2021-12-16 18:35:34,056 - mmaction - INFO - Environment info: ------------------------------------------------------------ sys.platform: linux Python: 3.7.3 (default, Mar 27 2019, 22:11:17) [GCC 7.3.0] CUDA available: True GPU 0,1,2,3,4,5,6,7: GeForce RTX 2080 Ti CUDA_HOME: /usr/local/cuda NVCC: Build cuda_11.1.TC455_06.29069683_0 GCC: gcc (Ubuntu 5.5.0-12ubuntu1) 5.5.0 20171010 PyTorch: 1.8.2+cu102 PyTorch compiling details: PyTorch built with: - GCC 7.3 - C++ Version: 201402 - Intel(R) Math Kernel Library Version 2020.0.0 Product Build 20191122 for Intel(R) 64 architecture applications - Intel(R) MKL-DNN v1.7.0 (Git Hash 7aed236906b1f7a05c0917e5257a1af05e9ff683) - OpenMP 201511 (a.k.a. OpenMP 4.5) - NNPACK is enabled - CPU capability usage: AVX2 - CUDA Runtime 10.2 - 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_70,code=sm_70 - CuDNN 7.6.5 - Magma 2.5.2 - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=10.2, CUDNN_VERSION=7.6.5, CXX_COMPILER=/opt/rh/devtoolset-7/root/usr/bin/c++, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -fopenmp -DNDEBUG -DUSE_KINETO -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -O2 -fPIC -Wno-narrowing -Wall -Wextra -Werror=return-type -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-variable -Wno-unused-function -Wno-unused-result -Wno-unused-local-typedefs -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-stringop-overflow -Wno-psabi -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_VERSION=1.8.2, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, TorchVision: 0.9.2+cu102 OpenCV: 4.2.0 MMCV: 1.3.16 MMCV Compiler: n/a MMCV CUDA Compiler: n/a MMAction2: 0.20.0+72ebc36 ------------------------------------------------------------ 2021-12-16 18:35:34,057 - mmaction - INFO - Distributed training: True 2021-12-16 18:35:34,268 - mmaction - INFO - Config: model = dict( type='SkeletonGCN', backbone=dict( type='STGCN', in_channels=3, edge_importance_weighting=True, graph_cfg=dict(layout='ntu-rgb+d', strategy='spatial')), cls_head=dict( type='STGCNHead', num_classes=60, in_channels=256, num_person=1, loss_cls=dict(type='CrossEntropyLoss')), train_cfg=None, test_cfg=None) dataset_type = 'PoseDataset' ann_file_train = 'data/babel/babel60_train.pkl' ann_file_val = 'data/babel/babel60_val.pkl' train_pipeline = [ dict(type='PoseDecode'), dict(type='FormatGCNInput', input_format='NCTVM', num_person=1), dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['keypoint']) ] val_pipeline = [ dict(type='PoseDecode'), dict(type='FormatGCNInput', input_format='NCTVM', num_person=1), dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['keypoint']) ] test_pipeline = [ dict(type='PoseDecode'), dict(type='FormatGCNInput', input_format='NCTVM', num_person=1), dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['keypoint']) ] data = dict( videos_per_gpu=16, workers_per_gpu=2, test_dataloader=dict(videos_per_gpu=1), train=dict( type='RepeatDataset', times=5, dataset=dict( type='PoseDataset', ann_file='data/babel/babel60_train.pkl', data_prefix='', pipeline=[ dict(type='PoseDecode'), dict( type='FormatGCNInput', input_format='NCTVM', num_person=1), dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['keypoint']) ])), val=dict( type='PoseDataset', ann_file='data/babel/babel60_val.pkl', data_prefix='', pipeline=[ dict(type='PoseDecode'), dict(type='FormatGCNInput', input_format='NCTVM', num_person=1), dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['keypoint']) ]), test=dict( type='PoseDataset', ann_file='data/babel/babel60_val.pkl', data_prefix='', pipeline=[ dict(type='PoseDecode'), dict(type='FormatGCNInput', input_format='NCTVM', num_person=1), dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['keypoint']) ])) optimizer = dict( type='SGD', lr=0.1, momentum=0.9, weight_decay=0.0001, nesterov=True) optimizer_config = dict(grad_clip=None) lr_config = dict(policy='step', step=[10, 14]) total_epochs = 16 checkpoint_config = dict(interval=1) evaluation = dict( interval=1, metrics=['top_k_accuracy', 'mean_class_accuracy']) log_config = dict(interval=100, hooks=[dict(type='TextLoggerHook')]) dist_params = dict(backend='nccl') log_level = 'INFO' work_dir = './work_dirs/babel/babel60_normal/' load_from = None resume_from = None workflow = [('train', 1)] gpu_ids = range(0, 8) omnisource = False module_hooks = [] 2021-12-16 18:35:40,991 - mmaction - INFO - Set random seed to 102502252, deterministic: False 2021-12-16 18:35:50,007 - mmaction - INFO - 45473 videos remain after valid thresholding 2021-12-16 18:35:54,043 - mmaction - INFO - 17067 videos remain after valid thresholding 2021-12-16 18:35:54,062 - mmaction - INFO - Start running, host: dhd@rtx2080ti-212, work_dir: /home/dhd/mmaction2/work_dirs/babel/babel60_normal 2021-12-16 18:35:54,062 - mmaction - INFO - Hooks will be executed in the following order: before_run: (VERY_HIGH ) StepLrUpdaterHook (NORMAL ) CheckpointHook (NORMAL ) DistEvalHook (VERY_LOW ) TextLoggerHook -------------------- before_train_epoch: (VERY_HIGH ) StepLrUpdaterHook (NORMAL ) DistSamplerSeedHook (NORMAL ) DistEvalHook (LOW ) IterTimerHook (VERY_LOW ) TextLoggerHook -------------------- before_train_iter: (VERY_HIGH ) StepLrUpdaterHook (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 -------------------- 2021-12-16 18:35:54,063 - mmaction - INFO - workflow: [('train', 1)], max: 16 epochs 2021-12-16 18:35:54,063 - mmaction - INFO - Checkpoints will be saved to /home/dhd/mmaction2/work_dirs/babel/babel60_normal by HardDiskBackend. 2021-12-16 18:36:38,465 - mmaction - INFO - Epoch [1][100/1777] lr: 1.000e-01, eta: 3:28:54, time: 0.442, data_time: 0.213, memory: 3400, top1_acc: 0.1816, top5_acc: 0.4419, loss_cls: 3.5012, loss: 3.5012 2021-12-16 18:36:59,791 - mmaction - INFO - Epoch [1][200/1777] lr: 1.000e-01, eta: 2:34:14, time: 0.213, data_time: 0.002, memory: 3400, top1_acc: 0.2580, top5_acc: 0.4999, loss_cls: 3.1106, loss: 3.1106 2021-12-16 18:37:21,228 - mmaction - INFO - Epoch [1][300/1777] lr: 1.000e-01, eta: 2:15:57, time: 0.214, data_time: 0.002, memory: 3400, top1_acc: 0.2961, top5_acc: 0.5395, loss_cls: 2.9406, loss: 2.9406 2021-12-16 18:37:42,797 - mmaction - INFO - Epoch [1][400/1777] lr: 1.000e-01, eta: 2:06:48, time: 0.216, data_time: 0.002, memory: 3400, top1_acc: 0.2985, top5_acc: 0.5563, loss_cls: 2.8688, loss: 2.8688 2021-12-16 18:38:04,406 - mmaction - INFO - Epoch [1][500/1777] lr: 1.000e-01, eta: 2:01:11, time: 0.216, data_time: 0.002, memory: 3400, top1_acc: 0.3207, top5_acc: 0.5757, loss_cls: 2.7846, loss: 2.7846 2021-12-16 18:38:26,078 - mmaction - INFO - Epoch [1][600/1777] lr: 1.000e-01, eta: 1:57:23, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.3295, top5_acc: 0.5933, loss_cls: 2.7113, loss: 2.7113 2021-12-16 18:38:47,733 - mmaction - INFO - Epoch [1][700/1777] lr: 1.000e-01, eta: 1:54:33, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.3355, top5_acc: 0.5988, loss_cls: 2.6803, loss: 2.6803 2021-12-16 18:39:09,401 - mmaction - INFO - Epoch [1][800/1777] lr: 1.000e-01, eta: 1:52:20, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.3323, top5_acc: 0.6016, loss_cls: 2.6765, loss: 2.6765 2021-12-16 18:39:31,058 - mmaction - INFO - Epoch [1][900/1777] lr: 1.000e-01, eta: 1:50:32, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.3507, top5_acc: 0.6270, loss_cls: 2.5986, loss: 2.5986 2021-12-16 18:39:52,705 - mmaction - INFO - Epoch [1][1000/1777] lr: 1.000e-01, eta: 1:49:01, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.3624, top5_acc: 0.6355, loss_cls: 2.5466, loss: 2.5466 2021-12-16 18:40:14,364 - mmaction - INFO - Epoch [1][1100/1777] lr: 1.000e-01, eta: 1:47:43, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.3633, top5_acc: 0.6412, loss_cls: 2.5217, loss: 2.5217 2021-12-16 18:40:36,023 - mmaction - INFO - Epoch [1][1200/1777] lr: 1.000e-01, eta: 1:46:34, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.3737, top5_acc: 0.6575, loss_cls: 2.4672, loss: 2.4672 2021-12-16 18:40:57,703 - mmaction - INFO - Epoch [1][1300/1777] lr: 1.000e-01, eta: 1:45:33, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.3706, top5_acc: 0.6555, loss_cls: 2.4664, loss: 2.4664 2021-12-16 18:41:19,370 - mmaction - INFO - Epoch [1][1400/1777] lr: 1.000e-01, eta: 1:44:37, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.3764, top5_acc: 0.6605, loss_cls: 2.4436, loss: 2.4436 2021-12-16 18:41:41,036 - mmaction - INFO - Epoch [1][1500/1777] lr: 1.000e-01, eta: 1:43:46, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.3736, top5_acc: 0.6658, loss_cls: 2.4346, loss: 2.4346 2021-12-16 18:42:02,695 - mmaction - INFO - Epoch [1][1600/1777] lr: 1.000e-01, eta: 1:42:58, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.3866, top5_acc: 0.6804, loss_cls: 2.3794, loss: 2.3794 2021-12-16 18:42:24,339 - mmaction - INFO - Epoch [1][1700/1777] lr: 1.000e-01, eta: 1:42:13, time: 0.216, data_time: 0.002, memory: 3400, top1_acc: 0.3898, top5_acc: 0.6799, loss_cls: 2.3788, loss: 2.3788 2021-12-16 18:42:41,653 - mmaction - INFO - Saving checkpoint at 1 epochs 2021-12-16 18:43:03,143 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-16 18:43:03,221 - mmaction - INFO - top1_acc 0.3784 top5_acc 0.6743 2021-12-16 18:43:03,221 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-16 18:43:03,232 - mmaction - INFO - mean_acc 0.1621 2021-12-16 18:43:03,318 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. 