [102][2300/3405] lr: 5.874e-03, eta: 10:40:31, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.9012, top5_acc: 0.9931, loss_cls: 2.2392, loss: 2.2392 +2024-09-21 21:28:13,936 - pyskl - INFO - Epoch [102][2400/3405] lr: 5.868e-03, eta: 10:40:07, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8981, top5_acc: 0.9912, loss_cls: 2.2440, loss: 2.2440 +2024-09-21 21:28:36,372 - pyskl - INFO - Epoch [102][2500/3405] lr: 5.861e-03, eta: 10:39:43, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.9000, top5_acc: 0.9925, loss_cls: 2.2374, loss: 2.2374 +2024-09-21 21:28:58,064 - pyskl - INFO - Epoch [102][2600/3405] lr: 5.855e-03, eta: 10:39:19, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.8875, top5_acc: 0.9875, loss_cls: 2.2859, loss: 2.2859 +2024-09-21 21:29:20,800 - pyskl - INFO - Epoch [102][2700/3405] lr: 5.848e-03, eta: 10:38:56, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.8912, top5_acc: 0.9856, loss_cls: 2.2683, loss: 2.2683 +2024-09-21 21:29:43,201 - pyskl - INFO - Epoch [102][2800/3405] lr: 5.842e-03, eta: 10:38:32, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8906, top5_acc: 0.9912, loss_cls: 2.2735, loss: 2.2735 +2024-09-21 21:30:05,623 - pyskl - INFO - Epoch [102][2900/3405] lr: 5.835e-03, eta: 10:38:08, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8950, top5_acc: 0.9925, loss_cls: 2.2438, loss: 2.2438 +2024-09-21 21:30:27,671 - pyskl - INFO - Epoch [102][3000/3405] lr: 5.829e-03, eta: 10:37:44, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.8912, top5_acc: 0.9944, loss_cls: 2.2487, loss: 2.2487 +2024-09-21 21:30:49,581 - pyskl - INFO - Epoch [102][3100/3405] lr: 5.822e-03, eta: 10:37:20, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.8769, top5_acc: 0.9894, loss_cls: 2.2855, loss: 2.2855 +2024-09-21 21:31:11,519 - pyskl - INFO - Epoch [102][3200/3405] lr: 5.816e-03, eta: 10:36:56, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.8925, top5_acc: 0.9906, loss_cls: 2.2556, loss: 2.2556 +2024-09-21 21:31:33,850 - pyskl - INFO - Epoch [102][3300/3405] lr: 5.809e-03, eta: 10:36:32, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9012, top5_acc: 0.9938, loss_cls: 2.2319, loss: 2.2319 +2024-09-21 21:31:55,860 - pyskl - INFO - Epoch [102][3400/3405] lr: 5.803e-03, eta: 10:36:08, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.8888, top5_acc: 0.9888, loss_cls: 2.2707, loss: 2.2707 +2024-09-21 21:31:57,528 - pyskl - INFO - Saving checkpoint at 102 epochs +2024-09-21 21:35:44,033 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-21 21:35:44,815 - pyskl - INFO - +top1_acc 0.8256 +top5_acc 0.9650 +2024-09-21 21:35:44,835 - pyskl - INFO - Epoch(val) [102][3718] top1_acc: 0.8256, top5_acc: 0.9650 +2024-09-21 21:36:32,643 - pyskl - INFO - Epoch [103][100/3405] lr: 5.796e-03, eta: 10:35:55, time: 0.478, data_time: 0.254, memory: 5251, top1_acc: 0.9169, top5_acc: 0.9938, loss_cls: 2.1879, loss: 2.1879 +2024-09-21 21:36:54,676 - pyskl - INFO - Epoch [103][200/3405] lr: 5.789e-03, eta: 10:35:31, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.8975, top5_acc: 0.9938, loss_cls: 2.2273, loss: 2.2273 +2024-09-21 21:37:16,505 - pyskl - INFO - Epoch [103][300/3405] lr: 5.783e-03, eta: 10:35:07, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.9194, top5_acc: 0.9962, loss_cls: 2.1885, loss: 2.1885 +2024-09-21 21:37:38,128 - pyskl - INFO - Epoch [103][400/3405] lr: 5.776e-03, eta: 10:34:42, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.9113, top5_acc: 0.9912, loss_cls: 2.2109, loss: 2.2109 +2024-09-21 21:37:59,901 - pyskl - INFO - Epoch [103][500/3405] lr: 5.770e-03, eta: 10:34:18, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.9119, top5_acc: 0.9906, loss_cls: 2.2192, loss: 2.2192 +2024-09-21 21:38:21,490 - pyskl - INFO - Epoch [103][600/3405] lr: 5.763e-03, eta: 10:33:54, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.9137, top5_acc: 0.9944, loss_cls: 2.1942, loss: 2.1942 +2024-09-21 21:38:43,429 - pyskl - INFO - Epoch [103][700/3405] lr: 5.757e-03, eta: 10:33:30, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.9006, top5_acc: 0.9931, loss_cls: 2.2479, loss: 2.2479 +2024-09-21 21:39:05,617 - pyskl - INFO - Epoch [103][800/3405] lr: 5.750e-03, eta: 10:33:06, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.9000, top5_acc: 0.9900, loss_cls: 2.2364, loss: 2.2364 +2024-09-21 21:39:27,330 - pyskl - INFO - Epoch [103][900/3405] lr: 5.744e-03, eta: 10:32:42, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.9044, top5_acc: 0.9938, loss_cls: 2.2323, loss: 2.2323 +2024-09-21 21:39:49,760 - pyskl - INFO - Epoch [103][1000/3405] lr: 5.737e-03, eta: 10:32:18, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.9144, top5_acc: 0.9950, loss_cls: 2.2109, loss: 2.2109 +2024-09-21 21:40:12,292 - pyskl - INFO - Epoch [103][1100/3405] lr: 5.731e-03, eta: 10:31:55, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.9163, top5_acc: 0.9906, loss_cls: 2.1937, loss: 2.1937 +2024-09-21 21:40:34,156 - pyskl - INFO - Epoch [103][1200/3405] lr: 5.725e-03, eta: 10:31:30, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.9100, top5_acc: 0.9931, loss_cls: 2.2111, loss: 2.2111 +2024-09-21 21:40:56,356 - pyskl - INFO - Epoch [103][1300/3405] lr: 5.718e-03, eta: 10:31:07, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.9106, top5_acc: 0.9931, loss_cls: 2.2221, loss: 2.2221 +2024-09-21 21:41:18,182 - pyskl - INFO - Epoch [103][1400/3405] lr: 5.712e-03, eta: 10:30:43, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.9025, top5_acc: 0.9944, loss_cls: 2.2202, loss: 2.2202 +2024-09-21 21:41:40,013 - pyskl - INFO - Epoch [103][1500/3405] lr: 5.705e-03, eta: 10:30:18, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.8994, top5_acc: 0.9931, loss_cls: 2.2393, loss: 2.2393 +2024-09-21 21:42:01,599 - pyskl - INFO - Epoch [103][1600/3405] lr: 5.699e-03, eta: 10:29:54, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.8994, top5_acc: 0.9906, loss_cls: 2.2402, loss: 2.2402 +2024-09-21 21:42:23,392 - pyskl - INFO - Epoch [103][1700/3405] lr: 5.692e-03, eta: 10:29:30, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.9069, top5_acc: 0.9906, loss_cls: 2.2207, loss: 2.2207 +2024-09-21 21:42:45,253 - pyskl - INFO - Epoch [103][1800/3405] lr: 5.686e-03, eta: 10:29:06, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.9056, top5_acc: 0.9931, loss_cls: 2.2375, loss: 2.2375 +2024-09-21 21:43:07,684 - pyskl - INFO - Epoch [103][1900/3405] lr: 5.679e-03, eta: 10:28:42, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.9062, top5_acc: 0.9919, loss_cls: 2.1955, loss: 2.1955 +2024-09-21 21:43:30,090 - pyskl - INFO - Epoch [103][2000/3405] lr: 5.673e-03, eta: 10:28:19, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.8975, top5_acc: 0.9944, loss_cls: 2.2229, loss: 2.2229 +2024-09-21 21:43:51,881 - pyskl - INFO - Epoch [103][2100/3405] lr: 5.666e-03, eta: 10:27:55, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.8912, top5_acc: 0.9881, loss_cls: 2.2741, loss: 2.2741 +2024-09-21 21:44:14,398 - pyskl - INFO - Epoch [103][2200/3405] lr: 5.660e-03, eta: 10:27:31, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.9000, top5_acc: 0.9912, loss_cls: 2.2325, loss: 2.2325 +2024-09-21 21:44:36,613 - pyskl - INFO - Epoch [103][2300/3405] lr: 5.654e-03, eta: 10:27:07, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8906, top5_acc: 0.9931, loss_cls: 2.2446, loss: 2.2446 +2024-09-21 21:44:58,885 - pyskl - INFO - Epoch [103][2400/3405] lr: 5.647e-03, eta: 10:26:43, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9175, top5_acc: 0.9962, loss_cls: 2.1912, loss: 2.1912 +2024-09-21 21:45:20,726 - pyskl - INFO - Epoch [103][2500/3405] lr: 5.641e-03, eta: 10:26:19, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.9100, top5_acc: 0.9931, loss_cls: 2.2120, loss: 2.2120 +2024-09-21 21:45:42,809 - pyskl - INFO - Epoch [103][2600/3405] lr: 5.634e-03, eta: 10:25:55, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.8994, top5_acc: 0.9925, loss_cls: 2.2339, loss: 2.2339 +2024-09-21 21:46:05,037 - pyskl - INFO - Epoch [103][2700/3405] lr: 5.628e-03, eta: 10:25:31, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8919, top5_acc: 0.9931, loss_cls: 2.2579, loss: 2.2579 +2024-09-21 21:46:27,252 - pyskl - INFO - Epoch [103][2800/3405] lr: 5.621e-03, eta: 10:25:07, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.8894, top5_acc: 0.9931, loss_cls: 2.2445, loss: 2.2445 +2024-09-21 21:46:49,482 - pyskl - INFO - Epoch [103][2900/3405] lr: 5.615e-03, eta: 10:24:43, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.9006, top5_acc: 0.9906, loss_cls: 2.2370, loss: 2.2370 +2024-09-21 21:47:11,620 - pyskl - INFO - Epoch [103][3000/3405] lr: 5.609e-03, eta: 10:24:20, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.8925, top5_acc: 0.9912, loss_cls: 2.2510, loss: 2.2510 +2024-09-21 21:47:34,292 - pyskl - INFO - Epoch [103][3100/3405] lr: 5.602e-03, eta: 10:23:56, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.8981, top5_acc: 0.9931, loss_cls: 2.2445, loss: 2.2445 +2024-09-21 21:47:57,173 - pyskl - INFO - Epoch [103][3200/3405] lr: 5.596e-03, eta: 10:23:32, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.8888, top5_acc: 0.9881, loss_cls: 2.2739, loss: 2.2739 +2024-09-21 21:48:19,950 - pyskl - INFO - Epoch [103][3300/3405] lr: 5.589e-03, eta: 10:23:09, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.9075, top5_acc: 0.9944, loss_cls: 2.2035, loss: 2.2035 +2024-09-21 21:48:42,715 - pyskl - INFO - Epoch [103][3400/3405] lr: 5.583e-03, eta: 10:22:45, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.8938, top5_acc: 0.9900, loss_cls: 2.2519, loss: 2.2519 +2024-09-21 21:48:44,448 - pyskl - INFO - Saving checkpoint at 103 epochs +2024-09-21 21:52:30,824 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-21 21:52:31,365 - pyskl - INFO - +top1_acc 0.8110 +top5_acc 0.9623 +2024-09-21 21:52:31,386 - pyskl - INFO - Epoch(val) [103][3718] top1_acc: 0.8110, top5_acc: 0.9623 +2024-09-21 21:53:20,201 - pyskl - INFO - Epoch [104][100/3405] lr: 5.576e-03, eta: 10:22:32, time: 0.488, data_time: 0.271, memory: 5251, top1_acc: 0.9069, top5_acc: 0.9925, loss_cls: 2.2155, loss: 2.2155 +2024-09-21 21:53:42,415 - pyskl - INFO - Epoch [104][200/3405] lr: 5.570e-03, eta: 10:22:08, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.9106, top5_acc: 0.9950, loss_cls: 2.2007, loss: 2.2007 +2024-09-21 21:54:04,764 - pyskl - INFO - Epoch [104][300/3405] lr: 5.563e-03, eta: 10:21:44, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9244, top5_acc: 0.9919, loss_cls: 2.1739, loss: 2.1739 +2024-09-21 21:54:27,659 - pyskl - INFO - Epoch [104][400/3405] lr: 5.557e-03, eta: 10:21:20, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.9263, top5_acc: 0.9956, loss_cls: 2.1721, loss: 2.1721 +2024-09-21 21:54:50,961 - pyskl - INFO - Epoch [104][500/3405] lr: 5.551e-03, eta: 10:20:57, time: 0.233, data_time: 0.000, memory: 5251, top1_acc: 0.9225, top5_acc: 0.9969, loss_cls: 2.1986, loss: 2.1986 +2024-09-21 21:55:13,048 - pyskl - INFO - Epoch [104][600/3405] lr: 5.544e-03, eta: 10:20:33, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.9169, top5_acc: 0.9950, loss_cls: 2.1885, loss: 2.1885 +2024-09-21 21:55:35,388 - pyskl - INFO - Epoch [104][700/3405] lr: 5.538e-03, eta: 10:20:09, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9156, top5_acc: 0.9956, loss_cls: 2.2060, loss: 2.2060 +2024-09-21 21:55:57,810 - pyskl - INFO - Epoch [104][800/3405] lr: 5.532e-03, eta: 10:19:46, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.9219, top5_acc: 0.9956, loss_cls: 2.1745, loss: 2.1745 +2024-09-21 21:56:21,121 - pyskl - INFO - Epoch [104][900/3405] lr: 5.525e-03, eta: 10:19:22, time: 0.233, data_time: 0.000, memory: 5251, top1_acc: 0.9156, top5_acc: 0.9912, loss_cls: 2.1946, loss: 2.1946 +2024-09-21 21:56:43,563 - pyskl - INFO - Epoch [104][1000/3405] lr: 5.519e-03, eta: 10:18:58, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.9231, top5_acc: 0.9944, loss_cls: 2.1997, loss: 2.1997 +2024-09-21 21:57:05,595 - pyskl - INFO - Epoch [104][1100/3405] lr: 5.512e-03, eta: 10:18:34, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.9038, top5_acc: 0.9938, loss_cls: 2.2219, loss: 2.2219 +2024-09-21 21:57:28,284 - pyskl - INFO - Epoch [104][1200/3405] lr: 5.506e-03, eta: 10:18:11, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.9137, top5_acc: 0.9931, loss_cls: 2.2170, loss: 2.2170 +2024-09-21 21:57:50,879 - pyskl - INFO - Epoch [104][1300/3405] lr: 5.500e-03, eta: 10:17:47, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.9075, top5_acc: 0.9944, loss_cls: 2.2026, loss: 2.2026 +2024-09-21 21:58:13,157 - pyskl - INFO - Epoch [104][1400/3405] lr: 5.493e-03, eta: 10:17:23, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9050, top5_acc: 0.9950, loss_cls: 2.2188, loss: 2.2188 +2024-09-21 21:58:35,818 - pyskl - INFO - Epoch [104][1500/3405] lr: 5.487e-03, eta: 10:17:00, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.9087, top5_acc: 0.9950, loss_cls: 2.1992, loss: 2.1992 +2024-09-21 21:58:57,862 - pyskl - INFO - Epoch [104][1600/3405] lr: 5.481e-03, eta: 10:16:36, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.9087, top5_acc: 0.9931, loss_cls: 2.2178, loss: 2.2178 +2024-09-21 21:59:19,750 - pyskl - INFO - Epoch [104][1700/3405] lr: 5.474e-03, eta: 10:16:12, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.9137, top5_acc: 0.9919, loss_cls: 2.2194, loss: 2.2194 +2024-09-21 21:59:42,329 - pyskl - INFO - Epoch [104][1800/3405] lr: 5.468e-03, eta: 10:15:48, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.9194, top5_acc: 0.9925, loss_cls: 2.1885, loss: 2.1885 +2024-09-21 22:00:04,383 - pyskl - INFO - Epoch [104][1900/3405] lr: 5.461e-03, eta: 10:15:24, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.9244, top5_acc: 0.9969, loss_cls: 2.1883, loss: 2.1883 +2024-09-21 22:00:26,808 - pyskl - INFO - Epoch [104][2000/3405] lr: 5.455e-03, eta: 10:15:00, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.9019, top5_acc: 0.9950, loss_cls: 2.2311, loss: 2.2311 +2024-09-21 22:00:49,291 - pyskl - INFO - Epoch [104][2100/3405] lr: 5.449e-03, eta: 10:14:37, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.8988, top5_acc: 0.9900, loss_cls: 2.2495, loss: 2.2495 +2024-09-21 22:01:11,738 - pyskl - INFO - Epoch [104][2200/3405] lr: 5.442e-03, eta: 10:14:13, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.9006, top5_acc: 0.9875, loss_cls: 2.2554, loss: 2.2554 +2024-09-21 22:01:33,442 - pyskl - INFO - Epoch [104][2300/3405] lr: 5.436e-03, eta: 10:13:49, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.8906, top5_acc: 0.9881, loss_cls: 2.2569, loss: 2.2569 +2024-09-21 22:01:55,706 - pyskl - INFO - Epoch [104][2400/3405] lr: 5.430e-03, eta: 10:13:25, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9050, top5_acc: 0.9944, loss_cls: 2.2108, loss: 2.2108 +2024-09-21 22:02:17,734 - pyskl - INFO - Epoch [104][2500/3405] lr: 5.423e-03, eta: 10:13:01, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.8975, top5_acc: 0.9944, loss_cls: 2.2408, loss: 2.2408 +2024-09-21 22:02:40,176 - pyskl - INFO - Epoch [104][2600/3405] lr: 5.417e-03, eta: 10:12:37, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.9006, top5_acc: 0.9912, loss_cls: 2.2428, loss: 2.2428 +2024-09-21 22:03:02,710 - pyskl - INFO - Epoch [104][2700/3405] lr: 5.411e-03, eta: 10:12:13, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.9031, top5_acc: 0.9931, loss_cls: 2.2224, loss: 2.2224 +2024-09-21 22:03:25,442 - pyskl - INFO - Epoch [104][2800/3405] lr: 5.404e-03, eta: 10:11:50, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.9094, top5_acc: 0.9894, loss_cls: 2.2394, loss: 2.2394 +2024-09-21 22:03:48,256 - pyskl - INFO - Epoch [104][2900/3405] lr: 5.398e-03, eta: 10:11:26, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.9094, top5_acc: 0.9950, loss_cls: 2.2067, loss: 2.2067 +2024-09-21 22:04:10,258 - pyskl - INFO - Epoch [104][3000/3405] lr: 5.392e-03, eta: 10:11:02, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.8925, top5_acc: 0.9900, loss_cls: 2.2547, loss: 2.2547 +2024-09-21 22:04:32,317 - pyskl - INFO - Epoch [104][3100/3405] lr: 5.385e-03, eta: 10:10:38, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.9106, top5_acc: 0.9925, loss_cls: 2.2309, loss: 2.2309 +2024-09-21 22:04:54,542 - pyskl - INFO - Epoch [104][3200/3405] lr: 5.379e-03, eta: 10:10:15, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.9125, top5_acc: 0.9906, loss_cls: 2.2269, loss: 2.2269 +2024-09-21 22:05:16,809 - pyskl - INFO - Epoch [104][3300/3405] lr: 5.373e-03, eta: 10:09:51, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9087, top5_acc: 0.9888, loss_cls: 2.2336, loss: 2.2336 +2024-09-21 22:05:39,104 - pyskl - INFO - Epoch [104][3400/3405] lr: 5.366e-03, eta: 10:09:27, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.8994, top5_acc: 0.9888, loss_cls: 2.2415, loss: 2.2415 +2024-09-21 22:05:41,043 - pyskl - INFO - Saving checkpoint at 104 epochs +2024-09-21 22:09:27,932 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-21 22:09:28,492 - pyskl - INFO - +top1_acc 0.8316 +top5_acc 0.9675 +2024-09-21 22:09:28,511 - pyskl - INFO - Epoch(val) [104][3718] top1_acc: 0.8316, top5_acc: 0.9675 +2024-09-21 22:10:16,939 - pyskl - INFO - Epoch [105][100/3405] lr: 5.360e-03, eta: 10:09:13, time: 0.484, data_time: 0.259, memory: 5251, top1_acc: 0.9181, top5_acc: 0.9988, loss_cls: 2.1871, loss: 2.1871 +2024-09-21 22:10:39,096 - pyskl - INFO - Epoch [105][200/3405] lr: 5.354e-03, eta: 10:08:49, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.9194, top5_acc: 0.9944, loss_cls: 2.1850, loss: 2.1850 +2024-09-21 22:11:01,880 - pyskl - INFO - Epoch [105][300/3405] lr: 5.347e-03, eta: 10:08:25, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.9156, top5_acc: 0.9975, loss_cls: 2.1868, loss: 2.1868 +2024-09-21 22:11:25,005 - pyskl - INFO - Epoch [105][400/3405] lr: 5.341e-03, eta: 10:08:02, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.9163, top5_acc: 0.9875, loss_cls: 2.2082, loss: 2.2082 +2024-09-21 22:11:47,268 - pyskl - INFO - Epoch [105][500/3405] lr: 5.335e-03, eta: 10:07:38, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9219, top5_acc: 0.9950, loss_cls: 2.1828, loss: 2.1828 +2024-09-21 22:12:09,434 - pyskl - INFO - Epoch [105][600/3405] lr: 5.328e-03, eta: 10:07:14, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.9169, top5_acc: 0.9938, loss_cls: 2.1886, loss: 2.1886 +2024-09-21 22:12:31,749 - pyskl - INFO - Epoch [105][700/3405] lr: 5.322e-03, eta: 10:06:51, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9187, top5_acc: 0.9944, loss_cls: 2.1833, loss: 2.1833 +2024-09-21 22:12:54,205 - pyskl - INFO - Epoch [105][800/3405] lr: 5.316e-03, eta: 10:06:27, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.9175, top5_acc: 0.9894, loss_cls: 2.2178, loss: 2.2178 +2024-09-21 22:13:17,104 - pyskl - INFO - Epoch [105][900/3405] lr: 5.309e-03, eta: 10:06:03, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.9244, top5_acc: 0.9962, loss_cls: 2.1785, loss: 2.1785 +2024-09-21 22:13:40,094 - pyskl - INFO - Epoch [105][1000/3405] lr: 5.303e-03, eta: 10:05:40, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.9269, top5_acc: 0.9956, loss_cls: 2.1668, loss: 2.1668 +2024-09-21 22:14:02,027 - pyskl - INFO - Epoch [105][1100/3405] lr: 5.297e-03, eta: 10:05:16, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.9237, top5_acc: 0.9950, loss_cls: 2.1695, loss: 2.1695 +2024-09-21 22:14:24,626 - pyskl - INFO - Epoch [105][1200/3405] lr: 5.291e-03, eta: 10:04:52, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.9137, top5_acc: 0.9912, loss_cls: 2.2243, loss: 2.2243 +2024-09-21 22:14:46,866 - pyskl - INFO - Epoch [105][1300/3405] lr: 5.284e-03, eta: 10:04:28, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.9250, top5_acc: 0.9962, loss_cls: 2.1714, loss: 2.1714 +2024-09-21 22:15:09,229 - pyskl - INFO - Epoch [105][1400/3405] lr: 5.278e-03, eta: 10:04:04, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.9069, top5_acc: 0.9944, loss_cls: 2.2213, loss: 2.2213 +2024-09-21 22:15:31,602 - pyskl - INFO - Epoch [105][1500/3405] lr: 5.272e-03, eta: 10:03:41, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.9137, top5_acc: 0.9919, loss_cls: 2.2118, loss: 2.2118 +2024-09-21 22:15:54,070 - pyskl - INFO - Epoch [105][1600/3405] lr: 5.265e-03, eta: 10:03:17, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.9081, top5_acc: 0.9944, loss_cls: 2.2034, loss: 2.2034 +2024-09-21 22:16:15,828 - pyskl - INFO - Epoch [105][1700/3405] lr: 5.259e-03, eta: 10:02:53, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.9219, top5_acc: 0.9950, loss_cls: 2.1696, loss: 2.1696 +2024-09-21 22:16:37,565 - pyskl - INFO - Epoch [105][1800/3405] lr: 5.253e-03, eta: 10:02:29, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.9075, top5_acc: 0.9912, loss_cls: 2.2188, loss: 2.2188 +2024-09-21 22:17:00,333 - pyskl - INFO - Epoch [105][1900/3405] lr: 5.247e-03, eta: 10:02:05, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.9187, top5_acc: 0.9962, loss_cls: 2.1715, loss: 2.1715 +2024-09-21 22:17:23,239 - pyskl - INFO - Epoch [105][2000/3405] lr: 5.240e-03, eta: 10:01:42, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.9038, top5_acc: 0.9956, loss_cls: 2.2187, loss: 2.2187 +2024-09-21 22:17:45,965 - pyskl - INFO - Epoch [105][2100/3405] lr: 5.234e-03, eta: 10:01:18, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.9175, top5_acc: 0.9938, loss_cls: 2.2079, loss: 2.2079 +2024-09-21 22:18:08,545 - pyskl - INFO - Epoch [105][2200/3405] lr: 5.228e-03, eta: 10:00:54, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.9012, top5_acc: 0.9925, loss_cls: 2.2154, loss: 2.2154 +2024-09-21 22:18:31,321 - pyskl - INFO - Epoch [105][2300/3405] lr: 5.222e-03, eta: 10:00:31, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.9062, top5_acc: 0.9956, loss_cls: 2.2224, loss: 2.2224 +2024-09-21 22:18:53,809 - pyskl - INFO - Epoch [105][2400/3405] lr: 5.215e-03, eta: 10:00:07, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.9044, top5_acc: 0.9900, loss_cls: 2.2188, loss: 2.2188 +2024-09-21 22:19:16,472 - pyskl - INFO - Epoch [105][2500/3405] lr: 5.209e-03, eta: 9:59:43, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.9050, top5_acc: 0.9919, loss_cls: 2.2334, loss: 2.2334 +2024-09-21 22:19:39,199 - pyskl - INFO - Epoch [105][2600/3405] lr: 5.203e-03, eta: 9:59:20, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.9131, top5_acc: 0.9906, loss_cls: 2.2027, loss: 2.2027 +2024-09-21 22:20:01,961 - pyskl - INFO - Epoch [105][2700/3405] lr: 5.197e-03, eta: 9:58:56, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.9081, top5_acc: 0.9950, loss_cls: 2.2074, loss: 2.2074 +2024-09-21 22:20:24,200 - pyskl - INFO - Epoch [105][2800/3405] lr: 5.190e-03, eta: 9:58:32, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.9044, top5_acc: 0.9919, loss_cls: 2.2273, loss: 2.2273 +2024-09-21 22:20:46,822 - pyskl - INFO - Epoch [105][2900/3405] lr: 5.184e-03, eta: 9:58:09, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.9119, top5_acc: 0.9931, loss_cls: 2.2049, loss: 2.2049 +2024-09-21 22:21:09,180 - pyskl - INFO - Epoch [105][3000/3405] lr: 5.178e-03, eta: 9:57:45, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.9137, top5_acc: 0.9912, loss_cls: 2.2203, loss: 2.2203 +2024-09-21 22:21:30,761 - pyskl - INFO - Epoch [105][3100/3405] lr: 5.172e-03, eta: 9:57:21, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.8938, top5_acc: 0.9931, loss_cls: 2.2464, loss: 2.2464 +2024-09-21 22:21:52,651 - pyskl - INFO - Epoch [105][3200/3405] lr: 5.166e-03, eta: 9:56:57, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.8931, top5_acc: 0.9906, loss_cls: 2.2524, loss: 2.2524 +2024-09-21 22:22:15,357 - pyskl - INFO - Epoch [105][3300/3405] lr: 5.159e-03, eta: 9:56:33, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.9031, top5_acc: 0.9938, loss_cls: 2.2339, loss: 2.2339 +2024-09-21 22:22:37,776 - pyskl - INFO - Epoch [105][3400/3405] lr: 5.153e-03, eta: 9:56:10, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.9113, top5_acc: 0.9925, loss_cls: 2.2131, loss: 2.2131 +2024-09-21 22:22:40,143 - pyskl - INFO - Saving checkpoint at 105 epochs +2024-09-21 22:26:27,287 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-21 22:26:27,836 - pyskl - INFO - +top1_acc 0.8310 +top5_acc 0.9679 +2024-09-21 22:26:27,855 - pyskl - INFO - Epoch(val) [105][3718] top1_acc: 0.8310, top5_acc: 0.9679 +2024-09-21 22:27:16,962 - pyskl - INFO - Epoch [106][100/3405] lr: 5.147e-03, eta: 9:55:56, time: 0.491, data_time: 0.269, memory: 5251, top1_acc: 0.9381, top5_acc: 0.9981, loss_cls: 2.1374, loss: 2.1374 +2024-09-21 22:27:38,959 - pyskl - INFO - Epoch [106][200/3405] lr: 5.140e-03, eta: 9:55:32, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.9219, top5_acc: 0.9944, loss_cls: 2.1669, loss: 2.1669 +2024-09-21 22:28:01,824 - pyskl - INFO - Epoch [106][300/3405] lr: 5.134e-03, eta: 9:55:08, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.9094, top5_acc: 0.9931, loss_cls: 2.1902, loss: 2.1902 +2024-09-21 22:28:24,074 - pyskl - INFO - Epoch [106][400/3405] lr: 5.128e-03, eta: 9:54:44, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9163, top5_acc: 0.9938, loss_cls: 2.1866, loss: 2.1866 +2024-09-21 22:28:45,711 - pyskl - INFO - Epoch [106][500/3405] lr: 5.122e-03, eta: 9:54:20, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.9331, top5_acc: 0.9956, loss_cls: 2.1567, loss: 2.1567 +2024-09-21 22:29:07,355 - pyskl - INFO - Epoch [106][600/3405] lr: 5.115e-03, eta: 9:53:56, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.9244, top5_acc: 0.9938, loss_cls: 2.1752, loss: 2.1752 +2024-09-21 22:29:29,317 - pyskl - INFO - Epoch [106][700/3405] lr: 5.109e-03, eta: 9:53:32, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.9237, top5_acc: 0.9962, loss_cls: 2.1825, loss: 2.1825 +2024-09-21 22:29:51,528 - pyskl - INFO - Epoch [106][800/3405] lr: 5.103e-03, eta: 9:53:08, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.9219, top5_acc: 0.9938, loss_cls: 2.1769, loss: 2.1769 +2024-09-21 22:30:13,536 - pyskl - INFO - Epoch [106][900/3405] lr: 5.097e-03, eta: 9:52:44, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.9269, top5_acc: 0.9975, loss_cls: 2.1549, loss: 2.1549 +2024-09-21 22:30:34,997 - pyskl - INFO - Epoch [106][1000/3405] lr: 5.091e-03, eta: 9:52:20, time: 0.215, data_time: 0.000, memory: 5251, top1_acc: 0.9106, top5_acc: 0.9931, loss_cls: 2.1993, loss: 2.1993 +2024-09-21 22:30:56,210 - pyskl - INFO - Epoch [106][1100/3405] lr: 5.084e-03, eta: 9:51:56, time: 0.212, data_time: 0.000, memory: 5251, top1_acc: 0.9194, top5_acc: 0.9956, loss_cls: 2.1973, loss: 2.1973 +2024-09-21 22:31:17,656 - pyskl - INFO - Epoch [106][1200/3405] lr: 5.078e-03, eta: 9:51:32, time: 0.214, data_time: 0.000, memory: 5251, top1_acc: 0.9106, top5_acc: 0.9925, loss_cls: 2.1951, loss: 2.1951 +2024-09-21 22:31:39,660 - pyskl - INFO - Epoch [106][1300/3405] lr: 5.072e-03, eta: 9:51:08, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.9237, top5_acc: 0.9938, loss_cls: 2.1733, loss: 2.1733 +2024-09-21 22:32:02,564 - pyskl - INFO - Epoch [106][1400/3405] lr: 5.066e-03, eta: 9:50:44, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.8994, top5_acc: 0.9950, loss_cls: 2.2176, loss: 2.2176 +2024-09-21 22:32:25,323 - pyskl - INFO - Epoch [106][1500/3405] lr: 5.060e-03, eta: 9:50:21, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.9012, top5_acc: 0.9969, loss_cls: 2.2029, loss: 2.2029 +2024-09-21 22:32:47,857 - pyskl - INFO - Epoch [106][1600/3405] lr: 5.054e-03, eta: 9:49:57, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.9213, top5_acc: 0.9931, loss_cls: 2.1924, loss: 2.1924 +2024-09-21 22:33:10,247 - pyskl - INFO - Epoch [106][1700/3405] lr: 5.047e-03, eta: 9:49:33, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.9006, top5_acc: 0.9919, loss_cls: 2.2156, loss: 2.2156 +2024-09-21 22:33:32,479 - pyskl - INFO - Epoch [106][1800/3405] lr: 5.041e-03, eta: 9:49:10, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.9038, top5_acc: 0.9925, loss_cls: 2.2172, loss: 2.2172 +2024-09-21 22:33:54,185 - pyskl - INFO - Epoch [106][1900/3405] lr: 5.035e-03, eta: 9:48:46, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.9194, top5_acc: 0.9931, loss_cls: 2.2070, loss: 2.2070 +2024-09-21 22:34:16,388 - pyskl - INFO - Epoch [106][2000/3405] lr: 5.029e-03, eta: 9:48:22, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.9056, top5_acc: 0.9962, loss_cls: 2.2282, loss: 2.2282 +2024-09-21 22:34:38,213 - pyskl - INFO - Epoch [106][2100/3405] lr: 5.023e-03, eta: 9:47:58, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.9131, top5_acc: 0.9956, loss_cls: 2.1958, loss: 2.1958 +2024-09-21 22:34:59,736 - pyskl - INFO - Epoch [106][2200/3405] lr: 5.017e-03, eta: 9:47:34, time: 0.215, data_time: 0.000, memory: 5251, top1_acc: 0.9194, top5_acc: 0.9950, loss_cls: 2.1871, loss: 2.1871 +2024-09-21 22:35:21,627 - pyskl - INFO - Epoch [106][2300/3405] lr: 5.010e-03, eta: 9:47:10, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.9144, top5_acc: 0.9912, loss_cls: 2.2070, loss: 2.2070 +2024-09-21 22:35:43,197 - pyskl - INFO - Epoch [106][2400/3405] lr: 5.004e-03, eta: 9:46:46, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.9163, top5_acc: 0.9944, loss_cls: 2.1815, loss: 2.1815 +2024-09-21 22:36:04,947 - pyskl - INFO - Epoch [106][2500/3405] lr: 4.998e-03, eta: 9:46:22, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.9075, top5_acc: 0.9938, loss_cls: 2.2132, loss: 2.2132 +2024-09-21 22:36:26,677 - pyskl - INFO - Epoch [106][2600/3405] lr: 4.992e-03, eta: 9:45:58, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.9219, top5_acc: 0.9919, loss_cls: 2.2007, loss: 2.2007 +2024-09-21 22:36:48,600 - pyskl - INFO - Epoch [106][2700/3405] lr: 4.986e-03, eta: 9:45:34, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.9169, top5_acc: 0.9938, loss_cls: 2.2049, loss: 2.2049 +2024-09-21 22:37:10,765 - pyskl - INFO - Epoch [106][2800/3405] lr: 4.980e-03, eta: 9:45:10, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.9025, top5_acc: 0.9888, loss_cls: 2.2443, loss: 2.2443 +2024-09-21 22:37:32,300 - pyskl - INFO - Epoch [106][2900/3405] lr: 4.974e-03, eta: 9:44:46, time: 0.215, data_time: 0.000, memory: 5251, top1_acc: 0.8994, top5_acc: 0.9856, loss_cls: 2.2273, loss: 2.2273 +2024-09-21 22:37:54,316 - pyskl - INFO - Epoch [106][3000/3405] lr: 4.967e-03, eta: 9:44:22, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.9106, top5_acc: 0.9925, loss_cls: 2.2096, loss: 2.2096 +2024-09-21 22:38:16,365 - pyskl - INFO - Epoch [106][3100/3405] lr: 4.961e-03, eta: 9:43:58, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.9194, top5_acc: 0.9938, loss_cls: 2.1852, loss: 2.1852 +2024-09-21 22:38:37,898 - pyskl - INFO - Epoch [106][3200/3405] lr: 4.955e-03, eta: 9:43:34, time: 0.215, data_time: 0.000, memory: 5251, top1_acc: 0.9156, top5_acc: 0.9919, loss_cls: 2.2052, loss: 2.2052 +2024-09-21 22:39:00,165 - pyskl - INFO - Epoch [106][3300/3405] lr: 4.949e-03, eta: 9:43:10, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9187, top5_acc: 0.9912, loss_cls: 2.1948, loss: 2.1948 +2024-09-21 22:39:22,343 - pyskl - INFO - Epoch [106][3400/3405] lr: 4.943e-03, eta: 9:42:46, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.9156, top5_acc: 0.9944, loss_cls: 2.1904, loss: 2.1904 +2024-09-21 22:39:24,140 - pyskl - INFO - Saving checkpoint at 106 epochs +2024-09-21 22:43:11,501 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-21 22:43:12,256 - pyskl - INFO - +top1_acc 0.8391 +top5_acc 0.9698 +2024-09-21 22:43:12,260 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/j_2/best_top1_acc_epoch_101.pth was removed +2024-09-21 22:43:12,421 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_106.pth. +2024-09-21 22:43:12,421 - pyskl - INFO - Best top1_acc is 0.8391 at 106 epoch. +2024-09-21 22:43:12,440 - pyskl - INFO - Epoch(val) [106][3718] top1_acc: 0.8391, top5_acc: 0.9698 +2024-09-21 22:44:02,951 - pyskl - INFO - Epoch [107][100/3405] lr: 4.936e-03, eta: 9:42:33, time: 0.505, data_time: 0.291, memory: 5251, top1_acc: 0.9206, top5_acc: 0.9919, loss_cls: 2.1883, loss: 2.1883 +2024-09-21 22:44:24,986 - pyskl - INFO - Epoch [107][200/3405] lr: 4.930e-03, eta: 9:42:09, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.9337, top5_acc: 0.9969, loss_cls: 2.1380, loss: 2.1380 +2024-09-21 22:44:47,036 - pyskl - INFO - Epoch [107][300/3405] lr: 4.924e-03, eta: 9:41:45, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.9394, top5_acc: 0.9975, loss_cls: 2.1293, loss: 2.1293 +2024-09-21 22:45:09,277 - pyskl - INFO - Epoch [107][400/3405] lr: 4.918e-03, eta: 9:41:21, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.9313, top5_acc: 0.9962, loss_cls: 2.1385, loss: 2.1385 +2024-09-21 22:45:31,373 - pyskl - INFO - Epoch [107][500/3405] lr: 4.912e-03, eta: 9:40:57, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.9344, top5_acc: 0.9969, loss_cls: 2.1391, loss: 2.1391 +2024-09-21 22:45:53,301 - pyskl - INFO - Epoch [107][600/3405] lr: 4.906e-03, eta: 9:40:33, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.9206, top5_acc: 0.9938, loss_cls: 2.1862, loss: 2.1862 +2024-09-21 22:46:16,335 - pyskl - INFO - Epoch [107][700/3405] lr: 4.900e-03, eta: 9:40:10, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.9275, top5_acc: 0.9969, loss_cls: 2.1595, loss: 2.1595 +2024-09-21 22:46:37,810 - pyskl - INFO - Epoch [107][800/3405] lr: 4.894e-03, eta: 9:39:46, time: 0.215, data_time: 0.000, memory: 5251, top1_acc: 0.9237, top5_acc: 0.9975, loss_cls: 2.1628, loss: 2.1628 +2024-09-21 22:46:59,358 - pyskl - INFO - Epoch [107][900/3405] lr: 4.888e-03, eta: 9:39:21, time: 0.215, data_time: 0.000, memory: 5251, top1_acc: 0.9319, top5_acc: 0.9950, loss_cls: 2.1519, loss: 2.1519 +2024-09-21 22:47:21,098 - pyskl - INFO - Epoch [107][1000/3405] lr: 4.881e-03, eta: 9:38:57, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.9087, top5_acc: 0.9969, loss_cls: 2.2102, loss: 2.2102 +2024-09-21 22:47:42,682 - pyskl - INFO - Epoch [107][1100/3405] lr: 4.875e-03, eta: 9:38:33, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.9169, top5_acc: 0.9944, loss_cls: 2.1823, loss: 2.1823 +2024-09-21 22:48:04,175 - pyskl - INFO - Epoch [107][1200/3405] lr: 4.869e-03, eta: 9:38:09, time: 0.215, data_time: 0.000, memory: 5251, top1_acc: 0.9038, top5_acc: 0.9962, loss_cls: 2.1991, loss: 2.1991 +2024-09-21 22:48:25,954 - pyskl - INFO - Epoch [107][1300/3405] lr: 4.863e-03, eta: 9:37:45, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.9106, top5_acc: 0.9919, loss_cls: 2.2165, loss: 2.2165 +2024-09-21 22:48:47,464 - pyskl - INFO - Epoch [107][1400/3405] lr: 4.857e-03, eta: 9:37:21, time: 0.215, data_time: 0.000, memory: 5251, top1_acc: 0.9306, top5_acc: 0.9944, loss_cls: 2.1432, loss: 2.1432 +2024-09-21 22:49:09,042 - pyskl - INFO - Epoch [107][1500/3405] lr: 4.851e-03, eta: 9:36:57, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.9313, top5_acc: 0.9969, loss_cls: 2.1566, loss: 2.1566 +2024-09-21 22:49:30,663 - pyskl - INFO - Epoch [107][1600/3405] lr: 4.845e-03, eta: 9:36:33, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.9231, top5_acc: 0.9944, loss_cls: 2.1803, loss: 2.1803 +2024-09-21 22:49:52,773 - pyskl - INFO - Epoch [107][1700/3405] lr: 4.839e-03, eta: 9:36:09, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.9250, top5_acc: 0.9962, loss_cls: 2.1600, loss: 2.1600 +2024-09-21 22:50:15,171 - pyskl - INFO - Epoch [107][1800/3405] lr: 4.833e-03, eta: 9:35:46, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.9156, top5_acc: 0.9950, loss_cls: 2.1936, loss: 2.1936 +2024-09-21 22:50:36,587 - pyskl - INFO - Epoch [107][1900/3405] lr: 4.827e-03, eta: 9:35:21, time: 0.214, data_time: 0.000, memory: 5251, top1_acc: 0.9144, top5_acc: 0.9919, loss_cls: 2.1908, loss: 2.1908 +2024-09-21 22:50:58,255 - pyskl - INFO - Epoch [107][2000/3405] lr: 4.821e-03, eta: 9:34:57, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.9187, top5_acc: 0.9919, loss_cls: 2.1878, loss: 2.1878 +2024-09-21 22:51:20,003 - pyskl - INFO - Epoch [107][2100/3405] lr: 4.815e-03, eta: 9:34:33, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.9200, top5_acc: 0.9938, loss_cls: 2.1791, loss: 2.1791 +2024-09-21 22:51:41,570 - pyskl - INFO - Epoch [107][2200/3405] lr: 4.809e-03, eta: 9:34:09, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.9187, top5_acc: 0.9950, loss_cls: 2.1955, loss: 2.1955 +2024-09-21 22:52:03,508 - pyskl - INFO - Epoch [107][2300/3405] lr: 4.802e-03, eta: 9:33:45, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.9194, top5_acc: 0.9931, loss_cls: 2.1705, loss: 2.1705 +2024-09-21 22:52:25,543 - pyskl - INFO - Epoch [107][2400/3405] lr: 4.796e-03, eta: 9:33:22, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.9125, top5_acc: 0.9912, loss_cls: 2.2081, loss: 2.2081 +2024-09-21 22:52:47,087 - pyskl - INFO - Epoch [107][2500/3405] lr: 4.790e-03, eta: 9:32:58, time: 0.215, data_time: 0.000, memory: 5251, top1_acc: 0.9075, top5_acc: 0.9925, loss_cls: 2.2003, loss: 2.2003 +2024-09-21 22:53:08,561 - pyskl - INFO - Epoch [107][2600/3405] lr: 4.784e-03, eta: 9:32:33, time: 0.215, data_time: 0.000, memory: 5251, top1_acc: 0.9169, top5_acc: 0.9944, loss_cls: 2.2001, loss: 2.2001 +2024-09-21 22:53:30,627 - pyskl - INFO - Epoch [107][2700/3405] lr: 4.778e-03, eta: 9:32:10, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.9194, top5_acc: 0.9938, loss_cls: 2.1928, loss: 2.1928 +2024-09-21 22:53:52,454 - pyskl - INFO - Epoch [107][2800/3405] lr: 4.772e-03, eta: 9:31:46, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.9175, top5_acc: 0.9950, loss_cls: 2.1845, loss: 2.1845 +2024-09-21 22:54:14,021 - pyskl - INFO - Epoch [107][2900/3405] lr: 4.766e-03, eta: 9:31:22, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.9100, top5_acc: 0.9950, loss_cls: 2.1828, loss: 2.1828 +2024-09-21 22:54:35,914 - pyskl - INFO - Epoch [107][3000/3405] lr: 4.760e-03, eta: 9:30:58, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.9150, top5_acc: 0.9925, loss_cls: 2.2085, loss: 2.2085 +2024-09-21 22:54:58,133 - pyskl - INFO - Epoch [107][3100/3405] lr: 4.754e-03, eta: 9:30:34, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.9156, top5_acc: 0.9938, loss_cls: 2.2151, loss: 2.2151 +2024-09-21 22:55:20,103 - pyskl - INFO - Epoch [107][3200/3405] lr: 4.748e-03, eta: 9:30:10, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.9056, top5_acc: 0.9881, loss_cls: 2.2351, loss: 2.2351 +2024-09-21 22:55:41,767 - pyskl - INFO - Epoch [107][3300/3405] lr: 4.742e-03, eta: 9:29:46, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.9213, top5_acc: 0.9925, loss_cls: 2.1931, loss: 2.1931 +2024-09-21 22:56:03,686 - pyskl - INFO - Epoch [107][3400/3405] lr: 4.736e-03, eta: 9:29:22, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.9150, top5_acc: 0.9931, loss_cls: 2.2024, loss: 2.2024 +2024-09-21 22:56:05,663 - pyskl - INFO - Saving checkpoint at 107 epochs +2024-09-21 22:59:53,467 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-21 22:59:54,046 - pyskl - INFO - +top1_acc 0.8293 +top5_acc 0.9669 +2024-09-21 22:59:54,065 - pyskl - INFO - Epoch(val) [107][3718] top1_acc: 0.8293, top5_acc: 0.9669 +2024-09-21 23:00:46,284 - pyskl - INFO - Epoch [108][100/3405] lr: 4.730e-03, eta: 9:29:09, time: 0.522, data_time: 0.294, memory: 5251, top1_acc: 0.9363, top5_acc: 0.9981, loss_cls: 2.1339, loss: 2.1339 +2024-09-21 23:01:08,142 - pyskl - INFO - Epoch [108][200/3405] lr: 4.724e-03, eta: 9:28:45, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.9400, top5_acc: 0.9975, loss_cls: 2.1231, loss: 2.1231 +2024-09-21 23:01:30,007 - pyskl - INFO - Epoch [108][300/3405] lr: 4.718e-03, eta: 9:28:21, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.9269, top5_acc: 0.9969, loss_cls: 2.1444, loss: 2.1444 +2024-09-21 23:01:51,700 - pyskl - INFO - Epoch [108][400/3405] lr: 4.712e-03, eta: 9:27:57, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.9437, top5_acc: 1.0000, loss_cls: 2.1030, loss: 2.1030 +2024-09-21 23:02:13,902 - pyskl - INFO - Epoch [108][500/3405] lr: 4.706e-03, eta: 9:27:33, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.9219, top5_acc: 0.9975, loss_cls: 2.1663, loss: 2.1663 +2024-09-21 23:02:36,014 - pyskl - INFO - Epoch [108][600/3405] lr: 4.700e-03, eta: 