2020-10-05 04:41:52,766 - mmaction - INFO - Environment info: ------------------------------------------------------------ sys.platform: linux Python: 3.6.9 |Anaconda, Inc.| (default, Jul 30 2019, 19:07:31) [GCC 7.3.0] CUDA available: True GPU 0,1,2,3,4,5,6,7: GeForce GTX 1080 Ti CUDA_HOME: /usr/local/cuda NVCC: Cuda compilation tools, release 9.0, V9.0.176 GCC: gcc (GCC) 4.8.5 20150623 (Red Hat 4.8.5-4) PyTorch: 1.1.0 PyTorch compiling details: PyTorch built with: - GCC 4.9 - Intel(R) Math Kernel Library Version 2018.0.1 Product Build 20171007 for Intel(R) 64 architecture applications - Intel(R) MKL-DNN v0.18.1 (Git Hash 7de7e5d02bf687f971e7668963649728356e0c20) - OpenMP 201307 (a.k.a. OpenMP 4.0) - NNPACK is enabled - CUDA Runtime 9.0 - NVCC architecture flags: -gencode;arch=compute_35,code=sm_35;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_50,code=compute_50 - CuDNN 7.5.1 - Magma 2.5.0 - Build settings: BLAS=MKL, BUILD_TYPE=Release, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -fopenmp -O2 -fPIC -Wno-narrowing -Wall -Wextra -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-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math, DISABLE_NUMA=1, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, USE_CUDA=True, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=True, USE_NNPACK=True, USE_OPENMP=ON, TorchVision: 0.3.0 OpenCV: 4.1.0 MMCV: 1.1.2 MMCV Compiler: n/a MMCV CUDA Compiler: n/a MMAction2: 0.6.0+40a46d6 ------------------------------------------------------------ 2020-10-05 04:41:52,767 - mmaction - INFO - Distributed training: True 2020-10-05 04:41:52,767 - mmaction - INFO - Config: /mnt/lustre/duanhaodong/mmaction2/configs/omnisource/slowonly.py model = dict( type='Recognizer3D', backbone=dict( type='ResNet3dSlowOnly', depth=50, pretrained=None, lateral=False, conv1_kernel=(1, 7, 7), conv1_stride_t=1, pool1_stride_t=1, inflate=(0, 0, 1, 1), norm_eval=False), cls_head=dict( type='I3DHead', in_channels=2048, num_classes=400, spatial_type='avg', dropout_ratio=0.5)) train_cfg = None test_cfg = dict(average_clips=None) dataset_type = 'RawframeDataset' data_root = '/mnt/lustre/DATAshare2/kinetics_400_train_320_frames' data_root_val = '/mnt/lustre/DATAshare2/kinetics_400_val_320_frames' ann_file_train = 'data/k200/k200_train_list.txt' ann_file_val = 'data/k200/k200_val_list.txt' ann_file_test = 'data/k200/k200_val_list.txt' img_norm_cfg = dict( mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_bgr=False) train_pipeline = [ dict(type='SampleFrames', clip_len=8, frame_interval=8, num_clips=1), dict(type='RawFrameDecode'), dict(type='Resize', scale=(-1, 256)), dict(type='RandomResizedCrop'), dict(type='Resize', scale=(224, 224), keep_ratio=False), dict(type='Flip', flip_ratio=0.5), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCTHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs', 'label']) ] val_pipeline = [ dict( type='SampleFrames', clip_len=8, frame_interval=8, num_clips=1, test_mode=True), dict(type='RawFrameDecode'), dict(type='Resize', scale=(-1, 256)), dict(type='CenterCrop', crop_size=256), dict(type='Flip', flip_ratio=0), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCTHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ] test_pipeline = [ dict( type='SampleFrames', clip_len=8, frame_interval=8, num_clips=10, test_mode=True), dict(type='RawFrameDecode'), dict(type='Resize', scale=(-1, 256)), dict(type='ThreeCrop', crop_size=256), dict(type='Flip', flip_ratio=0), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCTHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ] data = dict( videos_per_gpu=8, workers_per_gpu=3, train=dict( type=dataset_type, ann_file=ann_file_train, data_prefix=data_root, pipeline=train_pipeline), val=dict( type=dataset_type, ann_file=ann_file_val, data_prefix=data_root_val, pipeline=val_pipeline), test=dict( type=dataset_type, ann_file=ann_file_test, data_prefix=data_root_val, pipeline=test_pipeline)) # optimizer optimizer = dict( type='SGD', lr=0.4, momentum=0.9, weight_decay=0.0001) # this lr is used for 8 gpus optimizer_config = dict(grad_clip=dict(max_norm=40, norm_type=2)) # learning policy lr_config = dict(policy='CosineAnnealing', min_lr=0) total_epochs = 256 checkpoint_config = dict(interval=8) workflow = [('train', 8)] evaluation = dict( interval=8, metrics=['top_k_accuracy', 'mean_class_accuracy'], topk=(1, 5)) log_config = dict( interval=20, hooks=[ dict(type='TextLoggerHook'), ]) dist_params = dict(backend='nccl') log_level = 'INFO' work_dir = './work_dirs/omnisource/slowonly' load_from = None resume_from = None find_unused_parameters = False 2020-10-05 04:42:14,722 - mmaction - INFO - Start running, host: duanhaodong@SH-IDC1-10-5-36-203, work_dir: /mnt/lustre/duanhaodong/mmaction2/work_dirs/omnisource/slowonly 2020-10-05 04:42:14,723 - mmaction - INFO - workflow: [('train', 8)], max: 256 epochs 2020-10-05 04:44:30,960 - mmaction - INFO - Epoch [1][20/297] lr: 4.000e-01, eta: 5 days, 23:33:04, time: 6.799, data_time: 5.335, memory: 5820, top1_acc: 0.0111, top5_acc: 0.0402, loss_cls: 5.9995, loss: 5.9995, grad_norm: 1.9355 2020-10-05 04:45:02,125 - mmaction - INFO - Epoch [1][40/297] lr: 4.000e-01, eta: 3 days, 16:19:27, time: 1.570, data_time: 0.018, memory: 5820, top1_acc: 0.0193, top5_acc: 0.0641, loss_cls: 5.4743, loss: 5.4743, grad_norm: 0.9049 2020-10-05 04:45:32,169 - mmaction - INFO - Epoch [1][60/297] lr: 4.000e-01, eta: 2 days, 21:25:32, time: 1.501, data_time: 0.006, memory: 5820, top1_acc: 0.0227, top5_acc: 0.0816, loss_cls: 5.2188, loss: 5.2188, grad_norm: 0.8089 2020-10-05 04:46:04,769 - mmaction - INFO - Epoch [1][80/297] lr: 4.000e-01, eta: 2 days, 12:39:28, time: 1.631, data_time: 0.007, memory: 5820, top1_acc: 0.0223, top5_acc: 0.0891, loss_cls: 5.1591, loss: 5.1591, grad_norm: 0.7141 2020-10-05 04:46:34,967 - mmaction - INFO - Epoch [1][100/297] lr: 4.000e-01, eta: 2 days, 6:52:47, time: 1.509, data_time: 0.004, memory: 5820, top1_acc: 0.0250, top5_acc: 0.1023, loss_cls: 5.0955, loss: 5.0955, grad_norm: 0.6351 2020-10-05 04:47:04,331 - mmaction - INFO - Epoch [1][120/297] lr: 4.000e-01, eta: 2 days, 2:50:46, time: 1.458, data_time: 0.009, memory: 5820, top1_acc: 0.0268, top5_acc: 0.1025, loss_cls: 5.0403, loss: 5.0403, grad_norm: 0.6139 2020-10-05 04:47:35,236 - mmaction - INFO - Epoch [1][140/297] lr: 4.000e-01, eta: 2 days, 0:15:17, time: 1.555, data_time: 0.018, memory: 5820, top1_acc: 0.0275, top5_acc: 0.1092, loss_cls: 4.9918, loss: 4.9918, grad_norm: 0.5989 2020-10-05 04:48:06,061 - mmaction - INFO - Epoch [1][160/297] lr: 4.000e-01, eta: 1 day, 22:16:16, time: 1.541, data_time: 0.007, memory: 5820, top1_acc: 0.0305, top5_acc: 0.1205, loss_cls: 4.9675, loss: 4.9675, grad_norm: 0.5800 2020-10-05 04:48:36,062 - mmaction - INFO - Epoch [1][180/297] lr: 4.000e-01, eta: 1 day, 20:37:26, time: 1.497, data_time: 0.008, memory: 5820, top1_acc: 0.0312, top5_acc: 0.1201, loss_cls: 4.9333, loss: 4.9333, grad_norm: 0.5881 2020-10-05 04:49:06,015 - mmaction - INFO - Epoch [1][200/297] lr: 4.000e-01, eta: 1 day, 19:18:41, time: 1.500, data_time: 0.011, memory: 5820, top1_acc: 0.0344, top5_acc: 0.1260, loss_cls: 4.9087, loss: 4.9087, grad_norm: 0.5597 2020-10-05 04:49:38,148 - mmaction - INFO - Epoch [1][220/297] lr: 4.000e-01, eta: 1 day, 18:26:27, time: 1.607, data_time: 0.007, memory: 5820, top1_acc: 0.0361, top5_acc: 0.1289, loss_cls: 4.8931, loss: 4.8931, grad_norm: 0.5599 2020-10-05 04:50:07,285 - mmaction - INFO - Epoch [1][240/297] lr: 4.000e-01, eta: 1 day, 17:26:55, time: 1.456, data_time: 0.006, memory: 5820, top1_acc: 0.0391, top5_acc: 0.1332, loss_cls: 4.8601, loss: 4.8601, grad_norm: 0.5576 2020-10-05 04:50:40,879 - mmaction - INFO - Epoch [1][260/297] lr: 4.000e-01, eta: 1 day, 16:58:02, time: 1.678, data_time: 0.009, memory: 5820, top1_acc: 0.0428, top5_acc: 0.1393, loss_cls: 4.8344, loss: 4.8344, grad_norm: 0.5673 2020-10-05 04:51:11,133 - mmaction - INFO - Epoch [1][280/297] lr: 4.000e-01, eta: 1 day, 16:18:31, time: 1.515, data_time: 0.008, memory: 5820, top1_acc: 0.0422, top5_acc: 0.1377, loss_cls: 4.8017, loss: 4.8017, grad_norm: 0.5569 2020-10-05 04:54:46,806 - mmaction - INFO - Epoch [2][20/297] lr: 4.000e-01, eta: 2 days, 0:11:18, time: 9.497, data_time: 5.312, memory: 5820, top1_acc: 0.0475, top5_acc: 0.1598, loss_cls: 4.7618, loss: 4.7618, grad_norm: 0.5694 2020-10-05 04:55:17,921 - mmaction - INFO - Epoch [2][40/297] lr: 4.000e-01, eta: 1 day, 23:15:27, time: 1.555, data_time: 0.006, memory: 5820, top1_acc: 0.0500, top5_acc: 0.1697, loss_cls: 4.7080, loss: 4.7080, grad_norm: 0.5953 2020-10-05 04:55:48,369 - mmaction - INFO - Epoch [2][60/297] lr: 4.000e-01, eta: 1 day, 22:23:26, time: 1.522, data_time: 0.007, memory: 5820, top1_acc: 0.0531, top5_acc: 0.1648, loss_cls: 4.6850, loss: 4.6850, grad_norm: 0.6022 2020-10-05 04:56:19,642 - mmaction - INFO - Epoch [2][80/297] lr: 4.000e-01, eta: 1 day, 21:39:43, time: 1.564, data_time: 0.008, memory: 5820, top1_acc: 0.0512, top5_acc: 0.1820, loss_cls: 4.6452, loss: 4.6452, grad_norm: 0.6013 2020-10-05 04:56:50,192 - mmaction - INFO - Epoch [2][100/297] lr: 4.000e-01, eta: 1 day, 20:58:00, time: 1.527, data_time: 0.006, memory: 5820, top1_acc: 0.0582, top5_acc: 0.1873, loss_cls: 4.6266, loss: 4.6266, grad_norm: 0.6088 2020-10-05 04:57:19,432 - mmaction - INFO - Epoch [2][120/297] lr: 4.000e-01, eta: 1 day, 20:16:07, time: 1.459, data_time: 0.005, memory: 5820, top1_acc: 0.0572, top5_acc: 0.1994, loss_cls: 4.6022, loss: 4.6022, grad_norm: 0.5953 2020-10-05 04:57:50,244 - mmaction - INFO - Epoch [2][140/297] lr: 4.000e-01, eta: 1 day, 19:42:53, time: 1.543, data_time: 0.013, memory: 5820, top1_acc: 0.0674, top5_acc: 0.2025, loss_cls: 4.5644, loss: 4.5644, grad_norm: 0.6017 2020-10-05 04:58:21,281 - mmaction - INFO - Epoch [2][160/297] lr: 4.000e-01, eta: 1 day, 19:13:00, time: 1.552, data_time: 0.003, memory: 5820, top1_acc: 0.0646, top5_acc: 0.1895, loss_cls: 4.5665, loss: 4.5665, grad_norm: 0.6024 2020-10-05 04:58:49,488 - mmaction - INFO - Epoch [2][180/297] lr: 4.000e-01, eta: 1 day, 18:38:05, time: 1.410, data_time: 0.008, memory: 5820, top1_acc: 0.0633, top5_acc: 0.2086, loss_cls: 4.5290, loss: 4.5290, grad_norm: 0.6203 2020-10-05 04:59:19,786 - mmaction - INFO - Epoch [2][200/297] lr: 4.000e-01, eta: 1 day, 18:11:04, time: 1.512, data_time: 0.007, memory: 5820, top1_acc: 0.0684, top5_acc: 0.2143, loss_cls: 4.4958, loss: 4.4958, grad_norm: 0.5999 2020-10-05 04:59:51,044 - mmaction - INFO - Epoch [2][220/297] lr: 4.000e-01, eta: 1 day, 17:48:38, time: 1.563, data_time: 0.012, memory: 5820, top1_acc: 0.0766, top5_acc: 0.2164, loss_cls: 4.4929, loss: 4.4929, grad_norm: 0.6150 2020-10-05 05:00:25,746 - mmaction - INFO - Epoch [2][240/297] lr: 4.000e-01, eta: 1 day, 17:35:44, time: 1.732, data_time: 0.143, memory: 5820, top1_acc: 0.0734, top5_acc: 0.2188, loss_cls: 4.4779, loss: 4.4779, grad_norm: 0.6246 2020-10-05 05:00:55,419 - mmaction - INFO - Epoch [2][260/297] lr: 4.000e-01, eta: 1 day, 17:12:36, time: 1.486, data_time: 0.208, memory: 5820, top1_acc: 0.0734, top5_acc: 0.2291, loss_cls: 4.4505, loss: 4.4505, grad_norm: 0.6170 2020-10-05 05:01:26,031 - mmaction - INFO - Epoch [2][280/297] lr: 4.000e-01, eta: 1 day, 16:53:09, time: 1.534, data_time: 0.011, memory: 5820, top1_acc: 0.0766, top5_acc: 0.2258, loss_cls: 4.4463, loss: 4.4463, grad_norm: 0.6060 2020-10-05 05:04:33,757 - mmaction - INFO - Epoch [3][20/297] lr: 3.999e-01, eta: 1 day, 19:49:38, time: 7.949, data_time: 5.319, memory: 5820, top1_acc: 0.0768, top5_acc: 0.2365, loss_cls: 4.4022, loss: 4.4022, grad_norm: 0.6252 2020-10-05 05:05:04,881 - mmaction - INFO - Epoch [3][40/297] lr: 3.999e-01, eta: 1 day, 19:28:12, time: 1.569, data_time: 0.023, memory: 5820, top1_acc: 0.0898, top5_acc: 0.2502, loss_cls: 4.3465, loss: 4.3465, grad_norm: 0.6279 2020-10-05 05:05:33,663 - mmaction - INFO - Epoch [3][60/297] lr: 3.999e-01, eta: 1 day, 19:02:45, time: 1.431, data_time: 0.007, memory: 5820, top1_acc: 0.0799, top5_acc: 0.2441, loss_cls: 4.3715, loss: 4.3715, grad_norm: 0.6336 2020-10-05 05:06:04,211 - mmaction - INFO - Epoch [3][80/297] lr: 3.999e-01, eta: 1 day, 18:42:32, time: 1.532, data_time: 0.018, memory: 5820, top1_acc: 0.0830, top5_acc: 0.2494, loss_cls: 4.3537, loss: 4.3537, grad_norm: 0.6001 2020-10-05 05:06:35,030 - mmaction - INFO - Epoch [3][100/297] lr: 3.999e-01, eta: 1 day, 18:23:57, time: 1.546, data_time: 0.008, memory: 5820, top1_acc: 0.0844, top5_acc: 0.2578, loss_cls: 4.3443, loss: 4.3443, grad_norm: 0.6300 2020-10-05 05:07:03,820 - mmaction - INFO - Epoch [3][120/297] lr: 3.999e-01, eta: 1 day, 18:02:39, time: 1.440, data_time: 0.007, memory: 5820, top1_acc: 0.0900, top5_acc: 0.2533, loss_cls: 4.3380, loss: 4.3380, grad_norm: 0.6203 2020-10-05 05:07:35,445 - mmaction - INFO - Epoch [3][140/297] lr: 3.999e-01, eta: 1 day, 17:47:20, time: 1.581, data_time: 0.007, memory: 5820, top1_acc: 0.0863, top5_acc: 0.2664, loss_cls: 4.3176, loss: 4.3176, grad_norm: 0.6087 2020-10-05 05:08:06,151 - mmaction - INFO - Epoch [3][160/297] lr: 3.999e-01, eta: 1 day, 17:31:10, time: 1.532, data_time: 0.005, memory: 5820, top1_acc: 0.0920, top5_acc: 0.2717, loss_cls: 4.2634, loss: 4.2634, grad_norm: 0.6350 2020-10-05 05:08:34,103 - mmaction - INFO - Epoch [3][180/297] lr: 3.999e-01, eta: 1 day, 17:11:28, time: 1.398, data_time: 0.006, memory: 5820, top1_acc: 0.0947, top5_acc: 0.2697, loss_cls: 4.2675, loss: 4.2675, grad_norm: 0.6247 2020-10-05 05:09:05,133 - mmaction - INFO - Epoch [3][200/297] lr: 3.999e-01, eta: 1 day, 16:57:17, time: 1.542, data_time: 0.010, memory: 5820, top1_acc: 0.0934, top5_acc: 0.2633, loss_cls: 4.2697, loss: 4.2697, grad_norm: 0.6374 2020-10-05 05:09:34,599 - mmaction - INFO - Epoch [3][220/297] lr: 3.999e-01, eta: 1 day, 16:41:57, time: 1.483, data_time: 0.014, memory: 5820, top1_acc: 0.0883, top5_acc: 0.2502, loss_cls: 4.3074, loss: 4.3074, grad_norm: 0.5959 2020-10-05 05:10:04,815 - mmaction - INFO - Epoch [3][240/297] lr: 3.999e-01, eta: 1 day, 16:28:13, time: 1.512, data_time: 0.009, memory: 5820, top1_acc: 0.0965, top5_acc: 0.2711, loss_cls: 4.2735, loss: 4.2735, grad_norm: 0.6353 2020-10-05 05:10:33,621 - mmaction - INFO - Epoch [3][260/297] lr: 3.999e-01, eta: 1 day, 16:12:57, time: 1.439, data_time: 0.006, memory: 5820, top1_acc: 0.0939, top5_acc: 0.2732, loss_cls: 4.2609, loss: 4.2609, grad_norm: 0.6064 2020-10-05 05:11:05,583 - mmaction - INFO - Epoch [3][280/297] lr: 3.999e-01, eta: 1 day, 16:02:55, time: 1.598, data_time: 0.008, memory: 5820, top1_acc: 0.1006, top5_acc: 0.2797, loss_cls: 4.2140, loss: 4.2140, grad_norm: 0.6344 2020-10-05 05:14:43,101 - mmaction - INFO - Epoch [4][20/297] lr: 3.999e-01, eta: 1 day, 18:48:59, time: 9.634, data_time: 5.385, memory: 5820, top1_acc: 0.1016, top5_acc: 0.2973, loss_cls: 4.1888, loss: 4.1888, grad_norm: 0.6429 2020-10-05 05:15:13,865 - mmaction - INFO - Epoch [4][40/297] lr: 3.999e-01, eta: 1 day, 18:34:30, time: 1.539, data_time: 0.006, memory: 5820, top1_acc: 0.1039, top5_acc: 0.2932, loss_cls: 4.1868, loss: 4.1868, grad_norm: 0.6503 2020-10-05 05:15:41,617 - mmaction - INFO - Epoch [4][60/297] lr: 3.999e-01, eta: 1 day, 18:16:37, time: 1.387, data_time: 0.005, memory: 5820, top1_acc: 0.1098, top5_acc: 0.2941, loss_cls: 4.1824, loss: 4.1824, grad_norm: 0.6259 2020-10-05 05:16:12,038 - mmaction - INFO - Epoch [4][80/297] lr: 3.999e-01, eta: 1 day, 18:02:52, time: 1.520, data_time: 0.008, memory: 5820, top1_acc: 0.1111, top5_acc: 0.3020, loss_cls: 4.1415, loss: 4.1415, grad_norm: 0.6445 2020-10-05 05:16:43,555 - mmaction - INFO - Epoch [4][100/297] lr: 3.999e-01, eta: 1 day, 17:51:06, time: 1.577, data_time: 0.008, memory: 5820, top1_acc: 0.1053, top5_acc: 0.2898, loss_cls: 4.1729, loss: 4.1729, grad_norm: 0.6494 2020-10-05 05:17:11,465 - mmaction - INFO - Epoch [4][120/297] lr: 3.999e-01, eta: 1 day, 17:35:15, time: 1.394, data_time: 0.004, memory: 5820, top1_acc: 0.1115, top5_acc: 0.3063, loss_cls: 4.1596, loss: 4.1596, grad_norm: 0.6472 2020-10-05 05:17:43,307 - mmaction - INFO - Epoch [4][140/297] lr: 3.999e-01, eta: 1 day, 17:24:51, time: 1.594, data_time: 0.008, memory: 5820, top1_acc: 0.1129, top5_acc: 0.3023, loss_cls: 4.1377, loss: 4.1377, grad_norm: 0.6321 2020-10-05 05:18:13,231 - mmaction - INFO - Epoch [4][160/297] lr: 3.999e-01, eta: 1 day, 17:12:29, time: 1.496, data_time: 0.006, memory: 5820, top1_acc: 0.1066, top5_acc: 0.2926, loss_cls: 4.1707, loss: 4.1707, grad_norm: 0.6429 2020-10-05 05:18:41,523 - mmaction - INFO - Epoch [4][180/297] lr: 3.999e-01, eta: 1 day, 16:58:40, time: 1.414, data_time: 0.008, memory: 5820, top1_acc: 0.1092, top5_acc: 0.3039, loss_cls: 4.1365, loss: 4.1365, grad_norm: 0.6458 2020-10-05 05:19:12,674 - mmaction - INFO - Epoch [4][200/297] lr: 3.999e-01, eta: 1 day, 16:48:35, time: 1.557, data_time: 0.008, memory: 5820, top1_acc: 0.1166, top5_acc: 0.3049, loss_cls: 4.1408, loss: 4.1408, grad_norm: 0.6480 2020-10-05 05:19:41,850 - mmaction - INFO - Epoch [4][220/297] lr: 3.999e-01, eta: 1 day, 16:36:40, time: 1.459, data_time: 0.009, memory: 5820, top1_acc: 0.1129, top5_acc: 0.3039, loss_cls: 4.1331, loss: 4.1331, grad_norm: 0.6349 2020-10-05 05:20:12,059 - mmaction - INFO - Epoch [4][240/297] lr: 3.999e-01, eta: 1 day, 16:26:18, time: 1.511, data_time: 0.009, memory: 5820, top1_acc: 0.1262, top5_acc: 0.3152, loss_cls: 4.1105, loss: 4.1105, grad_norm: 0.6520 2020-10-05 05:20:43,561 - mmaction - INFO - Epoch [4][260/297] lr: 3.999e-01, eta: 1 day, 16:17:41, time: 1.576, data_time: 0.006, memory: 5820, top1_acc: 0.1062, top5_acc: 0.3055, loss_cls: 4.1358, loss: 4.1358, grad_norm: 0.6538 2020-10-05 05:21:12,197 - mmaction - INFO - Epoch [4][280/297] lr: 3.999e-01, eta: 1 day, 16:06:13, time: 1.430, data_time: 0.005, memory: 5820, top1_acc: 0.1221, top5_acc: 0.3070, loss_cls: 4.1214, loss: 4.1214, grad_norm: 0.6604 2020-10-05 05:24:45,774 - mmaction - INFO - Epoch [5][20/297] lr: 3.998e-01, eta: 1 day, 18:05:35, time: 9.406, data_time: 5.314, memory: 5820, top1_acc: 0.1256, top5_acc: 0.3271, loss_cls: 4.0396, loss: 4.0396, grad_norm: 0.6452 2020-10-05 05:25:15,458 - mmaction - INFO - Epoch [5][40/297] lr: 3.998e-01, eta: 1 day, 17:53:54, time: 1.483, data_time: 0.007, memory: 5820, top1_acc: 0.1168, top5_acc: 0.3240, loss_cls: 4.0523, loss: 4.0523, grad_norm: 0.6860 2020-10-05 05:25:45,632 - mmaction - INFO - Epoch [5][60/297] lr: 3.998e-01, eta: 1 day, 17:43:07, time: 1.510, data_time: 0.008, memory: 5820, top1_acc: 0.1234, top5_acc: 0.3238, loss_cls: 4.0774, loss: 4.0774, grad_norm: 0.6638 2020-10-05 05:26:16,796 - mmaction - INFO - Epoch [5][80/297] lr: 3.998e-01, eta: 1 day, 17:33:35, time: 1.557, data_time: 0.006, memory: 5820, top1_acc: 0.1275, top5_acc: 0.3207, loss_cls: 4.0350, loss: 4.0350, grad_norm: 0.6727 2020-10-05 05:26:46,477 - mmaction - INFO - Epoch [5][100/297] lr: 3.998e-01, eta: 1 day, 17:22:55, time: 1.485, data_time: 0.008, memory: 5820, top1_acc: 0.1281, top5_acc: 0.3305, loss_cls: 4.0338, loss: 4.0338, grad_norm: 0.6769 2020-10-05 05:27:16,390 - mmaction - INFO - Epoch [5][120/297] lr: 3.998e-01, eta: 1 day, 17:12:47, time: 1.496, data_time: 0.008, memory: 5820, top1_acc: 0.1232, top5_acc: 0.3291, loss_cls: 4.0313, loss: 4.0313, grad_norm: 0.6705 2020-10-05 05:27:45,046 - mmaction - INFO - Epoch [5][140/297] lr: 3.998e-01, eta: 1 day, 17:01:45, time: 1.432, data_time: 0.005, memory: 5820, top1_acc: 0.1357, top5_acc: 0.3334, loss_cls: 4.0347, loss: 4.0347, grad_norm: 0.6629 2020-10-05 05:28:17,441 - mmaction - INFO - Epoch [5][160/297] lr: 3.998e-01, eta: 1 day, 16:54:30, time: 1.621, data_time: 0.007, memory: 5820, top1_acc: 0.1305, top5_acc: 0.3395, loss_cls: 3.9992, loss: 3.9992, grad_norm: 0.6767 2020-10-05 05:28:46,014 - mmaction - INFO - Epoch [5][180/297] lr: 3.998e-01, eta: 1 day, 16:43:55, time: 1.426, data_time: 0.005, memory: 5820, top1_acc: 0.1299, top5_acc: 0.3412, loss_cls: 3.9574, loss: 3.9574, grad_norm: 0.6783 2020-10-05 05:29:17,535 - mmaction - INFO - Epoch [5][200/297] lr: 3.998e-01, eta: 1 day, 16:36:20, time: 1.577, data_time: 0.009, memory: 5820, top1_acc: 0.1287, top5_acc: 0.3369, loss_cls: 3.9964, loss: 3.9964, grad_norm: 0.6812 2020-10-05 05:29:46,394 - mmaction - INFO - Epoch [5][220/297] lr: 3.998e-01, eta: 1 day, 16:26:35, time: 1.444, data_time: 0.008, memory: 5820, top1_acc: 0.1344, top5_acc: 0.3424, loss_cls: 3.9813, loss: 3.9813, grad_norm: 0.7043 2020-10-05 05:30:17,005 - mmaction - INFO - Epoch [5][240/297] lr: 3.998e-01, eta: 1 day, 16:18:25, time: 1.519, data_time: 0.008, memory: 5820, top1_acc: 0.1334, top5_acc: 0.3416, loss_cls: 3.9627, loss: 3.9627, grad_norm: 0.6796 2020-10-05 05:30:47,103 - mmaction - INFO - Epoch [5][260/297] lr: 3.998e-01, eta: 1 day, 16:10:24, time: 1.516, data_time: 0.018, memory: 5820, top1_acc: 0.1293, top5_acc: 0.3479, loss_cls: 3.9667, loss: 3.9667, grad_norm: 0.6735 2020-10-05 05:31:15,166 - mmaction - INFO - Epoch [5][280/297] lr: 3.998e-01, eta: 1 day, 16:00:41, time: 1.404, data_time: 0.007, memory: 5820, top1_acc: 0.1395, top5_acc: 0.3486, loss_cls: 3.9735, loss: 3.9735, grad_norm: 0.6646 2020-10-05 05:34:55,122 - mmaction - INFO - Epoch [6][20/297] lr: 3.996e-01, eta: 1 day, 17:38:29, time: 9.570, data_time: 4.996, memory: 5820, top1_acc: 0.1441, top5_acc: 0.3736, loss_cls: 3.8880, loss: 3.8880, grad_norm: 0.7228 2020-10-05 05:35:25,917 - mmaction - INFO - Epoch [6][40/297] lr: 3.996e-01, eta: 1 day, 17:30:07, time: 1.539, data_time: 0.009, memory: 5820, top1_acc: 0.1393, top5_acc: 0.3521, loss_cls: 3.9300, loss: 3.9300, grad_norm: 0.6924 2020-10-05 05:35:56,219 - mmaction - INFO - Epoch [6][60/297] lr: 3.996e-01, eta: 1 day, 17:21:33, time: 1.514, data_time: 0.008, memory: 5820, top1_acc: 0.1426, top5_acc: 0.3625, loss_cls: 3.9103, loss: 3.9103, grad_norm: 0.7043 2020-10-05 05:36:27,260 - mmaction - INFO - Epoch [6][80/297] lr: 3.996e-01, eta: 1 day, 17:13:49, time: 1.553, data_time: 0.008, memory: 5820, top1_acc: 0.1398, top5_acc: 0.3652, loss_cls: 3.8926, loss: 3.8926, grad_norm: 0.6983 2020-10-05 05:36:57,536 - mmaction - INFO - Epoch [6][100/297] lr: 3.996e-01, eta: 1 day, 17:05:40, time: 1.515, data_time: 0.007, memory: 5820, top1_acc: 0.1459, top5_acc: 0.3668, loss_cls: 3.8831, loss: 3.8831, grad_norm: 0.7026 2020-10-05 05:37:26,400 - mmaction - INFO - Epoch [6][120/297] lr: 3.996e-01, eta: 1 day, 16:56:33, time: 1.441, data_time: 0.004, memory: 5820, top1_acc: 0.1398, top5_acc: 0.3545, loss_cls: 3.9377, loss: 3.9377, grad_norm: 0.7080 2020-10-05 05:37:57,387 - mmaction - INFO - Epoch [6][140/297] lr: 3.996e-01, eta: 1 day, 16:49:18, time: 1.549, data_time: 0.008, memory: 5820, top1_acc: 0.1410, top5_acc: 0.3617, loss_cls: 3.9093, loss: 3.9093, grad_norm: 0.7210 2020-10-05 05:38:28,455 - mmaction - INFO - Epoch [6][160/297] lr: 3.996e-01, eta: 1 day, 16:42:19, time: 1.555, data_time: 0.009, memory: 5820, top1_acc: 0.1437, top5_acc: 0.3566, loss_cls: 3.9059, loss: 3.9059, grad_norm: 0.7111 2020-10-05 05:38:57,326 - mmaction - INFO - Epoch [6][180/297] lr: 3.996e-01, eta: 1 day, 16:33:46, time: 1.440, data_time: 0.007, memory: 5820, top1_acc: 0.1488, top5_acc: 0.3670, loss_cls: 3.8728, loss: 3.8728, grad_norm: 0.7264 2020-10-05 05:39:27,562 - mmaction - INFO - Epoch [6][200/297] lr: 3.996e-01, eta: 1 day, 16:26:31, time: 1.515, data_time: 0.011, memory: 5820, top1_acc: 0.1434, top5_acc: 0.3779, loss_cls: 3.8800, loss: 3.8800, grad_norm: 0.7072 2020-10-05 05:39:57,819 - mmaction - INFO - Epoch [6][220/297] lr: 3.996e-01, eta: 1 day, 16:19:24, time: 1.514, data_time: 0.007, memory: 5820, top1_acc: 0.1545, top5_acc: 0.3773, loss_cls: 3.8631, loss: 3.8631, grad_norm: 0.7167 2020-10-05 05:40:27,516 - mmaction - INFO - Epoch [6][240/297] lr: 3.996e-01, eta: 1 day, 16:12:02, time: 1.485, data_time: 0.005, memory: 5820, top1_acc: 0.1553, top5_acc: 0.3758, loss_cls: 3.8313, loss: 3.8313, grad_norm: 0.7004 2020-10-05 05:40:58,567 - mmaction - INFO - Epoch [6][260/297] lr: 3.996e-01, eta: 1 day, 16:05:47, time: 1.553, data_time: 0.005, memory: 5820, top1_acc: 0.1475, top5_acc: 0.3680, loss_cls: 3.8767, loss: 3.8767, grad_norm: 0.7274 2020-10-05 05:41:27,404 - mmaction - INFO - Epoch [6][280/297] lr: 3.996e-01, eta: 1 day, 15:58:04, time: 1.439, data_time: 0.006, memory: 5820, top1_acc: 0.1527, top5_acc: 0.3727, loss_cls: 3.8712, loss: 3.8712, grad_norm: 0.7171 2020-10-05 05:44:58,872 - mmaction - INFO - Epoch [7][20/297] lr: 3.995e-01, eta: 1 day, 17:16:10, time: 9.359, data_time: 5.432, memory: 5820, top1_acc: 0.1580, top5_acc: 0.3824, loss_cls: 3.8023, loss: 3.8023, grad_norm: 0.7414 2020-10-05 05:45:29,569 - mmaction - INFO - Epoch [7][40/297] lr: 3.995e-01, eta: 1 day, 17:09:10, time: 1.535, data_time: 0.010, memory: 5820, top1_acc: 0.1688, top5_acc: 0.3937, loss_cls: 3.7552, loss: 3.7552, grad_norm: 0.7196 2020-10-05 05:45:59,431 - mmaction - INFO - Epoch [7][60/297] lr: 3.995e-01, eta: 1 day, 17:01:45, time: 1.494, data_time: 0.008, memory: 5820, top1_acc: 0.1541, top5_acc: 0.3779, loss_cls: 3.8279, loss: 3.8279, grad_norm: 0.7507 2020-10-05 05:46:29,076 - mmaction - INFO - Epoch [7][80/297] lr: 3.995e-01, eta: 1 day, 16:54:20, time: 1.482, data_time: 0.006, memory: 5820, top1_acc: 0.1643, top5_acc: 0.4012, loss_cls: 3.7976, loss: 3.7976, grad_norm: 0.7150 2020-10-05 05:47:00,165 - mmaction - INFO - Epoch [7][100/297] lr: 3.995e-01, eta: 1 day, 16:47:59, time: 1.553, data_time: 0.007, memory: 5820, top1_acc: 0.1533, top5_acc: 