2021-12-16 18:43:03,319 - mmaction - INFO - Best top1_acc is 0.3784 at 1 epoch. 2021-12-16 18:43:03,324 - mmaction - INFO - Epoch(val) [1][134] top1_acc: 0.3784, top5_acc: 0.6743, mean_class_accuracy: 0.1621 2021-12-16 18:43:46,896 - mmaction - INFO - Epoch [2][100/1777] lr: 1.000e-01, eta: 1:42:12, time: 0.434, data_time: 0.222, memory: 3400, top1_acc: 0.3898, top5_acc: 0.6859, loss_cls: 2.3555, loss: 2.3555 2021-12-16 18:44:08,389 - mmaction - INFO - Epoch [2][200/1777] lr: 1.000e-01, eta: 1:41:28, time: 0.215, data_time: 0.002, memory: 3400, top1_acc: 0.3993, top5_acc: 0.6971, loss_cls: 2.3031, loss: 2.3031 2021-12-16 18:44:30,040 - mmaction - INFO - Epoch [2][300/1777] lr: 1.000e-01, eta: 1:40:47, time: 0.216, data_time: 0.002, memory: 3400, top1_acc: 0.3963, top5_acc: 0.6991, loss_cls: 2.2988, loss: 2.2988 2021-12-16 18:44:51,805 - mmaction - INFO - Epoch [2][400/1777] lr: 1.000e-01, eta: 1:40:10, time: 0.218, data_time: 0.002, memory: 3400, top1_acc: 0.4056, top5_acc: 0.7072, loss_cls: 2.2880, loss: 2.2880 2021-12-16 18:45:13,567 - mmaction - INFO - Epoch [2][500/1777] lr: 1.000e-01, eta: 1:39:34, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.4045, top5_acc: 0.7056, loss_cls: 2.2692, loss: 2.2692 2021-12-16 18:45:35,262 - mmaction - INFO - Epoch [2][600/1777] lr: 1.000e-01, eta: 1:38:59, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.4012, top5_acc: 0.7090, loss_cls: 2.2603, loss: 2.2603 2021-12-16 18:45:56,999 - mmaction - INFO - Epoch [2][700/1777] lr: 1.000e-01, eta: 1:38:25, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.4076, top5_acc: 0.7129, loss_cls: 2.2424, loss: 2.2424 2021-12-16 18:46:18,701 - mmaction - INFO - Epoch [2][800/1777] lr: 1.000e-01, eta: 1:37:52, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.4084, top5_acc: 0.7191, loss_cls: 2.2285, loss: 2.2285 2021-12-16 18:46:40,384 - mmaction - INFO - Epoch [2][900/1777] lr: 1.000e-01, eta: 1:37:19, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.4036, top5_acc: 0.7191, loss_cls: 2.2393, loss: 2.2393 2021-12-16 18:47:02,086 - mmaction - INFO - Epoch [2][1000/1777] lr: 1.000e-01, eta: 1:36:47, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.4122, top5_acc: 0.7223, loss_cls: 2.2145, loss: 2.2145 2021-12-16 18:47:23,755 - mmaction - INFO - Epoch [2][1100/1777] lr: 1.000e-01, eta: 1:36:16, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.4134, top5_acc: 0.7284, loss_cls: 2.2046, loss: 2.2046 2021-12-16 18:47:45,418 - mmaction - INFO - Epoch [2][1200/1777] lr: 1.000e-01, eta: 1:35:45, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.4066, top5_acc: 0.7265, loss_cls: 2.2111, loss: 2.2111 2021-12-16 18:48:07,094 - mmaction - INFO - Epoch [2][1300/1777] lr: 1.000e-01, eta: 1:35:15, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.4145, top5_acc: 0.7304, loss_cls: 2.1911, loss: 2.1911 2021-12-16 18:48:28,760 - mmaction - INFO - Epoch [2][1400/1777] lr: 1.000e-01, eta: 1:34:46, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.4166, top5_acc: 0.7354, loss_cls: 2.1626, loss: 2.1626 2021-12-16 18:48:50,459 - mmaction - INFO - Epoch [2][1500/1777] lr: 1.000e-01, eta: 1:34:17, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.4152, top5_acc: 0.7331, loss_cls: 2.1712, loss: 2.1712 2021-12-16 18:49:12,117 - mmaction - INFO - Epoch [2][1600/1777] lr: 1.000e-01, eta: 1:33:48, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.4123, top5_acc: 0.7358, loss_cls: 2.1706, loss: 2.1706 2021-12-16 18:49:33,751 - mmaction - INFO - Epoch [2][1700/1777] lr: 1.000e-01, eta: 1:33:20, time: 0.216, data_time: 0.002, memory: 3400, top1_acc: 0.4223, top5_acc: 0.7422, loss_cls: 2.1265, loss: 2.1265 2021-12-16 18:49:50,900 - mmaction - INFO - Saving checkpoint at 2 epochs 2021-12-16 18:50:12,239 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-16 18:50:12,313 - mmaction - INFO - top1_acc 0.3951 top5_acc 0.7102 2021-12-16 18:50:12,313 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-16 18:50:12,324 - mmaction - INFO - mean_acc 0.2093 2021-12-16 18:50:12,327 - mmaction - INFO - The previous best checkpoint /home/dhd/mmaction2/work_dirs/babel/babel60_normal/best_top1_acc_epoch_1.pth was removed 2021-12-16 18:50:12,398 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. 2021-12-16 18:50:12,398 - mmaction - INFO - Best top1_acc is 0.3951 at 2 epoch. 2021-12-16 18:50:12,403 - mmaction - INFO - Epoch(val) [2][134] top1_acc: 0.3951, top5_acc: 0.7102, mean_class_accuracy: 0.2093 2021-12-16 18:50:56,004 - mmaction - INFO - Epoch [3][100/1777] lr: 1.000e-01, eta: 1:33:06, time: 0.434, data_time: 0.218, memory: 3400, top1_acc: 0.4201, top5_acc: 0.7473, loss_cls: 2.1075, loss: 2.1075 2021-12-16 18:51:17,517 - mmaction - INFO - Epoch [3][200/1777] lr: 1.000e-01, eta: 1:32:36, time: 0.215, data_time: 0.002, memory: 3400, top1_acc: 0.4288, top5_acc: 0.7530, loss_cls: 2.0992, loss: 2.0992 2021-12-16 18:51:39,186 - mmaction - INFO - Epoch [3][300/1777] lr: 1.000e-01, eta: 1:32:08, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.4258, top5_acc: 0.7524, loss_cls: 2.1142, loss: 2.1142 2021-12-16 18:52:00,957 - mmaction - INFO - Epoch [3][400/1777] lr: 1.000e-01, eta: 1:31:41, time: 0.218, data_time: 0.002, memory: 3400, top1_acc: 0.4189, top5_acc: 0.7452, loss_cls: 2.1315, loss: 2.1315 2021-12-16 18:52:22,691 - mmaction - INFO - Epoch [3][500/1777] lr: 1.000e-01, eta: 1:31:14, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.4229, top5_acc: 0.7502, loss_cls: 2.1012, loss: 2.1012 2021-12-16 18:52:44,396 - mmaction - INFO - Epoch [3][600/1777] lr: 1.000e-01, eta: 1:30:47, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.4177, top5_acc: 0.7519, loss_cls: 2.1083, loss: 2.1083 2021-12-16 18:53:06,124 - mmaction - INFO - Epoch [3][700/1777] lr: 1.000e-01, eta: 1:30:21, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.4332, top5_acc: 0.7578, loss_cls: 2.0704, loss: 2.0704 2021-12-16 18:53:27,797 - mmaction - INFO - Epoch [3][800/1777] lr: 1.000e-01, eta: 1:29:54, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.4365, top5_acc: 0.7624, loss_cls: 2.0437, loss: 2.0437 2021-12-16 18:53:49,463 - mmaction - INFO - Epoch [3][900/1777] lr: 1.000e-01, eta: 1:29:28, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.4334, top5_acc: 0.7624, loss_cls: 2.0551, loss: 2.0551 2021-12-16 18:54:11,115 - mmaction - INFO - Epoch [3][1000/1777] lr: 1.000e-01, eta: 1:29:02, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.4425, top5_acc: 0.7759, loss_cls: 1.9949, loss: 1.9949 2021-12-16 18:54:32,805 - mmaction - INFO - Epoch [3][1100/1777] lr: 1.000e-01, eta: 1:28:36, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.4421, top5_acc: 0.7676, loss_cls: 2.0335, loss: 2.0335 2021-12-16 18:54:54,457 - mmaction - INFO - Epoch [3][1200/1777] lr: 1.000e-01, eta: 1:28:10, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.4348, top5_acc: 0.7643, loss_cls: 2.0390, loss: 2.0390 2021-12-16 18:55:16,070 - mmaction - INFO - Epoch [3][1300/1777] lr: 1.000e-01, eta: 1:27:44, time: 0.216, data_time: 0.002, memory: 3400, top1_acc: 0.4324, top5_acc: 0.7644, loss_cls: 2.0407, loss: 2.0407 2021-12-16 18:55:37,677 - mmaction - INFO - Epoch [3][1400/1777] lr: 1.000e-01, eta: 1:27:18, time: 0.216, data_time: 0.002, memory: 3400, top1_acc: 0.4466, top5_acc: 0.7730, loss_cls: 2.0014, loss: 2.0014 2021-12-16 18:55:59,311 - mmaction - INFO - Epoch [3][1500/1777] lr: 1.000e-01, eta: 1:26:53, time: 0.216, data_time: 0.002, memory: 3400, top1_acc: 0.4391, top5_acc: 0.7712, loss_cls: 2.0203, loss: 2.0203 2021-12-16 18:56:20,921 - mmaction - INFO - Epoch [3][1600/1777] lr: 1.000e-01, eta: 1:26:27, time: 0.216, data_time: 0.002, memory: 3400, top1_acc: 0.4459, top5_acc: 0.7801, loss_cls: 1.9812, loss: 1.9812 2021-12-16 18:56:42,537 - mmaction - INFO - Epoch [3][1700/1777] lr: 1.000e-01, eta: 1:26:02, time: 0.216, data_time: 0.002, memory: 3400, top1_acc: 0.4420, top5_acc: 0.7812, loss_cls: 1.9943, loss: 1.9943 2021-12-16 18:56:59,737 - mmaction - INFO - Saving checkpoint at 3 epochs 2021-12-16 18:57:21,314 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-16 18:57:21,383 - mmaction - INFO - top1_acc 0.4216 top5_acc 0.7343 2021-12-16 18:57:21,383 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-16 18:57:21,394 - mmaction - INFO - mean_acc 0.2560 2021-12-16 18:57:21,397 - mmaction - INFO - The previous best checkpoint /home/dhd/mmaction2/work_dirs/babel/babel60_normal/best_top1_acc_epoch_2.pth was removed 2021-12-16 18:57:21,476 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_3.pth. 2021-12-16 18:57:21,476 - mmaction - INFO - Best top1_acc is 0.4216 at 3 epoch. 