9:27:09, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.9275, top5_acc: 0.9962, loss_cls: 2.1471, loss: 2.1471 +2024-09-21 23:02:57,918 - pyskl - INFO - Epoch [108][700/3405] lr: 4.694e-03, eta: 9:26:45, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.9300, top5_acc: 0.9975, loss_cls: 2.1364, loss: 2.1364 +2024-09-21 23:03:19,938 - pyskl - INFO - Epoch [108][800/3405] lr: 4.688e-03, eta: 9:26:21, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.9187, top5_acc: 0.9919, loss_cls: 2.1829, loss: 2.1829 +2024-09-21 23:03:42,528 - pyskl - INFO - Epoch [108][900/3405] lr: 4.682e-03, eta: 9:25:58, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.9256, top5_acc: 0.9944, loss_cls: 2.1735, loss: 2.1735 +2024-09-21 23:04:04,999 - pyskl - INFO - Epoch [108][1000/3405] lr: 4.676e-03, eta: 9:25:34, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.9256, top5_acc: 0.9938, loss_cls: 2.1658, loss: 2.1658 +2024-09-21 23:04:27,650 - pyskl - INFO - Epoch [108][1100/3405] lr: 4.670e-03, eta: 9:25:11, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.9244, top5_acc: 0.9938, loss_cls: 2.1622, loss: 2.1622 +2024-09-21 23:04:49,688 - pyskl - INFO - Epoch [108][1200/3405] lr: 4.664e-03, eta: 9:24:47, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.9231, top5_acc: 0.9975, loss_cls: 2.1650, loss: 2.1650 +2024-09-21 23:05:11,525 - pyskl - INFO - Epoch [108][1300/3405] lr: 4.658e-03, eta: 9:24:23, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.9200, top5_acc: 0.9975, loss_cls: 2.1707, loss: 2.1707 +2024-09-21 23:05:33,005 - pyskl - INFO - Epoch [108][1400/3405] lr: 4.652e-03, eta: 9:23:59, time: 0.215, data_time: 0.000, memory: 5251, top1_acc: 0.9113, top5_acc: 0.9919, loss_cls: 2.2031, loss: 2.2031 +2024-09-21 23:05:54,079 - pyskl - INFO - Epoch [108][1500/3405] lr: 4.646e-03, eta: 9:23:34, time: 0.211, data_time: 0.000, memory: 5251, top1_acc: 0.9287, top5_acc: 0.9938, loss_cls: 2.1639, loss: 2.1639 +2024-09-21 23:06:15,848 - pyskl - INFO - Epoch [108][1600/3405] lr: 4.640e-03, eta: 9:23:11, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.9394, top5_acc: 0.9956, loss_cls: 2.1440, loss: 2.1440 +2024-09-21 23:06:38,060 - pyskl - INFO - Epoch [108][1700/3405] lr: 4.634e-03, eta: 9:22:47, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.9244, top5_acc: 0.9956, loss_cls: 2.1591, loss: 2.1591 +2024-09-21 23:07:00,164 - pyskl - INFO - Epoch [108][1800/3405] lr: 4.628e-03, eta: 9:22:23, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.9263, top5_acc: 0.9956, loss_cls: 2.1860, loss: 2.1860 +2024-09-21 23:07:21,929 - pyskl - INFO - Epoch [108][1900/3405] lr: 4.622e-03, eta: 9:21:59, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.9125, top5_acc: 0.9950, loss_cls: 2.1904, loss: 2.1904 +2024-09-21 23:07:43,300 - pyskl - INFO - Epoch [108][2000/3405] lr: 4.616e-03, eta: 9:21:35, time: 0.214, data_time: 0.000, memory: 5251, top1_acc: 0.9181, top5_acc: 0.9931, loss_cls: 2.1899, loss: 2.1899 +2024-09-21 23:08:05,446 - pyskl - INFO - Epoch [108][2100/3405] lr: 4.610e-03, eta: 9:21:11, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.9163, top5_acc: 0.9931, loss_cls: 2.1822, loss: 2.1822 +2024-09-21 23:08:27,593 - pyskl - INFO - Epoch [108][2200/3405] lr: 4.604e-03, eta: 9:20:47, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.9250, top5_acc: 0.9944, loss_cls: 2.1598, loss: 2.1598 +2024-09-21 23:08:50,259 - pyskl - INFO - Epoch [108][2300/3405] lr: 4.598e-03, eta: 9:20:24, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.9350, top5_acc: 0.9938, loss_cls: 2.1555, loss: 2.1555 +2024-09-21 23:09:12,205 - pyskl - INFO - Epoch [108][2400/3405] lr: 4.592e-03, eta: 9:20:00, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.9156, top5_acc: 0.9944, loss_cls: 2.1871, loss: 2.1871 +2024-09-21 23:09:34,479 - pyskl - INFO - Epoch [108][2500/3405] lr: 4.586e-03, eta: 9:19:36, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9181, top5_acc: 0.9950, loss_cls: 2.1787, loss: 2.1787 +2024-09-21 23:09:56,509 - pyskl - INFO - Epoch [108][2600/3405] lr: 4.580e-03, eta: 9:19:12, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.9225, top5_acc: 0.9962, loss_cls: 2.1559, loss: 2.1559 +2024-09-21 23:10:18,324 - pyskl - INFO - Epoch [108][2700/3405] lr: 4.574e-03, eta: 9:18:48, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.9062, top5_acc: 0.9894, loss_cls: 2.2298, loss: 2.2298 +2024-09-21 23:10:40,339 - pyskl - INFO - Epoch [108][2800/3405] lr: 4.568e-03, eta: 9:18:24, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.9256, top5_acc: 0.9981, loss_cls: 2.1621, loss: 2.1621 +2024-09-21 23:11:02,202 - pyskl - INFO - Epoch [108][2900/3405] lr: 4.562e-03, eta: 9:18:01, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.9275, top5_acc: 0.9956, loss_cls: 2.1648, loss: 2.1648 +2024-09-21 23:11:24,312 - pyskl - INFO - Epoch [108][3000/3405] lr: 4.556e-03, eta: 9:17:37, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.9119, top5_acc: 0.9931, loss_cls: 2.2064, loss: 2.2064 +2024-09-21 23:11:45,819 - pyskl - INFO - Epoch [108][3100/3405] lr: 4.550e-03, eta: 9:17:13, time: 0.215, data_time: 0.000, memory: 5251, top1_acc: 0.9125, top5_acc: 0.9881, loss_cls: 2.2105, loss: 2.2105 +2024-09-21 23:12:07,375 - pyskl - INFO - Epoch [108][3200/3405] lr: 4.544e-03, eta: 9:16:49, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.9169, top5_acc: 0.9944, loss_cls: 2.1835, loss: 2.1835 +2024-09-21 23:12:29,302 - pyskl - INFO - Epoch [108][3300/3405] lr: 4.538e-03, eta: 9:16:25, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.9069, top5_acc: 0.9938, loss_cls: 2.2098, loss: 2.2098 +2024-09-21 23:12:51,302 - pyskl - INFO - Epoch [108][3400/3405] lr: 4.533e-03, eta: 9:16:01, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.9144, top5_acc: 0.9894, loss_cls: 2.2197, loss: 2.2197 +2024-09-21 23:12:53,143 - pyskl - INFO - Saving checkpoint at 108 epochs +2024-09-21 23:16:36,710 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-21 23:16:37,236 - pyskl - INFO - +top1_acc 0.8255 +top5_acc 0.9641 +2024-09-21 23:16:37,254 - pyskl - INFO - Epoch(val) [108][3718] top1_acc: 0.8255, top5_acc: 0.9641 +2024-09-21 23:17:24,764 - pyskl - INFO - Epoch [109][100/3405] lr: 4.526e-03, eta: 9:15:45, time: 0.475, data_time: 0.263, memory: 5251, top1_acc: 0.9263, top5_acc: 0.9956, loss_cls: 2.1691, loss: 2.1691 +2024-09-21 23:17:46,006 - pyskl - INFO - Epoch [109][200/3405] lr: 4.520e-03, eta: 9:15:21, time: 0.212, data_time: 0.000, memory: 5251, top1_acc: 0.9381, top5_acc: 0.9981, loss_cls: 2.1364, loss: 2.1364 +2024-09-21 23:18:07,268 - pyskl - INFO - Epoch [109][300/3405] lr: 4.515e-03, eta: 9:14:57, time: 0.213, data_time: 0.000, memory: 5251, top1_acc: 0.9387, top5_acc: 0.9975, loss_cls: 2.1116, loss: 2.1116 +2024-09-21 23:18:29,824 - pyskl - INFO - Epoch [109][400/3405] lr: 4.509e-03, eta: 9:14:33, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.9363, top5_acc: 0.9969, loss_cls: 2.1498, loss: 2.1498 +2024-09-21 23:18:51,464 - pyskl - INFO - Epoch [109][500/3405] lr: 4.503e-03, eta: 9:14:10, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.9337, top5_acc: 0.9956, loss_cls: 2.1391, loss: 2.1391 +2024-09-21 23:19:13,638 - pyskl - INFO - Epoch [109][600/3405] lr: 4.497e-03, eta: 9:13:46, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.9344, top5_acc: 0.9988, loss_cls: 2.1388, loss: 2.1388 +2024-09-21 23:19:35,824 - pyskl - INFO - Epoch [109][700/3405] lr: 4.491e-03, eta: 9:13:22, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.9437, top5_acc: 0.9969, loss_cls: 2.1297, loss: 2.1297 +2024-09-21 23:19:57,480 - pyskl - INFO - Epoch [109][800/3405] lr: 4.485e-03, eta: 9:12:58, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.9394, top5_acc: 0.9975, loss_cls: 2.1372, loss: 2.1372 +2024-09-21 23:20:19,766 - pyskl - INFO - Epoch [109][900/3405] lr: 4.479e-03, eta: 9:12:34, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9300, top5_acc: 0.9962, loss_cls: 2.1586, loss: 2.1586 +2024-09-21 23:20:42,144 - pyskl - INFO - Epoch [109][1000/3405] lr: 4.473e-03, eta: 9:12:11, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.9363, top5_acc: 0.9975, loss_cls: 2.1397, loss: 2.1397 +2024-09-21 23:21:04,311 - pyskl - INFO - Epoch [109][1100/3405] lr: 4.467e-03, eta: 9:11:47, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.9369, top5_acc: 0.9975, loss_cls: 2.1368, loss: 2.1368 +2024-09-21 23:21:26,353 - pyskl - INFO - Epoch [109][1200/3405] lr: 4.461e-03, eta: 9:11:23, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.9350, top5_acc: 0.9956, loss_cls: 2.1429, loss: 2.1429 +2024-09-21 23:21:48,769 - pyskl - INFO - Epoch [109][1300/3405] lr: 4.455e-03, eta: 9:10:59, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.9344, top5_acc: 0.9981, loss_cls: 2.1472, loss: 2.1472 +2024-09-21 23:22:10,465 - pyskl - INFO - Epoch [109][1400/3405] lr: 4.450e-03, eta: 9:10:35, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.9419, top5_acc: 0.9975, loss_cls: 2.1271, loss: 2.1271 +2024-09-21 23:22:32,277 - pyskl - INFO - Epoch [109][1500/3405] lr: 4.444e-03, eta: 9:10:11, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.9325, top5_acc: 0.9956, loss_cls: 2.1408, loss: 2.1408 +2024-09-21 23:22:54,123 - pyskl - INFO - Epoch [109][1600/3405] lr: 4.438e-03, eta: 9:09:48, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.9331, top5_acc: 0.9962, loss_cls: 2.1462, loss: 2.1462 +2024-09-21 23:23:16,044 - pyskl - INFO - Epoch [109][1700/3405] lr: 4.432e-03, eta: 9:09:24, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.9250, top5_acc: 0.9969, loss_cls: 2.1717, loss: 2.1717 +2024-09-21 23:23:38,542 - pyskl - INFO - Epoch [109][1800/3405] lr: 4.426e-03, eta: 9:09:00, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.9319, top5_acc: 0.9950, loss_cls: 2.1534, loss: 2.1534 +2024-09-21 23:24:01,164 - pyskl - INFO - Epoch [109][1900/3405] lr: 4.420e-03, eta: 9:08:36, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.9350, top5_acc: 0.9944, loss_cls: 2.1545, loss: 2.1545 +2024-09-21 23:24:23,208 - pyskl - INFO - Epoch [109][2000/3405] lr: 4.414e-03, eta: 9:08:13, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.9144, top5_acc: 0.9956, loss_cls: 2.1876, loss: 2.1876 +2024-09-21 23:24:44,950 - pyskl - INFO - Epoch [109][2100/3405] lr: 4.409e-03, eta: 9:07:49, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.9206, top5_acc: 0.9962, loss_cls: 2.1775, loss: 2.1775 +2024-09-21 23:25:07,009 - pyskl - INFO - Epoch [109][2200/3405] lr: 4.403e-03, eta: 9:07:25, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.9144, top5_acc: 0.9944, loss_cls: 2.1662, loss: 2.1662 +2024-09-21 23:25:28,389 - pyskl - INFO - Epoch [109][2300/3405] lr: 4.397e-03, eta: 9:07:01, time: 0.214, data_time: 0.000, memory: 5251, top1_acc: 0.9256, top5_acc: 0.9950, loss_cls: 2.1655, loss: 2.1655 +2024-09-21 23:25:49,983 - pyskl - INFO - Epoch [109][2400/3405] lr: 4.391e-03, eta: 9:06:37, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.9194, top5_acc: 0.9975, loss_cls: 2.1514, loss: 2.1514 +2024-09-21 23:26:11,548 - pyskl - INFO - Epoch [109][2500/3405] lr: 4.385e-03, eta: 9:06:13, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.9194, top5_acc: 0.9919, loss_cls: 2.1864, loss: 2.1864 +2024-09-21 23:26:33,210 - pyskl - INFO - Epoch [109][2600/3405] lr: 4.379e-03, eta: 9:05:49, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.9231, top5_acc: 0.9975, loss_cls: 2.1602, loss: 2.1602 +2024-09-21 23:26:55,019 - pyskl - INFO - Epoch [109][2700/3405] lr: 4.373e-03, eta: 9:05:25, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.9156, top5_acc: 0.9938, loss_cls: 2.1911, loss: 2.1911 +2024-09-21 23:27:16,937 - pyskl - INFO - Epoch [109][2800/3405] lr: 4.368e-03, eta: 9:05:01, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.9275, top5_acc: 0.9944, loss_cls: 2.1619, loss: 2.1619 +2024-09-21 23:27:38,552 - pyskl - INFO - Epoch [109][2900/3405] lr: 4.362e-03, eta: 9:04:37, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.9225, top5_acc: 0.9925, loss_cls: 2.1885, loss: 2.1885 +2024-09-21 23:28:00,498 - pyskl - INFO - Epoch [109][3000/3405] lr: 4.356e-03, eta: 9:04:13, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.9169, top5_acc: 0.9950, loss_cls: 2.1842, loss: 2.1842 +2024-09-21 23:28:22,131 - pyskl - INFO - Epoch [109][3100/3405] lr: 4.350e-03, eta: 9:03:49, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.9169, top5_acc: 0.9956, loss_cls: 2.1855, loss: 2.1855 +2024-09-21 23:28:43,391 - pyskl - INFO - Epoch [109][3200/3405] lr: 4.344e-03, eta: 9:03:25, time: 0.213, data_time: 0.000, memory: 5251, top1_acc: 0.9237, top5_acc: 0.9950, loss_cls: 2.1637, loss: 2.1637 +2024-09-21 23:29:04,597 - pyskl - INFO - Epoch [109][3300/3405] lr: 4.338e-03, eta: 9:03:01, time: 0.212, data_time: 0.000, memory: 5251, top1_acc: 0.9250, top5_acc: 0.9906, loss_cls: 2.1819, loss: 2.1819 +2024-09-21 23:29:26,177 - pyskl - INFO - Epoch [109][3400/3405] lr: 4.333e-03, eta: 9:02:37, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.9175, top5_acc: 0.9938, loss_cls: 2.1942, loss: 2.1942 +2024-09-21 23:29:27,820 - pyskl - INFO - Saving checkpoint at 109 epochs +2024-09-21 23:33:13,611 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-21 23:33:14,290 - pyskl - INFO - +top1_acc 0.8372 +top5_acc 0.9693 +2024-09-21 23:33:14,310 - pyskl - INFO - Epoch(val) [109][3718] top1_acc: 0.8372, top5_acc: 0.9693 +2024-09-21 23:34:05,626 - pyskl - INFO - Epoch [110][100/3405] lr: 4.326e-03, eta: 9:02:23, time: 0.513, data_time: 0.292, memory: 5251, top1_acc: 0.9419, top5_acc: 0.9981, loss_cls: 2.1290, loss: 2.1290 +2024-09-21 23:34:27,088 - pyskl - INFO - Epoch [110][200/3405] lr: 4.321e-03, eta: 9:01:59, time: 0.215, data_time: 0.000, memory: 5251, top1_acc: 0.9400, top5_acc: 0.9981, loss_cls: 2.1219, loss: 2.1219 +2024-09-21 23:34:48,196 - pyskl - INFO - Epoch [110][300/3405] lr: 4.315e-03, eta: 9:01:35, time: 0.211, data_time: 0.000, memory: 5251, top1_acc: 0.9381, top5_acc: 0.9962, loss_cls: 2.1212, loss: 2.1212 +2024-09-21 23:35:09,548 - pyskl - INFO - Epoch [110][400/3405] lr: 4.309e-03, eta: 9:01:10, time: 0.214, data_time: 0.000, memory: 5251, top1_acc: 0.9344, top5_acc: 0.9950, loss_cls: 2.1394, loss: 2.1394 +2024-09-21 23:35:30,725 - pyskl - INFO - Epoch [110][500/3405] lr: 4.303e-03, eta: 9:00:46, time: 0.212, data_time: 0.000, memory: 5251, top1_acc: 0.9475, top5_acc: 0.9969, loss_cls: 2.1040, loss: 2.1040 +2024-09-21 23:35:51,965 - pyskl - INFO - Epoch [110][600/3405] lr: 4.297e-03, eta: 9:00:22, time: 0.212, data_time: 0.000, memory: 5251, top1_acc: 0.9356, top5_acc: 0.9969, loss_cls: 2.1380, loss: 2.1380 +2024-09-21 23:36:13,222 - pyskl - INFO - Epoch [110][700/3405] lr: 4.292e-03, eta: 8:59:58, time: 0.213, data_time: 0.000, memory: 5251, top1_acc: 0.9281, top5_acc: 0.9988, loss_cls: 2.1469, loss: 2.1469 +2024-09-21 23:36:35,959 - pyskl - INFO - Epoch [110][800/3405] lr: 4.286e-03, eta: 8:59:35, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.9331, top5_acc: 0.9969, loss_cls: 2.1378, loss: 2.1378 +2024-09-21 23:36:58,311 - pyskl - INFO - Epoch [110][900/3405] lr: 4.280e-03, eta: 8:59:11, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.9281, top5_acc: 0.9962, loss_cls: 2.1605, loss: 2.1605 +2024-09-21 23:37:20,130 - pyskl - INFO - Epoch [110][1000/3405] lr: 4.274e-03, eta: 8:58:47, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.9294, top5_acc: 0.9981, loss_cls: 2.1433, loss: 2.1433 +2024-09-21 23:37:41,710 - pyskl - INFO - Epoch [110][1100/3405] lr: 4.268e-03, eta: 8:58:23, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.9387, top5_acc: 0.9931, loss_cls: 2.1450, loss: 2.1450 +2024-09-21 23:38:03,780 - pyskl - INFO - Epoch [110][1200/3405] lr: 4.263e-03, eta: 8:57:59, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.9319, top5_acc: 0.9956, loss_cls: 2.1493, loss: 2.1493 +2024-09-21 23:38:26,001 - pyskl - INFO - Epoch [110][1300/3405] lr: 4.257e-03, eta: 8:57:36, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.9356, top5_acc: 0.9962, loss_cls: 2.1572, loss: 2.1572 +2024-09-21 23:38:48,221 - pyskl - INFO - Epoch [110][1400/3405] lr: 4.251e-03, eta: 8:57:12, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.9331, top5_acc: 0.9944, loss_cls: 2.1469, loss: 2.1469 +2024-09-21 23:39:10,299 - pyskl - INFO - Epoch [110][1500/3405] lr: 4.245e-03, eta: 8:56:48, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.9275, top5_acc: 0.9956, loss_cls: 2.1566, loss: 2.1566 +2024-09-21 23:39:32,072 - pyskl - INFO - Epoch [110][1600/3405] lr: 4.240e-03, eta: 8:56:24, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.9319, top5_acc: 0.9962, loss_cls: 2.1477, loss: 2.1477 +2024-09-21 23:39:53,716 - pyskl - INFO - Epoch [110][1700/3405] lr: 4.234e-03, eta: 8:56:00, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.9344, top5_acc: 0.9975, loss_cls: 2.1377, loss: 2.1377 +2024-09-21 23:40:15,219 - pyskl - INFO - Epoch [110][1800/3405] lr: 4.228e-03, eta: 8:55:36, time: 0.215, data_time: 0.000, memory: 5251, top1_acc: 0.9387, top5_acc: 0.9981, loss_cls: 2.1315, loss: 2.1315 +2024-09-21 23:40:36,583 - pyskl - INFO - Epoch [110][1900/3405] lr: 4.222e-03, eta: 8:55:12, time: 0.214, data_time: 0.000, memory: 5251, top1_acc: 0.9213, top5_acc: 0.9950, loss_cls: 2.1783, loss: 2.1783 +2024-09-21 23:40:58,006 - pyskl - INFO - Epoch [110][2000/3405] lr: 4.217e-03, eta: 8:54:48, time: 0.214, data_time: 0.000, memory: 5251, top1_acc: 0.9294, top5_acc: 0.9950, loss_cls: 2.1781, loss: 2.1781 +2024-09-21 23:41:20,040 - pyskl - INFO - Epoch [110][2100/3405] lr: 4.211e-03, eta: 8:54:24, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.9219, top5_acc: 0.9969, loss_cls: 2.1812, loss: 2.1812 +2024-09-21 23:41:42,051 - pyskl - INFO - Epoch [110][2200/3405] lr: 4.205e-03, eta: 8:54:01, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.9413, top5_acc: 0.9969, loss_cls: 2.1330, loss: 2.1330 +2024-09-21 23:42:03,804 - pyskl - INFO - Epoch [110][2300/3405] lr: 4.199e-03, eta: 8:53:37, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.9319, top5_acc: 0.9938, loss_cls: 2.1543, loss: 2.1543 +2024-09-21 23:42:26,259 - pyskl - INFO - Epoch [110][2400/3405] lr: 4.194e-03, eta: 8:53:13, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.9194, top5_acc: 0.9894, loss_cls: 2.1846, loss: 2.1846 +2024-09-21 23:42:48,079 - pyskl - INFO - Epoch [110][2500/3405] lr: 4.188e-03, eta: 8:52:49, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.9294, top5_acc: 0.9950, loss_cls: 2.1572, loss: 2.1572 +2024-09-21 23:43:10,037 - pyskl - INFO - Epoch [110][2600/3405] lr: 4.182e-03, eta: 8:52:25, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.9219, top5_acc: 0.9981, loss_cls: 2.1500, loss: 2.1500 +2024-09-21 23:43:32,023 - pyskl - INFO - Epoch [110][2700/3405] lr: 4.176e-03, eta: 8:52:01, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.9337, top5_acc: 0.9969, loss_cls: 2.1411, loss: 2.1411 +2024-09-21 23:43:54,025 - pyskl - INFO - Epoch [110][2800/3405] lr: 4.171e-03, eta: 8:51:38, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.9400, top5_acc: 0.9962, loss_cls: 2.1386, loss: 2.1386 +2024-09-21 23:44:15,680 - pyskl - INFO - Epoch [110][2900/3405] lr: 4.165e-03, eta: 8:51:14, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.9313, top5_acc: 0.9969, loss_cls: 2.1437, loss: 2.1437 +2024-09-21 23:44:37,257 - pyskl - INFO - Epoch [110][3000/3405] lr: 4.159e-03, eta: 8:50:50, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.9206, top5_acc: 0.9925, loss_cls: 2.1722, loss: 2.1722 +2024-09-21 23:44:58,553 - pyskl - INFO - Epoch [110][3100/3405] lr: 4.153e-03, eta: 8:50:26, time: 0.213, data_time: 0.000, memory: 5251, top1_acc: 0.9350, top5_acc: 0.9975, loss_cls: 2.1356, loss: 2.1356 +2024-09-21 23:45:20,403 - pyskl - INFO - Epoch [110][3200/3405] lr: 4.148e-03, eta: 8:50:02, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.9225, top5_acc: 0.9925, loss_cls: 2.1646, loss: 2.1646 +2024-09-21 23:45:42,472 - pyskl - INFO - Epoch [110][3300/3405] lr: 4.142e-03, eta: 8:49:38, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.9213, top5_acc: 0.9938, loss_cls: 2.1841, loss: 2.1841 +2024-09-21 23:46:04,340 - pyskl - INFO - Epoch [110][3400/3405] lr: 4.136e-03, eta: 8:49:14, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.9194, top5_acc: 0.9956, loss_cls: 2.1716, loss: 2.1716 +2024-09-21 23:46:06,127 - pyskl - INFO - Saving checkpoint at 110 epochs +2024-09-21 23:49:50,202 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-21 23:49:50,729 - pyskl - INFO - +top1_acc 0.8347 +top5_acc 0.9671 +2024-09-21 23:49:50,747 - pyskl - INFO - Epoch(val) [110][3718] top1_acc: 0.8347, top5_acc: 0.9671 +2024-09-21 23:50:40,636 - pyskl - INFO - Epoch [111][100/3405] lr: 4.130e-03, eta: 8:48:59, time: 0.499, data_time: 0.284, memory: 5251, top1_acc: 0.9525, top5_acc: 0.9988, loss_cls: 2.0856, loss: 2.0856 +2024-09-21 23:51:02,766 - pyskl - INFO - Epoch [111][200/3405] lr: 4.125e-03, eta: 8:48:35, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.9456, top5_acc: 0.9975, loss_cls: 2.1021, loss: 2.1021 +2024-09-21 23:51:24,385 - pyskl - INFO - Epoch [111][300/3405] lr: 4.119e-03, eta: 8:48:11, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.9413, top5_acc: 0.9956, loss_cls: 2.1218, loss: 2.1218 +2024-09-21 23:51:46,288 - pyskl - INFO - Epoch [111][400/3405] lr: 4.113e-03, eta: 8:47:48, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.9463, top5_acc: 0.9969, loss_cls: 2.0953, loss: 2.0953 +2024-09-21 23:52:08,061 - pyskl - INFO - Epoch [111][500/3405] lr: 4.107e-03, eta: 8:47:24, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.9394, top5_acc: 0.9988, loss_cls: 2.1187, loss: 2.1187 +2024-09-21 23:52:29,496 - pyskl - INFO - Epoch [111][600/3405] lr: 4.102e-03, eta: 8:47:00, time: 0.214, data_time: 0.000, memory: 5251, top1_acc: 0.9419, top5_acc: 0.9962, loss_cls: 2.1152, loss: 2.1152 +2024-09-21 23:52:50,862 - pyskl - INFO - Epoch [111][700/3405] lr: 4.096e-03, eta: 8:46:36, time: 0.214, data_time: 0.000, memory: 5251, top1_acc: 0.9313, top5_acc: 0.9988, loss_cls: 2.1343, loss: 2.1343 +2024-09-21 23:53:12,289 - pyskl - INFO - Epoch [111][800/3405] lr: 4.090e-03, eta: 8:46:12, time: 0.214, data_time: 0.000, memory: 5251, top1_acc: 0.9431, top5_acc: 0.9988, loss_cls: 2.1139, loss: 2.1139 +2024-09-21 23:53:34,094 - pyskl - INFO - Epoch [111][900/3405] lr: 4.085e-03, eta: 8:45:48, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.9444, top5_acc: 0.9962, loss_cls: 2.1051, loss: 2.1051 +2024-09-21 23:53:56,235 - pyskl - INFO - Epoch [111][1000/3405] lr: 4.079e-03, eta: 8:45:24, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.9287, top5_acc: 0.9969, loss_cls: 2.1389, loss: 2.1389 +2024-09-21 23:54:19,346 - pyskl - INFO - Epoch [111][1100/3405] lr: 4.073e-03, eta: 8:45:01, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.9513, top5_acc: 0.9988, loss_cls: 2.0999, loss: 2.0999 +2024-09-21 23:54:41,862 - pyskl - INFO - Epoch [111][1200/3405] lr: 4.068e-03, eta: 8:44:37, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.9294, top5_acc: 0.9988, loss_cls: 2.1390, loss: 2.1390 +2024-09-21 23:55:03,996 - pyskl - INFO - Epoch [111][1300/3405] lr: 4.062e-03, eta: 8:44:13, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.9306, top5_acc: 0.9956, loss_cls: 2.1450, loss: 2.1450 +2024-09-21 23:55:26,245 - pyskl - INFO - Epoch [111][1400/3405] lr: 4.056e-03, eta: 8:43:50, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.9406, top5_acc: 0.9975, loss_cls: 2.1084, loss: 2.1084 +2024-09-21 23:55:47,867 - pyskl - INFO - Epoch [111][1500/3405] lr: 4.051e-03, eta: 8:43:26, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.9400, top5_acc: 0.9975, loss_cls: 2.1305, loss: 2.1305 +2024-09-21 23:56:09,540 - pyskl - INFO - Epoch [111][1600/3405] lr: 4.045e-03, eta: 8:43:02, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.9325, top5_acc: 0.9975, loss_cls: 2.1425, loss: 2.1425 +2024-09-21 23:56:31,586 - pyskl - INFO - Epoch [111][1700/3405] lr: 4.039e-03, eta: 8:42:38, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.9450, top5_acc: 0.9975, loss_cls: 2.1162, loss: 2.1162 +2024-09-21 23:56:53,708 - pyskl - INFO - Epoch [111][1800/3405] lr: 4.034e-03, eta: 8:42:14, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.9369, top5_acc: 0.9962, loss_cls: 2.1131, loss: 2.1131 +2024-09-21 23:57:15,689 - pyskl - INFO - Epoch [111][1900/3405] lr: 4.028e-03, eta: 8:41:50, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.9294, top5_acc: 0.9975, loss_cls: 2.1290, loss: 2.1290 +2024-09-21 23:57:37,618 - pyskl - INFO - Epoch [111][2000/3405] lr: 4.022e-03, eta: 8:41:27, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.9263, top5_acc: 0.9950, loss_cls: 2.1594, loss: 2.1594 +2024-09-21 23:57:59,993 - pyskl - INFO - Epoch [111][2100/3405] lr: 4.017e-03, eta: 8:41:03, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.9194, top5_acc: 0.9931, loss_cls: 2.1896, loss: 2.1896 +2024-09-21 23:58:21,889 - pyskl - INFO - Epoch [111][2200/3405] lr: 4.011e-03, eta: 8:40:39, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.9337, top5_acc: 0.9950, loss_cls: 2.1416, loss: 2.1416 +2024-09-21 23:58:43,972 - pyskl - INFO - Epoch [111][2300/3405] lr: 4.005e-03, eta: 8:40:15, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.9194, top5_acc: 0.9962, loss_cls: 2.1710, loss: 2.1710 +2024-09-21 23:59:06,551 - pyskl - INFO - Epoch [111][2400/3405] lr: 4.000e-03, eta: 8:39:52, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.9469, top5_acc: 0.9950, loss_cls: 2.1209, loss: 2.1209 +2024-09-21 23:59:28,372 - pyskl - INFO - Epoch [111][2500/3405] lr: 3.994e-03, eta: 8:39:28, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.9406, top5_acc: 0.9956, loss_cls: 2.1364, loss: 2.1364 +2024-09-21 23:59:50,384 - pyskl - INFO - Epoch [111][2600/3405] lr: 3.988e-03, eta: 8:39:04, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.9250, top5_acc: 0.9931, loss_cls: 2.1735, loss: 2.1735 +2024-09-22 00:00:12,767 - pyskl - INFO - Epoch [111][2700/3405] lr: 3.983e-03, eta: 8:38:41, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.9225, top5_acc: 0.9956, loss_cls: 2.1668, loss: 2.1668 +2024-09-22 00:00:34,965 - pyskl - INFO - Epoch [111][2800/3405] lr: 3.977e-03, eta: 8:38:17, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.9200, top5_acc: 0.9950, loss_cls: 2.1806, loss: 2.1806 +2024-09-22 00:00:56,227 - pyskl - INFO - Epoch [111][2900/3405] lr: 3.972e-03, eta: 8:37:53, time: 0.213, data_time: 0.000, memory: 5251, top1_acc: 0.9269, top5_acc: 0.9956, loss_cls: 2.1497, loss: 2.1497 +2024-09-22 00:01:18,277 - pyskl - INFO - Epoch [111][3000/3405] lr: 3.966e-03, eta: 8:37:29, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.9163, top5_acc: 0.9919, loss_cls: 2.1841, loss: 2.1841 +2024-09-22 00:01:40,057 - pyskl - INFO - Epoch [111][3100/3405] lr: 3.960e-03, eta: 8:37:05, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.9231, top5_acc: 0.9944, loss_cls: 2.1788, loss: 2.1788 +2024-09-22 00:02:01,774 - pyskl - INFO - Epoch [111][3200/3405] lr: 3.955e-03, eta: 8:36:41, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.9287, top5_acc: 0.9950, loss_cls: 2.1634, loss: 2.1634 +2024-09-22 00:02:23,189 - pyskl - INFO - Epoch [111][3300/3405] lr: 3.949e-03, eta: 8:36:17, time: 0.214, data_time: 0.000, memory: 5251, top1_acc: 0.9306, top5_acc: 0.9938, loss_cls: 2.1692, loss: 2.1692 +2024-09-22 00:02:45,354 - pyskl - INFO - Epoch [111][3400/3405] lr: 3.943e-03, eta: 8:35:54, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.9081, top5_acc: 0.9944, loss_cls: 2.1895, loss: 2.1895 +2024-09-22 00:02:47,116 - pyskl - INFO - Saving checkpoint at 111 epochs +2024-09-22 00:06:32,189 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-22 00:06:32,727 - pyskl - INFO - +top1_acc 0.8373 +top5_acc 0.9679 +2024-09-22 00:06:32,746 - pyskl - INFO - Epoch(val) [111][3718] top1_acc: 0.8373, top5_acc: 0.9679 +2024-09-22 00:07:20,964 - pyskl - INFO - Epoch [112][100/3405] lr: 3.938e-03, eta: 8:35:38, time: 0.482, data_time: 0.262, memory: 5251, top1_acc: 0.9300, top5_acc: 0.9988, loss_cls: 2.1352, loss: 2.1352 +2024-09-22 00:07:42,886 - pyskl - INFO - Epoch [112][200/3405] lr: 3.932e-03, eta: 8:35:14, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.9413, top5_acc: 0.9975, loss_cls: 2.1061, loss: 2.1061 +2024-09-22 00:08:04,922 - pyskl - INFO - Epoch [112][300/3405] lr: 3.926e-03, eta: 8:34:50, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.9606, top5_acc: 0.9981, loss_cls: 2.0771, loss: 2.0771 +2024-09-22 00:08:26,303 - pyskl - INFO - Epoch [112][400/3405] lr: 3.921e-03, eta: 8:34:26, time: 0.214, data_time: 0.000, memory: 5251, top1_acc: 0.9437, top5_acc: 0.9975, loss_cls: 2.1058, loss: 2.1058 +2024-09-22 00:08:48,673 - pyskl - INFO - Epoch [112][500/3405] lr: 3.915e-03, eta: 8:34:02, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.9431, top5_acc: 0.9969, loss_cls: 2.1200, loss: 2.1200 +2024-09-22 00:09:11,291 - pyskl - INFO - Epoch [112][600/3405] lr: 3.910e-03, eta: 8:33:39, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.9425, top5_acc: 0.9975, loss_cls: 2.1213, loss: 2.1213 +2024-09-22 00:09:33,388 - pyskl - INFO - Epoch [112][700/3405] lr: 3.904e-03, eta: 8:33:15, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.9344, top5_acc: 0.9962, loss_cls: 2.1257, loss: 2.1257 +2024-09-22 00:09:54,989 - pyskl - INFO - Epoch [112][800/3405] lr: 3.898e-03, eta: 8:32:51, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.9500, top5_acc: 0.9981, loss_cls: 2.0995, loss: 2.0995 +2024-09-22 00:10:17,276 - pyskl - INFO - Epoch [112][900/3405] lr: 3.893e-03, eta: 8:32:27, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9381, top5_acc: 0.9981, loss_cls: 2.1145, loss: 2.1145 +2024-09-22 00:10:39,007 - pyskl - INFO - Epoch [112][1000/3405] lr: 3.887e-03, eta: 8:32:04, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.9413, top5_acc: 0.9969, loss_cls: 2.1128, loss: 2.1128 +2024-09-22 00:11:00,779 - pyskl - INFO - Epoch [112][1100/3405] lr: 3.882e-03, eta: 8:31:40, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.9400, top5_acc: 0.9975, loss_cls: 2.1215, loss: 2.1215 +2024-09-22 00:11:22,652 - pyskl - INFO - Epoch [112][1200/3405] lr: 3.876e-03, eta: 8:31:16, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.9263, top5_acc: 0.9981, loss_cls: 2.1380, loss: 2.1380 +2024-09-22 00:11:44,679 - pyskl - INFO - Epoch [112][1300/3405] lr: 3.871e-03, eta: 8:30:52, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.9425, top5_acc: 0.9988, loss_cls: 2.1199, loss: 2.1199 +2024-09-22 00:12:07,394 - pyskl - INFO - Epoch [112][1400/3405] lr: 3.865e-03, eta: 8:30:29, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.9369, top5_acc: 0.9988, loss_cls: 2.1430, loss: 2.1430 +2024-09-22 00:12:29,236 - pyskl - INFO - Epoch [112][1500/3405] lr: 3.860e-03, eta: 8:30:05, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.9294, top5_acc: 0.9969, loss_cls: 2.1439, loss: 2.1439 +2024-09-22 00:12:51,083 - pyskl - INFO - Epoch [112][1600/3405] lr: 3.854e-03, eta: 8:29:41, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.9375, top5_acc: 0.9981, loss_cls: 2.1246, loss: 2.1246 +2024-09-22 00:13:13,408 - pyskl - INFO - Epoch [112][1700/3405] lr: 3.848e-03, eta: 8:29:17, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9237, top5_acc: 0.9950, loss_cls: 2.1688, loss: 2.1688 +2024-09-22 00:13:35,961 - pyskl - INFO - Epoch [112][1800/3405] lr: 3.843e-03, eta: 8:28:54, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.9363, top5_acc: 0.9975, loss_cls: 2.1300, loss: 2.1300 +2024-09-22 00:13:57,867 - pyskl - INFO - Epoch [112][1900/3405] lr: 3.837e-03, eta: 8:28:30, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.9294, top5_acc: 0.9944, loss_cls: 2.1452, loss: 2.1452 +2024-09-22 00:14:19,746 - pyskl - INFO - Epoch [112][2000/3405] lr: 3.832e-03, eta: 8:28:06, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.9306, top5_acc: 0.9950, loss_cls: 2.1473, loss: 2.1473 +2024-09-22 00:14:41,922 - pyskl - INFO - Epoch [112][2100/3405] lr: 3.826e-03, eta: 8:27:43, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.9344, top5_acc: 0.9956, loss_cls: 2.1479, loss: 2.1479 +2024-09-22 00:15:04,124 - pyskl - INFO - Epoch [112][2200/3405] lr: 3.821e-03, eta: 8:27:19, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.9337, top5_acc: 0.9950, loss_cls: 2.1249, loss: 2.1249 +2024-09-22 00:15:26,513 - pyskl - INFO - Epoch [112][2300/3405] lr: 3.815e-03, eta: 8:26:55, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.9394, top5_acc: 0.9988, loss_cls: 2.1195, loss: 2.1195 +2024-09-22 00:15:48,711 - pyskl - INFO - Epoch [112][2400/3405] lr: 3.810e-03, eta: 8:26:32, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.9356, top5_acc: 0.9969, loss_cls: 2.1302, loss: 2.1302 +2024-09-22 00:16:10,582 - pyskl - INFO - Epoch [112][2500/3405] lr: 3.804e-03, eta: 8:26:08, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.9344, top5_acc: 0.9981, loss_cls: 2.1194, loss: 2.1194 +2024-09-22 00:16:32,168 - pyskl - INFO - Epoch [112][2600/3405] lr: 3.799e-03, eta: 8:25:44, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.9275, top5_acc: 0.9925, loss_cls: 2.1571, loss: 2.1571 +2024-09-22 00:16:53,766 - pyskl - INFO - Epoch [112][2700/3405] lr: 3.793e-03, eta: 8:25:20, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.9294, top5_acc: 0.9962, loss_cls: 2.1400, loss: 2.1400 +2024-09-22 00:17:14,879 - pyskl - INFO - Epoch [112][2800/3405] lr: 3.788e-03, eta: 8:24:56, time: 0.211, data_time: 0.000, memory: 5251, top1_acc: 0.9325, top5_acc: 0.9962, loss_cls: 2.1472, loss: 2.1472 +2024-09-22 00:17:36,650 - pyskl - INFO - Epoch [112][2900/3405] lr: 3.782e-03, eta: 8:24:32, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.9225, top5_acc: 0.9931, loss_cls: 2.1756, loss: 2.1756 +2024-09-22 00:17:59,337 - pyskl - INFO - Epoch [112][3000/3405] lr: 3.777e-03, eta: 8:24:09, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.9381, top5_acc: 0.9981, loss_cls: 2.1324, loss: 2.1324 +2024-09-22 00:18:21,664 - pyskl - INFO - Epoch [112][3100/3405] lr: 3.771e-03, eta: 8:23:45, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9244, top5_acc: 0.9975, loss_cls: 2.1609, loss: 2.1609 +2024-09-22 00:18:43,492 - pyskl - INFO - Epoch [112][3200/3405] lr: 3.766e-03, eta: 8:23:21, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.9306, top5_acc: 0.9950, loss_cls: 2.1591, loss: 2.1591 +2024-09-22 00:19:05,615 - pyskl - INFO - Epoch [112][3300/3405] lr: 3.760e-03, eta: 8:22:57, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.9325, top5_acc: 0.9950, loss_cls: 2.1447, loss: 2.1447 +2024-09-22 00:19:27,547 - pyskl - INFO - Epoch [112][3400/3405] lr: 3.755e-03, eta: 8:22:34, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.9369, top5_acc: 0.9962, loss_cls: 2.1218, loss: 2.1218 +2024-09-22 00:19:29,273 - pyskl - INFO - Saving checkpoint at 112 epochs +2024-09-22 00:23:12,917 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-22 00:23:13,446 - pyskl - INFO - +top1_acc 0.8362 +top5_acc 0.9673 +2024-09-22 00:23:13,467 - pyskl - INFO - Epoch(val) [112][3718] top1_acc: 0.8362, top5_acc: 0.9673 +2024-09-22 00:24:00,988 - pyskl - INFO - Epoch [113][100/3405] lr: 3.749e-03, eta: 8:22:17, time: 0.475, data_time: 0.252, memory: 5251, top1_acc: 0.9400, top5_acc: 0.9969, loss_cls: 2.1115, loss: 2.1115 +2024-09-22 00:24:23,022 - pyskl - INFO - Epoch [113][200/3405] lr: 3.743e-03, eta: 8:21:53, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.9456, top5_acc: 0.9962, loss_cls: 2.1150, loss: 2.1150 +2024-09-22 00:24:45,044 - pyskl - INFO - Epoch [113][300/3405] lr: 3.738e-03, eta: 8:21:29, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.9344, top5_acc: 0.9988, loss_cls: 2.1256, loss: 2.1256 +2024-09-22 00:25:07,094 - pyskl - INFO - Epoch [113][400/3405] lr: 3.732e-03, eta: 8:21:06, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.9506, top5_acc: 0.9988, loss_cls: 2.0874, loss: 2.0874 +2024-09-22 00:25:28,735 - pyskl - INFO - Epoch [113][500/3405] lr: 3.727e-03, eta: 8:20:42, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.9406, top5_acc: 0.9988, loss_cls: 2.1001, loss: 2.1001 +2024-09-22 00:25:49,898 - pyskl - INFO - Epoch [113][600/3405] lr: 3.721e-03, eta: 8:20:18, time: 0.212, data_time: 0.000, memory: 5251, top1_acc: 0.9531, top5_acc: 0.9981, loss_cls: 2.0849, loss: 2.0849 +2024-09-22 00:26:11,220 - pyskl - INFO - Epoch [113][700/3405] lr: 3.716e-03, eta: 8:19:54, time: 0.213, data_time: 0.000, memory: 5251, top1_acc: 0.9437, top5_acc: 0.9981, loss_cls: 2.0964, loss: 2.0964 +2024-09-22 00:26:33,226 - pyskl - INFO - Epoch [113][800/3405] lr: 3.710e-03, eta: 8:19:30, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.9500, top5_acc: 0.9975, loss_cls: 2.1094, loss: 2.1094 +2024-09-22 00:26:54,906 - pyskl - INFO - Epoch [113][900/3405] lr: 3.705e-03, eta: 8:19:06, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.9494, top5_acc: 0.9988, loss_cls: 2.0953, loss: 2.0953 +2024-09-22 00:27:16,605 - pyskl - INFO - Epoch [113][1000/3405] lr: 3.699e-03, eta: 8:18:42, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.9525, top5_acc: 0.9988, loss_cls: 2.0946, loss: 2.0946 +2024-09-22 00:27:38,051 - pyskl - INFO - Epoch [113][1100/3405] lr: 3.694e-03, eta: 8:18:18, time: 0.214, data_time: 0.000, memory: 5251, top1_acc: 0.9431, top5_acc: 0.9988, loss_cls: 2.1086, loss: 2.1086 +2024-09-22 00:27:59,867 - pyskl - INFO - Epoch [113][1200/3405] lr: 3.689e-03, eta: 8:17:55, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.9475, top5_acc: 0.9981, loss_cls: 2.1015, loss: 2.1015 +2024-09-22 00:28:21,424 - pyskl - INFO - Epoch [113][1300/3405] lr: 3.683e-03, eta: 8:17:31, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.9356, top5_acc: 0.9975, loss_cls: 2.1272, loss: 2.1272 +2024-09-22 00:28:42,818 - pyskl - INFO - Epoch [113][1400/3405] lr: 3.678e-03, eta: 8:17:07, time: 0.214, data_time: 0.000, memory: 5251, top1_acc: 0.9356, top5_acc: 0.9962, loss_cls: 2.1317, loss: 2.1317 +2024-09-22 00:29:04,811 - pyskl - INFO - Epoch [113][1500/3405] lr: 3.672e-03, eta: 8:16:43, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.9487, top5_acc: 0.9975, loss_cls: 2.0938, loss: 2.0938 +2024-09-22 00:29:26,673 - pyskl - INFO - Epoch [113][1600/3405] lr: 3.667e-03, eta: 8:16:19, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.9337, top5_acc: 0.9956, loss_cls: 2.1465, loss: 2.1465 +2024-09-22 00:29:48,455 - pyskl - INFO - Epoch [113][1700/3405] lr: 3.661e-03, eta: 8:15:55, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.9437, top5_acc: 0.9988, loss_cls: 2.1098, loss: 2.1098 +2024-09-22 00:30:10,285 - pyskl - INFO - Epoch [113][1800/3405] lr: 3.656e-03, eta: 8:15:32, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.9475, top5_acc: 0.9975, loss_cls: 2.0965, loss: 2.0965 +2024-09-22 00:30:31,955 - pyskl - INFO - Epoch [113][1900/3405] lr: 3.650e-03, eta: 8:15:08, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.9406, top5_acc: 0.9981, loss_cls: 2.1101, loss: 2.1101 +2024-09-22 00:30:53,925 - pyskl - INFO - Epoch [113][2000/3405] lr: 3.645e-03, eta: 8:14:44, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.9350, top5_acc: 0.9962, loss_cls: 2.1214, loss: 2.1214 +2024-09-22 00:31:15,457 - pyskl - INFO - Epoch [113][2100/3405] lr: 3.640e-03, eta: 8:14:20, time: 0.215, data_time: 0.000, memory: 5251, top1_acc: 0.9463, top5_acc: 0.9950, loss_cls: 2.1105, loss: 2.1105 +2024-09-22 00:31:37,335 - pyskl - INFO - Epoch [113][2200/3405] lr: 3.634e-03, eta: 8:13:56, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.9381, top5_acc: 0.9975, loss_cls: 2.1205, loss: 2.1205 +2024-09-22 00:31:59,500 - pyskl - INFO - Epoch [113][2300/3405] lr: 3.629e-03, eta: 8:13:33, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.9350, top5_acc: 0.9981, loss_cls: 2.1321, loss: 2.1321 +2024-09-22 00:32:21,856 - pyskl - INFO - Epoch [113][2400/3405] lr: 3.623e-03, eta: 8:13:09, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.9269, top5_acc: 0.9950, loss_cls: 2.1506, loss: 2.1506 +2024-09-22 00:32:44,472 - pyskl - INFO - Epoch [113][2500/3405] lr: 3.618e-03, eta: 8:12:46, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.9344, top5_acc: 0.9962, loss_cls: 2.1531, loss: 2.1531 +2024-09-22 00:33:07,412 - pyskl - INFO - Epoch [113][2600/3405] lr: 3.613e-03, eta: 8:12:22, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.9437, top5_acc: 