0.3848, loss_cls: 3.7965, loss: 3.7965, grad_norm: 0.7300 2020-10-05 05:47:30,057 - mmaction - INFO - Epoch [7][120/297] lr: 3.995e-01, eta: 1 day, 16:41:02, time: 1.496, data_time: 0.009, memory: 5820, top1_acc: 0.1582, top5_acc: 0.3807, loss_cls: 3.8045, loss: 3.8045, grad_norm: 0.7352 2020-10-05 05:48:00,245 - mmaction - INFO - Epoch [7][140/297] lr: 3.995e-01, eta: 1 day, 16:34:23, time: 1.510, data_time: 0.006, memory: 5820, top1_acc: 0.1598, top5_acc: 0.3900, loss_cls: 3.7870, loss: 3.7870, grad_norm: 0.7348 2020-10-05 05:48:30,767 - mmaction - INFO - Epoch [7][160/297] lr: 3.995e-01, eta: 1 day, 16:28:03, time: 1.525, data_time: 0.005, memory: 5820, top1_acc: 0.1600, top5_acc: 0.4000, loss_cls: 3.7417, loss: 3.7417, grad_norm: 0.7365 2020-10-05 05:49:01,256 - mmaction - INFO - Epoch [7][180/297] lr: 3.995e-01, eta: 1 day, 16:21:43, time: 1.514, data_time: 0.007, memory: 5820, top1_acc: 0.1639, top5_acc: 0.4070, loss_cls: 3.7561, loss: 3.7561, grad_norm: 0.7449 2020-10-05 05:49:31,142 - mmaction - INFO - Epoch [7][200/297] lr: 3.995e-01, eta: 1 day, 16:15:22, time: 1.505, data_time: 0.018, memory: 5820, top1_acc: 0.1504, top5_acc: 0.3854, loss_cls: 3.7833, loss: 3.7833, grad_norm: 0.7419 2020-10-05 05:49:59,542 - mmaction - INFO - Epoch [7][220/297] lr: 3.995e-01, eta: 1 day, 16:08:05, time: 1.420, data_time: 0.006, memory: 5820, top1_acc: 0.1633, top5_acc: 0.3967, loss_cls: 3.7609, loss: 3.7609, grad_norm: 0.7550 2020-10-05 05:50:30,934 - mmaction - INFO - Epoch [7][240/297] lr: 3.995e-01, eta: 1 day, 16:02:47, time: 1.571, data_time: 0.009, memory: 5820, top1_acc: 0.1699, top5_acc: 0.4088, loss_cls: 3.7298, loss: 3.7298, grad_norm: 0.7662 2020-10-05 05:51:01,253 - mmaction - INFO - Epoch [7][260/297] lr: 3.995e-01, eta: 1 day, 15:56:56, time: 1.516, data_time: 0.006, memory: 5820, top1_acc: 0.1611, top5_acc: 0.3961, loss_cls: 3.7504, loss: 3.7504, grad_norm: 0.7504 2020-10-05 05:51:31,276 - mmaction - INFO - Epoch [7][280/297] lr: 3.995e-01, eta: 1 day, 15:50:57, time: 1.497, data_time: 0.006, memory: 5820, top1_acc: 0.1697, top5_acc: 0.4027, loss_cls: 3.7363, loss: 3.7363, grad_norm: 0.7390 2020-10-05 05:55:08,215 - mmaction - INFO - Epoch [8][20/297] lr: 3.993e-01, eta: 1 day, 17:00:12, time: 9.589, data_time: 5.354, memory: 5820, top1_acc: 0.1676, top5_acc: 0.3957, loss_cls: 3.7679, loss: 3.7679, grad_norm: 0.7475 2020-10-05 05:55:37,356 - mmaction - INFO - Epoch [8][40/297] lr: 3.993e-01, eta: 1 day, 16:53:17, time: 1.459, data_time: 0.009, memory: 5820, top1_acc: 0.1701, top5_acc: 0.4006, loss_cls: 3.7381, loss: 3.7381, grad_norm: 0.7625 2020-10-05 05:56:05,225 - mmaction - INFO - Epoch [8][60/297] lr: 3.993e-01, eta: 1 day, 16:45:42, time: 1.390, data_time: 0.008, memory: 5820, top1_acc: 0.1639, top5_acc: 0.4074, loss_cls: 3.7448, loss: 3.7448, grad_norm: 0.7574 2020-10-05 05:56:35,697 - mmaction - INFO - Epoch [8][80/297] lr: 3.993e-01, eta: 1 day, 16:39:48, time: 1.526, data_time: 0.010, memory: 5820, top1_acc: 0.1801, top5_acc: 0.4182, loss_cls: 3.6678, loss: 3.6678, grad_norm: 0.7478 2020-10-05 05:57:07,616 - mmaction - INFO - Epoch [8][100/297] lr: 3.993e-01, eta: 1 day, 16:34:46, time: 1.595, data_time: 0.008, memory: 5820, top1_acc: 0.1805, top5_acc: 0.4215, loss_cls: 3.6609, loss: 3.6609, grad_norm: 0.7642 2020-10-05 05:57:36,497 - mmaction - INFO - Epoch [8][120/297] lr: 3.993e-01, eta: 1 day, 16:28:09, time: 1.445, data_time: 0.007, memory: 5820, top1_acc: 0.1781, top5_acc: 0.4240, loss_cls: 3.6690, loss: 3.6690, grad_norm: 0.7473 2020-10-05 05:58:06,438 - mmaction - INFO - Epoch [8][140/297] lr: 3.993e-01, eta: 1 day, 16:22:11, time: 1.495, data_time: 0.007, memory: 5820, top1_acc: 0.1801, top5_acc: 0.4170, loss_cls: 3.6728, loss: 3.6728, grad_norm: 0.7584 2020-10-05 05:58:36,461 - mmaction - INFO - Epoch [8][160/297] lr: 3.993e-01, eta: 1 day, 16:16:25, time: 1.504, data_time: 0.010, memory: 5820, top1_acc: 0.1729, top5_acc: 0.4256, loss_cls: 3.6783, loss: 3.6783, grad_norm: 0.7676 2020-10-05 05:59:07,413 - mmaction - INFO - Epoch [8][180/297] lr: 3.993e-01, eta: 1 day, 16:11:12, time: 1.545, data_time: 0.006, memory: 5820, top1_acc: 0.1768, top5_acc: 0.4232, loss_cls: 3.7076, loss: 3.7076, grad_norm: 0.7813 2020-10-05 05:59:37,278 - mmaction - INFO - Epoch [8][200/297] lr: 3.993e-01, eta: 1 day, 16:05:28, time: 1.490, data_time: 0.009, memory: 5820, top1_acc: 0.1756, top5_acc: 0.4266, loss_cls: 3.6510, loss: 3.6510, grad_norm: 0.7647 2020-10-05 06:00:09,376 - mmaction - INFO - Epoch [8][220/297] lr: 3.993e-01, eta: 1 day, 16:00:33, time: 1.558, data_time: 0.010, memory: 5820, top1_acc: 0.1846, top5_acc: 0.4135, loss_cls: 3.6707, loss: 3.6707, grad_norm: 0.7713 2020-10-05 06:00:39,898 - mmaction - INFO - Epoch [8][240/297] lr: 3.993e-01, eta: 1 day, 15:55:52, time: 1.574, data_time: 0.083, memory: 5820, top1_acc: 0.1744, top5_acc: 0.4186, loss_cls: 3.6859, loss: 3.6859, grad_norm: 0.7540 2020-10-05 06:01:09,540 - mmaction - INFO - Epoch [8][260/297] lr: 3.993e-01, eta: 1 day, 15:50:19, time: 1.484, data_time: 0.021, memory: 5820, top1_acc: 0.1791, top5_acc: 0.4262, loss_cls: 3.6580, loss: 3.6580, grad_norm: 0.7601 2020-10-05 06:01:41,841 - mmaction - INFO - Epoch [8][280/297] lr: 3.993e-01, eta: 1 day, 15:46:15, time: 1.618, data_time: 0.010, memory: 5820, top1_acc: 0.1836, top5_acc: 0.4244, loss_cls: 3.6434, loss: 3.6434, grad_norm: 0.7608 2020-10-05 06:02:09,570 - mmaction - INFO - Saving checkpoint at 8 epochs 2020-10-05 06:04:52,938 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-05 06:04:53,183 - mmaction - INFO - top1_acc 0.2619 top5_acc 0.5469 2020-10-05 06:04:53,183 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-05 06:04:53,225 - mmaction - INFO - mean_acc 0.2612 2020-10-05 06:04:53,225 - mmaction - INFO - Now best checkpoint is epoch_8.pth 2020-10-05 06:04:53,255 - mmaction - INFO - Epoch(val) [8][297] top1_acc: 0.2619, top5_acc: 0.5469, mean_class_accuracy: 0.2612 2020-10-05 06:07:06,092 - mmaction - INFO - Epoch [9][20/297] lr: 3.990e-01, eta: 1 day, 16:16:15, time: 6.640, data_time: 5.483, memory: 5820, top1_acc: 0.1809, top5_acc: 0.4264, loss_cls: 3.6399, loss: 3.6399, grad_norm: 0.7964 2020-10-05 06:07:36,252 - mmaction - INFO - Epoch [9][40/297] lr: 3.990e-01, eta: 1 day, 16:10:55, time: 1.509, data_time: 0.024, memory: 5820, top1_acc: 0.1801, top5_acc: 0.4350, loss_cls: 3.6153, loss: 3.6153, grad_norm: 0.7826 2020-10-05 06:08:07,363 - mmaction - INFO - Epoch [9][60/297] lr: 3.990e-01, eta: 1 day, 16:06:02, time: 1.545, data_time: 0.008, memory: 5820, top1_acc: 0.1826, top5_acc: 0.4324, loss_cls: 3.6220, loss: 3.6220, grad_norm: 0.7535 2020-10-05 06:08:41,054 - mmaction - INFO - Epoch [9][80/297] lr: 3.990e-01, eta: 1 day, 16:02:42, time: 1.694, data_time: 0.017, memory: 5820, top1_acc: 0.1785, top5_acc: 0.4299, loss_cls: 3.6340, loss: 3.6340, grad_norm: 0.7830 2020-10-05 06:09:06,260 - mmaction - INFO - Epoch [9][100/297] lr: 3.990e-01, eta: 1 day, 15:55:08, time: 1.261, data_time: 0.004, memory: 5820, top1_acc: 0.1861, top5_acc: 0.4348, loss_cls: 3.5922, loss: 3.5922, grad_norm: 0.7871 2020-10-05 06:09:37,593 - mmaction - INFO - Epoch [9][120/297] lr: 3.990e-01, eta: 1 day, 15:50:42, time: 1.568, data_time: 0.009, memory: 5820, top1_acc: 0.1840, top5_acc: 0.4252, loss_cls: 3.6407, loss: 3.6407, grad_norm: 0.7541 2020-10-05 06:10:07,046 - mmaction - INFO - Epoch [9][140/297] lr: 3.990e-01, eta: 1 day, 15:45:23, time: 1.472, data_time: 0.007, memory: 5820, top1_acc: 0.1934, top5_acc: 0.4387, loss_cls: 3.6024, loss: 3.6024, grad_norm: 0.7680 2020-10-05 06:10:38,576 - mmaction - INFO - Epoch [9][160/297] lr: 3.990e-01, eta: 1 day, 15:41:09, time: 1.576, data_time: 0.008, memory: 5820, top1_acc: 0.1965, top5_acc: 0.4410, loss_cls: 3.5804, loss: 3.5804, grad_norm: 0.7984 2020-10-05 06:11:08,124 - mmaction - INFO - Epoch [9][180/297] lr: 3.990e-01, eta: 1 day, 15:36:02, time: 1.478, data_time: 0.008, memory: 5820, top1_acc: 0.2025, top5_acc: 0.4500, loss_cls: 3.5480, loss: 3.5480, grad_norm: 0.7972 2020-10-05 06:11:38,924 - mmaction - INFO - Epoch [9][200/297] lr: 3.990e-01, eta: 1 day, 15:31:35, time: 1.540, data_time: 0.006, memory: 5820, top1_acc: 0.1934, top5_acc: 0.4357, loss_cls: 3.5938, loss: 3.5938, grad_norm: 0.7833 2020-10-05 06:12:07,036 - mmaction - INFO - Epoch [9][220/297] lr: 3.990e-01, eta: 1 day, 15:25:56, time: 1.406, data_time: 0.005, memory: 5820, top1_acc: 0.1938, top5_acc: 0.4367, loss_cls: 3.5735, loss: 3.5735, grad_norm: 0.7827 2020-10-05 06:12:37,572 - mmaction - INFO - Epoch [9][240/297] lr: 3.990e-01, eta: 1 day, 15:21:29, time: 1.526, data_time: 0.008, memory: 5820, top1_acc: 0.1908, top5_acc: 0.4426, loss_cls: 3.5867, loss: 3.5867, grad_norm: 0.8060 2020-10-05 06:13:09,554 - mmaction - INFO - Epoch [9][260/297] lr: 3.990e-01, eta: 1 day, 15:17:22, time: 1.556, data_time: 0.008, memory: 5820, top1_acc: 0.1949, top5_acc: 0.4441, loss_cls: 3.5833, loss: 3.5833, grad_norm: 0.7883 2020-10-05 06:13:38,797 - mmaction - INFO - Epoch [9][280/297] lr: 3.990e-01, eta: 1 day, 15:12:50, time: 1.503, data_time: 0.046, memory: 5820, top1_acc: 0.1932, top5_acc: 0.4461, loss_cls: 3.5514, loss: 3.5514, grad_norm: 0.7828 2020-10-05 06:17:18,668 - mmaction - INFO - Epoch [10][20/297] lr: 3.988e-01, eta: 1 day, 16:06:44, time: 9.629, data_time: 6.728, memory: 5820, top1_acc: 0.2109, top5_acc: 0.4611, loss_cls: 3.5154, loss: 3.5154, grad_norm: 0.7895 2020-10-05 06:17:50,571 - mmaction - INFO - Epoch [10][40/297] lr: 3.988e-01, eta: 1 day, 16:02:44, time: 1.598, data_time: 0.011, memory: 5820, top1_acc: 0.2055, top5_acc: 0.4586, loss_cls: 3.5163, loss: 3.5163, grad_norm: 0.8050 2020-10-05 06:18:19,396 - mmaction - INFO - Epoch [10][60/297] lr: 3.988e-01, eta: 1 day, 15:57:22, time: 1.439, data_time: 0.004, memory: 5820, top1_acc: 0.1957, top5_acc: 0.4434, loss_cls: 3.5888, loss: 3.5888, grad_norm: 0.8013 2020-10-05 06:18:49,112 - mmaction - INFO - Epoch [10][80/297] lr: 3.988e-01, eta: 1 day, 15:52:31, time: 1.488, data_time: 0.010, memory: 5820, top1_acc: 0.1992, top5_acc: 0.4570, loss_cls: 3.5424, loss: 3.5424, grad_norm: 0.8087 2020-10-05 06:19:19,876 - mmaction - INFO - Epoch [10][100/297] lr: 3.988e-01, eta: 1 day, 15:48:09, time: 1.538, data_time: 0.006, memory: 5820, top1_acc: 0.1959, top5_acc: 0.4543, loss_cls: 3.5544, loss: 3.5544, grad_norm: 0.8029 2020-10-05 06:19:49,141 - mmaction - INFO - Epoch [10][120/297] lr: 3.988e-01, eta: 1 day, 15:43:11, time: 1.462, data_time: 0.007, memory: 5820, top1_acc: 0.1977, top5_acc: 0.4484, loss_cls: 3.5306, loss: 3.5306, grad_norm: 0.8080 2020-10-05 06:20:20,043 - mmaction - INFO - Epoch [10][140/297] lr: 3.988e-01, eta: 1 day, 15:39:00, time: 1.546, data_time: 0.009, memory: 5820, top1_acc: 0.2002, top5_acc: 0.4482, loss_cls: 3.5409, loss: 3.5409, grad_norm: 0.7981 2020-10-05 06:20:51,375 - mmaction - INFO - Epoch [10][160/297] lr: 3.988e-01, eta: 1 day, 15:35:04, time: 1.567, data_time: 0.007, memory: 5820, top1_acc: 0.1975, top5_acc: 0.4531, loss_cls: 3.5600, loss: 3.5600, grad_norm: 0.7969 2020-10-05 06:21:19,453 - mmaction - INFO - Epoch [10][180/297] lr: 3.988e-01, eta: 1 day, 15:29:46, time: 1.404, data_time: 0.007, memory: 5820, top1_acc: 0.2109, top5_acc: 0.4691, loss_cls: 3.5200, loss: 3.5200, grad_norm: 0.7751 2020-10-05 06:21:50,407 - mmaction - INFO - Epoch [10][200/297] lr: 3.988e-01, eta: 1 day, 15:25:42, time: 1.539, data_time: 0.007, memory: 5820, top1_acc: 0.2053, top5_acc: 0.4594, loss_cls: 3.4939, loss: 3.4939, grad_norm: 0.7957 2020-10-05 06:22:20,448 - mmaction - INFO - Epoch [10][220/297] lr: 3.988e-01, eta: 1 day, 15:21:26, time: 1.510, data_time: 0.015, memory: 5820, top1_acc: 0.2025, top5_acc: 0.4578, loss_cls: 3.5019, loss: 3.5019, grad_norm: 0.8176 2020-10-05 06:22:49,915 - mmaction - INFO - Epoch [10][240/297] lr: 3.988e-01, eta: 1 day, 15:16:54, time: 1.473, data_time: 0.006, memory: 5820, top1_acc: 0.2064, top5_acc: 0.4533, loss_cls: 3.5256, loss: 3.5256, grad_norm: 0.8056 2020-10-05 06:23:20,196 - mmaction - INFO - Epoch [10][260/297] lr: 3.988e-01, eta: 1 day, 15:12:46, time: 1.514, data_time: 0.008, memory: 5820, top1_acc: 0.2078, top5_acc: 0.4697, loss_cls: 3.4576, loss: 3.4576, grad_norm: 0.8045 2020-10-05 06:23:50,265 - mmaction - INFO - Epoch [10][280/297] lr: 3.988e-01, eta: 1 day, 15:08:36, time: 1.503, data_time: 0.006, memory: 5820, top1_acc: 0.1982, top5_acc: 0.4498, loss_cls: 3.5445, loss: 3.5445, grad_norm: 0.8054 2020-10-05 06:27:27,237 - mmaction - INFO - Epoch [11][20/297] lr: 3.985e-01, eta: 1 day, 15:56:10, time: 9.555, data_time: 5.483, memory: 5820, top1_acc: 0.2203, top5_acc: 0.4824, loss_cls: 3.4160, loss: 3.4160, grad_norm: 0.8049 2020-10-05 06:27:57,415 - mmaction - INFO - Epoch [11][40/297] lr: 3.985e-01, eta: 1 day, 15:51:58, time: 1.531, data_time: 0.030, memory: 5820, top1_acc: 0.2174, top5_acc: 0.4750, loss_cls: 3.4306, loss: 3.4306, grad_norm: 0.8234 2020-10-05 06:28:27,082 - mmaction - INFO - Epoch [11][60/297] lr: 3.985e-01, eta: 1 day, 15:47:26, time: 1.482, data_time: 0.005, memory: 5820, top1_acc: 0.2107, top5_acc: 0.4715, loss_cls: 3.4716, loss: 3.4716, grad_norm: 0.8260 2020-10-05 06:28:56,691 - mmaction - INFO - Epoch [11][80/297] lr: 3.985e-01, eta: 1 day, 15:42:56, time: 1.481, data_time: 0.008, memory: 5820, top1_acc: 0.2148, top5_acc: 0.4709, loss_cls: 3.4682, loss: 3.4682, grad_norm: 0.8159 2020-10-05 06:29:26,921 - mmaction - INFO - Epoch [11][100/297] lr: 3.985e-01, eta: 1 day, 15:38:42, time: 1.508, data_time: 0.006, memory: 5820, top1_acc: 0.2098, top5_acc: 0.4693, loss_cls: 3.4754, loss: 3.4754, grad_norm: 0.8163 2020-10-05 06:29:57,040 - mmaction - INFO - Epoch [11][120/297] lr: 3.985e-01, eta: 1 day, 15:34:32, time: 1.510, data_time: 0.007, memory: 5820, top1_acc: 0.2148, top5_acc: 0.4748, loss_cls: 3.4673, loss: 3.4673, grad_norm: 0.8103 2020-10-05 06:30:29,247 - mmaction - INFO - Epoch [11][140/297] lr: 3.985e-01, eta: 1 day, 15:31:11, time: 1.607, data_time: 0.008, memory: 5820, top1_acc: 0.1953, top5_acc: 0.4551, loss_cls: 3.5395, loss: 3.5395, grad_norm: 0.8171 2020-10-05 06:30:58,274 - mmaction - INFO - Epoch [11][160/297] lr: 3.985e-01, eta: 1 day, 15:26:41, time: 1.455, data_time: 0.009, memory: 5820, top1_acc: 0.2121, top5_acc: 0.4666, loss_cls: 3.4693, loss: 3.4693, grad_norm: 0.8172 2020-10-05 06:31:26,819 - mmaction - INFO - Epoch [11][180/297] lr: 3.985e-01, eta: 1 day, 15:22:01, time: 1.427, data_time: 0.006, memory: 5820, top1_acc: 0.2168, top5_acc: 0.4664, loss_cls: 3.4647, loss: 3.4647, grad_norm: 0.8307 2020-10-05 06:31:58,114 - mmaction - INFO - Epoch [11][200/297] lr: 3.985e-01, eta: 1 day, 15:18:28, time: 1.565, data_time: 0.007, memory: 5820, top1_acc: 0.2121, top5_acc: 0.4762, loss_cls: 3.4620, loss: 3.4620, grad_norm: 0.8072 2020-10-05 06:32:26,982 - mmaction - INFO - Epoch [11][220/297] lr: 3.985e-01, eta: 1 day, 15:14:01, time: 1.443, data_time: 0.007, memory: 5820, top1_acc: 0.2221, top5_acc: 0.4797, loss_cls: 3.4048, loss: 3.4048, grad_norm: 0.8218 2020-10-05 06:32:56,916 - mmaction - INFO - Epoch [11][240/297] lr: 3.985e-01, eta: 1 day, 15:10:02, time: 1.498, data_time: 0.008, memory: 5820, top1_acc: 0.2061, top5_acc: 0.4740, loss_cls: 3.4668, loss: 3.4668, grad_norm: 0.8257 2020-10-05 06:33:27,516 - mmaction - INFO - Epoch [11][260/297] lr: 3.985e-01, eta: 1 day, 15:06:20, time: 1.529, data_time: 0.007, memory: 5820, top1_acc: 0.2203, top5_acc: 0.4775, loss_cls: 3.4339, loss: 3.4339, grad_norm: 0.8246 2020-10-05 06:33:58,007 - mmaction - INFO - Epoch [11][280/297] lr: 3.985e-01, eta: 1 day, 15:02:37, time: 1.524, data_time: 0.005, memory: 5820, top1_acc: 0.2182, top5_acc: 0.4713, loss_cls: 3.4503, loss: 3.4503, grad_norm: 0.8296 2020-10-05 06:37:47,827 - mmaction - INFO - Epoch [12][20/297] lr: 3.982e-01, eta: 1 day, 15:50:43, time: 10.254, data_time: 5.497, memory: 5820, top1_acc: 0.2141, top5_acc: 0.4797, loss_cls: 3.4317, loss: 3.4317, grad_norm: 0.8423 2020-10-05 06:38:17,178 - mmaction - INFO - Epoch [12][40/297] lr: 3.982e-01, eta: 1 day, 15:46:26, time: 1.476, data_time: 0.014, memory: 5820, top1_acc: 0.2170, top5_acc: 0.4822, loss_cls: 3.4117, loss: 3.4117, grad_norm: 0.8308 2020-10-05 06:38:47,428 - mmaction - INFO - Epoch [12][60/297] lr: 3.982e-01, eta: 1 day, 15:42:25, time: 1.509, data_time: 0.008, memory: 5820, top1_acc: 0.2316, top5_acc: 0.4900, loss_cls: 3.3814, loss: 3.3814, grad_norm: 0.8176 2020-10-05 06:39:17,913 - mmaction - INFO - Epoch [12][80/297] lr: 3.982e-01, eta: 1 day, 15:38:34, time: 1.525, data_time: 0.010, memory: 5820, top1_acc: 0.2207, top5_acc: 0.4803, loss_cls: 3.4058, loss: 3.4058, grad_norm: 0.8284 2020-10-05 06:39:48,907 - mmaction - INFO - Epoch [12][100/297] lr: 3.982e-01, eta: 1 day, 15:34:57, time: 1.552, data_time: 0.010, memory: 5820, top1_acc: 0.2197, top5_acc: 0.4842, loss_cls: 3.4211, loss: 3.4211, grad_norm: 0.8462 2020-10-05 06:40:17,681 - mmaction - INFO - Epoch [12][120/297] lr: 3.982e-01, eta: 1 day, 15:30:34, time: 1.439, data_time: 0.004, memory: 5820, top1_acc: 0.2262, top5_acc: 0.4852, loss_cls: 3.3944, loss: 3.3944, grad_norm: 0.8348 2020-10-05 06:40:48,593 - mmaction - INFO - Epoch [12][140/297] lr: 3.982e-01, eta: 1 day, 15:26:59, time: 1.544, data_time: 0.008, memory: 5820, top1_acc: 0.2246, top5_acc: 0.4855, loss_cls: 3.3785, loss: 3.3785, grad_norm: 0.8258 2020-10-05 06:41:19,468 - mmaction - INFO - Epoch [12][160/297] lr: 3.982e-01, eta: 1 day, 15:23:26, time: 1.546, data_time: 0.008, memory: 5820, top1_acc: 0.2182, top5_acc: 0.4775, loss_cls: 3.4433, loss: 3.4433, grad_norm: 0.8526 2020-10-05 06:41:47,651 - mmaction - INFO - Epoch [12][180/297] lr: 3.982e-01, eta: 1 day, 15:18:58, time: 1.410, data_time: 0.004, memory: 5820, top1_acc: 0.2359, top5_acc: 0.4951, loss_cls: 3.3895, loss: 3.3895, grad_norm: 0.8304 2020-10-05 06:42:18,433 - mmaction - INFO - Epoch [12][200/297] lr: 3.982e-01, eta: 1 day, 15:15:26, time: 1.535, data_time: 0.006, memory: 5820, top1_acc: 0.2277, top5_acc: 0.4883, loss_cls: 3.4002, loss: 3.4002, grad_norm: 0.8339 2020-10-05 06:42:48,940 - mmaction - INFO - Epoch [12][220/297] lr: 3.982e-01, eta: 1 day, 15:11:53, time: 1.529, data_time: 0.009, memory: 5820, top1_acc: 0.2221, top5_acc: 0.4875, loss_cls: 3.3959, loss: 3.3959, grad_norm: 0.8410 2020-10-05 06:43:17,277 - mmaction - INFO - Epoch [12][240/297] lr: 3.982e-01, eta: 1 day, 15:07:35, time: 1.416, data_time: 0.003, memory: 5820, top1_acc: 0.2238, top5_acc: 0.4799, loss_cls: 3.4276, loss: 3.4276, grad_norm: 0.8452 2020-10-05 06:43:47,912 - mmaction - INFO - Epoch [12][260/297] lr: 3.982e-01, eta: 1 day, 15:04:07, time: 1.532, data_time: 0.009, memory: 5820, top1_acc: 0.2143, top5_acc: 0.4813, loss_cls: 3.4416, loss: 3.4416, grad_norm: 0.8351 2020-10-05 06:44:18,643 - mmaction - INFO - Epoch [12][280/297] lr: 3.982e-01, eta: 1 day, 15:00:44, time: 1.536, data_time: 0.007, memory: 5820, top1_acc: 0.2234, top5_acc: 0.4791, loss_cls: 3.4349, loss: 3.4349, grad_norm: 0.8208 2020-10-05 06:48:06,841 - mmaction - INFO - Epoch [13][20/297] lr: 3.978e-01, eta: 1 day, 15:44:07, time: 10.200, data_time: 4.744, memory: 5820, top1_acc: 0.2477, top5_acc: 0.5090, loss_cls: 3.3094, loss: 3.3094, grad_norm: 0.8465 2020-10-05 06:48:38,342 - mmaction - INFO - Epoch [13][40/297] lr: 3.978e-01, eta: 1 day, 15:40:46, time: 1.575, data_time: 0.009, memory: 5820, top1_acc: 0.2246, top5_acc: 0.4934, loss_cls: 3.3975, loss: 3.3975, grad_norm: 0.8507 2020-10-05 06:49:08,459 - mmaction - INFO - Epoch [13][60/297] lr: 3.978e-01, eta: 1 day, 15:37:00, time: 1.505, data_time: 0.007, memory: 5820, top1_acc: 0.2307, top5_acc: 0.5031, loss_cls: 3.3335, loss: 3.3335, grad_norm: 0.8509 2020-10-05 06:49:38,794 - mmaction - INFO - Epoch [13][80/297] lr: 3.978e-01, eta: 1 day, 15:33:21, time: 1.518, data_time: 0.009, memory: 5820, top1_acc: 0.2416, top5_acc: 0.4955, loss_cls: 3.3625, loss: 3.3625, grad_norm: 0.8662 2020-10-05 06:50:08,345 - mmaction - INFO - Epoch [13][100/297] lr: 3.978e-01, eta: 1 day, 15:29:28, time: 1.478, data_time: 0.008, memory: 5820, top1_acc: 0.2281, top5_acc: 0.4916, loss_cls: 3.3871, loss: 3.3871, grad_norm: 0.8418 2020-10-05 06:50:39,392 - mmaction - INFO - Epoch [13][120/297] lr: 3.978e-01, eta: 1 day, 15:26:08, time: 1.554, data_time: 0.005, memory: 5820, top1_acc: 0.2309, top5_acc: 0.4867, loss_cls: 3.3761, loss: 3.3761, grad_norm: 0.8406 2020-10-05 06:51:09,197 - mmaction - INFO - Epoch [13][140/297] lr: 3.978e-01, eta: 1 day, 15:22:24, time: 1.490, data_time: 0.005, memory: 5820, top1_acc: 0.2248, top5_acc: 0.4898, loss_cls: 3.3866, loss: 3.3866, grad_norm: 0.8468 2020-10-05 06:51:42,781 - mmaction - INFO - Epoch [13][160/297] lr: 3.978e-01, eta: 1 day, 15:19:55, time: 1.678, data_time: 0.007, memory: 5820, top1_acc: 0.2330, top5_acc: 0.5045, loss_cls: 3.3217, loss: 3.3217, grad_norm: 0.8285 2020-10-05 06:52:08,402 - mmaction - INFO - Epoch [13][180/297] lr: 3.978e-01, eta: 1 day, 15:14:55, time: 1.280, data_time: 0.022, memory: 5820, top1_acc: 0.2359, top5_acc: 0.5016, loss_cls: 3.3698, loss: 3.3698, grad_norm: 0.8543 2020-10-05 06:52:40,253 - mmaction - INFO - Epoch [13][200/297] lr: 3.978e-01, eta: 1 day, 15:11:57, time: 1.594, data_time: 0.009, memory: 5820, top1_acc: 0.2266, top5_acc: 0.4949, loss_cls: 3.3659, loss: 3.3659, grad_norm: 0.8620 2020-10-05 06:53:09,411 - mmaction - INFO - Epoch [13][220/297] lr: 3.978e-01, eta: 1 day, 15:08:09, time: 1.457, data_time: 0.005, memory: 5820, top1_acc: 0.2320, top5_acc: 0.4924, loss_cls: 3.3883, loss: 3.3883, grad_norm: 0.8608 2020-10-05 06:53:41,075 - mmaction - INFO - Epoch [13][240/297] lr: 3.978e-01, eta: 1 day, 15:05:10, time: 1.583, data_time: 0.011, memory: 5820, top1_acc: 0.2277, top5_acc: 0.4875, loss_cls: 3.3640, loss: 3.3640, grad_norm: 0.8313 2020-10-05 06:54:12,001 - mmaction - INFO - Epoch [13][260/297] lr: 3.978e-01, eta: 1 day, 15:02:00, time: 1.547, data_time: 0.007, memory: 5820, top1_acc: 0.2375, top5_acc: 0.4994, loss_cls: 3.3202, loss: 3.3202, grad_norm: 0.8421 2020-10-05 06:54:40,566 - mmaction - INFO - Epoch [13][280/297] lr: 3.978e-01, eta: 1 day, 14:58:05, time: 1.424, data_time: 0.006, memory: 5820, top1_acc: 0.2373, top5_acc: 0.5055, loss_cls: 3.3065, loss: 3.3065, grad_norm: 0.8939 2020-10-05 06:58:28,608 - mmaction - INFO - Epoch [14][20/297] lr: 3.975e-01, eta: 1 day, 15:36:58, time: 10.062, data_time: 5.253, memory: 5820, top1_acc: 0.2391, top5_acc: 0.5137, loss_cls: 3.2912, loss: 3.2912, grad_norm: 0.8512 2020-10-05 06:58:58,913 - mmaction - INFO - Epoch [14][40/297] lr: 3.975e-01, eta: 1 day, 15:33:28, time: 1.516, data_time: 0.009, memory: 5820, top1_acc: 0.2400, top5_acc: 0.5031, loss_cls: 3.3328, loss: 3.3328, grad_norm: 0.8704 2020-10-05 06:59:28,939 - mmaction - INFO - Epoch [14][60/297] lr: 3.975e-01, eta: 1 day, 15:29:54, time: 1.499, data_time: 0.008, memory: 5820, top1_acc: 0.2271, top5_acc: 0.4947, loss_cls: 3.3494, loss: 3.3494, grad_norm: 0.8539 2020-10-05 06:59:59,858 - mmaction - INFO - Epoch [14][80/297] lr: 3.975e-01, eta: 1 day, 15:26:39, time: 1.548, data_time: 0.010, memory: 5820, top1_acc: 0.2285, top5_acc: 0.4902, loss_cls: 3.3462, loss: 3.3462, grad_norm: 0.8244 2020-10-05 07:00:31,298 - mmaction - INFO - Epoch [14][100/297] lr: 3.975e-01, eta: 1 day, 15:23:31, time: 1.560, data_time: 0.091, memory: 5820, top1_acc: 0.2473, top5_acc: 0.5045, loss_cls: 3.2941, loss: 3.2941, grad_norm: 0.8626 2020-10-05 07:01:02,467 - mmaction - INFO - Epoch [14][120/297] lr: 3.975e-01, eta: 1 day, 15:20:28, time: 1.571, data_time: 0.034, memory: 5820, top1_acc: 0.2426, top5_acc: 0.5168, loss_cls: 3.2739, loss: 3.2739, grad_norm: 0.8589 2020-10-05 07:01:32,865 - mmaction - INFO - Epoch [14][140/297] lr: 3.975e-01, eta: 1 day, 15:17:07, time: 1.517, data_time: 0.007, memory: 5820, top1_acc: 0.2400, top5_acc: 0.5111, loss_cls: 3.2835, loss: 3.2835, grad_norm: 0.8665 2020-10-05 07:02:02,864 - mmaction - INFO - Epoch [14][160/297] lr: 3.975e-01, eta: 1 day, 15:13:42, time: 1.501, data_time: 0.009, memory: 5820, top1_acc: 0.2465, top5_acc: 0.5092, loss_cls: 3.2871, loss: 3.2871, grad_norm: 0.8889 2020-10-05 07:02:34,846 - mmaction - INFO - Epoch [14][180/297] lr: 3.975e-01, eta: 1 day, 15:10:54, time: 1.599, data_time: 0.008, memory: 5820, top1_acc: 0.2475, top5_acc: 0.5127, loss_cls: 3.2987, loss: 3.2987, grad_norm: 0.8749 2020-10-05 07:03:04,844 - mmaction - INFO - Epoch [14][200/297] lr: 3.975e-01, eta: 1 day, 15:07:31, time: 1.498, data_time: 0.007, memory: 5820, top1_acc: 0.2393, top5_acc: 0.5129, loss_cls: 3.3023, loss: 3.3023, grad_norm: 0.8450 2020-10-05 07:03:33,793 - mmaction - INFO - Epoch [14][220/297] lr: 3.975e-01, eta: 1 day, 15:03:53, time: 1.451, data_time: 0.009, memory: 5820, top1_acc: 0.2480, top5_acc: 0.5139, loss_cls: 3.2735, loss: 3.2735, grad_norm: 0.8577 2020-10-05 07:04:04,873 - mmaction - INFO - Epoch [14][240/297] lr: 3.975e-01, eta: 1 day, 15:00:53, time: 1.552, data_time: 0.006, memory: 5820, top1_acc: 0.2369, top5_acc: 0.5086, loss_cls: 3.3067, loss: 3.3067, grad_norm: 0.8653 2020-10-05 07:04:34,327 - mmaction - INFO - Epoch [14][260/297] lr: 3.975e-01, eta: 1 day, 14:57:26, time: 1.473, data_time: 0.008, memory: 5820, top1_acc: 0.2336, top5_acc: 0.5035, loss_cls: 3.3455, loss: 3.3455, grad_norm: 0.8648 2020-10-05 07:05:03,830 - mmaction - INFO - Epoch [14][280/297] lr: 3.975e-01, eta: 1 day, 14:54:03, time: 1.477, data_time: 0.010, memory: 5820, top1_acc: 0.2520, top5_acc: 0.5084, loss_cls: 3.2977, loss: 3.2977, grad_norm: 