2021-12-16 18:57:21,481 - mmaction - INFO - Epoch(val) [3][134] top1_acc: 0.4216, top5_acc: 0.7343, mean_class_accuracy: 0.2560 2021-12-16 18:58:05,517 - mmaction - INFO - Epoch [4][100/1777] lr: 1.000e-01, eta: 1:25:42, time: 0.439, data_time: 0.213, memory: 3400, top1_acc: 0.4447, top5_acc: 0.7905, loss_cls: 1.9675, loss: 1.9675 2021-12-16 18:58:26,989 - mmaction - INFO - Epoch [4][200/1777] lr: 1.000e-01, eta: 1:25:16, time: 0.215, data_time: 0.002, memory: 3400, top1_acc: 0.4445, top5_acc: 0.7855, loss_cls: 1.9698, loss: 1.9698 2021-12-16 18:58:48,584 - mmaction - INFO - Epoch [4][300/1777] lr: 1.000e-01, eta: 1:24:50, time: 0.216, data_time: 0.002, memory: 3400, top1_acc: 0.4449, top5_acc: 0.7895, loss_cls: 1.9644, loss: 1.9644 2021-12-16 18:59:10,308 - mmaction - INFO - Epoch [4][400/1777] lr: 1.000e-01, eta: 1:24:25, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.4500, top5_acc: 0.7845, loss_cls: 1.9627, loss: 1.9627 2021-12-16 18:59:32,024 - mmaction - INFO - Epoch [4][500/1777] lr: 1.000e-01, eta: 1:24:01, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.4473, top5_acc: 0.7880, loss_cls: 1.9468, loss: 1.9468 2021-12-16 18:59:53,708 - mmaction - INFO - Epoch [4][600/1777] lr: 1.000e-01, eta: 1:23:36, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.4525, top5_acc: 0.7892, loss_cls: 1.9340, loss: 1.9340 2021-12-16 19:00:15,366 - mmaction - INFO - Epoch [4][700/1777] lr: 1.000e-01, eta: 1:23:11, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.4459, top5_acc: 0.7930, loss_cls: 1.9368, loss: 1.9368 2021-12-16 19:00:37,038 - mmaction - INFO - Epoch [4][800/1777] lr: 1.000e-01, eta: 1:22:47, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.4478, top5_acc: 0.7958, loss_cls: 1.9233, loss: 1.9233 2021-12-16 19:00:58,696 - mmaction - INFO - Epoch [4][900/1777] lr: 1.000e-01, eta: 1:22:22, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.4523, top5_acc: 0.8030, loss_cls: 1.9026, loss: 1.9026 2021-12-16 19:01:20,374 - mmaction - INFO - Epoch [4][1000/1777] lr: 1.000e-01, eta: 1:21:58, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.4530, top5_acc: 0.7946, loss_cls: 1.9230, loss: 1.9230 2021-12-16 19:01:42,024 - mmaction - INFO - Epoch [4][1100/1777] lr: 1.000e-01, eta: 1:21:34, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.4559, top5_acc: 0.7955, loss_cls: 1.9153, loss: 1.9153 2021-12-16 19:02:03,653 - mmaction - INFO - Epoch [4][1200/1777] lr: 1.000e-01, eta: 1:21:10, time: 0.216, data_time: 0.002, memory: 3400, top1_acc: 0.4596, top5_acc: 0.8049, loss_cls: 1.8746, loss: 1.8746 2021-12-16 19:02:25,292 - mmaction - INFO - Epoch [4][1300/1777] lr: 1.000e-01, eta: 1:20:45, time: 0.216, data_time: 0.002, memory: 3400, top1_acc: 0.4624, top5_acc: 0.8034, loss_cls: 1.8872, loss: 1.8872 2021-12-16 19:02:46,911 - mmaction - INFO - Epoch [4][1400/1777] lr: 1.000e-01, eta: 1:20:21, time: 0.216, data_time: 0.002, memory: 3400, top1_acc: 0.4503, top5_acc: 0.8078, loss_cls: 1.8877, loss: 1.8877 2021-12-16 19:03:08,541 - mmaction - INFO - Epoch [4][1500/1777] lr: 1.000e-01, eta: 1:19:57, time: 0.216, data_time: 0.002, memory: 3400, top1_acc: 0.4560, top5_acc: 0.8023, loss_cls: 1.8909, loss: 1.8909 2021-12-16 19:03:30,163 - mmaction - INFO - Epoch [4][1600/1777] lr: 1.000e-01, eta: 1:19:33, time: 0.216, data_time: 0.002, memory: 3400, top1_acc: 0.4608, top5_acc: 0.8091, loss_cls: 1.8635, loss: 1.8635 2021-12-16 19:03:51,791 - mmaction - INFO - Epoch [4][1700/1777] lr: 1.000e-01, eta: 1:19:09, time: 0.216, data_time: 0.002, memory: 3400, top1_acc: 0.4567, top5_acc: 0.8080, loss_cls: 1.8772, loss: 1.8772 2021-12-16 19:04:09,137 - mmaction - INFO - Saving checkpoint at 4 epochs 2021-12-16 19:04:30,228 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-16 19:04:30,317 - mmaction - INFO - top1_acc 0.4208 top5_acc 0.7370 2021-12-16 19:04:30,317 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-16 19:04:30,328 - mmaction - INFO - mean_acc 0.2592 2021-12-16 19:04:30,331 - mmaction - INFO - Epoch(val) [4][134] top1_acc: 0.4208, top5_acc: 0.7370, mean_class_accuracy: 0.2592 2021-12-16 19:05:14,300 - mmaction - INFO - Epoch [5][100/1777] lr: 1.000e-01, eta: 1:18:43, time: 0.438, data_time: 0.222, memory: 3400, top1_acc: 0.4578, top5_acc: 0.8119, loss_cls: 1.8551, loss: 1.8551 2021-12-16 19:05:35,816 - mmaction - INFO - Epoch [5][200/1777] lr: 1.000e-01, eta: 1:18:19, time: 0.215, data_time: 0.002, memory: 3400, top1_acc: 0.4592, top5_acc: 0.8165, loss_cls: 1.8439, loss: 1.8439 2021-12-16 19:05:57,480 - mmaction - INFO - Epoch [5][300/1777] lr: 1.000e-01, eta: 1:17:55, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.4600, top5_acc: 0.8196, loss_cls: 1.8441, loss: 1.8441 2021-12-16 19:06:19,219 - mmaction - INFO - Epoch [5][400/1777] lr: 1.000e-01, eta: 1:17:31, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.4614, top5_acc: 0.8134, loss_cls: 1.8526, loss: 1.8526 2021-12-16 19:06:40,905 - mmaction - INFO - Epoch [5][500/1777] lr: 1.000e-01, eta: 1:17:07, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.4600, top5_acc: 0.8170, loss_cls: 1.8327, loss: 1.8327 2021-12-16 19:07:02,574 - mmaction - INFO - Epoch [5][600/1777] lr: 1.000e-01, eta: 1:16:44, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.4692, top5_acc: 0.8227, loss_cls: 1.8094, loss: 1.8094 2021-12-16 19:07:24,235 - mmaction - INFO - Epoch [5][700/1777] lr: 1.000e-01, eta: 1:16:20, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.4608, top5_acc: 0.8165, loss_cls: 1.8210, loss: 1.8210 2021-12-16 19:07:45,908 - mmaction - INFO - Epoch [5][800/1777] lr: 1.000e-01, eta: 1:15:56, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.4623, top5_acc: 0.8198, loss_cls: 1.8271, loss: 1.8271 2021-12-16 19:08:07,564 - mmaction - INFO - Epoch [5][900/1777] lr: 1.000e-01, eta: 1:15:33, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.4672, top5_acc: 0.8277, loss_cls: 1.7925, loss: 1.7925 2021-12-16 19:08:29,222 - mmaction - INFO - Epoch [5][1000/1777] lr: 1.000e-01, eta: 1:15:09, time: 0.216, data_time: 0.002, memory: 3400, top1_acc: 0.4668, top5_acc: 0.8223, loss_cls: 1.8083, loss: 1.8083 2021-12-16 19:08:50,884 - mmaction - INFO - Epoch [5][1100/1777] lr: 1.000e-01, eta: 1:14:46, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.4683, top5_acc: 0.8263, loss_cls: 1.7961, loss: 1.7961 2021-12-16 19:09:12,522 - mmaction - INFO - Epoch [5][1200/1777] lr: 1.000e-01, eta: 1:14:22, time: 0.216, data_time: 0.002, memory: 3400, top1_acc: 0.4687, top5_acc: 0.8247, loss_cls: 1.7984, loss: 1.7984 2021-12-16 19:09:34,181 - mmaction - INFO - Epoch [5][1300/1777] lr: 1.000e-01, eta: 1:13:59, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.4712, top5_acc: 0.8280, loss_cls: 1.7815, loss: 1.7815 2021-12-16 19:09:55,835 - mmaction - INFO - Epoch [5][1400/1777] lr: 1.000e-01, eta: 1:13:35, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.4766, top5_acc: 0.8316, loss_cls: 1.7660, loss: 1.7660 2021-12-16 19:10:17,459 - mmaction - INFO - Epoch [5][1500/1777] lr: 1.000e-01, eta: 1:13:12, time: 0.216, data_time: 0.002, memory: 3400, top1_acc: 0.4763, top5_acc: 0.8312, loss_cls: 1.7597, loss: 1.7597 2021-12-16 19:10:39,106 - mmaction - INFO - Epoch [5][1600/1777] lr: 1.000e-01, eta: 1:12:49, time: 0.216, data_time: 0.002, memory: 3400, top1_acc: 0.4851, top5_acc: 0.8348, loss_cls: 1.7451, loss: 1.7451 2021-12-16 19:11:00,708 - mmaction - INFO - Epoch [5][1700/1777] lr: 1.000e-01, eta: 1:12:25, time: 0.216, data_time: 0.002, memory: 3400, top1_acc: 0.4740, top5_acc: 0.8310, loss_cls: 1.7686, loss: 1.7686 2021-12-16 19:11:17,992 - mmaction - INFO - Saving checkpoint at 5 epochs 2021-12-16 19:11:39,167 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-16 19:11:39,238 - mmaction - INFO - top1_acc 0.4200 top5_acc 0.7324 2021-12-16 19:11:39,238 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-16 19:11:39,249 - mmaction - INFO - mean_acc 0.2597 2021-12-16 19:11:39,252 - mmaction - INFO - Epoch(val) [5][134] top1_acc: 0.4200, top5_acc: 0.7324, mean_class_accuracy: 0.2597 2021-12-16 19:12:23,914 - mmaction - INFO - Epoch [6][100/1777] lr: 1.000e-01, eta: 1:11:58, time: 0.445, data_time: 0.215, memory: 3400, top1_acc: 0.4938, top5_acc: 0.8506, loss_cls: 1.6881, loss: 1.6881 2021-12-16 19:12:45,376 - mmaction - INFO - Epoch [6][200/1777] lr: 1.000e-01, eta: 1:11:34, time: 0.215, data_time: 0.002, memory: 3400, top1_acc: 0.4791, top5_acc: 0.8402, loss_cls: 1.7398, loss: 1.7398 2021-12-16 19:13:06,979 - mmaction - INFO - Epoch [6][300/1777] lr: 1.000e-01, eta: 1:11:10, time: 0.216, data_time: 0.002, memory: 3400, top1_acc: 0.4801, top5_acc: 