0.9981, loss_cls: 2.0984, loss: 2.0984 +2024-09-22 00:33:29,155 - pyskl - INFO - Epoch [113][2700/3405] lr: 3.607e-03, eta: 8:11:58, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.9375, top5_acc: 0.9969, loss_cls: 2.1153, loss: 2.1153 +2024-09-22 00:33:50,988 - pyskl - INFO - Epoch [113][2800/3405] lr: 3.602e-03, eta: 8:11:35, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.9363, top5_acc: 0.9944, loss_cls: 2.1446, loss: 2.1446 +2024-09-22 00:34:12,715 - pyskl - INFO - Epoch [113][2900/3405] lr: 3.596e-03, eta: 8:11:11, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.9419, top5_acc: 0.9988, loss_cls: 2.1124, loss: 2.1124 +2024-09-22 00:34:34,708 - pyskl - INFO - Epoch [113][3000/3405] lr: 3.591e-03, eta: 8:10:47, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.9419, top5_acc: 0.9956, loss_cls: 2.1211, loss: 2.1211 +2024-09-22 00:34:56,639 - pyskl - INFO - Epoch [113][3100/3405] lr: 3.586e-03, eta: 8:10:23, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.9325, top5_acc: 0.9981, loss_cls: 2.1478, loss: 2.1478 +2024-09-22 00:35:18,348 - pyskl - INFO - Epoch [113][3200/3405] lr: 3.580e-03, eta: 8:09:59, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.9381, top5_acc: 0.9950, loss_cls: 2.1300, loss: 2.1300 +2024-09-22 00:35:39,752 - pyskl - INFO - Epoch [113][3300/3405] lr: 3.575e-03, eta: 8:09:36, time: 0.214, data_time: 0.000, memory: 5251, top1_acc: 0.9356, top5_acc: 0.9962, loss_cls: 2.1251, loss: 2.1251 +2024-09-22 00:36:01,222 - pyskl - INFO - Epoch [113][3400/3405] lr: 3.569e-03, eta: 8:09:12, time: 0.215, data_time: 0.000, memory: 5251, top1_acc: 0.9387, top5_acc: 0.9969, loss_cls: 2.1268, loss: 2.1268 +2024-09-22 00:36:02,951 - pyskl - INFO - Saving checkpoint at 113 epochs +2024-09-22 00:39:46,710 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-22 00:39:47,235 - pyskl - INFO - +top1_acc 0.8344 +top5_acc 0.9673 +2024-09-22 00:39:47,254 - pyskl - INFO - Epoch(val) [113][3718] top1_acc: 0.8344, top5_acc: 0.9673 +2024-09-22 00:40:35,601 - pyskl - INFO - Epoch [114][100/3405] lr: 3.564e-03, eta: 8:08:55, time: 0.483, data_time: 0.270, memory: 5251, top1_acc: 0.9475, top5_acc: 0.9956, loss_cls: 2.1074, loss: 2.1074 +2024-09-22 00:40:57,243 - pyskl - INFO - Epoch [114][200/3405] lr: 3.558e-03, eta: 8:08:31, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.9506, top5_acc: 0.9962, loss_cls: 2.1041, loss: 2.1041 +2024-09-22 00:41:19,905 - pyskl - INFO - Epoch [114][300/3405] lr: 3.553e-03, eta: 8:08:08, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.9581, top5_acc: 0.9994, loss_cls: 2.0753, loss: 2.0753 +2024-09-22 00:41:42,039 - pyskl - INFO - Epoch [114][400/3405] lr: 3.548e-03, eta: 8:07:44, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.9606, top5_acc: 0.9994, loss_cls: 2.0577, loss: 2.0577 +2024-09-22 00:42:03,907 - pyskl - INFO - Epoch [114][500/3405] lr: 3.542e-03, eta: 8:07:20, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.9494, top5_acc: 0.9969, loss_cls: 2.0801, loss: 2.0801 +2024-09-22 00:42:25,236 - pyskl - INFO - Epoch [114][600/3405] lr: 3.537e-03, eta: 8:06:56, time: 0.213, data_time: 0.000, memory: 5251, top1_acc: 0.9569, top5_acc: 0.9988, loss_cls: 2.0754, loss: 2.0754 +2024-09-22 00:42:46,856 - pyskl - INFO - Epoch [114][700/3405] lr: 3.532e-03, eta: 8:06:32, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.9513, top5_acc: 0.9969, loss_cls: 2.0987, loss: 2.0987 +2024-09-22 00:43:08,256 - pyskl - INFO - Epoch [114][800/3405] lr: 3.526e-03, eta: 8:06:08, time: 0.214, data_time: 0.000, memory: 5251, top1_acc: 0.9519, top5_acc: 0.9988, loss_cls: 2.0962, loss: 2.0962 +2024-09-22 00:43:29,779 - pyskl - INFO - Epoch [114][900/3405] lr: 3.521e-03, eta: 8:05:45, time: 0.215, data_time: 0.000, memory: 5251, top1_acc: 0.9519, top5_acc: 0.9962, loss_cls: 2.0937, loss: 2.0937 +2024-09-22 00:43:51,453 - pyskl - INFO - Epoch [114][1000/3405] lr: 3.516e-03, eta: 8:05:21, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.9519, top5_acc: 0.9981, loss_cls: 2.0888, loss: 2.0888 +2024-09-22 00:44:13,602 - pyskl - INFO - Epoch [114][1100/3405] lr: 3.510e-03, eta: 8:04:57, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.9444, top5_acc: 0.9988, loss_cls: 2.0910, loss: 2.0910 +2024-09-22 00:44:35,233 - pyskl - INFO - Epoch [114][1200/3405] lr: 3.505e-03, eta: 8:04:33, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.9375, top5_acc: 0.9988, loss_cls: 2.1295, loss: 2.1295 +2024-09-22 00:44:57,837 - pyskl - INFO - Epoch [114][1300/3405] lr: 3.499e-03, eta: 8:04:10, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.9444, top5_acc: 0.9975, loss_cls: 2.0994, loss: 2.0994 +2024-09-22 00:45:19,886 - pyskl - INFO - Epoch [114][1400/3405] lr: 3.494e-03, eta: 8:03:46, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.9494, top5_acc: 0.9969, loss_cls: 2.0891, loss: 2.0891 +2024-09-22 00:45:41,910 - pyskl - INFO - Epoch [114][1500/3405] lr: 3.489e-03, eta: 8:03:22, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.9525, top5_acc: 0.9962, loss_cls: 2.0998, loss: 2.0998 +2024-09-22 00:46:04,065 - pyskl - INFO - Epoch [114][1600/3405] lr: 3.484e-03, eta: 8:02:59, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.9481, top5_acc: 0.9988, loss_cls: 2.1006, loss: 2.1006 +2024-09-22 00:46:25,640 - pyskl - INFO - Epoch [114][1700/3405] lr: 3.478e-03, eta: 8:02:35, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.9381, top5_acc: 0.9975, loss_cls: 2.1132, loss: 2.1132 +2024-09-22 00:46:47,198 - pyskl - INFO - Epoch [114][1800/3405] lr: 3.473e-03, eta: 8:02:11, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.9456, top5_acc: 0.9994, loss_cls: 2.1085, loss: 2.1085 +2024-09-22 00:47:09,564 - pyskl - INFO - Epoch [114][1900/3405] lr: 3.468e-03, eta: 8:01:47, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.9519, top5_acc: 0.9975, loss_cls: 2.1015, loss: 2.1015 +2024-09-22 00:47:31,058 - pyskl - INFO - Epoch [114][2000/3405] lr: 3.462e-03, eta: 8:01:23, time: 0.215, data_time: 0.000, memory: 5251, top1_acc: 0.9394, top5_acc: 0.9988, loss_cls: 2.1045, loss: 2.1045 +2024-09-22 00:47:53,638 - pyskl - INFO - Epoch [114][2100/3405] lr: 3.457e-03, eta: 8:01:00, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.9537, top5_acc: 0.9969, loss_cls: 2.0913, loss: 2.0913 +2024-09-22 00:48:15,485 - pyskl - INFO - Epoch [114][2200/3405] lr: 3.452e-03, eta: 8:00:36, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.9513, top5_acc: 0.9956, loss_cls: 2.1082, loss: 2.1082 +2024-09-22 00:48:37,780 - pyskl - INFO - Epoch [114][2300/3405] lr: 3.446e-03, eta: 8:00:13, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9487, top5_acc: 0.9981, loss_cls: 2.0953, loss: 2.0953 +2024-09-22 00:48:59,902 - pyskl - INFO - Epoch [114][2400/3405] lr: 3.441e-03, eta: 7:59:49, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.9437, top5_acc: 0.9994, loss_cls: 2.1075, loss: 2.1075 +2024-09-22 00:49:21,469 - pyskl - INFO - Epoch [114][2500/3405] lr: 3.436e-03, eta: 7:59:25, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.9387, top5_acc: 0.9938, loss_cls: 2.1268, loss: 2.1268 +2024-09-22 00:49:43,054 - pyskl - INFO - Epoch [114][2600/3405] lr: 3.430e-03, eta: 7:59:01, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.9444, top5_acc: 0.9956, loss_cls: 2.1105, loss: 2.1105 +2024-09-22 00:50:05,060 - pyskl - INFO - Epoch [114][2700/3405] lr: 3.425e-03, eta: 7:58:38, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.9413, top5_acc: 0.9969, loss_cls: 2.1124, loss: 2.1124 +2024-09-22 00:50:26,668 - pyskl - INFO - Epoch [114][2800/3405] lr: 3.420e-03, eta: 7:58:14, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.9456, top5_acc: 0.9981, loss_cls: 2.0987, loss: 2.0987 +2024-09-22 00:50:48,984 - pyskl - INFO - Epoch [114][2900/3405] lr: 3.415e-03, eta: 7:57:50, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9387, top5_acc: 0.9950, loss_cls: 2.1317, loss: 2.1317 +2024-09-22 00:51:10,954 - pyskl - INFO - Epoch [114][3000/3405] lr: 3.409e-03, eta: 7:57:26, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.9419, top5_acc: 0.9988, loss_cls: 2.1222, loss: 2.1222 +2024-09-22 00:51:33,206 - pyskl - INFO - Epoch [114][3100/3405] lr: 3.404e-03, eta: 7:57:03, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9319, top5_acc: 0.9944, loss_cls: 2.1545, loss: 2.1545 +2024-09-22 00:51:55,245 - pyskl - INFO - Epoch [114][3200/3405] lr: 3.399e-03, eta: 7:56:39, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.9437, top5_acc: 0.9975, loss_cls: 2.1213, loss: 2.1213 +2024-09-22 00:52:17,355 - pyskl - INFO - Epoch [114][3300/3405] lr: 3.393e-03, eta: 7:56:15, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.9419, top5_acc: 0.9969, loss_cls: 2.1135, loss: 2.1135 +2024-09-22 00:52:39,497 - pyskl - INFO - Epoch [114][3400/3405] lr: 3.388e-03, eta: 7:55:52, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.9375, top5_acc: 0.9994, loss_cls: 2.1145, loss: 2.1145 +2024-09-22 00:52:41,218 - pyskl - INFO - Saving checkpoint at 114 epochs +2024-09-22 00:56:26,318 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-22 00:56:26,861 - pyskl - INFO - +top1_acc 0.8441 +top5_acc 0.9697 +2024-09-22 00:56:26,866 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/j_2/best_top1_acc_epoch_106.pth was removed +2024-09-22 00:56:27,022 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_114.pth. +2024-09-22 00:56:27,023 - pyskl - INFO - Best top1_acc is 0.8441 at 114 epoch. +2024-09-22 00:56:27,044 - pyskl - INFO - Epoch(val) [114][3718] top1_acc: 0.8441, top5_acc: 0.9697 +2024-09-22 00:57:14,077 - pyskl - INFO - Epoch [115][100/3405] lr: 3.383e-03, eta: 7:55:34, time: 0.470, data_time: 0.251, memory: 5251, top1_acc: 0.9656, top5_acc: 0.9988, loss_cls: 2.0721, loss: 2.0721 +2024-09-22 00:57:36,256 - pyskl - INFO - Epoch [115][200/3405] lr: 3.377e-03, eta: 7:55:11, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.9544, top5_acc: 0.9994, loss_cls: 2.0707, loss: 2.0707 +2024-09-22 00:57:57,671 - pyskl - INFO - Epoch [115][300/3405] lr: 3.372e-03, eta: 7:54:47, time: 0.214, data_time: 0.000, memory: 5251, top1_acc: 0.9525, top5_acc: 0.9988, loss_cls: 2.0821, loss: 2.0821 +2024-09-22 00:58:19,620 - pyskl - INFO - Epoch [115][400/3405] lr: 3.367e-03, eta: 7:54:23, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.9581, top5_acc: 0.9981, loss_cls: 2.0739, loss: 2.0739 +2024-09-22 00:58:41,398 - pyskl - INFO - Epoch [115][500/3405] lr: 3.362e-03, eta: 7:53:59, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.9531, top5_acc: 0.9975, loss_cls: 2.0832, loss: 2.0832 +2024-09-22 00:59:02,632 - pyskl - INFO - Epoch [115][600/3405] lr: 3.356e-03, eta: 7:53:35, time: 0.212, data_time: 0.000, memory: 5251, top1_acc: 0.9587, top5_acc: 0.9969, loss_cls: 2.0670, loss: 2.0670 +2024-09-22 00:59:25,565 - pyskl - INFO - Epoch [115][700/3405] lr: 3.351e-03, eta: 7:53:12, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 2.0567, loss: 2.0567 +2024-09-22 00:59:47,755 - pyskl - INFO - Epoch [115][800/3405] lr: 3.346e-03, eta: 7:52:48, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.9625, top5_acc: 0.9981, loss_cls: 2.0708, loss: 2.0708 +2024-09-22 01:00:09,667 - pyskl - INFO - Epoch [115][900/3405] lr: 3.341e-03, eta: 7:52:25, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 2.0743, loss: 2.0743 +2024-09-22 01:00:31,051 - pyskl - INFO - Epoch [115][1000/3405] lr: 3.335e-03, eta: 7:52:01, time: 0.214, data_time: 0.000, memory: 5251, top1_acc: 0.9469, top5_acc: 0.9988, loss_cls: 2.0989, loss: 2.0989 +2024-09-22 01:00:52,376 - pyskl - INFO - Epoch [115][1100/3405] lr: 3.330e-03, eta: 7:51:37, time: 0.213, data_time: 0.000, memory: 5251, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 2.0787, loss: 2.0787 +2024-09-22 01:01:14,239 - pyskl - INFO - Epoch [115][1200/3405] lr: 3.325e-03, eta: 7:51:13, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.9537, top5_acc: 0.9969, loss_cls: 2.0799, loss: 2.0799 +2024-09-22 01:01:36,113 - pyskl - INFO - Epoch [115][1300/3405] lr: 3.320e-03, eta: 7:50:49, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.9375, top5_acc: 1.0000, loss_cls: 2.1084, loss: 2.1084 +2024-09-22 01:01:57,458 - pyskl - INFO - Epoch [115][1400/3405] lr: 3.315e-03, eta: 7:50:25, time: 0.213, data_time: 0.000, memory: 5251, top1_acc: 0.9550, top5_acc: 0.9975, loss_cls: 2.0840, loss: 2.0840 +2024-09-22 01:02:18,615 - pyskl - INFO - Epoch [115][1500/3405] lr: 3.309e-03, eta: 7:50:02, time: 0.212, data_time: 0.000, memory: 5251, top1_acc: 0.9487, top5_acc: 0.9994, loss_cls: 2.0862, loss: 2.0862 +2024-09-22 01:02:39,820 - pyskl - INFO - Epoch [115][1600/3405] lr: 3.304e-03, eta: 7:49:38, time: 0.212, data_time: 0.000, memory: 5251, top1_acc: 0.9425, top5_acc: 0.9938, loss_cls: 2.1209, loss: 2.1209 +2024-09-22 01:03:00,979 - pyskl - INFO - Epoch [115][1700/3405] lr: 3.299e-03, eta: 7:49:14, time: 0.212, data_time: 0.000, memory: 5251, top1_acc: 0.9506, top5_acc: 0.9975, loss_cls: 2.0889, loss: 2.0889 +2024-09-22 01:03:22,680 - pyskl - INFO - Epoch [115][1800/3405] lr: 3.294e-03, eta: 7:48:50, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.9506, top5_acc: 0.9962, loss_cls: 2.0799, loss: 2.0799 +2024-09-22 01:03:44,220 - pyskl - INFO - Epoch [115][1900/3405] lr: 3.289e-03, eta: 7:48:26, time: 0.215, data_time: 0.000, memory: 5251, top1_acc: 0.9500, top5_acc: 0.9988, loss_cls: 2.0997, loss: 2.0997 +2024-09-22 01:04:05,783 - pyskl - INFO - Epoch [115][2000/3405] lr: 3.283e-03, eta: 7:48:02, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.9469, top5_acc: 0.9975, loss_cls: 2.1029, loss: 2.1029 +2024-09-22 01:04:27,039 - pyskl - INFO - Epoch [115][2100/3405] lr: 3.278e-03, eta: 7:47:38, time: 0.213, data_time: 0.000, memory: 5251, top1_acc: 0.9513, top5_acc: 0.9975, loss_cls: 2.0936, loss: 2.0936 +2024-09-22 01:04:49,136 - pyskl - INFO - Epoch [115][2200/3405] lr: 3.273e-03, eta: 7:47:15, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.9569, top5_acc: 0.9969, loss_cls: 2.0869, loss: 2.0869 +2024-09-22 01:05:11,033 - pyskl - INFO - Epoch [115][2300/3405] lr: 3.268e-03, eta: 7:46:51, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.9500, top5_acc: 0.9981, loss_cls: 2.0925, loss: 2.0925 +2024-09-22 01:05:33,749 - pyskl - INFO - Epoch [115][2400/3405] lr: 3.263e-03, eta: 7:46:27, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.9469, top5_acc: 0.9994, loss_cls: 2.0984, loss: 2.0984 +2024-09-22 01:05:56,074 - pyskl - INFO - Epoch [115][2500/3405] lr: 3.257e-03, eta: 7:46:04, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9331, top5_acc: 0.9969, loss_cls: 2.1348, loss: 2.1348 +2024-09-22 01:06:17,945 - pyskl - INFO - Epoch [115][2600/3405] lr: 3.252e-03, eta: 7:45:40, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.9519, top5_acc: 0.9988, loss_cls: 2.0868, loss: 2.0868 +2024-09-22 01:06:40,035 - pyskl - INFO - Epoch [115][2700/3405] lr: 3.247e-03, eta: 7:45:16, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.9444, top5_acc: 0.9956, loss_cls: 2.1058, loss: 2.1058 +2024-09-22 01:07:02,284 - pyskl - INFO - Epoch [115][2800/3405] lr: 3.242e-03, eta: 7:44:53, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.9525, top5_acc: 0.9969, loss_cls: 2.1002, loss: 2.1002 +2024-09-22 01:07:24,117 - pyskl - INFO - Epoch [115][2900/3405] lr: 3.237e-03, eta: 7:44:29, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.9319, top5_acc: 0.9975, loss_cls: 2.1352, loss: 2.1352 +2024-09-22 01:07:46,250 - pyskl - INFO - Epoch [115][3000/3405] lr: 3.232e-03, eta: 7:44:05, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.9419, top5_acc: 0.9969, loss_cls: 2.1135, loss: 2.1135 +2024-09-22 01:08:08,375 - pyskl - INFO - Epoch [115][3100/3405] lr: 3.226e-03, eta: 7:43:42, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.9525, top5_acc: 0.9962, loss_cls: 2.0979, loss: 2.0979 +2024-09-22 01:08:30,133 - pyskl - INFO - Epoch [115][3200/3405] lr: 3.221e-03, eta: 7:43:18, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.9463, top5_acc: 0.9962, loss_cls: 2.1173, loss: 2.1173 +2024-09-22 01:08:51,717 - pyskl - INFO - Epoch [115][3300/3405] lr: 3.216e-03, eta: 7:42:54, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.9425, top5_acc: 0.9975, loss_cls: 2.1060, loss: 2.1060 +2024-09-22 01:09:13,799 - pyskl - INFO - Epoch [115][3400/3405] lr: 3.211e-03, eta: 7:42:31, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.9475, top5_acc: 0.9969, loss_cls: 2.1026, loss: 2.1026 +2024-09-22 01:09:15,478 - pyskl - INFO - Saving checkpoint at 115 epochs +2024-09-22 01:13:00,080 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-22 01:13:00,617 - pyskl - INFO - +top1_acc 0.8460 +top5_acc 0.9693 +2024-09-22 01:13:00,622 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/j_2/best_top1_acc_epoch_114.pth was removed +2024-09-22 01:13:00,773 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_115.pth. +2024-09-22 01:13:00,774 - pyskl - INFO - Best top1_acc is 0.8460 at 115 epoch. +2024-09-22 01:13:00,792 - pyskl - INFO - Epoch(val) [115][3718] top1_acc: 0.8460, top5_acc: 0.9693 +2024-09-22 01:13:49,506 - pyskl - INFO - Epoch [116][100/3405] lr: 3.206e-03, eta: 7:42:14, time: 0.487, data_time: 0.263, memory: 5251, top1_acc: 0.9600, top5_acc: 0.9994, loss_cls: 2.0631, loss: 2.0631 +2024-09-22 01:14:10,901 - pyskl - INFO - Epoch [116][200/3405] lr: 3.200e-03, eta: 7:41:50, time: 0.214, data_time: 0.000, memory: 5251, top1_acc: 0.9575, top5_acc: 0.9994, loss_cls: 2.0708, loss: 2.0708 +2024-09-22 01:14:31,983 - pyskl - INFO - Epoch [116][300/3405] lr: 3.195e-03, eta: 7:41:26, time: 0.211, data_time: 0.000, memory: 5251, top1_acc: 0.9631, top5_acc: 0.9994, loss_cls: 2.0515, loss: 2.0515 +2024-09-22 01:14:53,189 - pyskl - INFO - Epoch [116][400/3405] lr: 3.190e-03, eta: 7:41:02, time: 0.212, data_time: 0.000, memory: 5251, top1_acc: 0.9663, top5_acc: 0.9988, loss_cls: 2.0538, loss: 2.0538 +2024-09-22 01:15:15,023 - pyskl - INFO - Epoch [116][500/3405] lr: 3.185e-03, eta: 7:40:38, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 2.0640, loss: 2.0640 +2024-09-22 01:15:36,760 - pyskl - INFO - Epoch [116][600/3405] lr: 3.180e-03, eta: 7:40:14, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 2.0487, loss: 2.0487 +2024-09-22 01:15:57,816 - pyskl - INFO - Epoch [116][700/3405] lr: 3.175e-03, eta: 7:39:50, time: 0.211, data_time: 0.000, memory: 5251, top1_acc: 0.9500, top5_acc: 0.9994, loss_cls: 2.0724, loss: 2.0724 +2024-09-22 01:16:19,796 - pyskl - INFO - Epoch [116][800/3405] lr: 3.170e-03, eta: 7:39:27, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.9650, top5_acc: 0.9969, loss_cls: 2.0674, loss: 2.0674 +2024-09-22 01:16:42,075 - pyskl - INFO - Epoch [116][900/3405] lr: 3.165e-03, eta: 7:39:03, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9481, top5_acc: 0.9975, loss_cls: 2.0864, loss: 2.0864 +2024-09-22 01:17:03,861 - pyskl - INFO - Epoch [116][1000/3405] lr: 3.159e-03, eta: 7:38:39, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.9525, top5_acc: 0.9994, loss_cls: 2.0871, loss: 2.0871 +2024-09-22 01:17:25,455 - pyskl - INFO - Epoch [116][1100/3405] lr: 3.154e-03, eta: 7:38:16, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.9550, top5_acc: 0.9981, loss_cls: 2.0827, loss: 2.0827 +2024-09-22 01:17:47,845 - pyskl - INFO - Epoch [116][1200/3405] lr: 3.149e-03, eta: 7:37:52, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.9475, top5_acc: 0.9975, loss_cls: 2.0911, loss: 2.0911 +2024-09-22 01:18:09,801 - pyskl - INFO - Epoch [116][1300/3405] lr: 3.144e-03, eta: 7:37:28, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.9594, top5_acc: 0.9975, loss_cls: 2.0645, loss: 2.0645 +2024-09-22 01:18:32,192 - pyskl - INFO - Epoch [116][1400/3405] lr: 3.139e-03, eta: 7:37:05, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.9494, top5_acc: 0.9981, loss_cls: 2.0854, loss: 2.0854 +2024-09-22 01:18:54,521 - pyskl - INFO - Epoch [116][1500/3405] lr: 3.134e-03, eta: 7:36:41, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 2.0726, loss: 2.0726 +2024-09-22 01:19:16,157 - pyskl - INFO - Epoch [116][1600/3405] lr: 3.129e-03, eta: 7:36:17, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.9425, top5_acc: 0.9981, loss_cls: 2.1052, loss: 2.1052 +2024-09-22 01:19:39,209 - pyskl - INFO - Epoch [116][1700/3405] lr: 3.124e-03, eta: 7:35:54, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.9531, top5_acc: 0.9950, loss_cls: 2.0899, loss: 2.0899 +2024-09-22 01:20:01,756 - pyskl - INFO - Epoch [116][1800/3405] lr: 3.119e-03, eta: 7:35:31, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.9644, top5_acc: 0.9975, loss_cls: 2.0654, loss: 2.0654 +2024-09-22 01:20:23,032 - pyskl - INFO - Epoch [116][1900/3405] lr: 3.114e-03, eta: 7:35:07, time: 0.213, data_time: 0.000, memory: 5251, top1_acc: 0.9606, top5_acc: 0.9981, loss_cls: 2.0662, loss: 2.0662 +2024-09-22 01:20:44,296 - pyskl - INFO - Epoch [116][2000/3405] lr: 3.109e-03, eta: 7:34:43, time: 0.213, data_time: 0.000, memory: 5251, top1_acc: 0.9575, top5_acc: 0.9975, loss_cls: 2.0751, loss: 2.0751 +2024-09-22 01:21:06,100 - pyskl - INFO - Epoch [116][2100/3405] lr: 3.103e-03, eta: 7:34:19, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.9563, top5_acc: 0.9975, loss_cls: 2.0879, loss: 2.0879 +2024-09-22 01:21:27,855 - pyskl - INFO - Epoch [116][2200/3405] lr: 3.098e-03, eta: 7:33:55, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.9550, top5_acc: 0.9981, loss_cls: 2.0961, loss: 2.0961 +2024-09-22 01:21:49,195 - pyskl - INFO - Epoch [116][2300/3405] lr: 3.093e-03, eta: 7:33:31, time: 0.213, data_time: 0.000, memory: 5251, top1_acc: 0.9481, top5_acc: 0.9975, loss_cls: 2.1115, loss: 2.1115 +2024-09-22 01:22:12,071 - pyskl - INFO - Epoch [116][2400/3405] lr: 3.088e-03, eta: 7:33:08, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.9413, top5_acc: 0.9994, loss_cls: 2.1035, loss: 2.1035 +2024-09-22 01:22:34,662 - pyskl - INFO - Epoch [116][2500/3405] lr: 3.083e-03, eta: 7:32:45, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.9575, top5_acc: 0.9988, loss_cls: 2.0691, loss: 2.0691 +2024-09-22 01:22:56,902 - pyskl - INFO - Epoch [116][2600/3405] lr: 3.078e-03, eta: 7:32:21, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.9394, top5_acc: 0.9969, loss_cls: 2.1137, loss: 2.1137 +2024-09-22 01:23:18,807 - pyskl - INFO - Epoch [116][2700/3405] lr: 3.073e-03, eta: 7:31:57, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.9463, top5_acc: 0.9969, loss_cls: 2.1063, loss: 2.1063 +2024-09-22 01:23:40,982 - pyskl - INFO - Epoch [116][2800/3405] lr: 3.068e-03, eta: 7:31:34, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.9537, top5_acc: 0.9988, loss_cls: 2.0928, loss: 2.0928 +2024-09-22 01:24:02,534 - pyskl - INFO - Epoch [116][2900/3405] lr: 3.063e-03, eta: 7:31:10, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.9481, top5_acc: 0.9969, loss_cls: 2.1056, loss: 2.1056 +2024-09-22 01:24:24,569 - pyskl - INFO - Epoch [116][3000/3405] lr: 3.058e-03, eta: 7:30:46, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.9456, top5_acc: 0.9994, loss_cls: 2.1003, loss: 2.1003 +2024-09-22 01:24:46,127 - pyskl - INFO - Epoch [116][3100/3405] lr: 3.053e-03, eta: 7:30:22, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.9525, top5_acc: 0.9969, loss_cls: 2.0895, loss: 2.0895 +2024-09-22 01:25:07,635 - pyskl - INFO - Epoch [116][3200/3405] lr: 3.048e-03, eta: 7:29:59, time: 0.215, data_time: 0.000, memory: 5251, top1_acc: 0.9450, top5_acc: 0.9988, loss_cls: 2.0999, loss: 2.0999 +2024-09-22 01:25:29,471 - pyskl - INFO - Epoch [116][3300/3405] lr: 3.043e-03, eta: 7:29:35, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.9500, top5_acc: 0.9969, loss_cls: 2.0952, loss: 2.0952 +2024-09-22 01:25:51,739 - pyskl - INFO - Epoch [116][3400/3405] lr: 3.038e-03, eta: 7:29:11, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9431, top5_acc: 0.9975, loss_cls: 2.1122, loss: 2.1122 +2024-09-22 01:25:53,712 - pyskl - INFO - Saving checkpoint at 116 epochs +2024-09-22 01:29:41,670 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-22 01:29:42,205 - pyskl - INFO - +top1_acc 0.8370 +top5_acc 0.9674 +2024-09-22 01:29:42,223 - pyskl - INFO - Epoch(val) [116][3718] top1_acc: 0.8370, top5_acc: 0.9674 +2024-09-22 01:30:30,220 - pyskl - INFO - Epoch [117][100/3405] lr: 3.033e-03, eta: 7:28:54, time: 0.480, data_time: 0.261, memory: 5251, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 2.0538, loss: 2.0538 +2024-09-22 01:30:52,630 - pyskl - INFO - Epoch [117][200/3405] lr: 3.028e-03, eta: 7:28:30, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.9650, top5_acc: 1.0000, loss_cls: 2.0456, loss: 2.0456 +2024-09-22 01:31:14,898 - pyskl - INFO - Epoch [117][300/3405] lr: 3.023e-03, eta: 7:28:07, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9656, top5_acc: 1.0000, loss_cls: 2.0549, loss: 2.0549 +2024-09-22 01:31:36,460 - pyskl - INFO - Epoch [117][400/3405] lr: 3.018e-03, eta: 7:27:43, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.9650, top5_acc: 0.9994, loss_cls: 2.0480, loss: 2.0480 +2024-09-22 01:31:59,044 - pyskl - INFO - Epoch [117][500/3405] lr: 3.013e-03, eta: 7:27:19, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.9644, top5_acc: 0.9994, loss_cls: 2.0426, loss: 2.0426 +2024-09-22 01:32:20,966 - pyskl - INFO - Epoch [117][600/3405] lr: 3.008e-03, eta: 7:26:56, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.9550, top5_acc: 0.9994, loss_cls: 2.0516, loss: 2.0516 +2024-09-22 01:32:42,763 - pyskl - INFO - Epoch [117][700/3405] lr: 3.003e-03, eta: 7:26:32, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.9644, top5_acc: 0.9994, loss_cls: 2.0469, loss: 2.0469 +2024-09-22 01:33:04,635 - pyskl - INFO - Epoch [117][800/3405] lr: 2.998e-03, eta: 7:26:08, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.9644, top5_acc: 0.9994, loss_cls: 2.0556, loss: 2.0556 +2024-09-22 01:33:27,083 - pyskl - INFO - Epoch [117][900/3405] lr: 2.993e-03, eta: 7:25:45, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.9619, top5_acc: 0.9981, loss_cls: 2.0458, loss: 2.0458 +2024-09-22 01:33:49,292 - pyskl - INFO - Epoch [117][1000/3405] lr: 2.988e-03, eta: 7:25:21, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.9575, top5_acc: 0.9994, loss_cls: 2.0538, loss: 2.0538 +2024-09-22 01:34:11,030 - pyskl - INFO - Epoch [117][1100/3405] lr: 2.983e-03, eta: 7:24:57, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.9550, top5_acc: 0.9962, loss_cls: 2.0692, loss: 2.0692 +2024-09-22 01:34:33,068 - pyskl - INFO - Epoch [117][1200/3405] lr: 2.978e-03, eta: 7:24:34, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.9513, top5_acc: 0.9981, loss_cls: 2.0943, loss: 2.0943 +2024-09-22 01:34:55,008 - pyskl - INFO - Epoch [117][1300/3405] lr: 2.973e-03, eta: 7:24:10, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.9537, top5_acc: 0.9988, loss_cls: 2.0683, loss: 2.0683 +2024-09-22 01:35:17,153 - pyskl - INFO - Epoch [117][1400/3405] lr: 2.968e-03, eta: 7:23:47, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.9663, top5_acc: 1.0000, loss_cls: 2.0438, loss: 2.0438 +2024-09-22 01:35:39,069 - pyskl - INFO - Epoch [117][1500/3405] lr: 2.963e-03, eta: 7:23:23, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.9613, top5_acc: 0.9981, loss_cls: 2.0629, loss: 2.0629 +2024-09-22 01:36:00,525 - pyskl - INFO - Epoch [117][1600/3405] lr: 2.958e-03, eta: 7:22:59, time: 0.215, data_time: 0.000, memory: 5251, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 2.0653, loss: 2.0653 +2024-09-22 01:36:22,404 - pyskl - INFO - Epoch [117][1700/3405] lr: 2.953e-03, eta: 7:22:35, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.9706, top5_acc: 0.9975, loss_cls: 2.0491, loss: 2.0491 +2024-09-22 01:36:43,909 - pyskl - INFO - Epoch [117][1800/3405] lr: 2.948e-03, eta: 7:22:12, time: 0.215, data_time: 0.000, memory: 5251, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 2.0612, loss: 2.0612 +2024-09-22 01:37:05,803 - pyskl - INFO - Epoch [117][1900/3405] lr: 2.943e-03, eta: 7:21:48, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 2.0686, loss: 2.0686 +2024-09-22 01:37:28,063 - pyskl - INFO - Epoch [117][2000/3405] lr: 2.938e-03, eta: 7:21:24, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9600, top5_acc: 0.9994, loss_cls: 2.0658, loss: 2.0658 +2024-09-22 01:37:50,520 - pyskl - INFO - Epoch [117][2100/3405] lr: 2.933e-03, eta: 7:21:01, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.9506, top5_acc: 0.9981, loss_cls: 2.0854, loss: 2.0854 +2024-09-22 01:38:12,559 - pyskl - INFO - Epoch [117][2200/3405] lr: 2.928e-03, eta: 7:20:37, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.9556, top5_acc: 1.0000, loss_cls: 2.0804, loss: 2.0804 +2024-09-22 01:38:33,939 - pyskl - INFO - Epoch [117][2300/3405] lr: 2.923e-03, eta: 7:20:13, time: 0.214, data_time: 0.000, memory: 5251, top1_acc: 0.9550, top5_acc: 0.9994, loss_cls: 2.0730, loss: 2.0730 +2024-09-22 01:38:55,864 - pyskl - INFO - Epoch [117][2400/3405] lr: 2.918e-03, eta: 7:19:50, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 2.0671, loss: 2.0671 +2024-09-22 01:39:18,338 - pyskl - INFO - Epoch [117][2500/3405] lr: 2.913e-03, eta: 7:19:26, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 2.0723, loss: 2.0723 +2024-09-22 01:39:40,672 - pyskl - INFO - Epoch [117][2600/3405] lr: 2.908e-03, eta: 7:19:03, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9544, top5_acc: 0.9981, loss_cls: 2.0890, loss: 2.0890 +2024-09-22 01:40:03,015 - pyskl - INFO - Epoch [117][2700/3405] lr: 2.903e-03, eta: 7:18:39, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9481, top5_acc: 0.9975, loss_cls: 2.0994, loss: 2.0994 +2024-09-22 01:40:25,242 - pyskl - INFO - Epoch [117][2800/3405] lr: 2.898e-03, eta: 7:18:16, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.9575, top5_acc: 0.9994, loss_cls: 2.0725, loss: 2.0725 +2024-09-22 01:40:47,171 - pyskl - INFO - Epoch [117][2900/3405] lr: 2.893e-03, eta: 7:17:52, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.9594, top5_acc: 1.0000, loss_cls: 2.0601, loss: 2.0601 +2024-09-22 01:41:09,268 - pyskl - INFO - Epoch [117][3000/3405] lr: 2.889e-03, eta: 7:17:28, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 2.0614, loss: 2.0614 +2024-09-22 01:41:30,883 - pyskl - INFO - Epoch [117][3100/3405] lr: 2.884e-03, eta: 7:17:05, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.9587, top5_acc: 0.9988, loss_cls: 2.0708, loss: 2.0708 +2024-09-22 01:41:52,851 - pyskl - INFO - Epoch [117][3200/3405] lr: 2.879e-03, eta: 7:16:41, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.9481, top5_acc: 0.9981, loss_cls: 2.0880, loss: 2.0880 +2024-09-22 01:42:15,069 - pyskl - INFO - Epoch [117][3300/3405] lr: 2.874e-03, eta: 7:16:17, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.9575, top5_acc: 0.9994, loss_cls: 2.0795, loss: 2.0795 +2024-09-22 01:42:37,266 - pyskl - INFO - Epoch [117][3400/3405] lr: 2.869e-03, eta: 7:15:54, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 2.0767, loss: 2.0767 +2024-09-22 01:42:39,057 - pyskl - INFO - Saving checkpoint at 117 epochs +2024-09-22 01:46:25,222 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-22 01:46:25,754 - pyskl - INFO - +top1_acc 0.8452 +top5_acc 0.9691 +2024-09-22 01:46:25,773 - pyskl - INFO - Epoch(val) [117][3718] top1_acc: 0.8452, top5_acc: 0.9691 +2024-09-22 01:47:15,140 - pyskl - INFO - Epoch [118][100/3405] lr: 2.864e-03, eta: 7:15:36, time: 0.494, data_time: 0.276, memory: 5251, top1_acc: 0.9587, top5_acc: 0.9994, loss_cls: 2.0653, loss: 2.0653 +2024-09-22 01:47:38,251 - pyskl - INFO - Epoch [118][200/3405] lr: 2.859e-03, eta: 7:15:13, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 2.0230, loss: 2.0230 +2024-09-22 01:48:00,897 - pyskl - INFO - Epoch [118][300/3405] lr: 2.854e-03, eta: 7:14:49, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.9675, top5_acc: 1.0000, loss_cls: 2.0389, loss: 2.0389 +2024-09-22 01:48:23,237 - pyskl - INFO - Epoch [118][400/3405] lr: 2.849e-03, eta: 7:14:26, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 2.0414, loss: 2.0414 +2024-09-22 01:48:44,735 - pyskl - INFO - Epoch [118][500/3405] lr: 2.844e-03, eta: 7:14:02, time: 0.215, data_time: 0.000, memory: 5251, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 2.0450, loss: 2.0450 +2024-09-22 01:49:06,731 - pyskl - INFO - Epoch [118][600/3405] lr: 2.839e-03, eta: 7:13:39, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 2.0428, loss: 2.0428 +2024-09-22 01:49:28,617 - pyskl - INFO - Epoch [118][700/3405] lr: 2.834e-03, eta: 7:13:15, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.9637, top5_acc: 1.0000, loss_cls: 2.0529, loss: 2.0529 +2024-09-22 01:49:50,745 - pyskl - INFO - Epoch [118][800/3405] lr: 2.830e-03, eta: 7:12:51, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 2.0530, loss: 2.0530 +2024-09-22 01:50:12,618 - pyskl - INFO - Epoch [118][900/3405] lr: 2.825e-03, eta: 7:12:28, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.9600, top5_acc: 0.9981, loss_cls: 2.0471, loss: 2.0471 +2024-09-22 01:50:34,412 - pyskl - INFO - Epoch [118][1000/3405] lr: 2.820e-03, eta: 7:12:04, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.9675, top5_acc: 1.0000, loss_cls: 2.0316, loss: 2.0316 +2024-09-22 01:50:55,934 - pyskl - INFO - Epoch [118][1100/3405] lr: 2.815e-03, eta: 7:11:40, time: 0.215, data_time: 0.000, memory: 5251, top1_acc: 0.9625, top5_acc: 0.9994, loss_cls: 2.0507, loss: 2.0507 +2024-09-22 01:51:17,400 - pyskl - INFO - Epoch [118][1200/3405] lr: 2.810e-03, eta: 7:11:16, time: 0.215, data_time: 0.000, memory: 5251, top1_acc: 0.9637, top5_acc: 1.0000, loss_cls: 2.0449, loss: 2.0449 +2024-09-22 01:51:38,871 - pyskl - INFO - Epoch [118][1300/3405] lr: 2.805e-03, eta: 7:10:53, time: 0.215, data_time: 0.000, memory: 5251, top1_acc: 0.9656, top5_acc: 1.0000, loss_cls: 2.0480, loss: 2.0480 +2024-09-22 01:52:00,907 - pyskl - INFO - Epoch [118][1400/3405] lr: 2.800e-03, eta: 7:10:29, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.9631, top5_acc: 0.9981, loss_cls: 2.0684, loss: 2.0684 +2024-09-22 01:52:23,191 - pyskl - INFO - Epoch [118][1500/3405] lr: 2.796e-03, eta: 7:10:05, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9669, top5_acc: 0.9981, loss_cls: 2.0600, loss: 2.0600 +2024-09-22 01:52:45,926 - pyskl - INFO - Epoch [118][1600/3405] lr: 2.791e-03, eta: 7:09:42, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.9644, top5_acc: 0.9988, loss_cls: 2.0510, loss: 2.0510 +2024-09-22 01:53:08,412 - pyskl - INFO - Epoch [118][1700/3405] lr: 2.786e-03, eta: 7:09:18, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.9594, top5_acc: 0.9994, loss_cls: 2.0574, loss: 2.0574 +2024-09-22 01:53:30,529 - pyskl - INFO - Epoch [118][1800/3405] lr: 2.781e-03, eta: 7:08:55, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.9594, top5_acc: 1.0000, loss_cls: 2.0665, loss: 2.0665 +2024-09-22 01:53:52,660 - pyskl - INFO - Epoch [118][1900/3405] lr: 2.776e-03, eta: 7:08:31, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.9563, top5_acc: 0.9988, loss_cls: 2.0774, loss: 2.0774 +2024-09-22 01:54:14,798 - pyskl - INFO - Epoch [118][2000/3405] lr: 2.771e-03, eta: 7:08:08, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.9637, top5_acc: 1.0000, loss_cls: 2.0575, loss: 2.0575 +2024-09-22 01:54:36,110 - pyskl - INFO - Epoch [118][2100/3405] lr: 2.767e-03, eta: 7:07:44, time: 0.213, data_time: 0.000, memory: 5251, top1_acc: 0.9619, top5_acc: 0.9994, loss_cls: 2.0490, loss: 2.0490 +2024-09-22 01:54:58,143 - pyskl - INFO - Epoch [118][2200/3405] lr: 2.762e-03, eta: 7:07:20, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.9563, top5_acc: 0.9981, loss_cls: 2.0809, loss: 2.0809 +2024-09-22 01:55:20,327 - pyskl - INFO - Epoch [118][2300/3405] lr: 2.757e-03, eta: 7:06:57, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.9569, top5_acc: 1.0000, loss_cls: 2.0711, loss: 2.0711 +2024-09-22 01:55:42,834 - pyskl - INFO - Epoch [118][2400/3405] lr: 2.752e-03, eta: 7:06:33, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.9575, top5_acc: 0.9988, loss_cls: 2.0622, loss: 2.0622 +2024-09-22 01:56:05,017 - pyskl - INFO - Epoch [118][2500/3405] lr: 2.747e-03, eta: 7:06:10, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.9631, top5_acc: 0.9994, loss_cls: 2.0600, loss: 2.0600 +2024-09-22 01:56:27,260 - pyskl - INFO - Epoch [118][2600/3405] lr: 2.742e-03, eta: 7:05:46, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.9581, top5_acc: 0.9981, loss_cls: 2.0686, loss: 2.0686 +2024-09-22 01:56:48,835 - pyskl - INFO - Epoch [118][2700/3405] lr: 2.738e-03, eta: 7:05:22, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.9587, top5_acc: 0.9994, loss_cls: 2.0556, loss: 2.0556 +2024-09-22 01:57:10,911 - pyskl - INFO - Epoch [118][2800/3405] lr: 2.733e-03, eta: 7:04:59, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.9563, top5_acc: 0.9962, loss_cls: 2.0695, loss: 2.0695 +2024-09-22 01:57:32,984 - pyskl - INFO - Epoch [118][2900/3405] lr: 2.728e-03, eta: 7:04:35, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.9469, top5_acc: 0.9988, loss_cls: 2.0842, loss: 2.0842 +2024-09-22 01:57:54,691 - pyskl - INFO - Epoch [118][3000/3405] lr: 2.723e-03, eta: 7:04:11, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 2.0741, loss: 2.0741 +2024-09-22 01:58:16,713 - pyskl - INFO - Epoch [118][3100/3405] lr: 2.718e-03, eta: 7:03:48, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.9563, top5_acc: 0.9994, loss_cls: 2.0670, loss: 2.0670 +2024-09-22 01:58:38,681 - pyskl - INFO - Epoch [118][3200/3405] lr: 2.714e-03, eta: 7:03:24, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.9650, top5_acc: 0.9994, loss_cls: 2.0605, loss: 2.0605 +2024-09-22 01:59:01,044 - pyskl - INFO - Epoch [118][3300/3405] lr: 2.709e-03, eta: 7:03:01, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.9569, top5_acc: 0.9981, loss_cls: 2.0630, loss: 2.0630 +2024-09-22 01:59:23,392 - pyskl - INFO - Epoch [118][3400/3405] lr: 2.704e-03, eta: 7:02:37, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9456, top5_acc: 0.9994, loss_cls: 2.0870, loss: 2.0870 +2024-09-22 01:59:25,144 - pyskl - INFO - Saving checkpoint at 118 epochs +2024-09-22 02:03:12,051 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-22 02:03:12,586 - pyskl - INFO - +top1_acc 0.8460 +top5_acc 0.9695 +2024-09-22 02:03:12,590 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/j_2/best_top1_acc_epoch_115.pth was removed +2024-09-22 02:03:12,741 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_118.pth. +2024-09-22 02:03:12,741 - pyskl - INFO - Best top1_acc is 0.8460 at 118 epoch. +2024-09-22 02:03:12,762 - pyskl - INFO - Epoch(val) [118][3718] top1_acc: 0.8460, top5_acc: 0.9695 +2024-09-22 02:04:03,155 - pyskl - INFO - Epoch [119][100/3405] lr: 2.699e-03, eta: 7:02:20, time: 0.504, data_time: 0.275, memory: 5251, top1_acc: 0.9663, top5_acc: 0.9988, loss_cls: 2.0440, loss: 2.0440 +2024-09-22 02:04:25,568 - pyskl - INFO - Epoch [119][200/3405] lr: 2.694e-03, eta: 7:01:56, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 2.0242, loss: 2.0242 +2024-09-22 02:04:47,564 - pyskl - INFO - Epoch [119][300/3405] lr: 2.690e-03, eta: 7:01:33, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 2.0085, loss: 2.0085 +2024-09-22 02:05:09,232 - pyskl - INFO - Epoch [119][400/3405] lr: 2.685e-03, eta: 7:01:09, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.9663, top5_acc: 0.9969, loss_cls: 2.0328, loss: 2.0328 +2024-09-22 02:05:30,976 - pyskl - INFO - Epoch [119][500/3405] lr: 2.680e-03, eta: 7:00:45, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 2.0186, loss: 2.0186 +2024-09-22 02:05:53,744 - pyskl - INFO - Epoch [119][600/3405] lr: 2.675e-03, eta: 7:00:22, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 2.0232, loss: 2.0232 +2024-09-22 02:06:15,598 - pyskl - INFO - Epoch [119][700/3405] lr: 2.671e-03, eta: 6:59:58, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.9706, top5_acc: 1.0000, loss_cls: 2.0320, loss: 2.0320 +2024-09-22 02:06:38,040 - pyskl - INFO - Epoch [119][800/3405] lr: 2.666e-03, eta: 6:59:35, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 2.0380, loss: 2.0380 +2024-09-22 02:06:59,784 - pyskl - INFO - Epoch [119][900/3405] lr: 2.661e-03, eta: 6:59:11, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.9637, top5_acc: 1.0000, loss_cls: 2.0465, loss: 2.0465 +2024-09-22 02:07:21,219 - pyskl - INFO - Epoch [119][1000/3405] lr: 2.656e-03, eta: 6:58:47, time: 