0.8835 2020-10-05 07:08:38,161 - mmaction - INFO - Epoch [15][20/297] lr: 3.971e-01, eta: 1 day, 15:25:50, time: 9.357, data_time: 5.155, memory: 5820, top1_acc: 0.2428, top5_acc: 0.5080, loss_cls: 3.3033, loss: 3.3033, grad_norm: 0.8562 2020-10-05 07:09:09,236 - mmaction - INFO - Epoch [15][40/297] lr: 3.971e-01, eta: 1 day, 15:22:46, time: 1.555, data_time: 0.009, memory: 5820, top1_acc: 0.2518, top5_acc: 0.5146, loss_cls: 3.2866, loss: 3.2866, grad_norm: 0.8855 2020-10-05 07:09:38,854 - mmaction - INFO - Epoch [15][60/297] lr: 3.971e-01, eta: 1 day, 15:19:18, time: 1.477, data_time: 0.006, memory: 5820, top1_acc: 0.2512, top5_acc: 0.5068, loss_cls: 3.2946, loss: 3.2946, grad_norm: 0.8703 2020-10-05 07:10:08,721 - mmaction - INFO - Epoch [15][80/297] lr: 3.971e-01, eta: 1 day, 15:15:57, time: 1.496, data_time: 0.011, memory: 5820, top1_acc: 0.2369, top5_acc: 0.5256, loss_cls: 3.2787, loss: 3.2787, grad_norm: 0.8702 2020-10-05 07:10:39,013 - mmaction - INFO - Epoch [15][100/297] lr: 3.971e-01, eta: 1 day, 15:12:41, time: 1.505, data_time: 0.006, memory: 5820, top1_acc: 0.2484, top5_acc: 0.5232, loss_cls: 3.2593, loss: 3.2593, grad_norm: 0.8530 2020-10-05 07:11:08,033 - mmaction - INFO - Epoch [15][120/297] lr: 3.971e-01, eta: 1 day, 15:09:11, time: 1.458, data_time: 0.019, memory: 5820, top1_acc: 0.2508, top5_acc: 0.5158, loss_cls: 3.2487, loss: 3.2487, grad_norm: 0.8854 2020-10-05 07:11:39,366 - mmaction - INFO - Epoch [15][140/297] lr: 3.971e-01, eta: 1 day, 15:06:19, time: 1.566, data_time: 0.011, memory: 5820, top1_acc: 0.2393, top5_acc: 0.5275, loss_cls: 3.2725, loss: 3.2725, grad_norm: 0.8740 2020-10-05 07:12:09,359 - mmaction - INFO - Epoch [15][160/297] lr: 3.971e-01, eta: 1 day, 15:03:07, time: 1.501, data_time: 0.008, memory: 5820, top1_acc: 0.2541, top5_acc: 0.5201, loss_cls: 3.2363, loss: 3.2363, grad_norm: 0.8845 2020-10-05 07:12:40,636 - mmaction - INFO - Epoch [15][180/297] lr: 3.971e-01, eta: 1 day, 15:00:17, time: 1.566, data_time: 0.010, memory: 5820, top1_acc: 0.2555, top5_acc: 0.5229, loss_cls: 3.2288, loss: 3.2288, grad_norm: 0.8673 2020-10-05 07:13:10,882 - mmaction - INFO - Epoch [15][200/297] lr: 3.971e-01, eta: 1 day, 14:57:11, time: 1.511, data_time: 0.005, memory: 5820, top1_acc: 0.2473, top5_acc: 0.5188, loss_cls: 3.2579, loss: 3.2579, grad_norm: 0.8922 2020-10-05 07:13:40,439 - mmaction - INFO - Epoch [15][220/297] lr: 3.971e-01, eta: 1 day, 14:53:52, time: 1.469, data_time: 0.010, memory: 5820, top1_acc: 0.2324, top5_acc: 0.4982, loss_cls: 3.3233, loss: 3.3233, grad_norm: 0.8885 2020-10-05 07:14:11,299 - mmaction - INFO - Epoch [15][240/297] lr: 3.971e-01, eta: 1 day, 14:51:02, time: 1.551, data_time: 0.018, memory: 5820, top1_acc: 0.2514, top5_acc: 0.5141, loss_cls: 3.2757, loss: 3.2757, grad_norm: 0.8577 2020-10-05 07:14:42,054 - mmaction - INFO - Epoch [15][260/297] lr: 3.971e-01, eta: 1 day, 14:48:09, time: 1.540, data_time: 0.008, memory: 5820, top1_acc: 0.2498, top5_acc: 0.5293, loss_cls: 3.2246, loss: 3.2246, grad_norm: 0.8811 2020-10-05 07:15:10,510 - mmaction - INFO - Epoch [15][280/297] lr: 3.971e-01, eta: 1 day, 14:44:39, time: 1.422, data_time: 0.006, memory: 5820, top1_acc: 0.2502, top5_acc: 0.5205, loss_cls: 3.2266, loss: 3.2266, grad_norm: 0.8874 2020-10-05 07:19:00,037 - mmaction - INFO - Epoch [16][20/297] lr: 3.966e-01, eta: 1 day, 15:18:40, time: 10.212, data_time: 4.816, memory: 5820, top1_acc: 0.2617, top5_acc: 0.5428, loss_cls: 3.1695, loss: 3.1695, grad_norm: 0.8911 2020-10-05 07:19:30,601 - mmaction - INFO - Epoch [16][40/297] lr: 3.966e-01, eta: 1 day, 15:15:39, time: 1.531, data_time: 0.009, memory: 5820, top1_acc: 0.2646, top5_acc: 0.5326, loss_cls: 3.1902, loss: 3.1902, grad_norm: 0.8892 2020-10-05 07:19:59,163 - mmaction - INFO - Epoch [16][60/297] lr: 3.966e-01, eta: 1 day, 15:12:05, time: 1.428, data_time: 0.006, memory: 5820, top1_acc: 0.2625, top5_acc: 0.5365, loss_cls: 3.1958, loss: 3.1958, grad_norm: 0.9131 2020-10-05 07:20:30,279 - mmaction - INFO - Epoch [16][80/297] lr: 3.966e-01, eta: 1 day, 15:09:15, time: 1.556, data_time: 0.008, memory: 5820, top1_acc: 0.2621, top5_acc: 0.5293, loss_cls: 3.2304, loss: 3.2304, grad_norm: 0.8916 2020-10-05 07:21:01,169 - mmaction - INFO - Epoch [16][100/297] lr: 3.966e-01, eta: 1 day, 15:06:21, time: 1.545, data_time: 0.006, memory: 5820, top1_acc: 0.2490, top5_acc: 0.5264, loss_cls: 3.2628, loss: 3.2628, grad_norm: 0.8966 2020-10-05 07:21:30,044 - mmaction - INFO - Epoch [16][120/297] lr: 3.966e-01, eta: 1 day, 15:02:57, time: 1.442, data_time: 0.007, memory: 5820, top1_acc: 0.2547, top5_acc: 0.5227, loss_cls: 3.2468, loss: 3.2468, grad_norm: 0.8811 2020-10-05 07:22:00,684 - mmaction - INFO - Epoch [16][140/297] lr: 3.966e-01, eta: 1 day, 15:00:02, time: 1.533, data_time: 0.009, memory: 5820, top1_acc: 0.2658, top5_acc: 0.5434, loss_cls: 3.1706, loss: 3.1706, grad_norm: 0.8794 2020-10-05 07:22:35,052 - mmaction - INFO - Epoch [16][160/297] lr: 3.966e-01, eta: 1 day, 14:58:07, time: 1.718, data_time: 0.006, memory: 5820, top1_acc: 0.2535, top5_acc: 0.5215, loss_cls: 3.2182, loss: 3.2182, grad_norm: 0.8802 2020-10-05 07:22:59,996 - mmaction - INFO - Epoch [16][180/297] lr: 3.966e-01, eta: 1 day, 14:53:47, time: 1.248, data_time: 0.006, memory: 5820, top1_acc: 0.2537, top5_acc: 0.5143, loss_cls: 3.2540, loss: 3.2540, grad_norm: 0.8980 2020-10-05 07:23:30,936 - mmaction - INFO - Epoch [16][200/297] lr: 3.966e-01, eta: 1 day, 14:51:00, time: 1.546, data_time: 0.012, memory: 5820, top1_acc: 0.2635, top5_acc: 0.5342, loss_cls: 3.1968, loss: 3.1968, grad_norm: 0.9054 2020-10-05 07:24:01,274 - mmaction - INFO - Epoch [16][220/297] lr: 3.966e-01, eta: 1 day, 14:48:05, time: 1.515, data_time: 0.009, memory: 5820, top1_acc: 0.2547, top5_acc: 0.5217, loss_cls: 3.2271, loss: 3.2271, grad_norm: 0.8944 2020-10-05 07:24:32,374 - mmaction - INFO - Epoch [16][240/297] lr: 3.966e-01, eta: 1 day, 14:45:24, time: 1.556, data_time: 0.009, memory: 5820, top1_acc: 0.2609, top5_acc: 0.5299, loss_cls: 3.2089, loss: 3.2089, grad_norm: 0.8728 2020-10-05 07:25:01,357 - mmaction - INFO - Epoch [16][260/297] lr: 3.966e-01, eta: 1 day, 14:42:11, time: 1.445, data_time: 0.007, memory: 5820, top1_acc: 0.2687, top5_acc: 0.5396, loss_cls: 3.1553, loss: 3.1553, grad_norm: 0.9061 2020-10-05 07:25:31,012 - mmaction - INFO - Epoch [16][280/297] lr: 3.966e-01, eta: 1 day, 14:39:11, time: 1.488, data_time: 0.014, memory: 5820, top1_acc: 0.2697, top5_acc: 0.5408, loss_cls: 3.1719, loss: 3.1719, grad_norm: 0.8999 2020-10-05 07:25:56,653 - mmaction - INFO - Saving checkpoint at 16 epochs 2020-10-05 07:29:05,620 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-05 07:29:05,849 - mmaction - INFO - top1_acc 0.3233 top5_acc 0.6228 2020-10-05 07:29:05,849 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-05 07:29:05,878 - mmaction - INFO - mean_acc 0.3230 2020-10-05 07:29:05,878 - mmaction - INFO - Now best checkpoint is epoch_16.pth 2020-10-05 07:29:05,923 - mmaction - INFO - Epoch(val) [16][297] top1_acc: 0.3233, top5_acc: 0.6228, mean_class_accuracy: 0.3230 2020-10-05 07:32:12,517 - mmaction - INFO - Epoch [17][20/297] lr: 3.962e-01, eta: 1 day, 15:06:27, time: 9.329, data_time: 5.281, memory: 5820, top1_acc: 0.2742, top5_acc: 0.5416, loss_cls: 3.1142, loss: 3.1142, grad_norm: 0.9117 2020-10-05 07:32:43,241 - mmaction - INFO - Epoch [17][40/297] lr: 3.962e-01, eta: 1 day, 15:03:36, time: 1.536, data_time: 0.008, memory: 5820, top1_acc: 0.2600, top5_acc: 0.5334, loss_cls: 3.2100, loss: 3.2100, grad_norm: 0.9263 2020-10-05 07:33:12,562 - mmaction - INFO - Epoch [17][60/297] lr: 3.962e-01, eta: 1 day, 15:00:26, time: 1.465, data_time: 0.008, memory: 5820, top1_acc: 0.2656, top5_acc: 0.5287, loss_cls: 3.2049, loss: 3.2049, grad_norm: 0.8847 2020-10-05 07:33:43,198 - mmaction - INFO - Epoch [17][80/297] lr: 3.962e-01, eta: 1 day, 14:57:37, time: 1.531, data_time: 0.009, memory: 5820, top1_acc: 0.2684, top5_acc: 0.5350, loss_cls: 3.1698, loss: 3.1698, grad_norm: 0.8875 2020-10-05 07:34:13,871 - mmaction - INFO - Epoch [17][100/297] lr: 3.962e-01, eta: 1 day, 14:54:50, time: 1.536, data_time: 0.009, memory: 5820, top1_acc: 0.2648, top5_acc: 0.5238, loss_cls: 3.2131, loss: 3.2131, grad_norm: 0.8969 2020-10-05 07:34:42,935 - mmaction - INFO - Epoch [17][120/297] lr: 3.962e-01, eta: 1 day, 14:51:40, time: 1.452, data_time: 0.005, memory: 5820, top1_acc: 0.2564, top5_acc: 0.5244, loss_cls: 3.2225, loss: 3.2225, grad_norm: 0.9166 2020-10-05 07:35:13,328 - mmaction - INFO - Epoch [17][140/297] lr: 3.962e-01, eta: 1 day, 14:48:51, time: 1.522, data_time: 0.009, memory: 5820, top1_acc: 0.2648, top5_acc: 0.5426, loss_cls: 3.1583, loss: 3.1583, grad_norm: 0.8970 2020-10-05 07:35:44,598 - mmaction - INFO - Epoch [17][160/297] lr: 3.962e-01, eta: 1 day, 14:46:16, time: 1.562, data_time: 0.008, memory: 5820, top1_acc: 0.2693, top5_acc: 0.5389, loss_cls: 3.1925, loss: 3.1925, grad_norm: 0.8908 2020-10-05 07:36:13,763 - mmaction - INFO - Epoch [17][180/297] lr: 3.962e-01, eta: 1 day, 14:43:11, time: 1.459, data_time: 0.007, memory: 5820, top1_acc: 0.2639, top5_acc: 0.5393, loss_cls: 3.1757, loss: 3.1757, grad_norm: 0.9134 2020-10-05 07:36:43,835 - mmaction - INFO - Epoch [17][200/297] lr: 3.962e-01, eta: 1 day, 14:40:21, time: 1.504, data_time: 0.007, memory: 5820, top1_acc: 0.2637, top5_acc: 0.5416, loss_cls: 3.1820, loss: 3.1820, grad_norm: 0.9114 2020-10-05 07:37:14,798 - mmaction - INFO - Epoch [17][220/297] lr: 3.962e-01, eta: 1 day, 14:37:44, time: 1.547, data_time: 0.006, memory: 5820, top1_acc: 0.2631, top5_acc: 0.5379, loss_cls: 3.1667, loss: 3.1667, grad_norm: 0.8934 2020-10-05 07:37:43,686 - mmaction - INFO - Epoch [17][240/297] lr: 3.962e-01, eta: 1 day, 14:34:39, time: 1.444, data_time: 0.007, memory: 5820, top1_acc: 0.2602, top5_acc: 0.5404, loss_cls: 3.1598, loss: 3.1598, grad_norm: 0.8889 2020-10-05 07:38:13,446 - mmaction - INFO - Epoch [17][260/297] lr: 3.962e-01, eta: 1 day, 14:31:48, time: 1.490, data_time: 0.009, memory: 5820, top1_acc: 0.2701, top5_acc: 0.5418, loss_cls: 3.1468, loss: 3.1468, grad_norm: 0.9115 2020-10-05 07:38:43,281 - mmaction - INFO - Epoch [17][280/297] lr: 3.962e-01, eta: 1 day, 14:28:59, time: 1.492, data_time: 0.007, memory: 5820, top1_acc: 0.2680, top5_acc: 0.5412, loss_cls: 3.1618, loss: 3.1618, grad_norm: 0.9147 2020-10-05 07:42:19,335 - mmaction - INFO - Epoch [18][20/297] lr: 3.957e-01, eta: 1 day, 14:55:27, time: 9.538, data_time: 5.370, memory: 5820, top1_acc: 0.2754, top5_acc: 0.5523, loss_cls: 3.1032, loss: 3.1032, grad_norm: 0.9120 2020-10-05 07:42:50,217 - mmaction - INFO - Epoch [18][40/297] lr: 3.957e-01, eta: 1 day, 14:52:48, time: 1.546, data_time: 0.011, memory: 5820, top1_acc: 0.2687, top5_acc: 0.5395, loss_cls: 3.1548, loss: 3.1548, grad_norm: 0.9058 2020-10-05 07:43:19,042 - mmaction - INFO - Epoch [18][60/297] lr: 3.957e-01, eta: 1 day, 14:49:40, time: 1.440, data_time: 0.007, memory: 5820, top1_acc: 0.2803, top5_acc: 0.5490, loss_cls: 3.1284, loss: 3.1284, grad_norm: 0.9183 2020-10-05 07:43:49,334 - mmaction - INFO - Epoch [18][80/297] lr: 3.957e-01, eta: 1 day, 14:46:55, time: 1.516, data_time: 0.008, memory: 5820, top1_acc: 0.2707, top5_acc: 0.5598, loss_cls: 3.1053, loss: 3.1053, grad_norm: 0.9070 2020-10-05 07:44:20,838 - mmaction - INFO - Epoch [18][100/297] lr: 3.957e-01, eta: 1 day, 14:44:22, time: 1.556, data_time: 0.005, memory: 5820, top1_acc: 0.2713, top5_acc: 0.5490, loss_cls: 3.1269, loss: 3.1269, grad_norm: 0.9237 2020-10-05 07:44:48,785 - mmaction - INFO - Epoch [18][120/297] lr: 3.957e-01, eta: 1 day, 14:41:11, time: 1.414, data_time: 0.022, memory: 5820, top1_acc: 0.2711, top5_acc: 0.5439, loss_cls: 3.1235, loss: 3.1235, grad_norm: 0.9125 2020-10-05 07:45:19,233 - mmaction - INFO - Epoch [18][140/297] lr: 3.957e-01, eta: 1 day, 14:38:31, time: 1.523, data_time: 0.009, memory: 5820, top1_acc: 0.2750, top5_acc: 0.5432, loss_cls: 3.1258, loss: 3.1258, grad_norm: 0.8965 2020-10-05 07:45:49,509 - mmaction - INFO - Epoch [18][160/297] lr: 3.957e-01, eta: 1 day, 14:35:49, time: 1.515, data_time: 0.008, memory: 5820, top1_acc: 0.2734, top5_acc: 0.5426, loss_cls: 3.1276, loss: 3.1276, grad_norm: 0.9220 2020-10-05 07:46:19,475 - mmaction - INFO - Epoch [18][180/297] lr: 3.957e-01, eta: 1 day, 14:33:05, time: 1.499, data_time: 0.008, memory: 5820, top1_acc: 0.2615, top5_acc: 0.5355, loss_cls: 3.1919, loss: 3.1919, grad_norm: 0.9247 2020-10-05 07:46:49,931 - mmaction - INFO - Epoch [18][200/297] lr: 3.957e-01, eta: 1 day, 14:30:27, time: 1.521, data_time: 0.006, memory: 5820, top1_acc: 0.2648, top5_acc: 0.5246, loss_cls: 3.2060, loss: 3.2060, grad_norm: 0.8949 2020-10-05 07:47:18,048 - mmaction - INFO - Epoch [18][220/297] lr: 3.957e-01, eta: 1 day, 14:27:20, time: 1.407, data_time: 0.004, memory: 5820, top1_acc: 0.2682, top5_acc: 0.5375, loss_cls: 3.1535, loss: 3.1535, grad_norm: 0.9010 2020-10-05 07:47:47,853 - mmaction - INFO - Epoch [18][240/297] lr: 3.957e-01, eta: 1 day, 14:24:36, time: 1.491, data_time: 0.007, memory: 5820, top1_acc: 0.2725, top5_acc: 0.5426, loss_cls: 3.1475, loss: 3.1475, grad_norm: 0.9183 2020-10-05 07:48:19,291 - mmaction - INFO - Epoch [18][260/297] lr: 3.957e-01, eta: 1 day, 14:22:15, time: 1.572, data_time: 0.007, memory: 5820, top1_acc: 0.2729, top5_acc: 0.5547, loss_cls: 3.1300, loss: 3.1300, grad_norm: 0.9048 2020-10-05 07:48:49,961 - mmaction - INFO - Epoch [18][280/297] lr: 3.957e-01, eta: 1 day, 14:19:45, time: 1.533, data_time: 0.005, memory: 5820, top1_acc: 0.2730, top5_acc: 0.5609, loss_cls: 3.1084, loss: 3.1084, grad_norm: 0.9222 2020-10-05 07:52:27,797 - mmaction - INFO - Epoch [19][20/297] lr: 3.951e-01, eta: 1 day, 14:45:05, time: 9.658, data_time: 5.462, memory: 5820, top1_acc: 0.2867, top5_acc: 0.5619, loss_cls: 3.0878, loss: 3.0878, grad_norm: 0.9140 2020-10-05 07:53:01,380 - mmaction - INFO - Epoch [19][40/297] lr: 3.951e-01, eta: 1 day, 14:43:08, time: 1.678, data_time: 0.008, memory: 5820, top1_acc: 0.2807, top5_acc: 0.5553, loss_cls: 3.0839, loss: 3.0839, grad_norm: 0.9101 2020-10-05 07:53:29,224 - mmaction - INFO - Epoch [19][60/297] lr: 3.951e-01, eta: 1 day, 14:39:58, time: 1.395, data_time: 0.005, memory: 5820, top1_acc: 0.2816, top5_acc: 0.5512, loss_cls: 3.0945, loss: 3.0945, grad_norm: 0.9177 2020-10-05 07:53:59,264 - mmaction - INFO - Epoch [19][80/297] lr: 3.951e-01, eta: 1 day, 14:37:16, time: 1.502, data_time: 0.007, memory: 5820, top1_acc: 0.2787, top5_acc: 0.5432, loss_cls: 3.1177, loss: 3.1177, grad_norm: 0.9174 2020-10-05 07:54:28,493 - mmaction - INFO - Epoch [19][100/297] lr: 3.951e-01, eta: 1 day, 14:34:24, time: 1.457, data_time: 0.003, memory: 5820, top1_acc: 0.2824, top5_acc: 0.5582, loss_cls: 3.1031, loss: 3.1031, grad_norm: 0.9059 2020-10-05 07:54:59,729 - mmaction - INFO - Epoch [19][120/297] lr: 3.951e-01, eta: 1 day, 14:32:01, time: 1.564, data_time: 0.010, memory: 5820, top1_acc: 0.2803, top5_acc: 0.5486, loss_cls: 3.1212, loss: 3.1212, grad_norm: 0.9222 2020-10-05 07:55:29,043 - mmaction - INFO - Epoch [19][140/297] lr: 3.951e-01, eta: 1 day, 14:29:13, time: 1.468, data_time: 0.008, memory: 5820, top1_acc: 0.2795, top5_acc: 0.5580, loss_cls: 3.0736, loss: 3.0736, grad_norm: 0.9176 2020-10-05 07:55:58,292 - mmaction - INFO - Epoch [19][160/297] lr: 3.951e-01, eta: 1 day, 14:26:25, time: 1.461, data_time: 0.007, memory: 5820, top1_acc: 0.2875, top5_acc: 0.5502, loss_cls: 3.0905, loss: 3.0905, grad_norm: 0.9148 2020-10-05 07:56:28,971 - mmaction - INFO - Epoch [19][180/297] lr: 3.951e-01, eta: 1 day, 14:23:56, time: 1.532, data_time: 0.008, memory: 5820, top1_acc: 0.2787, top5_acc: 0.5389, loss_cls: 3.1633, loss: 3.1633, grad_norm: 0.9029 2020-10-05 07:56:57,842 - mmaction - INFO - Epoch [19][200/297] lr: 3.951e-01, eta: 1 day, 14:21:06, time: 1.447, data_time: 0.010, memory: 5820, top1_acc: 0.2576, top5_acc: 0.5387, loss_cls: 3.1766, loss: 3.1766, grad_norm: 0.9352 2020-10-05 07:57:27,602 - mmaction - INFO - Epoch [19][220/297] lr: 3.951e-01, eta: 1 day, 14:18:28, time: 1.487, data_time: 0.008, memory: 5820, top1_acc: 0.2809, top5_acc: 0.5627, loss_cls: 3.0796, loss: 3.0796, grad_norm: 0.8911 2020-10-05 07:57:57,346 - mmaction - INFO - Epoch [19][240/297] lr: 3.951e-01, eta: 1 day, 14:15:50, time: 1.488, data_time: 0.007, memory: 5820, top1_acc: 0.2645, top5_acc: 0.5553, loss_cls: 3.1111, loss: 3.1111, grad_norm: 0.9298 2020-10-05 07:58:29,294 - mmaction - INFO - Epoch [19][260/297] lr: 3.951e-01, eta: 1 day, 14:13:41, time: 1.597, data_time: 0.007, memory: 5820, top1_acc: 0.2766, top5_acc: 0.5545, loss_cls: 3.1188, loss: 3.1188, grad_norm: 0.9205 2020-10-05 07:58:57,403 - mmaction - INFO - Epoch [19][280/297] lr: 3.951e-01, eta: 1 day, 14:10:45, time: 1.405, data_time: 0.004, memory: 5820, top1_acc: 0.2699, top5_acc: 0.5436, loss_cls: 3.1161, loss: 3.1161, grad_norm: 0.9286 2020-10-05 08:02:05,869 - mmaction - INFO - Epoch [20][20/297] lr: 3.946e-01, eta: 1 day, 14:28:28, time: 8.182, data_time: 5.489, memory: 5820, top1_acc: 0.2820, top5_acc: 0.5627, loss_cls: 3.0840, loss: 3.0840, grad_norm: 0.9295 2020-10-05 08:02:36,209 - mmaction - INFO - Epoch [20][40/297] lr: 3.946e-01, eta: 1 day, 14:25:57, time: 1.517, data_time: 0.008, memory: 5820, top1_acc: 0.2814, top5_acc: 0.5666, loss_cls: 3.0743, loss: 3.0743, grad_norm: 0.9269 2020-10-05 08:03:05,126 - mmaction - INFO - Epoch [20][60/297] lr: 3.946e-01, eta: 1 day, 14:23:08, time: 1.441, data_time: 0.008, memory: 5820, top1_acc: 0.2873, top5_acc: 0.5631, loss_cls: 3.0204, loss: 3.0204, grad_norm: 0.9392 2020-10-05 08:03:35,573 - mmaction - INFO - Epoch [20][80/297] lr: 3.946e-01, eta: 1 day, 14:20:41, time: 1.527, data_time: 0.013, memory: 5820, top1_acc: 0.2779, top5_acc: 0.5633, loss_cls: 3.0872, loss: 3.0872, grad_norm: 0.8984 2020-10-05 08:04:06,604 - mmaction - INFO - Epoch [20][100/297] lr: 3.946e-01, eta: 1 day, 14:18:21, time: 1.552, data_time: 0.006, memory: 5820, top1_acc: 0.2855, top5_acc: 0.5549, loss_cls: 3.0848, loss: 3.0848, grad_norm: 0.9355 2020-10-05 08:04:34,869 - mmaction - INFO - Epoch [20][120/297] lr: 3.946e-01, eta: 1 day, 14:15:28, time: 1.413, data_time: 0.004, memory: 5820, top1_acc: 0.2639, top5_acc: 0.5414, loss_cls: 3.1614, loss: 3.1614, grad_norm: 0.9301 2020-10-05 08:05:05,838 - mmaction - INFO - Epoch [20][140/297] lr: 3.946e-01, eta: 1 day, 14:13:09, time: 1.547, data_time: 0.007, memory: 5820, top1_acc: 0.2895, top5_acc: 0.5525, loss_cls: 3.0771, loss: 3.0771, grad_norm: 0.9270 2020-10-05 08:05:35,207 - mmaction - INFO - Epoch [20][160/297] lr: 3.946e-01, eta: 1 day, 14:10:31, time: 1.469, data_time: 0.008, memory: 5820, top1_acc: 0.2926, top5_acc: 0.5611, loss_cls: 3.0617, loss: 3.0617, grad_norm: 0.9150 2020-10-05 08:06:05,432 - mmaction - INFO - Epoch [20][180/297] lr: 3.946e-01, eta: 1 day, 14:08:04, time: 1.510, data_time: 0.008, memory: 5820, top1_acc: 0.2936, top5_acc: 0.5619, loss_cls: 3.0864, loss: 3.0864, grad_norm: 0.9244 2020-10-05 08:06:36,374 - mmaction - INFO - Epoch [20][200/297] lr: 3.946e-01, eta: 1 day, 14:05:47, time: 1.546, data_time: 0.008, memory: 5820, top1_acc: 0.2832, top5_acc: 0.5514, loss_cls: 3.0950, loss: 3.0950, grad_norm: 0.9165 2020-10-05 08:07:05,006 - mmaction - INFO - Epoch [20][220/297] lr: 3.946e-01, eta: 1 day, 14:03:03, time: 1.434, data_time: 0.007, memory: 5820, top1_acc: 0.2871, top5_acc: 0.5545, loss_cls: 3.0867, loss: 3.0867, grad_norm: 0.9222 2020-10-05 08:07:35,480 - mmaction - INFO - Epoch [20][240/297] lr: 3.946e-01, eta: 1 day, 14:00:42, time: 1.524, data_time: 0.009, memory: 5820, top1_acc: 0.2887, top5_acc: 0.5750, loss_cls: 3.0515, loss: 3.0515, grad_norm: 0.9212 2020-10-05 08:08:05,207 - mmaction - INFO - Epoch [20][260/297] lr: 3.946e-01, eta: 1 day, 13:58:12, time: 1.486, data_time: 0.007, memory: 5820, top1_acc: 0.2898, top5_acc: 0.5645, loss_cls: 3.0599, loss: 3.0599, grad_norm: 0.9332 2020-10-05 08:08:35,277 - mmaction - INFO - Epoch [20][280/297] lr: 3.946e-01, eta: 1 day, 13:55:48, time: 1.504, data_time: 0.005, memory: 5820, top1_acc: 0.2801, top5_acc: 0.5637, loss_cls: 3.0876, loss: 3.0876, grad_norm: 0.9377 2020-10-05 08:12:10,706 - mmaction - INFO - Epoch [21][20/297] lr: 3.940e-01, eta: 1 day, 14:17:49, time: 9.529, data_time: 4.688, memory: 5820, top1_acc: 0.2986, top5_acc: 0.5703, loss_cls: 3.0214, loss: 3.0214, grad_norm: 0.9393 2020-10-05 08:12:42,028 - mmaction - INFO - Epoch [21][40/297] lr: 3.940e-01, eta: 1 day, 14:15:36, time: 1.567, data_time: 0.007, memory: 5820, top1_acc: 0.2824, top5_acc: 0.5568, loss_cls: 3.0848, loss: 3.0848, grad_norm: 0.9502 2020-10-05 08:13:11,730 - mmaction - INFO - Epoch [21][60/297] lr: 3.940e-01, eta: 1 day, 14:13:05, time: 1.485, data_time: 0.005, memory: 5820, top1_acc: 0.2854, top5_acc: 0.5564, loss_cls: 3.0713, loss: 3.0713, grad_norm: 0.9152 2020-10-05 08:13:42,628 - mmaction - INFO - Epoch [21][80/297] lr: 3.940e-01, eta: 1 day, 14:10:46, time: 1.538, data_time: 0.010, memory: 5820, top1_acc: 0.2807, top5_acc: 0.5543, loss_cls: 3.1084, loss: 3.1084, grad_norm: 0.9290 2020-10-05 08:14:13,844 - mmaction - INFO - Epoch [21][100/297] lr: 3.940e-01, eta: 1 day, 14:08:35, time: 1.567, data_time: 0.013, memory: 5820, top1_acc: 0.2850, top5_acc: 0.5621, loss_cls: 3.0678, loss: 3.0678, grad_norm: 0.9387 2020-10-05 08:14:42,320 - mmaction - INFO - Epoch [21][120/297] lr: 3.940e-01, eta: 1 day, 14:05:51, time: 1.421, data_time: 0.004, memory: 5820, top1_acc: 0.2863, top5_acc: 0.5545, loss_cls: 3.0747, loss: 3.0747, grad_norm: 0.9150 2020-10-05 08:15:12,418 - mmaction - INFO - Epoch [21][140/297] lr: 3.940e-01, eta: 1 day, 14:03:28, time: 1.508, data_time: 0.011, memory: 5820, top1_acc: 0.2934, top5_acc: 0.5701, loss_cls: 3.0255, loss: 3.0255, grad_norm: 0.9279 2020-10-05 08:15:42,073 - mmaction - INFO - Epoch [21][160/297] lr: 3.940e-01, eta: 1 day, 14:00:59, time: 1.483, data_time: 0.007, memory: 5820, top1_acc: 0.2893, top5_acc: 0.5670, loss_cls: 3.0464, loss: 3.0464, grad_norm: 0.9488 2020-10-05 08:16:12,552 - mmaction - INFO - Epoch [21][180/297] lr: 3.940e-01, eta: 1 day, 13:58:41, time: 1.523, data_time: 0.006, memory: 5820, top1_acc: 0.2740, top5_acc: 0.5500, loss_cls: 3.1185, loss: 3.1185, grad_norm: 0.9525 2020-10-05 08:16:42,754 - mmaction - INFO - Epoch [21][200/297] lr: 3.940e-01, eta: 1 day, 13:56:21, time: 1.510, data_time: 0.008, memory: 5820, top1_acc: 0.3033, top5_acc: 0.5742, loss_cls: 3.0090, loss: 3.0090, grad_norm: 0.9086 2020-10-05 08:17:12,721 - mmaction - INFO - Epoch [21][220/297] lr: 3.940e-01, eta: 1 day, 13:53:58, time: 1.499, data_time: 0.004, memory: 5820, top1_acc: 0.3010, top5_acc: 0.5824, loss_cls: 3.0023, loss: 3.0023, grad_norm: 0.9445 2020-10-05 08:17:40,737 - mmaction - INFO - Epoch [21][240/297] lr: 3.940e-01, eta: 1 day, 13:51:14, time: 1.397, data_time: 0.003, memory: 5820, top1_acc: 0.2957, top5_acc: 0.5607, loss_cls: 3.0527, loss: 3.0527, grad_norm: 0.9486 2020-10-05 08:18:11,755 - mmaction - INFO - Epoch [21][260/297] lr: 3.940e-01, eta: 1 day, 13:49:05, time: 1.553, data_time: 0.010, memory: 5820, top1_acc: 0.2850, top5_acc: 0.5643, loss_cls: 3.0279, loss: 3.0279, grad_norm: 0.9206 2020-10-05 08:18:41,421 - mmaction - INFO - Epoch [21][280/297] lr: 3.940e-01, eta: 1 day, 13:46:42, time: 1.485, data_time: 0.008, memory: 5820, top1_acc: 0.2982, top5_acc: 0.5697, loss_cls: 3.0193, loss: 3.0193, grad_norm: 0.9371 2020-10-05 08:22:17,205 - mmaction - INFO - Epoch [22][20/297] lr: 3.934e-01, eta: 1 day, 14:07:42, time: 9.577, data_time: 5.396, memory: 5820, top1_acc: 0.2963, top5_acc: 0.5750, loss_cls: 3.0101, loss: 3.0101, grad_norm: 0.9194 2020-10-05 08:22:47,490 - mmaction - INFO - Epoch [22][40/297] lr: 3.934e-01, eta: 1 day, 14:05:18, time: 1.497, data_time: 0.009, memory: 5820, top1_acc: 0.2941, top5_acc: 0.5713, loss_cls: 2.9925, loss: 2.9925, grad_norm: 0.9514 2020-10-05 08:23:16,744 - mmaction - INFO - Epoch [22][60/297] lr: 3.934e-01, eta: 1 day, 14:02:51, time: 1.480, data_time: 0.033, memory: 5820, top1_acc: 0.2951, top5_acc: 0.5736, loss_cls: 3.0296, loss: 3.0296, grad_norm: 0.9455 2020-10-05 08:23:47,326 - mmaction - INFO - Epoch [22][80/297] lr: 3.934e-01, eta: 1 day, 14:00:36, time: 1.530, data_time: 0.009, memory: 5820, top1_acc: 0.2947, top5_acc: 0.5678, loss_cls: 3.0313, loss: 3.0313, grad_norm: 0.9389 2020-10-05 08:24:17,352 - mmaction - INFO - Epoch [22][100/297] lr: 3.934e-01, eta: 1 day, 13:58:15, time: 1.502, data_time: 0.005, memory: 5820, top1_acc: 0.2949, top5_acc: 0.5664, loss_cls: 3.0274, loss: 3.0274, grad_norm: 0.9386 2020-10-05 08:24:47,009 - mmaction - INFO - Epoch [22][120/297] lr: 3.934e-01, eta: 1 day, 13:55:51, time: 1.481, data_time: 0.006, memory: 5820, top1_acc: 0.3033, top5_acc: 0.5725, loss_cls: 3.0087, loss: 3.0087, grad_norm: 0.9336 2020-10-05 08:25:17,370 - mmaction - INFO - Epoch [22][140/297] lr: 3.934e-01, eta: 1 day, 13:53:36, time: 1.519, data_time: 0.011, memory: 5820, top1_acc: 0.2961, top5_acc: 0.5768, loss_cls: 3.0260, loss: 3.0260, grad_norm: 0.9447 2020-10-05 08:25:49,441 - mmaction - INFO - Epoch [22][160/297] lr: 3.934e-01, eta: 1 day, 13:51:39, time: 1.603, data_time: 0.006, memory: 5820, top1_acc: 0.2971, top5_acc: 0.5668, loss_cls: 3.0428, loss: 3.0428, grad_norm: 0.9455 2020-10-05 08:26:17,717 - mmaction - INFO - Epoch [22][180/297] lr: 3.934e-01, eta: 1 day, 13:49:02, time: 1.415, data_time: 0.004, memory: 5820, top1_acc: 0.3018, top5_acc: 0.5723, loss_cls: 2.9889, loss: 2.9889, grad_norm: 