0.8470, loss_cls: 1.7227, loss: 1.7227 2021-12-16 19:13:28,692 - mmaction - INFO - Epoch [6][400/1777] lr: 1.000e-01, eta: 1:10:47, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.4818, top5_acc: 0.8440, loss_cls: 1.7226, loss: 1.7226 2021-12-16 19:13:50,379 - mmaction - INFO - Epoch [6][500/1777] lr: 1.000e-01, eta: 1:10:24, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.4784, top5_acc: 0.8440, loss_cls: 1.7278, loss: 1.7278 2021-12-16 19:14:12,041 - mmaction - INFO - Epoch [6][600/1777] lr: 1.000e-01, eta: 1:10:01, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.4902, top5_acc: 0.8393, loss_cls: 1.7145, loss: 1.7145 2021-12-16 19:14:33,731 - mmaction - INFO - Epoch [6][700/1777] lr: 1.000e-01, eta: 1:09:38, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.4829, top5_acc: 0.8462, loss_cls: 1.7178, loss: 1.7178 2021-12-16 19:14:55,405 - mmaction - INFO - Epoch [6][800/1777] lr: 1.000e-01, eta: 1:09:15, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.4898, top5_acc: 0.8504, loss_cls: 1.6818, loss: 1.6818 2021-12-16 19:15:17,014 - mmaction - INFO - Epoch [6][900/1777] lr: 1.000e-01, eta: 1:08:51, time: 0.216, data_time: 0.002, memory: 3400, top1_acc: 0.4850, top5_acc: 0.8475, loss_cls: 1.7013, loss: 1.7013 2021-12-16 19:15:38,666 - mmaction - INFO - Epoch [6][1000/1777] lr: 1.000e-01, eta: 1:08:28, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.4859, top5_acc: 0.8517, loss_cls: 1.6941, loss: 1.6941 2021-12-16 19:16:00,279 - mmaction - INFO - Epoch [6][1100/1777] lr: 1.000e-01, eta: 1:08:05, time: 0.216, data_time: 0.002, memory: 3400, top1_acc: 0.4891, top5_acc: 0.8560, loss_cls: 1.6734, loss: 1.6734 2021-12-16 19:16:21,895 - mmaction - INFO - Epoch [6][1200/1777] lr: 1.000e-01, eta: 1:07:42, time: 0.216, data_time: 0.002, memory: 3400, top1_acc: 0.4857, top5_acc: 0.8523, loss_cls: 1.6873, loss: 1.6873 2021-12-16 19:16:43,500 - mmaction - INFO - Epoch [6][1300/1777] lr: 1.000e-01, eta: 1:07:19, time: 0.216, data_time: 0.002, memory: 3400, top1_acc: 0.4858, top5_acc: 0.8497, loss_cls: 1.6876, loss: 1.6876 2021-12-16 19:17:05,138 - mmaction - INFO - Epoch [6][1400/1777] lr: 1.000e-01, eta: 1:06:56, time: 0.216, data_time: 0.002, memory: 3400, top1_acc: 0.4878, top5_acc: 0.8512, loss_cls: 1.6783, loss: 1.6783 2021-12-16 19:17:26,761 - mmaction - INFO - Epoch [6][1500/1777] lr: 1.000e-01, eta: 1:06:33, time: 0.216, data_time: 0.002, memory: 3400, top1_acc: 0.4893, top5_acc: 0.8516, loss_cls: 1.6677, loss: 1.6677 2021-12-16 19:17:48,392 - mmaction - INFO - Epoch [6][1600/1777] lr: 1.000e-01, eta: 1:06:10, time: 0.216, data_time: 0.002, memory: 3400, top1_acc: 0.4838, top5_acc: 0.8534, loss_cls: 1.6895, loss: 1.6895 2021-12-16 19:18:10,055 - mmaction - INFO - Epoch [6][1700/1777] lr: 1.000e-01, eta: 1:05:47, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.4870, top5_acc: 0.8580, loss_cls: 1.6725, loss: 1.6725 2021-12-16 19:18:27,260 - mmaction - INFO - Saving checkpoint at 6 epochs 2021-12-16 19:18:48,326 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-16 19:18:48,419 - mmaction - INFO - top1_acc 0.4095 top5_acc 0.7315 2021-12-16 19:18:48,419 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-16 19:18:48,429 - mmaction - INFO - mean_acc 0.2720 2021-12-16 19:18:48,432 - mmaction - INFO - Epoch(val) [6][134] top1_acc: 0.4095, top5_acc: 0.7315, mean_class_accuracy: 0.2720 2021-12-16 19:19:31,996 - mmaction - INFO - Epoch [7][100/1777] lr: 1.000e-01, eta: 1:05:15, time: 0.434, data_time: 0.215, memory: 3400, top1_acc: 0.4953, top5_acc: 0.8655, loss_cls: 1.6165, loss: 1.6165 2021-12-16 19:19:53,450 - mmaction - INFO - Epoch [7][200/1777] lr: 1.000e-01, eta: 1:04:51, time: 0.214, data_time: 0.002, memory: 3400, top1_acc: 0.4924, top5_acc: 0.8669, loss_cls: 1.6172, loss: 1.6172 2021-12-16 19:20:15,055 - mmaction - INFO - Epoch [7][300/1777] lr: 1.000e-01, eta: 1:04:28, time: 0.216, data_time: 0.002, memory: 3400, top1_acc: 0.5006, top5_acc: 0.8688, loss_cls: 1.6036, loss: 1.6036 2021-12-16 19:20:36,773 - mmaction - INFO - Epoch [7][400/1777] lr: 1.000e-01, eta: 1:04:06, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.4998, top5_acc: 0.8660, loss_cls: 1.6054, loss: 1.6054 2021-12-16 19:20:58,454 - mmaction - INFO - Epoch [7][500/1777] lr: 1.000e-01, eta: 1:03:43, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.4980, top5_acc: 0.8631, loss_cls: 1.6146, loss: 1.6146 2021-12-16 19:21:20,153 - mmaction - INFO - Epoch [7][600/1777] lr: 1.000e-01, eta: 1:03:20, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.4935, top5_acc: 0.8650, loss_cls: 1.6293, loss: 1.6293 2021-12-16 19:21:41,822 - mmaction - INFO - Epoch [7][700/1777] lr: 1.000e-01, eta: 1:02:57, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.5013, top5_acc: 0.8663, loss_cls: 1.6039, loss: 1.6039 2021-12-16 19:22:03,471 - mmaction - INFO - Epoch [7][800/1777] lr: 1.000e-01, eta: 1:02:34, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.5007, top5_acc: 0.8703, loss_cls: 1.6000, loss: 1.6000 2021-12-16 19:22:25,121 - mmaction - INFO - Epoch [7][900/1777] lr: 1.000e-01, eta: 1:02:11, time: 0.216, data_time: 0.002, memory: 3400, top1_acc: 0.4945, top5_acc: 0.8673, loss_cls: 1.6096, loss: 1.6096 2021-12-16 19:22:46,757 - mmaction - INFO - Epoch [7][1000/1777] lr: 1.000e-01, eta: 1:01:49, time: 0.216, data_time: 0.002, memory: 3400, top1_acc: 0.4997, top5_acc: 0.8661, loss_cls: 1.6062, loss: 1.6062 2021-12-16 19:23:08,398 - mmaction - INFO - Epoch [7][1100/1777] lr: 1.000e-01, eta: 1:01:26, time: 0.216, data_time: 0.002, memory: 3400, top1_acc: 0.5032, top5_acc: 0.8681, loss_cls: 1.6035, loss: 1.6035 2021-12-16 19:23:30,046 - mmaction - INFO - Epoch [7][1200/1777] lr: 1.000e-01, eta: 1:01:03, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.5024, top5_acc: 0.8729, loss_cls: 1.5870, loss: 1.5870 2021-12-16 19:23:51,683 - mmaction - INFO - Epoch [7][1300/1777] lr: 1.000e-01, eta: 1:00:40, time: 0.216, data_time: 0.002, memory: 3400, top1_acc: 0.5097, top5_acc: 0.8744, loss_cls: 1.5680, loss: 1.5680 2021-12-16 19:24:13,333 - mmaction - INFO - Epoch [7][1400/1777] lr: 1.000e-01, eta: 1:00:18, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.4995, top5_acc: 0.8738, loss_cls: 1.5766, loss: 1.5766 2021-12-16 19:24:34,930 - mmaction - INFO - Epoch [7][1500/1777] lr: 1.000e-01, eta: 0:59:55, time: 0.216, data_time: 0.002, memory: 3400, top1_acc: 0.4956, top5_acc: 0.8757, loss_cls: 1.5865, loss: 1.5865 2021-12-16 19:24:56,564 - mmaction - INFO - Epoch [7][1600/1777] lr: 1.000e-01, eta: 0:59:32, time: 0.216, data_time: 0.002, memory: 3400, top1_acc: 0.5005, top5_acc: 0.8741, loss_cls: 1.5806, loss: 1.5806 2021-12-16 19:25:18,190 - mmaction - INFO - Epoch [7][1700/1777] lr: 1.000e-01, eta: 0:59:09, time: 0.216, data_time: 0.002, memory: 3400, top1_acc: 0.5061, top5_acc: 0.8809, loss_cls: 1.5604, loss: 1.5604 2021-12-16 19:25:35,477 - mmaction - INFO - Saving checkpoint at 7 epochs 2021-12-16 19:25:57,064 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-16 19:25:57,134 - mmaction - INFO - top1_acc 0.4117 top5_acc 0.7243 2021-12-16 19:25:57,134 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-16 19:25:57,144 - mmaction - INFO - mean_acc 0.2603 2021-12-16 19:25:57,147 - mmaction - INFO - Epoch(val) [7][134] top1_acc: 0.4117, top5_acc: 0.7243, mean_class_accuracy: 0.2603 2021-12-16 19:26:40,096 - mmaction - INFO - Epoch [8][100/1777] lr: 1.000e-01, eta: 0:58:35, time: 0.428, data_time: 0.213, memory: 3400, top1_acc: 0.5184, top5_acc: 0.8901, loss_cls: 1.5135, loss: 1.5135 2021-12-16 19:27:01,598 - mmaction - INFO - Epoch [8][200/1777] lr: 1.000e-01, eta: 0:58:12, time: 0.215, data_time: 0.002, memory: 3400, top1_acc: 0.5101, top5_acc: 0.8904, loss_cls: 1.5191, loss: 1.5191 2021-12-16 19:27:23,203 - mmaction - INFO - Epoch [8][300/1777] lr: 1.000e-01, eta: 0:57:49, time: 0.216, data_time: 0.002, memory: 3400, top1_acc: 0.5115, top5_acc: 0.8868, loss_cls: 1.5400, loss: 1.5400 2021-12-16 19:27:44,932 - mmaction - INFO - Epoch [8][400/1777] lr: 1.000e-01, eta: 0:57:27, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.5140, top5_acc: 0.8862, loss_cls: 1.5164, loss: 1.5164 2021-12-16 19:28:06,675 - mmaction - INFO - Epoch [8][500/1777] lr: 1.000e-01, eta: 0:57:04, time: 0.218, data_time: 0.002, memory: 3400, top1_acc: 0.5087, top5_acc: 0.8865, loss_cls: 1.5167, loss: 1.5167 2021-12-16 19:28:28,388 - mmaction - INFO - Epoch [8][600/1777] lr: 1.000e-01, eta: 0:56:42, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.5234, top5_acc: 0.8888, loss_cls: 1.4939, loss: 1.4939 2021-12-16 19:28:50,077 - mmaction - INFO - Epoch [8][700/1777] lr: 1.000e-01, eta: 0:56:19, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.5238, top5_acc: 0.8904, loss_cls: 1.4999, loss: 1.4999 2021-12-16 19:29:11,788 - mmaction - INFO - Epoch [8][800/1777] lr: 1.000e-01, eta: 