0.214, data_time: 0.000, memory: 5251, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 2.0370, loss: 2.0370 +2024-09-22 02:07:42,961 - pyskl - INFO - Epoch [119][1100/3405] lr: 2.652e-03, eta: 6:58:23, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.9712, top5_acc: 1.0000, loss_cls: 2.0402, loss: 2.0402 +2024-09-22 02:08:05,044 - pyskl - INFO - Epoch [119][1200/3405] lr: 2.647e-03, eta: 6:58:00, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.9644, top5_acc: 0.9988, loss_cls: 2.0464, loss: 2.0464 +2024-09-22 02:08:27,120 - pyskl - INFO - Epoch [119][1300/3405] lr: 2.642e-03, eta: 6:57:36, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.9600, top5_acc: 0.9994, loss_cls: 2.0525, loss: 2.0525 +2024-09-22 02:08:48,867 - pyskl - INFO - Epoch [119][1400/3405] lr: 2.637e-03, eta: 6:57:13, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 2.0428, loss: 2.0428 +2024-09-22 02:09:11,186 - pyskl - INFO - Epoch [119][1500/3405] lr: 2.633e-03, eta: 6:56:49, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 2.0193, loss: 2.0193 +2024-09-22 02:09:33,191 - pyskl - INFO - Epoch [119][1600/3405] lr: 2.628e-03, eta: 6:56:25, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 2.0199, loss: 2.0199 +2024-09-22 02:09:54,998 - pyskl - INFO - Epoch [119][1700/3405] lr: 2.623e-03, eta: 6:56:02, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 2.0332, loss: 2.0332 +2024-09-22 02:10:17,189 - pyskl - INFO - Epoch [119][1800/3405] lr: 2.619e-03, eta: 6:55:38, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.9712, top5_acc: 1.0000, loss_cls: 2.0349, loss: 2.0349 +2024-09-22 02:10:38,800 - pyskl - INFO - Epoch [119][1900/3405] lr: 2.614e-03, eta: 6:55:15, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.9762, top5_acc: 0.9981, loss_cls: 2.0232, loss: 2.0232 +2024-09-22 02:11:00,576 - pyskl - INFO - Epoch [119][2000/3405] lr: 2.609e-03, eta: 6:54:51, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.9644, top5_acc: 0.9994, loss_cls: 2.0562, loss: 2.0562 +2024-09-22 02:11:22,586 - pyskl - INFO - Epoch [119][2100/3405] lr: 2.604e-03, eta: 6:54:27, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.9656, top5_acc: 0.9988, loss_cls: 2.0441, loss: 2.0441 +2024-09-22 02:11:44,019 - pyskl - INFO - Epoch [119][2200/3405] lr: 2.600e-03, eta: 6:54:04, time: 0.214, data_time: 0.000, memory: 5251, top1_acc: 0.9587, top5_acc: 0.9975, loss_cls: 2.0705, loss: 2.0705 +2024-09-22 02:12:06,344 - pyskl - INFO - Epoch [119][2300/3405] lr: 2.595e-03, eta: 6:53:40, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9544, top5_acc: 0.9975, loss_cls: 2.0659, loss: 2.0659 +2024-09-22 02:12:28,592 - pyskl - INFO - Epoch [119][2400/3405] lr: 2.590e-03, eta: 6:53:16, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 2.0517, loss: 2.0517 +2024-09-22 02:12:50,191 - pyskl - INFO - Epoch [119][2500/3405] lr: 2.586e-03, eta: 6:52:53, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.9613, top5_acc: 0.9994, loss_cls: 2.0637, loss: 2.0637 +2024-09-22 02:13:12,451 - pyskl - INFO - Epoch [119][2600/3405] lr: 2.581e-03, eta: 6:52:29, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9769, top5_acc: 0.9975, loss_cls: 2.0247, loss: 2.0247 +2024-09-22 02:13:34,703 - pyskl - INFO - Epoch [119][2700/3405] lr: 2.576e-03, eta: 6:52:06, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9600, top5_acc: 0.9994, loss_cls: 2.0613, loss: 2.0613 +2024-09-22 02:13:56,961 - pyskl - INFO - Epoch [119][2800/3405] lr: 2.572e-03, eta: 6:51:42, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9663, top5_acc: 1.0000, loss_cls: 2.0401, loss: 2.0401 +2024-09-22 02:14:18,819 - pyskl - INFO - Epoch [119][2900/3405] lr: 2.567e-03, eta: 6:51:18, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 2.0435, loss: 2.0435 +2024-09-22 02:14:40,802 - pyskl - INFO - Epoch [119][3000/3405] lr: 2.562e-03, eta: 6:50:55, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.9637, top5_acc: 1.0000, loss_cls: 2.0475, loss: 2.0475 +2024-09-22 02:15:02,873 - pyskl - INFO - Epoch [119][3100/3405] lr: 2.558e-03, eta: 6:50:31, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.9513, top5_acc: 0.9988, loss_cls: 2.0763, loss: 2.0763 +2024-09-22 02:15:24,528 - pyskl - INFO - Epoch [119][3200/3405] lr: 2.553e-03, eta: 6:50:08, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.9613, top5_acc: 1.0000, loss_cls: 2.0623, loss: 2.0623 +2024-09-22 02:15:46,797 - pyskl - INFO - Epoch [119][3300/3405] lr: 2.548e-03, eta: 6:49:44, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9613, top5_acc: 1.0000, loss_cls: 2.0507, loss: 2.0507 +2024-09-22 02:16:09,112 - pyskl - INFO - Epoch [119][3400/3405] lr: 2.544e-03, eta: 6:49:21, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9637, top5_acc: 0.9994, loss_cls: 2.0565, loss: 2.0565 +2024-09-22 02:16:11,129 - pyskl - INFO - Saving checkpoint at 119 epochs +2024-09-22 02:19:55,722 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-22 02:19:56,287 - pyskl - INFO - +top1_acc 0.8524 +top5_acc 0.9686 +2024-09-22 02:19:56,292 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/j_2/best_top1_acc_epoch_118.pth was removed +2024-09-22 02:19:56,449 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_119.pth. +2024-09-22 02:19:56,450 - pyskl - INFO - Best top1_acc is 0.8524 at 119 epoch. +2024-09-22 02:19:56,468 - pyskl - INFO - Epoch(val) [119][3718] top1_acc: 0.8524, top5_acc: 0.9686 +2024-09-22 02:20:45,614 - pyskl - INFO - Epoch [120][100/3405] lr: 2.539e-03, eta: 6:49:03, time: 0.491, data_time: 0.264, memory: 5251, top1_acc: 0.9625, top5_acc: 1.0000, loss_cls: 2.0513, loss: 2.0513 +2024-09-22 02:21:07,481 - pyskl - INFO - Epoch [120][200/3405] lr: 2.534e-03, eta: 6:48:39, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 2.0049, loss: 2.0049 +2024-09-22 02:21:29,053 - pyskl - INFO - Epoch [120][300/3405] lr: 2.529e-03, eta: 6:48:15, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.9688, top5_acc: 1.0000, loss_cls: 2.0341, loss: 2.0341 +2024-09-22 02:21:51,064 - pyskl - INFO - Epoch [120][400/3405] lr: 2.525e-03, eta: 6:47:52, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 2.0372, loss: 2.0372 +2024-09-22 02:22:13,311 - pyskl - INFO - Epoch [120][500/3405] lr: 2.520e-03, eta: 6:47:28, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 2.0265, loss: 2.0265 +2024-09-22 02:22:35,004 - pyskl - INFO - Epoch [120][600/3405] lr: 2.516e-03, eta: 6:47:04, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.9819, top5_acc: 0.9988, loss_cls: 2.0086, loss: 2.0086 +2024-09-22 02:22:56,646 - pyskl - INFO - Epoch [120][700/3405] lr: 2.511e-03, eta: 6:46:41, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 2.0211, loss: 2.0211 +2024-09-22 02:23:18,077 - pyskl - INFO - Epoch [120][800/3405] lr: 2.506e-03, eta: 6:46:17, time: 0.214, data_time: 0.000, memory: 5251, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 2.0109, loss: 2.0109 +2024-09-22 02:23:40,065 - pyskl - INFO - Epoch [120][900/3405] lr: 2.502e-03, eta: 6:45:53, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.9663, top5_acc: 1.0000, loss_cls: 2.0300, loss: 2.0300 +2024-09-22 02:24:01,820 - pyskl - INFO - Epoch [120][1000/3405] lr: 2.497e-03, eta: 6:45:30, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.9663, top5_acc: 0.9988, loss_cls: 2.0394, loss: 2.0394 +2024-09-22 02:24:24,052 - pyskl - INFO - Epoch [120][1100/3405] lr: 2.493e-03, eta: 6:45:06, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.9637, top5_acc: 0.9994, loss_cls: 2.0486, loss: 2.0486 +2024-09-22 02:24:46,621 - pyskl - INFO - Epoch [120][1200/3405] lr: 2.488e-03, eta: 6:44:43, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 2.0270, loss: 2.0270 +2024-09-22 02:25:09,038 - pyskl - INFO - Epoch [120][1300/3405] lr: 2.483e-03, eta: 6:44:19, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 2.0238, loss: 2.0238 +2024-09-22 02:25:30,715 - pyskl - INFO - Epoch [120][1400/3405] lr: 2.479e-03, eta: 6:43:56, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 2.0206, loss: 2.0206 +2024-09-22 02:25:52,902 - pyskl - INFO - Epoch [120][1500/3405] lr: 2.474e-03, eta: 6:43:32, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 2.0202, loss: 2.0202 +2024-09-22 02:26:14,963 - pyskl - INFO - Epoch [120][1600/3405] lr: 2.470e-03, eta: 6:43:08, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.9700, top5_acc: 1.0000, loss_cls: 2.0294, loss: 2.0294 +2024-09-22 02:26:37,179 - pyskl - INFO - Epoch [120][1700/3405] lr: 2.465e-03, eta: 6:42:45, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.9631, top5_acc: 0.9994, loss_cls: 2.0464, loss: 2.0464 +2024-09-22 02:26:59,359 - pyskl - INFO - Epoch [120][1800/3405] lr: 2.460e-03, eta: 6:42:21, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 2.0287, loss: 2.0287 +2024-09-22 02:27:20,797 - pyskl - INFO - Epoch [120][1900/3405] lr: 2.456e-03, eta: 6:41:58, time: 0.214, data_time: 0.000, memory: 5251, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 2.0259, loss: 2.0259 +2024-09-22 02:27:43,224 - pyskl - INFO - Epoch [120][2000/3405] lr: 2.451e-03, eta: 6:41:34, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.9637, top5_acc: 1.0000, loss_cls: 2.0407, loss: 2.0407 +2024-09-22 02:28:05,541 - pyskl - INFO - Epoch [120][2100/3405] lr: 2.447e-03, eta: 6:41:11, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 2.0280, loss: 2.0280 +2024-09-22 02:28:27,845 - pyskl - INFO - Epoch [120][2200/3405] lr: 2.442e-03, eta: 6:40:47, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9637, top5_acc: 1.0000, loss_cls: 2.0462, loss: 2.0462 +2024-09-22 02:28:49,530 - pyskl - INFO - Epoch [120][2300/3405] lr: 2.438e-03, eta: 6:40:23, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.9663, top5_acc: 1.0000, loss_cls: 2.0461, loss: 2.0461 +2024-09-22 02:29:11,440 - pyskl - INFO - Epoch [120][2400/3405] lr: 2.433e-03, eta: 6:40:00, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.9637, top5_acc: 1.0000, loss_cls: 2.0531, loss: 2.0531 +2024-09-22 02:29:32,959 - pyskl - INFO - Epoch [120][2500/3405] lr: 2.428e-03, eta: 6:39:36, time: 0.215, data_time: 0.000, memory: 5251, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 2.0550, loss: 2.0550 +2024-09-22 02:29:55,436 - pyskl - INFO - Epoch [120][2600/3405] lr: 2.424e-03, eta: 6:39:13, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.9669, top5_acc: 0.9981, loss_cls: 2.0435, loss: 2.0435 +2024-09-22 02:30:17,467 - pyskl - INFO - Epoch [120][2700/3405] lr: 2.419e-03, eta: 6:38:49, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 2.0603, loss: 2.0603 +2024-09-22 02:30:39,727 - pyskl - INFO - Epoch [120][2800/3405] lr: 2.415e-03, eta: 6:38:26, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9631, top5_acc: 0.9994, loss_cls: 2.0443, loss: 2.0443 +2024-09-22 02:31:01,919 - pyskl - INFO - Epoch [120][2900/3405] lr: 2.410e-03, eta: 6:38:02, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.9650, top5_acc: 1.0000, loss_cls: 2.0513, loss: 2.0513 +2024-09-22 02:31:23,902 - pyskl - INFO - Epoch [120][3000/3405] lr: 2.406e-03, eta: 6:37:38, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 2.0390, loss: 2.0390 +2024-09-22 02:31:45,696 - pyskl - INFO - Epoch [120][3100/3405] lr: 2.401e-03, eta: 6:37:15, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.9656, top5_acc: 1.0000, loss_cls: 2.0445, loss: 2.0445 +2024-09-22 02:32:07,737 - pyskl - INFO - Epoch [120][3200/3405] lr: 2.397e-03, eta: 6:36:51, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 2.0288, loss: 2.0288 +2024-09-22 02:32:29,352 - pyskl - INFO - Epoch [120][3300/3405] lr: 2.392e-03, eta: 6:36:28, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.9650, top5_acc: 0.9994, loss_cls: 2.0417, loss: 2.0417 +2024-09-22 02:32:51,101 - pyskl - INFO - Epoch [120][3400/3405] lr: 2.388e-03, eta: 6:36:04, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.9644, top5_acc: 0.9975, loss_cls: 2.0499, loss: 2.0499 +2024-09-22 02:32:52,772 - pyskl - INFO - Saving checkpoint at 120 epochs +2024-09-22 02:36:38,194 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-22 02:36:38,776 - pyskl - INFO - +top1_acc 0.8488 +top5_acc 0.9688 +2024-09-22 02:36:38,798 - pyskl - INFO - Epoch(val) [120][3718] top1_acc: 0.8488, top5_acc: 0.9688 +2024-09-22 02:37:27,636 - pyskl - INFO - Epoch [121][100/3405] lr: 2.383e-03, eta: 6:35:46, time: 0.488, data_time: 0.271, memory: 5251, top1_acc: 0.9631, top5_acc: 1.0000, loss_cls: 2.0417, loss: 2.0417 +2024-09-22 02:37:49,644 - pyskl - INFO - Epoch [121][200/3405] lr: 2.378e-03, eta: 6:35:22, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 2.0229, loss: 2.0229 +2024-09-22 02:38:12,027 - pyskl - INFO - Epoch [121][300/3405] lr: 2.374e-03, eta: 6:34:58, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 2.0265, loss: 2.0265 +2024-09-22 02:38:34,745 - pyskl - INFO - Epoch [121][400/3405] lr: 2.369e-03, eta: 6:34:35, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.9706, top5_acc: 1.0000, loss_cls: 2.0157, loss: 2.0157 +2024-09-22 02:38:56,239 - pyskl - INFO - Epoch [121][500/3405] lr: 2.365e-03, eta: 6:34:11, time: 0.215, data_time: 0.000, memory: 5251, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 2.0193, loss: 2.0193 +2024-09-22 02:39:18,238 - pyskl - INFO - Epoch [121][600/3405] lr: 2.360e-03, eta: 6:33:48, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 2.0283, loss: 2.0283 +2024-09-22 02:39:40,206 - pyskl - INFO - Epoch [121][700/3405] lr: 2.356e-03, eta: 6:33:24, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 2.0253, loss: 2.0253 +2024-09-22 02:40:02,615 - pyskl - INFO - Epoch [121][800/3405] lr: 2.351e-03, eta: 6:33:01, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 2.0031, loss: 2.0031 +2024-09-22 02:40:24,950 - pyskl - INFO - Epoch [121][900/3405] lr: 2.347e-03, eta: 6:32:37, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 2.0133, loss: 2.0133 +2024-09-22 02:40:46,717 - pyskl - INFO - Epoch [121][1000/3405] lr: 2.342e-03, eta: 6:32:14, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.9706, top5_acc: 1.0000, loss_cls: 2.0363, loss: 2.0363 +2024-09-22 02:41:08,890 - pyskl - INFO - Epoch [121][1100/3405] lr: 2.338e-03, eta: 6:31:50, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.9688, top5_acc: 1.0000, loss_cls: 2.0330, loss: 2.0330 +2024-09-22 02:41:30,651 - pyskl - INFO - Epoch [121][1200/3405] lr: 2.333e-03, eta: 6:31:26, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 2.0102, loss: 2.0102 +2024-09-22 02:41:52,429 - pyskl - INFO - Epoch [121][1300/3405] lr: 2.329e-03, eta: 6:31:03, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 2.0082, loss: 2.0082 +2024-09-22 02:42:13,895 - pyskl - INFO - Epoch [121][1400/3405] lr: 2.324e-03, eta: 6:30:39, time: 0.215, data_time: 0.000, memory: 5251, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 2.0098, loss: 2.0098 +2024-09-22 02:42:35,736 - pyskl - INFO - Epoch [121][1500/3405] lr: 2.320e-03, eta: 6:30:15, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 2.0100, loss: 2.0100 +2024-09-22 02:42:57,666 - pyskl - INFO - Epoch [121][1600/3405] lr: 2.316e-03, eta: 6:29:52, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 2.0143, loss: 2.0143 +2024-09-22 02:43:19,367 - pyskl - INFO - Epoch [121][1700/3405] lr: 2.311e-03, eta: 6:29:28, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 2.0278, loss: 2.0278 +2024-09-22 02:43:41,324 - pyskl - INFO - Epoch [121][1800/3405] lr: 2.307e-03, eta: 6:29:05, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.9712, top5_acc: 1.0000, loss_cls: 2.0225, loss: 2.0225 +2024-09-22 02:44:03,409 - pyskl - INFO - Epoch [121][1900/3405] lr: 2.302e-03, eta: 6:28:41, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 2.0371, loss: 2.0371 +2024-09-22 02:44:24,869 - pyskl - INFO - Epoch [121][2000/3405] lr: 2.298e-03, eta: 6:28:17, time: 0.215, data_time: 0.000, memory: 5251, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 2.0191, loss: 2.0191 +2024-09-22 02:44:46,551 - pyskl - INFO - Epoch [121][2100/3405] lr: 2.293e-03, eta: 6:27:54, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 2.0179, loss: 2.0179 +2024-09-22 02:45:08,132 - pyskl - INFO - Epoch [121][2200/3405] lr: 2.289e-03, eta: 6:27:30, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 2.0135, loss: 2.0135 +2024-09-22 02:45:30,369 - pyskl - INFO - Epoch [121][2300/3405] lr: 2.284e-03, eta: 6:27:07, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 2.0317, loss: 2.0317 +2024-09-22 02:45:52,141 - pyskl - INFO - Epoch [121][2400/3405] lr: 2.280e-03, eta: 6:26:43, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 2.0180, loss: 2.0180 +2024-09-22 02:46:14,622 - pyskl - INFO - Epoch [121][2500/3405] lr: 2.276e-03, eta: 6:26:19, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 2.0342, loss: 2.0342 +2024-09-22 02:46:36,608 - pyskl - INFO - Epoch [121][2600/3405] lr: 2.271e-03, eta: 6:25:56, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 2.0181, loss: 2.0181 +2024-09-22 02:46:58,391 - pyskl - INFO - Epoch [121][2700/3405] lr: 2.267e-03, eta: 6:25:32, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 2.0160, loss: 2.0160 +2024-09-22 02:47:19,741 - pyskl - INFO - Epoch [121][2800/3405] lr: 2.262e-03, eta: 6:25:09, time: 0.213, data_time: 0.000, memory: 5251, top1_acc: 0.9706, top5_acc: 1.0000, loss_cls: 2.0370, loss: 2.0370 +2024-09-22 02:47:41,045 - pyskl - INFO - Epoch [121][2900/3405] lr: 2.258e-03, eta: 6:24:45, time: 0.213, data_time: 0.000, memory: 5251, top1_acc: 0.9694, top5_acc: 1.0000, loss_cls: 2.0350, loss: 2.0350 +2024-09-22 02:48:02,912 - pyskl - INFO - Epoch [121][3000/3405] lr: 2.253e-03, eta: 6:24:21, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 2.0353, loss: 2.0353 +2024-09-22 02:48:24,814 - pyskl - INFO - Epoch [121][3100/3405] lr: 2.249e-03, eta: 6:23:58, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 2.0378, loss: 2.0378 +2024-09-22 02:48:46,568 - pyskl - INFO - Epoch [121][3200/3405] lr: 2.245e-03, eta: 6:23:34, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.9706, top5_acc: 1.0000, loss_cls: 2.0244, loss: 2.0244 +2024-09-22 02:49:08,489 - pyskl - INFO - Epoch [121][3300/3405] lr: 2.240e-03, eta: 6:23:10, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 2.0203, loss: 2.0203 +2024-09-22 02:49:30,575 - pyskl - INFO - Epoch [121][3400/3405] lr: 2.236e-03, eta: 6:22:47, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.9669, top5_acc: 1.0000, loss_cls: 2.0340, loss: 2.0340 +2024-09-22 02:49:32,550 - pyskl - INFO - Saving checkpoint at 121 epochs +2024-09-22 02:53:17,676 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-22 02:53:18,463 - pyskl - INFO - +top1_acc 0.8547 +top5_acc 0.9707 +2024-09-22 02:53:18,470 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/j_2/best_top1_acc_epoch_119.pth was removed +2024-09-22 02:53:18,668 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_121.pth. +2024-09-22 02:53:18,669 - pyskl - INFO - Best top1_acc is 0.8547 at 121 epoch. +2024-09-22 02:53:18,692 - pyskl - INFO - Epoch(val) [121][3718] top1_acc: 0.8547, top5_acc: 0.9707 +2024-09-22 02:54:07,135 - pyskl - INFO - Epoch [122][100/3405] lr: 2.231e-03, eta: 6:22:28, time: 0.484, data_time: 0.264, memory: 5251, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 2.0128, loss: 2.0128 +2024-09-22 02:54:29,076 - pyskl - INFO - Epoch [122][200/3405] lr: 2.227e-03, eta: 6:22:05, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.9987, loss: 1.9987 +2024-09-22 02:54:50,285 - pyskl - INFO - Epoch [122][300/3405] lr: 2.223e-03, eta: 6:21:41, time: 0.212, data_time: 0.000, memory: 5251, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 2.0146, loss: 2.0146 +2024-09-22 02:55:11,990 - pyskl - INFO - Epoch [122][400/3405] lr: 2.218e-03, eta: 6:21:17, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 2.0122, loss: 2.0122 +2024-09-22 02:55:34,303 - pyskl - INFO - Epoch [122][500/3405] lr: 2.214e-03, eta: 6:20:54, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.9938, loss: 1.9938 +2024-09-22 02:55:56,587 - pyskl - INFO - Epoch [122][600/3405] lr: 2.209e-03, eta: 6:20:30, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.9963, loss: 1.9963 +2024-09-22 02:56:19,353 - pyskl - INFO - Epoch [122][700/3405] lr: 2.205e-03, eta: 6:20:07, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.9872, loss: 1.9872 +2024-09-22 02:56:41,385 - pyskl - INFO - Epoch [122][800/3405] lr: 2.201e-03, eta: 6:19:43, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.9849, loss: 1.9849 +2024-09-22 02:57:03,192 - pyskl - INFO - Epoch [122][900/3405] lr: 2.196e-03, eta: 6:19:20, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.9931, loss: 1.9931 +2024-09-22 02:57:24,320 - pyskl - INFO - Epoch [122][1000/3405] lr: 2.192e-03, eta: 6:18:56, time: 0.211, data_time: 0.000, memory: 5251, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 2.0057, loss: 2.0057 +2024-09-22 02:57:45,529 - pyskl - INFO - Epoch [122][1100/3405] lr: 2.188e-03, eta: 6:18:32, time: 0.212, data_time: 0.000, memory: 5251, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.9993, loss: 1.9993 +2024-09-22 02:58:06,975 - pyskl - INFO - Epoch [122][1200/3405] lr: 2.183e-03, eta: 6:18:09, time: 0.214, data_time: 0.000, memory: 5251, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.9920, loss: 1.9920 +2024-09-22 02:58:28,885 - pyskl - INFO - Epoch [122][1300/3405] lr: 2.179e-03, eta: 6:17:45, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.9906, loss: 1.9906 +2024-09-22 02:58:50,490 - pyskl - INFO - Epoch [122][1400/3405] lr: 2.175e-03, eta: 6:17:21, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.9895, loss: 1.9895 +2024-09-22 02:59:12,638 - pyskl - INFO - Epoch [122][1500/3405] lr: 2.170e-03, eta: 6:16:58, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 2.0059, loss: 2.0059 +2024-09-22 02:59:35,642 - pyskl - INFO - Epoch [122][1600/3405] lr: 2.166e-03, eta: 6:16:34, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 2.0037, loss: 2.0037 +2024-09-22 02:59:57,024 - pyskl - INFO - Epoch [122][1700/3405] lr: 2.162e-03, eta: 6:16:11, time: 0.214, data_time: 0.000, memory: 5251, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 2.0045, loss: 2.0045 +2024-09-22 03:00:18,479 - pyskl - INFO - Epoch [122][1800/3405] lr: 2.157e-03, eta: 6:15:47, time: 0.215, data_time: 0.000, memory: 5251, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.9890, loss: 1.9890 +2024-09-22 03:00:39,891 - pyskl - INFO - Epoch [122][1900/3405] lr: 2.153e-03, eta: 6:15:23, time: 0.214, data_time: 0.000, memory: 5251, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 2.0145, loss: 2.0145 +2024-09-22 03:01:01,271 - pyskl - INFO - Epoch [122][2000/3405] lr: 2.149e-03, eta: 6:15:00, time: 0.214, data_time: 0.000, memory: 5251, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 2.0051, loss: 2.0051 +2024-09-22 03:01:23,608 - pyskl - INFO - Epoch [122][2100/3405] lr: 2.144e-03, eta: 6:14:36, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 2.0190, loss: 2.0190 +2024-09-22 03:01:46,203 - pyskl - INFO - Epoch [122][2200/3405] lr: 2.140e-03, eta: 6:14:13, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 2.0098, loss: 2.0098 +2024-09-22 03:02:07,994 - pyskl - INFO - Epoch [122][2300/3405] lr: 2.136e-03, eta: 6:13:49, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 2.0093, loss: 2.0093 +2024-09-22 03:02:29,910 - pyskl - INFO - Epoch [122][2400/3405] lr: 2.131e-03, eta: 6:13:26, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 2.0125, loss: 2.0125 +2024-09-22 03:02:51,991 - pyskl - INFO - Epoch [122][2500/3405] lr: 2.127e-03, eta: 6:13:02, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 2.0136, loss: 2.0136 +2024-09-22 03:03:14,428 - pyskl - INFO - Epoch [122][2600/3405] lr: 2.123e-03, eta: 6:12:39, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 2.0038, loss: 2.0038 +2024-09-22 03:03:36,024 - pyskl - INFO - Epoch [122][2700/3405] lr: 2.119e-03, eta: 6:12:15, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 2.0217, loss: 2.0217 +2024-09-22 03:03:57,903 - pyskl - INFO - Epoch [122][2800/3405] lr: 2.114e-03, eta: 6:11:51, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 2.0100, loss: 2.0100 +2024-09-22 03:04:19,909 - pyskl - INFO - Epoch [122][2900/3405] lr: 2.110e-03, eta: 6:11:28, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.9656, top5_acc: 1.0000, loss_cls: 2.0325, loss: 2.0325 +2024-09-22 03:04:41,892 - pyskl - INFO - Epoch [122][3000/3405] lr: 2.106e-03, eta: 6:11:04, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 2.0261, loss: 2.0261 +2024-09-22 03:05:03,622 - pyskl - INFO - Epoch [122][3100/3405] lr: 2.102e-03, eta: 6:10:41, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 2.0215, loss: 2.0215 +2024-09-22 03:05:25,247 - pyskl - INFO - Epoch [122][3200/3405] lr: 2.097e-03, eta: 6:10:17, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 2.0176, loss: 2.0176 +2024-09-22 03:05:47,601 - pyskl - INFO - Epoch [122][3300/3405] lr: 2.093e-03, eta: 6:09:54, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 2.0346, loss: 2.0346 +2024-09-22 03:06:09,377 - pyskl - INFO - Epoch [122][3400/3405] lr: 2.089e-03, eta: 6:09:30, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.9700, top5_acc: 1.0000, loss_cls: 2.0300, loss: 2.0300 +2024-09-22 03:06:11,102 - pyskl - INFO - Saving checkpoint at 122 epochs +2024-09-22 03:09:58,077 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-22 03:09:58,608 - pyskl - INFO - +top1_acc 0.8458 +top5_acc 0.9692 +2024-09-22 03:09:58,626 - pyskl - INFO - Epoch(val) [122][3718] top1_acc: 0.8458, top5_acc: 0.9692 +2024-09-22 03:10:50,054 - pyskl - INFO - Epoch [123][100/3405] lr: 2.084e-03, eta: 6:09:12, time: 0.514, data_time: 0.290, memory: 5251, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 2.0091, loss: 2.0091 +2024-09-22 03:11:12,504 - pyskl - INFO - Epoch [123][200/3405] lr: 2.080e-03, eta: 6:08:48, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.9863, loss: 1.9863 +2024-09-22 03:11:34,314 - pyskl - INFO - Epoch [123][300/3405] lr: 2.076e-03, eta: 6:08:25, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.9927, loss: 1.9927 +2024-09-22 03:11:56,396 - pyskl - INFO - Epoch [123][400/3405] lr: 2.072e-03, eta: 6:08:01, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 2.0013, loss: 2.0013 +2024-09-22 03:12:18,429 - pyskl - INFO - Epoch [123][500/3405] lr: 2.067e-03, eta: 6:07:38, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.9861, loss: 1.9861 +2024-09-22 03:12:40,463 - pyskl - INFO - Epoch [123][600/3405] lr: 2.063e-03, eta: 6:07:14, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.9888, loss: 1.9888 +2024-09-22 03:13:02,561 - pyskl - INFO - Epoch [123][700/3405] lr: 2.059e-03, eta: 6:06:51, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 2.0033, loss: 2.0033 +2024-09-22 03:13:24,907 - pyskl - INFO - Epoch [123][800/3405] lr: 2.055e-03, eta: 6:06:27, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.9973, loss: 1.9973 +2024-09-22 03:13:47,315 - pyskl - INFO - Epoch [123][900/3405] lr: 2.050e-03, eta: 6:06:04, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.9932, loss: 1.9932 +2024-09-22 03:14:10,328 - pyskl - INFO - Epoch [123][1000/3405] lr: 2.046e-03, eta: 6:05:40, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.9850, loss: 1.9850 +2024-09-22 03:14:33,048 - pyskl - INFO - Epoch [123][1100/3405] lr: 2.042e-03, eta: 6:05:17, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.9928, loss: 1.9928 +2024-09-22 03:14:54,703 - pyskl - INFO - Epoch [123][1200/3405] lr: 2.038e-03, eta: 6:04:53, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.9867, loss: 1.9867 +2024-09-22 03:15:16,952 - pyskl - INFO - Epoch [123][1300/3405] lr: 2.034e-03, eta: 6:04:30, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.9858, loss: 1.9858 +2024-09-22 03:15:39,342 - pyskl - INFO - Epoch [123][1400/3405] lr: 2.029e-03, eta: 6:04:07, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 2.0028, loss: 2.0028 +2024-09-22 03:16:01,644 - pyskl - INFO - Epoch [123][1500/3405] lr: 2.025e-03, eta: 6:03:43, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.9989, loss: 1.9989 +2024-09-22 03:16:23,616 - pyskl - INFO - Epoch [123][1600/3405] lr: 2.021e-03, eta: 6:03:20, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 2.0111, loss: 2.0111 +2024-09-22 03:16:45,696 - pyskl - INFO - Epoch [123][1700/3405] lr: 2.017e-03, eta: 6:02:56, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 2.0228, loss: 2.0228 +2024-09-22 03:17:07,511 - pyskl - INFO - Epoch [123][1800/3405] lr: 2.013e-03, eta: 6:02:32, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.9700, top5_acc: 1.0000, loss_cls: 2.0159, loss: 2.0159 +2024-09-22 03:17:28,802 - pyskl - INFO - Epoch [123][1900/3405] lr: 2.008e-03, eta: 6:02:09, time: 0.213, data_time: 0.000, memory: 5251, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 2.0051, loss: 2.0051 +2024-09-22 03:17:50,973 - pyskl - INFO - Epoch [123][2000/3405] lr: 2.004e-03, eta: 6:01:45, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 2.0041, loss: 2.0041 +2024-09-22 03:18:12,155 - pyskl - INFO - Epoch [123][2100/3405] lr: 2.000e-03, eta: 6:01:21, time: 0.212, data_time: 0.000, memory: 5251, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.9990, loss: 1.9990 +2024-09-22 03:18:33,877 - pyskl - INFO - Epoch [123][2200/3405] lr: 1.996e-03, eta: 6:00:58, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 2.0213, loss: 2.0213 +2024-09-22 03:18:55,477 - pyskl - INFO - Epoch [123][2300/3405] lr: 1.992e-03, eta: 6:00:34, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.9769, top5_acc: 0.9981, loss_cls: 2.0113, loss: 2.0113 +2024-09-22 03:19:17,118 - pyskl - INFO - Epoch [123][2400/3405] lr: 1.988e-03, eta: 6:00:11, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 2.0329, loss: 2.0329 +2024-09-22 03:19:38,701 - pyskl - INFO - Epoch [123][2500/3405] lr: 1.983e-03, eta: 5:59:47, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 2.0323, loss: 2.0323 +2024-09-22 03:20:00,996 - pyskl - INFO - Epoch [123][2600/3405] lr: 1.979e-03, eta: 5:59:24, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 2.0326, loss: 2.0326 +2024-09-22 03:20:22,443 - pyskl - INFO - Epoch [123][2700/3405] lr: 1.975e-03, eta: 5:59:00, time: 0.214, data_time: 0.000, memory: 5251, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 2.0214, loss: 2.0214 +2024-09-22 03:20:44,089 - pyskl - INFO - Epoch [123][2800/3405] lr: 1.971e-03, eta: 5:58:36, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 2.0130, loss: 2.0130 +2024-09-22 03:21:05,790 - pyskl - INFO - Epoch [123][2900/3405] lr: 1.967e-03, eta: 5:58:13, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.9788, top5_acc: 0.9988, loss_cls: 2.0058, loss: 2.0058 +2024-09-22 03:21:27,833 - pyskl - INFO - Epoch [123][3000/3405] lr: 1.963e-03, eta: 5:57:49, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.9913, loss: 1.9913 +2024-09-22 03:21:49,736 - pyskl - INFO - Epoch [123][3100/3405] lr: 1.959e-03, eta: 5:57:26, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.9968, loss: 1.9968 +2024-09-22 03:22:12,058 - pyskl - INFO - Epoch [123][3200/3405] lr: 1.954e-03, eta: 5:57:02, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.9864, loss: 1.9864 +2024-09-22 03:22:34,063 - pyskl - INFO - Epoch [123][3300/3405] lr: 1.950e-03, eta: 5:56:39, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 2.0075, loss: 2.0075 +2024-09-22 03:22:55,627 - pyskl - INFO - Epoch [123][3400/3405] lr: 1.946e-03, eta: 5:56:15, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 2.0239, loss: 2.0239 +2024-09-22 03:22:57,359 - pyskl - INFO - Saving checkpoint at 123 epochs +2024-09-22 03:26:39,828 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-22 03:26:40,364 - pyskl - INFO - +top1_acc 0.8564 +top5_acc 0.9709 +2024-09-22 03:26:40,368 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/j_2/best_top1_acc_epoch_121.pth was removed +2024-09-22 03:26:40,521 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_123.pth. +2024-09-22 03:26:40,521 - pyskl - INFO - Best top1_acc is 0.8564 at 123 epoch. +2024-09-22 03:26:40,540 - pyskl - INFO - Epoch(val) [123][3718] top1_acc: 0.8564, top5_acc: 0.9709 +2024-09-22 03:27:34,633 - pyskl - INFO - Epoch [124][100/3405] lr: 1.942e-03, eta: 5:55:57, time: 0.541, data_time: 0.319, memory: 5251, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.9953, loss: 1.9953 +2024-09-22 03:27:56,738 - pyskl - INFO - Epoch [124][200/3405] lr: 1.938e-03, eta: 5:55:34, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.9949, loss: 1.9949 +2024-09-22 03:28:18,620 - pyskl - INFO - Epoch [124][300/3405] lr: 1.934e-03, eta: 5:55:10, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.9879, loss: 1.9879 +2024-09-22 03:28:40,221 - pyskl - INFO - Epoch [124][400/3405] lr: 1.929e-03, eta: 5:54:46, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.9929, loss: 1.9929 +2024-09-22 03:29:02,538 - pyskl - INFO - Epoch [124][500/3405] lr: 1.925e-03, eta: 5:54:23, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.9823, loss: 1.9823 +2024-09-22 03:29:24,091 - pyskl - INFO - Epoch [124][600/3405] lr: 1.921e-03, eta: 5:53:59, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.9838, loss: 1.9838 +2024-09-22 03:29:46,519 - pyskl - INFO - Epoch [124][700/3405] lr: 1.917e-03, eta: 5:53:36, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.9806, top5_acc: 0.9981, loss_cls: 2.0061, loss: 2.0061 +2024-09-22 03:30:08,779 - pyskl - INFO - Epoch [124][800/3405] lr: 1.913e-03, eta: 5:53:12, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.9920, loss: 1.9920 +2024-09-22 03:30:31,148 - pyskl - INFO - Epoch [124][900/3405] lr: 1.909e-03, eta: 5:52:49, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.9981, loss: 1.9981 +2024-09-22 03:30:53,416 - pyskl - INFO - Epoch [124][1000/3405] lr: 1.905e-03, eta: 5:52:26, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.9916, loss: 1.9916 +2024-09-22 03:31:15,711 - pyskl - INFO - Epoch [124][1100/3405] lr: 1.901e-03, eta: 5:52:02, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.9869, loss: 1.9869 +2024-09-22 03:31:37,492 - pyskl - INFO - Epoch [124][1200/3405] lr: 1.897e-03, eta: 5:51:39, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.9987, loss: 1.9987 +2024-09-22 03:31:59,861 - pyskl - INFO - Epoch [124][1300/3405] lr: 1.893e-03, eta: 5:51:15, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.9842, loss: 1.9842 +2024-09-22 03:32:22,614 - pyskl - INFO - Epoch [124][1400/3405] lr: 1.889e-03, eta: 5:50:52, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 2.0030, loss: 2.0030 +2024-09-22 03:32:44,180 - pyskl - INFO - Epoch [124][1500/3405] lr: 1.885e-03, eta: 5:50:28, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.9918, loss: 1.9918 +2024-09-22 03:33:06,880 - pyskl - INFO - Epoch [124][1600/3405] lr: 1.881e-03, eta: 5:50:05, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.9916, loss: 1.9916 +2024-09-22 03:33:28,636 - pyskl - INFO - Epoch [124][1700/3405] lr: 1.876e-03, eta: 5:49:41, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.9790, loss: 1.9790 +2024-09-22 03:33:49,847 - pyskl - INFO - Epoch [124][1800/3405] lr: 1.872e-03, eta: 5:49:17, time: 0.212, data_time: 0.000, memory: 5251, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.9851, loss: 1.9851 +2024-09-22 03:34:11,374 - pyskl - INFO - Epoch [124][1900/3405] lr: 1.868e-03, eta: 5:48:54, time: 0.215, data_time: 0.000, memory: 5251, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.9961, loss: 1.9961 +2024-09-22 03:34:33,532 - pyskl - INFO - Epoch [124][2000/3405] lr: 1.864e-03, eta: 5:48:30, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.9858, loss: 1.9858 +2024-09-22 03:34:54,926 - pyskl - INFO - Epoch [124][2100/3405] lr: 1.860e-03, eta: 5:48:07, time: 0.214, data_time: 0.000, memory: 5251, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.9850, loss: 1.9850 +2024-09-22 03:35:17,108 - pyskl - INFO - Epoch [124][2200/3405] lr: 1.856e-03, eta: 5:47:43, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.9940, loss: 1.9940 +2024-09-22 03:35:39,098 - pyskl - INFO - Epoch [124][2300/3405] lr: 1.852e-03, eta: 5:47:20, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.9911, loss: 1.9911 +2024-09-22 03:36:01,133 - pyskl - INFO - Epoch [124][2400/3405] lr: 1.848e-03, eta: 5:46:56, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.9903, loss: 1.9903 +2024-09-22 03:36:23,420 - pyskl - INFO - Epoch [124][2500/3405] lr: 1.844e-03, eta: 5:46:33, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.9843, loss: 1.9843 +2024-09-22 03:36:46,072 - pyskl - INFO - Epoch [124][2600/3405] lr: 1.840e-03, eta: 5:46:09, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.9957, loss: 1.9957 +2024-09-22 03:37:08,869 - pyskl - INFO - Epoch [124][2700/3405] lr: 1.836e-03, eta: 5:45:46, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.9948, loss: 1.9948 +2024-09-22 03:37:31,153 - pyskl - INFO - Epoch [124][2800/3405] lr: 1.832e-03, eta: 5:45:23, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.9862, loss: 1.9862 +2024-09-22 03:37:52,287 - pyskl - INFO - Epoch [124][2900/3405] lr: 1.828e-03, eta: 5:44:59, time: 0.211, data_time: 0.000, memory: 5251, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.9913, loss: 1.9913 +2024-09-22 03:38:14,014 - pyskl - INFO - Epoch [124][3000/3405] lr: 1.824e-03, eta: 5:44:35, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.9932, loss: 1.9932 +2024-09-22 03:38:36,103 - pyskl - INFO - Epoch [124][3100/3405] lr: 1.820e-03, eta: 5:44:12, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.9891, loss: 1.9891 +2024-09-22 03:38:58,104 - pyskl - INFO - Epoch [124][3200/3405] lr: 1.816e-03, eta: 5:43:48, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.9954, loss: 1.9954 +2024-09-22 03:39:20,319 - pyskl - INFO - Epoch [124][3300/3405] lr: 1.812e-03, eta: 5:43:25, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.9923, loss: 1.9923 +2024-09-22 03:39:42,572 - pyskl - INFO - Epoch [124][3400/3405] lr: 1.808e-03, eta: 5:43:01, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.9855, loss: 1.9855 +2024-09-22 03:39:44,539 - pyskl - INFO - Saving checkpoint at 124 epochs +2024-09-22 03:43:30,887 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-22 03:43:31,430 - pyskl - INFO - +top1_acc 0.8607 +top5_acc 0.9709 +2024-09-22 03:43:31,435 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/j_2/best_top1_acc_epoch_123.pth was removed +2024-09-22 03:43:31,584 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_124.pth. +2024-09-22 03:43:31,584 - pyskl - INFO - Best top1_acc is 0.8607 at 124 epoch. +2024-09-22 03:43:31,603 - pyskl - INFO - Epoch(val) [124][3718] top1_acc: 0.8607, top5_acc: 0.9709 +2024-09-22 03:44:22,111 - pyskl - INFO - Epoch [125][100/3405] lr: 1.804e-03, eta: 5:42:42, time: 0.505, data_time: 0.284, memory: 5251, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.9844, loss: 1.9844 +2024-09-22 03:44:44,447 - pyskl - INFO - Epoch [125][200/3405] lr: 1.800e-03, eta: 5:42:19, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.9760, loss: 1.9760 +2024-09-22 03:45:06,081 - pyskl - INFO - Epoch [125][300/3405] lr: 1.796e-03, eta: 5:41:55, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.9765, loss: 1.9765 +2024-09-22 03:45:28,741 - pyskl - INFO - Epoch [125][400/3405] lr: 1.792e-03, eta: 5:41:32, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.9654, loss: 1.9654 +2024-09-22 03:45:50,215 - pyskl - INFO - Epoch [125][500/3405] lr: 1.788e-03, eta: 5:41:08, time: 0.215, data_time: 0.000, memory: 5251, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.9726, loss: 1.9726 +2024-09-22 03:46:11,600 - pyskl - INFO - Epoch [125][600/3405] lr: 1.784e-03, eta: 5:40:45, time: 0.214, data_time: 0.000, memory: 5251, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.9757, loss: 1.9757 +2024-09-22 03:46:33,291 - pyskl - INFO - Epoch [125][700/3405] lr: 1.780e-03, eta: 5:40:21, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.9803, loss: 1.9803 +2024-09-22 03:46:55,182 - pyskl - INFO - Epoch [125][800/3405] lr: 1.776e-03, eta: 5:39:58, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.9800, loss: 1.9800 +2024-09-22 03:47:17,452 - pyskl - INFO - Epoch [125][900/3405] lr: 1.772e-03, eta: 5:39:34, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.9695, loss: 1.9695 +2024-09-22 03:47:39,354 - pyskl - INFO - Epoch [125][1000/3405] lr: 