0.9374 2020-10-05 08:26:47,640 - mmaction - INFO - Epoch [22][200/297] lr: 3.934e-01, eta: 1 day, 13:46:43, time: 1.494, data_time: 0.008, memory: 5820, top1_acc: 0.2920, top5_acc: 0.5648, loss_cls: 3.0438, loss: 3.0438, grad_norm: 0.9560 2020-10-05 08:27:17,816 - mmaction - INFO - Epoch [22][220/297] lr: 3.934e-01, eta: 1 day, 13:44:28, time: 1.510, data_time: 0.010, memory: 5820, top1_acc: 0.2879, top5_acc: 0.5771, loss_cls: 3.0287, loss: 3.0287, grad_norm: 0.9332 2020-10-05 08:27:46,888 - mmaction - INFO - Epoch [22][240/297] lr: 3.934e-01, eta: 1 day, 13:42:02, time: 1.455, data_time: 0.008, memory: 5820, top1_acc: 0.2979, top5_acc: 0.5666, loss_cls: 3.0448, loss: 3.0448, grad_norm: 0.9392 2020-10-05 08:28:17,079 - mmaction - INFO - Epoch [22][260/297] lr: 3.934e-01, eta: 1 day, 13:39:49, time: 1.510, data_time: 0.007, memory: 5820, top1_acc: 0.2943, top5_acc: 0.5770, loss_cls: 2.9957, loss: 2.9957, grad_norm: 0.9391 2020-10-05 08:28:48,107 - mmaction - INFO - Epoch [22][280/297] lr: 3.934e-01, eta: 1 day, 13:37:43, time: 1.545, data_time: 0.007, memory: 5820, top1_acc: 0.2953, top5_acc: 0.5787, loss_cls: 3.0004, loss: 3.0004, grad_norm: 0.9636 2020-10-05 08:32:23,873 - mmaction - INFO - Epoch [23][20/297] lr: 3.928e-01, eta: 1 day, 13:57:24, time: 9.515, data_time: 4.740, memory: 5820, top1_acc: 0.3154, top5_acc: 0.5996, loss_cls: 2.9397, loss: 2.9397, grad_norm: 0.9536 2020-10-05 08:32:56,759 - mmaction - INFO - Epoch [23][40/297] lr: 3.928e-01, eta: 1 day, 13:55:36, time: 1.643, data_time: 0.008, memory: 5820, top1_acc: 0.3129, top5_acc: 0.5914, loss_cls: 2.9450, loss: 2.9450, grad_norm: 0.9517 2020-10-05 08:33:24,854 - mmaction - INFO - Epoch [23][60/297] lr: 3.928e-01, eta: 1 day, 13:52:58, time: 1.399, data_time: 0.007, memory: 5820, top1_acc: 0.3018, top5_acc: 0.5828, loss_cls: 2.9910, loss: 2.9910, grad_norm: 0.9648 2020-10-05 08:33:56,348 - mmaction - INFO - Epoch [23][80/297] lr: 3.928e-01, eta: 1 day, 13:50:58, time: 1.581, data_time: 0.015, memory: 5820, top1_acc: 0.3037, top5_acc: 0.5811, loss_cls: 2.9827, loss: 2.9827, grad_norm: 0.9599 2020-10-05 08:34:26,617 - mmaction - INFO - Epoch [23][100/297] lr: 3.928e-01, eta: 1 day, 13:48:45, time: 1.512, data_time: 0.007, memory: 5820, top1_acc: 0.3063, top5_acc: 0.5889, loss_cls: 2.9602, loss: 2.9602, grad_norm: 0.9356 2020-10-05 08:34:55,201 - mmaction - INFO - Epoch [23][120/297] lr: 3.928e-01, eta: 1 day, 13:46:13, time: 1.424, data_time: 0.008, memory: 5820, top1_acc: 0.2996, top5_acc: 0.5838, loss_cls: 2.9773, loss: 2.9773, grad_norm: 0.9589 2020-10-05 08:35:24,880 - mmaction - INFO - Epoch [23][140/297] lr: 3.928e-01, eta: 1 day, 13:43:57, time: 1.491, data_time: 0.013, memory: 5820, top1_acc: 0.3080, top5_acc: 0.5877, loss_cls: 2.9584, loss: 2.9584, grad_norm: 0.9736 2020-10-05 08:35:55,024 - mmaction - INFO - Epoch [23][160/297] lr: 3.928e-01, eta: 1 day, 13:41:44, time: 1.507, data_time: 0.009, memory: 5820, top1_acc: 0.2836, top5_acc: 0.5656, loss_cls: 3.0362, loss: 3.0362, grad_norm: 0.9550 2020-10-05 08:36:25,559 - mmaction - INFO - Epoch [23][180/297] lr: 3.928e-01, eta: 1 day, 13:39:36, time: 1.526, data_time: 0.006, memory: 5820, top1_acc: 0.2912, top5_acc: 0.5744, loss_cls: 3.0324, loss: 3.0324, grad_norm: 0.9379 2020-10-05 08:36:53,433 - mmaction - INFO - Epoch [23][200/297] lr: 3.928e-01, eta: 1 day, 13:37:01, time: 1.393, data_time: 0.005, memory: 5820, top1_acc: 0.3018, top5_acc: 0.5662, loss_cls: 3.0214, loss: 3.0214, grad_norm: 0.9333 2020-10-05 08:37:24,657 - mmaction - INFO - Epoch [23][220/297] lr: 3.928e-01, eta: 1 day, 13:35:02, time: 1.564, data_time: 0.009, memory: 5820, top1_acc: 0.2900, top5_acc: 0.5785, loss_cls: 2.9996, loss: 2.9996, grad_norm: 0.9802 2020-10-05 08:37:55,496 - mmaction - INFO - Epoch [23][240/297] lr: 3.928e-01, eta: 1 day, 13:32:58, time: 1.541, data_time: 0.007, memory: 5820, top1_acc: 0.2949, top5_acc: 0.5738, loss_cls: 2.9952, loss: 2.9952, grad_norm: 0.9334 2020-10-05 08:38:25,128 - mmaction - INFO - Epoch [23][260/297] lr: 3.928e-01, eta: 1 day, 13:30:43, time: 1.481, data_time: 0.008, memory: 5820, top1_acc: 0.2951, top5_acc: 0.5719, loss_cls: 3.0248, loss: 3.0248, grad_norm: 0.9489 2020-10-05 08:38:53,853 - mmaction - INFO - Epoch [23][280/297] lr: 3.928e-01, eta: 1 day, 13:28:20, time: 1.436, data_time: 0.007, memory: 5820, top1_acc: 0.3010, top5_acc: 0.5773, loss_cls: 2.9791, loss: 2.9791, grad_norm: 0.9516 2020-10-05 08:42:14,901 - mmaction - INFO - Epoch [24][20/297] lr: 3.921e-01, eta: 1 day, 13:44:32, time: 8.778, data_time: 4.779, memory: 5820, top1_acc: 0.3096, top5_acc: 0.5893, loss_cls: 2.9459, loss: 2.9459, grad_norm: 0.9751 2020-10-05 08:42:46,440 - mmaction - INFO - Epoch [24][40/297] lr: 3.921e-01, eta: 1 day, 13:42:35, time: 1.577, data_time: 0.007, memory: 5820, top1_acc: 0.3041, top5_acc: 0.5879, loss_cls: 2.9276, loss: 2.9276, grad_norm: 0.9655 2020-10-05 08:43:15,493 - mmaction - INFO - Epoch [24][60/297] lr: 3.921e-01, eta: 1 day, 13:40:13, time: 1.451, data_time: 0.004, memory: 5820, top1_acc: 0.3029, top5_acc: 0.5855, loss_cls: 2.9719, loss: 2.9719, grad_norm: 0.9705 2020-10-05 08:43:47,565 - mmaction - INFO - Epoch [24][80/297] lr: 3.921e-01, eta: 1 day, 13:38:19, time: 1.586, data_time: 0.007, memory: 5820, top1_acc: 0.3154, top5_acc: 0.5908, loss_cls: 2.9360, loss: 2.9360, grad_norm: 0.9565 2020-10-05 08:44:15,529 - mmaction - INFO - Epoch [24][100/297] lr: 3.921e-01, eta: 1 day, 13:35:51, time: 1.417, data_time: 0.024, memory: 5820, top1_acc: 0.2996, top5_acc: 0.5703, loss_cls: 2.9951, loss: 2.9951, grad_norm: 0.9642 2020-10-05 08:44:45,154 - mmaction - INFO - Epoch [24][120/297] lr: 3.921e-01, eta: 1 day, 13:33:37, time: 1.481, data_time: 0.008, memory: 5820, top1_acc: 0.2957, top5_acc: 0.5680, loss_cls: 3.0040, loss: 3.0040, grad_norm: 0.9329 2020-10-05 08:45:15,994 - mmaction - INFO - Epoch [24][140/297] lr: 3.921e-01, eta: 1 day, 13:31:36, time: 1.543, data_time: 0.007, memory: 5820, top1_acc: 0.3023, top5_acc: 0.5676, loss_cls: 3.0195, loss: 3.0195, grad_norm: 0.9606 2020-10-05 08:45:46,971 - mmaction - INFO - Epoch [24][160/297] lr: 3.921e-01, eta: 1 day, 13:29:36, time: 1.546, data_time: 0.008, memory: 5820, top1_acc: 0.3037, top5_acc: 0.5813, loss_cls: 2.9586, loss: 2.9586, grad_norm: 0.9404 2020-10-05 08:46:15,036 - mmaction - INFO - Epoch [24][180/297] lr: 3.921e-01, eta: 1 day, 13:27:08, time: 1.402, data_time: 0.006, memory: 5820, top1_acc: 0.2965, top5_acc: 0.5715, loss_cls: 3.0044, loss: 3.0044, grad_norm: 0.9465 2020-10-05 08:46:45,616 - mmaction - INFO - Epoch [24][200/297] lr: 3.921e-01, eta: 1 day, 13:25:06, time: 1.530, data_time: 0.011, memory: 5820, top1_acc: 0.2941, top5_acc: 0.5785, loss_cls: 2.9810, loss: 2.9810, grad_norm: 0.9311 2020-10-05 08:47:20,216 - mmaction - INFO - Epoch [24][220/297] lr: 3.921e-01, eta: 1 day, 13:23:44, time: 1.731, data_time: 0.009, memory: 5820, top1_acc: 0.3051, top5_acc: 0.5855, loss_cls: 2.9726, loss: 2.9726, grad_norm: 0.9438 2020-10-05 08:47:45,788 - mmaction - INFO - Epoch [24][240/297] lr: 3.921e-01, eta: 1 day, 13:20:53, time: 1.277, data_time: 0.003, memory: 5820, top1_acc: 0.2951, top5_acc: 0.5732, loss_cls: 3.0120, loss: 3.0120, grad_norm: 0.9534 2020-10-05 08:48:16,684 - mmaction - INFO - Epoch [24][260/297] lr: 3.921e-01, eta: 1 day, 13:18:56, time: 1.547, data_time: 0.010, memory: 5820, top1_acc: 0.2988, top5_acc: 0.5824, loss_cls: 2.9756, loss: 2.9756, grad_norm: 0.9378 2020-10-05 08:48:47,159 - mmaction - INFO - Epoch [24][280/297] lr: 3.921e-01, eta: 1 day, 13:16:54, time: 1.523, data_time: 0.005, memory: 5820, top1_acc: 0.3209, top5_acc: 0.6010, loss_cls: 2.8918, loss: 2.8918, grad_norm: 0.9511 2020-10-05 08:49:14,314 - mmaction - INFO - Saving checkpoint at 24 epochs 2020-10-05 08:52:19,888 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-05 08:52:20,117 - mmaction - INFO - top1_acc 0.3681 top5_acc 0.6306 2020-10-05 08:52:20,117 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-05 08:52:20,153 - mmaction - INFO - mean_acc 0.3682 2020-10-05 08:52:20,153 - mmaction - INFO - Now best checkpoint is epoch_24.pth 2020-10-05 08:52:20,180 - mmaction - INFO - Epoch(val) [24][297] top1_acc: 0.3681, top5_acc: 0.6306, mean_class_accuracy: 0.3682 2020-10-05 08:55:40,241 - mmaction - INFO - Epoch [25][20/297] lr: 3.914e-01, eta: 1 day, 13:36:14, time: 9.993, data_time: 5.450, memory: 5820, top1_acc: 0.3090, top5_acc: 0.5916, loss_cls: 2.9182, loss: 2.9182, grad_norm: 0.9660 2020-10-05 08:56:09,496 - mmaction - INFO - Epoch [25][40/297] lr: 3.914e-01, eta: 1 day, 13:34:00, time: 1.471, data_time: 0.030, memory: 5820, top1_acc: 0.3133, top5_acc: 0.5885, loss_cls: 2.9263, loss: 2.9263, grad_norm: 0.9515 2020-10-05 08:56:40,210 - mmaction - INFO - Epoch [25][60/297] lr: 3.914e-01, eta: 1 day, 13:31:58, time: 1.532, data_time: 0.006, memory: 5820, top1_acc: 0.3133, top5_acc: 0.5887, loss_cls: 2.9549, loss: 2.9549, grad_norm: 0.9798 2020-10-05 08:57:09,884 - mmaction - INFO - Epoch [25][80/297] lr: 3.914e-01, eta: 1 day, 13:29:48, time: 1.488, data_time: 0.011, memory: 5820, top1_acc: 0.3180, top5_acc: 0.5877, loss_cls: 2.9494, loss: 2.9494, grad_norm: 0.9441 2020-10-05 08:57:39,932 - mmaction - INFO - Epoch [25][100/297] lr: 3.914e-01, eta: 1 day, 13:27:41, time: 1.500, data_time: 0.006, memory: 5820, top1_acc: 0.3107, top5_acc: 0.5941, loss_cls: 2.9334, loss: 2.9334, grad_norm: 0.9516 2020-10-05 08:58:10,948 - mmaction - INFO - Epoch [25][120/297] lr: 3.914e-01, eta: 1 day, 13:25:44, time: 1.553, data_time: 0.009, memory: 5820, top1_acc: 0.3031, top5_acc: 0.5906, loss_cls: 2.9565, loss: 2.9565, grad_norm: 0.9935 2020-10-05 08:58:39,938 - mmaction - INFO - Epoch [25][140/297] lr: 3.914e-01, eta: 1 day, 13:23:29, time: 1.449, data_time: 0.006, memory: 5820, top1_acc: 0.3086, top5_acc: 0.5869, loss_cls: 2.9545, loss: 2.9545, grad_norm: 0.9437 2020-10-05 08:59:10,737 - mmaction - INFO - Epoch [25][160/297] lr: 3.914e-01, eta: 1 day, 13:21:31, time: 1.541, data_time: 0.008, memory: 5820, top1_acc: 0.3162, top5_acc: 0.5945, loss_cls: 2.9162, loss: 2.9162, grad_norm: 0.9727 2020-10-05 08:59:40,079 - mmaction - INFO - Epoch [25][180/297] lr: 3.914e-01, eta: 1 day, 13:19:19, time: 1.466, data_time: 0.004, memory: 5820, top1_acc: 0.3088, top5_acc: 0.5805, loss_cls: 2.9801, loss: 2.9801, grad_norm: 1.0028 2020-10-05 09:00:10,424 - mmaction - INFO - Epoch [25][200/297] lr: 3.914e-01, eta: 1 day, 13:17:18, time: 1.513, data_time: 0.008, memory: 5820, top1_acc: 0.3016, top5_acc: 0.5813, loss_cls: 2.9564, loss: 2.9564, grad_norm: 0.9769 2020-10-05 09:00:44,789 - mmaction - INFO - Epoch [25][220/297] lr: 3.914e-01, eta: 1 day, 13:15:54, time: 1.717, data_time: 0.072, memory: 5820, top1_acc: 0.3102, top5_acc: 0.5840, loss_cls: 2.9497, loss: 2.9497, grad_norm: 0.9522 2020-10-05 09:01:16,248 - mmaction - INFO - Epoch [25][240/297] lr: 3.914e-01, eta: 1 day, 13:14:05, time: 1.576, data_time: 0.021, memory: 5820, top1_acc: 0.3066, top5_acc: 0.5793, loss_cls: 2.9869, loss: 2.9869, grad_norm: 0.9616 2020-10-05 09:01:47,772 - mmaction - INFO - Epoch [25][260/297] lr: 3.914e-01, eta: 1 day, 13:12:16, time: 1.579, data_time: 0.010, memory: 5820, top1_acc: 0.3049, top5_acc: 0.5793, loss_cls: 2.9569, loss: 2.9569, grad_norm: 0.9519 2020-10-05 09:02:16,772 - mmaction - INFO - Epoch [25][280/297] lr: 3.914e-01, eta: 1 day, 13:10:05, time: 1.450, data_time: 0.006, memory: 5820, top1_acc: 0.3000, top5_acc: 0.5807, loss_cls: 2.9771, loss: 2.9771, grad_norm: 0.9732 2020-10-05 09:05:29,803 - mmaction - INFO - Epoch [26][20/297] lr: 3.907e-01, eta: 1 day, 13:23:10, time: 8.259, data_time: 5.240, memory: 5820, top1_acc: 0.3074, top5_acc: 0.5791, loss_cls: 2.9639, loss: 2.9639, grad_norm: 0.9702 2020-10-05 09:06:00,803 - mmaction - INFO - Epoch [26][40/297] lr: 3.907e-01, eta: 1 day, 13:21:15, time: 1.554, data_time: 0.020, memory: 5820, top1_acc: 0.3158, top5_acc: 0.5920, loss_cls: 2.9044, loss: 2.9044, grad_norm: 0.9785 2020-10-05 09:06:31,484 - mmaction - INFO - Epoch [26][60/297] lr: 3.907e-01, eta: 1 day, 13:19:16, time: 1.525, data_time: 0.006, memory: 5820, top1_acc: 0.3043, top5_acc: 0.5855, loss_cls: 2.9548, loss: 2.9548, grad_norm: 0.9524 2020-10-05 09:07:01,412 - mmaction - INFO - Epoch [26][80/297] lr: 3.907e-01, eta: 1 day, 13:17:14, time: 1.506, data_time: 0.016, memory: 5820, top1_acc: 0.3127, top5_acc: 0.5930, loss_cls: 2.9115, loss: 2.9115, grad_norm: 0.9762 2020-10-05 09:07:33,010 - mmaction - INFO - Epoch [26][100/297] lr: 3.907e-01, eta: 1 day, 13:15:26, time: 1.579, data_time: 0.005, memory: 5820, top1_acc: 0.3234, top5_acc: 0.6014, loss_cls: 2.9091, loss: 2.9091, grad_norm: 0.9795 2020-10-05 09:08:01,715 - mmaction - INFO - Epoch [26][120/297] lr: 3.907e-01, eta: 1 day, 13:13:11, time: 1.434, data_time: 0.008, memory: 5820, top1_acc: 0.3049, top5_acc: 0.5826, loss_cls: 2.9741, loss: 2.9741, grad_norm: 0.9709 2020-10-05 09:08:32,769 - mmaction - INFO - Epoch [26][140/297] lr: 3.907e-01, eta: 1 day, 13:11:20, time: 1.556, data_time: 0.010, memory: 5820, top1_acc: 0.3023, top5_acc: 0.5863, loss_cls: 2.9557, loss: 2.9557, grad_norm: 0.9621 2020-10-05 09:09:02,859 - mmaction - INFO - Epoch [26][160/297] lr: 3.907e-01, eta: 1 day, 13:09:19, time: 1.504, data_time: 0.007, memory: 5820, top1_acc: 0.3262, top5_acc: 0.5936, loss_cls: 2.9172, loss: 2.9172, grad_norm: 0.9593 2020-10-05 09:09:30,868 - mmaction - INFO - Epoch [26][180/297] lr: 3.907e-01, eta: 1 day, 13:07:00, time: 1.397, data_time: 0.006, memory: 5820, top1_acc: 0.3164, top5_acc: 0.5992, loss_cls: 2.9128, loss: 2.9128, grad_norm: 0.9725 2020-10-05 09:10:02,287 - mmaction - INFO - Epoch [26][200/297] lr: 3.907e-01, eta: 1 day, 13:05:13, time: 1.574, data_time: 0.011, memory: 5820, top1_acc: 0.3186, top5_acc: 0.5926, loss_cls: 2.9024, loss: 2.9024, grad_norm: 0.9576 2020-10-05 09:10:31,877 - mmaction - INFO - Epoch [26][220/297] lr: 3.907e-01, eta: 1 day, 13:03:09, time: 1.479, data_time: 0.007, memory: 5820, top1_acc: 0.3117, top5_acc: 0.5840, loss_cls: 2.9524, loss: 2.9524, grad_norm: 0.9720 2020-10-05 09:11:02,435 - mmaction - INFO - Epoch [26][240/297] lr: 3.907e-01, eta: 1 day, 13:01:15, time: 1.529, data_time: 0.008, memory: 5820, top1_acc: 0.3264, top5_acc: 0.6059, loss_cls: 2.8814, loss: 2.8814, grad_norm: 0.9756 2020-10-05 09:11:34,467 - mmaction - INFO - Epoch [26][260/297] lr: 3.907e-01, eta: 1 day, 12:59:34, time: 1.601, data_time: 0.005, memory: 5820, top1_acc: 0.3102, top5_acc: 0.5816, loss_cls: 2.9677, loss: 2.9677, grad_norm: 0.9695 2020-10-05 09:12:02,611 - mmaction - INFO - Epoch [26][280/297] lr: 3.907e-01, eta: 1 day, 12:57:19, time: 1.407, data_time: 0.004, memory: 5820, top1_acc: 0.3100, top5_acc: 0.5893, loss_cls: 2.9113, loss: 2.9113, grad_norm: 0.9774 2020-10-05 09:15:50,114 - mmaction - INFO - Epoch [27][20/297] lr: 3.899e-01, eta: 1 day, 13:15:17, time: 10.120, data_time: 4.881, memory: 5820, top1_acc: 0.3109, top5_acc: 0.6053, loss_cls: 2.8952, loss: 2.8952, grad_norm: 0.9861 2020-10-05 09:16:21,309 - mmaction - INFO - Epoch [27][40/297] lr: 3.899e-01, eta: 1 day, 13:13:27, time: 1.561, data_time: 0.007, memory: 5820, top1_acc: 0.3230, top5_acc: 0.5986, loss_cls: 2.9056, loss: 2.9056, grad_norm: 0.9587 2020-10-05 09:16:50,493 - mmaction - INFO - Epoch [27][60/297] lr: 3.899e-01, eta: 1 day, 13:11:19, time: 1.460, data_time: 0.006, memory: 5820, top1_acc: 0.3187, top5_acc: 0.5994, loss_cls: 2.8897, loss: 2.8897, grad_norm: 0.9811 2020-10-05 09:17:21,631 - mmaction - INFO - Epoch [27][80/297] lr: 3.899e-01, eta: 1 day, 13:09:28, time: 1.552, data_time: 0.007, memory: 5820, top1_acc: 0.3098, top5_acc: 0.5904, loss_cls: 2.8965, loss: 2.8965, grad_norm: 0.9796 2020-10-05 09:17:51,877 - mmaction - INFO - Epoch [27][100/297] lr: 3.899e-01, eta: 1 day, 13:07:32, time: 1.517, data_time: 0.009, memory: 5820, top1_acc: 0.3133, top5_acc: 0.5908, loss_cls: 2.9325, loss: 2.9325, grad_norm: 0.9911 2020-10-05 09:18:22,051 - mmaction - INFO - Epoch [27][120/297] lr: 3.899e-01, eta: 1 day, 13:05:34, time: 1.506, data_time: 0.008, memory: 5820, top1_acc: 0.3305, top5_acc: 0.5951, loss_cls: 2.8930, loss: 2.8930, grad_norm: 0.9777 2020-10-05 09:18:52,314 - mmaction - INFO - Epoch [27][140/297] lr: 3.899e-01, eta: 1 day, 13:03:37, time: 1.515, data_time: 0.010, memory: 5820, top1_acc: 0.3217, top5_acc: 0.5932, loss_cls: 2.9285, loss: 2.9285, grad_norm: 0.9818 2020-10-05 09:19:21,524 - mmaction - INFO - Epoch [27][160/297] lr: 3.899e-01, eta: 1 day, 13:01:33, time: 1.462, data_time: 0.007, memory: 5820, top1_acc: 0.3137, top5_acc: 0.5998, loss_cls: 2.8965, loss: 2.8965, grad_norm: 0.9722 2020-10-05 09:19:53,142 - mmaction - INFO - Epoch [27][180/297] lr: 3.899e-01, eta: 1 day, 12:59:48, time: 1.578, data_time: 0.007, memory: 5820, top1_acc: 0.3254, top5_acc: 0.6041, loss_cls: 2.8742, loss: 2.8742, grad_norm: 0.9648 2020-10-05 09:20:25,239 - mmaction - INFO - Epoch [27][200/297] lr: 3.899e-01, eta: 1 day, 12:58:10, time: 1.608, data_time: 0.011, memory: 5820, top1_acc: 0.3223, top5_acc: 0.6045, loss_cls: 2.9011, loss: 2.9011, grad_norm: 0.9731 2020-10-05 09:20:54,731 - mmaction - INFO - Epoch [27][220/297] lr: 3.899e-01, eta: 1 day, 12:56:07, time: 1.469, data_time: 0.004, memory: 5820, top1_acc: 0.3162, top5_acc: 0.5896, loss_cls: 2.8930, loss: 2.8930, grad_norm: 0.9686 2020-10-05 09:21:25,474 - mmaction - INFO - Epoch [27][240/297] lr: 3.899e-01, eta: 1 day, 12:54:16, time: 1.532, data_time: 0.013, memory: 5820, top1_acc: 0.3076, top5_acc: 0.5896, loss_cls: 2.9472, loss: 2.9472, grad_norm: 0.9945 2020-10-05 09:21:55,857 - mmaction - INFO - Epoch [27][260/297] lr: 3.899e-01, eta: 1 day, 12:52:25, time: 1.530, data_time: 0.015, memory: 5820, top1_acc: 0.3162, top5_acc: 0.5908, loss_cls: 2.9057, loss: 2.9057, grad_norm: 0.9659 2020-10-05 09:22:24,200 - mmaction - INFO - Epoch [27][280/297] lr: 3.899e-01, eta: 1 day, 12:50:15, time: 1.415, data_time: 0.005, memory: 5820, top1_acc: 0.3254, top5_acc: 0.6008, loss_cls: 2.8642, loss: 2.8642, grad_norm: 0.9679 2020-10-05 09:26:14,923 - mmaction - INFO - Epoch [28][20/297] lr: 3.891e-01, eta: 1 day, 13:07:35, time: 10.178, data_time: 5.653, memory: 5820, top1_acc: 0.3168, top5_acc: 0.5930, loss_cls: 2.9229, loss: 2.9229, grad_norm: 0.9717 2020-10-05 09:26:47,156 - mmaction - INFO - Epoch [28][40/297] lr: 3.891e-01, eta: 1 day, 13:05:57, time: 1.622, data_time: 0.030, memory: 5820, top1_acc: 0.3186, top5_acc: 0.5979, loss_cls: 2.8906, loss: 2.8906, grad_norm: 0.9883 2020-10-05 09:27:15,366 - mmaction - INFO - Epoch [28][60/297] lr: 3.891e-01, eta: 1 day, 13:03:45, time: 1.411, data_time: 0.005, memory: 5820, top1_acc: 0.3139, top5_acc: 0.5854, loss_cls: 2.9054, loss: 2.9054, grad_norm: 0.9720 2020-10-05 09:27:45,592 - mmaction - INFO - Epoch [28][80/297] lr: 3.891e-01, eta: 1 day, 13:01:50, time: 1.510, data_time: 0.015, memory: 5820, top1_acc: 0.3311, top5_acc: 0.6029, loss_cls: 2.8467, loss: 2.8467, grad_norm: 0.9760 2020-10-05 09:28:16,963 - mmaction - INFO - Epoch [28][100/297] lr: 3.891e-01, eta: 1 day, 13:00:04, time: 1.567, data_time: 0.011, memory: 5820, top1_acc: 0.3326, top5_acc: 0.6115, loss_cls: 2.8241, loss: 2.8241, grad_norm: 0.9764 2020-10-05 09:28:46,281 - mmaction - INFO - Epoch [28][120/297] lr: 3.891e-01, eta: 1 day, 12:58:02, time: 1.466, data_time: 0.010, memory: 5820, top1_acc: 0.3287, top5_acc: 0.5939, loss_cls: 2.8882, loss: 2.8882, grad_norm: 1.0001 2020-10-05 09:29:19,578 - mmaction - INFO - Epoch [28][140/297] lr: 3.891e-01, eta: 1 day, 12:56:34, time: 1.666, data_time: 0.011, memory: 5820, top1_acc: 0.3254, top5_acc: 0.6023, loss_cls: 2.8745, loss: 2.8745, grad_norm: 0.9812 2020-10-05 09:29:46,827 - mmaction - INFO - Epoch [28][160/297] lr: 3.891e-01, eta: 1 day, 12:54:16, time: 1.364, data_time: 0.009, memory: 5820, top1_acc: 0.3264, top5_acc: 0.5980, loss_cls: 2.9171, loss: 2.9171, grad_norm: 0.9723 2020-10-05 09:30:18,980 - mmaction - INFO - Epoch [28][180/297] lr: 3.891e-01, eta: 1 day, 12:52:38, time: 1.603, data_time: 0.008, memory: 5820, top1_acc: 0.3191, top5_acc: 0.5920, loss_cls: 2.8965, loss: 2.8965, grad_norm: 0.9873 2020-10-05 09:30:49,332 - mmaction - INFO - Epoch [28][200/297] lr: 3.891e-01, eta: 1 day, 12:50:47, time: 1.523, data_time: 0.012, memory: 5820, top1_acc: 0.3234, top5_acc: 0.5984, loss_cls: 2.8829, loss: 2.8829, grad_norm: 1.0099 2020-10-05 09:31:20,405 - mmaction - INFO - Epoch [28][220/297] lr: 3.891e-01, eta: 1 day, 12:49:02, time: 1.552, data_time: 0.005, memory: 5820, top1_acc: 0.3156, top5_acc: 0.5926, loss_cls: 2.8937, loss: 2.8937, grad_norm: 0.9744 2020-10-05 09:31:52,110 - mmaction - INFO - Epoch [28][240/297] lr: 3.891e-01, eta: 1 day, 12:47:22, time: 1.584, data_time: 0.009, memory: 5820, top1_acc: 0.3223, top5_acc: 0.6064, loss_cls: 2.8890, loss: 2.8890, grad_norm: 0.9890 2020-10-05 09:32:20,066 - mmaction - INFO - Epoch [28][260/297] lr: 3.891e-01, eta: 1 day, 12:45:12, time: 1.401, data_time: 0.007, memory: 5820, top1_acc: 0.3287, top5_acc: 0.6041, loss_cls: 2.8632, loss: 2.8632, grad_norm: 0.9720 2020-10-05 09:32:51,886 - mmaction - INFO - Epoch [28][280/297] lr: 3.891e-01, eta: 1 day, 12:43:33, time: 1.587, data_time: 0.008, memory: 5820, top1_acc: 0.3320, top5_acc: 0.6172, loss_cls: 2.8267, loss: 2.8267, grad_norm: 0.9794 2020-10-05 09:36:52,189 - mmaction - INFO - Epoch [29][20/297] lr: 3.883e-01, eta: 1 day, 13:01:42, time: 10.757, data_time: 6.172, memory: 5820, top1_acc: 0.3236, top5_acc: 0.6049, loss_cls: 2.8537, loss: 2.8537, grad_norm: 0.9950 2020-10-05 09:37:25,066 - mmaction - INFO - Epoch [29][40/297] lr: 3.883e-01, eta: 1 day, 13:00:10, time: 1.643, data_time: 0.009, memory: 5820, top1_acc: 0.3230, top5_acc: 0.6014, loss_cls: 2.8770, loss: 2.8770, grad_norm: 0.9728 2020-10-05 09:37:53,572 - mmaction - INFO - Epoch [29][60/297] lr: 3.883e-01, eta: 1 day, 12:58:02, time: 1.423, data_time: 0.009, memory: 5820, top1_acc: 0.3250, top5_acc: 0.6176, loss_cls: 2.8345, loss: 2.8345, grad_norm: 0.9875 2020-10-05 09:38:24,666 - mmaction - INFO - Epoch [29][80/297] lr: 3.883e-01, eta: 1 day, 12:56:17, time: 1.558, data_time: 0.011, memory: 5820, top1_acc: 0.3223, top5_acc: 0.6059, loss_cls: 2.8414, loss: 2.8414, grad_norm: 0.9864 2020-10-05 09:38:55,215 - mmaction - INFO - Epoch [29][100/297] lr: 3.883e-01, eta: 1 day, 12:54:27, time: 1.527, data_time: 0.005, memory: 5820, top1_acc: 0.3318, top5_acc: 0.6088, loss_cls: 2.8326, loss: 2.8326, grad_norm: 0.9799 2020-10-05 09:39:24,099 - mmaction - INFO - Epoch [29][120/297] lr: 3.883e-01, eta: 1 day, 12:52:24, time: 1.445, data_time: 0.005, memory: 5820, top1_acc: 0.3377, top5_acc: 0.6160, loss_cls: 2.8315, loss: 2.8315, grad_norm: 0.9804 2020-10-05 09:39:55,533 - mmaction - INFO - Epoch [29][140/297] lr: 3.883e-01, eta: 1 day, 12:50:42, time: 1.572, data_time: 0.008, memory: 5820, top1_acc: 0.3152, top5_acc: 0.5873, loss_cls: 2.9153, loss: 2.9153, grad_norm: 0.9926 2020-10-05 09:40:27,382 - mmaction - INFO - Epoch [29][160/297] lr: 3.883e-01, eta: 1 day, 12:49:04, time: 1.593, data_time: 0.006, memory: 5820, top1_acc: 0.3250, top5_acc: 0.6039, loss_cls: 2.8375, loss: 2.8375, grad_norm: 0.9693 2020-10-05 09:40:55,694 - mmaction - INFO - Epoch [29][180/297] lr: 3.883e-01, eta: 1 day, 12:46:58, time: 1.414, data_time: 0.007, memory: 5820, top1_acc: 0.3248, top5_acc: 0.6098, loss_cls: 2.8669, loss: 2.8669, grad_norm: 1.0049 2020-10-05 09:41:25,880 - mmaction - INFO - Epoch [29][200/297] lr: 3.883e-01, eta: 1 day, 12:45:07, time: 1.510, data_time: 0.007, memory: 5820, top1_acc: 0.3174, top5_acc: 0.6094, loss_cls: 2.8739, loss: 2.8739, grad_norm: 0.9950 2020-10-05 09:41:56,827 - mmaction - INFO - Epoch [29][220/297] lr: 3.883e-01, eta: 1 day, 12:43:22, time: 1.545, data_time: 0.005, memory: 5820, top1_acc: 0.3295, top5_acc: 0.6090, loss_cls: 2.8225, loss: 2.8225, grad_norm: 1.0045 2020-10-05 09:42:25,922 - mmaction - INFO - Epoch [29][240/297] lr: 3.883e-01, eta: 1 day, 12:41:23, time: 1.453, data_time: 0.006, memory: 5820, top1_acc: 0.3256, top5_acc: 0.6051, loss_cls: 2.8515, loss: 2.8515, grad_norm: 0.9958 2020-10-05 09:42:57,732 - mmaction - INFO - Epoch [29][260/297] lr: 3.883e-01, eta: 1 day, 12:39:47, time: 1.595, data_time: 0.013, memory: 5820, top1_acc: 0.3203, top5_acc: 0.5996, loss_cls: 2.8659, loss: 2.8659, grad_norm: 1.0060 2020-10-05 09:43:25,763 - mmaction - INFO - Epoch [29][280/297] lr: 3.883e-01, eta: 1 day, 12:37:41, time: 1.400, data_time: 0.006, memory: 5820, top1_acc: 0.3199, top5_acc: 0.5984, loss_cls: 2.8744, loss: 2.8744, grad_norm: 0.9998 2020-10-05 09:47:15,165 - mmaction - INFO - Epoch [30][20/297] lr: 3.875e-01, eta: 1 day, 12:53:34, time: 10.185, data_time: 4.841, memory: 5820, top1_acc: 0.3293, top5_acc: 0.6006, loss_cls: 2.8619, loss: 2.8619, grad_norm: 0.9854 2020-10-05 09:47:46,651 - mmaction - INFO - Epoch [30][40/297] lr: 3.875e-01, eta: 1 day, 12:51:53, time: 1.574, data_time: 0.008, memory: 5820, top1_acc: 0.3426, top5_acc: 0.6123, loss_cls: 2.8191, loss: 2.8191, grad_norm: 0.9891 2020-10-05 09:48:16,280 - mmaction - INFO - Epoch [30][60/297] lr: 3.875e-01, eta: 1 day, 12:49:56, time: 1.473, data_time: 0.012, memory: 5820, top1_acc: 0.3281, top5_acc: 0.6072, loss_cls: 2.8398, loss: 2.8398, grad_norm: 1.0207 2020-10-05 09:48:47,800 - mmaction - INFO - Epoch [30][80/297] lr: 3.875e-01, eta: 1 day, 12:48:17, time: 1.585, data_time: 0.016, memory: 5820, top1_acc: 0.3371, top5_acc: 0.6178, loss_cls: 2.7925, loss: 2.7925, grad_norm: 0.9880 