0:55:56, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.5156, top5_acc: 0.8900, loss_cls: 1.5149, loss: 1.5149 2021-12-16 19:29:33,485 - mmaction - INFO - Epoch [8][900/1777] lr: 1.000e-01, eta: 0:55:34, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.5143, top5_acc: 0.8818, loss_cls: 1.5246, loss: 1.5246 2021-12-16 19:29:55,152 - mmaction - INFO - Epoch [8][1000/1777] lr: 1.000e-01, eta: 0:55:11, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.5191, top5_acc: 0.8926, loss_cls: 1.4997, loss: 1.4997 2021-12-16 19:30:16,778 - mmaction - INFO - Epoch [8][1100/1777] lr: 1.000e-01, eta: 0:54:49, time: 0.216, data_time: 0.002, memory: 3400, top1_acc: 0.5220, top5_acc: 0.8946, loss_cls: 1.4888, loss: 1.4888 2021-12-16 19:30:38,426 - mmaction - INFO - Epoch [8][1200/1777] lr: 1.000e-01, eta: 0:54:26, time: 0.216, data_time: 0.002, memory: 3400, top1_acc: 0.5102, top5_acc: 0.8923, loss_cls: 1.5056, loss: 1.5056 2021-12-16 19:31:00,082 - mmaction - INFO - Epoch [8][1300/1777] lr: 1.000e-01, eta: 0:54:04, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.5182, top5_acc: 0.8966, loss_cls: 1.4865, loss: 1.4865 2021-12-16 19:31:21,735 - mmaction - INFO - Epoch [8][1400/1777] lr: 1.000e-01, eta: 0:53:41, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.5255, top5_acc: 0.8932, loss_cls: 1.4806, loss: 1.4806 2021-12-16 19:31:43,415 - mmaction - INFO - Epoch [8][1500/1777] lr: 1.000e-01, eta: 0:53:19, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.5183, top5_acc: 0.8960, loss_cls: 1.4789, loss: 1.4789 2021-12-16 19:32:05,081 - mmaction - INFO - Epoch [8][1600/1777] lr: 1.000e-01, eta: 0:52:56, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.5105, top5_acc: 0.8947, loss_cls: 1.4973, loss: 1.4973 2021-12-16 19:32:26,735 - mmaction - INFO - Epoch [8][1700/1777] lr: 1.000e-01, eta: 0:52:34, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.5153, top5_acc: 0.8959, loss_cls: 1.4831, loss: 1.4831 2021-12-16 19:32:44,006 - mmaction - INFO - Saving checkpoint at 8 epochs 2021-12-16 19:33:05,325 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-16 19:33:05,397 - mmaction - INFO - top1_acc 0.4010 top5_acc 0.7322 2021-12-16 19:33:05,397 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-16 19:33:05,408 - mmaction - INFO - mean_acc 0.2452 2021-12-16 19:33:05,410 - mmaction - INFO - Epoch(val) [8][134] top1_acc: 0.4010, top5_acc: 0.7322, mean_class_accuracy: 0.2452 2021-12-16 19:33:49,514 - mmaction - INFO - Epoch [9][100/1777] lr: 1.000e-01, eta: 0:51:59, time: 0.439, data_time: 0.215, memory: 3400, top1_acc: 0.5298, top5_acc: 0.9066, loss_cls: 1.4351, loss: 1.4351 2021-12-16 19:34:11,017 - mmaction - INFO - Epoch [9][200/1777] lr: 1.000e-01, eta: 0:51:37, time: 0.215, data_time: 0.002, memory: 3400, top1_acc: 0.5394, top5_acc: 0.9030, loss_cls: 1.4152, loss: 1.4152 2021-12-16 19:34:32,665 - mmaction - INFO - Epoch [9][300/1777] lr: 1.000e-01, eta: 0:51:14, time: 0.216, data_time: 0.002, memory: 3400, top1_acc: 0.5324, top5_acc: 0.9052, loss_cls: 1.4314, loss: 1.4314 2021-12-16 19:34:54,406 - mmaction - INFO - Epoch [9][400/1777] lr: 1.000e-01, eta: 0:50:52, time: 0.218, data_time: 0.002, memory: 3400, top1_acc: 0.5314, top5_acc: 0.9005, loss_cls: 1.4361, loss: 1.4361 2021-12-16 19:35:16,151 - mmaction - INFO - Epoch [9][500/1777] lr: 1.000e-01, eta: 0:50:29, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.5248, top5_acc: 0.9010, loss_cls: 1.4498, loss: 1.4498 2021-12-16 19:35:37,911 - mmaction - INFO - Epoch [9][600/1777] lr: 1.000e-01, eta: 0:50:07, time: 0.218, data_time: 0.002, memory: 3400, top1_acc: 0.5324, top5_acc: 0.9060, loss_cls: 1.4128, loss: 1.4128 2021-12-16 19:35:59,667 - mmaction - INFO - Epoch [9][700/1777] lr: 1.000e-01, eta: 0:49:45, time: 0.218, data_time: 0.002, memory: 3400, top1_acc: 0.5305, top5_acc: 0.9061, loss_cls: 1.4260, loss: 1.4260 2021-12-16 19:36:21,382 - mmaction - INFO - Epoch [9][800/1777] lr: 1.000e-01, eta: 0:49:22, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.5370, top5_acc: 0.9057, loss_cls: 1.4139, loss: 1.4139 2021-12-16 19:36:43,068 - mmaction - INFO - Epoch [9][900/1777] lr: 1.000e-01, eta: 0:49:00, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.5341, top5_acc: 0.9088, loss_cls: 1.4168, loss: 1.4168 2021-12-16 19:37:04,742 - mmaction - INFO - Epoch [9][1000/1777] lr: 1.000e-01, eta: 0:48:37, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.5320, top5_acc: 0.9095, loss_cls: 1.4056, loss: 1.4056 2021-12-16 19:37:26,395 - mmaction - INFO - Epoch [9][1100/1777] lr: 1.000e-01, eta: 0:48:15, time: 0.216, data_time: 0.002, memory: 3400, top1_acc: 0.5316, top5_acc: 0.9079, loss_cls: 1.4035, loss: 1.4035 2021-12-16 19:37:48,062 - mmaction - INFO - Epoch [9][1200/1777] lr: 1.000e-01, eta: 0:47:52, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.5303, top5_acc: 0.9112, loss_cls: 1.4055, loss: 1.4055 2021-12-16 19:38:09,715 - mmaction - INFO - Epoch [9][1300/1777] lr: 1.000e-01, eta: 0:47:30, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.5273, top5_acc: 0.9097, loss_cls: 1.4196, loss: 1.4196 2021-12-16 19:38:31,346 - mmaction - INFO - Epoch [9][1400/1777] lr: 1.000e-01, eta: 0:47:08, time: 0.216, data_time: 0.002, memory: 3400, top1_acc: 0.5400, top5_acc: 0.9094, loss_cls: 1.3879, loss: 1.3879 2021-12-16 19:38:52,963 - mmaction - INFO - Epoch [9][1500/1777] lr: 1.000e-01, eta: 0:46:45, time: 0.216, data_time: 0.002, memory: 3400, top1_acc: 0.5306, top5_acc: 0.9094, loss_cls: 1.4046, loss: 1.4046 2021-12-16 19:39:14,599 - mmaction - INFO - Epoch [9][1600/1777] lr: 1.000e-01, eta: 0:46:23, time: 0.216, data_time: 0.002, memory: 3400, top1_acc: 0.5320, top5_acc: 0.9159, loss_cls: 1.4003, loss: 1.4003 2021-12-16 19:39:36,208 - mmaction - INFO - Epoch [9][1700/1777] lr: 1.000e-01, eta: 0:46:00, time: 0.216, data_time: 0.002, memory: 3400, top1_acc: 0.5377, top5_acc: 0.9128, loss_cls: 1.3838, loss: 1.3838 2021-12-16 19:39:53,493 - mmaction - INFO - Saving checkpoint at 9 epochs 2021-12-16 19:40:14,518 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-16 19:40:14,594 - mmaction - INFO - top1_acc 0.4023 top5_acc 0.7217 2021-12-16 19:40:14,594 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-16 19:40:14,605 - mmaction - INFO - mean_acc 0.2968 2021-12-16 19:40:14,608 - mmaction - INFO - Epoch(val) [9][134] top1_acc: 0.4023, top5_acc: 0.7217, mean_class_accuracy: 0.2968 2021-12-16 19:40:58,112 - mmaction - INFO - Epoch [10][100/1777] lr: 1.000e-01, eta: 0:45:25, time: 0.433, data_time: 0.221, memory: 3400, top1_acc: 0.5531, top5_acc: 0.9241, loss_cls: 1.3158, loss: 1.3158 2021-12-16 19:41:19,620 - mmaction - INFO - Epoch [10][200/1777] lr: 1.000e-01, eta: 0:45:02, time: 0.215, data_time: 0.002, memory: 3400, top1_acc: 0.5530, top5_acc: 0.9215, loss_cls: 1.3302, loss: 1.3302 2021-12-16 19:41:41,216 - mmaction - INFO - Epoch [10][300/1777] lr: 1.000e-01, eta: 0:44:40, time: 0.216, data_time: 0.002, memory: 3400, top1_acc: 0.5517, top5_acc: 0.9192, loss_cls: 1.3445, loss: 1.3445 2021-12-16 19:42:02,931 - mmaction - INFO - Epoch [10][400/1777] lr: 1.000e-01, eta: 0:44:17, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.5378, top5_acc: 0.9173, loss_cls: 1.3711, loss: 1.3711 2021-12-16 19:42:24,645 - mmaction - INFO - Epoch [10][500/1777] lr: 1.000e-01, eta: 0:43:55, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.5458, top5_acc: 0.9213, loss_cls: 1.3409, loss: 1.3409 2021-12-16 19:42:46,343 - mmaction - INFO - Epoch [10][600/1777] lr: 1.000e-01, eta: 0:43:33, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.5464, top5_acc: 0.9225, loss_cls: 1.3499, loss: 1.3499 2021-12-16 19:43:08,053 - mmaction - INFO - Epoch [10][700/1777] lr: 1.000e-01, eta: 0:43:10, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.5410, top5_acc: 0.9227, loss_cls: 1.3493, loss: 1.3493 2021-12-16 19:43:29,727 - mmaction - INFO - Epoch [10][800/1777] lr: 1.000e-01, eta: 0:42:48, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.5392, top5_acc: 0.9188, loss_cls: 1.3650, loss: 1.3650 2021-12-16 19:43:51,370 - mmaction - INFO - Epoch [10][900/1777] lr: 1.000e-01, eta: 0:42:26, time: 0.216, data_time: 0.002, memory: 3400, top1_acc: 0.5486, top5_acc: 0.9228, loss_cls: 1.3322, loss: 1.3322 2021-12-16 19:44:13,021 - mmaction - INFO - Epoch [10][1000/1777] lr: 1.000e-01, eta: 0:42:03, time: 0.216, data_time: 0.002, memory: 3400, top1_acc: 0.5516, top5_acc: 0.9266, loss_cls: 1.3255, loss: 1.3255 2021-12-16 19:44:34,674 - mmaction - INFO - Epoch [10][1100/1777] lr: 1.000e-01, eta: 0:41:41, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.5443, top5_acc: 0.9211, loss_cls: 1.3475, loss: 1.3475 2021-12-16 19:44:56,325 - mmaction - INFO - Epoch [10][1200/1777] lr: 1.000e-01, eta: 0:41:19, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.5406, top5_acc: 0.9221, loss_cls: 1.3382, loss: 1.3382 2021-12-16 19:45:17,943 - mmaction - INFO - Epoch [10][1300/1777] lr: 1.000e-01, eta: 