1.768e-03, eta: 5:39:11, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.9822, loss: 1.9822 +2024-09-22 03:48:01,546 - pyskl - INFO - Epoch [125][1100/3405] lr: 1.764e-03, eta: 5:38:47, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.9765, loss: 1.9765 +2024-09-22 03:48:23,832 - pyskl - INFO - Epoch [125][1200/3405] lr: 1.760e-03, eta: 5:38:24, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.9714, loss: 1.9714 +2024-09-22 03:48:45,723 - pyskl - INFO - Epoch [125][1300/3405] lr: 1.757e-03, eta: 5:38:00, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.9776, loss: 1.9776 +2024-09-22 03:49:07,476 - pyskl - INFO - Epoch [125][1400/3405] lr: 1.753e-03, eta: 5:37:37, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.9843, loss: 1.9843 +2024-09-22 03:49:29,459 - pyskl - INFO - Epoch [125][1500/3405] lr: 1.749e-03, eta: 5:37:13, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.9775, loss: 1.9775 +2024-09-22 03:49:51,737 - pyskl - INFO - Epoch [125][1600/3405] lr: 1.745e-03, eta: 5:36:50, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.9737, loss: 1.9737 +2024-09-22 03:50:13,931 - pyskl - INFO - Epoch [125][1700/3405] lr: 1.741e-03, eta: 5:36:26, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.9741, loss: 1.9741 +2024-09-22 03:50:36,229 - pyskl - INFO - Epoch [125][1800/3405] lr: 1.737e-03, eta: 5:36:03, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.9878, loss: 1.9878 +2024-09-22 03:50:57,863 - pyskl - INFO - Epoch [125][1900/3405] lr: 1.733e-03, eta: 5:35:39, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.9805, loss: 1.9805 +2024-09-22 03:51:19,972 - pyskl - INFO - Epoch [125][2000/3405] lr: 1.729e-03, eta: 5:35:16, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.9735, loss: 1.9735 +2024-09-22 03:51:41,836 - pyskl - INFO - Epoch [125][2100/3405] lr: 1.725e-03, eta: 5:34:52, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.9770, loss: 1.9770 +2024-09-22 03:52:03,500 - pyskl - INFO - Epoch [125][2200/3405] lr: 1.721e-03, eta: 5:34:29, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.9862, top5_acc: 0.9988, loss_cls: 1.9902, loss: 1.9902 +2024-09-22 03:52:25,344 - pyskl - INFO - Epoch [125][2300/3405] lr: 1.717e-03, eta: 5:34:05, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.9785, loss: 1.9785 +2024-09-22 03:52:47,490 - pyskl - INFO - Epoch [125][2400/3405] lr: 1.714e-03, eta: 5:33:42, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.9771, loss: 1.9771 +2024-09-22 03:53:09,759 - pyskl - INFO - Epoch [125][2500/3405] lr: 1.710e-03, eta: 5:33:18, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.9934, loss: 1.9934 +2024-09-22 03:53:32,645 - pyskl - INFO - Epoch [125][2600/3405] lr: 1.706e-03, eta: 5:32:55, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.9976, loss: 1.9976 +2024-09-22 03:53:55,002 - pyskl - INFO - Epoch [125][2700/3405] lr: 1.702e-03, eta: 5:32:31, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 2.0047, loss: 2.0047 +2024-09-22 03:54:17,332 - pyskl - INFO - Epoch [125][2800/3405] lr: 1.698e-03, eta: 5:32:08, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 2.0006, loss: 2.0006 +2024-09-22 03:54:39,825 - pyskl - INFO - Epoch [125][2900/3405] lr: 1.694e-03, eta: 5:31:45, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 2.0013, loss: 2.0013 +2024-09-22 03:55:02,189 - pyskl - INFO - Epoch [125][3000/3405] lr: 1.690e-03, eta: 5:31:21, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.9965, loss: 1.9965 +2024-09-22 03:55:24,562 - pyskl - INFO - Epoch [125][3100/3405] lr: 1.686e-03, eta: 5:30:58, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.9902, loss: 1.9902 +2024-09-22 03:55:46,748 - pyskl - INFO - Epoch [125][3200/3405] lr: 1.683e-03, eta: 5:30:34, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.9819, top5_acc: 0.9988, loss_cls: 1.9911, loss: 1.9911 +2024-09-22 03:56:08,869 - pyskl - INFO - Epoch [125][3300/3405] lr: 1.679e-03, eta: 5:30:11, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 1.9987, loss: 1.9987 +2024-09-22 03:56:31,092 - pyskl - INFO - Epoch [125][3400/3405] lr: 1.675e-03, eta: 5:29:47, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.9760, loss: 1.9760 +2024-09-22 03:56:33,005 - pyskl - INFO - Saving checkpoint at 125 epochs +2024-09-22 04:00:21,010 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-22 04:00:21,824 - pyskl - INFO - +top1_acc 0.8615 +top5_acc 0.9714 +2024-09-22 04:00:21,830 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/j_2/best_top1_acc_epoch_124.pth was removed +2024-09-22 04:00:22,061 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_125.pth. +2024-09-22 04:00:22,062 - pyskl - INFO - Best top1_acc is 0.8615 at 125 epoch. +2024-09-22 04:00:22,099 - pyskl - INFO - Epoch(val) [125][3718] top1_acc: 0.8615, top5_acc: 0.9714 +2024-09-22 04:01:11,877 - pyskl - INFO - Epoch [126][100/3405] lr: 1.671e-03, eta: 5:29:28, time: 0.498, data_time: 0.280, memory: 5251, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.9722, loss: 1.9722 +2024-09-22 04:01:33,591 - pyskl - INFO - Epoch [126][200/3405] lr: 1.667e-03, eta: 5:29:05, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.9649, loss: 1.9649 +2024-09-22 04:01:55,529 - pyskl - INFO - Epoch [126][300/3405] lr: 1.663e-03, eta: 5:28:41, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.9681, loss: 1.9681 +2024-09-22 04:02:17,496 - pyskl - INFO - Epoch [126][400/3405] lr: 1.659e-03, eta: 5:28:17, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.9566, loss: 1.9566 +2024-09-22 04:02:39,842 - pyskl - INFO - Epoch [126][500/3405] lr: 1.656e-03, eta: 5:27:54, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.9592, loss: 1.9592 +2024-09-22 04:03:02,393 - pyskl - INFO - Epoch [126][600/3405] lr: 1.652e-03, eta: 5:27:31, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.9786, loss: 1.9786 +2024-09-22 04:03:25,176 - pyskl - INFO - Epoch [126][700/3405] lr: 1.648e-03, eta: 5:27:07, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.9678, loss: 1.9678 +2024-09-22 04:03:47,553 - pyskl - INFO - Epoch [126][800/3405] lr: 1.644e-03, eta: 5:26:44, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.9648, loss: 1.9648 +2024-09-22 04:04:09,458 - pyskl - INFO - Epoch [126][900/3405] lr: 1.640e-03, eta: 5:26:20, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.9715, loss: 1.9715 +2024-09-22 04:04:31,777 - pyskl - INFO - Epoch [126][1000/3405] lr: 1.636e-03, eta: 5:25:57, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.9776, loss: 1.9776 +2024-09-22 04:04:54,329 - pyskl - INFO - Epoch [126][1100/3405] lr: 1.633e-03, eta: 5:25:34, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.9844, loss: 1.9844 +2024-09-22 04:05:16,082 - pyskl - INFO - Epoch [126][1200/3405] lr: 1.629e-03, eta: 5:25:10, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.9826, loss: 1.9826 +2024-09-22 04:05:37,926 - pyskl - INFO - Epoch [126][1300/3405] lr: 1.625e-03, eta: 5:24:47, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.9729, loss: 1.9729 +2024-09-22 04:06:00,001 - pyskl - INFO - Epoch [126][1400/3405] lr: 1.621e-03, eta: 5:24:23, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.9763, loss: 1.9763 +2024-09-22 04:06:21,538 - pyskl - INFO - Epoch [126][1500/3405] lr: 1.618e-03, eta: 5:23:59, time: 0.215, data_time: 0.000, memory: 5251, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.9745, loss: 1.9745 +2024-09-22 04:06:43,432 - pyskl - INFO - Epoch [126][1600/3405] lr: 1.614e-03, eta: 5:23:36, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.9863, loss: 1.9863 +2024-09-22 04:07:05,517 - pyskl - INFO - Epoch [126][1700/3405] lr: 1.610e-03, eta: 5:23:12, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.9800, loss: 1.9800 +2024-09-22 04:07:26,826 - pyskl - INFO - Epoch [126][1800/3405] lr: 1.606e-03, eta: 5:22:49, time: 0.213, data_time: 0.000, memory: 5251, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.9832, loss: 1.9832 +2024-09-22 04:07:48,237 - pyskl - INFO - Epoch [126][1900/3405] lr: 1.602e-03, eta: 5:22:25, time: 0.214, data_time: 0.000, memory: 5251, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.9875, loss: 1.9875 +2024-09-22 04:08:10,429 - pyskl - INFO - Epoch [126][2000/3405] lr: 1.599e-03, eta: 5:22:02, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.9798, loss: 1.9798 +2024-09-22 04:08:32,763 - pyskl - INFO - Epoch [126][2100/3405] lr: 1.595e-03, eta: 5:21:38, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.9807, loss: 1.9807 +2024-09-22 04:08:54,096 - pyskl - INFO - Epoch [126][2200/3405] lr: 1.591e-03, eta: 5:21:15, time: 0.213, data_time: 0.000, memory: 5251, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.9858, loss: 1.9858 +2024-09-22 04:09:15,607 - pyskl - INFO - Epoch [126][2300/3405] lr: 1.587e-03, eta: 5:20:51, time: 0.215, data_time: 0.000, memory: 5251, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.9767, loss: 1.9767 +2024-09-22 04:09:37,084 - pyskl - INFO - Epoch [126][2400/3405] lr: 1.584e-03, eta: 5:20:28, time: 0.215, data_time: 0.000, memory: 5251, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.9777, loss: 1.9777 +2024-09-22 04:09:59,364 - pyskl - INFO - Epoch [126][2500/3405] lr: 1.580e-03, eta: 5:20:04, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.9705, loss: 1.9705 +2024-09-22 04:10:21,696 - pyskl - INFO - Epoch [126][2600/3405] lr: 1.576e-03, eta: 5:19:41, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.9799, loss: 1.9799 +2024-09-22 04:10:43,946 - pyskl - INFO - Epoch [126][2700/3405] lr: 1.572e-03, eta: 5:19:17, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.9947, loss: 1.9947 +2024-09-22 04:11:05,927 - pyskl - INFO - Epoch [126][2800/3405] lr: 1.569e-03, eta: 5:18:54, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.9907, loss: 1.9907 +2024-09-22 04:11:28,040 - pyskl - INFO - Epoch [126][2900/3405] lr: 1.565e-03, eta: 5:18:30, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.9841, loss: 1.9841 +2024-09-22 04:11:49,628 - pyskl - INFO - Epoch [126][3000/3405] lr: 1.561e-03, eta: 5:18:07, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.9698, loss: 1.9698 +2024-09-22 04:12:11,788 - pyskl - INFO - Epoch [126][3100/3405] lr: 1.558e-03, eta: 5:17:43, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.9771, loss: 1.9771 +2024-09-22 04:12:33,703 - pyskl - INFO - Epoch [126][3200/3405] lr: 1.554e-03, eta: 5:17:20, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.9831, loss: 1.9831 +2024-09-22 04:12:55,227 - pyskl - INFO - Epoch [126][3300/3405] lr: 1.550e-03, eta: 5:16:56, time: 0.215, data_time: 0.000, memory: 5251, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.9739, loss: 1.9739 +2024-09-22 04:13:17,360 - pyskl - INFO - Epoch [126][3400/3405] lr: 1.546e-03, eta: 5:16:33, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.9831, loss: 1.9831 +2024-09-22 04:13:19,428 - pyskl - INFO - Saving checkpoint at 126 epochs +2024-09-22 04:17:04,196 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-22 04:17:04,735 - pyskl - INFO - +top1_acc 0.8542 +top5_acc 0.9702 +2024-09-22 04:17:04,753 - pyskl - INFO - Epoch(val) [126][3718] top1_acc: 0.8542, top5_acc: 0.9702 +2024-09-22 04:17:54,110 - pyskl - INFO - Epoch [127][100/3405] lr: 1.543e-03, eta: 5:16:13, time: 0.493, data_time: 0.269, memory: 5251, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.9768, loss: 1.9768 +2024-09-22 04:18:16,229 - pyskl - INFO - Epoch [127][200/3405] lr: 1.539e-03, eta: 5:15:50, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.9699, loss: 1.9699 +2024-09-22 04:18:38,372 - pyskl - INFO - Epoch [127][300/3405] lr: 1.535e-03, eta: 5:15:26, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.9586, loss: 1.9586 +2024-09-22 04:19:00,609 - pyskl - INFO - Epoch [127][400/3405] lr: 1.531e-03, eta: 5:15:03, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.9671, loss: 1.9671 +2024-09-22 04:19:22,306 - pyskl - INFO - Epoch [127][500/3405] lr: 1.528e-03, eta: 5:14:39, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.9600, loss: 1.9600 +2024-09-22 04:19:43,637 - pyskl - INFO - Epoch [127][600/3405] lr: 1.524e-03, eta: 5:14:16, time: 0.213, data_time: 0.000, memory: 5251, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.9603, loss: 1.9603 +2024-09-22 04:20:05,769 - pyskl - INFO - Epoch [127][700/3405] lr: 1.520e-03, eta: 5:13:52, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.9631, loss: 1.9631 +2024-09-22 04:20:28,542 - pyskl - INFO - Epoch [127][800/3405] lr: 1.517e-03, eta: 5:13:29, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.9691, loss: 1.9691 +2024-09-22 04:20:51,052 - pyskl - INFO - Epoch [127][900/3405] lr: 1.513e-03, eta: 5:13:06, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.9715, loss: 1.9715 +2024-09-22 04:21:13,450 - pyskl - INFO - Epoch [127][1000/3405] lr: 1.509e-03, eta: 5:12:42, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.9672, loss: 1.9672 +2024-09-22 04:21:35,759 - pyskl - INFO - Epoch [127][1100/3405] lr: 1.506e-03, eta: 5:12:19, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.9556, loss: 1.9556 +2024-09-22 04:21:57,809 - pyskl - INFO - Epoch [127][1200/3405] lr: 1.502e-03, eta: 5:11:55, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.9587, loss: 1.9587 +2024-09-22 04:22:20,036 - pyskl - INFO - Epoch [127][1300/3405] lr: 1.498e-03, eta: 5:11:32, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.9597, loss: 1.9597 +2024-09-22 04:22:42,620 - pyskl - INFO - Epoch [127][1400/3405] lr: 1.495e-03, eta: 5:11:08, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.9636, loss: 1.9636 +2024-09-22 04:23:04,792 - pyskl - INFO - Epoch [127][1500/3405] lr: 1.491e-03, eta: 5:10:45, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.9566, loss: 1.9566 +2024-09-22 04:23:26,643 - pyskl - INFO - Epoch [127][1600/3405] lr: 1.487e-03, eta: 5:10:21, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.9614, loss: 1.9614 +2024-09-22 04:23:48,711 - pyskl - INFO - Epoch [127][1700/3405] lr: 1.484e-03, eta: 5:09:58, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.9719, loss: 1.9719 +2024-09-22 04:24:10,774 - pyskl - INFO - Epoch [127][1800/3405] lr: 1.480e-03, eta: 5:09:35, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.9668, loss: 1.9668 +2024-09-22 04:24:32,572 - pyskl - INFO - Epoch [127][1900/3405] lr: 1.477e-03, eta: 5:09:11, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.9668, loss: 1.9668 +2024-09-22 04:24:54,872 - pyskl - INFO - Epoch [127][2000/3405] lr: 1.473e-03, eta: 5:08:48, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.9798, loss: 1.9798 +2024-09-22 04:25:17,292 - pyskl - INFO - Epoch [127][2100/3405] lr: 1.469e-03, eta: 5:08:24, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.9674, loss: 1.9674 +2024-09-22 04:25:39,860 - pyskl - INFO - Epoch [127][2200/3405] lr: 1.466e-03, eta: 5:08:01, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.9831, loss: 1.9831 +2024-09-22 04:26:02,464 - pyskl - INFO - Epoch [127][2300/3405] lr: 1.462e-03, eta: 5:07:38, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.9870, loss: 1.9870 +2024-09-22 04:26:25,168 - pyskl - INFO - Epoch [127][2400/3405] lr: 1.459e-03, eta: 5:07:14, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.9709, loss: 1.9709 +2024-09-22 04:26:47,550 - pyskl - INFO - Epoch [127][2500/3405] lr: 1.455e-03, eta: 5:06:51, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.9669, loss: 1.9669 +2024-09-22 04:27:09,683 - pyskl - INFO - Epoch [127][2600/3405] lr: 1.451e-03, eta: 5:06:27, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.9617, loss: 1.9617 +2024-09-22 04:27:31,619 - pyskl - INFO - Epoch [127][2700/3405] lr: 1.448e-03, eta: 5:06:04, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.9643, loss: 1.9643 +2024-09-22 04:27:54,039 - pyskl - INFO - Epoch [127][2800/3405] lr: 1.444e-03, eta: 5:05:40, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.9766, loss: 1.9766 +2024-09-22 04:28:16,223 - pyskl - INFO - Epoch [127][2900/3405] lr: 1.441e-03, eta: 5:05:17, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.9705, loss: 1.9705 +2024-09-22 04:28:38,355 - pyskl - INFO - Epoch [127][3000/3405] lr: 1.437e-03, eta: 5:04:54, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.9732, loss: 1.9732 +2024-09-22 04:29:00,595 - pyskl - INFO - Epoch [127][3100/3405] lr: 1.433e-03, eta: 5:04:30, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.9818, loss: 1.9818 +2024-09-22 04:29:22,812 - pyskl - INFO - Epoch [127][3200/3405] lr: 1.430e-03, eta: 5:04:07, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.9800, loss: 1.9800 +2024-09-22 04:29:44,891 - pyskl - INFO - Epoch [127][3300/3405] lr: 1.426e-03, eta: 5:03:43, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.9645, loss: 1.9645 +2024-09-22 04:30:07,141 - pyskl - INFO - Epoch [127][3400/3405] lr: 1.423e-03, eta: 5:03:20, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.9798, loss: 1.9798 +2024-09-22 04:30:09,124 - pyskl - INFO - Saving checkpoint at 127 epochs +2024-09-22 04:33:56,489 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-22 04:33:57,019 - pyskl - INFO - +top1_acc 0.8651 +top5_acc 0.9720 +2024-09-22 04:33:57,024 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/j_2/best_top1_acc_epoch_125.pth was removed +2024-09-22 04:33:57,173 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_127.pth. +2024-09-22 04:33:57,174 - pyskl - INFO - Best top1_acc is 0.8651 at 127 epoch. +2024-09-22 04:33:57,192 - pyskl - INFO - Epoch(val) [127][3718] top1_acc: 0.8651, top5_acc: 0.9720 +2024-09-22 04:34:46,586 - pyskl - INFO - Epoch [128][100/3405] lr: 1.419e-03, eta: 5:03:00, time: 0.494, data_time: 0.273, memory: 5251, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.9677, loss: 1.9677 +2024-09-22 04:35:08,646 - pyskl - INFO - Epoch [128][200/3405] lr: 1.415e-03, eta: 5:02:37, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.9630, loss: 1.9630 +2024-09-22 04:35:31,054 - pyskl - INFO - Epoch [128][300/3405] lr: 1.412e-03, eta: 5:02:13, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.9572, loss: 1.9572 +2024-09-22 04:35:53,580 - pyskl - INFO - Epoch [128][400/3405] lr: 1.408e-03, eta: 5:01:50, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.9628, loss: 1.9628 +2024-09-22 04:36:16,013 - pyskl - INFO - Epoch [128][500/3405] lr: 1.405e-03, eta: 5:01:26, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.9618, loss: 1.9618 +2024-09-22 04:36:38,123 - pyskl - INFO - Epoch [128][600/3405] lr: 1.401e-03, eta: 5:01:03, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.9571, loss: 1.9571 +2024-09-22 04:37:00,124 - pyskl - INFO - Epoch [128][700/3405] lr: 1.398e-03, eta: 5:00:39, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.9550, loss: 1.9550 +2024-09-22 04:37:21,686 - pyskl - INFO - Epoch [128][800/3405] lr: 1.394e-03, eta: 5:00:16, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.9568, loss: 1.9568 +2024-09-22 04:37:43,749 - pyskl - INFO - Epoch [128][900/3405] lr: 1.391e-03, eta: 4:59:52, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.9495, loss: 1.9495 +2024-09-22 04:38:06,025 - pyskl - INFO - Epoch [128][1000/3405] lr: 1.387e-03, eta: 4:59:29, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.9584, loss: 1.9584 +2024-09-22 04:38:27,816 - pyskl - INFO - Epoch [128][1100/3405] lr: 1.384e-03, eta: 4:59:06, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.9533, loss: 1.9533 +2024-09-22 04:38:49,286 - pyskl - INFO - Epoch [128][1200/3405] lr: 1.380e-03, eta: 4:58:42, time: 0.215, data_time: 0.000, memory: 5251, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.9607, loss: 1.9607 +2024-09-22 04:39:10,874 - pyskl - INFO - Epoch [128][1300/3405] lr: 1.377e-03, eta: 4:58:18, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.9494, loss: 1.9494 +2024-09-22 04:39:33,267 - pyskl - INFO - Epoch [128][1400/3405] lr: 1.373e-03, eta: 4:57:55, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.9528, loss: 1.9528 +2024-09-22 04:39:55,507 - pyskl - INFO - Epoch [128][1500/3405] lr: 1.370e-03, eta: 4:57:32, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.9554, loss: 1.9554 +2024-09-22 04:40:17,106 - pyskl - INFO - Epoch [128][1600/3405] lr: 1.366e-03, eta: 4:57:08, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.9591, loss: 1.9591 +2024-09-22 04:40:38,832 - pyskl - INFO - Epoch [128][1700/3405] lr: 1.363e-03, eta: 4:56:45, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.9543, loss: 1.9543 +2024-09-22 04:41:01,056 - pyskl - INFO - Epoch [128][1800/3405] lr: 1.359e-03, eta: 4:56:21, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.9546, loss: 1.9546 +2024-09-22 04:41:23,299 - pyskl - INFO - Epoch [128][1900/3405] lr: 1.356e-03, eta: 4:55:58, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.9512, loss: 1.9512 +2024-09-22 04:41:45,099 - pyskl - INFO - Epoch [128][2000/3405] lr: 1.352e-03, eta: 4:55:34, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.9533, loss: 1.9533 +2024-09-22 04:42:07,749 - pyskl - INFO - Epoch [128][2100/3405] lr: 1.349e-03, eta: 4:55:11, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.9532, loss: 1.9532 +2024-09-22 04:42:30,058 - pyskl - INFO - Epoch [128][2200/3405] lr: 1.345e-03, eta: 4:54:48, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.9527, loss: 1.9527 +2024-09-22 04:42:52,365 - pyskl - INFO - Epoch [128][2300/3405] lr: 1.342e-03, eta: 4:54:24, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.9584, loss: 1.9584 +2024-09-22 04:43:14,163 - pyskl - INFO - Epoch [128][2400/3405] lr: 1.338e-03, eta: 4:54:01, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.9637, loss: 1.9637 +2024-09-22 04:43:36,506 - pyskl - INFO - Epoch [128][2500/3405] lr: 1.335e-03, eta: 4:53:37, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.9619, loss: 1.9619 +2024-09-22 04:43:59,051 - pyskl - INFO - Epoch [128][2600/3405] lr: 1.331e-03, eta: 4:53:14, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.9565, loss: 1.9565 +2024-09-22 04:44:21,620 - pyskl - INFO - Epoch [128][2700/3405] lr: 1.328e-03, eta: 4:52:51, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.9548, loss: 1.9548 +2024-09-22 04:44:43,864 - pyskl - INFO - Epoch [128][2800/3405] lr: 1.324e-03, eta: 4:52:27, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.9552, loss: 1.9552 +2024-09-22 04:45:05,491 - pyskl - INFO - Epoch [128][2900/3405] lr: 1.321e-03, eta: 4:52:04, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.9594, loss: 1.9594 +2024-09-22 04:45:27,341 - pyskl - INFO - Epoch [128][3000/3405] lr: 1.318e-03, eta: 4:51:40, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.9635, loss: 1.9635 +2024-09-22 04:45:49,005 - pyskl - INFO - Epoch [128][3100/3405] lr: 1.314e-03, eta: 4:51:17, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.9581, loss: 1.9581 +2024-09-22 04:46:10,999 - pyskl - INFO - Epoch [128][3200/3405] lr: 1.311e-03, eta: 4:50:53, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.9562, loss: 1.9562 +2024-09-22 04:46:32,715 - pyskl - INFO - Epoch [128][3300/3405] lr: 1.307e-03, eta: 4:50:30, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.9614, loss: 1.9614 +2024-09-22 04:46:54,894 - pyskl - INFO - Epoch [128][3400/3405] lr: 1.304e-03, eta: 4:50:06, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.9647, loss: 1.9647 +2024-09-22 04:46:56,754 - pyskl - INFO - Saving checkpoint at 128 epochs +2024-09-22 04:50:41,658 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-22 04:50:42,190 - pyskl - INFO - +top1_acc 0.8633 +top5_acc 0.9709 +2024-09-22 04:50:42,209 - pyskl - INFO - Epoch(val) [128][3718] top1_acc: 0.8633, top5_acc: 0.9709 +2024-09-22 04:51:28,721 - pyskl - INFO - Epoch [129][100/3405] lr: 1.300e-03, eta: 4:49:46, time: 0.465, data_time: 0.254, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.9474, loss: 1.9474 +2024-09-22 04:51:50,408 - pyskl - INFO - Epoch [129][200/3405] lr: 1.297e-03, eta: 4:49:22, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.9506, loss: 1.9506 +2024-09-22 04:52:12,638 - pyskl - INFO - Epoch [129][300/3405] lr: 1.293e-03, eta: 4:48:59, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.9536, loss: 1.9536 +2024-09-22 04:52:34,572 - pyskl - INFO - Epoch [129][400/3405] lr: 1.290e-03, eta: 4:48:35, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.9503, loss: 1.9503 +2024-09-22 04:52:56,554 - pyskl - INFO - Epoch [129][500/3405] lr: 1.287e-03, eta: 4:48:12, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.9524, loss: 1.9524 +2024-09-22 04:53:18,636 - pyskl - INFO - Epoch [129][600/3405] lr: 1.283e-03, eta: 4:47:48, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.9550, loss: 1.9550 +2024-09-22 04:53:40,662 - pyskl - INFO - Epoch [129][700/3405] lr: 1.280e-03, eta: 4:47:25, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.9518, loss: 1.9518 +2024-09-22 04:54:02,814 - pyskl - INFO - Epoch [129][800/3405] lr: 1.276e-03, eta: 4:47:02, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.9463, loss: 1.9463 +2024-09-22 04:54:24,704 - pyskl - INFO - Epoch [129][900/3405] lr: 1.273e-03, eta: 4:46:38, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.9517, loss: 1.9517 +2024-09-22 04:54:46,875 - pyskl - INFO - Epoch [129][1000/3405] lr: 1.270e-03, eta: 4:46:15, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.9492, loss: 1.9492 +2024-09-22 04:55:08,916 - pyskl - INFO - Epoch [129][1100/3405] lr: 1.266e-03, eta: 4:45:51, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.9494, loss: 1.9494 +2024-09-22 04:55:31,088 - pyskl - INFO - Epoch [129][1200/3405] lr: 1.263e-03, eta: 4:45:28, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.9459, loss: 1.9459 +2024-09-22 04:55:52,954 - pyskl - INFO - Epoch [129][1300/3405] lr: 1.260e-03, eta: 4:45:04, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.9507, loss: 1.9507 +2024-09-22 04:56:14,537 - pyskl - INFO - Epoch [129][1400/3405] lr: 1.256e-03, eta: 4:44:41, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.9546, loss: 1.9546 +2024-09-22 04:56:36,833 - pyskl - INFO - Epoch [129][1500/3405] lr: 1.253e-03, eta: 4:44:17, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.9547, loss: 1.9547 +2024-09-22 04:56:58,143 - pyskl - INFO - Epoch [129][1600/3405] lr: 1.249e-03, eta: 4:43:54, time: 0.213, data_time: 0.000, memory: 5251, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.9562, loss: 1.9562 +2024-09-22 04:57:19,424 - pyskl - INFO - Epoch [129][1700/3405] lr: 1.246e-03, eta: 4:43:30, time: 0.213, data_time: 0.000, memory: 5251, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.9522, loss: 1.9522 +2024-09-22 04:57:40,637 - pyskl - INFO - Epoch [129][1800/3405] lr: 1.243e-03, eta: 4:43:07, time: 0.212, data_time: 0.000, memory: 5251, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.9561, loss: 1.9561 +2024-09-22 04:58:02,733 - pyskl - INFO - Epoch [129][1900/3405] lr: 1.239e-03, eta: 4:42:43, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.9493, loss: 1.9493 +2024-09-22 04:58:25,102 - pyskl - INFO - Epoch [129][2000/3405] lr: 1.236e-03, eta: 4:42:20, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.9525, loss: 1.9525 +2024-09-22 04:58:46,985 - pyskl - INFO - Epoch [129][2100/3405] lr: 1.233e-03, eta: 4:41:56, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.9492, loss: 1.9492 +2024-09-22 04:59:08,892 - pyskl - INFO - Epoch [129][2200/3405] lr: 1.229e-03, eta: 4:41:33, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.9465, loss: 1.9465 +2024-09-22 04:59:30,476 - pyskl - INFO - Epoch [129][2300/3405] lr: 1.226e-03, eta: 4:41:09, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.9549, loss: 1.9549 +2024-09-22 04:59:52,241 - pyskl - INFO - Epoch [129][2400/3405] lr: 1.223e-03, eta: 4:40:46, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.9493, loss: 1.9493 +2024-09-22 05:00:14,364 - pyskl - INFO - Epoch [129][2500/3405] lr: 1.219e-03, eta: 4:40:23, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.9548, loss: 1.9548 +2024-09-22 05:00:36,578 - pyskl - INFO - Epoch [129][2600/3405] lr: 1.216e-03, eta: 4:39:59, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.9560, loss: 1.9560 +2024-09-22 05:00:58,959 - pyskl - INFO - Epoch [129][2700/3405] lr: 1.213e-03, eta: 4:39:36, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.9620, loss: 1.9620 +2024-09-22 05:01:20,797 - pyskl - INFO - Epoch [129][2800/3405] lr: 1.210e-03, eta: 4:39:12, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.9648, loss: 1.9648 +2024-09-22 05:01:42,692 - pyskl - INFO - Epoch [129][2900/3405] lr: 1.206e-03, eta: 4:38:49, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.9502, loss: 1.9502 +2024-09-22 05:02:04,551 - pyskl - INFO - Epoch [129][3000/3405] lr: 1.203e-03, eta: 4:38:25, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.9529, loss: 1.9529 +2024-09-22 05:02:26,658 - pyskl - INFO - Epoch [129][3100/3405] lr: 1.200e-03, eta: 4:38:02, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.9546, loss: 1.9546 +2024-09-22 05:02:48,812 - pyskl - INFO - Epoch [129][3200/3405] lr: 1.196e-03, eta: 4:37:39, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.9529, loss: 1.9529 +2024-09-22 05:03:10,469 - pyskl - INFO - Epoch [129][3300/3405] lr: 1.193e-03, eta: 4:37:15, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.9531, loss: 1.9531 +2024-09-22 05:03:32,260 - pyskl - INFO - Epoch [129][3400/3405] lr: 1.190e-03, eta: 4:36:52, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.9500, loss: 1.9500 +2024-09-22 05:03:34,113 - pyskl - INFO - Saving checkpoint at 129 epochs +2024-09-22 05:07:16,748 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-22 05:07:17,283 - pyskl - INFO - +top1_acc 0.8670 +top5_acc 0.9724 +2024-09-22 05:07:17,287 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/j_2/best_top1_acc_epoch_127.pth was removed +2024-09-22 05:07:17,436 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_129.pth. +2024-09-22 05:07:17,437 - pyskl - INFO - Best top1_acc is 0.8670 at 129 epoch. +2024-09-22 05:07:17,455 - pyskl - INFO - Epoch(val) [129][3718] top1_acc: 0.8670, top5_acc: 0.9724 +2024-09-22 05:08:06,314 - pyskl - INFO - Epoch [130][100/3405] lr: 1.186e-03, eta: 4:36:31, time: 0.488, data_time: 0.269, memory: 5251, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.9459, loss: 1.9459 +2024-09-22 05:08:28,078 - pyskl - INFO - Epoch [130][200/3405] lr: 1.183e-03, eta: 4:36:08, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.9434, loss: 1.9434 +2024-09-22 05:08:49,343 - pyskl - INFO - Epoch [130][300/3405] lr: 1.180e-03, eta: 4:35:44, time: 0.213, data_time: 0.000, memory: 5251, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.9504, loss: 1.9504 +2024-09-22 05:09:10,804 - pyskl - INFO - Epoch [130][400/3405] lr: 1.177e-03, eta: 4:35:21, time: 0.215, data_time: 0.000, memory: 5251, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.9466, loss: 1.9466 +2024-09-22 05:09:32,967 - pyskl - INFO - Epoch [130][500/3405] lr: 1.173e-03, eta: 4:34:57, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.9494, loss: 1.9494 +2024-09-22 05:09:55,224 - pyskl - INFO - Epoch [130][600/3405] lr: 1.170e-03, eta: 4:34:34, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.9615, loss: 1.9615 +2024-09-22 05:10:17,125 - pyskl - INFO - Epoch [130][700/3405] lr: 1.167e-03, eta: 4:34:10, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.9547, loss: 1.9547 +2024-09-22 05:10:38,541 - pyskl - INFO - Epoch [130][800/3405] lr: 1.164e-03, eta: 4:33:47, time: 0.214, data_time: 0.000, memory: 5251, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.9521, loss: 1.9521 +2024-09-22 05:11:00,603 - pyskl - INFO - Epoch [130][900/3405] lr: 1.160e-03, eta: 4:33:23, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.9523, loss: 1.9523 +2024-09-22 05:11:23,827 - pyskl - INFO - Epoch [130][1000/3405] lr: 1.157e-03, eta: 4:33:00, time: 0.232, data_time: 0.000, memory: 5251, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.9498, loss: 1.9498 +2024-09-22 05:11:46,105 - pyskl - INFO - Epoch [130][1100/3405] lr: 1.154e-03, eta: 4:32:37, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.9416, loss: 1.9416 +2024-09-22 05:12:08,043 - pyskl - INFO - Epoch [130][1200/3405] lr: 1.151e-03, eta: 4:32:13, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.9477, loss: 1.9477 +2024-09-22 05:12:29,956 - pyskl - INFO - Epoch [130][1300/3405] lr: 1.147e-03, eta: 4:31:50, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.9503, loss: 1.9503 +2024-09-22 05:12:51,694 - pyskl - INFO - Epoch [130][1400/3405] lr: 1.144e-03, eta: 4:31:27, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9502, loss: 1.9502 +2024-09-22 05:13:12,825 - pyskl - INFO - Epoch [130][1500/3405] lr: 1.141e-03, eta: 4:31:03, time: 0.211, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9435, loss: 1.9435 +2024-09-22 05:13:34,524 - pyskl - INFO - Epoch [130][1600/3405] lr: 1.138e-03, eta: 4:30:39, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.9495, loss: 1.9495 +2024-09-22 05:13:56,014 - pyskl - INFO - Epoch [130][1700/3405] lr: 1.135e-03, eta: 4:30:16, time: 0.215, data_time: 0.000, memory: 5251, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.9521, loss: 1.9521 +2024-09-22 05:14:17,785 - pyskl - INFO - Epoch [130][1800/3405] lr: 1.131e-03, eta: 4:29:53, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.9498, loss: 1.9498 +2024-09-22 05:14:39,285 - pyskl - INFO - Epoch [130][1900/3405] lr: 1.128e-03, eta: 4:29:29, time: 0.215, data_time: 0.000, memory: 5251, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.9457, loss: 1.9457 +2024-09-22 05:15:01,117 - pyskl - INFO - Epoch [130][2000/3405] lr: 1.125e-03, eta: 4:29:06, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.9509, loss: 1.9509 +2024-09-22 05:15:23,389 - pyskl - INFO - Epoch [130][2100/3405] lr: 1.122e-03, eta: 4:28:42, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.9520, loss: 1.9520 +2024-09-22 05:15:45,158 - pyskl - INFO - Epoch [130][2200/3405] lr: 1.119e-03, eta: 4:28:19, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.9463, loss: 1.9463 +2024-09-22 05:16:07,108 - pyskl - INFO - Epoch [130][2300/3405] lr: 1.116e-03, eta: 4:27:55, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.9514, loss: 1.9514 +2024-09-22 05:16:29,420 - pyskl - INFO - Epoch [130][2400/3405] lr: 1.112e-03, eta: 4:27:32, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.9515, loss: 1.9515 +2024-09-22 05:16:51,347 - pyskl - INFO - Epoch [130][2500/3405] lr: 1.109e-03, eta: 4:27:08, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.9527, loss: 1.9527 +2024-09-22 05:17:13,664 - pyskl - INFO - Epoch [130][2600/3405] lr: 1.106e-03, eta: 4:26:45, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9448, loss: 1.9448 +2024-09-22 05:17:35,823 - pyskl - INFO - Epoch [130][2700/3405] lr: 1.103e-03, eta: 4:26:22, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.9515, loss: 1.9515 +2024-09-22 05:17:57,291 - pyskl - INFO - Epoch [130][2800/3405] lr: 1.100e-03, eta: 4:25:58, time: 0.215, data_time: 0.000, memory: 5251, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.9482, loss: 1.9482 +2024-09-22 05:18:18,667 - pyskl - INFO - Epoch [130][2900/3405] lr: 1.097e-03, eta: 4:25:35, time: 0.214, data_time: 0.000, memory: 5251, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.9541, loss: 1.9541 +2024-09-22 05:18:40,304 - pyskl - INFO - Epoch [130][3000/3405] lr: 1.093e-03, eta: 4:25:11, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.9422, loss: 1.9422 +2024-09-22 05:19:02,077 - pyskl - INFO - Epoch [130][3100/3405] lr: 1.090e-03, eta: 4:24:48, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.9552, loss: 1.9552 +2024-09-22 05:19:23,481 - pyskl - INFO - Epoch [130][3200/3405] lr: 1.087e-03, eta: 4:24:24, time: 0.214, data_time: 0.000, memory: 5251, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.9449, loss: 1.9449 +2024-09-22 05:19:45,464 - pyskl - INFO - Epoch [130][3300/3405] lr: 1.084e-03, eta: 4:24:01, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.9525, loss: 1.9525 +2024-09-22 05:20:07,325 - pyskl - INFO - Epoch [130][3400/3405] lr: 1.081e-03, eta: 4:23:37, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.9451, loss: 1.9451 +2024-09-22 05:20:09,011 - pyskl - INFO - Saving checkpoint at 130 epochs +2024-09-22 05:23:51,120 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-22 05:23:51,654 - pyskl - INFO - +top1_acc 0.8696 +top5_acc 0.9734 +2024-09-22 05:23:51,658 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/j_2/best_top1_acc_epoch_129.pth was removed +2024-09-22 05:23:51,807 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_130.pth. +2024-09-22 05:23:51,808 - pyskl - INFO - Best top1_acc is 0.8696 at 130 epoch. +2024-09-22 05:23:51,826 - pyskl - INFO - Epoch(val) [130][3718] top1_acc: 0.8696, top5_acc: 0.9734 +2024-09-22 05:24:43,795 - pyskl - INFO - Epoch [131][100/3405] lr: 1.078e-03, eta: 4:23:17, time: 0.520, data_time: 0.303, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.9393, loss: 1.9393 +2024-09-22 05:25:05,008 - pyskl - INFO - Epoch [131][200/3405] lr: 1.074e-03, eta: 4:22:54, time: 0.212, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9412, loss: 1.9412 +2024-09-22 05:25:26,079 - pyskl - INFO - Epoch [131][300/3405] lr: 1.071e-03, eta: 4:22:30, time: 0.211, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9383, loss: 1.9383 +2024-09-22 05:25:47,234 - pyskl - INFO - Epoch [131][400/3405] lr: 1.068e-03, eta: 4:22:07, time: 0.212, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9426, loss: 1.9426 +2024-09-22 05:26:08,421 - pyskl - INFO - Epoch [131][500/3405] lr: 1.065e-03, eta: 4:21:43, time: 0.212, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.9417, loss: 1.9417 +2024-09-22 05:26:29,667 - pyskl - INFO - Epoch [131][600/3405] lr: 1.062e-03, eta: 4:21:20, time: 0.212, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9399, loss: 1.9399 +2024-09-22 05:26:50,847 - pyskl - INFO - Epoch [131][700/3405] lr: 1.059e-03, eta: 4:20:56, time: 0.212, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9386, loss: 1.9386 +2024-09-22 05:27:12,410 - pyskl - INFO - Epoch [131][800/3405] lr: 1.056e-03, eta: 4:20:32, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.9417, loss: 1.9417 +2024-09-22 05:27:34,596 - pyskl - INFO - Epoch [131][900/3405] lr: 1.053e-03, eta: 4:20:09, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9395, loss: 1.9395 +2024-09-22 05:27:56,728 - pyskl - INFO - Epoch [131][1000/3405] lr: 1.050e-03, eta: 4:19:46, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.9447, loss: 1.9447 +2024-09-22 05:28:18,610 - pyskl - INFO - Epoch [131][1100/3405] lr: 1.047e-03, eta: 4:19:22, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9408, loss: 1.9408 +2024-09-22 05:28:40,222 - pyskl - INFO - Epoch [131][1200/3405] lr: 1.043e-03, eta: 4:18:59, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.9412, loss: 1.9412 +2024-09-22 05:29:02,223 - pyskl - INFO - Epoch [131][1300/3405] lr: 1.040e-03, eta: 4:18:35, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.9468, loss: 1.9468 +2024-09-22 05:29:23,567 - pyskl - INFO - Epoch [131][1400/3405] lr: 1.037e-03, eta: 4:18:12, time: 0.213, data_time: 0.000, memory: 5251, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.9454, loss: 1.9454 +2024-09-22 05:29:45,550 - pyskl - INFO - Epoch [131][1500/3405] lr: 1.034e-03, eta: 4:17:48, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.9482, loss: 1.9482 +2024-09-22 05:30:07,993 - pyskl - INFO - Epoch [131][1600/3405] lr: 1.031e-03, eta: 4:17:25, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9388, loss: 1.9388 +2024-09-22 05:30:30,199 - pyskl - INFO - Epoch [131][1700/3405] lr: 1.028e-03, eta: 4:17:02, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.9434, loss: 1.9434 +2024-09-22 05:30:51,821 - pyskl - INFO - Epoch [131][1800/3405] lr: 1.025e-03, eta: 4:16:38, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9468, loss: 1.9468 +2024-09-22 05:31:13,684 - pyskl - INFO - Epoch [131][1900/3405] lr: 1.022e-03, eta: 4:16:15, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9407, loss: 1.9407 +2024-09-22 05:31:35,785 - pyskl - INFO - Epoch [131][2000/3405] lr: 1.019e-03, eta: 4:15:51, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.9488, loss: 1.9488 +2024-09-22 05:31:57,693 - pyskl - INFO - Epoch [131][2100/3405] lr: 1.016e-03, eta: 