2020-10-05 09:49:17,663 - mmaction - INFO - Epoch [30][100/297] lr: 3.875e-01, eta: 1 day, 12:46:24, time: 1.490, data_time: 0.007, memory: 5820, top1_acc: 0.3340, top5_acc: 0.6070, loss_cls: 2.8181, loss: 2.8181, grad_norm: 1.0008 2020-10-05 09:49:47,560 - mmaction - INFO - Epoch [30][120/297] lr: 3.875e-01, eta: 1 day, 12:44:33, time: 1.497, data_time: 0.027, memory: 5820, top1_acc: 0.3178, top5_acc: 0.6021, loss_cls: 2.8837, loss: 2.8837, grad_norm: 0.9815 2020-10-05 09:50:18,958 - mmaction - INFO - Epoch [30][140/297] lr: 3.875e-01, eta: 1 day, 12:42:52, time: 1.565, data_time: 0.008, memory: 5820, top1_acc: 0.3256, top5_acc: 0.6068, loss_cls: 2.8542, loss: 2.8542, grad_norm: 0.9952 2020-10-05 09:50:49,243 - mmaction - INFO - Epoch [30][160/297] lr: 3.875e-01, eta: 1 day, 12:41:04, time: 1.519, data_time: 0.012, memory: 5820, top1_acc: 0.3385, top5_acc: 0.6105, loss_cls: 2.8273, loss: 2.8273, grad_norm: 1.0109 2020-10-05 09:51:19,591 - mmaction - INFO - Epoch [30][180/297] lr: 3.875e-01, eta: 1 day, 12:39:17, time: 1.517, data_time: 0.007, memory: 5820, top1_acc: 0.3221, top5_acc: 0.5953, loss_cls: 2.8582, loss: 2.8582, grad_norm: 0.9889 2020-10-05 09:51:49,649 - mmaction - INFO - Epoch [30][200/297] lr: 3.875e-01, eta: 1 day, 12:37:27, time: 1.502, data_time: 0.009, memory: 5820, top1_acc: 0.3225, top5_acc: 0.6102, loss_cls: 2.8785, loss: 2.8785, grad_norm: 1.0253 2020-10-05 09:52:19,612 - mmaction - INFO - Epoch [30][220/297] lr: 3.875e-01, eta: 1 day, 12:35:37, time: 1.498, data_time: 0.010, memory: 5820, top1_acc: 0.3186, top5_acc: 0.5930, loss_cls: 2.9140, loss: 2.9140, grad_norm: 1.0059 2020-10-05 09:52:51,134 - mmaction - INFO - Epoch [30][240/297] lr: 3.875e-01, eta: 1 day, 12:34:00, time: 1.579, data_time: 0.012, memory: 5820, top1_acc: 0.3275, top5_acc: 0.6090, loss_cls: 2.8213, loss: 2.8213, grad_norm: 1.0027 2020-10-05 09:53:21,735 - mmaction - INFO - Epoch [30][260/297] lr: 3.875e-01, eta: 1 day, 12:32:15, time: 1.524, data_time: 0.004, memory: 5820, top1_acc: 0.3326, top5_acc: 0.6213, loss_cls: 2.8003, loss: 2.8003, grad_norm: 1.0104 2020-10-05 09:53:52,311 - mmaction - INFO - Epoch [30][280/297] lr: 3.875e-01, eta: 1 day, 12:30:31, time: 1.527, data_time: 0.010, memory: 5820, top1_acc: 0.3254, top5_acc: 0.6055, loss_cls: 2.8426, loss: 2.8426, grad_norm: 1.0110 2020-10-05 09:57:44,753 - mmaction - INFO - Epoch [31][20/297] lr: 3.866e-01, eta: 1 day, 12:46:13, time: 10.373, data_time: 4.743, memory: 5820, top1_acc: 0.3311, top5_acc: 0.6066, loss_cls: 2.8134, loss: 2.8134, grad_norm: 0.9931 2020-10-05 09:58:14,732 - mmaction - INFO - Epoch [31][40/297] lr: 3.866e-01, eta: 1 day, 12:44:23, time: 1.499, data_time: 0.008, memory: 5820, top1_acc: 0.3285, top5_acc: 0.6088, loss_cls: 2.8326, loss: 2.8326, grad_norm: 1.0162 2020-10-05 09:58:44,942 - mmaction - INFO - Epoch [31][60/297] lr: 3.866e-01, eta: 1 day, 12:42:34, time: 1.507, data_time: 0.008, memory: 5820, top1_acc: 0.3355, top5_acc: 0.6055, loss_cls: 2.8400, loss: 2.8400, grad_norm: 0.9640 2020-10-05 09:59:16,478 - mmaction - INFO - Epoch [31][80/297] lr: 3.866e-01, eta: 1 day, 12:40:56, time: 1.580, data_time: 0.012, memory: 5820, top1_acc: 0.3436, top5_acc: 0.6242, loss_cls: 2.7789, loss: 2.7789, grad_norm: 1.0288 2020-10-05 09:59:47,492 - mmaction - INFO - Epoch [31][100/297] lr: 3.866e-01, eta: 1 day, 12:39:14, time: 1.551, data_time: 0.006, memory: 5820, top1_acc: 0.3344, top5_acc: 0.6062, loss_cls: 2.8389, loss: 2.8389, grad_norm: 0.9996 2020-10-05 10:00:23,089 - mmaction - INFO - Epoch [31][120/297] lr: 3.866e-01, eta: 1 day, 12:38:06, time: 1.775, data_time: 0.009, memory: 5820, top1_acc: 0.3148, top5_acc: 0.6074, loss_cls: 2.8539, loss: 2.8539, grad_norm: 1.0001 2020-10-05 10:00:49,641 - mmaction - INFO - Epoch [31][140/297] lr: 3.866e-01, eta: 1 day, 12:35:53, time: 1.333, data_time: 0.022, memory: 5820, top1_acc: 0.3324, top5_acc: 0.6131, loss_cls: 2.8297, loss: 2.8297, grad_norm: 0.9999 2020-10-05 10:01:20,053 - mmaction - INFO - Epoch [31][160/297] lr: 3.866e-01, eta: 1 day, 12:34:07, time: 1.518, data_time: 0.007, memory: 5820, top1_acc: 0.3332, top5_acc: 0.6180, loss_cls: 2.8159, loss: 2.8159, grad_norm: 0.9979 2020-10-05 10:01:52,021 - mmaction - INFO - Epoch [31][180/297] lr: 3.866e-01, eta: 1 day, 12:32:34, time: 1.600, data_time: 0.009, memory: 5820, top1_acc: 0.3215, top5_acc: 0.5996, loss_cls: 2.8839, loss: 2.8839, grad_norm: 0.9931 2020-10-05 10:02:22,907 - mmaction - INFO - Epoch [31][200/297] lr: 3.866e-01, eta: 1 day, 12:30:53, time: 1.544, data_time: 0.004, memory: 5820, top1_acc: 0.3270, top5_acc: 0.6059, loss_cls: 2.8582, loss: 2.8582, grad_norm: 0.9992 2020-10-05 10:02:52,376 - mmaction - INFO - Epoch [31][220/297] lr: 3.866e-01, eta: 1 day, 12:29:02, time: 1.473, data_time: 0.008, memory: 5820, top1_acc: 0.3252, top5_acc: 0.6123, loss_cls: 2.8274, loss: 2.8274, grad_norm: 0.9905 2020-10-05 10:03:24,777 - mmaction - INFO - Epoch [31][240/297] lr: 3.866e-01, eta: 1 day, 12:27:32, time: 1.621, data_time: 0.007, memory: 5820, top1_acc: 0.3312, top5_acc: 0.6051, loss_cls: 2.8383, loss: 2.8383, grad_norm: 0.9852 2020-10-05 10:03:54,184 - mmaction - INFO - Epoch [31][260/297] lr: 3.866e-01, eta: 1 day, 12:25:41, time: 1.471, data_time: 0.007, memory: 5820, top1_acc: 0.3287, top5_acc: 0.6094, loss_cls: 2.8307, loss: 2.8307, grad_norm: 1.0148 2020-10-05 10:04:24,795 - mmaction - INFO - Epoch [31][280/297] lr: 3.866e-01, eta: 1 day, 12:23:59, time: 1.531, data_time: 0.007, memory: 5820, top1_acc: 0.3363, top5_acc: 0.6094, loss_cls: 2.8311, loss: 2.8311, grad_norm: 0.9808 2020-10-05 10:07:58,759 - mmaction - INFO - Epoch [32][20/297] lr: 3.857e-01, eta: 1 day, 12:36:30, time: 9.309, data_time: 5.305, memory: 5820, top1_acc: 0.3273, top5_acc: 0.6174, loss_cls: 2.8048, loss: 2.8048, grad_norm: 0.9847 2020-10-05 10:08:29,479 - mmaction - INFO - Epoch [32][40/297] lr: 3.857e-01, eta: 1 day, 12:34:47, time: 1.534, data_time: 0.009, memory: 5820, top1_acc: 0.3352, top5_acc: 0.6078, loss_cls: 2.8526, loss: 2.8526, grad_norm: 1.0235 2020-10-05 10:08:59,754 - mmaction - INFO - Epoch [32][60/297] lr: 3.857e-01, eta: 1 day, 12:33:02, time: 1.516, data_time: 0.011, memory: 5820, top1_acc: 0.3281, top5_acc: 0.6080, loss_cls: 2.8470, loss: 2.8470, grad_norm: 1.0146 2020-10-05 10:09:30,677 - mmaction - INFO - Epoch [32][80/297] lr: 3.857e-01, eta: 1 day, 12:31:21, time: 1.545, data_time: 0.007, memory: 5820, top1_acc: 0.3295, top5_acc: 0.6172, loss_cls: 2.8167, loss: 2.8167, grad_norm: 1.0034 2020-10-05 10:10:03,023 - mmaction - INFO - Epoch [32][100/297] lr: 3.857e-01, eta: 1 day, 12:29:51, time: 1.618, data_time: 0.007, memory: 5820, top1_acc: 0.3455, top5_acc: 0.6150, loss_cls: 2.7799, loss: 2.7799, grad_norm: 0.9849 2020-10-05 10:10:30,575 - mmaction - INFO - Epoch [32][120/297] lr: 3.857e-01, eta: 1 day, 12:27:47, time: 1.375, data_time: 0.003, memory: 5820, top1_acc: 0.3404, top5_acc: 0.6070, loss_cls: 2.8253, loss: 2.8253, grad_norm: 0.9990 2020-10-05 10:11:01,456 - mmaction - INFO - Epoch [32][140/297] lr: 3.857e-01, eta: 1 day, 12:26:07, time: 1.543, data_time: 0.010, memory: 5820, top1_acc: 0.3346, top5_acc: 0.6137, loss_cls: 2.8395, loss: 2.8395, grad_norm: 0.9874 2020-10-05 10:11:31,696 - mmaction - INFO - Epoch [32][160/297] lr: 3.857e-01, eta: 1 day, 12:24:24, time: 1.516, data_time: 0.008, memory: 5820, top1_acc: 0.3318, top5_acc: 0.6123, loss_cls: 2.8208, loss: 2.8208, grad_norm: 0.9936 2020-10-05 10:12:01,510 - mmaction - INFO - Epoch [32][180/297] lr: 3.857e-01, eta: 1 day, 12:22:37, time: 1.490, data_time: 0.006, memory: 5820, top1_acc: 0.3326, top5_acc: 0.6111, loss_cls: 2.8362, loss: 2.8362, grad_norm: 1.0015 2020-10-05 10:12:33,474 - mmaction - INFO - Epoch [32][200/297] lr: 3.857e-01, eta: 1 day, 12:21:05, time: 1.598, data_time: 0.007, memory: 5820, top1_acc: 0.3445, top5_acc: 0.6270, loss_cls: 2.7490, loss: 2.7490, grad_norm: 1.0030 2020-10-05 10:13:02,027 - mmaction - INFO - Epoch [32][220/297] lr: 3.857e-01, eta: 1 day, 12:19:10, time: 1.427, data_time: 0.007, memory: 5820, top1_acc: 0.3324, top5_acc: 0.6092, loss_cls: 2.8456, loss: 2.8456, grad_norm: 1.0041 2020-10-05 10:13:33,104 - mmaction - INFO - Epoch [32][240/297] lr: 3.857e-01, eta: 1 day, 12:17:33, time: 1.554, data_time: 0.009, memory: 5820, top1_acc: 0.3396, top5_acc: 0.6170, loss_cls: 2.8186, loss: 2.8186, grad_norm: 1.0039 2020-10-05 10:14:03,518 - mmaction - INFO - Epoch [32][260/297] lr: 3.857e-01, eta: 1 day, 12:15:52, time: 1.521, data_time: 0.008, memory: 5820, top1_acc: 0.3312, top5_acc: 0.6139, loss_cls: 2.8234, loss: 2.8234, grad_norm: 0.9949 2020-10-05 10:14:34,762 - mmaction - INFO - Epoch [32][280/297] lr: 3.857e-01, eta: 1 day, 12:14:17, time: 1.560, data_time: 0.007, memory: 5820, top1_acc: 0.3324, top5_acc: 0.6150, loss_cls: 2.8278, loss: 2.8278, grad_norm: 0.9798 2020-10-05 10:14:59,253 - mmaction - INFO - Saving checkpoint at 32 epochs 2020-10-05 10:18:06,196 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-05 10:18:06,437 - mmaction - INFO - top1_acc 0.4134 top5_acc 0.6966 2020-10-05 10:18:06,437 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-05 10:18:06,464 - mmaction - INFO - mean_acc 0.4131 2020-10-05 10:18:06,465 - mmaction - INFO - Now best checkpoint is epoch_32.pth 2020-10-05 10:18:06,471 - mmaction - INFO - Epoch(val) [32][297] top1_acc: 0.4134, top5_acc: 0.6966, mean_class_accuracy: 0.4131 2020-10-05 10:21:01,947 - mmaction - INFO - Epoch [33][20/297] lr: 3.848e-01, eta: 1 day, 12:25:02, time: 8.770, data_time: 5.286, memory: 5820, top1_acc: 0.3469, top5_acc: 0.6287, loss_cls: 2.7588, loss: 2.7588, grad_norm: 1.0015 2020-10-05 10:21:33,417 - mmaction - INFO - Epoch [33][40/297] lr: 3.848e-01, eta: 1 day, 12:23:27, time: 1.573, data_time: 0.018, memory: 5820, top1_acc: 0.3504, top5_acc: 0.6203, loss_cls: 2.7686, loss: 2.7686, grad_norm: 0.9963 2020-10-05 10:22:01,613 - mmaction - INFO - Epoch [33][60/297] lr: 3.848e-01, eta: 1 day, 12:21:30, time: 1.408, data_time: 0.007, memory: 5820, top1_acc: 0.3391, top5_acc: 0.6152, loss_cls: 2.8203, loss: 2.8203, grad_norm: 1.0198 2020-10-05 10:22:33,884 - mmaction - INFO - Epoch [33][80/297] lr: 3.848e-01, eta: 1 day, 12:20:02, time: 1.618, data_time: 0.013, memory: 5820, top1_acc: 0.3471, top5_acc: 0.6248, loss_cls: 2.7672, loss: 2.7672, grad_norm: 1.0157 2020-10-05 10:23:05,026 - mmaction - INFO - Epoch [33][100/297] lr: 3.848e-01, eta: 1 day, 12:18:26, time: 1.557, data_time: 0.006, memory: 5820, top1_acc: 0.3457, top5_acc: 0.6162, loss_cls: 2.7960, loss: 2.7960, grad_norm: 1.0093 2020-10-05 10:23:34,903 - mmaction - INFO - Epoch [33][120/297] lr: 3.848e-01, eta: 1 day, 12:16:41, time: 1.492, data_time: 0.007, memory: 5820, top1_acc: 0.3379, top5_acc: 0.6141, loss_cls: 2.8151, loss: 2.8151, grad_norm: 1.0068 2020-10-05 10:24:05,992 - mmaction - INFO - Epoch [33][140/297] lr: 3.848e-01, eta: 1 day, 12:15:05, time: 1.555, data_time: 0.009, memory: 5820, top1_acc: 0.3363, top5_acc: 0.6213, loss_cls: 2.7956, loss: 2.7956, grad_norm: 1.0286 2020-10-05 10:24:34,773 - mmaction - INFO - Epoch [33][160/297] lr: 3.848e-01, eta: 1 day, 12:13:13, time: 1.439, data_time: 0.007, memory: 5820, top1_acc: 0.3252, top5_acc: 0.6119, loss_cls: 2.8117, loss: 2.8117, grad_norm: 0.9923 2020-10-05 10:25:04,699 - mmaction - INFO - Epoch [33][180/297] lr: 3.848e-01, eta: 1 day, 12:11:30, time: 1.497, data_time: 0.008, memory: 5820, top1_acc: 0.3342, top5_acc: 0.6109, loss_cls: 2.8203, loss: 2.8203, grad_norm: 1.0223 2020-10-05 10:25:36,106 - mmaction - INFO - Epoch [33][200/297] lr: 3.848e-01, eta: 1 day, 12:09:56, time: 1.571, data_time: 0.007, memory: 5820, top1_acc: 0.3416, top5_acc: 0.6104, loss_cls: 2.8190, loss: 2.8190, grad_norm: 1.0188 2020-10-05 10:26:06,602 - mmaction - INFO - Epoch [33][220/297] lr: 3.848e-01, eta: 1 day, 12:08:18, time: 1.526, data_time: 0.006, memory: 5820, top1_acc: 0.3344, top5_acc: 0.6174, loss_cls: 2.8073, loss: 2.8073, grad_norm: 1.0028 2020-10-05 10:26:35,930 - mmaction - INFO - Epoch [33][240/297] lr: 3.848e-01, eta: 1 day, 12:06:30, time: 1.462, data_time: 0.005, memory: 5820, top1_acc: 0.3355, top5_acc: 0.6131, loss_cls: 2.8166, loss: 2.8166, grad_norm: 1.0176 2020-10-05 10:27:05,401 - mmaction - INFO - Epoch [33][260/297] lr: 3.848e-01, eta: 1 day, 12:04:46, time: 1.478, data_time: 0.011, memory: 5820, top1_acc: 0.3324, top5_acc: 0.6096, loss_cls: 2.8370, loss: 2.8370, grad_norm: 1.0024 2020-10-05 10:27:36,851 - mmaction - INFO - Epoch [33][280/297] lr: 3.848e-01, eta: 1 day, 12:03:14, time: 1.572, data_time: 0.007, memory: 5820, top1_acc: 0.3453, top5_acc: 0.6189, loss_cls: 2.7877, loss: 2.7877, grad_norm: 1.0209 2020-10-05 10:31:27,680 - mmaction - INFO - Epoch [34][20/297] lr: 3.838e-01, eta: 1 day, 12:17:06, time: 10.333, data_time: 5.416, memory: 5820, top1_acc: 0.3379, top5_acc: 0.6080, loss_cls: 2.8253, loss: 2.8253, grad_norm: 0.9962 2020-10-05 10:31:59,369 - mmaction - INFO - Epoch [34][40/297] lr: 3.838e-01, eta: 1 day, 12:15:34, time: 1.587, data_time: 0.010, memory: 5820, top1_acc: 0.3412, top5_acc: 0.6316, loss_cls: 2.7545, loss: 2.7545, grad_norm: 1.0168 2020-10-05 10:32:27,836 - mmaction - INFO - Epoch [34][60/297] lr: 3.838e-01, eta: 1 day, 12:13:41, time: 1.423, data_time: 0.003, memory: 5820, top1_acc: 0.3424, top5_acc: 0.6184, loss_cls: 2.7749, loss: 2.7749, grad_norm: 1.0044 2020-10-05 10:32:58,527 - mmaction - INFO - Epoch [34][80/297] lr: 3.838e-01, eta: 1 day, 12:12:03, time: 1.535, data_time: 0.009, memory: 5820, top1_acc: 0.3393, top5_acc: 0.6189, loss_cls: 2.7774, loss: 2.7774, grad_norm: 1.0128 2020-10-05 10:33:31,820 - mmaction - INFO - Epoch [34][100/297] lr: 3.838e-01, eta: 1 day, 12:10:43, time: 1.663, data_time: 0.008, memory: 5820, top1_acc: 0.3527, top5_acc: 0.6275, loss_cls: 2.7576, loss: 2.7576, grad_norm: 1.0079 2020-10-05 10:33:58,887 - mmaction - INFO - Epoch [34][120/297] lr: 3.838e-01, eta: 1 day, 12:08:42, time: 1.354, data_time: 0.020, memory: 5820, top1_acc: 0.3350, top5_acc: 0.6162, loss_cls: 2.8111, loss: 2.8111, grad_norm: 1.0071 2020-10-05 10:34:31,295 - mmaction - INFO - Epoch [34][140/297] lr: 3.838e-01, eta: 1 day, 12:07:16, time: 1.621, data_time: 0.010, memory: 5820, top1_acc: 0.3307, top5_acc: 0.6133, loss_cls: 2.8226, loss: 2.8226, grad_norm: 1.0287 2020-10-05 10:35:01,521 - mmaction - INFO - Epoch [34][160/297] lr: 3.838e-01, eta: 1 day, 12:05:36, time: 1.512, data_time: 0.006, memory: 5820, top1_acc: 0.3357, top5_acc: 0.6248, loss_cls: 2.7991, loss: 2.7991, grad_norm: 1.0144 2020-10-05 10:35:32,425 - mmaction - INFO - Epoch [34][180/297] lr: 3.838e-01, eta: 1 day, 12:04:01, time: 1.545, data_time: 0.008, memory: 5820, top1_acc: 0.3270, top5_acc: 0.6104, loss_cls: 2.8395, loss: 2.8395, grad_norm: 1.0010 2020-10-05 10:36:03,999 - mmaction - INFO - Epoch [34][200/297] lr: 3.838e-01, eta: 1 day, 12:02:31, time: 1.580, data_time: 0.006, memory: 5820, top1_acc: 0.3336, top5_acc: 0.6051, loss_cls: 2.8181, loss: 2.8181, grad_norm: 1.0100 2020-10-05 10:36:32,947 - mmaction - INFO - Epoch [34][220/297] lr: 3.838e-01, eta: 1 day, 12:00:43, time: 1.444, data_time: 0.006, memory: 5820, top1_acc: 0.3516, top5_acc: 0.6279, loss_cls: 2.7575, loss: 2.7575, grad_norm: 1.0108 2020-10-05 10:37:04,156 - mmaction - INFO - Epoch [34][240/297] lr: 3.838e-01, eta: 1 day, 11:59:11, time: 1.563, data_time: 0.010, memory: 5820, top1_acc: 0.3350, top5_acc: 0.6121, loss_cls: 2.8241, loss: 2.8241, grad_norm: 1.0079 2020-10-05 10:37:34,175 - mmaction - INFO - Epoch [34][260/297] lr: 3.838e-01, eta: 1 day, 11:57:31, time: 1.498, data_time: 0.008, memory: 5820, top1_acc: 0.3445, top5_acc: 0.6197, loss_cls: 2.7916, loss: 2.7916, grad_norm: 0.9931 2020-10-05 10:38:04,352 - mmaction - INFO - Epoch [34][280/297] lr: 3.838e-01, eta: 1 day, 11:55:52, time: 1.512, data_time: 0.012, memory: 5820, top1_acc: 0.3473, top5_acc: 0.6264, loss_cls: 2.7773, loss: 2.7773, grad_norm: 1.0338 2020-10-05 10:41:53,761 - mmaction - INFO - Epoch [35][20/297] lr: 3.828e-01, eta: 1 day, 12:08:48, time: 10.137, data_time: 5.408, memory: 5820, top1_acc: 0.3477, top5_acc: 0.6271, loss_cls: 2.7657, loss: 2.7657, grad_norm: 0.9834 2020-10-05 10:42:25,848 - mmaction - INFO - Epoch [35][40/297] lr: 3.828e-01, eta: 1 day, 12:07:20, time: 1.605, data_time: 0.008, memory: 5820, top1_acc: 0.3352, top5_acc: 0.6164, loss_cls: 2.8091, loss: 2.8091, grad_norm: 1.0115 2020-10-05 10:42:54,882 - mmaction - INFO - Epoch [35][60/297] lr: 3.828e-01, eta: 1 day, 12:05:33, time: 1.452, data_time: 0.005, memory: 5820, top1_acc: 0.3439, top5_acc: 0.6338, loss_cls: 2.7548, loss: 2.7548, grad_norm: 1.0150 2020-10-05 10:43:24,846 - mmaction - INFO - Epoch [35][80/297] lr: 3.828e-01, eta: 1 day, 12:03:52, time: 1.498, data_time: 0.008, memory: 5820, top1_acc: 0.3547, top5_acc: 0.6301, loss_cls: 2.7144, loss: 2.7144, grad_norm: 1.0227 2020-10-05 10:43:55,001 - mmaction - INFO - Epoch [35][100/297] lr: 3.828e-01, eta: 1 day, 12:02:13, time: 1.507, data_time: 0.005, memory: 5820, top1_acc: 0.3543, top5_acc: 0.6336, loss_cls: 2.7410, loss: 2.7410, grad_norm: 1.0230 2020-10-05 10:44:24,903 - mmaction - INFO - Epoch [35][120/297] lr: 3.828e-01, eta: 1 day, 12:00:32, time: 1.493, data_time: 0.007, memory: 5820, top1_acc: 0.3398, top5_acc: 0.6100, loss_cls: 2.8024, loss: 2.8024, grad_norm: 1.0147 2020-10-05 10:44:55,397 - mmaction - INFO - Epoch [35][140/297] lr: 3.828e-01, eta: 1 day, 11:58:56, time: 1.527, data_time: 0.009, memory: 5820, top1_acc: 0.3480, top5_acc: 0.6250, loss_cls: 2.7724, loss: 2.7724, grad_norm: 1.0293 2020-10-05 10:45:26,725 - mmaction - INFO - Epoch [35][160/297] lr: 3.828e-01, eta: 1 day, 11:57:25, time: 1.566, data_time: 0.005, memory: 5820, top1_acc: 0.3430, top5_acc: 0.6148, loss_cls: 2.7839, loss: 2.7839, grad_norm: 1.0038 2020-10-05 10:45:56,478 - mmaction - INFO - Epoch [35][180/297] lr: 3.828e-01, eta: 1 day, 11:55:44, time: 1.485, data_time: 0.008, memory: 5820, top1_acc: 0.3410, top5_acc: 0.6104, loss_cls: 2.8197, loss: 2.8197, grad_norm: 1.0190 2020-10-05 10:46:27,303 - mmaction - INFO - Epoch [35][200/297] lr: 3.828e-01, eta: 1 day, 11:54:10, time: 1.545, data_time: 0.009, memory: 5820, top1_acc: 0.3398, top5_acc: 0.6133, loss_cls: 2.8053, loss: 2.8053, grad_norm: 1.0094 2020-10-05 10:46:57,740 - mmaction - INFO - Epoch [35][220/297] lr: 3.828e-01, eta: 1 day, 11:52:34, time: 1.520, data_time: 0.003, memory: 5820, top1_acc: 0.3447, top5_acc: 0.6264, loss_cls: 2.7483, loss: 2.7483, grad_norm: 1.0265 2020-10-05 10:47:27,878 - mmaction - INFO - Epoch [35][240/297] lr: 3.828e-01, eta: 1 day, 11:50:57, time: 1.507, data_time: 0.007, memory: 5820, top1_acc: 0.3369, top5_acc: 0.6182, loss_cls: 2.8066, loss: 2.8066, grad_norm: 1.0111 2020-10-05 10:47:59,221 - mmaction - INFO - Epoch [35][260/297] lr: 3.828e-01, eta: 1 day, 11:49:27, time: 1.568, data_time: 0.007, memory: 5820, top1_acc: 0.3408, top5_acc: 0.6232, loss_cls: 2.7877, loss: 2.7877, grad_norm: 1.0498 2020-10-05 10:48:30,290 - mmaction - INFO - Epoch [35][280/297] lr: 3.828e-01, eta: 1 day, 11:47:56, time: 1.551, data_time: 0.005, memory: 5820, top1_acc: 0.3535, top5_acc: 0.6205, loss_cls: 2.7614, loss: 2.7614, grad_norm: 1.0341 2020-10-05 10:51:59,093 - mmaction - INFO - Epoch [36][20/297] lr: 3.818e-01, eta: 1 day, 11:58:26, time: 9.209, data_time: 4.677, memory: 5820, top1_acc: 0.3521, top5_acc: 0.6354, loss_cls: 2.7095, loss: 2.7095, grad_norm: 1.0337 2020-10-05 10:52:33,636 - mmaction - INFO - Epoch [36][40/297] lr: 3.818e-01, eta: 1 day, 11:57:15, time: 1.727, data_time: 0.009, memory: 5820, top1_acc: 0.3482, top5_acc: 0.6295, loss_cls: 2.7572, loss: 2.7572, grad_norm: 0.9943 2020-10-05 10:52:59,230 - mmaction - INFO - Epoch [36][60/297] lr: 3.818e-01, eta: 1 day, 11:55:09, time: 1.281, data_time: 0.005, memory: 5820, top1_acc: 0.3445, top5_acc: 0.6260, loss_cls: 2.7571, loss: 2.7571, grad_norm: 1.0408 2020-10-05 10:53:34,188 - mmaction - INFO - Epoch [36][80/297] lr: 3.818e-01, eta: 1 day, 11:54:01, time: 1.747, data_time: 0.008, memory: 5820, top1_acc: 0.3588, top5_acc: 0.6254, loss_cls: 2.7478, loss: 2.7478, grad_norm: 1.0186 2020-10-05 10:54:00,377 - mmaction - INFO - Epoch [36][100/297] lr: 3.818e-01, eta: 1 day, 11:51:59, time: 1.310, data_time: 0.013, memory: 5820, top1_acc: 0.3492, top5_acc: 0.6250, loss_cls: 2.7962, loss: 2.7962, grad_norm: 1.0248 2020-10-05 10:54:31,735 - mmaction - INFO - Epoch [36][120/297] lr: 3.818e-01, eta: 1 day, 11:50:30, time: 1.566, data_time: 0.009, memory: 5820, top1_acc: 0.3348, top5_acc: 0.6225, loss_cls: 2.7808, loss: 2.7808, grad_norm: 1.0400 2020-10-05 10:55:00,912 - mmaction - INFO - Epoch [36][140/297] lr: 3.818e-01, eta: 1 day, 11:48:46, time: 1.453, data_time: 0.015, memory: 5820, top1_acc: 0.3383, top5_acc: 0.6148, loss_cls: 2.8299, loss: 2.8299, grad_norm: 1.0309 2020-10-05 10:55:33,195 - mmaction - INFO - Epoch [36][160/297] lr: 3.818e-01, eta: 1 day, 11:47:23, time: 1.618, data_time: 0.016, memory: 5820, top1_acc: 0.3322, top5_acc: 0.6076, loss_cls: 2.8300, loss: 2.8300, grad_norm: 1.0060 2020-10-05 10:56:05,042 - mmaction - INFO - Epoch [36][180/297] lr: 3.818e-01, eta: 1 day, 11:45:58, time: 1.597, data_time: 0.011, memory: 5820, top1_acc: 0.3504, top5_acc: 0.6281, loss_cls: 2.7516, loss: 2.7516, grad_norm: 1.0137 2020-10-05 10:56:33,420 - mmaction - INFO - Epoch [36][200/297] lr: 3.818e-01, eta: 1 day, 11:44:10, time: 1.417, data_time: 0.005, memory: 5820, top1_acc: 0.3395, top5_acc: 0.6156, loss_cls: 2.8159, loss: 2.8159, grad_norm: 1.0028 2020-10-05 10:57:04,758 - mmaction - INFO - Epoch [36][220/297] lr: 3.818e-01, eta: 1 day, 11:42:42, time: 1.565, data_time: 0.009, memory: 5820, top1_acc: 0.3500, top5_acc: 0.6213, loss_cls: 2.7497, loss: 2.7497, grad_norm: 1.0345 2020-10-05 10:57:36,141 - mmaction - INFO - Epoch [36][240/297] lr: 3.818e-01, eta: 1 day, 11:41:14, time: 1.573, data_time: 0.011, memory: 5820, top1_acc: 0.3449, top5_acc: 0.6119, loss_cls: 2.8019, loss: 2.8019, grad_norm: 1.0097 2020-10-05 10:58:04,544 - mmaction - INFO - Epoch [36][260/297] lr: 3.818e-01, eta: 1 day, 11:39:28, time: 1.420, data_time: 0.006, memory: 5820, top1_acc: 0.3508, top5_acc: 0.6213, loss_cls: 2.7670, loss: 2.7670, grad_norm: 1.0032 2020-10-05 10:58:38,097 - mmaction - INFO - Epoch [36][280/297] lr: 3.818e-01, eta: 1 day, 11:38:14, time: 1.678, data_time: 0.008, memory: 5820, top1_acc: 0.3371, top5_acc: 0.6088, loss_cls: 2.8160, loss: 2.8160, grad_norm: 1.0239 2020-10-05 11:01:57,350 - mmaction - INFO - Epoch [37][20/297] lr: 3.808e-01, eta: 1 day, 11:47:33, time: 8.815, data_time: 6.142, memory: 5820, top1_acc: 0.3449, top5_acc: 0.6203, loss_cls: 2.7896, loss: 2.7896, grad_norm: 0.9993 2020-10-05 11:02:27,185 - mmaction - INFO - Epoch [37][40/297] lr: 3.808e-01, eta: 1 day, 11:45:55, time: 1.485, data_time: 0.009, memory: 5820, top1_acc: 0.3486, top5_acc: 0.6254, loss_cls: 2.7394, loss: 2.7394, grad_norm: 1.0478 2020-10-05 11:02:58,090 - mmaction - INFO - Epoch [37][60/297] lr: 3.808e-01, eta: 1 day, 11:44:24, time: 1.551, data_time: 0.015, memory: 5820, top1_acc: 0.3652, top5_acc: 0.6299, loss_cls: 2.7279, loss: 2.7279, grad_norm: 0.9997 2020-10-05 11:03:28,143 - mmaction - INFO - Epoch [37][80/297] lr: 3.808e-01, eta: 1 day, 11:42:48, time: 1.503, data_time: 0.007, memory: 5820, top1_acc: 0.3613, top5_acc: 0.6385, loss_cls: 2.6959, loss: 2.6959, grad_norm: 1.0218 2020-10-05 11:04:00,156 - mmaction - INFO - Epoch [37][100/297] lr: 3.808e-01, eta: 1 day, 11:41:24, time: 1.602, data_time: 0.006, memory: 5820, top1_acc: 0.3484, top5_acc: 0.6268, loss_cls: 2.7525, loss: 2.7525, grad_norm: 1.0281 2020-10-05 11:04:29,174 - mmaction - INFO - Epoch [37][120/297] lr: 3.808e-01, eta: 1 day, 11:39:40, time: 1.437, data_time: 0.008, memory: 5820, top1_acc: 0.3443, top5_acc: 0.6189, loss_cls: 2.7430, loss: 2.7430, grad_norm: 1.0323 2020-10-05 11:05:00,031 - mmaction - INFO - Epoch [37][140/297] lr: 3.808e-01, eta: 1 day, 11:38:11, time: 1.556, data_time: 0.021, memory: 5820, top1_acc: 0.3428, top5_acc: 0.6102, loss_cls: 2.7891, loss: 2.7891, grad_norm: 1.0282 2020-10-05 11:05:29,635 - mmaction - INFO - Epoch [37][160/297] lr: 3.808e-01, eta: 1 day, 11:36:33, time: 1.477, data_time: 0.007, memory: 5820, top1_acc: 0.3514, top5_acc: 0.6250, loss_cls: 2.7571, loss: 2.7571, grad_norm: 1.0002 2020-10-05 11:06:00,499 - mmaction - INFO - Epoch [37][180/297] lr: 3.808e-01, eta: 1 day, 11:35:03, time: 1.546, data_time: 0.011, memory: 5820, top1_acc: 0.3559, top5_acc: 0.6336, loss_cls: 2.7276, loss: 2.7276, grad_norm: 1.0118 2020-10-05 11:06:29,914 - mmaction - INFO - Epoch [37][200/297] lr: 3.808e-01, eta: 1 day, 11:33:25, time: 1.470, data_time: 0.007, memory: 5820, top1_acc: 0.3512, top5_acc: 0.6328, loss_cls: 2.7471, loss: 2.7471, grad_norm: 1.0439 2020-10-05 11:06:59,946 - mmaction - INFO - Epoch [37][220/297] lr: 3.808e-01, eta: 1 day, 11:31:50, time: 1.501, data_time: 0.009, memory: 5820, top1_acc: 0.3525, top5_acc: 0.6240, loss_cls: 2.7626, loss: 2.7626, grad_norm: 1.0401 2020-10-05 11:07:30,420 - mmaction - INFO - Epoch [37][240/297] lr: 3.808e-01, eta: 1 day, 11:30:18, time: 1.521, data_time: 0.009, memory: 5820, top1_acc: 0.3516, top5_acc: 0.6254, loss_cls: 2.7622, loss: 2.7622, grad_norm: 1.0203 2020-10-05 11:08:01,059 - mmaction - INFO - Epoch [37][260/297] lr: 3.808e-01, eta: 1 day, 11:28:48, time: 1.535, data_time: 0.012, memory: 5820, top1_acc: 0.3479, top5_acc: 0.6205, loss_cls: 2.7631, loss: 2.7631, grad_norm: 0.9991 