0:40:56, time: 0.216, data_time: 0.002, memory: 3400, top1_acc: 0.5474, top5_acc: 0.9223, loss_cls: 1.3380, loss: 1.3380 2021-12-16 19:45:39,569 - mmaction - INFO - Epoch [10][1400/1777] lr: 1.000e-01, eta: 0:40:34, time: 0.216, data_time: 0.002, memory: 3400, top1_acc: 0.5465, top5_acc: 0.9236, loss_cls: 1.3373, loss: 1.3373 2021-12-16 19:46:01,162 - mmaction - INFO - Epoch [10][1500/1777] lr: 1.000e-01, eta: 0:40:12, time: 0.216, data_time: 0.002, memory: 3400, top1_acc: 0.5527, top5_acc: 0.9273, loss_cls: 1.3236, loss: 1.3236 2021-12-16 19:46:22,782 - mmaction - INFO - Epoch [10][1600/1777] lr: 1.000e-01, eta: 0:39:49, time: 0.216, data_time: 0.002, memory: 3400, top1_acc: 0.5455, top5_acc: 0.9243, loss_cls: 1.3251, loss: 1.3251 2021-12-16 19:46:44,436 - mmaction - INFO - Epoch [10][1700/1777] lr: 1.000e-01, eta: 0:39:27, time: 0.216, data_time: 0.002, memory: 3400, top1_acc: 0.5467, top5_acc: 0.9238, loss_cls: 1.3334, loss: 1.3334 2021-12-16 19:47:01,671 - mmaction - INFO - Saving checkpoint at 10 epochs 2021-12-16 19:47:23,476 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-16 19:47:23,556 - mmaction - INFO - top1_acc 0.3857 top5_acc 0.7084 2021-12-16 19:47:23,556 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-16 19:47:23,566 - mmaction - INFO - mean_acc 0.2613 2021-12-16 19:47:23,569 - mmaction - INFO - Epoch(val) [10][134] top1_acc: 0.3857, top5_acc: 0.7084, mean_class_accuracy: 0.2613 2021-12-16 19:48:07,438 - mmaction - INFO - Epoch [11][100/1777] lr: 1.000e-02, eta: 0:38:51, time: 0.437, data_time: 0.225, memory: 3400, top1_acc: 0.6000, top5_acc: 0.9503, loss_cls: 1.1271, loss: 1.1271 2021-12-16 19:48:28,918 - mmaction - INFO - Epoch [11][200/1777] lr: 1.000e-02, eta: 0:38:28, time: 0.215, data_time: 0.002, memory: 3400, top1_acc: 0.6073, top5_acc: 0.9619, loss_cls: 1.0576, loss: 1.0576 2021-12-16 19:48:50,518 - mmaction - INFO - Epoch [11][300/1777] lr: 1.000e-02, eta: 0:38:06, time: 0.216, data_time: 0.002, memory: 3400, top1_acc: 0.6188, top5_acc: 0.9683, loss_cls: 0.9952, loss: 0.9952 2021-12-16 19:49:12,267 - mmaction - INFO - Epoch [11][400/1777] lr: 1.000e-02, eta: 0:37:44, time: 0.218, data_time: 0.002, memory: 3400, top1_acc: 0.6185, top5_acc: 0.9686, loss_cls: 0.9920, loss: 0.9920 2021-12-16 19:49:33,977 - mmaction - INFO - Epoch [11][500/1777] lr: 1.000e-02, eta: 0:37:21, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.6241, top5_acc: 0.9712, loss_cls: 0.9626, loss: 0.9626 2021-12-16 19:49:55,686 - mmaction - INFO - Epoch [11][600/1777] lr: 1.000e-02, eta: 0:36:59, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.6173, top5_acc: 0.9723, loss_cls: 0.9688, loss: 0.9688 2021-12-16 19:50:17,365 - mmaction - INFO - Epoch [11][700/1777] lr: 1.000e-02, eta: 0:36:37, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.6280, top5_acc: 0.9755, loss_cls: 0.9411, loss: 0.9411 2021-12-16 19:50:39,036 - mmaction - INFO - Epoch [11][800/1777] lr: 1.000e-02, eta: 0:36:15, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.6167, top5_acc: 0.9748, loss_cls: 0.9516, loss: 0.9516 2021-12-16 19:51:00,711 - mmaction - INFO - Epoch [11][900/1777] lr: 1.000e-02, eta: 0:35:52, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.6356, top5_acc: 0.9769, loss_cls: 0.9145, loss: 0.9145 2021-12-16 19:51:22,369 - mmaction - INFO - Epoch [11][1000/1777] lr: 1.000e-02, eta: 0:35:30, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.6311, top5_acc: 0.9756, loss_cls: 0.9295, loss: 0.9295 2021-12-16 19:51:43,963 - mmaction - INFO - Epoch [11][1100/1777] lr: 1.000e-02, eta: 0:35:08, time: 0.216, data_time: 0.002, memory: 3400, top1_acc: 0.6282, top5_acc: 0.9779, loss_cls: 0.9211, loss: 0.9211 2021-12-16 19:52:05,613 - mmaction - INFO - Epoch [11][1200/1777] lr: 1.000e-02, eta: 0:34:46, time: 0.216, data_time: 0.002, memory: 3400, top1_acc: 0.6248, top5_acc: 0.9800, loss_cls: 0.9030, loss: 0.9030 2021-12-16 19:52:27,256 - mmaction - INFO - Epoch [11][1300/1777] lr: 1.000e-02, eta: 0:34:23, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.6349, top5_acc: 0.9830, loss_cls: 0.8852, loss: 0.8852 2021-12-16 19:52:48,873 - mmaction - INFO - Epoch [11][1400/1777] lr: 1.000e-02, eta: 0:34:01, time: 0.216, data_time: 0.002, memory: 3400, top1_acc: 0.6316, top5_acc: 0.9789, loss_cls: 0.9035, loss: 0.9035 2021-12-16 19:53:10,555 - mmaction - INFO - Epoch [11][1500/1777] lr: 1.000e-02, eta: 0:33:39, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.6268, top5_acc: 0.9798, loss_cls: 0.8923, loss: 0.8923 2021-12-16 19:53:32,213 - mmaction - INFO - Epoch [11][1600/1777] lr: 1.000e-02, eta: 0:33:17, time: 0.216, data_time: 0.002, memory: 3400, top1_acc: 0.6373, top5_acc: 0.9812, loss_cls: 0.8695, loss: 0.8695 2021-12-16 19:53:53,832 - mmaction - INFO - Epoch [11][1700/1777] lr: 1.000e-02, eta: 0:32:54, time: 0.216, data_time: 0.002, memory: 3400, top1_acc: 0.6259, top5_acc: 0.9827, loss_cls: 0.8946, loss: 0.8946 2021-12-16 19:54:11,127 - mmaction - INFO - Saving checkpoint at 11 epochs 2021-12-16 19:54:32,442 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-16 19:54:32,521 - mmaction - INFO - top1_acc 0.4217 top5_acc 0.7401 2021-12-16 19:54:32,521 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-16 19:54:32,532 - mmaction - INFO - mean_acc 0.2909 2021-12-16 19:54:32,536 - mmaction - INFO - The previous best checkpoint /home/dhd/mmaction2/work_dirs/babel/babel60_normal/best_top1_acc_epoch_3.pth was removed 2021-12-16 19:54:32,602 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_11.pth. 2021-12-16 19:54:32,603 - mmaction - INFO - Best top1_acc is 0.4217 at 11 epoch. 2021-12-16 19:54:32,607 - mmaction - INFO - Epoch(val) [11][134] top1_acc: 0.4217, top5_acc: 0.7401, mean_class_accuracy: 0.2909 2021-12-16 19:55:16,505 - mmaction - INFO - Epoch [12][100/1777] lr: 1.000e-02, eta: 0:32:18, time: 0.437, data_time: 0.213, memory: 3400, top1_acc: 0.6509, top5_acc: 0.9839, loss_cls: 0.8280, loss: 0.8280 2021-12-16 19:55:37,992 - mmaction - INFO - Epoch [12][200/1777] lr: 1.000e-02, eta: 0:31:55, time: 0.215, data_time: 0.002, memory: 3400, top1_acc: 0.6489, top5_acc: 0.9847, loss_cls: 0.8340, loss: 0.8340 2021-12-16 19:55:59,610 - mmaction - INFO - Epoch [12][300/1777] lr: 1.000e-02, eta: 0:31:33, time: 0.216, data_time: 0.002, memory: 3400, top1_acc: 0.6455, top5_acc: 0.9857, loss_cls: 0.8300, loss: 0.8300 2021-12-16 19:56:21,332 - mmaction - INFO - Epoch [12][400/1777] lr: 1.000e-02, eta: 0:31:11, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.6466, top5_acc: 0.9840, loss_cls: 0.8333, loss: 0.8333 2021-12-16 19:56:43,034 - mmaction - INFO - Epoch [12][500/1777] lr: 1.000e-02, eta: 0:30:49, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.6374, top5_acc: 0.9846, loss_cls: 0.8473, loss: 0.8473 2021-12-16 19:57:04,714 - mmaction - INFO - Epoch [12][600/1777] lr: 1.000e-02, eta: 0:30:26, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.6436, top5_acc: 0.9865, loss_cls: 0.8359, loss: 0.8359 2021-12-16 19:57:26,370 - mmaction - INFO - Epoch [12][700/1777] lr: 1.000e-02, eta: 0:30:04, time: 0.216, data_time: 0.002, memory: 3400, top1_acc: 0.6473, top5_acc: 0.9855, loss_cls: 0.8311, loss: 0.8311 2021-12-16 19:57:48,053 - mmaction - INFO - Epoch [12][800/1777] lr: 1.000e-02, eta: 0:29:42, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.6527, top5_acc: 0.9866, loss_cls: 0.8193, loss: 0.8193 2021-12-16 19:58:09,709 - mmaction - INFO - Epoch [12][900/1777] lr: 1.000e-02, eta: 0:29:20, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.6522, top5_acc: 0.9865, loss_cls: 0.8175, loss: 0.8175 2021-12-16 19:58:31,347 - mmaction - INFO - Epoch [12][1000/1777] lr: 1.000e-02, eta: 0:28:58, time: 0.216, data_time: 0.002, memory: 3400, top1_acc: 0.6472, top5_acc: 0.9879, loss_cls: 0.8211, loss: 0.8211 2021-12-16 19:58:53,001 - mmaction - INFO - Epoch [12][1100/1777] lr: 1.000e-02, eta: 0:28:35, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.6427, top5_acc: 0.9853, loss_cls: 0.8266, loss: 0.8266 2021-12-16 19:59:14,623 - mmaction - INFO - Epoch [12][1200/1777] lr: 1.000e-02, eta: 0:28:13, time: 0.216, data_time: 0.002, memory: 3400, top1_acc: 0.6448, top5_acc: 0.9871, loss_cls: 0.8168, loss: 0.8168 2021-12-16 19:59:36,273 - mmaction - INFO - Epoch [12][1300/1777] lr: 1.000e-02, eta: 0:27:51, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.6416, top5_acc: 0.9880, loss_cls: 0.8118, loss: 0.8118 2021-12-16 19:59:57,896 - mmaction - INFO - Epoch [12][1400/1777] lr: 1.000e-02, eta: 0:27:29, time: 0.216, data_time: 0.002, memory: 3400, top1_acc: 0.6484, top5_acc: 0.9884, loss_cls: 0.8043, loss: 0.8043 2021-12-16 20:00:19,534 - mmaction - INFO - Epoch [12][1500/1777] lr: 1.000e-02, eta: 0:27:07, time: 0.216, data_time: 0.002, memory: 3400, top1_acc: 0.6425, top5_acc: 0.9869, loss_cls: 0.8212, loss: 0.8212 2021-12-16 20:00:41,156 - mmaction - INFO - Epoch [12][1600/1777] lr: 