4:15:28, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.9432, loss: 1.9432 +2024-09-22 05:32:19,141 - pyskl - INFO - Epoch [131][2200/3405] lr: 1.013e-03, eta: 4:15:05, time: 0.214, data_time: 0.000, memory: 5251, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.9441, loss: 1.9441 +2024-09-22 05:32:40,766 - pyskl - INFO - Epoch [131][2300/3405] lr: 1.010e-03, eta: 4:14:41, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9397, loss: 1.9397 +2024-09-22 05:33:02,503 - pyskl - INFO - Epoch [131][2400/3405] lr: 1.007e-03, eta: 4:14:18, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.9432, loss: 1.9432 +2024-09-22 05:33:24,173 - pyskl - INFO - Epoch [131][2500/3405] lr: 1.004e-03, eta: 4:13:54, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.9420, loss: 1.9420 +2024-09-22 05:33:45,683 - pyskl - INFO - Epoch [131][2600/3405] lr: 1.001e-03, eta: 4:13:31, time: 0.215, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.9438, loss: 1.9438 +2024-09-22 05:34:08,260 - pyskl - INFO - Epoch [131][2700/3405] lr: 9.979e-04, eta: 4:13:07, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9385, loss: 1.9385 +2024-09-22 05:34:30,816 - pyskl - INFO - Epoch [131][2800/3405] lr: 9.948e-04, eta: 4:12:44, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9388, loss: 1.9388 +2024-09-22 05:34:52,824 - pyskl - INFO - Epoch [131][2900/3405] lr: 9.918e-04, eta: 4:12:21, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.9485, loss: 1.9485 +2024-09-22 05:35:14,776 - pyskl - INFO - Epoch [131][3000/3405] lr: 9.888e-04, eta: 4:11:57, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.9495, loss: 1.9495 +2024-09-22 05:35:36,895 - pyskl - INFO - Epoch [131][3100/3405] lr: 9.858e-04, eta: 4:11:34, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.9469, loss: 1.9469 +2024-09-22 05:35:58,643 - pyskl - INFO - Epoch [131][3200/3405] lr: 9.829e-04, eta: 4:11:10, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.9465, loss: 1.9465 +2024-09-22 05:36:20,344 - pyskl - INFO - Epoch [131][3300/3405] lr: 9.799e-04, eta: 4:10:47, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.9453, loss: 1.9453 +2024-09-22 05:36:42,376 - pyskl - INFO - Epoch [131][3400/3405] lr: 9.769e-04, eta: 4:10:24, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9425, loss: 1.9425 +2024-09-22 05:36:44,136 - pyskl - INFO - Saving checkpoint at 131 epochs +2024-09-22 05:40:29,008 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-22 05:40:29,530 - pyskl - INFO - +top1_acc 0.8712 +top5_acc 0.9739 +2024-09-22 05:40:29,534 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/j_2/best_top1_acc_epoch_130.pth was removed +2024-09-22 05:40:29,682 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_131.pth. +2024-09-22 05:40:29,683 - pyskl - INFO - Best top1_acc is 0.8712 at 131 epoch. +2024-09-22 05:40:29,701 - pyskl - INFO - Epoch(val) [131][3718] top1_acc: 0.8712, top5_acc: 0.9739 +2024-09-22 05:41:17,477 - pyskl - INFO - Epoch [132][100/3405] lr: 9.738e-04, eta: 4:10:03, time: 0.478, data_time: 0.257, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9364, loss: 1.9364 +2024-09-22 05:41:38,873 - pyskl - INFO - Epoch [132][200/3405] lr: 9.708e-04, eta: 4:09:39, time: 0.214, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9375, loss: 1.9375 +2024-09-22 05:42:00,564 - pyskl - INFO - Epoch [132][300/3405] lr: 9.678e-04, eta: 4:09:16, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9349, loss: 1.9349 +2024-09-22 05:42:23,063 - pyskl - INFO - Epoch [132][400/3405] lr: 9.649e-04, eta: 4:08:52, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9368, loss: 1.9368 +2024-09-22 05:42:44,679 - pyskl - INFO - Epoch [132][500/3405] lr: 9.619e-04, eta: 4:08:29, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9373, loss: 1.9373 +2024-09-22 05:43:07,196 - pyskl - INFO - Epoch [132][600/3405] lr: 9.589e-04, eta: 4:08:06, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9360, loss: 1.9360 +2024-09-22 05:43:28,998 - pyskl - INFO - Epoch [132][700/3405] lr: 9.560e-04, eta: 4:07:42, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9351, loss: 1.9351 +2024-09-22 05:43:50,973 - pyskl - INFO - Epoch [132][800/3405] lr: 9.530e-04, eta: 4:07:19, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9373, loss: 1.9373 +2024-09-22 05:44:12,811 - pyskl - INFO - Epoch [132][900/3405] lr: 9.501e-04, eta: 4:06:55, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 0.9994, loss_cls: 1.9403, loss: 1.9403 +2024-09-22 05:44:34,916 - pyskl - INFO - Epoch [132][1000/3405] lr: 9.472e-04, eta: 4:06:32, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.9421, loss: 1.9421 +2024-09-22 05:44:57,320 - pyskl - INFO - Epoch [132][1100/3405] lr: 9.442e-04, eta: 4:06:09, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9377, loss: 1.9377 +2024-09-22 05:45:18,544 - pyskl - INFO - Epoch [132][1200/3405] lr: 9.413e-04, eta: 4:05:45, time: 0.212, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9347, loss: 1.9347 +2024-09-22 05:45:40,274 - pyskl - INFO - Epoch [132][1300/3405] lr: 9.384e-04, eta: 4:05:22, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9398, loss: 1.9398 +2024-09-22 05:46:02,140 - pyskl - INFO - Epoch [132][1400/3405] lr: 9.355e-04, eta: 4:04:58, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9378, loss: 1.9378 +2024-09-22 05:46:23,625 - pyskl - INFO - Epoch [132][1500/3405] lr: 9.325e-04, eta: 4:04:35, time: 0.215, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9381, loss: 1.9381 +2024-09-22 05:46:45,258 - pyskl - INFO - Epoch [132][1600/3405] lr: 9.296e-04, eta: 4:04:11, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9366, loss: 1.9366 +2024-09-22 05:47:06,992 - pyskl - INFO - Epoch [132][1700/3405] lr: 9.267e-04, eta: 4:03:48, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9394, loss: 1.9394 +2024-09-22 05:47:29,414 - pyskl - INFO - Epoch [132][1800/3405] lr: 9.238e-04, eta: 4:03:25, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.9406, loss: 1.9406 +2024-09-22 05:47:51,043 - pyskl - INFO - Epoch [132][1900/3405] lr: 9.209e-04, eta: 4:03:01, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.9423, loss: 1.9423 +2024-09-22 05:48:13,213 - pyskl - INFO - Epoch [132][2000/3405] lr: 9.180e-04, eta: 4:02:38, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9386, loss: 1.9386 +2024-09-22 05:48:36,457 - pyskl - INFO - Epoch [132][2100/3405] lr: 9.151e-04, eta: 4:02:15, time: 0.232, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9410, loss: 1.9410 +2024-09-22 05:48:59,392 - pyskl - INFO - Epoch [132][2200/3405] lr: 9.122e-04, eta: 4:01:51, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9356, loss: 1.9356 +2024-09-22 05:49:21,698 - pyskl - INFO - Epoch [132][2300/3405] lr: 9.094e-04, eta: 4:01:28, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9372, loss: 1.9372 +2024-09-22 05:49:43,362 - pyskl - INFO - Epoch [132][2400/3405] lr: 9.065e-04, eta: 4:01:04, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9407, loss: 1.9407 +2024-09-22 05:50:05,081 - pyskl - INFO - Epoch [132][2500/3405] lr: 9.036e-04, eta: 4:00:41, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.9389, loss: 1.9389 +2024-09-22 05:50:26,860 - pyskl - INFO - Epoch [132][2600/3405] lr: 9.007e-04, eta: 4:00:18, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.9427, loss: 1.9427 +2024-09-22 05:50:48,881 - pyskl - INFO - Epoch [132][2700/3405] lr: 8.979e-04, eta: 3:59:54, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9425, loss: 1.9425 +2024-09-22 05:51:10,772 - pyskl - INFO - Epoch [132][2800/3405] lr: 8.950e-04, eta: 3:59:31, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.9401, loss: 1.9401 +2024-09-22 05:51:32,995 - pyskl - INFO - Epoch [132][2900/3405] lr: 8.922e-04, eta: 3:59:07, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.9448, loss: 1.9448 +2024-09-22 05:51:55,315 - pyskl - INFO - Epoch [132][3000/3405] lr: 8.893e-04, eta: 3:58:44, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9402, loss: 1.9402 +2024-09-22 05:52:17,768 - pyskl - INFO - Epoch [132][3100/3405] lr: 8.865e-04, eta: 3:58:21, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.9415, loss: 1.9415 +2024-09-22 05:52:39,746 - pyskl - INFO - Epoch [132][3200/3405] lr: 8.836e-04, eta: 3:57:57, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.9426, loss: 1.9426 +2024-09-22 05:53:01,759 - pyskl - INFO - Epoch [132][3300/3405] lr: 8.808e-04, eta: 3:57:34, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.9413, loss: 1.9413 +2024-09-22 05:53:23,851 - pyskl - INFO - Epoch [132][3400/3405] lr: 8.780e-04, eta: 3:57:11, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.9466, loss: 1.9466 +2024-09-22 05:53:25,562 - pyskl - INFO - Saving checkpoint at 132 epochs +2024-09-22 05:57:10,852 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-22 05:57:11,386 - pyskl - INFO - +top1_acc 0.8709 +top5_acc 0.9736 +2024-09-22 05:57:11,407 - pyskl - INFO - Epoch(val) [132][3718] top1_acc: 0.8709, top5_acc: 0.9736 +2024-09-22 05:58:01,074 - pyskl - INFO - Epoch [133][100/3405] lr: 8.750e-04, eta: 3:56:50, time: 0.497, data_time: 0.274, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.9398, loss: 1.9398 +2024-09-22 05:58:22,988 - pyskl - INFO - Epoch [133][200/3405] lr: 8.722e-04, eta: 3:56:26, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9415, loss: 1.9415 +2024-09-22 05:58:44,770 - pyskl - INFO - Epoch [133][300/3405] lr: 8.694e-04, eta: 3:56:03, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9362, loss: 1.9362 +2024-09-22 05:59:06,177 - pyskl - INFO - Epoch [133][400/3405] lr: 8.665e-04, eta: 3:55:39, time: 0.214, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9383, loss: 1.9383 +2024-09-22 05:59:27,766 - pyskl - INFO - Epoch [133][500/3405] lr: 8.637e-04, eta: 3:55:16, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9369, loss: 1.9369 +2024-09-22 05:59:49,588 - pyskl - INFO - Epoch [133][600/3405] lr: 8.609e-04, eta: 3:54:53, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9413, loss: 1.9413 +2024-09-22 06:00:11,129 - pyskl - INFO - Epoch [133][700/3405] lr: 8.581e-04, eta: 3:54:29, time: 0.215, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9387, loss: 1.9387 +2024-09-22 06:00:32,326 - pyskl - INFO - Epoch [133][800/3405] lr: 8.553e-04, eta: 3:54:06, time: 0.212, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9414, loss: 1.9414 +2024-09-22 06:00:54,081 - pyskl - INFO - Epoch [133][900/3405] lr: 8.525e-04, eta: 3:53:42, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9393, loss: 1.9393 +2024-09-22 06:01:16,302 - pyskl - INFO - Epoch [133][1000/3405] lr: 8.497e-04, eta: 3:53:19, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9359, loss: 1.9359 +2024-09-22 06:01:38,443 - pyskl - INFO - Epoch [133][1100/3405] lr: 8.470e-04, eta: 3:52:56, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.9442, loss: 1.9442 +2024-09-22 06:02:00,117 - pyskl - INFO - Epoch [133][1200/3405] lr: 8.442e-04, eta: 3:52:32, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9357, loss: 1.9357 +2024-09-22 06:02:22,093 - pyskl - INFO - Epoch [133][1300/3405] lr: 8.414e-04, eta: 3:52:09, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.9402, loss: 1.9402 +2024-09-22 06:02:44,354 - pyskl - INFO - Epoch [133][1400/3405] lr: 8.386e-04, eta: 3:51:45, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9375, loss: 1.9375 +2024-09-22 06:03:06,817 - pyskl - INFO - Epoch [133][1500/3405] lr: 8.359e-04, eta: 3:51:22, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9397, loss: 1.9397 +2024-09-22 06:03:28,909 - pyskl - INFO - Epoch [133][1600/3405] lr: 8.331e-04, eta: 3:50:59, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.9404, loss: 1.9404 +2024-09-22 06:03:50,731 - pyskl - INFO - Epoch [133][1700/3405] lr: 8.303e-04, eta: 3:50:35, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9383, loss: 1.9383 +2024-09-22 06:04:12,322 - pyskl - INFO - Epoch [133][1800/3405] lr: 8.276e-04, eta: 3:50:12, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9364, loss: 1.9364 +2024-09-22 06:04:33,562 - pyskl - INFO - Epoch [133][1900/3405] lr: 8.248e-04, eta: 3:49:48, time: 0.212, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9364, loss: 1.9364 +2024-09-22 06:04:54,878 - pyskl - INFO - Epoch [133][2000/3405] lr: 8.221e-04, eta: 3:49:25, time: 0.213, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9401, loss: 1.9401 +2024-09-22 06:05:16,265 - pyskl - INFO - Epoch [133][2100/3405] lr: 8.194e-04, eta: 3:49:01, time: 0.214, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9367, loss: 1.9367 +2024-09-22 06:05:37,886 - pyskl - INFO - Epoch [133][2200/3405] lr: 8.166e-04, eta: 3:48:38, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9379, loss: 1.9379 +2024-09-22 06:05:59,450 - pyskl - INFO - Epoch [133][2300/3405] lr: 8.139e-04, eta: 3:48:15, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.9366, loss: 1.9366 +2024-09-22 06:06:21,723 - pyskl - INFO - Epoch [133][2400/3405] lr: 8.112e-04, eta: 3:47:51, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9384, loss: 1.9384 +2024-09-22 06:06:43,173 - pyskl - INFO - Epoch [133][2500/3405] lr: 8.084e-04, eta: 3:47:28, time: 0.214, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9341, loss: 1.9341 +2024-09-22 06:07:04,977 - pyskl - INFO - Epoch [133][2600/3405] lr: 8.057e-04, eta: 3:47:04, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9387, loss: 1.9387 +2024-09-22 06:07:26,772 - pyskl - INFO - Epoch [133][2700/3405] lr: 8.030e-04, eta: 3:46:41, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9386, loss: 1.9386 +2024-09-22 06:07:49,032 - pyskl - INFO - Epoch [133][2800/3405] lr: 8.003e-04, eta: 3:46:18, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9360, loss: 1.9360 +2024-09-22 06:08:10,734 - pyskl - INFO - Epoch [133][2900/3405] lr: 7.976e-04, eta: 3:45:54, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9386, loss: 1.9386 +2024-09-22 06:08:32,427 - pyskl - INFO - Epoch [133][3000/3405] lr: 7.949e-04, eta: 3:45:31, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.9384, loss: 1.9384 +2024-09-22 06:08:54,471 - pyskl - INFO - Epoch [133][3100/3405] lr: 7.922e-04, eta: 3:45:07, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9384, loss: 1.9384 +2024-09-22 06:09:16,555 - pyskl - INFO - Epoch [133][3200/3405] lr: 7.895e-04, eta: 3:44:44, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.9453, loss: 1.9453 +2024-09-22 06:09:38,102 - pyskl - INFO - Epoch [133][3300/3405] lr: 7.868e-04, eta: 3:44:21, time: 0.215, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9369, loss: 1.9369 +2024-09-22 06:09:59,936 - pyskl - INFO - Epoch [133][3400/3405] lr: 7.841e-04, eta: 3:43:57, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.9425, loss: 1.9425 +2024-09-22 06:10:01,994 - pyskl - INFO - Saving checkpoint at 133 epochs +2024-09-22 06:13:50,449 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-22 06:13:51,004 - pyskl - INFO - +top1_acc 0.8693 +top5_acc 0.9733 +2024-09-22 06:13:51,023 - pyskl - INFO - Epoch(val) [133][3718] top1_acc: 0.8693, top5_acc: 0.9733 +2024-09-22 06:14:40,684 - pyskl - INFO - Epoch [134][100/3405] lr: 7.813e-04, eta: 3:43:36, time: 0.497, data_time: 0.275, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9370, loss: 1.9370 +2024-09-22 06:15:02,965 - pyskl - INFO - Epoch [134][200/3405] lr: 7.787e-04, eta: 3:43:13, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9366, loss: 1.9366 +2024-09-22 06:15:24,818 - pyskl - INFO - Epoch [134][300/3405] lr: 7.760e-04, eta: 3:42:49, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.9392, loss: 1.9392 +2024-09-22 06:15:47,088 - pyskl - INFO - Epoch [134][400/3405] lr: 7.733e-04, eta: 3:42:26, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9369, loss: 1.9369 +2024-09-22 06:16:10,146 - pyskl - INFO - Epoch [134][500/3405] lr: 7.707e-04, eta: 3:42:03, time: 0.231, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9356, loss: 1.9356 +2024-09-22 06:16:32,996 - pyskl - INFO - Epoch [134][600/3405] lr: 7.680e-04, eta: 3:41:40, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9332, loss: 1.9332 +2024-09-22 06:16:55,511 - pyskl - INFO - Epoch [134][700/3405] lr: 7.653e-04, eta: 3:41:16, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9337, loss: 1.9337 +2024-09-22 06:17:17,616 - pyskl - INFO - Epoch [134][800/3405] lr: 7.627e-04, eta: 3:40:53, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9343, loss: 1.9343 +2024-09-22 06:17:39,683 - pyskl - INFO - Epoch [134][900/3405] lr: 7.601e-04, eta: 3:40:30, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9324, loss: 1.9324 +2024-09-22 06:18:01,441 - pyskl - INFO - Epoch [134][1000/3405] lr: 7.574e-04, eta: 3:40:06, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9397, loss: 1.9397 +2024-09-22 06:18:23,266 - pyskl - INFO - Epoch [134][1100/3405] lr: 7.548e-04, eta: 3:39:43, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9374, loss: 1.9374 +2024-09-22 06:18:44,723 - pyskl - INFO - Epoch [134][1200/3405] lr: 7.522e-04, eta: 3:39:19, time: 0.215, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9372, loss: 1.9372 +2024-09-22 06:19:06,733 - pyskl - INFO - Epoch [134][1300/3405] lr: 7.495e-04, eta: 3:38:56, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9376, loss: 1.9376 +2024-09-22 06:19:28,167 - pyskl - INFO - Epoch [134][1400/3405] lr: 7.469e-04, eta: 3:38:33, time: 0.214, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9367, loss: 1.9367 +2024-09-22 06:19:49,760 - pyskl - INFO - Epoch [134][1500/3405] lr: 7.443e-04, eta: 3:38:09, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9333, loss: 1.9333 +2024-09-22 06:20:11,906 - pyskl - INFO - Epoch [134][1600/3405] lr: 7.417e-04, eta: 3:37:46, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9365, loss: 1.9365 +2024-09-22 06:20:33,519 - pyskl - INFO - Epoch [134][1700/3405] lr: 7.391e-04, eta: 3:37:22, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9340, loss: 1.9340 +2024-09-22 06:20:55,015 - pyskl - INFO - Epoch [134][1800/3405] lr: 7.365e-04, eta: 3:36:59, time: 0.215, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9382, loss: 1.9382 +2024-09-22 06:21:17,212 - pyskl - INFO - Epoch [134][1900/3405] lr: 7.339e-04, eta: 3:36:36, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.9345, loss: 1.9345 +2024-09-22 06:21:38,997 - pyskl - INFO - Epoch [134][2000/3405] lr: 7.313e-04, eta: 3:36:12, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9373, loss: 1.9373 +2024-09-22 06:22:00,939 - pyskl - INFO - Epoch [134][2100/3405] lr: 7.287e-04, eta: 3:35:49, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.9473, loss: 1.9473 +2024-09-22 06:22:22,330 - pyskl - INFO - Epoch [134][2200/3405] lr: 7.261e-04, eta: 3:35:25, time: 0.214, data_time: 0.000, memory: 5251, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.9429, loss: 1.9429 +2024-09-22 06:22:44,512 - pyskl - INFO - Epoch [134][2300/3405] lr: 7.235e-04, eta: 3:35:02, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9353, loss: 1.9353 +2024-09-22 06:23:06,209 - pyskl - INFO - Epoch [134][2400/3405] lr: 7.210e-04, eta: 3:34:39, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9353, loss: 1.9353 +2024-09-22 06:23:28,637 - pyskl - INFO - Epoch [134][2500/3405] lr: 7.184e-04, eta: 3:34:15, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9368, loss: 1.9368 +2024-09-22 06:23:50,972 - pyskl - INFO - Epoch [134][2600/3405] lr: 7.158e-04, eta: 3:33:52, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9364, loss: 1.9364 +2024-09-22 06:24:13,317 - pyskl - INFO - Epoch [134][2700/3405] lr: 7.133e-04, eta: 3:33:29, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9325, loss: 1.9325 +2024-09-22 06:24:35,336 - pyskl - INFO - Epoch [134][2800/3405] lr: 7.107e-04, eta: 3:33:05, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9356, loss: 1.9356 +2024-09-22 06:24:57,713 - pyskl - INFO - Epoch [134][2900/3405] lr: 7.081e-04, eta: 3:32:42, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9359, loss: 1.9359 +2024-09-22 06:25:19,764 - pyskl - INFO - Epoch [134][3000/3405] lr: 7.056e-04, eta: 3:32:19, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9368, loss: 1.9368 +2024-09-22 06:25:41,264 - pyskl - INFO - Epoch [134][3100/3405] lr: 7.031e-04, eta: 3:31:55, time: 0.215, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9349, loss: 1.9349 +2024-09-22 06:26:03,773 - pyskl - INFO - Epoch [134][3200/3405] lr: 7.005e-04, eta: 3:31:32, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9364, loss: 1.9364 +2024-09-22 06:26:26,087 - pyskl - INFO - Epoch [134][3300/3405] lr: 6.980e-04, eta: 3:31:09, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.9410, loss: 1.9410 +2024-09-22 06:26:47,897 - pyskl - INFO - Epoch [134][3400/3405] lr: 6.954e-04, eta: 3:30:45, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9398, loss: 1.9398 +2024-09-22 06:26:49,870 - pyskl - INFO - Saving checkpoint at 134 epochs +2024-09-22 06:30:36,747 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-22 06:30:37,295 - pyskl - INFO - +top1_acc 0.8703 +top5_acc 0.9727 +2024-09-22 06:30:37,314 - pyskl - INFO - Epoch(val) [134][3718] top1_acc: 0.8703, top5_acc: 0.9727 +2024-09-22 06:31:27,246 - pyskl - INFO - Epoch [135][100/3405] lr: 6.928e-04, eta: 3:30:24, time: 0.499, data_time: 0.279, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9318, loss: 1.9318 +2024-09-22 06:31:48,817 - pyskl - INFO - Epoch [135][200/3405] lr: 6.903e-04, eta: 3:30:01, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9350, loss: 1.9350 +2024-09-22 06:32:10,912 - pyskl - INFO - Epoch [135][300/3405] lr: 6.878e-04, eta: 3:29:37, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9324, loss: 1.9324 +2024-09-22 06:32:32,932 - pyskl - INFO - Epoch [135][400/3405] lr: 6.852e-04, eta: 3:29:14, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9360, loss: 1.9360 +2024-09-22 06:32:54,567 - pyskl - INFO - Epoch [135][500/3405] lr: 6.827e-04, eta: 3:28:50, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9362, loss: 1.9362 +2024-09-22 06:33:16,870 - pyskl - INFO - Epoch [135][600/3405] lr: 6.802e-04, eta: 3:28:27, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9339, loss: 1.9339 +2024-09-22 06:33:39,115 - pyskl - INFO - Epoch [135][700/3405] lr: 6.777e-04, eta: 3:28:04, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9320, loss: 1.9320 +2024-09-22 06:34:01,068 - pyskl - INFO - Epoch [135][800/3405] lr: 6.752e-04, eta: 3:27:40, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9299, loss: 1.9299 +2024-09-22 06:34:22,700 - pyskl - INFO - Epoch [135][900/3405] lr: 6.727e-04, eta: 3:27:17, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9362, loss: 1.9362 +2024-09-22 06:34:44,508 - pyskl - INFO - Epoch [135][1000/3405] lr: 6.703e-04, eta: 3:26:54, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9346, loss: 1.9346 +2024-09-22 06:35:06,781 - pyskl - INFO - Epoch [135][1100/3405] lr: 6.678e-04, eta: 3:26:30, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.9369, loss: 1.9369 +2024-09-22 06:35:28,516 - pyskl - INFO - Epoch [135][1200/3405] lr: 6.653e-04, eta: 3:26:07, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9376, loss: 1.9376 +2024-09-22 06:35:49,898 - pyskl - INFO - Epoch [135][1300/3405] lr: 6.628e-04, eta: 3:25:44, time: 0.214, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9337, loss: 1.9337 +2024-09-22 06:36:11,423 - pyskl - INFO - Epoch [135][1400/3405] lr: 6.604e-04, eta: 3:25:20, time: 0.215, data_time: 0.000, memory: 5251, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.9403, loss: 1.9403 +2024-09-22 06:36:33,019 - pyskl - INFO - Epoch [135][1500/3405] lr: 6.579e-04, eta: 3:24:57, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9368, loss: 1.9368 +2024-09-22 06:36:55,699 - pyskl - INFO - Epoch [135][1600/3405] lr: 6.554e-04, eta: 3:24:33, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9355, loss: 1.9355 +2024-09-22 06:37:17,445 - pyskl - INFO - Epoch [135][1700/3405] lr: 6.530e-04, eta: 3:24:10, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9321, loss: 1.9321 +2024-09-22 06:37:39,947 - pyskl - INFO - Epoch [135][1800/3405] lr: 6.505e-04, eta: 3:23:47, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9379, loss: 1.9379 +2024-09-22 06:38:01,842 - pyskl - INFO - Epoch [135][1900/3405] lr: 6.481e-04, eta: 3:23:23, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9370, loss: 1.9370 +2024-09-22 06:38:23,623 - pyskl - INFO - Epoch [135][2000/3405] lr: 6.456e-04, eta: 3:23:00, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9360, loss: 1.9360 +2024-09-22 06:38:46,308 - pyskl - INFO - Epoch [135][2100/3405] lr: 6.432e-04, eta: 3:22:37, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9369, loss: 1.9369 +2024-09-22 06:39:08,811 - pyskl - INFO - Epoch [135][2200/3405] lr: 6.408e-04, eta: 3:22:13, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9331, loss: 1.9331 +2024-09-22 06:39:31,265 - pyskl - INFO - Epoch [135][2300/3405] lr: 6.383e-04, eta: 3:21:50, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9330, loss: 1.9330 +2024-09-22 06:39:53,139 - pyskl - INFO - Epoch [135][2400/3405] lr: 6.359e-04, eta: 3:21:27, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9345, loss: 1.9345 +2024-09-22 06:40:15,189 - pyskl - INFO - Epoch [135][2500/3405] lr: 6.335e-04, eta: 3:21:03, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9326, loss: 1.9326 +2024-09-22 06:40:36,957 - pyskl - INFO - Epoch [135][2600/3405] lr: 6.311e-04, eta: 3:20:40, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9332, loss: 1.9332 +2024-09-22 06:40:58,701 - pyskl - INFO - Epoch [135][2700/3405] lr: 6.287e-04, eta: 3:20:17, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9359, loss: 1.9359 +2024-09-22 06:41:20,898 - pyskl - INFO - Epoch [135][2800/3405] lr: 6.263e-04, eta: 3:19:53, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9360, loss: 1.9360 +2024-09-22 06:41:42,405 - pyskl - INFO - Epoch [135][2900/3405] lr: 6.239e-04, eta: 3:19:30, time: 0.215, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9338, loss: 1.9338 +2024-09-22 06:42:04,226 - pyskl - INFO - Epoch [135][3000/3405] lr: 6.215e-04, eta: 3:19:07, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9334, loss: 1.9334 +2024-09-22 06:42:26,023 - pyskl - INFO - Epoch [135][3100/3405] lr: 6.191e-04, eta: 3:18:43, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9342, loss: 1.9342 +2024-09-22 06:42:47,260 - pyskl - INFO - Epoch [135][3200/3405] lr: 6.167e-04, eta: 3:18:20, time: 0.212, data_time: 0.000, memory: 5251, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.9371, loss: 1.9371 +2024-09-22 06:43:08,898 - pyskl - INFO - Epoch [135][3300/3405] lr: 6.143e-04, eta: 3:17:56, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9342, loss: 1.9342 +2024-09-22 06:43:30,278 - pyskl - INFO - Epoch [135][3400/3405] lr: 6.119e-04, eta: 3:17:33, time: 0.214, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9358, loss: 1.9358 +2024-09-22 06:43:31,885 - pyskl - INFO - Saving checkpoint at 135 epochs +2024-09-22 06:47:17,864 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-22 06:47:18,421 - pyskl - INFO - +top1_acc 0.8731 +top5_acc 0.9737 +2024-09-22 06:47:18,426 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/j_2/best_top1_acc_epoch_131.pth was removed +2024-09-22 06:47:18,580 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_135.pth. +2024-09-22 06:47:18,581 - pyskl - INFO - Best top1_acc is 0.8731 at 135 epoch. +2024-09-22 06:47:18,599 - pyskl - INFO - Epoch(val) [135][3718] top1_acc: 0.8731, top5_acc: 0.9737 +2024-09-22 06:48:09,078 - pyskl - INFO - Epoch [136][100/3405] lr: 6.094e-04, eta: 3:17:12, time: 0.505, data_time: 0.287, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9290, loss: 1.9290 +2024-09-22 06:48:31,111 - pyskl - INFO - Epoch [136][200/3405] lr: 6.071e-04, eta: 3:16:48, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9302, loss: 1.9302 +2024-09-22 06:48:53,488 - pyskl - INFO - Epoch [136][300/3405] lr: 6.047e-04, eta: 3:16:25, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9336, loss: 1.9336 +2024-09-22 06:49:15,854 - pyskl - INFO - Epoch [136][400/3405] lr: 6.023e-04, eta: 3:16:02, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9320, loss: 1.9320 +2024-09-22 06:49:37,865 - pyskl - INFO - Epoch [136][500/3405] lr: 6.000e-04, eta: 3:15:38, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9315, loss: 1.9315 +2024-09-22 06:50:00,159 - pyskl - INFO - Epoch [136][600/3405] lr: 5.976e-04, eta: 3:15:15, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9335, loss: 1.9335 +2024-09-22 06:50:22,679 - pyskl - INFO - Epoch [136][700/3405] lr: 5.953e-04, eta: 3:14:52, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9341, loss: 1.9341 +2024-09-22 06:50:45,265 - pyskl - INFO - Epoch [136][800/3405] lr: 5.930e-04, eta: 3:14:28, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9339, loss: 1.9339 +2024-09-22 06:51:08,005 - pyskl - INFO - Epoch [136][900/3405] lr: 5.906e-04, eta: 3:14:05, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9315, loss: 1.9315 +2024-09-22 06:51:29,461 - pyskl - INFO - Epoch [136][1000/3405] lr: 5.883e-04, eta: 3:13:42, time: 0.215, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9310, loss: 1.9310 +2024-09-22 06:51:51,136 - pyskl - INFO - Epoch [136][1100/3405] lr: 5.860e-04, eta: 3:13:18, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9296, loss: 1.9296 +2024-09-22 06:52:12,526 - pyskl - INFO - Epoch [136][1200/3405] lr: 5.836e-04, eta: 3:12:55, time: 0.214, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9344, loss: 1.9344 +2024-09-22 06:52:34,416 - pyskl - INFO - Epoch [136][1300/3405] lr: 5.813e-04, eta: 3:12:32, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9322, loss: 1.9322 +2024-09-22 06:52:56,649 - pyskl - INFO - Epoch [136][1400/3405] lr: 5.790e-04, eta: 3:12:08, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9314, loss: 1.9314 +2024-09-22 06:53:18,148 - pyskl - INFO - Epoch [136][1500/3405] lr: 5.767e-04, eta: 3:11:45, time: 0.215, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9321, loss: 1.9321 +2024-09-22 06:53:39,678 - pyskl - INFO - Epoch [136][1600/3405] lr: 5.744e-04, eta: 3:11:22, time: 0.215, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9336, loss: 1.9336 +2024-09-22 06:54:01,784 - pyskl - INFO - Epoch [136][1700/3405] lr: 5.721e-04, eta: 3:10:58, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9308, loss: 1.9308 +2024-09-22 06:54:23,233 - pyskl - INFO - Epoch [136][1800/3405] lr: 5.698e-04, eta: 3:10:35, time: 0.214, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9297, loss: 1.9297 +2024-09-22 06:54:45,120 - pyskl - INFO - Epoch [136][1900/3405] lr: 5.675e-04, eta: 3:10:11, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9357, loss: 1.9357 +2024-09-22 06:55:06,865 - pyskl - INFO - Epoch [136][2000/3405] lr: 5.652e-04, eta: 3:09:48, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9319, loss: 1.9319 +2024-09-22 06:55:28,002 - pyskl - INFO - Epoch [136][2100/3405] lr: 5.629e-04, eta: 3:09:25, time: 0.211, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9321, loss: 1.9321 +2024-09-22 06:55:49,373 - pyskl - INFO - Epoch [136][2200/3405] lr: 5.606e-04, eta: 3:09:01, time: 0.214, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9315, loss: 1.9315 +2024-09-22 06:56:10,657 - pyskl - INFO - Epoch [136][2300/3405] lr: 5.584e-04, eta: 3:08:38, time: 0.213, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9324, loss: 1.9324 +2024-09-22 06:56:31,978 - pyskl - INFO - Epoch [136][2400/3405] lr: 5.561e-04, eta: 3:08:14, time: 0.213, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9324, loss: 1.9324 +2024-09-22 06:56:53,320 - pyskl - INFO - Epoch [136][2500/3405] lr: 5.538e-04, eta: 3:07:51, time: 0.213, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9308, loss: 1.9308 +2024-09-22 06:57:14,949 - pyskl - INFO - Epoch [136][2600/3405] lr: 5.516e-04, eta: 3:07:28, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9318, loss: 1.9318 +2024-09-22 06:57:36,538 - pyskl - INFO - Epoch [136][2700/3405] lr: 5.493e-04, eta: 3:07:04, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9353, loss: 1.9353 +2024-09-22 06:57:58,233 - pyskl - INFO - Epoch [136][2800/3405] lr: 5.471e-04, eta: 3:06:41, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9305, loss: 1.9305 +2024-09-22 06:58:20,474 - pyskl - INFO - Epoch [136][2900/3405] lr: 5.448e-04, eta: 3:06:18, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9315, loss: 1.9315 +2024-09-22 06:58:42,376 - pyskl - INFO - Epoch [136][3000/3405] lr: 5.426e-04, eta: 3:05:54, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9336, loss: 1.9336 +2024-09-22 06:59:04,340 - pyskl - INFO - Epoch [136][3100/3405] lr: 5.403e-04, eta: 3:05:31, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9315, loss: 1.9315 +2024-09-22 06:59:25,958 - pyskl - INFO - Epoch [136][3200/3405] lr: 5.381e-04, eta: 3:05:08, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9336, loss: 1.9336 +2024-09-22 06:59:47,277 - pyskl - INFO - Epoch [136][3300/3405] lr: 5.359e-04, eta: 3:04:44, time: 0.213, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9348, loss: 1.9348 +2024-09-22 07:00:09,276 - pyskl - INFO - Epoch [136][3400/3405] lr: 5.336e-04, eta: 3:04:21, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9330, loss: 1.9330 +2024-09-22 07:00:11,337 - pyskl - INFO - Saving checkpoint at 136 epochs +2024-09-22 07:03:57,811 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-22 07:03:58,364 - pyskl - INFO - +top1_acc 0.8744 +top5_acc 0.9742 +2024-09-22 07:03:58,369 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/j_2/best_top1_acc_epoch_135.pth was removed +2024-09-22 07:03:58,527 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_136.pth. +2024-09-22 07:03:58,527 - pyskl - INFO - Best top1_acc is 0.8744 at 136 epoch. +2024-09-22 07:03:58,546 - pyskl - INFO - Epoch(val) [136][3718] top1_acc: 0.8744, top5_acc: 0.9742 +2024-09-22 07:04:47,497 - pyskl - INFO - Epoch [137][100/3405] lr: 5.313e-04, eta: 3:03:59, time: 0.489, data_time: 0.274, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9319, loss: 1.9319 +2024-09-22 07:05:09,345 - pyskl - INFO - Epoch [137][200/3405] lr: 5.291e-04, eta: 3:03:36, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9306, loss: 1.9306 +2024-09-22 07:05:31,443 - pyskl - INFO - Epoch [137][300/3405] lr: 5.269e-04, eta: 3:03:12, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9302, loss: 1.9302 +2024-09-22 07:05:53,557 - pyskl - INFO - Epoch [137][400/3405] lr: 5.247e-04, eta: 3:02:49, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9295, loss: 1.9295 +2024-09-22 07:06:15,678 - pyskl - INFO - Epoch [137][500/3405] lr: 5.225e-04, eta: 3:02:26, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9304, loss: 1.9304 +2024-09-22 07:06:37,729 - pyskl - INFO - Epoch [137][600/3405] lr: 5.203e-04, eta: 3:02:02, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9314, loss: 1.9314 +2024-09-22 07:06:59,678 - pyskl - INFO - Epoch [137][700/3405] lr: 5.181e-04, eta: 3:01:39, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9305, loss: 1.9305 +2024-09-22 07:07:21,076 - pyskl - INFO - Epoch [137][800/3405] lr: 5.159e-04, eta: 3:01:16, time: 0.214, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9317, loss: 1.9317 +2024-09-22 07:07:42,420 - pyskl - INFO - Epoch [137][900/3405] lr: 5.137e-04, eta: 3:00:52, time: 0.213, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9331, loss: 1.9331 +2024-09-22 07:08:04,775 - pyskl - INFO - Epoch [137][1000/3405] lr: 5.115e-04, eta: 3:00:29, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9332, loss: 1.9332 +2024-09-22 07:08:27,020 - pyskl - INFO - Epoch [137][1100/3405] lr: 5.094e-04, eta: 3:00:06, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9313, loss: 1.9313 +2024-09-22 07:08:48,331 - pyskl - INFO - Epoch [137][1200/3405] lr: 5.072e-04, eta: 2:59:42, time: 0.213, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9301, loss: 1.9301 +2024-09-22 07:09:10,153 - pyskl - INFO - Epoch [137][1300/3405] lr: 5.050e-04, eta: 2:59:19, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9301, loss: 1.9301 +2024-09-22 07:09:32,158 - pyskl - INFO - Epoch [137][1400/3405] lr: 5.029e-04, eta: 2:58:56, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9307, loss: 1.9307 +2024-09-22 07:09:54,583 - pyskl - INFO - Epoch [137][1500/3405] lr: 5.007e-04, eta: 2:58:32, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9299, loss: 1.9299 +2024-09-22 07:10:16,149 - pyskl - INFO - Epoch [137][1600/3405] lr: 4.986e-04, eta: 2:58:09, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9296, loss: 1.9296 +2024-09-22 07:10:37,785 - pyskl - INFO - Epoch [137][1700/3405] lr: 4.964e-04, eta: 2:57:46, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9295, loss: 1.9295 +2024-09-22 07:10:59,507 - pyskl - INFO - Epoch [137][1800/3405] lr: 4.943e-04, eta: 2:57:22, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9318, loss: 1.9318 +2024-09-22 07:11:21,761 - pyskl - INFO - Epoch [137][1900/3405] lr: 4.921e-04, eta: 2:56:59, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9348, loss: 1.9348 +2024-09-22 07:11:43,864 - pyskl - INFO - Epoch [137][2000/3405] lr: 4.900e-04, eta: 2:56:36, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9302, loss: 1.9302 +2024-09-22 07:12:06,139 - pyskl - INFO - Epoch [137][2100/3405] lr: 4.879e-04, eta: 2:56:12, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9301, loss: 1.9301 +2024-09-22 07:12:28,345 - pyskl - INFO - Epoch [137][2200/3405] lr: 4.857e-04, eta: 2:55:49, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9301, loss: 1.9301 +2024-09-22 07:12:50,104 - pyskl - INFO - Epoch [137][2300/3405] lr: 4.836e-04, eta: 2:55:26, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9300, loss: 1.9300 +2024-09-22 07:13:12,054 - pyskl - INFO - Epoch [137][2400/3405] lr: 4.815e-04, eta: 2:55:02, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9316, loss: 1.9316 +2024-09-22 07:13:33,366 - pyskl - INFO - Epoch [137][2500/3405] lr: 4.794e-04, eta: 2:54:39, time: 0.213, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9325, loss: 1.9325 +2024-09-22 07:13:54,873 - pyskl - INFO - Epoch [137][2600/3405] lr: 4.773e-04, eta: 2:54:16, time: 0.215, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9318, loss: 1.9318 +2024-09-22 07:14:16,995 - pyskl - INFO - Epoch [137][2700/3405] lr: 4.752e-04, eta: 2:53:52, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9319, loss: 1.9319 +2024-09-22 07:14:38,412 - pyskl - INFO - Epoch [137][2800/3405] lr: 4.731e-04, eta: 2:53:29, time: 0.214, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9315, loss: 1.9315 +2024-09-22 07:15:00,301 - pyskl - INFO - Epoch [137][2900/3405] lr: 4.710e-04, eta: 2:53:06, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9302, loss: 1.9302 +2024-09-22 07:15:22,175 - pyskl - INFO - Epoch [137][3000/3405] lr: 4.689e-04, eta: 2:52:42, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9315, loss: 1.9315 +2024-09-22 07:15:44,067 - pyskl - INFO - Epoch [137][3100/3405] lr: 4.668e-04, eta: 2:52:19, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9318, loss: 1.9318 +2024-09-22 07:16:06,112 - pyskl - INFO - Epoch [137][3200/3405] lr: 4.647e-04, eta: 2:51:56, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9313, loss: 1.9313 +2024-09-22 07:16:28,380 - pyskl - INFO - Epoch [137][3300/3405] lr: 4.627e-04, eta: 2:51:32, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9288, loss: 1.9288 +2024-09-22 07:16:50,425 - pyskl - INFO - Epoch [137][3400/3405] lr: 4.606e-04, eta: 2:51:09, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9304, loss: 1.9304 +2024-09-22 07:16:52,357 - pyskl - INFO - Saving checkpoint at 137 epochs +2024-09-22 07:20:37,412 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-22 07:20:37,956 - pyskl - INFO - +top1_acc 0.8751 +top5_acc 0.9745 +2024-09-22 07:20:37,960 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/j_2/best_top1_acc_epoch_136.pth was removed +2024-09-22 07:20:38,111 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_137.pth. +2024-09-22 07:20:38,112 - pyskl - INFO - Best top1_acc is 0.8751 at 137 epoch. +2024-09-22 07:20:38,130 - pyskl - INFO - Epoch(val) [137][3718] top1_acc: 0.8751, top5_acc: 0.9745 +2024-09-22 