2020-10-05 11:08:33,814 - mmaction - INFO - Epoch [37][280/297] lr: 3.808e-01, eta: 1 day, 11:27:30, time: 1.639, data_time: 0.008, memory: 5820, top1_acc: 0.3330, top5_acc: 0.6189, loss_cls: 2.8070, loss: 2.8070, grad_norm: 1.0269 2020-10-05 11:12:25,651 - mmaction - INFO - Epoch [38][20/297] lr: 3.797e-01, eta: 1 day, 11:39:25, time: 10.293, data_time: 6.274, memory: 5820, top1_acc: 0.3564, top5_acc: 0.6400, loss_cls: 2.6936, loss: 2.6936, grad_norm: 1.0164 2020-10-05 11:12:56,867 - mmaction - INFO - Epoch [38][40/297] lr: 3.797e-01, eta: 1 day, 11:37:57, time: 1.561, data_time: 0.007, memory: 5820, top1_acc: 0.3604, top5_acc: 0.6311, loss_cls: 2.7126, loss: 2.7126, grad_norm: 1.0463 2020-10-05 11:13:26,500 - mmaction - INFO - Epoch [38][60/297] lr: 3.797e-01, eta: 1 day, 11:36:19, time: 1.481, data_time: 0.004, memory: 5820, top1_acc: 0.3607, top5_acc: 0.6309, loss_cls: 2.7221, loss: 2.7221, grad_norm: 1.0218 2020-10-05 11:13:58,258 - mmaction - INFO - Epoch [38][80/297] lr: 3.797e-01, eta: 1 day, 11:34:55, time: 1.587, data_time: 0.006, memory: 5820, top1_acc: 0.3609, top5_acc: 0.6398, loss_cls: 2.7027, loss: 2.7027, grad_norm: 1.0406 2020-10-05 11:14:27,464 - mmaction - INFO - Epoch [38][100/297] lr: 3.797e-01, eta: 1 day, 11:33:15, time: 1.459, data_time: 0.005, memory: 5820, top1_acc: 0.3488, top5_acc: 0.6225, loss_cls: 2.7452, loss: 2.7452, grad_norm: 1.0577 2020-10-05 11:14:57,919 - mmaction - INFO - Epoch [38][120/297] lr: 3.797e-01, eta: 1 day, 11:31:43, time: 1.525, data_time: 0.009, memory: 5820, top1_acc: 0.3564, top5_acc: 0.6258, loss_cls: 2.7380, loss: 2.7380, grad_norm: 1.0338 2020-10-05 11:15:28,271 - mmaction - INFO - Epoch [38][140/297] lr: 3.797e-01, eta: 1 day, 11:30:11, time: 1.517, data_time: 0.005, memory: 5820, top1_acc: 0.3469, top5_acc: 0.6213, loss_cls: 2.7576, loss: 2.7576, grad_norm: 1.0114 2020-10-05 11:15:56,976 - mmaction - INFO - Epoch [38][160/297] lr: 3.797e-01, eta: 1 day, 11:28:30, time: 1.434, data_time: 0.006, memory: 5820, top1_acc: 0.3523, top5_acc: 0.6277, loss_cls: 2.7186, loss: 2.7186, grad_norm: 1.0293 2020-10-05 11:16:28,006 - mmaction - INFO - Epoch [38][180/297] lr: 3.797e-01, eta: 1 day, 11:27:02, time: 1.551, data_time: 0.008, memory: 5820, top1_acc: 0.3621, top5_acc: 0.6293, loss_cls: 2.7100, loss: 2.7100, grad_norm: 1.0104 2020-10-05 11:16:57,694 - mmaction - INFO - Epoch [38][200/297] lr: 3.797e-01, eta: 1 day, 11:25:27, time: 1.486, data_time: 0.007, memory: 5820, top1_acc: 0.3422, top5_acc: 0.6221, loss_cls: 2.7753, loss: 2.7753, grad_norm: 1.0376 2020-10-05 11:17:27,799 - mmaction - INFO - Epoch [38][220/297] lr: 3.797e-01, eta: 1 day, 11:23:54, time: 1.505, data_time: 0.005, memory: 5820, top1_acc: 0.3514, top5_acc: 0.6262, loss_cls: 2.7396, loss: 2.7396, grad_norm: 1.0231 2020-10-05 11:17:59,666 - mmaction - INFO - Epoch [38][240/297] lr: 3.797e-01, eta: 1 day, 11:22:31, time: 1.592, data_time: 0.008, memory: 5820, top1_acc: 0.3471, top5_acc: 0.6195, loss_cls: 2.7676, loss: 2.7676, grad_norm: 1.0340 2020-10-05 11:18:31,962 - mmaction - INFO - Epoch [38][260/297] lr: 3.797e-01, eta: 1 day, 11:21:12, time: 1.616, data_time: 0.007, memory: 5820, top1_acc: 0.3457, top5_acc: 0.6215, loss_cls: 2.7756, loss: 2.7756, grad_norm: 1.0518 2020-10-05 11:19:00,387 - mmaction - INFO - Epoch [38][280/297] lr: 3.797e-01, eta: 1 day, 11:19:30, time: 1.418, data_time: 0.003, memory: 5820, top1_acc: 0.3514, top5_acc: 0.6299, loss_cls: 2.7349, loss: 2.7349, grad_norm: 1.0223 2020-10-05 11:22:38,509 - mmaction - INFO - Epoch [39][20/297] lr: 3.786e-01, eta: 1 day, 11:29:44, time: 9.628, data_time: 4.706, memory: 5820, top1_acc: 0.3527, top5_acc: 0.6352, loss_cls: 2.7034, loss: 2.7034, grad_norm: 1.0224 2020-10-05 11:23:11,310 - mmaction - INFO - Epoch [39][40/297] lr: 3.786e-01, eta: 1 day, 11:28:26, time: 1.641, data_time: 0.010, memory: 5820, top1_acc: 0.3473, top5_acc: 0.6271, loss_cls: 2.7523, loss: 2.7523, grad_norm: 1.0357 2020-10-05 11:23:39,441 - mmaction - INFO - Epoch [39][60/297] lr: 3.786e-01, eta: 1 day, 11:26:42, time: 1.405, data_time: 0.003, memory: 5820, top1_acc: 0.3531, top5_acc: 0.6359, loss_cls: 2.7342, loss: 2.7342, grad_norm: 1.0433 2020-10-05 11:24:10,335 - mmaction - INFO - Epoch [39][80/297] lr: 3.786e-01, eta: 1 day, 11:25:14, time: 1.546, data_time: 0.010, memory: 5820, top1_acc: 0.3527, top5_acc: 0.6297, loss_cls: 2.7264, loss: 2.7264, grad_norm: 1.0395 2020-10-05 11:24:41,133 - mmaction - INFO - Epoch [39][100/297] lr: 3.786e-01, eta: 1 day, 11:23:45, time: 1.541, data_time: 0.008, memory: 5820, top1_acc: 0.3559, top5_acc: 0.6365, loss_cls: 2.7056, loss: 2.7056, grad_norm: 1.0222 2020-10-05 11:25:11,046 - mmaction - INFO - Epoch [39][120/297] lr: 3.786e-01, eta: 1 day, 11:22:12, time: 1.496, data_time: 0.008, memory: 5820, top1_acc: 0.3510, top5_acc: 0.6273, loss_cls: 2.7610, loss: 2.7610, grad_norm: 1.0376 2020-10-05 11:25:41,716 - mmaction - INFO - Epoch [39][140/297] lr: 3.786e-01, eta: 1 day, 11:20:43, time: 1.533, data_time: 0.007, memory: 5820, top1_acc: 0.3475, top5_acc: 0.6295, loss_cls: 2.7404, loss: 2.7404, grad_norm: 1.0203 2020-10-05 11:26:10,981 - mmaction - INFO - Epoch [39][160/297] lr: 3.786e-01, eta: 1 day, 11:19:06, time: 1.458, data_time: 0.009, memory: 5820, top1_acc: 0.3563, top5_acc: 0.6459, loss_cls: 2.6930, loss: 2.6930, grad_norm: 1.0278 2020-10-05 11:26:41,637 - mmaction - INFO - Epoch [39][180/297] lr: 3.786e-01, eta: 1 day, 11:17:38, time: 1.539, data_time: 0.014, memory: 5820, top1_acc: 0.3486, top5_acc: 0.6332, loss_cls: 2.7406, loss: 2.7406, grad_norm: 1.0337 2020-10-05 11:27:12,098 - mmaction - INFO - Epoch [39][200/297] lr: 3.786e-01, eta: 1 day, 11:16:09, time: 1.522, data_time: 0.004, memory: 5820, top1_acc: 0.3469, top5_acc: 0.6254, loss_cls: 2.7620, loss: 2.7620, grad_norm: 1.0581 2020-10-05 11:27:41,835 - mmaction - INFO - Epoch [39][220/297] lr: 3.786e-01, eta: 1 day, 11:14:36, time: 1.486, data_time: 0.008, memory: 5820, top1_acc: 0.3596, top5_acc: 0.6293, loss_cls: 2.7232, loss: 2.7232, grad_norm: 1.0184 2020-10-05 11:28:12,542 - mmaction - INFO - Epoch [39][240/297] lr: 3.786e-01, eta: 1 day, 11:13:08, time: 1.536, data_time: 0.008, memory: 5820, top1_acc: 0.3480, top5_acc: 0.6170, loss_cls: 2.7556, loss: 2.7556, grad_norm: 1.0356 2020-10-05 11:28:43,184 - mmaction - INFO - Epoch [39][260/297] lr: 3.786e-01, eta: 1 day, 11:11:40, time: 1.532, data_time: 0.006, memory: 5820, top1_acc: 0.3404, top5_acc: 0.6219, loss_cls: 2.7948, loss: 2.7948, grad_norm: 1.0405 2020-10-05 11:29:13,480 - mmaction - INFO - Epoch [39][280/297] lr: 3.786e-01, eta: 1 day, 11:10:11, time: 1.513, data_time: 0.007, memory: 5820, top1_acc: 0.3633, top5_acc: 0.6375, loss_cls: 2.7096, loss: 2.7096, grad_norm: 1.0294 2020-10-05 11:32:50,940 - mmaction - INFO - Epoch [40][20/297] lr: 3.775e-01, eta: 1 day, 11:19:51, time: 9.511, data_time: 5.703, memory: 5820, top1_acc: 0.3646, top5_acc: 0.6449, loss_cls: 2.6561, loss: 2.6561, grad_norm: 1.0361 2020-10-05 11:33:22,818 - mmaction - INFO - Epoch [40][40/297] lr: 3.775e-01, eta: 1 day, 11:18:29, time: 1.593, data_time: 0.010, memory: 5820, top1_acc: 0.3527, top5_acc: 0.6314, loss_cls: 2.7186, loss: 2.7186, grad_norm: 1.0250 2020-10-05 11:33:51,614 - mmaction - INFO - Epoch [40][60/297] lr: 3.775e-01, eta: 1 day, 11:16:51, time: 1.441, data_time: 0.005, memory: 5820, top1_acc: 0.3512, top5_acc: 0.6322, loss_cls: 2.7265, loss: 2.7265, grad_norm: 1.0384 2020-10-05 11:34:23,297 - mmaction - INFO - Epoch [40][80/297] lr: 3.775e-01, eta: 1 day, 11:15:28, time: 1.577, data_time: 0.007, memory: 5820, top1_acc: 0.3588, top5_acc: 0.6223, loss_cls: 2.7277, loss: 2.7277, grad_norm: 1.0267 2020-10-05 11:34:52,867 - mmaction - INFO - Epoch [40][100/297] lr: 3.775e-01, eta: 1 day, 11:13:55, time: 1.487, data_time: 0.013, memory: 5820, top1_acc: 0.3539, top5_acc: 0.6379, loss_cls: 2.6867, loss: 2.6867, grad_norm: 1.0509 2020-10-05 11:35:23,293 - mmaction - INFO - Epoch [40][120/297] lr: 3.775e-01, eta: 1 day, 11:12:25, time: 1.517, data_time: 0.006, memory: 5820, top1_acc: 0.3582, top5_acc: 0.6352, loss_cls: 2.7004, loss: 2.7004, grad_norm: 1.0406 2020-10-05 11:35:51,949 - mmaction - INFO - Epoch [40][140/297] lr: 3.775e-01, eta: 1 day, 11:10:47, time: 1.437, data_time: 0.010, memory: 5820, top1_acc: 0.3754, top5_acc: 0.6521, loss_cls: 2.6375, loss: 2.6375, grad_norm: 1.0369 2020-10-05 11:36:22,391 - mmaction - INFO - Epoch [40][160/297] lr: 3.775e-01, eta: 1 day, 11:09:19, time: 1.521, data_time: 0.007, memory: 5820, top1_acc: 0.3502, top5_acc: 0.6291, loss_cls: 2.7345, loss: 2.7345, grad_norm: 1.0620 2020-10-05 11:36:52,845 - mmaction - INFO - Epoch [40][180/297] lr: 3.775e-01, eta: 1 day, 11:07:50, time: 1.514, data_time: 0.006, memory: 5820, top1_acc: 0.3648, top5_acc: 0.6273, loss_cls: 2.7149, loss: 2.7149, grad_norm: 1.0399 2020-10-05 11:37:23,358 - mmaction - INFO - Epoch [40][200/297] lr: 3.775e-01, eta: 1 day, 11:06:23, time: 1.534, data_time: 0.016, memory: 5820, top1_acc: 0.3555, top5_acc: 0.6297, loss_cls: 2.7101, loss: 2.7101, grad_norm: 1.0291 2020-10-05 11:37:54,432 - mmaction - INFO - Epoch [40][220/297] lr: 3.775e-01, eta: 1 day, 11:04:59, time: 1.553, data_time: 0.005, memory: 5820, top1_acc: 0.3504, top5_acc: 0.6311, loss_cls: 2.7486, loss: 2.7486, grad_norm: 1.0267 2020-10-05 11:38:23,155 - mmaction - INFO - Epoch [40][240/297] lr: 3.775e-01, eta: 1 day, 11:03:21, time: 1.431, data_time: 0.005, memory: 5820, top1_acc: 0.3605, top5_acc: 0.6432, loss_cls: 2.6783, loss: 2.6783, grad_norm: 1.0418 2020-10-05 11:38:54,920 - mmaction - INFO - Epoch [40][260/297] lr: 3.775e-01, eta: 1 day, 11:02:02, time: 1.593, data_time: 0.013, memory: 5820, top1_acc: 0.3561, top5_acc: 0.6309, loss_cls: 2.7284, loss: 2.7284, grad_norm: 1.0399 2020-10-05 11:39:25,032 - mmaction - INFO - Epoch [40][280/297] lr: 3.775e-01, eta: 1 day, 11:00:33, time: 1.506, data_time: 0.007, memory: 5820, top1_acc: 0.3557, top5_acc: 0.6268, loss_cls: 2.7491, loss: 2.7491, grad_norm: 1.0642 2020-10-05 11:39:49,791 - mmaction - INFO - Saving checkpoint at 40 epochs 2020-10-05 11:43:10,447 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-05 11:43:10,773 - mmaction - INFO - top1_acc 0.4260 top5_acc 0.7079 2020-10-05 11:43:10,773 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-05 11:43:10,823 - mmaction - INFO - mean_acc 0.4259 2020-10-05 11:43:10,823 - mmaction - INFO - Now best checkpoint is epoch_40.pth 2020-10-05 11:43:10,834 - mmaction - INFO - Epoch(val) [40][297] top1_acc: 0.4260, top5_acc: 0.7079, mean_class_accuracy: 0.4259 2020-10-05 11:46:15,855 - mmaction - INFO - Epoch [41][20/297] lr: 3.764e-01, eta: 1 day, 11:09:26, time: 9.250, data_time: 5.553, memory: 5820, top1_acc: 0.3557, top5_acc: 0.6314, loss_cls: 2.7198, loss: 2.7198, grad_norm: 1.0328 2020-10-05 11:46:48,477 - mmaction - INFO - Epoch [41][40/297] lr: 3.764e-01, eta: 1 day, 11:08:09, time: 1.630, data_time: 0.005, memory: 5820, top1_acc: 0.3758, top5_acc: 0.6340, loss_cls: 2.6798, loss: 2.6798, grad_norm: 1.0356 2020-10-05 11:47:16,006 - mmaction - INFO - Epoch [41][60/297] lr: 3.764e-01, eta: 1 day, 11:06:25, time: 1.375, data_time: 0.005, memory: 5820, top1_acc: 0.3520, top5_acc: 0.6332, loss_cls: 2.7303, loss: 2.7303, grad_norm: 1.0561 2020-10-05 11:47:46,840 - mmaction - INFO - Epoch [41][80/297] lr: 3.764e-01, eta: 1 day, 11:05:00, time: 1.543, data_time: 0.010, memory: 5820, top1_acc: 0.3467, top5_acc: 0.6285, loss_cls: 2.7358, loss: 2.7358, grad_norm: 1.0292 2020-10-05 11:48:17,817 - mmaction - INFO - Epoch [41][100/297] lr: 3.764e-01, eta: 1 day, 11:03:36, time: 1.550, data_time: 0.008, memory: 5820, top1_acc: 0.3531, top5_acc: 0.6367, loss_cls: 2.6921, loss: 2.6921, grad_norm: 1.0277 2020-10-05 11:48:45,176 - mmaction - INFO - Epoch [41][120/297] lr: 3.764e-01, eta: 1 day, 11:01:52, time: 1.367, data_time: 0.005, memory: 5820, top1_acc: 0.3531, top5_acc: 0.6408, loss_cls: 2.7071, loss: 2.7071, grad_norm: 1.0492 2020-10-05 11:49:16,377 - mmaction - INFO - Epoch [41][140/297] lr: 3.764e-01, eta: 1 day, 11:00:29, time: 1.560, data_time: 0.007, memory: 5820, top1_acc: 0.3545, top5_acc: 0.6379, loss_cls: 2.6984, loss: 2.6984, grad_norm: 1.0454 2020-10-05 11:49:46,558 - mmaction - INFO - Epoch [41][160/297] lr: 3.764e-01, eta: 1 day, 10:59:01, time: 1.509, data_time: 0.008, memory: 5820, top1_acc: 0.3555, top5_acc: 0.6289, loss_cls: 2.7048, loss: 2.7048, grad_norm: 1.0409 2020-10-05 11:50:14,746 - mmaction - INFO - Epoch [41][180/297] lr: 3.764e-01, eta: 1 day, 10:57:22, time: 1.408, data_time: 0.006, memory: 5820, top1_acc: 0.3521, top5_acc: 0.6365, loss_cls: 2.7324, loss: 2.7324, grad_norm: 1.0609 2020-10-05 11:50:44,719 - mmaction - INFO - Epoch [41][200/297] lr: 3.764e-01, eta: 1 day, 10:55:52, time: 1.487, data_time: 0.009, memory: 5820, top1_acc: 0.3496, top5_acc: 0.6211, loss_cls: 2.7613, loss: 2.7613, grad_norm: 1.0403 2020-10-05 11:51:15,551 - mmaction - INFO - Epoch [41][220/297] lr: 3.764e-01, eta: 1 day, 10:54:29, time: 1.554, data_time: 0.020, memory: 5820, top1_acc: 0.3590, top5_acc: 0.6361, loss_cls: 2.6714, loss: 2.6714, grad_norm: 1.0351 2020-10-05 11:51:44,666 - mmaction - INFO - Epoch [41][240/297] lr: 3.764e-01, eta: 1 day, 10:52:56, time: 1.455, data_time: 0.007, memory: 5820, top1_acc: 0.3643, top5_acc: 0.6348, loss_cls: 2.7118, loss: 2.7118, grad_norm: 1.0146 2020-10-05 11:52:14,931 - mmaction - INFO - Epoch [41][260/297] lr: 3.764e-01, eta: 1 day, 10:51:29, time: 1.514, data_time: 0.008, memory: 5820, top1_acc: 0.3549, top5_acc: 0.6424, loss_cls: 2.7122, loss: 2.7122, grad_norm: 1.0484 2020-10-05 11:52:45,087 - mmaction - INFO - Epoch [41][280/297] lr: 3.764e-01, eta: 1 day, 10:50:01, time: 1.504, data_time: 0.005, memory: 5820, top1_acc: 0.3484, top5_acc: 0.6264, loss_cls: 2.7438, loss: 2.7438, grad_norm: 1.0453 2020-10-05 11:56:18,382 - mmaction - INFO - Epoch [42][20/297] lr: 3.752e-01, eta: 1 day, 10:58:48, time: 9.356, data_time: 5.524, memory: 5820, top1_acc: 0.3674, top5_acc: 0.6449, loss_cls: 2.6330, loss: 2.6330, grad_norm: 1.0426 2020-10-05 11:56:50,963 - mmaction - INFO - Epoch [42][40/297] lr: 3.752e-01, eta: 1 day, 10:57:33, time: 1.636, data_time: 0.015, memory: 5820, top1_acc: 0.3705, top5_acc: 0.6387, loss_cls: 2.6886, loss: 2.6886, grad_norm: 1.0426 2020-10-05 11:57:19,269 - mmaction - INFO - Epoch [42][60/297] lr: 3.752e-01, eta: 1 day, 10:55:56, time: 1.415, data_time: 0.004, memory: 5820, top1_acc: 0.3598, top5_acc: 0.6346, loss_cls: 2.7071, loss: 2.7071, grad_norm: 1.0575 2020-10-05 11:57:50,213 - mmaction - INFO - Epoch [42][80/297] lr: 3.752e-01, eta: 1 day, 10:54:32, time: 1.547, data_time: 0.007, memory: 5820, top1_acc: 0.3627, top5_acc: 0.6445, loss_cls: 2.6856, loss: 2.6856, grad_norm: 1.0554 2020-10-05 11:58:19,741 - mmaction - INFO - Epoch [42][100/297] lr: 3.752e-01, eta: 1 day, 10:53:00, time: 1.466, data_time: 0.005, memory: 5820, top1_acc: 0.3500, top5_acc: 0.6352, loss_cls: 2.7112, loss: 2.7112, grad_norm: 1.0519 2020-10-05 11:58:49,375 - mmaction - INFO - Epoch [42][120/297] lr: 3.752e-01, eta: 1 day, 10:51:31, time: 1.490, data_time: 0.017, memory: 5820, top1_acc: 0.3678, top5_acc: 0.6416, loss_cls: 2.6413, loss: 2.6413, grad_norm: 1.0351 2020-10-05 11:59:20,937 - mmaction - INFO - Epoch [42][140/297] lr: 3.752e-01, eta: 1 day, 10:50:12, time: 1.581, data_time: 0.009, memory: 5820, top1_acc: 0.3695, top5_acc: 0.6428, loss_cls: 2.6805, loss: 2.6805, grad_norm: 1.0520 2020-10-05 11:59:50,220 - mmaction - INFO - Epoch [42][160/297] lr: 3.752e-01, eta: 1 day, 10:48:40, time: 1.461, data_time: 0.006, memory: 5820, top1_acc: 0.3635, top5_acc: 0.6381, loss_cls: 2.6962, loss: 2.6962, grad_norm: 1.0524 2020-10-05 12:00:24,165 - mmaction - INFO - Epoch [42][180/297] lr: 3.752e-01, eta: 1 day, 10:47:32, time: 1.696, data_time: 0.011, memory: 5820, top1_acc: 0.3666, top5_acc: 0.6385, loss_cls: 2.7232, loss: 2.7232, grad_norm: 1.0588 2020-10-05 12:00:52,662 - mmaction - INFO - Epoch [42][200/297] lr: 3.752e-01, eta: 1 day, 10:45:58, time: 1.429, data_time: 0.035, memory: 5820, top1_acc: 0.3619, top5_acc: 0.6473, loss_cls: 2.6604, loss: 2.6604, grad_norm: 1.0643 2020-10-05 12:01:23,568 - mmaction - INFO - Epoch [42][220/297] lr: 3.752e-01, eta: 1 day, 10:44:35, time: 1.545, data_time: 0.009, memory: 5820, top1_acc: 0.3426, top5_acc: 0.6314, loss_cls: 2.7561, loss: 2.7561, grad_norm: 1.0594 2020-10-05 12:01:55,563 - mmaction - INFO - Epoch [42][240/297] lr: 3.752e-01, eta: 1 day, 10:43:18, time: 1.598, data_time: 0.009, memory: 5820, top1_acc: 0.3555, top5_acc: 0.6381, loss_cls: 2.7196, loss: 2.7196, grad_norm: 1.0392 2020-10-05 12:02:25,311 - mmaction - INFO - Epoch [42][260/297] lr: 3.752e-01, eta: 1 day, 10:41:50, time: 1.485, data_time: 0.008, memory: 5820, top1_acc: 0.3482, top5_acc: 0.6201, loss_cls: 2.7487, loss: 2.7487, grad_norm: 1.0361 2020-10-05 12:02:53,936 - mmaction - INFO - Epoch [42][280/297] lr: 3.752e-01, eta: 1 day, 10:40:17, time: 1.435, data_time: 0.013, memory: 5820, top1_acc: 0.3641, top5_acc: 0.6453, loss_cls: 2.6817, loss: 2.6817, grad_norm: 1.0226 2020-10-05 12:06:21,089 - mmaction - INFO - Epoch [43][20/297] lr: 3.740e-01, eta: 1 day, 10:47:58, time: 8.882, data_time: 5.372, memory: 5820, top1_acc: 0.3596, top5_acc: 0.6252, loss_cls: 2.7480, loss: 2.7480, grad_norm: 1.0534 2020-10-05 12:06:51,973 - mmaction - INFO - Epoch [43][40/297] lr: 3.740e-01, eta: 1 day, 10:46:34, time: 1.535, data_time: 0.009, memory: 5820, top1_acc: 0.3566, top5_acc: 0.6381, loss_cls: 2.6985, loss: 2.6985, grad_norm: 1.0364 2020-10-05 12:07:20,843 - mmaction - INFO - Epoch [43][60/297] lr: 3.740e-01, eta: 1 day, 10:45:02, time: 1.452, data_time: 0.017, memory: 5820, top1_acc: 0.3639, top5_acc: 0.6328, loss_cls: 2.6714, loss: 2.6714, grad_norm: 1.0458 2020-10-05 12:07:50,753 - mmaction - INFO - Epoch [43][80/297] lr: 3.740e-01, eta: 1 day, 10:43:35, time: 1.498, data_time: 0.010, memory: 5820, top1_acc: 0.3699, top5_acc: 0.6541, loss_cls: 2.6413, loss: 2.6413, grad_norm: 1.0622 2020-10-05 12:08:20,503 - mmaction - INFO - Epoch [43][100/297] lr: 3.740e-01, eta: 1 day, 10:42:07, time: 1.484, data_time: 0.008, memory: 5820, top1_acc: 0.3523, top5_acc: 0.6354, loss_cls: 2.7208, loss: 2.7208, grad_norm: 1.0469 2020-10-05 12:08:51,493 - mmaction - INFO - Epoch [43][120/297] lr: 3.740e-01, eta: 1 day, 10:40:45, time: 1.553, data_time: 0.011, memory: 5820, top1_acc: 0.3564, top5_acc: 0.6379, loss_cls: 2.7000, loss: 2.7000, grad_norm: 1.0428 2020-10-05 12:09:21,177 - mmaction - INFO - Epoch [43][140/297] lr: 3.740e-01, eta: 1 day, 10:39:17, time: 1.481, data_time: 0.005, memory: 5820, top1_acc: 0.3654, top5_acc: 0.6363, loss_cls: 2.6985, loss: 2.6985, grad_norm: 1.0739 2020-10-05 12:09:52,580 - mmaction - INFO - Epoch [43][160/297] lr: 3.740e-01, eta: 1 day, 10:37:58, time: 1.571, data_time: 0.009, memory: 5820, top1_acc: 0.3576, top5_acc: 0.6352, loss_cls: 2.6943, loss: 2.6943, grad_norm: 1.0415 2020-10-05 12:10:22,690 - mmaction - INFO - Epoch [43][180/297] lr: 3.740e-01, eta: 1 day, 10:36:33, time: 1.507, data_time: 0.007, memory: 5820, top1_acc: 0.3570, top5_acc: 0.6381, loss_cls: 2.7077, loss: 2.7077, grad_norm: 1.0666 2020-10-05 12:10:50,610 - mmaction - INFO - Epoch [43][200/297] lr: 3.740e-01, eta: 1 day, 10:34:56, time: 1.396, data_time: 0.004, memory: 5820, top1_acc: 0.3514, top5_acc: 0.6285, loss_cls: 2.7409, loss: 2.7409, grad_norm: 1.0455 2020-10-05 12:11:21,392 - mmaction - INFO - Epoch [43][220/297] lr: 3.740e-01, eta: 1 day, 10:33:34, time: 1.540, data_time: 0.006, memory: 5820, top1_acc: 0.3574, top5_acc: 0.6330, loss_cls: 2.7111, loss: 2.7111, grad_norm: 1.0461 2020-10-05 12:11:52,066 - mmaction - INFO - Epoch [43][240/297] lr: 3.740e-01, eta: 1 day, 10:32:12, time: 1.532, data_time: 0.005, memory: 5820, top1_acc: 0.3439, top5_acc: 0.6174, loss_cls: 2.7685, loss: 2.7685, grad_norm: 1.0615 2020-10-05 12:12:20,665 - mmaction - INFO - Epoch [43][260/297] lr: 3.740e-01, eta: 1 day, 10:30:40, time: 1.430, data_time: 0.010, memory: 5820, top1_acc: 0.3689, top5_acc: 0.6443, loss_cls: 2.6743, loss: 2.6743, grad_norm: 1.0389 2020-10-05 12:12:52,472 - mmaction - INFO - Epoch [43][280/297] lr: 3.740e-01, eta: 1 day, 10:29:24, time: 1.591, data_time: 0.009, memory: 5820, top1_acc: 0.3703, top5_acc: 0.6373, loss_cls: 2.6986, loss: 2.6986, grad_norm: 1.0277 2020-10-05 12:16:27,987 - mmaction - INFO - Epoch [44][20/297] lr: 3.728e-01, eta: 1 day, 10:37:55, time: 9.537, data_time: 5.773, memory: 5820, top1_acc: 0.3846, top5_acc: 0.6578, loss_cls: 2.5955, loss: 2.5955, grad_norm: 1.0328 2020-10-05 12:16:57,587 - mmaction - INFO - Epoch [44][40/297] lr: 3.728e-01, eta: 1 day, 10:36:27, time: 1.480, data_time: 0.008, memory: 5820, top1_acc: 0.3656, top5_acc: 0.6475, loss_cls: 2.6328, loss: 2.6328, grad_norm: 1.0496 2020-10-05 12:17:28,406 - mmaction - INFO - Epoch [44][60/297] lr: 3.728e-01, eta: 1 day, 10:35:06, time: 1.542, data_time: 0.009, memory: 5820, top1_acc: 0.3623, top5_acc: 0.6262, loss_cls: 2.6944, loss: 2.6944, grad_norm: 1.0272 2020-10-05 12:17:58,033 - mmaction - INFO - Epoch [44][80/297] lr: 3.728e-01, eta: 1 day, 10:33:38, time: 1.480, data_time: 0.006, memory: 5820, top1_acc: 0.3688, top5_acc: 0.6398, loss_cls: 2.6951, loss: 2.6951, grad_norm: 1.0673 2020-10-05 12:18:27,886 - mmaction - INFO - Epoch [44][100/297] lr: 3.728e-01, eta: 1 day, 10:32:12, time: 1.490, data_time: 0.009, memory: 5820, top1_acc: 0.3617, top5_acc: 0.6410, loss_cls: 2.7127, loss: 2.7127, grad_norm: 1.0391 2020-10-05 12:18:58,663 - mmaction - INFO - Epoch [44][120/297] lr: 3.728e-01, eta: 1 day, 10:30:50, time: 1.537, data_time: 0.012, memory: 5820, top1_acc: 0.3678, top5_acc: 0.6518, loss_cls: 2.6620, loss: 2.6620, grad_norm: 1.0331 2020-10-05 12:19:28,734 - mmaction - INFO - Epoch [44][140/297] lr: 3.728e-01, eta: 1 day, 10:29:25, time: 1.507, data_time: 0.025, memory: 5820, top1_acc: 0.3666, top5_acc: 0.6469, loss_cls: 2.6441, loss: 2.6441, grad_norm: 1.0539 2020-10-05 12:19:59,416 - mmaction - INFO - Epoch [44][160/297] lr: 3.728e-01, eta: 1 day, 10:28:04, time: 1.536, data_time: 0.010, memory: 5820, top1_acc: 0.3682, top5_acc: 0.6486, loss_cls: 2.6602, loss: 2.6602, grad_norm: 1.0622 2020-10-05 12:20:28,734 - mmaction - INFO - Epoch [44][180/297] lr: 3.728e-01, eta: 1 day, 10:26:36, time: 1.462, data_time: 0.005, memory: 5820, top1_acc: 0.3650, top5_acc: 0.6424, loss_cls: 2.6761, loss: 2.6761, grad_norm: 1.0684 2020-10-05 12:20:57,759 - mmaction - INFO - Epoch [44][200/297] lr: 3.728e-01, eta: 1 day, 10:25:07, time: 1.455, data_time: 0.012, memory: 5820, top1_acc: 0.3477, top5_acc: 0.6277, loss_cls: 2.7457, loss: 2.7457, grad_norm: 1.0513 2020-10-05 12:21:32,555 - mmaction - INFO - Epoch [44][220/297] lr: 3.728e-01, eta: 1 day, 10:24:05, time: 1.739, data_time: 0.007, memory: 5820, top1_acc: 0.3457, top5_acc: 0.6221, loss_cls: 2.7724, loss: 2.7724, grad_norm: 1.0640 2020-10-05 12:21:59,297 - mmaction - INFO - Epoch [44][240/297] lr: 3.728e-01, eta: 1 day, 10:22:25, time: 1.337, data_time: 0.004, memory: 5820, top1_acc: 0.3588, top5_acc: 0.6326, loss_cls: 2.6907, loss: 2.6907, grad_norm: 1.0386 2020-10-05 12:22:29,988 - mmaction - INFO - Epoch [44][260/297] lr: 3.728e-01, eta: 1 day, 10:21:04, time: 1.533, data_time: 0.010, memory: 5820, top1_acc: 0.3682, top5_acc: 0.6457, loss_cls: 2.6563, loss: 2.6563, grad_norm: 1.0630 2020-10-05 12:23:04,320 - mmaction - INFO - Epoch [44][280/297] lr: 3.728e-01, eta: 1 day, 10:20:01, time: 1.718, data_time: 0.010, memory: 5820, top1_acc: 0.3615, top5_acc: 0.6402, loss_cls: 2.6893, loss: 2.6893, grad_norm: 1.0624 2020-10-05 12:26:48,063 - mmaction - INFO - Epoch [45][20/297] lr: 3.715e-01, eta: 1 day, 10:28:44, time: 9.821, data_time: 6.623, memory: 5820, top1_acc: 0.3768, top5_acc: 0.6457, loss_cls: 2.6412, loss: 2.6412, grad_norm: 1.0489 2020-10-05 12:27:21,377 - mmaction - INFO - Epoch [45][40/297] lr: 3.715e-01, eta: 1 day, 10:27:35, time: 1.665, data_time: 0.007, memory: 5820, top1_acc: 0.3613, top5_acc: 0.6404, loss_cls: 2.6797, loss: 2.6797, grad_norm: 1.0648 2020-10-05 12:27:49,236 - mmaction - INFO - Epoch [45][60/297] lr: 3.715e-01, eta: 1 day, 10:26:01, time: 1.395, data_time: 0.005, memory: 5820, top1_acc: 0.3596, top5_acc: 0.6396, loss_cls: 2.6879, loss: 2.6879, grad_norm: 1.0558 2020-10-05 12:28:19,553 - mmaction - INFO - Epoch [45][80/297] lr: 3.715e-01, eta: 1 day, 10:24:38, time: 1.515, data_time: 0.007, memory: 5820, top1_acc: 0.3744, top5_acc: 0.6475, loss_cls: 2.6491, loss: 2.6491, grad_norm: 1.0431 2020-10-05 12:28:50,422 - mmaction - INFO - Epoch [45][100/297] lr: 3.715e-01, eta: 1 day, 10:23:17, time: 1.539, data_time: 0.007, memory: 5820, top1_acc: 0.3703, top5_acc: 0.6461, loss_cls: 2.6584, loss: 2.6584, grad_norm: 1.0738 2020-10-05 12:29:18,563 - mmaction - INFO - Epoch [45][120/297] lr: 3.715e-01, eta: 1 day, 10:21:44, time: 1.410, data_time: 0.007, memory: 5820, top1_acc: 0.3602, top5_acc: 0.6465, loss_cls: 2.6641, loss: 2.6641, grad_norm: 1.0583 2020-10-05 12:29:49,447 - mmaction - INFO - Epoch [45][140/297] lr: 3.715e-01, eta: 1 day, 10:20:25, time: 1.544, data_time: 0.007, memory: 5820, top1_acc: 0.3660, top5_acc: 0.6518, loss_cls: 2.6288, loss: 2.6288, grad_norm: 1.0627 2020-10-05 12:30:21,565 - mmaction - INFO - Epoch [45][160/297] lr: 3.715e-01, eta: 1 day, 10:19:11, time: 1.607, data_time: 0.008, memory: 5820, top1_acc: 0.3688, top5_acc: 0.6527, loss_cls: 2.6175, loss: 2.6175, grad_norm: 1.0595 2020-10-05 