1.000e-02, eta: 0:26:44, time: 0.216, data_time: 0.002, memory: 3400, top1_acc: 0.6391, top5_acc: 0.9867, loss_cls: 0.8191, loss: 0.8191 2021-12-16 20:01:02,778 - mmaction - INFO - Epoch [12][1700/1777] lr: 1.000e-02, eta: 0:26:22, time: 0.216, data_time: 0.002, memory: 3400, top1_acc: 0.6482, top5_acc: 0.9884, loss_cls: 0.8102, loss: 0.8102 2021-12-16 20:01:19,996 - mmaction - INFO - Saving checkpoint at 12 epochs 2021-12-16 20:01:41,185 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-16 20:01:41,271 - mmaction - INFO - top1_acc 0.4199 top5_acc 0.7319 2021-12-16 20:01:41,271 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-16 20:01:41,282 - mmaction - INFO - mean_acc 0.2950 2021-12-16 20:01:41,285 - mmaction - INFO - Epoch(val) [12][134] top1_acc: 0.4199, top5_acc: 0.7319, mean_class_accuracy: 0.2950 2021-12-16 20:02:24,912 - mmaction - INFO - Epoch [13][100/1777] lr: 1.000e-02, eta: 0:25:45, time: 0.435, data_time: 0.222, memory: 3400, top1_acc: 0.6605, top5_acc: 0.9898, loss_cls: 0.7711, loss: 0.7711 2021-12-16 20:02:46,401 - mmaction - INFO - Epoch [13][200/1777] lr: 1.000e-02, eta: 0:25:23, time: 0.215, data_time: 0.002, memory: 3400, top1_acc: 0.6597, top5_acc: 0.9891, loss_cls: 0.7751, loss: 0.7751 2021-12-16 20:03:07,994 - mmaction - INFO - Epoch [13][300/1777] lr: 1.000e-02, eta: 0:25:00, time: 0.216, data_time: 0.002, memory: 3400, top1_acc: 0.6618, top5_acc: 0.9902, loss_cls: 0.7664, loss: 0.7664 2021-12-16 20:03:29,729 - mmaction - INFO - Epoch [13][400/1777] lr: 1.000e-02, eta: 0:24:38, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.6566, top5_acc: 0.9895, loss_cls: 0.7808, loss: 0.7808 2021-12-16 20:03:51,414 - mmaction - INFO - Epoch [13][500/1777] lr: 1.000e-02, eta: 0:24:16, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.6513, top5_acc: 0.9885, loss_cls: 0.7906, loss: 0.7906 2021-12-16 20:04:13,108 - mmaction - INFO - Epoch [13][600/1777] lr: 1.000e-02, eta: 0:23:54, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.6597, top5_acc: 0.9895, loss_cls: 0.7763, loss: 0.7763 2021-12-16 20:04:34,804 - mmaction - INFO - Epoch [13][700/1777] lr: 1.000e-02, eta: 0:23:32, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.6617, top5_acc: 0.9903, loss_cls: 0.7647, loss: 0.7647 2021-12-16 20:04:56,457 - mmaction - INFO - Epoch [13][800/1777] lr: 1.000e-02, eta: 0:23:10, time: 0.216, data_time: 0.002, memory: 3400, top1_acc: 0.6558, top5_acc: 0.9908, loss_cls: 0.7670, loss: 0.7670 2021-12-16 20:05:18,101 - mmaction - INFO - Epoch [13][900/1777] lr: 1.000e-02, eta: 0:22:47, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.6525, top5_acc: 0.9908, loss_cls: 0.7735, loss: 0.7735 2021-12-16 20:05:39,719 - mmaction - INFO - Epoch [13][1000/1777] lr: 1.000e-02, eta: 0:22:25, time: 0.216, data_time: 0.002, memory: 3400, top1_acc: 0.6478, top5_acc: 0.9905, loss_cls: 0.7841, loss: 0.7841 2021-12-16 20:06:01,358 - mmaction - INFO - Epoch [13][1100/1777] lr: 1.000e-02, eta: 0:22:03, time: 0.216, data_time: 0.002, memory: 3400, top1_acc: 0.6611, top5_acc: 0.9909, loss_cls: 0.7673, loss: 0.7673 2021-12-16 20:06:22,986 - mmaction - INFO - Epoch [13][1200/1777] lr: 1.000e-02, eta: 0:21:41, time: 0.216, data_time: 0.002, memory: 3400, top1_acc: 0.6512, top5_acc: 0.9924, loss_cls: 0.7670, loss: 0.7670 2021-12-16 20:06:44,581 - mmaction - INFO - Epoch [13][1300/1777] lr: 1.000e-02, eta: 0:21:19, time: 0.216, data_time: 0.002, memory: 3400, top1_acc: 0.6519, top5_acc: 0.9917, loss_cls: 0.7684, loss: 0.7684 2021-12-16 20:07:06,229 - mmaction - INFO - Epoch [13][1400/1777] lr: 1.000e-02, eta: 0:20:57, time: 0.216, data_time: 0.002, memory: 3400, top1_acc: 0.6524, top5_acc: 0.9912, loss_cls: 0.7667, loss: 0.7667 2021-12-16 20:07:27,860 - mmaction - INFO - Epoch [13][1500/1777] lr: 1.000e-02, eta: 0:20:35, time: 0.216, data_time: 0.002, memory: 3400, top1_acc: 0.6526, top5_acc: 0.9899, loss_cls: 0.7724, loss: 0.7724 2021-12-16 20:07:49,490 - mmaction - INFO - Epoch [13][1600/1777] lr: 1.000e-02, eta: 0:20:13, time: 0.216, data_time: 0.002, memory: 3400, top1_acc: 0.6577, top5_acc: 0.9898, loss_cls: 0.7570, loss: 0.7570 2021-12-16 20:08:11,093 - mmaction - INFO - Epoch [13][1700/1777] lr: 1.000e-02, eta: 0:19:50, time: 0.216, data_time: 0.002, memory: 3400, top1_acc: 0.6545, top5_acc: 0.9916, loss_cls: 0.7571, loss: 0.7571 2021-12-16 20:08:28,410 - mmaction - INFO - Saving checkpoint at 13 epochs 2021-12-16 20:08:49,136 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-16 20:08:49,212 - mmaction - INFO - top1_acc 0.4233 top5_acc 0.7350 2021-12-16 20:08:49,212 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-16 20:08:49,223 - mmaction - INFO - mean_acc 0.2922 2021-12-16 20:08:49,226 - mmaction - INFO - The previous best checkpoint /home/dhd/mmaction2/work_dirs/babel/babel60_normal/best_top1_acc_epoch_11.pth was removed 2021-12-16 20:08:49,294 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_13.pth. 2021-12-16 20:08:49,294 - mmaction - INFO - Best top1_acc is 0.4233 at 13 epoch. 2021-12-16 20:08:49,299 - mmaction - INFO - Epoch(val) [13][134] top1_acc: 0.4233, top5_acc: 0.7350, mean_class_accuracy: 0.2922 2021-12-16 20:09:33,553 - mmaction - INFO - Epoch [14][100/1777] lr: 1.000e-02, eta: 0:19:13, time: 0.441, data_time: 0.229, memory: 3400, top1_acc: 0.6715, top5_acc: 0.9915, loss_cls: 0.7271, loss: 0.7271 2021-12-16 20:09:55,054 - mmaction - INFO - Epoch [14][200/1777] lr: 1.000e-02, eta: 0:18:50, time: 0.215, data_time: 0.002, memory: 3400, top1_acc: 0.6731, top5_acc: 0.9920, loss_cls: 0.7285, loss: 0.7285 2021-12-16 20:10:16,687 - mmaction - INFO - Epoch [14][300/1777] lr: 1.000e-02, eta: 0:18:28, time: 0.216, data_time: 0.002, memory: 3400, top1_acc: 0.6713, top5_acc: 0.9918, loss_cls: 0.7344, loss: 0.7344 2021-12-16 20:10:38,424 - mmaction - INFO - Epoch [14][400/1777] lr: 1.000e-02, eta: 0:18:06, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.6627, top5_acc: 0.9928, loss_cls: 0.7420, loss: 0.7420 2021-12-16 20:11:00,155 - mmaction - INFO - Epoch [14][500/1777] lr: 1.000e-02, eta: 0:17:44, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.6630, top5_acc: 0.9938, loss_cls: 0.7383, loss: 0.7383 2021-12-16 20:11:21,891 - mmaction - INFO - Epoch [14][600/1777] lr: 1.000e-02, eta: 0:17:22, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.6685, top5_acc: 0.9932, loss_cls: 0.7320, loss: 0.7320 2021-12-16 20:11:43,596 - mmaction - INFO - Epoch [14][700/1777] lr: 1.000e-02, eta: 0:17:00, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.6680, top5_acc: 0.9920, loss_cls: 0.7325, loss: 0.7325 2021-12-16 20:12:05,290 - mmaction - INFO - Epoch [14][800/1777] lr: 1.000e-02, eta: 0:16:38, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.6629, top5_acc: 0.9916, loss_cls: 0.7397, loss: 0.7397 2021-12-16 20:12:26,974 - mmaction - INFO - Epoch [14][900/1777] lr: 1.000e-02, eta: 0:16:16, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.6578, top5_acc: 0.9915, loss_cls: 0.7505, loss: 0.7505 2021-12-16 20:12:48,650 - mmaction - INFO - Epoch [14][1000/1777] lr: 1.000e-02, eta: 0:15:54, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.6593, top5_acc: 0.9930, loss_cls: 0.7405, loss: 0.7405 2021-12-16 20:13:10,309 - mmaction - INFO - Epoch [14][1100/1777] lr: 1.000e-02, eta: 0:15:31, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.6613, top5_acc: 0.9923, loss_cls: 0.7380, loss: 0.7380 2021-12-16 20:13:31,967 - mmaction - INFO - Epoch [14][1200/1777] lr: 1.000e-02, eta: 0:15:09, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.6608, top5_acc: 0.9925, loss_cls: 0.7464, loss: 0.7464 2021-12-16 20:13:53,602 - mmaction - INFO - Epoch [14][1300/1777] lr: 1.000e-02, eta: 0:14:47, time: 0.216, data_time: 0.002, memory: 3400, top1_acc: 0.6596, top5_acc: 0.9931, loss_cls: 0.7393, loss: 0.7393 2021-12-16 20:14:15,243 - mmaction - INFO - Epoch [14][1400/1777] lr: 1.000e-02, eta: 0:14:25, time: 0.216, data_time: 0.002, memory: 3400, top1_acc: 0.6562, top5_acc: 0.9935, loss_cls: 0.7380, loss: 0.7380 2021-12-16 20:14:36,882 - mmaction - INFO - Epoch [14][1500/1777] lr: 1.000e-02, eta: 0:14:03, time: 0.216, data_time: 0.002, memory: 3400, top1_acc: 0.6585, top5_acc: 0.9925, loss_cls: 0.7320, loss: 0.7320 2021-12-16 20:14:58,522 - mmaction - INFO - Epoch [14][1600/1777] lr: 1.000e-02, eta: 0:13:41, time: 0.216, data_time: 0.002, memory: 3400, top1_acc: 0.6541, top5_acc: 0.9934, loss_cls: 0.7398, loss: 0.7398 2021-12-16 20:15:20,141 - mmaction - INFO - Epoch [14][1700/1777] lr: 1.000e-02, eta: 0:13:19, time: 0.216, data_time: 0.002, memory: 3400, top1_acc: 0.6521, top5_acc: 0.9927, loss_cls: 0.7409, loss: 0.7409 2021-12-16 20:15:37,469 - mmaction - INFO - Saving checkpoint at 14 epochs 2021-12-16 20:15:58,808 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-16 20:15:58,886 - mmaction - INFO - top1_acc 0.4188 top5_acc 0.7277 2021-12-16 20:15:58,886 