07:21:26,431 - pyskl - INFO - Epoch [138][100/3405] lr: 4.584e-04, eta: 2:50:47, time: 0.483, data_time: 0.264, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9295, loss: 1.9295 +2024-09-22 07:21:48,738 - pyskl - INFO - Epoch [138][200/3405] lr: 4.564e-04, eta: 2:50:24, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9298, loss: 1.9298 +2024-09-22 07:22:11,081 - pyskl - INFO - Epoch [138][300/3405] lr: 4.543e-04, eta: 2:50:00, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9302, loss: 1.9302 +2024-09-22 07:22:33,440 - pyskl - INFO - Epoch [138][400/3405] lr: 4.523e-04, eta: 2:49:37, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9305, loss: 1.9305 +2024-09-22 07:22:55,459 - pyskl - INFO - Epoch [138][500/3405] lr: 4.502e-04, eta: 2:49:14, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9306, loss: 1.9306 +2024-09-22 07:23:17,077 - pyskl - INFO - Epoch [138][600/3405] lr: 4.482e-04, eta: 2:48:51, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9299, loss: 1.9299 +2024-09-22 07:23:39,150 - pyskl - INFO - Epoch [138][700/3405] lr: 4.461e-04, eta: 2:48:27, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9320, loss: 1.9320 +2024-09-22 07:24:01,345 - pyskl - INFO - Epoch [138][800/3405] lr: 4.441e-04, eta: 2:48:04, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9313, loss: 1.9313 +2024-09-22 07:24:23,357 - pyskl - INFO - Epoch [138][900/3405] lr: 4.421e-04, eta: 2:47:41, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9310, loss: 1.9310 +2024-09-22 07:24:45,821 - pyskl - INFO - Epoch [138][1000/3405] lr: 4.400e-04, eta: 2:47:17, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9312, loss: 1.9312 +2024-09-22 07:25:07,870 - pyskl - INFO - Epoch [138][1100/3405] lr: 4.380e-04, eta: 2:46:54, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9298, loss: 1.9298 +2024-09-22 07:25:30,026 - pyskl - INFO - Epoch [138][1200/3405] lr: 4.360e-04, eta: 2:46:31, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9287, loss: 1.9287 +2024-09-22 07:25:52,109 - pyskl - INFO - Epoch [138][1300/3405] lr: 4.340e-04, eta: 2:46:07, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9319, loss: 1.9319 +2024-09-22 07:26:14,435 - pyskl - INFO - Epoch [138][1400/3405] lr: 4.320e-04, eta: 2:45:44, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9321, loss: 1.9321 +2024-09-22 07:26:37,038 - pyskl - INFO - Epoch [138][1500/3405] lr: 4.300e-04, eta: 2:45:21, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9283, loss: 1.9283 +2024-09-22 07:26:58,654 - pyskl - INFO - Epoch [138][1600/3405] lr: 4.280e-04, eta: 2:44:58, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9305, loss: 1.9305 +2024-09-22 07:27:20,603 - pyskl - INFO - Epoch [138][1700/3405] lr: 4.260e-04, eta: 2:44:34, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9310, loss: 1.9310 +2024-09-22 07:27:42,360 - pyskl - INFO - Epoch [138][1800/3405] lr: 4.240e-04, eta: 2:44:11, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9306, loss: 1.9306 +2024-09-22 07:28:04,510 - pyskl - INFO - Epoch [138][1900/3405] lr: 4.220e-04, eta: 2:43:48, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9338, loss: 1.9338 +2024-09-22 07:28:26,789 - pyskl - INFO - Epoch [138][2000/3405] lr: 4.200e-04, eta: 2:43:24, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9326, loss: 1.9326 +2024-09-22 07:28:49,403 - pyskl - INFO - Epoch [138][2100/3405] lr: 4.181e-04, eta: 2:43:01, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9319, loss: 1.9319 +2024-09-22 07:29:10,952 - pyskl - INFO - Epoch [138][2200/3405] lr: 4.161e-04, eta: 2:42:38, time: 0.215, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9323, loss: 1.9323 +2024-09-22 07:29:32,445 - pyskl - INFO - Epoch [138][2300/3405] lr: 4.141e-04, eta: 2:42:14, time: 0.215, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9329, loss: 1.9329 +2024-09-22 07:29:54,040 - pyskl - INFO - Epoch [138][2400/3405] lr: 4.122e-04, eta: 2:41:51, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9303, loss: 1.9303 +2024-09-22 07:30:15,691 - pyskl - INFO - Epoch [138][2500/3405] lr: 4.102e-04, eta: 2:41:28, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9312, loss: 1.9312 +2024-09-22 07:30:36,841 - pyskl - INFO - Epoch [138][2600/3405] lr: 4.083e-04, eta: 2:41:04, time: 0.211, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9322, loss: 1.9322 +2024-09-22 07:30:58,263 - pyskl - INFO - Epoch [138][2700/3405] lr: 4.063e-04, eta: 2:40:41, time: 0.214, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9307, loss: 1.9307 +2024-09-22 07:31:19,948 - pyskl - INFO - Epoch [138][2800/3405] lr: 4.044e-04, eta: 2:40:18, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9306, loss: 1.9306 +2024-09-22 07:31:42,726 - pyskl - INFO - Epoch [138][2900/3405] lr: 4.024e-04, eta: 2:39:54, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9305, loss: 1.9305 +2024-09-22 07:32:05,248 - pyskl - INFO - Epoch [138][3000/3405] lr: 4.005e-04, eta: 2:39:31, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9321, loss: 1.9321 +2024-09-22 07:32:27,343 - pyskl - INFO - Epoch [138][3100/3405] lr: 3.986e-04, eta: 2:39:08, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9305, loss: 1.9305 +2024-09-22 07:32:49,106 - pyskl - INFO - Epoch [138][3200/3405] lr: 3.967e-04, eta: 2:38:45, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9302, loss: 1.9302 +2024-09-22 07:33:11,520 - pyskl - INFO - Epoch [138][3300/3405] lr: 3.947e-04, eta: 2:38:21, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9340, loss: 1.9340 +2024-09-22 07:33:33,407 - pyskl - INFO - Epoch [138][3400/3405] lr: 3.928e-04, eta: 2:37:58, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9300, loss: 1.9300 +2024-09-22 07:33:35,224 - pyskl - INFO - Saving checkpoint at 138 epochs +2024-09-22 07:37:19,877 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-22 07:37:20,423 - pyskl - INFO - +top1_acc 0.8750 +top5_acc 0.9749 +2024-09-22 07:37:20,442 - pyskl - INFO - Epoch(val) [138][3718] top1_acc: 0.8750, top5_acc: 0.9749 +2024-09-22 07:38:08,661 - pyskl - INFO - Epoch [139][100/3405] lr: 3.908e-04, eta: 2:37:36, time: 0.482, data_time: 0.258, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9295, loss: 1.9295 +2024-09-22 07:38:30,463 - pyskl - INFO - Epoch [139][200/3405] lr: 3.889e-04, eta: 2:37:12, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9295, loss: 1.9295 +2024-09-22 07:38:53,279 - pyskl - INFO - Epoch [139][300/3405] lr: 3.870e-04, eta: 2:36:49, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9320, loss: 1.9320 +2024-09-22 07:39:15,696 - pyskl - INFO - Epoch [139][400/3405] lr: 3.851e-04, eta: 2:36:26, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9319, loss: 1.9319 +2024-09-22 07:39:38,290 - pyskl - INFO - Epoch [139][500/3405] lr: 3.832e-04, eta: 2:36:03, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9318, loss: 1.9318 +2024-09-22 07:40:00,606 - pyskl - INFO - Epoch [139][600/3405] lr: 3.813e-04, eta: 2:35:39, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9314, loss: 1.9314 +2024-09-22 07:40:22,766 - pyskl - INFO - Epoch [139][700/3405] lr: 3.795e-04, eta: 2:35:16, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9286, loss: 1.9286 +2024-09-22 07:40:45,263 - pyskl - INFO - Epoch [139][800/3405] lr: 3.776e-04, eta: 2:34:53, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9315, loss: 1.9315 +2024-09-22 07:41:07,602 - pyskl - INFO - Epoch [139][900/3405] lr: 3.757e-04, eta: 2:34:30, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9313, loss: 1.9313 +2024-09-22 07:41:29,882 - pyskl - INFO - Epoch [139][1000/3405] lr: 3.738e-04, eta: 2:34:06, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9317, loss: 1.9317 +2024-09-22 07:41:51,825 - pyskl - INFO - Epoch [139][1100/3405] lr: 3.720e-04, eta: 2:33:43, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9301, loss: 1.9301 +2024-09-22 07:42:13,607 - pyskl - INFO - Epoch [139][1200/3405] lr: 3.701e-04, eta: 2:33:20, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9302, loss: 1.9302 +2024-09-22 07:42:35,943 - pyskl - INFO - Epoch [139][1300/3405] lr: 3.683e-04, eta: 2:32:56, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9292, loss: 1.9292 +2024-09-22 07:42:58,191 - pyskl - INFO - Epoch [139][1400/3405] lr: 3.664e-04, eta: 2:32:33, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9293, loss: 1.9293 +2024-09-22 07:43:20,477 - pyskl - INFO - Epoch [139][1500/3405] lr: 3.646e-04, eta: 2:32:10, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9303, loss: 1.9303 +2024-09-22 07:43:42,793 - pyskl - INFO - Epoch [139][1600/3405] lr: 3.627e-04, eta: 2:31:47, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9291, loss: 1.9291 +2024-09-22 07:44:04,619 - pyskl - INFO - Epoch [139][1700/3405] lr: 3.609e-04, eta: 2:31:23, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9306, loss: 1.9306 +2024-09-22 07:44:26,283 - pyskl - INFO - Epoch [139][1800/3405] lr: 3.591e-04, eta: 2:31:00, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9314, loss: 1.9314 +2024-09-22 07:44:48,405 - pyskl - INFO - Epoch [139][1900/3405] lr: 3.572e-04, eta: 2:30:37, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9301, loss: 1.9301 +2024-09-22 07:45:10,104 - pyskl - INFO - Epoch [139][2000/3405] lr: 3.554e-04, eta: 2:30:13, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9312, loss: 1.9312 +2024-09-22 07:45:32,209 - pyskl - INFO - Epoch [139][2100/3405] lr: 3.536e-04, eta: 2:29:50, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9295, loss: 1.9295 +2024-09-22 07:45:54,288 - pyskl - INFO - Epoch [139][2200/3405] lr: 3.518e-04, eta: 2:29:27, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9306, loss: 1.9306 +2024-09-22 07:46:16,720 - pyskl - INFO - Epoch [139][2300/3405] lr: 3.500e-04, eta: 2:29:03, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9315, loss: 1.9315 +2024-09-22 07:46:38,394 - pyskl - INFO - Epoch [139][2400/3405] lr: 3.482e-04, eta: 2:28:40, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9302, loss: 1.9302 +2024-09-22 07:47:00,999 - pyskl - INFO - Epoch [139][2500/3405] lr: 3.464e-04, eta: 2:28:17, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9299, loss: 1.9299 +2024-09-22 07:47:22,506 - pyskl - INFO - Epoch [139][2600/3405] lr: 3.446e-04, eta: 2:27:54, time: 0.215, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9305, loss: 1.9305 +2024-09-22 07:47:44,253 - pyskl - INFO - Epoch [139][2700/3405] lr: 3.428e-04, eta: 2:27:30, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9319, loss: 1.9319 +2024-09-22 07:48:06,074 - pyskl - INFO - Epoch [139][2800/3405] lr: 3.410e-04, eta: 2:27:07, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9317, loss: 1.9317 +2024-09-22 07:48:28,032 - pyskl - INFO - Epoch [139][2900/3405] lr: 3.392e-04, eta: 2:26:44, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9320, loss: 1.9320 +2024-09-22 07:48:50,315 - pyskl - INFO - Epoch [139][3000/3405] lr: 3.374e-04, eta: 2:26:20, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9341, loss: 1.9341 +2024-09-22 07:49:12,067 - pyskl - INFO - Epoch [139][3100/3405] lr: 3.357e-04, eta: 2:25:57, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9301, loss: 1.9301 +2024-09-22 07:49:33,287 - pyskl - INFO - Epoch [139][3200/3405] lr: 3.339e-04, eta: 2:25:34, time: 0.212, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9315, loss: 1.9315 +2024-09-22 07:49:54,661 - pyskl - INFO - Epoch [139][3300/3405] lr: 3.321e-04, eta: 2:25:10, time: 0.214, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9290, loss: 1.9290 +2024-09-22 07:50:16,260 - pyskl - INFO - Epoch [139][3400/3405] lr: 3.304e-04, eta: 2:24:47, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9303, loss: 1.9303 +2024-09-22 07:50:17,919 - pyskl - INFO - Saving checkpoint at 139 epochs +2024-09-22 07:54:03,851 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-22 07:54:04,425 - pyskl - INFO - +top1_acc 0.8755 +top5_acc 0.9749 +2024-09-22 07:54:04,429 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/j_2/best_top1_acc_epoch_137.pth was removed +2024-09-22 07:54:04,579 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_139.pth. +2024-09-22 07:54:04,580 - pyskl - INFO - Best top1_acc is 0.8755 at 139 epoch. +2024-09-22 07:54:04,598 - pyskl - INFO - Epoch(val) [139][3718] top1_acc: 0.8755, top5_acc: 0.9749 +2024-09-22 07:54:53,661 - pyskl - INFO - Epoch [140][100/3405] lr: 3.285e-04, eta: 2:24:25, time: 0.491, data_time: 0.269, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9295, loss: 1.9295 +2024-09-22 07:55:14,908 - pyskl - INFO - Epoch [140][200/3405] lr: 3.268e-04, eta: 2:24:01, time: 0.212, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9309, loss: 1.9309 +2024-09-22 07:55:36,601 - pyskl - INFO - Epoch [140][300/3405] lr: 3.250e-04, eta: 2:23:38, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9305, loss: 1.9305 +2024-09-22 07:55:58,400 - pyskl - INFO - Epoch [140][400/3405] lr: 3.233e-04, eta: 2:23:15, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9310, loss: 1.9310 +2024-09-22 07:56:20,002 - pyskl - INFO - Epoch [140][500/3405] lr: 3.216e-04, eta: 2:22:51, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9296, loss: 1.9296 +2024-09-22 07:56:42,255 - pyskl - INFO - Epoch [140][600/3405] lr: 3.198e-04, eta: 2:22:28, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9294, loss: 1.9294 +2024-09-22 07:57:04,953 - pyskl - INFO - Epoch [140][700/3405] lr: 3.181e-04, eta: 2:22:05, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9301, loss: 1.9301 +2024-09-22 07:57:27,700 - pyskl - INFO - Epoch [140][800/3405] lr: 3.164e-04, eta: 2:21:42, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9286, loss: 1.9286 +2024-09-22 07:57:49,839 - pyskl - INFO - Epoch [140][900/3405] lr: 3.147e-04, eta: 2:21:18, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9299, loss: 1.9299 +2024-09-22 07:58:12,131 - pyskl - INFO - Epoch [140][1000/3405] lr: 3.130e-04, eta: 2:20:55, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9316, loss: 1.9316 +2024-09-22 07:58:33,872 - pyskl - INFO - Epoch [140][1100/3405] lr: 3.112e-04, eta: 2:20:32, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9301, loss: 1.9301 +2024-09-22 07:58:55,512 - pyskl - INFO - Epoch [140][1200/3405] lr: 3.095e-04, eta: 2:20:09, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9311, loss: 1.9311 +2024-09-22 07:59:16,842 - pyskl - INFO - Epoch [140][1300/3405] lr: 3.078e-04, eta: 2:19:45, time: 0.213, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9287, loss: 1.9287 +2024-09-22 07:59:38,863 - pyskl - INFO - Epoch [140][1400/3405] lr: 3.062e-04, eta: 2:19:22, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9287, loss: 1.9287 +2024-09-22 08:00:00,784 - pyskl - INFO - Epoch [140][1500/3405] lr: 3.045e-04, eta: 2:18:59, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9320, loss: 1.9320 +2024-09-22 08:00:23,085 - pyskl - INFO - Epoch [140][1600/3405] lr: 3.028e-04, eta: 2:18:35, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9295, loss: 1.9295 +2024-09-22 08:00:45,753 - pyskl - INFO - Epoch [140][1700/3405] lr: 3.011e-04, eta: 2:18:12, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9306, loss: 1.9306 +2024-09-22 08:01:07,966 - pyskl - INFO - Epoch [140][1800/3405] lr: 2.994e-04, eta: 2:17:49, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9296, loss: 1.9296 +2024-09-22 08:01:30,272 - pyskl - INFO - Epoch [140][1900/3405] lr: 2.978e-04, eta: 2:17:26, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9325, loss: 1.9325 +2024-09-22 08:01:52,523 - pyskl - INFO - Epoch [140][2000/3405] lr: 2.961e-04, eta: 2:17:02, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9293, loss: 1.9293 +2024-09-22 08:02:14,769 - pyskl - INFO - Epoch [140][2100/3405] lr: 2.944e-04, eta: 2:16:39, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9291, loss: 1.9291 +2024-09-22 08:02:36,862 - pyskl - INFO - Epoch [140][2200/3405] lr: 2.928e-04, eta: 2:16:16, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9294, loss: 1.9294 +2024-09-22 08:02:58,814 - pyskl - INFO - Epoch [140][2300/3405] lr: 2.911e-04, eta: 2:15:53, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9305, loss: 1.9305 +2024-09-22 08:03:20,293 - pyskl - INFO - Epoch [140][2400/3405] lr: 2.895e-04, eta: 2:15:29, time: 0.215, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9315, loss: 1.9315 +2024-09-22 08:03:41,787 - pyskl - INFO - Epoch [140][2500/3405] lr: 2.878e-04, eta: 2:15:06, time: 0.215, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9303, loss: 1.9303 +2024-09-22 08:04:03,632 - pyskl - INFO - Epoch [140][2600/3405] lr: 2.862e-04, eta: 2:14:43, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9290, loss: 1.9290 +2024-09-22 08:04:25,702 - pyskl - INFO - Epoch [140][2700/3405] lr: 2.846e-04, eta: 2:14:19, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9307, loss: 1.9307 +2024-09-22 08:04:47,914 - pyskl - INFO - Epoch [140][2800/3405] lr: 2.829e-04, eta: 2:13:56, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9294, loss: 1.9294 +2024-09-22 08:05:10,207 - pyskl - INFO - Epoch [140][2900/3405] lr: 2.813e-04, eta: 2:13:33, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9293, loss: 1.9293 +2024-09-22 08:05:32,283 - pyskl - INFO - Epoch [140][3000/3405] lr: 2.797e-04, eta: 2:13:10, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9322, loss: 1.9322 +2024-09-22 08:05:54,604 - pyskl - INFO - Epoch [140][3100/3405] lr: 2.781e-04, eta: 2:12:46, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9305, loss: 1.9305 +2024-09-22 08:06:17,075 - pyskl - INFO - Epoch [140][3200/3405] lr: 2.765e-04, eta: 2:12:23, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9292, loss: 1.9292 +2024-09-22 08:06:39,189 - pyskl - INFO - Epoch [140][3300/3405] lr: 2.749e-04, eta: 2:12:00, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9305, loss: 1.9305 +2024-09-22 08:07:01,591 - pyskl - INFO - Epoch [140][3400/3405] lr: 2.733e-04, eta: 2:11:37, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9297, loss: 1.9297 +2024-09-22 08:07:03,357 - pyskl - INFO - Saving checkpoint at 140 epochs +2024-09-22 08:10:51,995 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-22 08:10:52,778 - pyskl - INFO - +top1_acc 0.8737 +top5_acc 0.9743 +2024-09-22 08:10:52,802 - pyskl - INFO - Epoch(val) [140][3718] top1_acc: 0.8737, top5_acc: 0.9743 +2024-09-22 08:11:43,048 - pyskl - INFO - Epoch [141][100/3405] lr: 2.716e-04, eta: 2:11:14, time: 0.502, data_time: 0.281, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9303, loss: 1.9303 +2024-09-22 08:12:04,843 - pyskl - INFO - Epoch [141][200/3405] lr: 2.700e-04, eta: 2:10:51, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9323, loss: 1.9323 +2024-09-22 08:12:27,599 - pyskl - INFO - Epoch [141][300/3405] lr: 2.684e-04, eta: 2:10:28, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9299, loss: 1.9299 +2024-09-22 08:12:49,826 - pyskl - INFO - Epoch [141][400/3405] lr: 2.668e-04, eta: 2:10:04, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9297, loss: 1.9297 +2024-09-22 08:13:11,948 - pyskl - INFO - Epoch [141][500/3405] lr: 2.652e-04, eta: 2:09:41, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9321, loss: 1.9321 +2024-09-22 08:13:33,838 - pyskl - INFO - Epoch [141][600/3405] lr: 2.637e-04, eta: 2:09:18, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9307, loss: 1.9307 +2024-09-22 08:13:55,839 - pyskl - INFO - Epoch [141][700/3405] lr: 2.621e-04, eta: 2:08:54, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9281, loss: 1.9281 +2024-09-22 08:14:17,437 - pyskl - INFO - Epoch [141][800/3405] lr: 2.605e-04, eta: 2:08:31, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9319, loss: 1.9319 +2024-09-22 08:14:39,295 - pyskl - INFO - Epoch [141][900/3405] lr: 2.590e-04, eta: 2:08:08, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9303, loss: 1.9303 +2024-09-22 08:15:01,848 - pyskl - INFO - Epoch [141][1000/3405] lr: 2.574e-04, eta: 2:07:45, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9308, loss: 1.9308 +2024-09-22 08:15:24,296 - pyskl - INFO - Epoch [141][1100/3405] lr: 2.559e-04, eta: 2:07:21, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9316, loss: 1.9316 +2024-09-22 08:15:46,507 - pyskl - INFO - Epoch [141][1200/3405] lr: 2.543e-04, eta: 2:06:58, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9282, loss: 1.9282 +2024-09-22 08:16:08,236 - pyskl - INFO - Epoch [141][1300/3405] lr: 2.528e-04, eta: 2:06:35, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9304, loss: 1.9304 +2024-09-22 08:16:30,702 - pyskl - INFO - Epoch [141][1400/3405] lr: 2.512e-04, eta: 2:06:12, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9291, loss: 1.9291 +2024-09-22 08:16:53,018 - pyskl - INFO - Epoch [141][1500/3405] lr: 2.497e-04, eta: 2:05:48, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9283, loss: 1.9283 +2024-09-22 08:17:14,750 - pyskl - INFO - Epoch [141][1600/3405] lr: 2.482e-04, eta: 2:05:25, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9320, loss: 1.9320 +2024-09-22 08:17:36,533 - pyskl - INFO - Epoch [141][1700/3405] lr: 2.467e-04, eta: 2:05:02, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9304, loss: 1.9304 +2024-09-22 08:17:58,796 - pyskl - INFO - Epoch [141][1800/3405] lr: 2.451e-04, eta: 2:04:38, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9323, loss: 1.9323 +2024-09-22 08:18:21,456 - pyskl - INFO - Epoch [141][1900/3405] lr: 2.436e-04, eta: 2:04:15, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9307, loss: 1.9307 +2024-09-22 08:18:43,755 - pyskl - INFO - Epoch [141][2000/3405] lr: 2.421e-04, eta: 2:03:52, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9299, loss: 1.9299 +2024-09-22 08:19:05,408 - pyskl - INFO - Epoch [141][2100/3405] lr: 2.406e-04, eta: 2:03:29, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9305, loss: 1.9305 +2024-09-22 08:19:27,560 - pyskl - INFO - Epoch [141][2200/3405] lr: 2.391e-04, eta: 2:03:05, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9293, loss: 1.9293 +2024-09-22 08:19:49,713 - pyskl - INFO - Epoch [141][2300/3405] lr: 2.376e-04, eta: 2:02:42, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9309, loss: 1.9309 +2024-09-22 08:20:11,771 - pyskl - INFO - Epoch [141][2400/3405] lr: 2.361e-04, eta: 2:02:19, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9290, loss: 1.9290 +2024-09-22 08:20:34,100 - pyskl - INFO - Epoch [141][2500/3405] lr: 2.347e-04, eta: 2:01:56, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9326, loss: 1.9326 +2024-09-22 08:20:56,428 - pyskl - INFO - Epoch [141][2600/3405] lr: 2.332e-04, eta: 2:01:32, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9299, loss: 1.9299 +2024-09-22 08:21:18,882 - pyskl - INFO - Epoch [141][2700/3405] lr: 2.317e-04, eta: 2:01:09, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9293, loss: 1.9293 +2024-09-22 08:21:41,929 - pyskl - INFO - Epoch [141][2800/3405] lr: 2.302e-04, eta: 2:00:46, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9307, loss: 1.9307 +2024-09-22 08:22:04,739 - pyskl - INFO - Epoch [141][2900/3405] lr: 2.288e-04, eta: 2:00:23, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9304, loss: 1.9304 +2024-09-22 08:22:26,437 - pyskl - INFO - Epoch [141][3000/3405] lr: 2.273e-04, eta: 1:59:59, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9276, loss: 1.9276 +2024-09-22 08:22:48,908 - pyskl - INFO - Epoch [141][3100/3405] lr: 2.258e-04, eta: 1:59:36, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9293, loss: 1.9293 +2024-09-22 08:23:11,044 - pyskl - INFO - Epoch [141][3200/3405] lr: 2.244e-04, eta: 1:59:13, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9277, loss: 1.9277 +2024-09-22 08:23:32,883 - pyskl - INFO - Epoch [141][3300/3405] lr: 2.229e-04, eta: 1:58:50, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9297, loss: 1.9297 +2024-09-22 08:23:54,976 - pyskl - INFO - Epoch [141][3400/3405] lr: 2.215e-04, eta: 1:58:26, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9289, loss: 1.9289 +2024-09-22 08:23:56,850 - pyskl - INFO - Saving checkpoint at 141 epochs +2024-09-22 08:27:43,475 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-22 08:27:44,009 - pyskl - INFO - +top1_acc 0.8769 +top5_acc 0.9750 +2024-09-22 08:27:44,014 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/j_2/best_top1_acc_epoch_139.pth was removed +2024-09-22 08:27:44,167 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_141.pth. +2024-09-22 08:27:44,168 - pyskl - INFO - Best top1_acc is 0.8769 at 141 epoch. +2024-09-22 08:27:44,186 - pyskl - INFO - Epoch(val) [141][3718] top1_acc: 0.8769, top5_acc: 0.9750 +2024-09-22 08:28:31,439 - pyskl - INFO - Epoch [142][100/3405] lr: 2.200e-04, eta: 1:58:04, time: 0.472, data_time: 0.260, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9281, loss: 1.9281 +2024-09-22 08:28:52,302 - pyskl - INFO - Epoch [142][200/3405] lr: 2.186e-04, eta: 1:57:40, time: 0.209, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9283, loss: 1.9283 +2024-09-22 08:29:13,353 - pyskl - INFO - Epoch [142][300/3405] lr: 2.171e-04, eta: 1:57:17, time: 0.211, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9289, loss: 1.9289 +2024-09-22 08:29:35,095 - pyskl - INFO - Epoch [142][400/3405] lr: 2.157e-04, eta: 1:56:54, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9308, loss: 1.9308 +2024-09-22 08:29:56,502 - pyskl - INFO - Epoch [142][500/3405] lr: 2.143e-04, eta: 1:56:30, time: 0.214, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9299, loss: 1.9299 +2024-09-22 08:30:18,544 - pyskl - INFO - Epoch [142][600/3405] lr: 2.129e-04, eta: 1:56:07, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9286, loss: 1.9286 +2024-09-22 08:30:40,635 - pyskl - INFO - Epoch [142][700/3405] lr: 2.115e-04, eta: 1:55:44, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9310, loss: 1.9310 +2024-09-22 08:31:02,135 - pyskl - INFO - Epoch [142][800/3405] lr: 2.100e-04, eta: 1:55:21, time: 0.215, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9292, loss: 1.9292 +2024-09-22 08:31:24,276 - pyskl - INFO - Epoch [142][900/3405] lr: 2.086e-04, eta: 1:54:57, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9278, loss: 1.9278 +2024-09-22 08:31:46,049 - pyskl - INFO - Epoch [142][1000/3405] lr: 2.072e-04, eta: 1:54:34, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9282, loss: 1.9282 +2024-09-22 08:32:07,228 - pyskl - INFO - Epoch [142][1100/3405] lr: 2.059e-04, eta: 1:54:11, time: 0.212, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9297, loss: 1.9297 +2024-09-22 08:32:28,887 - pyskl - INFO - Epoch [142][1200/3405] lr: 2.045e-04, eta: 1:53:47, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9274, loss: 1.9274 +2024-09-22 08:32:50,701 - pyskl - INFO - Epoch [142][1300/3405] lr: 2.031e-04, eta: 1:53:24, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9312, loss: 1.9312 +2024-09-22 08:33:12,268 - pyskl - INFO - Epoch [142][1400/3405] lr: 2.017e-04, eta: 1:53:01, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9292, loss: 1.9292 +2024-09-22 08:33:33,888 - pyskl - INFO - Epoch [142][1500/3405] lr: 2.003e-04, eta: 1:52:38, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9288, loss: 1.9288 +2024-09-22 08:33:55,710 - pyskl - INFO - Epoch [142][1600/3405] lr: 1.990e-04, eta: 1:52:14, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9315, loss: 1.9315 +2024-09-22 08:34:17,284 - pyskl - INFO - Epoch [142][1700/3405] lr: 1.976e-04, eta: 1:51:51, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9299, loss: 1.9299 +2024-09-22 08:34:39,538 - pyskl - INFO - Epoch [142][1800/3405] lr: 1.962e-04, eta: 1:51:28, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9291, loss: 1.9291 +2024-09-22 08:35:01,164 - pyskl - INFO - Epoch [142][1900/3405] lr: 1.949e-04, eta: 1:51:04, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9309, loss: 1.9309 +2024-09-22 08:35:22,772 - pyskl - INFO - Epoch [142][2000/3405] lr: 1.935e-04, eta: 1:50:41, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.9315, loss: 1.9315 +2024-09-22 08:35:45,076 - pyskl - INFO - Epoch [142][2100/3405] lr: 1.922e-04, eta: 1:50:18, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9292, loss: 1.9292 +2024-09-22 08:36:07,240 - pyskl - INFO - Epoch [142][2200/3405] lr: 1.909e-04, eta: 1:49:55, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9283, loss: 1.9283 +2024-09-22 08:36:29,491 - pyskl - INFO - Epoch [142][2300/3405] lr: 1.895e-04, eta: 1:49:31, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9306, loss: 1.9306 +2024-09-22 08:36:52,167 - pyskl - INFO - Epoch [142][2400/3405] lr: 1.882e-04, eta: 1:49:08, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9290, loss: 1.9290 +2024-09-22 08:37:14,090 - pyskl - INFO - Epoch [142][2500/3405] lr: 1.869e-04, eta: 1:48:45, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9291, loss: 1.9291 +2024-09-22 08:37:35,361 - pyskl - INFO - Epoch [142][2600/3405] lr: 1.855e-04, eta: 1:48:22, time: 0.213, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9291, loss: 1.9291 +2024-09-22 08:37:57,159 - pyskl - INFO - Epoch [142][2700/3405] lr: 1.842e-04, eta: 1:47:58, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9301, loss: 1.9301 +2024-09-22 08:38:19,295 - pyskl - INFO - Epoch [142][2800/3405] lr: 1.829e-04, eta: 1:47:35, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9287, loss: 1.9287 +2024-09-22 08:38:41,373 - pyskl - INFO - Epoch [142][2900/3405] lr: 1.816e-04, eta: 1:47:12, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9298, loss: 1.9298 +2024-09-22 08:39:03,738 - pyskl - INFO - Epoch [142][3000/3405] lr: 1.803e-04, eta: 1:46:49, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9280, loss: 1.9280 +2024-09-22 08:39:25,888 - pyskl - INFO - Epoch [142][3100/3405] lr: 1.790e-04, eta: 1:46:25, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9313, loss: 1.9313 +2024-09-22 08:39:48,099 - pyskl - INFO - Epoch [142][3200/3405] lr: 1.777e-04, eta: 1:46:02, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9298, loss: 1.9298 +2024-09-22 08:40:10,530 - pyskl - INFO - Epoch [142][3300/3405] lr: 1.764e-04, eta: 1:45:39, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9303, loss: 1.9303 +2024-09-22 08:40:32,499 - pyskl - INFO - Epoch [142][3400/3405] lr: 1.751e-04, eta: 1:45:16, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9333, loss: 1.9333 +2024-09-22 08:40:34,124 - pyskl - INFO - Saving checkpoint at 142 epochs +2024-09-22 08:44:20,286 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-22 08:44:20,817 - pyskl - INFO - +top1_acc 0.8760 +top5_acc 0.9744 +2024-09-22 08:44:20,836 - pyskl - INFO - Epoch(val) [142][3718] top1_acc: 0.8760, top5_acc: 0.9744 +2024-09-22 08:45:05,895 - pyskl - INFO - Epoch [143][100/3405] lr: 1.738e-04, eta: 1:44:53, time: 0.451, data_time: 0.235, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9295, loss: 1.9295 +2024-09-22 08:45:27,041 - pyskl - INFO - Epoch [143][200/3405] lr: 1.725e-04, eta: 1:44:29, time: 0.211, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9303, loss: 1.9303 +2024-09-22 08:45:48,158 - pyskl - INFO - Epoch [143][300/3405] lr: 1.712e-04, eta: 1:44:06, time: 0.211, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9305, loss: 1.9305 +2024-09-22 08:46:09,775 - pyskl - INFO - Epoch [143][400/3405] lr: 1.700e-04, eta: 1:43:43, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9301, loss: 1.9301 +2024-09-22 08:46:31,456 - pyskl - INFO - Epoch [143][500/3405] lr: 1.687e-04, eta: 1:43:19, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9288, loss: 1.9288 +2024-09-22 08:46:52,730 - pyskl - INFO - Epoch [143][600/3405] lr: 1.675e-04, eta: 1:42:56, time: 0.213, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9294, loss: 1.9294 +2024-09-22 08:47:14,372 - pyskl - INFO - Epoch [143][700/3405] lr: 1.662e-04, eta: 1:42:33, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9296, loss: 1.9296 +2024-09-22 08:47:36,253 - pyskl - INFO - Epoch [143][800/3405] lr: 1.650e-04, eta: 1:42:10, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9294, loss: 1.9294 +2024-09-22 08:47:57,644 - pyskl - INFO - Epoch [143][900/3405] lr: 1.637e-04, eta: 1:41:46, time: 0.214, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9298, loss: 1.9298 +2024-09-22 08:48:18,903 - pyskl - INFO - Epoch [143][1000/3405] lr: 1.625e-04, eta: 1:41:23, time: 0.213, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9297, loss: 1.9297 +2024-09-22 08:48:41,382 - pyskl - INFO - Epoch [143][1100/3405] lr: 1.612e-04, eta: 1:41:00, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9297, loss: 1.9297 +2024-09-22 08:49:03,421 - pyskl - INFO - Epoch [143][1200/3405] lr: 1.600e-04, eta: 1:40:37, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9296, loss: 1.9296 +2024-09-22 08:49:25,321 - pyskl - INFO - Epoch [143][1300/3405] lr: 1.588e-04, eta: 1:40:13, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9298, loss: 1.9298 +2024-09-22 08:49:47,627 - pyskl - INFO - Epoch [143][1400/3405] lr: 1.576e-04, eta: 1:39:50, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9284, loss: 1.9284 +2024-09-22 08:50:08,813 - pyskl - INFO - Epoch [143][1500/3405] lr: 1.564e-04, eta: 1:39:27, time: 0.212, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9314, loss: 1.9314 +2024-09-22 08:50:30,009 - pyskl - INFO - Epoch [143][1600/3405] lr: 1.551e-04, eta: 1:39:03, time: 0.212, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9287, loss: 1.9287 +2024-09-22 08:50:52,018 - pyskl - INFO - Epoch [143][1700/3405] lr: 1.539e-04, eta: 1:38:40, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9287, loss: 1.9287 +2024-09-22 08:51:13,686 - pyskl - INFO - Epoch [143][1800/3405] lr: 1.527e-04, eta: 1:38:17, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9279, loss: 1.9279 +2024-09-22 08:51:34,981 - pyskl - INFO - Epoch [143][1900/3405] lr: 1.515e-04, eta: 1:37:54, time: 0.213, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9273, loss: 1.9273 +2024-09-22 08:51:56,555 - pyskl - INFO - Epoch [143][2000/3405] lr: 1.504e-04, eta: 1:37:30, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9297, loss: 1.9297 +2024-09-22 08:52:18,492 - pyskl - INFO - Epoch [143][2100/3405] lr: 1.492e-04, eta: 1:37:07, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9290, loss: 1.9290 +2024-09-22 08:52:40,738 - pyskl - INFO - Epoch [143][2200/3405] lr: 1.480e-04, eta: 1:36:44, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9286, loss: 1.9286 +2024-09-22 08:53:02,719 - pyskl - INFO - Epoch [143][2300/3405] lr: 1.468e-04, eta: 1:36:21, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9319, loss: 1.9319 +2024-09-22 08:53:24,967 - pyskl - INFO - Epoch [143][2400/3405] lr: 1.456e-04, eta: 1:35:57, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9326, loss: 1.9326 +2024-09-22 08:53:47,214 - pyskl - INFO - Epoch [143][2500/3405] lr: 1.445e-04, eta: 1:35:34, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9305, loss: 1.9305 +2024-09-22 08:54:09,806 - pyskl - INFO - Epoch [143][2600/3405] lr: 1.433e-04, eta: 1:35:11, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9293, loss: 1.9293 +2024-09-22 08:54:32,310 - pyskl - INFO - Epoch [143][2700/3405] lr: 1.421e-04, eta: 1:34:48, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9282, loss: 1.9282 +2024-09-22 08:54:54,531 - pyskl - INFO - Epoch [143][2800/3405] lr: 1.410e-04, eta: 1:34:25, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9289, loss: 1.9289 +2024-09-22 08:55:16,811 - pyskl - INFO - Epoch [143][2900/3405] lr: 1.398e-04, eta: 1:34:01, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9285, loss: 1.9285 +2024-09-22 08:55:39,364 - pyskl - INFO - Epoch [143][3000/3405] lr: 1.387e-04, eta: 1:33:38, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9303, loss: 1.9303 +2024-09-22 08:56:01,189 - pyskl - INFO - Epoch [143][3100/3405] lr: 1.376e-04, eta: 1:33:15, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9305, loss: 1.9305 +2024-09-22 08:56:22,655 - pyskl - INFO - Epoch [143][3200/3405] lr: 1.364e-04, eta: 1:32:52, time: 0.215, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9292, loss: 1.9292 +2024-09-22 08:56:44,513 - pyskl - INFO - Epoch [143][3300/3405] lr: 1.353e-04, eta: 1:32:28, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9295, loss: 1.9295 +2024-09-22 08:57:06,091 - pyskl - INFO - Epoch [143][3400/3405] lr: 1.342e-04, eta: 1:32:05, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9300, loss: 1.9300 +2024-09-22 08:57:07,810 - pyskl - INFO - Saving checkpoint at 143 epochs +2024-09-22 09:00:53,112 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-22 09:00:53,641 - pyskl - INFO - +top1_acc 0.8758 +top5_acc 0.9753 +2024-09-22 09:00:53,660 - pyskl - INFO - Epoch(val) [143][3718] top1_acc: 0.8758, top5_acc: 0.9753 +2024-09-22 09:01:41,683 - pyskl - INFO - Epoch [144][100/3405] lr: 1.330e-04, eta: 1:31:42, time: 0.480, data_time: 0.258, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9319, loss: 1.9319 +2024-09-22 09:02:04,036 - pyskl - INFO - Epoch [144][200/3405] lr: 1.319e-04, eta: 1:31:19, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9295, loss: 1.9295 +2024-09-22 09:02:25,609 - pyskl - INFO - Epoch [144][300/3405] lr: 1.308e-04, eta: 1:30:55, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9277, loss: 1.9277 +2024-09-22 09:02:47,764 - pyskl - INFO - Epoch [144][400/3405] lr: 1.297e-04, eta: 1:30:32, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9303, loss: 1.9303 +2024-09-22 09:03:10,020 - pyskl - INFO - Epoch [144][500/3405] lr: 1.285e-04, eta: 1:30:09, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9289, loss: 1.9289 +2024-09-22 09:03:32,359 - pyskl - INFO - Epoch [144][600/3405] lr: 1.275e-04, eta: 1:29:46, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9277, loss: 1.9277 +2024-09-22 09:03:53,630 - pyskl - INFO - Epoch [144][700/3405] lr: 1.264e-04, eta: 1:29:23, time: 0.213, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9287, loss: 1.9287 +2024-09-22 09:04:15,749 - pyskl - INFO - Epoch [144][800/3405] lr: 1.253e-04, eta: 1:28:59, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9282, loss: 1.9282 +2024-09-22 09:04:37,866 - pyskl - INFO - Epoch [144][900/3405] lr: 1.242e-04, eta: 1:28:36, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9301, loss: 1.9301 +2024-09-22 09:04:59,855 - pyskl - INFO - Epoch [144][1000/3405] lr: 1.231e-04, eta: 1:28:13, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9280, loss: 1.9280 +2024-09-22 09:05:22,019 - pyskl - INFO - Epoch [144][1100/3405] lr: 1.220e-04, eta: 1:27:50, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9274, loss: 1.9274 +2024-09-22 09:05:44,156 - pyskl - INFO - Epoch [144][1200/3405] lr: 1.210e-04, eta: 1:27:26, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9303, loss: 1.9303 +2024-09-22 09:06:06,519 - pyskl - INFO - Epoch [144][1300/3405] lr: 1.199e-04, eta: 1:27:03, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9290, loss: 1.9290 +2024-09-22 09:06:29,117 - pyskl - INFO - Epoch [144][1400/3405] lr: 1.188e-04, eta: 1:26:40, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9282, loss: 1.9282 +2024-09-22 09:06:51,037 - pyskl - INFO - Epoch [144][1500/3405] lr: 1.178e-04, eta: 1:26:17, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9288, loss: 1.9288 +2024-09-22 09:07:13,304 - pyskl - INFO - Epoch [144][1600/3405] lr: 1.167e-04, eta: 1:25:54, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9276, loss: 1.9276 +2024-09-22 09:07:36,324 - pyskl - INFO - Epoch [144][1700/3405] lr: 1.157e-04, eta: 1:25:30, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9306, loss: 1.9306 +2024-09-22 09:07:59,116 - pyskl - INFO - Epoch [144][1800/3405] lr: 1.146e-04, eta: 1:25:07, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9288, loss: 1.9288 +2024-09-22 09:08:21,752 - pyskl - INFO - Epoch [144][1900/3405] lr: 1.136e-04, eta: 1:24:44, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9282, loss: 1.9282 +2024-09-22 09:08:42,956 - pyskl - INFO - Epoch [144][2000/3405] lr: 1.126e-04, eta: 1:24:21, time: 0.212, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9300, loss: 1.9300 +2024-09-22 09:09:04,893 - pyskl - INFO - Epoch [144][2100/3405] lr: 1.116e-04, eta: 1:23:57, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9286, loss: 1.9286 +2024-09-22 