12:30:50,182 - mmaction - INFO - Epoch [45][180/297] lr: 3.715e-01, eta: 1 day, 10:17:41, time: 1.430, data_time: 0.007, memory: 5820, top1_acc: 0.3723, top5_acc: 0.6424, loss_cls: 2.6564, loss: 2.6564, grad_norm: 1.0649 2020-10-05 12:31:20,198 - mmaction - INFO - Epoch [45][200/297] lr: 3.715e-01, eta: 1 day, 10:16:18, time: 1.502, data_time: 0.008, memory: 5820, top1_acc: 0.3623, top5_acc: 0.6393, loss_cls: 2.6594, loss: 2.6594, grad_norm: 1.0645 2020-10-05 12:31:50,766 - mmaction - INFO - Epoch [45][220/297] lr: 3.715e-01, eta: 1 day, 10:14:57, time: 1.528, data_time: 0.006, memory: 5820, top1_acc: 0.3547, top5_acc: 0.6348, loss_cls: 2.7410, loss: 2.7410, grad_norm: 1.0487 2020-10-05 12:32:19,234 - mmaction - INFO - Epoch [45][240/297] lr: 3.715e-01, eta: 1 day, 10:13:27, time: 1.423, data_time: 0.007, memory: 5820, top1_acc: 0.3594, top5_acc: 0.6369, loss_cls: 2.7115, loss: 2.7115, grad_norm: 1.0642 2020-10-05 12:32:50,161 - mmaction - INFO - Epoch [45][260/297] lr: 3.715e-01, eta: 1 day, 10:12:08, time: 1.543, data_time: 0.007, memory: 5820, top1_acc: 0.3623, top5_acc: 0.6418, loss_cls: 2.6861, loss: 2.6861, grad_norm: 1.0638 2020-10-05 12:33:21,114 - mmaction - INFO - Epoch [45][280/297] lr: 3.715e-01, eta: 1 day, 10:10:49, time: 1.548, data_time: 0.008, memory: 5820, top1_acc: 0.3656, top5_acc: 0.6441, loss_cls: 2.6779, loss: 2.6779, grad_norm: 1.0654 2020-10-05 12:36:52,604 - mmaction - INFO - Epoch [46][20/297] lr: 3.703e-01, eta: 1 day, 10:18:26, time: 9.282, data_time: 5.670, memory: 5820, top1_acc: 0.3887, top5_acc: 0.6531, loss_cls: 2.5752, loss: 2.5752, grad_norm: 1.0544 2020-10-05 12:37:24,408 - mmaction - INFO - Epoch [46][40/297] lr: 3.703e-01, eta: 1 day, 10:17:11, time: 1.589, data_time: 0.010, memory: 5820, top1_acc: 0.3635, top5_acc: 0.6391, loss_cls: 2.6844, loss: 2.6844, grad_norm: 1.0727 2020-10-05 12:37:54,508 - mmaction - INFO - Epoch [46][60/297] lr: 3.703e-01, eta: 1 day, 10:15:48, time: 1.506, data_time: 0.009, memory: 5820, top1_acc: 0.3650, top5_acc: 0.6420, loss_cls: 2.6636, loss: 2.6636, grad_norm: 1.0679 2020-10-05 12:38:24,975 - mmaction - INFO - Epoch [46][80/297] lr: 3.703e-01, eta: 1 day, 10:14:27, time: 1.524, data_time: 0.005, memory: 5820, top1_acc: 0.3637, top5_acc: 0.6480, loss_cls: 2.6754, loss: 2.6754, grad_norm: 1.0896 2020-10-05 12:38:54,065 - mmaction - INFO - Epoch [46][100/297] lr: 3.703e-01, eta: 1 day, 10:12:59, time: 1.454, data_time: 0.004, memory: 5820, top1_acc: 0.3697, top5_acc: 0.6459, loss_cls: 2.6520, loss: 2.6520, grad_norm: 1.0513 2020-10-05 12:39:22,917 - mmaction - INFO - Epoch [46][120/297] lr: 3.703e-01, eta: 1 day, 10:11:31, time: 1.439, data_time: 0.006, memory: 5820, top1_acc: 0.3791, top5_acc: 0.6488, loss_cls: 2.6480, loss: 2.6480, grad_norm: 1.0466 2020-10-05 12:39:53,898 - mmaction - INFO - Epoch [46][140/297] lr: 3.703e-01, eta: 1 day, 10:10:13, time: 1.553, data_time: 0.012, memory: 5820, top1_acc: 0.3693, top5_acc: 0.6455, loss_cls: 2.6531, loss: 2.6531, grad_norm: 1.0449 2020-10-05 12:40:25,026 - mmaction - INFO - Epoch [46][160/297] lr: 3.703e-01, eta: 1 day, 10:08:55, time: 1.553, data_time: 0.007, memory: 5820, top1_acc: 0.3627, top5_acc: 0.6426, loss_cls: 2.7013, loss: 2.7013, grad_norm: 1.0641 2020-10-05 12:40:54,209 - mmaction - INFO - Epoch [46][180/297] lr: 3.703e-01, eta: 1 day, 10:07:29, time: 1.461, data_time: 0.009, memory: 5820, top1_acc: 0.3609, top5_acc: 0.6381, loss_cls: 2.6841, loss: 2.6841, grad_norm: 1.0758 2020-10-05 12:41:24,047 - mmaction - INFO - Epoch [46][200/297] lr: 3.703e-01, eta: 1 day, 10:06:06, time: 1.490, data_time: 0.009, memory: 5820, top1_acc: 0.3693, top5_acc: 0.6490, loss_cls: 2.6745, loss: 2.6745, grad_norm: 1.0747 2020-10-05 12:41:54,329 - mmaction - INFO - Epoch [46][220/297] lr: 3.703e-01, eta: 1 day, 10:04:45, time: 1.507, data_time: 0.012, memory: 5820, top1_acc: 0.3846, top5_acc: 0.6467, loss_cls: 2.6130, loss: 2.6130, grad_norm: 1.0615 2020-10-05 12:42:24,874 - mmaction - INFO - Epoch [46][240/297] lr: 3.703e-01, eta: 1 day, 10:03:26, time: 1.538, data_time: 0.019, memory: 5820, top1_acc: 0.3684, top5_acc: 0.6371, loss_cls: 2.6912, loss: 2.6912, grad_norm: 1.0887 2020-10-05 12:42:55,065 - mmaction - INFO - Epoch [46][260/297] lr: 3.703e-01, eta: 1 day, 10:02:06, time: 1.511, data_time: 0.008, memory: 5820, top1_acc: 0.3646, top5_acc: 0.6408, loss_cls: 2.6847, loss: 2.6847, grad_norm: 1.0547 2020-10-05 12:43:24,901 - mmaction - INFO - Epoch [46][280/297] lr: 3.703e-01, eta: 1 day, 10:00:43, time: 1.491, data_time: 0.006, memory: 5820, top1_acc: 0.3629, top5_acc: 0.6330, loss_cls: 2.7149, loss: 2.7149, grad_norm: 1.0623 2020-10-05 12:47:03,813 - mmaction - INFO - Epoch [47][20/297] lr: 3.690e-01, eta: 1 day, 10:08:27, time: 9.515, data_time: 5.834, memory: 5820, top1_acc: 0.3793, top5_acc: 0.6500, loss_cls: 2.6198, loss: 2.6198, grad_norm: 1.0390 2020-10-05 12:47:33,283 - mmaction - INFO - Epoch [47][40/297] lr: 3.690e-01, eta: 1 day, 10:07:02, time: 1.471, data_time: 0.008, memory: 5820, top1_acc: 0.3715, top5_acc: 0.6490, loss_cls: 2.6184, loss: 2.6184, grad_norm: 1.0696 2020-10-05 12:48:02,678 - mmaction - INFO - Epoch [47][60/297] lr: 3.690e-01, eta: 1 day, 10:05:37, time: 1.472, data_time: 0.010, memory: 5820, top1_acc: 0.3666, top5_acc: 0.6420, loss_cls: 2.6662, loss: 2.6662, grad_norm: 1.0549 2020-10-05 12:48:33,524 - mmaction - INFO - Epoch [47][80/297] lr: 3.690e-01, eta: 1 day, 10:04:19, time: 1.542, data_time: 0.008, memory: 5820, top1_acc: 0.3709, top5_acc: 0.6477, loss_cls: 2.6409, loss: 2.6409, grad_norm: 1.0563 2020-10-05 12:49:05,131 - mmaction - INFO - Epoch [47][100/297] lr: 3.690e-01, eta: 1 day, 10:03:04, time: 1.580, data_time: 0.007, memory: 5820, top1_acc: 0.3650, top5_acc: 0.6496, loss_cls: 2.6756, loss: 2.6756, grad_norm: 1.0771 2020-10-05 12:49:34,899 - mmaction - INFO - Epoch [47][120/297] lr: 3.690e-01, eta: 1 day, 10:01:40, time: 1.469, data_time: 0.007, memory: 5820, top1_acc: 0.3658, top5_acc: 0.6385, loss_cls: 2.6767, loss: 2.6767, grad_norm: 1.0434 2020-10-05 12:50:05,266 - mmaction - INFO - Epoch [47][140/297] lr: 3.690e-01, eta: 1 day, 10:00:22, time: 1.538, data_time: 0.028, memory: 5820, top1_acc: 0.3785, top5_acc: 0.6492, loss_cls: 2.6293, loss: 2.6293, grad_norm: 1.0398 2020-10-05 12:50:35,618 - mmaction - INFO - Epoch [47][160/297] lr: 3.690e-01, eta: 1 day, 9:59:02, time: 1.516, data_time: 0.007, memory: 5820, top1_acc: 0.3643, top5_acc: 0.6426, loss_cls: 2.6632, loss: 2.6632, grad_norm: 1.0686 2020-10-05 12:51:05,261 - mmaction - INFO - Epoch [47][180/297] lr: 3.690e-01, eta: 1 day, 9:57:39, time: 1.482, data_time: 0.008, memory: 5820, top1_acc: 0.3561, top5_acc: 0.6389, loss_cls: 2.6905, loss: 2.6905, grad_norm: 1.0703 2020-10-05 12:51:36,817 - mmaction - INFO - Epoch [47][200/297] lr: 3.690e-01, eta: 1 day, 9:56:25, time: 1.578, data_time: 0.008, memory: 5820, top1_acc: 0.3699, top5_acc: 0.6484, loss_cls: 2.6575, loss: 2.6575, grad_norm: 1.0715 2020-10-05 12:52:06,095 - mmaction - INFO - Epoch [47][220/297] lr: 3.690e-01, eta: 1 day, 9:55:01, time: 1.463, data_time: 0.007, memory: 5820, top1_acc: 0.3648, top5_acc: 0.6334, loss_cls: 2.6997, loss: 2.6997, grad_norm: 1.0763 2020-10-05 12:52:36,697 - mmaction - INFO - Epoch [47][240/297] lr: 3.690e-01, eta: 1 day, 9:53:43, time: 1.531, data_time: 0.011, memory: 5820, top1_acc: 0.3623, top5_acc: 0.6453, loss_cls: 2.6538, loss: 2.6538, grad_norm: 1.0779 2020-10-05 12:53:07,465 - mmaction - INFO - Epoch [47][260/297] lr: 3.690e-01, eta: 1 day, 9:52:25, time: 1.538, data_time: 0.008, memory: 5820, top1_acc: 0.3553, top5_acc: 0.6453, loss_cls: 2.6833, loss: 2.6833, grad_norm: 1.0661 2020-10-05 12:53:38,115 - mmaction - INFO - Epoch [47][280/297] lr: 3.690e-01, eta: 1 day, 9:51:08, time: 1.532, data_time: 0.008, memory: 5820, top1_acc: 0.3670, top5_acc: 0.6393, loss_cls: 2.6781, loss: 2.6781, grad_norm: 1.0668 2020-10-05 12:57:18,986 - mmaction - INFO - Epoch [48][20/297] lr: 3.676e-01, eta: 1 day, 9:59:05, time: 9.821, data_time: 4.905, memory: 5820, top1_acc: 0.3688, top5_acc: 0.6412, loss_cls: 2.6484, loss: 2.6484, grad_norm: 1.0820 2020-10-05 12:57:50,234 - mmaction - INFO - Epoch [48][40/297] lr: 3.676e-01, eta: 1 day, 9:57:49, time: 1.562, data_time: 0.008, memory: 5820, top1_acc: 0.3875, top5_acc: 0.6590, loss_cls: 2.5942, loss: 2.5942, grad_norm: 1.0575 2020-10-05 12:58:18,927 - mmaction - INFO - Epoch [48][60/297] lr: 3.676e-01, eta: 1 day, 9:56:21, time: 1.427, data_time: 0.006, memory: 5820, top1_acc: 0.3635, top5_acc: 0.6465, loss_cls: 2.6504, loss: 2.6504, grad_norm: 1.0664 2020-10-05 12:58:49,764 - mmaction - INFO - Epoch [48][80/297] lr: 3.676e-01, eta: 1 day, 9:55:04, time: 1.546, data_time: 0.016, memory: 5820, top1_acc: 0.3807, top5_acc: 0.6553, loss_cls: 2.6225, loss: 2.6225, grad_norm: 1.0470 2020-10-05 12:59:20,302 - mmaction - INFO - Epoch [48][100/297] lr: 3.676e-01, eta: 1 day, 9:53:46, time: 1.532, data_time: 0.012, memory: 5820, top1_acc: 0.3691, top5_acc: 0.6455, loss_cls: 2.6533, loss: 2.6533, grad_norm: 1.0734 2020-10-05 12:59:48,075 - mmaction - INFO - Epoch [48][120/297] lr: 3.676e-01, eta: 1 day, 9:52:16, time: 1.388, data_time: 0.006, memory: 5820, top1_acc: 0.3648, top5_acc: 0.6412, loss_cls: 2.6763, loss: 2.6763, grad_norm: 1.0512 2020-10-05 13:00:24,030 - mmaction - INFO - Epoch [48][140/297] lr: 3.676e-01, eta: 1 day, 9:51:21, time: 1.792, data_time: 0.008, memory: 5820, top1_acc: 0.3646, top5_acc: 0.6410, loss_cls: 2.6840, loss: 2.6840, grad_norm: 1.0534 2020-10-05 13:00:54,362 - mmaction - INFO - Epoch [48][160/297] lr: 3.676e-01, eta: 1 day, 9:50:02, time: 1.522, data_time: 0.070, memory: 5820, top1_acc: 0.3846, top5_acc: 0.6547, loss_cls: 2.6144, loss: 2.6144, grad_norm: 1.0835 2020-10-05 13:01:25,760 - mmaction - INFO - Epoch [48][180/297] lr: 3.676e-01, eta: 1 day, 9:48:49, time: 1.572, data_time: 0.007, memory: 5820, top1_acc: 0.3736, top5_acc: 0.6490, loss_cls: 2.6689, loss: 2.6689, grad_norm: 1.0700 2020-10-05 13:01:58,185 - mmaction - INFO - Epoch [48][200/297] lr: 3.676e-01, eta: 1 day, 9:47:39, time: 1.620, data_time: 0.005, memory: 5820, top1_acc: 0.3693, top5_acc: 0.6492, loss_cls: 2.6490, loss: 2.6490, grad_norm: 1.0565 2020-10-05 13:02:23,828 - mmaction - INFO - Epoch [48][220/297] lr: 3.676e-01, eta: 1 day, 9:46:00, time: 1.282, data_time: 0.005, memory: 5820, top1_acc: 0.3719, top5_acc: 0.6533, loss_cls: 2.6188, loss: 2.6188, grad_norm: 1.0867 2020-10-05 13:02:55,352 - mmaction - INFO - Epoch [48][240/297] lr: 3.676e-01, eta: 1 day, 9:44:46, time: 1.573, data_time: 0.008, memory: 5820, top1_acc: 0.3615, top5_acc: 0.6299, loss_cls: 2.7036, loss: 2.7036, grad_norm: 1.0700 2020-10-05 13:03:25,584 - mmaction - INFO - Epoch [48][260/297] lr: 3.676e-01, eta: 1 day, 9:43:28, time: 1.514, data_time: 0.012, memory: 5820, top1_acc: 0.3721, top5_acc: 0.6479, loss_cls: 2.6423, loss: 2.6423, grad_norm: 1.0514 2020-10-05 13:03:55,871 - mmaction - INFO - Epoch [48][280/297] lr: 3.676e-01, eta: 1 day, 9:42:10, time: 1.515, data_time: 0.007, memory: 5820, top1_acc: 0.3645, top5_acc: 0.6299, loss_cls: 2.7027, loss: 2.7027, grad_norm: 1.0829 2020-10-05 13:04:26,484 - mmaction - INFO - Saving checkpoint at 48 epochs 2020-10-05 13:07:26,123 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-05 13:07:26,343 - mmaction - INFO - top1_acc 0.4520 top5_acc 0.7212 2020-10-05 13:07:26,343 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-05 13:07:26,381 - mmaction - INFO - mean_acc 0.4521 2020-10-05 13:07:26,381 - mmaction - INFO - Now best checkpoint is epoch_48.pth 2020-10-05 13:07:26,391 - mmaction - INFO - Epoch(val) [48][297] top1_acc: 0.4520, top5_acc: 0.7212, mean_class_accuracy: 0.4521 2020-10-05 13:09:43,543 - mmaction - INFO - Epoch [49][20/297] lr: 3.663e-01, eta: 1 day, 9:45:36, time: 6.854, data_time: 5.338, memory: 5820, top1_acc: 0.3820, top5_acc: 0.6580, loss_cls: 2.5722, loss: 2.5722, grad_norm: 1.0619 2020-10-05 13:10:15,257 - mmaction - INFO - Epoch [49][40/297] lr: 3.663e-01, eta: 1 day, 9:44:23, time: 1.585, data_time: 0.012, memory: 5820, top1_acc: 0.3854, top5_acc: 0.6588, loss_cls: 2.5955, loss: 2.5955, grad_norm: 1.0671 2020-10-05 13:10:43,241 - mmaction - INFO - Epoch [49][60/297] lr: 3.663e-01, eta: 1 day, 9:42:55, time: 1.397, data_time: 0.006, memory: 5820, top1_acc: 0.3854, top5_acc: 0.6598, loss_cls: 2.5891, loss: 2.5891, grad_norm: 1.0455 2020-10-05 13:11:14,039 - mmaction - INFO - Epoch [49][80/297] lr: 3.663e-01, eta: 1 day, 9:41:39, time: 1.545, data_time: 0.013, memory: 5820, top1_acc: 0.3779, top5_acc: 0.6418, loss_cls: 2.6409, loss: 2.6409, grad_norm: 1.0882 2020-10-05 13:11:43,375 - mmaction - INFO - Epoch [49][100/297] lr: 3.663e-01, eta: 1 day, 9:40:17, time: 1.463, data_time: 0.008, memory: 5820, top1_acc: 0.3664, top5_acc: 0.6389, loss_cls: 2.6677, loss: 2.6677, grad_norm: 1.0605 2020-10-05 13:12:13,782 - mmaction - INFO - Epoch [49][120/297] lr: 3.663e-01, eta: 1 day, 9:38:59, time: 1.523, data_time: 0.011, memory: 5820, top1_acc: 0.3805, top5_acc: 0.6588, loss_cls: 2.5965, loss: 2.5965, grad_norm: 1.0746 2020-10-05 13:12:44,337 - mmaction - INFO - Epoch [49][140/297] lr: 3.663e-01, eta: 1 day, 9:37:42, time: 1.523, data_time: 0.008, memory: 5820, top1_acc: 0.3748, top5_acc: 0.6432, loss_cls: 2.6417, loss: 2.6417, grad_norm: 1.0860 2020-10-05 13:13:15,368 - mmaction - INFO - Epoch [49][160/297] lr: 3.663e-01, eta: 1 day, 9:36:28, time: 1.557, data_time: 0.012, memory: 5820, top1_acc: 0.3631, top5_acc: 0.6398, loss_cls: 2.6837, loss: 2.6837, grad_norm: 1.0797 2020-10-05 13:13:44,821 - mmaction - INFO - Epoch [49][180/297] lr: 3.663e-01, eta: 1 day, 9:35:07, time: 1.472, data_time: 0.005, memory: 5820, top1_acc: 0.3783, top5_acc: 0.6398, loss_cls: 2.6429, loss: 2.6429, grad_norm: 1.0804 2020-10-05 13:14:16,330 - mmaction - INFO - Epoch [49][200/297] lr: 3.663e-01, eta: 1 day, 9:33:55, time: 1.576, data_time: 0.008, memory: 5820, top1_acc: 0.3600, top5_acc: 0.6461, loss_cls: 2.6632, loss: 2.6632, grad_norm: 1.0815 2020-10-05 13:14:45,310 - mmaction - INFO - Epoch [49][220/297] lr: 3.663e-01, eta: 1 day, 9:32:31, time: 1.444, data_time: 0.008, memory: 5820, top1_acc: 0.3752, top5_acc: 0.6459, loss_cls: 2.6676, loss: 2.6676, grad_norm: 1.0695 2020-10-05 13:15:15,033 - mmaction - INFO - Epoch [49][240/297] lr: 3.663e-01, eta: 1 day, 9:31:12, time: 1.493, data_time: 0.013, memory: 5820, top1_acc: 0.3736, top5_acc: 0.6480, loss_cls: 2.6431, loss: 2.6431, grad_norm: 1.0527 2020-10-05 13:15:47,000 - mmaction - INFO - Epoch [49][260/297] lr: 3.663e-01, eta: 1 day, 9:30:02, time: 1.595, data_time: 0.006, memory: 5820, top1_acc: 0.3701, top5_acc: 0.6514, loss_cls: 2.6237, loss: 2.6237, grad_norm: 1.0783 2020-10-05 13:16:16,331 - mmaction - INFO - Epoch [49][280/297] lr: 3.663e-01, eta: 1 day, 9:28:41, time: 1.468, data_time: 0.011, memory: 5820, top1_acc: 0.3674, top5_acc: 0.6311, loss_cls: 2.6881, loss: 2.6881, grad_norm: 1.0613 2020-10-05 13:19:59,489 - mmaction - INFO - Epoch [50][20/297] lr: 3.649e-01, eta: 1 day, 9:35:49, time: 9.563, data_time: 5.986, memory: 5820, top1_acc: 0.3834, top5_acc: 0.6529, loss_cls: 2.5939, loss: 2.5939, grad_norm: 1.0812 2020-10-05 13:20:30,403 - mmaction - INFO - Epoch [50][40/297] lr: 3.649e-01, eta: 1 day, 9:34:34, time: 1.545, data_time: 0.008, memory: 5820, top1_acc: 0.3783, top5_acc: 0.6553, loss_cls: 2.6019, loss: 2.6019, grad_norm: 1.0934 2020-10-05 13:20:58,911 - mmaction - INFO - Epoch [50][60/297] lr: 3.649e-01, eta: 1 day, 9:33:09, time: 1.417, data_time: 0.008, memory: 5820, top1_acc: 0.3758, top5_acc: 0.6502, loss_cls: 2.6276, loss: 2.6276, grad_norm: 1.0695 2020-10-05 13:21:30,493 - mmaction - INFO - Epoch [50][80/297] lr: 3.649e-01, eta: 1 day, 9:31:58, time: 1.588, data_time: 0.016, memory: 5820, top1_acc: 0.3676, top5_acc: 0.6539, loss_cls: 2.6170, loss: 2.6170, grad_norm: 1.0612 2020-10-05 13:22:00,565 - mmaction - INFO - Epoch [50][100/297] lr: 3.649e-01, eta: 1 day, 9:30:40, time: 1.504, data_time: 0.007, memory: 5820, top1_acc: 0.3629, top5_acc: 0.6436, loss_cls: 2.6636, loss: 2.6636, grad_norm: 1.0964 2020-10-05 13:22:28,901 - mmaction - INFO - Epoch [50][120/297] lr: 3.649e-01, eta: 1 day, 9:29:14, time: 1.414, data_time: 0.007, memory: 5820, top1_acc: 0.3760, top5_acc: 0.6545, loss_cls: 2.6201, loss: 2.6201, grad_norm: 1.0646 2020-10-05 13:22:58,876 - mmaction - INFO - Epoch [50][140/297] lr: 3.649e-01, eta: 1 day, 9:27:56, time: 1.499, data_time: 0.009, memory: 5820, top1_acc: 0.3709, top5_acc: 0.6488, loss_cls: 2.6411, loss: 2.6411, grad_norm: 1.0755 2020-10-05 13:23:29,522 - mmaction - INFO - Epoch [50][160/297] lr: 3.649e-01, eta: 1 day, 9:26:41, time: 1.528, data_time: 0.009, memory: 5820, top1_acc: 0.3738, top5_acc: 0.6463, loss_cls: 2.6572, loss: 2.6572, grad_norm: 1.0682 2020-10-05 13:23:58,733 - mmaction - INFO - Epoch [50][180/297] lr: 3.649e-01, eta: 1 day, 9:25:20, time: 1.464, data_time: 0.012, memory: 5820, top1_acc: 0.3754, top5_acc: 0.6471, loss_cls: 2.6415, loss: 2.6415, grad_norm: 1.0818 2020-10-05 13:24:30,133 - mmaction - INFO - Epoch [50][200/297] lr: 3.649e-01, eta: 1 day, 9:24:08, time: 1.573, data_time: 0.011, memory: 5820, top1_acc: 0.3746, top5_acc: 0.6486, loss_cls: 2.6225, loss: 2.6225, grad_norm: 1.0598 2020-10-05 13:24:59,067 - mmaction - INFO - Epoch [50][220/297] lr: 3.649e-01, eta: 1 day, 9:22:46, time: 1.444, data_time: 0.005, memory: 5820, top1_acc: 0.3691, top5_acc: 0.6424, loss_cls: 2.6662, loss: 2.6662, grad_norm: 1.0870 2020-10-05 13:25:29,379 - mmaction - INFO - Epoch [50][240/297] lr: 3.649e-01, eta: 1 day, 9:21:30, time: 1.516, data_time: 0.009, memory: 5820, top1_acc: 0.3707, top5_acc: 0.6414, loss_cls: 2.6644, loss: 2.6644, grad_norm: 1.0725 2020-10-05 13:26:00,414 - mmaction - INFO - Epoch [50][260/297] lr: 3.649e-01, eta: 1 day, 9:20:17, time: 1.551, data_time: 0.009, memory: 5820, top1_acc: 0.3703, top5_acc: 0.6502, loss_cls: 2.6468, loss: 2.6468, grad_norm: 1.0822 2020-10-05 13:26:29,648 - mmaction - INFO - Epoch [50][280/297] lr: 3.649e-01, eta: 1 day, 9:18:56, time: 1.463, data_time: 0.009, memory: 5820, top1_acc: 0.3750, top5_acc: 0.6514, loss_cls: 2.6453, loss: 2.6453, grad_norm: 1.0625 2020-10-05 13:30:24,674 - mmaction - INFO - Epoch [51][20/297] lr: 3.635e-01, eta: 1 day, 9:27:06, time: 10.455, data_time: 4.800, memory: 5820, top1_acc: 0.3881, top5_acc: 0.6602, loss_cls: 2.5618, loss: 2.5618, grad_norm: 1.0519 2020-10-05 13:30:55,910 - mmaction - INFO - Epoch [51][40/297] lr: 3.635e-01, eta: 1 day, 9:25:53, time: 1.562, data_time: 0.008, memory: 5820, top1_acc: 0.3945, top5_acc: 0.6629, loss_cls: 2.5697, loss: 2.5697, grad_norm: 1.0841 2020-10-05 13:31:23,401 - mmaction - INFO - Epoch [51][60/297] lr: 3.635e-01, eta: 1 day, 9:24:25, time: 1.371, data_time: 0.005, memory: 5820, top1_acc: 0.3744, top5_acc: 0.6553, loss_cls: 2.6159, loss: 2.6159, grad_norm: 1.0792 2020-10-05 13:31:53,696 - mmaction - INFO - Epoch [51][80/297] lr: 3.635e-01, eta: 1 day, 9:23:08, time: 1.516, data_time: 0.012, memory: 5820, top1_acc: 0.3734, top5_acc: 0.6574, loss_cls: 2.6436, loss: 2.6436, grad_norm: 1.0991 2020-10-05 13:32:24,484 - mmaction - INFO - Epoch [51][100/297] lr: 3.635e-01, eta: 1 day, 9:21:54, time: 1.542, data_time: 0.011, memory: 5820, top1_acc: 0.3639, top5_acc: 0.6420, loss_cls: 2.6602, loss: 2.6602, grad_norm: 1.1072 2020-10-05 13:32:52,667 - mmaction - INFO - Epoch [51][120/297] lr: 3.635e-01, eta: 1 day, 9:20:29, time: 1.410, data_time: 0.007, memory: 5820, top1_acc: 0.3906, top5_acc: 0.6609, loss_cls: 2.5777, loss: 2.5777, grad_norm: 1.0478 2020-10-05 13:33:23,633 - mmaction - INFO - Epoch [51][140/297] lr: 3.635e-01, eta: 1 day, 9:19:16, time: 1.547, data_time: 0.007, memory: 5820, top1_acc: 0.3723, top5_acc: 0.6531, loss_cls: 2.6207, loss: 2.6207, grad_norm: 1.1096 2020-10-05 13:33:53,323 - mmaction - INFO - Epoch [51][160/297] lr: 3.635e-01, eta: 1 day, 9:17:58, time: 1.485, data_time: 0.009, memory: 5820, top1_acc: 0.3684, top5_acc: 0.6371, loss_cls: 2.6661, loss: 2.6661, grad_norm: 1.0647 2020-10-05 13:34:23,495 - mmaction - INFO - Epoch [51][180/297] lr: 3.635e-01, eta: 1 day, 9:16:41, time: 1.506, data_time: 0.008, memory: 5820, top1_acc: 0.3738, top5_acc: 0.6512, loss_cls: 2.6033, loss: 2.6033, grad_norm: 1.0696 2020-10-05 13:34:53,211 - mmaction - INFO - Epoch [51][200/297] lr: 3.635e-01, eta: 1 day, 9:15:23, time: 1.486, data_time: 0.010, memory: 5820, top1_acc: 0.3729, top5_acc: 0.6572, loss_cls: 2.6259, loss: 2.6259, grad_norm: 1.0755 2020-10-05 13:35:23,231 - mmaction - INFO - Epoch [51][220/297] lr: 3.635e-01, eta: 1 day, 9:14:07, time: 1.502, data_time: 0.012, memory: 5820, top1_acc: 0.3664, top5_acc: 0.6400, loss_cls: 2.6623, loss: 2.6623, grad_norm: 1.0807 2020-10-05 13:35:53,322 - mmaction - INFO - Epoch [51][240/297] lr: 3.635e-01, eta: 1 day, 9:12:51, time: 1.506, data_time: 0.008, memory: 5820, top1_acc: 0.3729, top5_acc: 0.6555, loss_cls: 2.6171, loss: 2.6171, grad_norm: 1.0597 2020-10-05 13:36:23,699 - mmaction - INFO - Epoch [51][260/297] lr: 3.635e-01, eta: 1 day, 9:11:35, time: 1.517, data_time: 0.004, memory: 5820, top1_acc: 0.3828, top5_acc: 0.6494, loss_cls: 2.6193, loss: 2.6193, grad_norm: 1.0879 2020-10-05 13:36:53,689 - mmaction - INFO - Epoch [51][280/297] lr: 3.635e-01, eta: 1 day, 9:10:19, time: 1.499, data_time: 0.007, memory: 5820, top1_acc: 0.3682, top5_acc: 0.6471, loss_cls: 2.6388, loss: 2.6388, grad_norm: 1.0730 2020-10-05 13:40:27,431 - mmaction - INFO - Epoch [52][20/297] lr: 3.621e-01, eta: 1 day, 9:16:52, time: 9.427, data_time: 5.495, memory: 5820, top1_acc: 0.3689, top5_acc: 0.6549, loss_cls: 2.6066, loss: 2.6066, grad_norm: 1.1085 2020-10-05 13:41:00,001 - mmaction - INFO - Epoch [52][40/297] lr: 3.621e-01, eta: 1 day, 9:15:45, time: 1.629, data_time: 0.007, memory: 5820, top1_acc: 0.3879, top5_acc: 0.6592, loss_cls: 2.5545, loss: 2.5545, grad_norm: 1.0883 2020-10-05 13:41:28,864 - mmaction - INFO - Epoch [52][60/297] lr: 3.621e-01, eta: 1 day, 9:14:24, time: 1.444, data_time: 0.008, memory: 5820, top1_acc: 0.3740, top5_acc: 0.6615, loss_cls: 2.6040, loss: 2.6040, grad_norm: 1.0896 2020-10-05 13:41:59,420 - mmaction - INFO - Epoch [52][80/297] lr: 3.621e-01, eta: 1 day, 9:13:10, time: 1.528, data_time: 0.007, memory: 5820, top1_acc: 0.3809, top5_acc: 0.6551, loss_cls: 2.6031, loss: 2.6031, grad_norm: 1.0756 2020-10-05 13:42:29,906 - mmaction - INFO - Epoch [52][100/297] lr: 3.621e-01, eta: 1 day, 9:11:55, time: 1.524, data_time: 0.006, memory: 5820, top1_acc: 0.3812, top5_acc: 0.6473, loss_cls: 2.6164, loss: 2.6164, grad_norm: 1.0901 2020-10-05 13:42:58,023 - mmaction - INFO - Epoch [52][120/297] lr: 3.621e-01, eta: 1 day, 9:10:31, time: 1.406, data_time: 0.006, memory: 5820, top1_acc: 0.3895, top5_acc: 0.6654, loss_cls: 2.5669, loss: 2.5669, grad_norm: 1.0948 2020-10-05 13:43:28,617 - mmaction - INFO - Epoch [52][140/297] lr: 3.621e-01, eta: 1 day, 9:09:17, time: 1.529, data_time: 0.008, memory: 5820, top1_acc: 0.3863, top5_acc: 0.6539, loss_cls: 2.6012, loss: 2.6012, grad_norm: 1.0958 2020-10-05 13:44:00,001 - mmaction - INFO - Epoch [52][160/297] lr: 3.621e-01, eta: 1 day, 9:08:06, time: 1.566, data_time: 0.007, memory: 5820, top1_acc: 0.3818, top5_acc: 0.6549, loss_cls: 2.5823, loss: 2.5823, grad_norm: 1.0796 2020-10-05 13:44:28,040 - mmaction - INFO - Epoch [52][180/297] lr: 3.621e-01, eta: 1 day, 9:06:43, time: 1.406, data_time: 0.008, memory: 5820, top1_acc: 0.3662, top5_acc: 0.6475, loss_cls: 2.6395, loss: 2.6395, grad_norm: 1.0903 2020-10-05 13:44:58,799 - mmaction - INFO - Epoch [52][200/297] lr: 3.621e-01, eta: 1 day, 9:05:30, time: 1.537, data_time: 0.007, memory: 5820, top1_acc: 0.3648, top5_acc: 0.6473, loss_cls: 2.6694, loss: 2.6694, grad_norm: 1.0890 2020-10-05 13:45:31,058 - mmaction - INFO - Epoch [52][220/297] lr: 3.621e-01, eta: 1 day, 9:04:23, time: 1.612, data_time: 0.006, memory: 5820, top1_acc: 0.3717, top5_acc: 0.6535, loss_cls: 2.6060, loss: 2.6060, grad_norm: 1.0653 2020-10-05 13:45:58,920 - mmaction - INFO - Epoch [52][240/297] lr: 3.621e-01, eta: 1 day, 9:02:58, time: 1.392, data_time: 0.005, memory: 5820, top1_acc: 0.3682, top5_acc: 0.6404, loss_cls: 2.6557, loss: 2.6557, grad_norm: 1.0591 2020-10-05 13:46:29,746 - mmaction - INFO - Epoch [52][260/297] lr: 3.621e-01, eta: 1 day, 9:01:45, time: 1.533, data_time: 0.010, memory: 5820, top1_acc: 0.3678, top5_acc: 0.6502, loss_cls: 2.6444, loss: 2.6444, grad_norm: 1.0725 2020-10-05 13:47:00,498 - mmaction - INFO - Epoch [52][280/297] lr: 3.621e-01, eta: 1 day, 9:00:34, time: 1.548, data_time: 0.016, memory: 5820, top1_acc: 0.3791, top5_acc: 0.6441, loss_cls: 2.6471, loss: 2.6471, grad_norm: 1.0651 2020-10-05 13:50:55,088 - mmaction - INFO - Epoch [53][20/297] lr: 3.606e-01, eta: 1 day, 9:08:15, time: 10.443, data_time: 5.992, memory: 5820, top1_acc: 0.3822, top5_acc: 0.6594, loss_cls: 2.5672, loss: 2.5672, grad_norm: 1.0752 2020-10-05 13:51:28,616 - mmaction - INFO - Epoch [53][40/297] lr: 3.606e-01, eta: 1 day, 9:07:13, time: 1.680, data_time: 0.019, memory: 5820, top1_acc: 0.3881, top5_acc: 0.6682, loss_cls: 2.5435, loss: 2.5435, grad_norm: 1.1067 2020-10-05 13:51:56,538 - mmaction - INFO - Epoch [53][60/297] lr: 3.606e-01, eta: 1 day, 9:05:49, time: 1.394, data_time: 0.004, memory: 5820, top1_acc: 0.3822, top5_acc: 0.6514, loss_cls: 2.6093, loss: 2.6093, grad_norm: 1.0925 2020-10-05 13:52:27,074 - mmaction - INFO - Epoch [53][80/297] lr: 3.606e-01, eta: 1 day, 