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-16 20:15:58,896 - mmaction - INFO - mean_acc 0.2833 2021-12-16 20:15:58,899 - mmaction - INFO - Epoch(val) [14][134] top1_acc: 0.4188, top5_acc: 0.7277, mean_class_accuracy: 0.2833 2021-12-16 20:16:42,325 - mmaction - INFO - Epoch [15][100/1777] lr: 1.000e-03, eta: 0:12:41, time: 0.433, data_time: 0.213, memory: 3400, top1_acc: 0.6786, top5_acc: 0.9938, loss_cls: 0.6934, loss: 0.6934 2021-12-16 20:17:03,824 - mmaction - INFO - Epoch [15][200/1777] lr: 1.000e-03, eta: 0:12:18, time: 0.215, data_time: 0.002, memory: 3400, top1_acc: 0.6859, top5_acc: 0.9941, loss_cls: 0.6716, loss: 0.6716 2021-12-16 20:17:25,467 - mmaction - INFO - Epoch [15][300/1777] lr: 1.000e-03, eta: 0:11:56, time: 0.216, data_time: 0.002, memory: 3400, top1_acc: 0.6800, top5_acc: 0.9954, loss_cls: 0.6702, loss: 0.6702 2021-12-16 20:17:47,241 - mmaction - INFO - Epoch [15][400/1777] lr: 1.000e-03, eta: 0:11:34, time: 0.218, data_time: 0.002, memory: 3400, top1_acc: 0.6849, top5_acc: 0.9944, loss_cls: 0.6682, loss: 0.6682 2021-12-16 20:18:09,025 - mmaction - INFO - Epoch [15][500/1777] lr: 1.000e-03, eta: 0:11:12, time: 0.218, data_time: 0.002, memory: 3400, top1_acc: 0.6835, top5_acc: 0.9962, loss_cls: 0.6547, loss: 0.6547 2021-12-16 20:18:30,752 - mmaction - INFO - Epoch [15][600/1777] lr: 1.000e-03, eta: 0:10:50, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.6834, top5_acc: 0.9951, loss_cls: 0.6653, loss: 0.6653 2021-12-16 20:18:52,478 - mmaction - INFO - Epoch [15][700/1777] lr: 1.000e-03, eta: 0:10:28, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.6881, top5_acc: 0.9957, loss_cls: 0.6571, loss: 0.6571 2021-12-16 20:19:14,168 - mmaction - INFO - Epoch [15][800/1777] lr: 1.000e-03, eta: 0:10:06, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.6813, top5_acc: 0.9957, loss_cls: 0.6587, loss: 0.6587 2021-12-16 20:19:35,831 - mmaction - INFO - Epoch [15][900/1777] lr: 1.000e-03, eta: 0:09:44, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.6836, top5_acc: 0.9950, loss_cls: 0.6542, loss: 0.6542 2021-12-16 20:19:57,514 - mmaction - INFO - Epoch [15][1000/1777] lr: 1.000e-03, eta: 0:09:22, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.6834, top5_acc: 0.9956, loss_cls: 0.6586, loss: 0.6586 2021-12-16 20:20:19,183 - mmaction - INFO - Epoch [15][1100/1777] lr: 1.000e-03, eta: 0:09:00, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.6813, top5_acc: 0.9948, loss_cls: 0.6574, loss: 0.6574 2021-12-16 20:20:40,809 - mmaction - INFO - Epoch [15][1200/1777] lr: 1.000e-03, eta: 0:08:38, time: 0.216, data_time: 0.002, memory: 3400, top1_acc: 0.6792, top5_acc: 0.9950, loss_cls: 0.6571, loss: 0.6571 2021-12-16 20:21:02,441 - mmaction - INFO - Epoch [15][1300/1777] lr: 1.000e-03, eta: 0:08:16, time: 0.216, data_time: 0.002, memory: 3400, top1_acc: 0.6802, top5_acc: 0.9954, loss_cls: 0.6604, loss: 0.6604 2021-12-16 20:21:24,056 - mmaction - INFO - Epoch [15][1400/1777] lr: 1.000e-03, eta: 0:07:54, time: 0.216, data_time: 0.002, memory: 3400, top1_acc: 0.6787, top5_acc: 0.9949, loss_cls: 0.6635, loss: 0.6635 2021-12-16 20:21:45,704 - mmaction - INFO - Epoch [15][1500/1777] lr: 1.000e-03, eta: 0:07:32, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.6792, top5_acc: 0.9962, loss_cls: 0.6561, loss: 0.6561 2021-12-16 20:22:07,355 - mmaction - INFO - Epoch [15][1600/1777] lr: 1.000e-03, eta: 0:07:10, time: 0.216, data_time: 0.002, memory: 3400, top1_acc: 0.6759, top5_acc: 0.9959, loss_cls: 0.6594, loss: 0.6594 2021-12-16 20:22:28,987 - mmaction - INFO - Epoch [15][1700/1777] lr: 1.000e-03, eta: 0:06:48, time: 0.216, data_time: 0.002, memory: 3400, top1_acc: 0.6749, top5_acc: 0.9952, loss_cls: 0.6633, loss: 0.6633 2021-12-16 20:22:46,193 - mmaction - INFO - Saving checkpoint at 15 epochs 2021-12-16 20:23:07,871 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-16 20:23:07,974 - mmaction - INFO - top1_acc 0.4250 top5_acc 0.7340 2021-12-16 20:23:07,974 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-16 20:23:07,987 - mmaction - INFO - mean_acc 0.2885 2021-12-16 20:23:07,991 - mmaction - INFO - The previous best checkpoint /home/dhd/mmaction2/work_dirs/babel/babel60_normal/best_top1_acc_epoch_13.pth was removed 2021-12-16 20:23:08,058 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_15.pth. 2021-12-16 20:23:08,058 - mmaction - INFO - Best top1_acc is 0.4250 at 15 epoch. 2021-12-16 20:23:08,063 - mmaction - INFO - Epoch(val) [15][134] top1_acc: 0.4250, top5_acc: 0.7340, mean_class_accuracy: 0.2885 2021-12-16 20:23:51,449 - mmaction - INFO - Epoch [16][100/1777] lr: 1.000e-03, eta: 0:06:09, time: 0.432, data_time: 0.220, memory: 3400, top1_acc: 0.6821, top5_acc: 0.9954, loss_cls: 0.6529, loss: 0.6529 2021-12-16 20:24:12,951 - mmaction - INFO - Epoch [16][200/1777] lr: 1.000e-03, eta: 0:05:47, time: 0.215, data_time: 0.002, memory: 3400, top1_acc: 0.6934, top5_acc: 0.9969, loss_cls: 0.6360, loss: 0.6360 2021-12-16 20:24:34,535 - mmaction - INFO - Epoch [16][300/1777] lr: 1.000e-03, eta: 0:05:25, time: 0.216, data_time: 0.002, memory: 3400, top1_acc: 0.6857, top5_acc: 0.9961, loss_cls: 0.6408, loss: 0.6408 2021-12-16 20:24:56,212 - mmaction - INFO - Epoch [16][400/1777] lr: 1.000e-03, eta: 0:05:03, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.6835, top5_acc: 0.9971, loss_cls: 0.6398, loss: 0.6398 2021-12-16 20:25:17,874 - mmaction - INFO - Epoch [16][500/1777] lr: 1.000e-03, eta: 0:04:41, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.6825, top5_acc: 0.9962, loss_cls: 0.6400, loss: 0.6400 2021-12-16 20:25:39,582 - mmaction - INFO - Epoch [16][600/1777] lr: 1.000e-03, eta: 0:04:19, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.6806, top5_acc: 0.9952, loss_cls: 0.6519, loss: 0.6519 2021-12-16 20:26:01,270 - mmaction - INFO - Epoch [16][700/1777] lr: 1.000e-03, eta: 0:03:57, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.6813, top5_acc: 0.9955, loss_cls: 0.6422, loss: 0.6422 2021-12-16 20:26:22,965 - mmaction - INFO - Epoch [16][800/1777] lr: 1.000e-03, eta: 0:03:35, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.6877, top5_acc: 0.9962, loss_cls: 0.6395, loss: 0.6395 2021-12-16 20:26:44,613 - mmaction - INFO - Epoch [16][900/1777] lr: 1.000e-03, eta: 0:03:13, time: 0.216, data_time: 0.002, memory: 3400, top1_acc: 0.6782, top5_acc: 0.9952, loss_cls: 0.6571, loss: 0.6571 2021-12-16 20:27:06,257 - mmaction - INFO - Epoch [16][1000/1777] lr: 1.000e-03, eta: 0:02:51, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.6790, top5_acc: 0.9955, loss_cls: 0.6516, loss: 0.6516 2021-12-16 20:27:27,890 - mmaction - INFO - Epoch [16][1100/1777] lr: 1.000e-03, eta: 0:02:29, time: 0.216, data_time: 0.002, memory: 3400, top1_acc: 0.6872, top5_acc: 0.9952, loss_cls: 0.6405, loss: 0.6405 2021-12-16 20:27:49,560 - mmaction - INFO - Epoch [16][1200/1777] lr: 1.000e-03, eta: 0:02:07, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.6870, top5_acc: 0.9965, loss_cls: 0.6352, loss: 0.6352 2021-12-16 20:28:11,180 - mmaction - INFO - Epoch [16][1300/1777] lr: 1.000e-03, eta: 0:01:44, time: 0.216, data_time: 0.002, memory: 3400, top1_acc: 0.6827, top5_acc: 0.9952, loss_cls: 0.6492, loss: 0.6492 2021-12-16 20:28:32,829 - mmaction - INFO - Epoch [16][1400/1777] lr: 1.000e-03, eta: 0:01:22, time: 0.216, data_time: 0.002, memory: 3400, top1_acc: 0.6852, top5_acc: 0.9962, loss_cls: 0.6352, loss: 0.6352 2021-12-16 20:28:54,497 - mmaction - INFO - Epoch [16][1500/1777] lr: 1.000e-03, eta: 0:01:00, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.6802, top5_acc: 0.9954, loss_cls: 0.6534, loss: 0.6534 2021-12-16 20:29:16,123 - mmaction - INFO - Epoch [16][1600/1777] lr: 1.000e-03, eta: 0:00:38, time: 0.216, data_time: 0.002, memory: 3400, top1_acc: 0.6822, top5_acc: 0.9961, loss_cls: 0.6406, loss: 0.6406 2021-12-16 20:29:37,784 - mmaction - INFO - Epoch [16][1700/1777] lr: 1.000e-03, eta: 0:00:16, time: 0.217, data_time: 0.002, memory: 3400, top1_acc: 0.6846, top5_acc: 0.9964, loss_cls: 0.6359, loss: 0.6359 2021-12-16 20:29:55,086 - mmaction - INFO - Saving checkpoint at 16 epochs 2021-12-16 20:30:17,250 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-12-16 20:30:17,347 - mmaction - INFO - top1_acc 0.4239 top5_acc 0.7324 2021-12-16 20:30:17,348 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-12-16 20:30:17,359 - mmaction - INFO - mean_acc 0.2828 2021-12-16 20:30:17,363 - mmaction - INFO - Epoch(val) [16][134] top1_acc: 0.4239, top5_acc: 0.7324, mean_class_accuracy: 0.2828 2021-12-16 20:30:21,729 - mmaction - INFO - 17067 videos remain after valid thresholding 2021-12-16 20:30:58,270 - mmaction - INFO - Testing results of the last checkpoint 2021-12-16 20:30:58,270 - mmaction - INFO - top1_acc: 0.4239 2021-12-16 20:30:58,270 - mmaction - INFO - top5_acc: 0.7324 2021-12-16 20:30:58,270 - mmaction - INFO - mean_class_accuracy: 0.2828