09:09:26,961 - pyskl - INFO - Epoch [144][2200/3405] lr: 1.105e-04, eta: 1:23:34, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9297, loss: 1.9297 +2024-09-22 09:09:49,279 - pyskl - INFO - Epoch [144][2300/3405] lr: 1.095e-04, eta: 1:23:11, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9282, loss: 1.9282 +2024-09-22 09:10:10,699 - pyskl - INFO - Epoch [144][2400/3405] lr: 1.085e-04, eta: 1:22:48, time: 0.214, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9293, loss: 1.9293 +2024-09-22 09:10:32,527 - pyskl - INFO - Epoch [144][2500/3405] lr: 1.075e-04, eta: 1:22:24, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9291, loss: 1.9291 +2024-09-22 09:10:54,607 - pyskl - INFO - Epoch [144][2600/3405] lr: 1.065e-04, eta: 1:22:01, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9298, loss: 1.9298 +2024-09-22 09:11:16,596 - pyskl - INFO - Epoch [144][2700/3405] lr: 1.055e-04, eta: 1:21:38, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9287, loss: 1.9287 +2024-09-22 09:11:38,700 - pyskl - INFO - Epoch [144][2800/3405] lr: 1.045e-04, eta: 1:21:15, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9301, loss: 1.9301 +2024-09-22 09:12:01,143 - pyskl - INFO - Epoch [144][2900/3405] lr: 1.035e-04, eta: 1:20:52, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9294, loss: 1.9294 +2024-09-22 09:12:23,284 - pyskl - INFO - Epoch [144][3000/3405] lr: 1.025e-04, eta: 1:20:28, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9281, loss: 1.9281 +2024-09-22 09:12:44,821 - pyskl - INFO - Epoch [144][3100/3405] lr: 1.015e-04, eta: 1:20:05, time: 0.215, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9303, loss: 1.9303 +2024-09-22 09:13:07,402 - pyskl - INFO - Epoch [144][3200/3405] lr: 1.006e-04, eta: 1:19:42, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9285, loss: 1.9285 +2024-09-22 09:13:29,230 - pyskl - INFO - Epoch [144][3300/3405] lr: 9.959e-05, eta: 1:19:19, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9288, loss: 1.9288 +2024-09-22 09:13:51,411 - pyskl - INFO - Epoch [144][3400/3405] lr: 9.862e-05, eta: 1:18:55, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9289, loss: 1.9289 +2024-09-22 09:13:53,167 - pyskl - INFO - Saving checkpoint at 144 epochs +2024-09-22 09:17:39,061 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-22 09:17:39,691 - pyskl - INFO - +top1_acc 0.8758 +top5_acc 0.9746 +2024-09-22 09:17:39,710 - pyskl - INFO - Epoch(val) [144][3718] top1_acc: 0.8758, top5_acc: 0.9746 +2024-09-22 09:18:27,120 - pyskl - INFO - Epoch [145][100/3405] lr: 9.761e-05, eta: 1:18:32, time: 0.474, data_time: 0.254, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9293, loss: 1.9293 +2024-09-22 09:18:48,557 - pyskl - INFO - Epoch [145][200/3405] lr: 9.666e-05, eta: 1:18:09, time: 0.214, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9288, loss: 1.9288 +2024-09-22 09:19:10,105 - pyskl - INFO - Epoch [145][300/3405] lr: 9.571e-05, eta: 1:17:46, time: 0.215, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9287, loss: 1.9287 +2024-09-22 09:19:31,316 - pyskl - INFO - Epoch [145][400/3405] lr: 9.476e-05, eta: 1:17:22, time: 0.212, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9283, loss: 1.9283 +2024-09-22 09:19:53,254 - pyskl - INFO - Epoch [145][500/3405] lr: 9.382e-05, eta: 1:16:59, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9292, loss: 1.9292 +2024-09-22 09:20:15,656 - pyskl - INFO - Epoch [145][600/3405] lr: 9.288e-05, eta: 1:16:36, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9291, loss: 1.9291 +2024-09-22 09:20:37,841 - pyskl - INFO - Epoch [145][700/3405] lr: 9.194e-05, eta: 1:16:13, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9305, loss: 1.9305 +2024-09-22 09:20:59,665 - pyskl - INFO - Epoch [145][800/3405] lr: 9.102e-05, eta: 1:15:49, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9296, loss: 1.9296 +2024-09-22 09:21:21,176 - pyskl - INFO - Epoch [145][900/3405] lr: 9.009e-05, eta: 1:15:26, time: 0.215, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9293, loss: 1.9293 +2024-09-22 09:21:43,069 - pyskl - INFO - Epoch [145][1000/3405] lr: 8.917e-05, eta: 1:15:03, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9266, loss: 1.9266 +2024-09-22 09:22:04,829 - pyskl - INFO - Epoch [145][1100/3405] lr: 8.826e-05, eta: 1:14:40, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9304, loss: 1.9304 +2024-09-22 09:22:26,306 - pyskl - INFO - Epoch [145][1200/3405] lr: 8.735e-05, eta: 1:14:16, time: 0.215, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9286, loss: 1.9286 +2024-09-22 09:22:47,608 - pyskl - INFO - Epoch [145][1300/3405] lr: 8.644e-05, eta: 1:13:53, time: 0.213, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9294, loss: 1.9294 +2024-09-22 09:23:09,545 - pyskl - INFO - Epoch [145][1400/3405] lr: 8.554e-05, eta: 1:13:30, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9296, loss: 1.9296 +2024-09-22 09:23:30,846 - pyskl - INFO - Epoch [145][1500/3405] lr: 8.465e-05, eta: 1:13:07, time: 0.213, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9280, loss: 1.9280 +2024-09-22 09:23:52,574 - pyskl - INFO - Epoch [145][1600/3405] lr: 8.376e-05, eta: 1:12:44, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9306, loss: 1.9306 +2024-09-22 09:24:15,430 - pyskl - INFO - Epoch [145][1700/3405] lr: 8.287e-05, eta: 1:12:20, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9285, loss: 1.9285 +2024-09-22 09:24:37,635 - pyskl - INFO - Epoch [145][1800/3405] lr: 8.199e-05, eta: 1:11:57, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9286, loss: 1.9286 +2024-09-22 09:25:00,117 - pyskl - INFO - Epoch [145][1900/3405] lr: 8.111e-05, eta: 1:11:34, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9288, loss: 1.9288 +2024-09-22 09:25:22,460 - pyskl - INFO - Epoch [145][2000/3405] lr: 8.024e-05, eta: 1:11:11, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9293, loss: 1.9293 +2024-09-22 09:25:43,804 - pyskl - INFO - Epoch [145][2100/3405] lr: 7.937e-05, eta: 1:10:47, time: 0.213, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9284, loss: 1.9284 +2024-09-22 09:26:05,421 - pyskl - INFO - Epoch [145][2200/3405] lr: 7.851e-05, eta: 1:10:24, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9284, loss: 1.9284 +2024-09-22 09:26:27,667 - pyskl - INFO - Epoch [145][2300/3405] lr: 7.765e-05, eta: 1:10:01, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9293, loss: 1.9293 +2024-09-22 09:26:49,801 - pyskl - INFO - Epoch [145][2400/3405] lr: 7.680e-05, eta: 1:09:38, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9292, loss: 1.9292 +2024-09-22 09:27:11,848 - pyskl - INFO - Epoch [145][2500/3405] lr: 7.595e-05, eta: 1:09:15, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9303, loss: 1.9303 +2024-09-22 09:27:33,990 - pyskl - INFO - Epoch [145][2600/3405] lr: 7.511e-05, eta: 1:08:51, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9289, loss: 1.9289 +2024-09-22 09:27:55,599 - pyskl - INFO - Epoch [145][2700/3405] lr: 7.427e-05, eta: 1:08:28, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9283, loss: 1.9283 +2024-09-22 09:28:17,616 - pyskl - INFO - Epoch [145][2800/3405] lr: 7.343e-05, eta: 1:08:05, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9296, loss: 1.9296 +2024-09-22 09:28:39,915 - pyskl - INFO - Epoch [145][2900/3405] lr: 7.260e-05, eta: 1:07:42, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9290, loss: 1.9290 +2024-09-22 09:29:01,907 - pyskl - INFO - Epoch [145][3000/3405] lr: 7.178e-05, eta: 1:07:19, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9287, loss: 1.9287 +2024-09-22 09:29:24,367 - pyskl - INFO - Epoch [145][3100/3405] lr: 7.096e-05, eta: 1:06:55, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9286, loss: 1.9286 +2024-09-22 09:29:46,165 - pyskl - INFO - Epoch [145][3200/3405] lr: 7.014e-05, eta: 1:06:32, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9288, loss: 1.9288 +2024-09-22 09:30:08,087 - pyskl - INFO - Epoch [145][3300/3405] lr: 6.933e-05, eta: 1:06:09, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9271, loss: 1.9271 +2024-09-22 09:30:29,631 - pyskl - INFO - Epoch [145][3400/3405] lr: 6.852e-05, eta: 1:05:46, time: 0.215, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9284, loss: 1.9284 +2024-09-22 09:30:31,291 - pyskl - INFO - Saving checkpoint at 145 epochs +2024-09-22 09:34:14,217 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-22 09:34:14,758 - pyskl - INFO - +top1_acc 0.8763 +top5_acc 0.9750 +2024-09-22 09:34:14,777 - pyskl - INFO - Epoch(val) [145][3718] top1_acc: 0.8763, top5_acc: 0.9750 +2024-09-22 09:35:05,864 - pyskl - INFO - Epoch [146][100/3405] lr: 6.768e-05, eta: 1:05:22, time: 0.511, data_time: 0.289, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9278, loss: 1.9278 +2024-09-22 09:35:27,569 - pyskl - INFO - Epoch [146][200/3405] lr: 6.689e-05, eta: 1:04:59, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9279, loss: 1.9279 +2024-09-22 09:35:49,767 - pyskl - INFO - Epoch [146][300/3405] lr: 6.609e-05, eta: 1:04:36, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9308, loss: 1.9308 +2024-09-22 09:36:11,715 - pyskl - INFO - Epoch [146][400/3405] lr: 6.531e-05, eta: 1:04:13, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9285, loss: 1.9285 +2024-09-22 09:36:33,363 - pyskl - INFO - Epoch [146][500/3405] lr: 6.452e-05, eta: 1:03:49, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9286, loss: 1.9286 +2024-09-22 09:36:54,714 - pyskl - INFO - Epoch [146][600/3405] lr: 6.375e-05, eta: 1:03:26, time: 0.214, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9289, loss: 1.9289 +2024-09-22 09:37:16,179 - pyskl - INFO - Epoch [146][700/3405] lr: 6.297e-05, eta: 1:03:03, time: 0.215, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9282, loss: 1.9282 +2024-09-22 09:37:37,622 - pyskl - INFO - Epoch [146][800/3405] lr: 6.221e-05, eta: 1:02:40, time: 0.214, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9285, loss: 1.9285 +2024-09-22 09:37:59,761 - pyskl - INFO - Epoch [146][900/3405] lr: 6.144e-05, eta: 1:02:16, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9286, loss: 1.9286 +2024-09-22 09:38:21,928 - pyskl - INFO - Epoch [146][1000/3405] lr: 6.068e-05, eta: 1:01:53, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9293, loss: 1.9293 +2024-09-22 09:38:44,873 - pyskl - INFO - Epoch [146][1100/3405] lr: 5.993e-05, eta: 1:01:30, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9269, loss: 1.9269 +2024-09-22 09:39:06,722 - pyskl - INFO - Epoch [146][1200/3405] lr: 5.918e-05, eta: 1:01:07, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9298, loss: 1.9298 +2024-09-22 09:39:28,711 - pyskl - INFO - Epoch [146][1300/3405] lr: 5.843e-05, eta: 1:00:44, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9302, loss: 1.9302 +2024-09-22 09:39:50,305 - pyskl - INFO - Epoch [146][1400/3405] lr: 5.769e-05, eta: 1:00:20, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9280, loss: 1.9280 +2024-09-22 09:40:11,657 - pyskl - INFO - Epoch [146][1500/3405] lr: 5.696e-05, eta: 0:59:57, time: 0.214, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9282, loss: 1.9282 +2024-09-22 09:40:33,499 - pyskl - INFO - Epoch [146][1600/3405] lr: 5.623e-05, eta: 0:59:34, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9294, loss: 1.9294 +2024-09-22 09:40:55,135 - pyskl - INFO - Epoch [146][1700/3405] lr: 5.550e-05, eta: 0:59:11, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9294, loss: 1.9294 +2024-09-22 09:41:17,002 - pyskl - INFO - Epoch [146][1800/3405] lr: 5.478e-05, eta: 0:58:48, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9283, loss: 1.9283 +2024-09-22 09:41:39,339 - pyskl - INFO - Epoch [146][1900/3405] lr: 5.406e-05, eta: 0:58:24, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9280, loss: 1.9280 +2024-09-22 09:42:00,891 - pyskl - INFO - Epoch [146][2000/3405] lr: 5.335e-05, eta: 0:58:01, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9286, loss: 1.9286 +2024-09-22 09:42:22,974 - pyskl - INFO - Epoch [146][2100/3405] lr: 5.264e-05, eta: 0:57:38, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9274, loss: 1.9274 +2024-09-22 09:42:45,227 - pyskl - INFO - Epoch [146][2200/3405] lr: 5.194e-05, eta: 0:57:15, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9290, loss: 1.9290 +2024-09-22 09:43:07,326 - pyskl - INFO - Epoch [146][2300/3405] lr: 5.124e-05, eta: 0:56:52, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9297, loss: 1.9297 +2024-09-22 09:43:29,141 - pyskl - INFO - Epoch [146][2400/3405] lr: 5.055e-05, eta: 0:56:28, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9281, loss: 1.9281 +2024-09-22 09:43:50,293 - pyskl - INFO - Epoch [146][2500/3405] lr: 4.986e-05, eta: 0:56:05, time: 0.212, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9265, loss: 1.9265 +2024-09-22 09:44:11,649 - pyskl - INFO - Epoch [146][2600/3405] lr: 4.918e-05, eta: 0:55:42, time: 0.214, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9279, loss: 1.9279 +2024-09-22 09:44:33,378 - pyskl - INFO - Epoch [146][2700/3405] lr: 4.850e-05, eta: 0:55:19, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9293, loss: 1.9293 +2024-09-22 09:44:55,666 - pyskl - INFO - Epoch [146][2800/3405] lr: 4.782e-05, eta: 0:54:55, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9284, loss: 1.9284 +2024-09-22 09:45:18,211 - pyskl - INFO - Epoch [146][2900/3405] lr: 4.716e-05, eta: 0:54:32, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9312, loss: 1.9312 +2024-09-22 09:45:39,880 - pyskl - INFO - Epoch [146][3000/3405] lr: 4.649e-05, eta: 0:54:09, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9305, loss: 1.9305 +2024-09-22 09:46:02,005 - pyskl - INFO - Epoch [146][3100/3405] lr: 4.583e-05, eta: 0:53:46, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9297, loss: 1.9297 +2024-09-22 09:46:24,219 - pyskl - INFO - Epoch [146][3200/3405] lr: 4.517e-05, eta: 0:53:23, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9293, loss: 1.9293 +2024-09-22 09:46:46,270 - pyskl - INFO - Epoch [146][3300/3405] lr: 4.452e-05, eta: 0:52:59, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9285, loss: 1.9285 +2024-09-22 09:47:07,736 - pyskl - INFO - Epoch [146][3400/3405] lr: 4.388e-05, eta: 0:52:36, time: 0.215, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9316, loss: 1.9316 +2024-09-22 09:47:09,676 - pyskl - INFO - Saving checkpoint at 146 epochs +2024-09-22 09:50:53,875 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-22 09:50:54,406 - pyskl - INFO - +top1_acc 0.8755 +top5_acc 0.9746 +2024-09-22 09:50:54,424 - pyskl - INFO - Epoch(val) [146][3718] top1_acc: 0.8755, top5_acc: 0.9746 +2024-09-22 09:51:44,433 - pyskl - INFO - Epoch [147][100/3405] lr: 4.320e-05, eta: 0:52:13, time: 0.500, data_time: 0.275, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9275, loss: 1.9275 +2024-09-22 09:52:06,761 - pyskl - INFO - Epoch [147][200/3405] lr: 4.257e-05, eta: 0:51:49, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9277, loss: 1.9277 +2024-09-22 09:52:28,849 - pyskl - INFO - Epoch [147][300/3405] lr: 4.194e-05, eta: 0:51:26, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9289, loss: 1.9289 +2024-09-22 09:52:51,002 - pyskl - INFO - Epoch [147][400/3405] lr: 4.131e-05, eta: 0:51:03, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9278, loss: 1.9278 +2024-09-22 09:53:12,627 - pyskl - INFO - Epoch [147][500/3405] lr: 4.069e-05, eta: 0:50:40, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9303, loss: 1.9303 +2024-09-22 09:53:34,167 - pyskl - INFO - Epoch [147][600/3405] lr: 4.007e-05, eta: 0:50:17, time: 0.215, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9284, loss: 1.9284 +2024-09-22 09:53:55,847 - pyskl - INFO - Epoch [147][700/3405] lr: 3.946e-05, eta: 0:49:53, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9296, loss: 1.9296 +2024-09-22 09:54:17,338 - pyskl - INFO - Epoch [147][800/3405] lr: 3.885e-05, eta: 0:49:30, time: 0.215, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9288, loss: 1.9288 +2024-09-22 09:54:39,587 - pyskl - INFO - Epoch [147][900/3405] lr: 3.825e-05, eta: 0:49:07, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9288, loss: 1.9288 +2024-09-22 09:55:02,543 - pyskl - INFO - Epoch [147][1000/3405] lr: 3.765e-05, eta: 0:48:44, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9286, loss: 1.9286 +2024-09-22 09:55:24,614 - pyskl - INFO - Epoch [147][1100/3405] lr: 3.705e-05, eta: 0:48:21, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9282, loss: 1.9282 +2024-09-22 09:55:46,886 - pyskl - INFO - Epoch [147][1200/3405] lr: 3.646e-05, eta: 0:47:57, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9293, loss: 1.9293 +2024-09-22 09:56:08,331 - pyskl - INFO - Epoch [147][1300/3405] lr: 3.588e-05, eta: 0:47:34, time: 0.214, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9282, loss: 1.9282 +2024-09-22 09:56:30,146 - pyskl - INFO - Epoch [147][1400/3405] lr: 3.530e-05, eta: 0:47:11, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9293, loss: 1.9293 +2024-09-22 09:56:52,230 - pyskl - INFO - Epoch [147][1500/3405] lr: 3.472e-05, eta: 0:46:48, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9287, loss: 1.9287 +2024-09-22 09:57:13,490 - pyskl - INFO - Epoch [147][1600/3405] lr: 3.415e-05, eta: 0:46:25, time: 0.213, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9288, loss: 1.9288 +2024-09-22 09:57:34,926 - pyskl - INFO - Epoch [147][1700/3405] lr: 3.359e-05, eta: 0:46:01, time: 0.214, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9288, loss: 1.9288 +2024-09-22 09:57:56,580 - pyskl - INFO - Epoch [147][1800/3405] lr: 3.303e-05, eta: 0:45:38, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9282, loss: 1.9282 +2024-09-22 09:58:18,803 - pyskl - INFO - Epoch [147][1900/3405] lr: 3.247e-05, eta: 0:45:15, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9291, loss: 1.9291 +2024-09-22 09:58:40,468 - pyskl - INFO - Epoch [147][2000/3405] lr: 3.192e-05, eta: 0:44:52, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9275, loss: 1.9275 +2024-09-22 09:59:02,190 - pyskl - INFO - Epoch [147][2100/3405] lr: 3.137e-05, eta: 0:44:29, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9284, loss: 1.9284 +2024-09-22 09:59:23,918 - pyskl - INFO - Epoch [147][2200/3405] lr: 3.083e-05, eta: 0:44:05, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9295, loss: 1.9295 +2024-09-22 09:59:46,055 - pyskl - INFO - Epoch [147][2300/3405] lr: 3.029e-05, eta: 0:43:42, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9283, loss: 1.9283 +2024-09-22 10:00:08,350 - pyskl - INFO - Epoch [147][2400/3405] lr: 2.976e-05, eta: 0:43:19, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9292, loss: 1.9292 +2024-09-22 10:00:30,980 - pyskl - INFO - Epoch [147][2500/3405] lr: 2.923e-05, eta: 0:42:56, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9288, loss: 1.9288 +2024-09-22 10:00:53,680 - pyskl - INFO - Epoch [147][2600/3405] lr: 2.871e-05, eta: 0:42:33, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9297, loss: 1.9297 +2024-09-22 10:01:16,216 - pyskl - INFO - Epoch [147][2700/3405] lr: 2.819e-05, eta: 0:42:09, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9282, loss: 1.9282 +2024-09-22 10:01:37,733 - pyskl - INFO - Epoch [147][2800/3405] lr: 2.768e-05, eta: 0:41:46, time: 0.215, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9288, loss: 1.9288 +2024-09-22 10:01:58,794 - pyskl - INFO - Epoch [147][2900/3405] lr: 2.717e-05, eta: 0:41:23, time: 0.211, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9292, loss: 1.9292 +2024-09-22 10:02:20,930 - pyskl - INFO - Epoch [147][3000/3405] lr: 2.666e-05, eta: 0:41:00, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9292, loss: 1.9292 +2024-09-22 10:02:43,794 - pyskl - INFO - Epoch [147][3100/3405] lr: 2.617e-05, eta: 0:40:37, time: 0.229, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9307, loss: 1.9307 +2024-09-22 10:03:05,646 - pyskl - INFO - Epoch [147][3200/3405] lr: 2.567e-05, eta: 0:40:13, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9304, loss: 1.9304 +2024-09-22 10:03:27,918 - pyskl - INFO - Epoch [147][3300/3405] lr: 2.518e-05, eta: 0:39:50, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9288, loss: 1.9288 +2024-09-22 10:03:50,007 - pyskl - INFO - Epoch [147][3400/3405] lr: 2.469e-05, eta: 0:39:27, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9284, loss: 1.9284 +2024-09-22 10:03:51,695 - pyskl - INFO - Saving checkpoint at 147 epochs +2024-09-22 10:07:34,721 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-22 10:07:35,269 - pyskl - INFO - +top1_acc 0.8728 +top5_acc 0.9737 +2024-09-22 10:07:35,287 - pyskl - INFO - Epoch(val) [147][3718] top1_acc: 0.8728, top5_acc: 0.9737 +2024-09-22 10:08:22,101 - pyskl - INFO - Epoch [148][100/3405] lr: 2.419e-05, eta: 0:39:03, time: 0.468, data_time: 0.251, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9270, loss: 1.9270 +2024-09-22 10:08:43,933 - pyskl - INFO - Epoch [148][200/3405] lr: 2.371e-05, eta: 0:38:40, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9276, loss: 1.9276 +2024-09-22 10:09:05,715 - pyskl - INFO - Epoch [148][300/3405] lr: 2.324e-05, eta: 0:38:17, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9280, loss: 1.9280 +2024-09-22 10:09:27,807 - pyskl - INFO - Epoch [148][400/3405] lr: 2.278e-05, eta: 0:37:54, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9276, loss: 1.9276 +2024-09-22 10:09:49,680 - pyskl - INFO - Epoch [148][500/3405] lr: 2.232e-05, eta: 0:37:30, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9300, loss: 1.9300 +2024-09-22 10:10:11,392 - pyskl - INFO - Epoch [148][600/3405] lr: 2.186e-05, eta: 0:37:07, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9278, loss: 1.9278 +2024-09-22 10:10:33,581 - pyskl - INFO - Epoch [148][700/3405] lr: 2.141e-05, eta: 0:36:44, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9294, loss: 1.9294 +2024-09-22 10:10:55,463 - pyskl - INFO - Epoch [148][800/3405] lr: 2.096e-05, eta: 0:36:21, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9277, loss: 1.9277 +2024-09-22 10:11:17,630 - pyskl - INFO - Epoch [148][900/3405] lr: 2.052e-05, eta: 0:35:58, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9281, loss: 1.9281 +2024-09-22 10:11:39,773 - pyskl - INFO - Epoch [148][1000/3405] lr: 2.008e-05, eta: 0:35:34, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9279, loss: 1.9279 +2024-09-22 10:12:01,829 - pyskl - INFO - Epoch [148][1100/3405] lr: 1.965e-05, eta: 0:35:11, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9296, loss: 1.9296 +2024-09-22 10:12:23,826 - pyskl - INFO - Epoch [148][1200/3405] lr: 1.922e-05, eta: 0:34:48, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9293, loss: 1.9293 +2024-09-22 10:12:45,844 - pyskl - INFO - Epoch [148][1300/3405] lr: 1.879e-05, eta: 0:34:25, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9292, loss: 1.9292 +2024-09-22 10:13:08,111 - pyskl - INFO - Epoch [148][1400/3405] lr: 1.837e-05, eta: 0:34:02, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9286, loss: 1.9286 +2024-09-22 10:13:30,381 - pyskl - INFO - Epoch [148][1500/3405] lr: 1.796e-05, eta: 0:33:39, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9286, loss: 1.9286 +2024-09-22 10:13:52,263 - pyskl - INFO - Epoch [148][1600/3405] lr: 1.755e-05, eta: 0:33:15, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9301, loss: 1.9301 +2024-09-22 10:14:14,485 - pyskl - INFO - Epoch [148][1700/3405] lr: 1.714e-05, eta: 0:32:52, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9285, loss: 1.9285 +2024-09-22 10:14:36,512 - pyskl - INFO - Epoch [148][1800/3405] lr: 1.674e-05, eta: 0:32:29, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9293, loss: 1.9293 +2024-09-22 10:14:58,882 - pyskl - INFO - Epoch [148][1900/3405] lr: 1.635e-05, eta: 0:32:06, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9279, loss: 1.9279 +2024-09-22 10:15:20,868 - pyskl - INFO - Epoch [148][2000/3405] lr: 1.596e-05, eta: 0:31:43, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9282, loss: 1.9282 +2024-09-22 10:15:42,370 - pyskl - INFO - Epoch [148][2100/3405] lr: 1.557e-05, eta: 0:31:19, time: 0.215, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9281, loss: 1.9281 +2024-09-22 10:16:04,458 - pyskl - INFO - Epoch [148][2200/3405] lr: 1.519e-05, eta: 0:30:56, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9288, loss: 1.9288 +2024-09-22 10:16:26,312 - pyskl - INFO - Epoch [148][2300/3405] lr: 1.481e-05, eta: 0:30:33, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9275, loss: 1.9275 +2024-09-22 10:16:48,584 - pyskl - INFO - Epoch [148][2400/3405] lr: 1.444e-05, eta: 0:30:10, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9281, loss: 1.9281 +2024-09-22 10:17:10,333 - pyskl - INFO - Epoch [148][2500/3405] lr: 1.408e-05, eta: 0:29:47, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9293, loss: 1.9293 +2024-09-22 10:17:32,811 - pyskl - INFO - Epoch [148][2600/3405] lr: 1.371e-05, eta: 0:29:23, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9286, loss: 1.9286 +2024-09-22 10:17:55,029 - pyskl - INFO - Epoch [148][2700/3405] lr: 1.336e-05, eta: 0:29:00, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9289, loss: 1.9289 +2024-09-22 10:18:17,086 - pyskl - INFO - Epoch [148][2800/3405] lr: 1.300e-05, eta: 0:28:37, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9282, loss: 1.9282 +2024-09-22 10:18:39,244 - pyskl - INFO - Epoch [148][2900/3405] lr: 1.265e-05, eta: 0:28:14, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9283, loss: 1.9283 +2024-09-22 10:19:01,109 - pyskl - INFO - Epoch [148][3000/3405] lr: 1.231e-05, eta: 0:27:51, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9298, loss: 1.9298 +2024-09-22 10:19:23,269 - pyskl - INFO - Epoch [148][3100/3405] lr: 1.197e-05, eta: 0:27:28, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9285, loss: 1.9285 +2024-09-22 10:19:44,758 - pyskl - INFO - Epoch [148][3200/3405] lr: 1.164e-05, eta: 0:27:04, time: 0.215, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9278, loss: 1.9278 +2024-09-22 10:20:06,867 - pyskl - INFO - Epoch [148][3300/3405] lr: 1.131e-05, eta: 0:26:41, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9314, loss: 1.9314 +2024-09-22 10:20:28,565 - pyskl - INFO - Epoch [148][3400/3405] lr: 1.098e-05, eta: 0:26:18, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9266, loss: 1.9266 +2024-09-22 10:20:30,313 - pyskl - INFO - Saving checkpoint at 148 epochs +2024-09-22 10:24:16,781 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-22 10:24:17,310 - pyskl - INFO - +top1_acc 0.8765 +top5_acc 0.9745 +2024-09-22 10:24:17,329 - pyskl - INFO - Epoch(val) [148][3718] top1_acc: 0.8765, top5_acc: 0.9745 +2024-09-22 10:25:07,580 - pyskl - INFO - Epoch [149][100/3405] lr: 1.065e-05, eta: 0:25:54, time: 0.502, data_time: 0.288, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9319, loss: 1.9319 +2024-09-22 10:25:30,018 - pyskl - INFO - Epoch [149][200/3405] lr: 1.033e-05, eta: 0:25:31, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9301, loss: 1.9301 +2024-09-22 10:25:51,256 - pyskl - INFO - Epoch [149][300/3405] lr: 1.002e-05, eta: 0:25:08, time: 0.212, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9299, loss: 1.9299 +2024-09-22 10:26:12,712 - pyskl - INFO - Epoch [149][400/3405] lr: 9.718e-06, eta: 0:24:45, time: 0.215, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9290, loss: 1.9290 +2024-09-22 10:26:35,035 - pyskl - INFO - Epoch [149][500/3405] lr: 9.417e-06, eta: 0:24:21, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9280, loss: 1.9280 +2024-09-22 10:26:57,519 - pyskl - INFO - Epoch [149][600/3405] lr: 9.121e-06, eta: 0:23:58, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9281, loss: 1.9281 +2024-09-22 10:27:20,230 - pyskl - INFO - Epoch [149][700/3405] lr: 8.830e-06, eta: 0:23:35, time: 0.227, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9287, loss: 1.9287 +2024-09-22 10:27:42,517 - pyskl - INFO - Epoch [149][800/3405] lr: 8.543e-06, eta: 0:23:12, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9291, loss: 1.9291 +2024-09-22 10:28:04,544 - pyskl - INFO - Epoch [149][900/3405] lr: 8.261e-06, eta: 0:22:49, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9288, loss: 1.9288 +2024-09-22 10:28:26,714 - pyskl - INFO - Epoch [149][1000/3405] lr: 7.984e-06, eta: 0:22:25, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9268, loss: 1.9268 +2024-09-22 10:28:48,670 - pyskl - INFO - Epoch [149][1100/3405] lr: 7.712e-06, eta: 0:22:02, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9287, loss: 1.9287 +2024-09-22 10:29:10,853 - pyskl - INFO - Epoch [149][1200/3405] lr: 7.444e-06, eta: 0:21:39, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9294, loss: 1.9294 +2024-09-22 10:29:33,342 - pyskl - INFO - Epoch [149][1300/3405] lr: 7.181e-06, eta: 0:21:16, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9283, loss: 1.9283 +2024-09-22 10:29:55,849 - pyskl - INFO - Epoch [149][1400/3405] lr: 6.923e-06, eta: 0:20:53, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9289, loss: 1.9289 +2024-09-22 10:30:17,805 - pyskl - INFO - Epoch [149][1500/3405] lr: 6.669e-06, eta: 0:20:30, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9266, loss: 1.9266 +2024-09-22 10:30:39,219 - pyskl - INFO - Epoch [149][1600/3405] lr: 6.420e-06, eta: 0:20:06, time: 0.214, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9302, loss: 1.9302 +2024-09-22 10:31:00,776 - pyskl - INFO - Epoch [149][1700/3405] lr: 6.176e-06, eta: 0:19:43, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9281, loss: 1.9281 +2024-09-22 10:31:22,453 - pyskl - INFO - Epoch [149][1800/3405] lr: 5.937e-06, eta: 0:19:20, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9274, loss: 1.9274 +2024-09-22 10:31:44,680 - pyskl - INFO - Epoch [149][1900/3405] lr: 5.703e-06, eta: 0:18:57, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9302, loss: 1.9302 +2024-09-22 10:32:07,004 - pyskl - INFO - Epoch [149][2000/3405] lr: 5.473e-06, eta: 0:18:34, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9295, loss: 1.9295 +2024-09-22 10:32:29,421 - pyskl - INFO - Epoch [149][2100/3405] lr: 5.248e-06, eta: 0:18:11, time: 0.224, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9300, loss: 1.9300 +2024-09-22 10:32:51,162 - pyskl - INFO - Epoch [149][2200/3405] lr: 5.027e-06, eta: 0:17:47, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9277, loss: 1.9277 +2024-09-22 10:33:12,899 - pyskl - INFO - Epoch [149][2300/3405] lr: 4.812e-06, eta: 0:17:24, time: 0.217, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9279, loss: 1.9279 +2024-09-22 10:33:35,694 - pyskl - INFO - Epoch [149][2400/3405] lr: 4.601e-06, eta: 0:17:01, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9294, loss: 1.9294 +2024-09-22 10:33:57,686 - pyskl - INFO - Epoch [149][2500/3405] lr: 4.394e-06, eta: 0:16:38, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9289, loss: 1.9289 +2024-09-22 10:34:19,247 - pyskl - INFO - Epoch [149][2600/3405] lr: 4.193e-06, eta: 0:16:15, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9289, loss: 1.9289 +2024-09-22 10:34:41,317 - pyskl - INFO - Epoch [149][2700/3405] lr: 3.996e-06, eta: 0:15:51, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9289, loss: 1.9289 +2024-09-22 10:35:03,481 - pyskl - INFO - Epoch [149][2800/3405] lr: 3.804e-06, eta: 0:15:28, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9289, loss: 1.9289 +2024-09-22 10:35:25,988 - pyskl - INFO - Epoch [149][2900/3405] lr: 3.617e-06, eta: 0:15:05, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9284, loss: 1.9284 +2024-09-22 10:35:48,526 - pyskl - INFO - Epoch [149][3000/3405] lr: 3.434e-06, eta: 0:14:42, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.9306, loss: 1.9306 +2024-09-22 10:36:09,676 - pyskl - INFO - Epoch [149][3100/3405] lr: 3.256e-06, eta: 0:14:19, time: 0.211, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9290, loss: 1.9290 +2024-09-22 10:36:31,465 - pyskl - INFO - Epoch [149][3200/3405] lr: 3.083e-06, eta: 0:13:56, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9280, loss: 1.9280 +2024-09-22 10:36:52,958 - pyskl - INFO - Epoch [149][3300/3405] lr: 2.915e-06, eta: 0:13:32, time: 0.215, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9295, loss: 1.9295 +2024-09-22 10:37:14,903 - pyskl - INFO - Epoch [149][3400/3405] lr: 2.751e-06, eta: 0:13:09, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9287, loss: 1.9287 +2024-09-22 10:37:16,683 - pyskl - INFO - Saving checkpoint at 149 epochs +2024-09-22 10:40:59,174 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-22 10:40:59,749 - pyskl - INFO - +top1_acc 0.8773 +top5_acc 0.9751 +2024-09-22 10:40:59,754 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/j_2/best_top1_acc_epoch_141.pth was removed +2024-09-22 10:40:59,913 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_149.pth. +2024-09-22 10:40:59,914 - pyskl - INFO - Best top1_acc is 0.8773 at 149 epoch. +2024-09-22 10:40:59,932 - pyskl - INFO - Epoch(val) [149][3718] top1_acc: 0.8773, top5_acc: 0.9751 +2024-09-22 10:41:48,642 - pyskl - INFO - Epoch [150][100/3405] lr: 2.584e-06, eta: 0:12:45, time: 0.487, data_time: 0.269, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9283, loss: 1.9283 +2024-09-22 10:42:10,257 - pyskl - INFO - Epoch [150][200/3405] lr: 2.430e-06, eta: 0:12:22, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9293, loss: 1.9293 +2024-09-22 10:42:32,497 - pyskl - INFO - Epoch [150][300/3405] lr: 2.281e-06, eta: 0:11:59, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9308, loss: 1.9308 +2024-09-22 10:42:53,757 - pyskl - INFO - Epoch [150][400/3405] lr: 2.137e-06, eta: 0:11:36, time: 0.213, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9294, loss: 1.9294 +2024-09-22 10:43:16,604 - pyskl - INFO - Epoch [150][500/3405] lr: 1.997e-06, eta: 0:11:12, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9308, loss: 1.9308 +2024-09-22 10:43:38,076 - pyskl - INFO - Epoch [150][600/3405] lr: 1.862e-06, eta: 0:10:49, time: 0.215, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9285, loss: 1.9285 +2024-09-22 10:44:00,147 - pyskl - INFO - Epoch [150][700/3405] lr: 1.731e-06, eta: 0:10:26, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9285, loss: 1.9285 +2024-09-22 10:44:22,980 - pyskl - INFO - Epoch [150][800/3405] lr: 1.606e-06, eta: 0:10:03, time: 0.228, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9282, loss: 1.9282 +2024-09-22 10:44:44,812 - pyskl - INFO - Epoch [150][900/3405] lr: 1.485e-06, eta: 0:09:40, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9268, loss: 1.9268 +2024-09-22 10:45:06,394 - pyskl - INFO - Epoch [150][1000/3405] lr: 1.369e-06, eta: 0:09:17, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9278, loss: 1.9278 +2024-09-22 10:45:28,439 - pyskl - INFO - Epoch [150][1100/3405] lr: 1.257e-06, eta: 0:08:53, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9290, loss: 1.9290 +2024-09-22 10:45:50,339 - pyskl - INFO - Epoch [150][1200/3405] lr: 1.151e-06, eta: 0:08:30, time: 0.219, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9275, loss: 1.9275 +2024-09-22 10:46:11,860 - pyskl - INFO - Epoch [150][1300/3405] lr: 1.049e-06, eta: 0:08:07, time: 0.215, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9274, loss: 1.9274 +2024-09-22 10:46:33,989 - pyskl - INFO - Epoch [150][1400/3405] lr: 9.515e-07, eta: 0:07:44, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9290, loss: 1.9290 +2024-09-22 10:46:56,210 - pyskl - INFO - Epoch [150][1500/3405] lr: 8.590e-07, eta: 0:07:21, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9280, loss: 1.9280 +2024-09-22 10:47:18,693 - pyskl - INFO - Epoch [150][1600/3405] lr: 7.712e-07, eta: 0:06:58, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.9297, loss: 1.9297 +2024-09-22 10:47:41,206 - pyskl - INFO - Epoch [150][1700/3405] lr: 6.882e-07, eta: 0:06:34, time: 0.225, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9284, loss: 1.9284 +2024-09-22 10:48:03,179 - pyskl - INFO - Epoch [150][1800/3405] lr: 6.099e-07, eta: 0:06:11, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9303, loss: 1.9303 +2024-09-22 10:48:24,707 - pyskl - INFO - Epoch [150][1900/3405] lr: 5.363e-07, eta: 0:05:48, time: 0.215, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9281, loss: 1.9281 +2024-09-22 10:48:46,838 - pyskl - INFO - Epoch [150][2000/3405] lr: 4.674e-07, eta: 0:05:25, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9295, loss: 1.9295 +2024-09-22 10:49:08,350 - pyskl - INFO - Epoch [150][2100/3405] lr: 4.033e-07, eta: 0:05:02, time: 0.215, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9288, loss: 1.9288 +2024-09-22 10:49:29,965 - pyskl - INFO - Epoch [150][2200/3405] lr: 3.439e-07, eta: 0:04:39, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9278, loss: 1.9278 +2024-09-22 10:49:52,123 - pyskl - INFO - Epoch [150][2300/3405] lr: 2.892e-07, eta: 0:04:15, time: 0.222, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9272, loss: 1.9272 +2024-09-22 10:50:13,695 - pyskl - INFO - Epoch [150][2400/3405] lr: 2.393e-07, eta: 0:03:52, time: 0.216, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9301, loss: 1.9301 +2024-09-22 10:50:35,524 - pyskl - INFO - Epoch [150][2500/3405] lr: 1.941e-07, eta: 0:03:29, time: 0.218, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9282, loss: 1.9282 +2024-09-22 10:50:58,573 - pyskl - INFO - Epoch [150][2600/3405] lr: 1.536e-07, eta: 0:03:06, time: 0.230, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9279, loss: 1.9279 +2024-09-22 10:51:20,089 - pyskl - INFO - Epoch [150][2700/3405] lr: 1.179e-07, eta: 0:02:43, time: 0.215, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9284, loss: 1.9284 +2024-09-22 10:51:41,393 - pyskl - INFO - Epoch [150][2800/3405] lr: 8.684e-08, eta: 0:02:20, time: 0.213, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9279, loss: 1.9279 +2024-09-22 10:52:02,566 - pyskl - INFO - Epoch [150][2900/3405] lr: 6.054e-08, eta: 0:01:56, time: 0.212, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9288, loss: 1.9288 +2024-09-22 10:52:23,780 - pyskl - INFO - Epoch [150][3000/3405] lr: 3.898e-08, eta: 0:01:33, time: 0.212, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9306, loss: 1.9306 +2024-09-22 10:52:45,820 - pyskl - INFO - Epoch [150][3100/3405] lr: 2.214e-08, eta: 0:01:10, time: 0.220, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9294, loss: 1.9294 +2024-09-22 10:53:08,404 - pyskl - INFO - Epoch [150][3200/3405] lr: 1.003e-08, eta: 0:00:47, time: 0.226, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9284, loss: 1.9284 +2024-09-22 10:53:30,678 - pyskl - INFO - Epoch [150][3300/3405] lr: 2.657e-09, eta: 0:00:24, time: 0.223, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9287, loss: 1.9287 +2024-09-22 10:53:52,748 - pyskl - INFO - Epoch [150][3400/3405] lr: 8.513e-12, eta: 0:00:01, time: 0.221, data_time: 0.000, memory: 5251, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.9277, loss: 1.9277 +2024-09-22 10:53:54,503 - pyskl - INFO - Saving checkpoint at 150 epochs +2024-09-22 10:57:36,899 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-09-22 10:57:37,460 - pyskl - INFO - +top1_acc 0.8775 +top5_acc 0.9751 +2024-09-22 10:57:37,465 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/j_2/best_top1_acc_epoch_149.pth was removed +2024-09-22 10:57:37,620 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_150.pth. +2024-09-22 10:57:37,621 - pyskl - INFO - Best top1_acc is 0.8775 at 150 epoch. +2024-09-22 10:57:37,639 - pyskl - INFO - Epoch(val) [150][3718] top1_acc: 0.8775, top5_acc: 0.9751 +2024-09-22 10:57:50,000 - pyskl - INFO - 59477 videos remain after valid thresholding +2024-09-22 11:33:16,282 - pyskl - INFO - Testing results of the last checkpoint +2024-09-22 11:33:16,283 - pyskl - INFO - top1_acc: 0.8795 +2024-09-22 11:33:16,283 - pyskl - INFO - top5_acc: 0.9761 +2024-09-22 11:33:16,284 - pyskl - INFO - load checkpoint from local path: ./work_dirs/test_prototype/ntu120_xset/j_2/best_top1_acc_epoch_150.pth +2024-09-22 12:09:00,840 - pyskl - INFO - Testing results of the best checkpoint +2024-09-22 12:09:00,840 - pyskl - INFO - top1_acc: 0.8795 +2024-09-22 12:09:00,840 - pyskl - INFO - top5_acc: 0.9761