9:04:35, time: 1.529, data_time: 0.009, memory: 5820, top1_acc: 0.3801, top5_acc: 0.6531, loss_cls: 2.5993, loss: 2.5993, grad_norm: 1.0811 2020-10-05 13:52:57,691 - mmaction - INFO - Epoch [53][100/297] lr: 3.606e-01, eta: 1 day, 9:03:22, time: 1.530, data_time: 0.008, memory: 5820, top1_acc: 0.3773, top5_acc: 0.6617, loss_cls: 2.5940, loss: 2.5940, grad_norm: 1.1077 2020-10-05 13:53:26,816 - mmaction - INFO - Epoch [53][120/297] lr: 3.606e-01, eta: 1 day, 9:02:02, time: 1.455, data_time: 0.007, memory: 5820, top1_acc: 0.3795, top5_acc: 0.6523, loss_cls: 2.6194, loss: 2.6194, grad_norm: 1.0786 2020-10-05 13:53:57,872 - mmaction - INFO - Epoch [53][140/297] lr: 3.606e-01, eta: 1 day, 9:00:51, time: 1.552, data_time: 0.008, memory: 5820, top1_acc: 0.3816, top5_acc: 0.6525, loss_cls: 2.5967, loss: 2.5967, grad_norm: 1.0817 2020-10-05 13:54:27,547 - mmaction - INFO - Epoch [53][160/297] lr: 3.606e-01, eta: 1 day, 8:59:34, time: 1.484, data_time: 0.007, memory: 5820, top1_acc: 0.3795, top5_acc: 0.6518, loss_cls: 2.6143, loss: 2.6143, grad_norm: 1.1077 2020-10-05 13:54:57,065 - mmaction - INFO - Epoch [53][180/297] lr: 3.606e-01, eta: 1 day, 8:58:17, time: 1.477, data_time: 0.009, memory: 5820, top1_acc: 0.3828, top5_acc: 0.6486, loss_cls: 2.6409, loss: 2.6409, grad_norm: 1.0746 2020-10-05 13:55:27,954 - mmaction - INFO - Epoch [53][200/297] lr: 3.606e-01, eta: 1 day, 8:57:05, time: 1.546, data_time: 0.008, memory: 5820, top1_acc: 0.3832, top5_acc: 0.6604, loss_cls: 2.6160, loss: 2.6160, grad_norm: 1.0781 2020-10-05 13:55:58,677 - mmaction - INFO - Epoch [53][220/297] lr: 3.606e-01, eta: 1 day, 8:55:53, time: 1.532, data_time: 0.007, memory: 5820, top1_acc: 0.3750, top5_acc: 0.6494, loss_cls: 2.6285, loss: 2.6285, grad_norm: 1.1080 2020-10-05 13:56:29,788 - mmaction - INFO - Epoch [53][240/297] lr: 3.606e-01, eta: 1 day, 8:54:42, time: 1.558, data_time: 0.007, memory: 5820, top1_acc: 0.3723, top5_acc: 0.6453, loss_cls: 2.6521, loss: 2.6521, grad_norm: 1.0791 2020-10-05 13:56:58,661 - mmaction - INFO - Epoch [53][260/297] lr: 3.606e-01, eta: 1 day, 8:53:23, time: 1.442, data_time: 0.004, memory: 5820, top1_acc: 0.3760, top5_acc: 0.6496, loss_cls: 2.6476, loss: 2.6476, grad_norm: 1.0803 2020-10-05 13:57:28,167 - mmaction - INFO - Epoch [53][280/297] lr: 3.606e-01, eta: 1 day, 8:52:07, time: 1.478, data_time: 0.008, memory: 5820, top1_acc: 0.3875, top5_acc: 0.6588, loss_cls: 2.5931, loss: 2.5931, grad_norm: 1.0476 2020-10-05 14:00:56,189 - mmaction - INFO - Epoch [54][20/297] lr: 3.592e-01, eta: 1 day, 8:57:42, time: 8.959, data_time: 6.197, memory: 5820, top1_acc: 0.3828, top5_acc: 0.6604, loss_cls: 2.5799, loss: 2.5799, grad_norm: 1.0942 2020-10-05 14:01:23,385 - mmaction - INFO - Epoch [54][40/297] lr: 3.592e-01, eta: 1 day, 8:56:16, time: 1.362, data_time: 0.355, memory: 5820, top1_acc: 0.3828, top5_acc: 0.6506, loss_cls: 2.6110, loss: 2.6110, grad_norm: 1.0895 2020-10-05 14:01:52,512 - mmaction - INFO - Epoch [54][60/297] lr: 3.592e-01, eta: 1 day, 8:54:57, time: 1.454, data_time: 0.007, memory: 5820, top1_acc: 0.3887, top5_acc: 0.6568, loss_cls: 2.5983, loss: 2.5983, grad_norm: 1.0886 2020-10-05 14:02:23,042 - mmaction - INFO - Epoch [54][80/297] lr: 3.592e-01, eta: 1 day, 8:53:45, time: 1.529, data_time: 0.010, memory: 5820, top1_acc: 0.3777, top5_acc: 0.6588, loss_cls: 2.6135, loss: 2.6135, grad_norm: 1.0962 2020-10-05 14:02:53,453 - mmaction - INFO - Epoch [54][100/297] lr: 3.592e-01, eta: 1 day, 8:52:31, time: 1.518, data_time: 0.007, memory: 5820, top1_acc: 0.3662, top5_acc: 0.6418, loss_cls: 2.6763, loss: 2.6763, grad_norm: 1.1006 2020-10-05 14:03:23,904 - mmaction - INFO - Epoch [54][120/297] lr: 3.592e-01, eta: 1 day, 8:51:18, time: 1.525, data_time: 0.010, memory: 5820, top1_acc: 0.3707, top5_acc: 0.6518, loss_cls: 2.6156, loss: 2.6156, grad_norm: 1.0731 2020-10-05 14:03:53,006 - mmaction - INFO - Epoch [54][140/297] lr: 3.592e-01, eta: 1 day, 8:50:00, time: 1.456, data_time: 0.005, memory: 5820, top1_acc: 0.3898, top5_acc: 0.6637, loss_cls: 2.5703, loss: 2.5703, grad_norm: 1.0937 2020-10-05 14:04:24,250 - mmaction - INFO - Epoch [54][160/297] lr: 3.592e-01, eta: 1 day, 8:48:51, time: 1.561, data_time: 0.007, memory: 5820, top1_acc: 0.3791, top5_acc: 0.6494, loss_cls: 2.6143, loss: 2.6143, grad_norm: 1.0858 2020-10-05 14:04:53,031 - mmaction - INFO - Epoch [54][180/297] lr: 3.592e-01, eta: 1 day, 8:47:32, time: 1.438, data_time: 0.007, memory: 5820, top1_acc: 0.3768, top5_acc: 0.6537, loss_cls: 2.6191, loss: 2.6191, grad_norm: 1.0944 2020-10-05 14:05:23,490 - mmaction - INFO - Epoch [54][200/297] lr: 3.592e-01, eta: 1 day, 8:46:19, time: 1.525, data_time: 0.009, memory: 5820, top1_acc: 0.3820, top5_acc: 0.6609, loss_cls: 2.5887, loss: 2.5887, grad_norm: 1.0823 2020-10-05 14:05:58,487 - mmaction - INFO - Epoch [54][220/297] lr: 3.592e-01, eta: 1 day, 8:45:24, time: 1.748, data_time: 0.004, memory: 5820, top1_acc: 0.3689, top5_acc: 0.6516, loss_cls: 2.6461, loss: 2.6461, grad_norm: 1.0691 2020-10-05 14:06:24,407 - mmaction - INFO - Epoch [54][240/297] lr: 3.592e-01, eta: 1 day, 8:43:54, time: 1.298, data_time: 0.004, memory: 5820, top1_acc: 0.3684, top5_acc: 0.6492, loss_cls: 2.6201, loss: 2.6201, grad_norm: 1.0855 2020-10-05 14:06:54,761 - mmaction - INFO - Epoch [54][260/297] lr: 3.592e-01, eta: 1 day, 8:42:42, time: 1.515, data_time: 0.007, memory: 5820, top1_acc: 0.3875, top5_acc: 0.6543, loss_cls: 2.5987, loss: 2.5987, grad_norm: 1.0837 2020-10-05 14:07:25,514 - mmaction - INFO - Epoch [54][280/297] lr: 3.592e-01, eta: 1 day, 8:41:31, time: 1.541, data_time: 0.010, memory: 5820, top1_acc: 0.3738, top5_acc: 0.6471, loss_cls: 2.6422, loss: 2.6422, grad_norm: 1.1106 2020-10-05 14:11:19,342 - mmaction - INFO - Epoch [55][20/297] lr: 3.577e-01, eta: 1 day, 8:48:29, time: 10.202, data_time: 5.559, memory: 5820, top1_acc: 0.3900, top5_acc: 0.6680, loss_cls: 2.5264, loss: 2.5264, grad_norm: 1.0898 2020-10-05 14:11:49,218 - mmaction - INFO - Epoch [55][40/297] lr: 3.577e-01, eta: 1 day, 8:47:15, time: 1.498, data_time: 0.020, memory: 5820, top1_acc: 0.3803, top5_acc: 0.6543, loss_cls: 2.5969, loss: 2.5969, grad_norm: 1.1284 2020-10-05 14:12:19,504 - mmaction - INFO - Epoch [55][60/297] lr: 3.577e-01, eta: 1 day, 8:46:01, time: 1.508, data_time: 0.009, memory: 5820, top1_acc: 0.3889, top5_acc: 0.6691, loss_cls: 2.5699, loss: 2.5699, grad_norm: 1.0949 2020-10-05 14:12:50,655 - mmaction - INFO - Epoch [55][80/297] lr: 3.577e-01, eta: 1 day, 8:44:52, time: 1.565, data_time: 0.013, memory: 5820, top1_acc: 0.3838, top5_acc: 0.6598, loss_cls: 2.5659, loss: 2.5659, grad_norm: 1.0881 2020-10-05 14:13:19,525 - mmaction - INFO - Epoch [55][100/297] lr: 3.577e-01, eta: 1 day, 8:43:33, time: 1.442, data_time: 0.006, memory: 5820, top1_acc: 0.3922, top5_acc: 0.6602, loss_cls: 2.5494, loss: 2.5494, grad_norm: 1.0959 2020-10-05 14:13:48,974 - mmaction - INFO - Epoch [55][120/297] lr: 3.577e-01, eta: 1 day, 8:42:17, time: 1.471, data_time: 0.009, memory: 5820, top1_acc: 0.3688, top5_acc: 0.6578, loss_cls: 2.6446, loss: 2.6446, grad_norm: 1.1063 2020-10-05 14:14:20,601 - mmaction - INFO - Epoch [55][140/297] lr: 3.577e-01, eta: 1 day, 8:41:10, time: 1.584, data_time: 0.011, memory: 5820, top1_acc: 0.3799, top5_acc: 0.6504, loss_cls: 2.6108, loss: 2.6108, grad_norm: 1.0857 2020-10-05 14:14:50,481 - mmaction - INFO - Epoch [55][160/297] lr: 3.577e-01, eta: 1 day, 8:39:55, time: 1.494, data_time: 0.010, memory: 5820, top1_acc: 0.3699, top5_acc: 0.6562, loss_cls: 2.6131, loss: 2.6131, grad_norm: 1.1105 2020-10-05 14:15:20,323 - mmaction - INFO - Epoch [55][180/297] lr: 3.577e-01, eta: 1 day, 8:38:41, time: 1.493, data_time: 0.012, memory: 5820, top1_acc: 0.3744, top5_acc: 0.6445, loss_cls: 2.6468, loss: 2.6468, grad_norm: 1.0877 2020-10-05 14:15:51,650 - mmaction - INFO - Epoch [55][200/297] lr: 3.577e-01, eta: 1 day, 8:37:32, time: 1.562, data_time: 0.008, memory: 5820, top1_acc: 0.3889, top5_acc: 0.6639, loss_cls: 2.5483, loss: 2.5483, grad_norm: 1.0582 2020-10-05 14:16:21,158 - mmaction - INFO - Epoch [55][220/297] lr: 3.577e-01, eta: 1 day, 8:36:17, time: 1.479, data_time: 0.014, memory: 5820, top1_acc: 0.3791, top5_acc: 0.6605, loss_cls: 2.5829, loss: 2.5829, grad_norm: 1.0852 2020-10-05 14:16:51,718 - mmaction - INFO - Epoch [55][240/297] lr: 3.577e-01, eta: 1 day, 8:35:06, time: 1.528, data_time: 0.009, memory: 5820, top1_acc: 0.3652, top5_acc: 0.6488, loss_cls: 2.6603, loss: 2.6603, grad_norm: 1.0933 2020-10-05 14:17:22,119 - mmaction - INFO - Epoch [55][260/297] lr: 3.577e-01, eta: 1 day, 8:33:54, time: 1.522, data_time: 0.008, memory: 5820, top1_acc: 0.3826, top5_acc: 0.6580, loss_cls: 2.5972, loss: 2.5972, grad_norm: 1.1111 2020-10-05 14:17:51,182 - mmaction - INFO - Epoch [55][280/297] lr: 3.577e-01, eta: 1 day, 8:32:38, time: 1.453, data_time: 0.005, memory: 5820, top1_acc: 0.3770, top5_acc: 0.6525, loss_cls: 2.6091, loss: 2.6091, grad_norm: 1.0966 2020-10-05 14:21:41,350 - mmaction - INFO - Epoch [56][20/297] lr: 3.561e-01, eta: 1 day, 8:39:24, time: 10.193, data_time: 6.788, memory: 5820, top1_acc: 0.3887, top5_acc: 0.6574, loss_cls: 2.5809, loss: 2.5809, grad_norm: 1.0769 2020-10-05 14:22:13,313 - mmaction - INFO - Epoch [56][40/297] lr: 3.561e-01, eta: 1 day, 8:38:18, time: 1.598, data_time: 0.009, memory: 5820, top1_acc: 0.3871, top5_acc: 0.6709, loss_cls: 2.5306, loss: 2.5306, grad_norm: 1.0844 2020-10-05 14:22:41,195 - mmaction - INFO - Epoch [56][60/297] lr: 3.561e-01, eta: 1 day, 8:36:56, time: 1.392, data_time: 0.005, memory: 5820, top1_acc: 0.3895, top5_acc: 0.6666, loss_cls: 2.5445, loss: 2.5445, grad_norm: 1.0885 2020-10-05 14:23:12,324 - mmaction - INFO - Epoch [56][80/297] lr: 3.561e-01, eta: 1 day, 8:35:47, time: 1.560, data_time: 0.010, memory: 5820, top1_acc: 0.3988, top5_acc: 0.6617, loss_cls: 2.5557, loss: 2.5557, grad_norm: 1.1062 2020-10-05 14:23:43,175 - mmaction - INFO - Epoch [56][100/297] lr: 3.561e-01, eta: 1 day, 8:34:37, time: 1.542, data_time: 0.005, memory: 5820, top1_acc: 0.3852, top5_acc: 0.6541, loss_cls: 2.6069, loss: 2.6069, grad_norm: 1.0884 2020-10-05 14:24:11,730 - mmaction - INFO - Epoch [56][120/297] lr: 3.561e-01, eta: 1 day, 8:33:18, time: 1.425, data_time: 0.006, memory: 5820, top1_acc: 0.3943, top5_acc: 0.6695, loss_cls: 2.5364, loss: 2.5364, grad_norm: 1.1053 2020-10-05 14:24:43,497 - mmaction - INFO - Epoch [56][140/297] lr: 3.561e-01, eta: 1 day, 8:32:12, time: 1.592, data_time: 0.012, memory: 5820, top1_acc: 0.3746, top5_acc: 0.6580, loss_cls: 2.5805, loss: 2.5805, grad_norm: 1.0928 2020-10-05 14:25:13,625 - mmaction - INFO - Epoch [56][160/297] lr: 3.561e-01, eta: 1 day, 8:30:59, time: 1.505, data_time: 0.007, memory: 5820, top1_acc: 0.3787, top5_acc: 0.6498, loss_cls: 2.6120, loss: 2.6120, grad_norm: 1.1025 2020-10-05 14:25:41,398 - mmaction - INFO - Epoch [56][180/297] lr: 3.561e-01, eta: 1 day, 8:29:38, time: 1.388, data_time: 0.008, memory: 5820, top1_acc: 0.3842, top5_acc: 0.6594, loss_cls: 2.5759, loss: 2.5759, grad_norm: 1.0733 2020-10-05 14:26:13,047 - mmaction - INFO - Epoch [56][200/297] lr: 3.561e-01, eta: 1 day, 8:28:31, time: 1.582, data_time: 0.007, memory: 5820, top1_acc: 0.3793, top5_acc: 0.6600, loss_cls: 2.5922, loss: 2.5922, grad_norm: 1.1125 2020-10-05 14:26:43,275 - mmaction - INFO - Epoch [56][220/297] lr: 3.561e-01, eta: 1 day, 8:27:19, time: 1.512, data_time: 0.008, memory: 5820, top1_acc: 0.3900, top5_acc: 0.6598, loss_cls: 2.5925, loss: 2.5925, grad_norm: 1.0902 2020-10-05 14:27:12,487 - mmaction - INFO - Epoch [56][240/297] lr: 3.561e-01, eta: 1 day, 8:26:04, time: 1.462, data_time: 0.007, memory: 5820, top1_acc: 0.3865, top5_acc: 0.6564, loss_cls: 2.5848, loss: 2.5848, grad_norm: 1.1149 2020-10-05 14:27:44,260 - mmaction - INFO - Epoch [56][260/297] lr: 3.561e-01, eta: 1 day, 8:24:58, time: 1.589, data_time: 0.008, memory: 5820, top1_acc: 0.3793, top5_acc: 0.6543, loss_cls: 2.6209, loss: 2.6209, grad_norm: 1.1163 2020-10-05 14:28:14,031 - mmaction - INFO - Epoch [56][280/297] lr: 3.561e-01, eta: 1 day, 8:23:45, time: 1.488, data_time: 0.006, memory: 5820, top1_acc: 0.3754, top5_acc: 0.6439, loss_cls: 2.6171, loss: 2.6171, grad_norm: 1.0941 2020-10-05 14:28:40,319 - mmaction - INFO - Saving checkpoint at 56 epochs 2020-10-05 14:31:42,660 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-05 14:31:42,893 - mmaction - INFO - top1_acc 0.4764 top5_acc 0.7571 2020-10-05 14:31:42,893 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-05 14:31:42,908 - mmaction - INFO - mean_acc 0.4765 2020-10-05 14:31:42,908 - mmaction - INFO - Now best checkpoint is epoch_56.pth 2020-10-05 14:31:42,919 - mmaction - INFO - Epoch(val) [56][297] top1_acc: 0.4764, top5_acc: 0.7571, mean_class_accuracy: 0.4765 2020-10-05 14:34:52,681 - mmaction - INFO - Epoch [57][20/297] lr: 3.546e-01, eta: 1 day, 8:29:29, time: 9.483, data_time: 5.344, memory: 5820, top1_acc: 0.3865, top5_acc: 0.6615, loss_cls: 2.5606, loss: 2.5606, grad_norm: 1.0860 2020-10-05 14:35:24,245 - mmaction - INFO - Epoch [57][40/297] lr: 3.546e-01, eta: 1 day, 8:28:22, time: 1.578, data_time: 0.011, memory: 5820, top1_acc: 0.3822, top5_acc: 0.6582, loss_cls: 2.5782, loss: 2.5782, grad_norm: 1.1011 2020-10-05 14:35:52,561 - mmaction - INFO - Epoch [57][60/297] lr: 3.546e-01, eta: 1 day, 8:27:03, time: 1.416, data_time: 0.011, memory: 5820, top1_acc: 0.3826, top5_acc: 0.6566, loss_cls: 2.5924, loss: 2.5924, grad_norm: 1.1158 2020-10-05 14:36:23,545 - mmaction - INFO - Epoch [57][80/297] lr: 3.546e-01, eta: 1 day, 8:25:54, time: 1.553, data_time: 0.011, memory: 5820, top1_acc: 0.3996, top5_acc: 0.6703, loss_cls: 2.5281, loss: 2.5281, grad_norm: 1.0789 2020-10-05 14:36:53,684 - mmaction - INFO - Epoch [57][100/297] lr: 3.546e-01, eta: 1 day, 8:24:42, time: 1.506, data_time: 0.006, memory: 5820, top1_acc: 0.3955, top5_acc: 0.6738, loss_cls: 2.5313, loss: 2.5313, grad_norm: 1.0832 2020-10-05 14:37:23,629 - mmaction - INFO - Epoch [57][120/297] lr: 3.546e-01, eta: 1 day, 8:23:29, time: 1.495, data_time: 0.005, memory: 5820, top1_acc: 0.3947, top5_acc: 0.6666, loss_cls: 2.5700, loss: 2.5700, grad_norm: 1.1257 2020-10-05 14:37:53,546 - mmaction - INFO - Epoch [57][140/297] lr: 3.546e-01, eta: 1 day, 8:22:17, time: 1.499, data_time: 0.011, memory: 5820, top1_acc: 0.3834, top5_acc: 0.6547, loss_cls: 2.5897, loss: 2.5897, grad_norm: 1.1458 2020-10-05 14:38:24,077 - mmaction - INFO - Epoch [57][160/297] lr: 3.546e-01, eta: 1 day, 8:21:07, time: 1.526, data_time: 0.007, memory: 5820, top1_acc: 0.3779, top5_acc: 0.6455, loss_cls: 2.6225, loss: 2.6225, grad_norm: 1.0899 2020-10-05 14:38:53,160 - mmaction - INFO - Epoch [57][180/297] lr: 3.546e-01, eta: 1 day, 8:19:51, time: 1.454, data_time: 0.006, memory: 5820, top1_acc: 0.3824, top5_acc: 0.6562, loss_cls: 2.5902, loss: 2.5902, grad_norm: 1.0837 2020-10-05 14:39:23,292 - mmaction - INFO - Epoch [57][200/297] lr: 3.546e-01, eta: 1 day, 8:18:40, time: 1.508, data_time: 0.008, memory: 5820, top1_acc: 0.3857, top5_acc: 0.6561, loss_cls: 2.5795, loss: 2.5795, grad_norm: 1.0755 2020-10-05 14:39:53,932 - mmaction - INFO - Epoch [57][220/297] lr: 3.546e-01, eta: 1 day, 8:17:30, time: 1.532, data_time: 0.006, memory: 5820, top1_acc: 0.3937, top5_acc: 0.6611, loss_cls: 2.5446, loss: 2.5446, grad_norm: 1.1031 2020-10-05 14:40:22,954 - mmaction - INFO - Epoch [57][240/297] lr: 3.546e-01, eta: 1 day, 8:16:15, time: 1.451, data_time: 0.005, memory: 5820, top1_acc: 0.3875, top5_acc: 0.6582, loss_cls: 2.5721, loss: 2.5721, grad_norm: 1.0939 2020-10-05 14:40:53,550 - mmaction - INFO - Epoch [57][260/297] lr: 3.546e-01, eta: 1 day, 8:15:05, time: 1.529, data_time: 0.007, memory: 5820, top1_acc: 0.3955, top5_acc: 0.6639, loss_cls: 2.5831, loss: 2.5831, grad_norm: 1.0990 2020-10-05 14:41:23,422 - mmaction - INFO - Epoch [57][280/297] lr: 3.546e-01, eta: 1 day, 8:13:53, time: 1.493, data_time: 0.006, memory: 5820, top1_acc: 0.3779, top5_acc: 0.6473, loss_cls: 2.6532, loss: 2.6532, grad_norm: 1.0928 2020-10-05 14:45:00,971 - mmaction - INFO - Epoch [58][20/297] lr: 3.530e-01, eta: 1 day, 8:19:36, time: 9.596, data_time: 5.972, memory: 5820, top1_acc: 0.3906, top5_acc: 0.6576, loss_cls: 2.5518, loss: 2.5518, grad_norm: 1.0824 2020-10-05 14:45:32,386 - mmaction - INFO - Epoch [58][40/297] lr: 3.530e-01, eta: 1 day, 8:18:29, time: 1.572, data_time: 0.009, memory: 5820, top1_acc: 0.4057, top5_acc: 0.6652, loss_cls: 2.5055, loss: 2.5055, grad_norm: 1.0890 2020-10-05 14:46:00,991 - mmaction - INFO - Epoch [58][60/297] lr: 3.530e-01, eta: 1 day, 8:17:12, time: 1.430, data_time: 0.009, memory: 5820, top1_acc: 0.3922, top5_acc: 0.6686, loss_cls: 2.5462, loss: 2.5462, grad_norm: 1.1105 2020-10-05 14:46:33,379 - mmaction - INFO - Epoch [58][80/297] lr: 3.530e-01, eta: 1 day, 8:16:09, time: 1.619, data_time: 0.007, memory: 5820, top1_acc: 0.3996, top5_acc: 0.6760, loss_cls: 2.5059, loss: 2.5059, grad_norm: 1.1045 2020-10-05 14:47:03,947 - mmaction - INFO - Epoch [58][100/297] lr: 3.530e-01, eta: 1 day, 8:14:59, time: 1.528, data_time: 0.006, memory: 5820, top1_acc: 0.3844, top5_acc: 0.6656, loss_cls: 2.5367, loss: 2.5367, grad_norm: 1.1467 2020-10-05 14:47:32,437 - mmaction - INFO - Epoch [58][120/297] lr: 3.530e-01, eta: 1 day, 8:13:42, time: 1.421, data_time: 0.006, memory: 5820, top1_acc: 0.3928, top5_acc: 0.6652, loss_cls: 2.5679, loss: 2.5679, grad_norm: 1.1066 2020-10-05 14:48:04,023 - mmaction - INFO - Epoch [58][140/297] lr: 3.530e-01, eta: 1 day, 8:12:35, time: 1.574, data_time: 0.011, memory: 5820, top1_acc: 0.3758, top5_acc: 0.6496, loss_cls: 2.6228, loss: 2.6228, grad_norm: 1.1289 2020-10-05 14:48:34,415 - mmaction - INFO - Epoch [58][160/297] lr: 3.530e-01, eta: 1 day, 8:11:25, time: 1.529, data_time: 0.015, memory: 5820, top1_acc: 0.3836, top5_acc: 0.6559, loss_cls: 2.5890, loss: 2.5890, grad_norm: 1.1066 2020-10-05 14:49:05,087 - mmaction - INFO - Epoch [58][180/297] lr: 3.530e-01, eta: 1 day, 8:10:16, time: 1.532, data_time: 0.006, memory: 5820, top1_acc: 0.3711, top5_acc: 0.6518, loss_cls: 2.6323, loss: 2.6323, grad_norm: 1.0937 2020-10-05 14:49:34,859 - mmaction - INFO - Epoch [58][200/297] lr: 3.530e-01, eta: 1 day, 8:09:04, time: 1.480, data_time: 0.007, memory: 5820, top1_acc: 0.3768, top5_acc: 0.6604, loss_cls: 2.5921, loss: 2.5921, grad_norm: 1.0762 2020-10-05 14:50:04,918 - mmaction - INFO - Epoch [58][220/297] lr: 3.530e-01, eta: 1 day, 8:07:53, time: 1.512, data_time: 0.015, memory: 5820, top1_acc: 0.3863, top5_acc: 0.6566, loss_cls: 2.5848, loss: 2.5848, grad_norm: 1.1078 2020-10-05 14:50:34,628 - mmaction - INFO - Epoch [58][240/297] lr: 3.530e-01, eta: 1 day, 8:06:41, time: 1.485, data_time: 0.007, memory: 5820, top1_acc: 0.3914, top5_acc: 0.6525, loss_cls: 2.6047, loss: 2.6047, grad_norm: 1.1058 2020-10-05 14:51:04,811 - mmaction - INFO - Epoch [58][260/297] lr: 3.530e-01, eta: 1 day, 8:05:31, time: 1.510, data_time: 0.008, memory: 5820, top1_acc: 0.3826, top5_acc: 0.6631, loss_cls: 2.6023, loss: 2.6023, grad_norm: 1.1149 2020-10-05 14:51:35,234 - mmaction - INFO - Epoch [58][280/297] lr: 3.530e-01, eta: 1 day, 8:04:21, time: 1.519, data_time: 0.006, memory: 5820, top1_acc: 0.3770, top5_acc: 0.6592, loss_cls: 2.6030, loss: 2.6030, grad_norm: 1.1130 2020-10-05 14:55:29,210 - mmaction - INFO - Epoch [59][20/297] lr: 3.514e-01, eta: 1 day, 8:10:46, time: 10.346, data_time: 4.958, memory: 5820, top1_acc: 0.3932, top5_acc: 0.6627, loss_cls: 2.5375, loss: 2.5375, grad_norm: 1.0952 2020-10-05 14:55:59,941 - mmaction - INFO - Epoch [59][40/297] lr: 3.514e-01, eta: 1 day, 8:09:37, time: 1.528, data_time: 0.026, memory: 5820, top1_acc: 0.3830, top5_acc: 0.6703, loss_cls: 2.5377, loss: 2.5377, grad_norm: 1.1130 2020-10-05 14:56:29,552 - mmaction - INFO - Epoch [59][60/297] lr: 3.514e-01, eta: 1 day, 8:08:25, time: 1.495, data_time: 0.020, memory: 5820, top1_acc: 0.3902, top5_acc: 0.6578, loss_cls: 2.5518, loss: 2.5518, grad_norm: 1.1122 2020-10-05 14:57:00,330 - mmaction - INFO - Epoch [59][80/297] lr: 3.514e-01, eta: 1 day, 8:07:16, time: 1.540, data_time: 0.009, memory: 5820, top1_acc: 0.3848, top5_acc: 0.6566, loss_cls: 2.6035, loss: 2.6035, grad_norm: 1.0940 2020-10-05 14:57:31,391 - mmaction - INFO - Epoch [59][100/297] lr: 3.514e-01, eta: 1 day, 8:06:09, time: 1.553, data_time: 0.008, memory: 5820, top1_acc: 0.3992, top5_acc: 0.6680, loss_cls: 2.5226, loss: 2.5226, grad_norm: 1.0963 2020-10-05 14:57:59,281 - mmaction - INFO - Epoch [59][120/297] lr: 3.514e-01, eta: 1 day, 8:04:50, time: 1.393, data_time: 0.005, memory: 5820, top1_acc: 0.3834, top5_acc: 0.6676, loss_cls: 2.5493, loss: 2.5493, grad_norm: 1.1151 2020-10-05 14:58:29,126 - mmaction - INFO - Epoch [59][140/297] lr: 3.514e-01, eta: 1 day, 8:03:39, time: 1.493, data_time: 0.008, memory: 5820, top1_acc: 0.3846, top5_acc: 0.6523, loss_cls: 2.5793, loss: 2.5793, grad_norm: 1.1084 2020-10-05 14:59:00,953 - mmaction - INFO - Epoch [59][160/297] lr: 3.514e-01, eta: 1 day, 8:02:34, time: 1.590, data_time: 0.007, memory: 5820, top1_acc: 0.3916, top5_acc: 0.6670, loss_cls: 2.5536, loss: 2.5536, grad_norm: 1.0978 2020-10-05 14:59:29,194 - mmaction - INFO - Epoch [59][180/297] lr: 3.514e-01, eta: 1 day, 8:01:17, time: 1.410, data_time: 0.005, memory: 5820, top1_acc: 0.3912, top5_acc: 0.6572, loss_cls: 2.5778, loss: 2.5778, grad_norm: 1.1052 2020-10-05 14:59:59,644 - mmaction - INFO - Epoch [59][200/297] lr: 3.514e-01, eta: 1 day, 8:00:08, time: 1.527, data_time: 0.012, memory: 5820, top1_acc: 0.3871, top5_acc: 0.6598, loss_cls: 2.5767, loss: 2.5767, grad_norm: 1.1084 2020-10-05 15:00:33,672 - mmaction - INFO - Epoch [59][220/297] lr: 3.514e-01, eta: 1 day, 7:59:11, time: 1.696, data_time: 0.006, memory: 5820, top1_acc: 0.3799, top5_acc: 0.6584, loss_cls: 2.5910, loss: 2.5910, grad_norm: 1.1049 2020-10-05 15:01:05,226 - mmaction - INFO - Epoch [59][240/297] lr: 3.514e-01, eta: 1 day, 7:58:05, time: 1.569, data_time: 0.021, memory: 5820, top1_acc: 0.3916, top5_acc: 0.6633, loss_cls: 2.5509, loss: 2.5509, grad_norm: 1.1078 2020-10-05 15:01:36,038 - mmaction - INFO - Epoch [59][260/297] lr: 3.514e-01, eta: 1 day, 7:56:58, time: 1.555, data_time: 0.020, memory: 5820, top1_acc: 0.3789, top5_acc: 0.6486, loss_cls: 2.6039, loss: 2.6039, grad_norm: 1.0856 2020-10-05 15:02:05,497 - mmaction - INFO - Epoch [59][280/297] lr: 3.514e-01, eta: 1 day, 7:55:46, time: 1.474, data_time: 0.007, memory: 5820, top1_acc: 0.3918, top5_acc: 0.6512, loss_cls: 2.5701, loss: 2.5701, grad_norm: 1.1065 2020-10-05 15:05:23,332 - mmaction - INFO - Epoch [60][20/297] lr: 3.498e-01, eta: 1 day, 7:59:51, time: 8.389, data_time: 5.803, memory: 5820, top1_acc: 0.3918, top5_acc: 0.6756, loss_cls: 2.5304, loss: 2.5304, grad_norm: 1.0957 2020-10-05 15:05:53,696 - mmaction - INFO - Epoch [60][40/297] lr: 3.498e-01, eta: 1 day, 7:58:41, time: 1.517, data_time: 0.011, memory: 5820, top1_acc: 0.3980, top5_acc: 0.6687, loss_cls: 2.5255, loss: 2.5255, grad_norm: 1.1347 2020-10-05 15:06:23,143 - mmaction - INFO - Epoch [60][60/297] lr: 3.498e-01, eta: 1 day, 7:57:29, time: 1.476, data_time: 0.011, memory: 5820, top1_acc: 0.3910, top5_acc: 0.6654, loss_cls: 2.5466, loss: 2.5466, grad_norm: 1.1136 2020-10-05 15:06:53,992 - mmaction - INFO - Epoch [60][80/297] lr: 3.498e-01, eta: 1 day, 7:56:21, time: 1.541, data_time: 0.005, memory: 5820, top1_acc: 0.3854, top5_acc: 0.6730, loss_cls: 2.5512, loss: 2.5512, grad_norm: 1.1090 2020-10-05 15:07:24,494 - mmaction - INFO - Epoch [60][100/297] lr: 3.498e-01, eta: 1 day, 7:55:12, time: 1.524, data_time: 0.007, memory: 5820, top1_acc: 0.3830, top5_acc: 0.6609, loss_cls: 2.5794, loss: 2.5794, grad_norm: 1.1024 2020-10-05 15:07:53,949 - mmaction - INFO - Epoch [60][120/297] lr: 3.498e-01, eta: 1 day, 7:54:00, time: 1.474, data_time: 0.010, memory: 5820, top1_acc: 0.3920, top5_acc: 0.6598, loss_cls: 2.5720, loss: 2.5720, grad_norm: 1.0940 2020-10-05 15:08:25,040 - mmaction - INFO - Epoch [60][140/297] lr: 3.498e-01, eta: 1 day, 7:52:53, time: 1.543, data_time: 0.009, memory: 5820, top1_acc: 0.3934, top5_acc: 0.6664, loss_cls: 2.5442, loss: 2.5442, grad_norm: 1.1008 2020-10-05 15:08:55,612 - mmaction - INFO - Epoch [60][160/297] lr: 3.498e-01, eta: 1 day, 7:51:46, time: 1.542, data_time: 0.020, memory: 5820, top1_acc: 0.3871, top5_acc: 0.6625, loss_cls: 2.5758, loss: 2.5758, grad_norm: 1.1328 2020-10-05 15:09:25,650 - mmaction - INFO - Epoch [60][180/297] lr: 3.498e-01, eta: 1 day, 7:50:36, time: 1.500, data_time: 0.006, memory: 5820, top1_acc: 0.3822, top5_acc: 0.6557, loss_cls: 2.5964, loss: 2.5964, grad_norm: 1.1158 2020-10-05 15:09:55,782 - mmaction - INFO - Epoch [60][200/297] lr: 3.498e-01, eta: 1 day, 7:49:26, time: 1.507, data_time: 0.009, memory: 5820, top1_acc: 0.3924, top5_acc: 0.6619, loss_cls: 2.5346, loss: 2.5346, grad_norm: 1.1062 2020-10-05 15:10:26,065 - mmaction - INFO - Epoch [60][220/297] lr: 3.498e-01, eta: 1 day, 7:48:17, time: 1.515, data_time: 0.006, memory: 5820, top1_acc: 0.3859, top5_acc: 0.6557, loss_cls: 2.5627, loss: 2.5627, grad_norm: 1.0989 2020-10-05 15:10:56,749 - mmaction - INFO - Epoch [60][240/297] lr: 3.498e-01, eta: 1 day, 7:47:09, time: 1.525, data_time: 0.006, memory: 5820, top1_acc: 0.3979, top5_acc: 0.6535, loss_cls: 2.5623, loss: 2.5623, grad_norm: 1.1059 2020-10-05 15:11:26,897 - mmaction - INFO - Epoch [60][260/297] lr: 3.498e-01, eta: 1 day, 7:46:01, time: 1.515, data_time: 0.015, memory: 5820, top1_acc: 0.3826, top5_acc: 0.6588, loss_cls: 2.5718, loss: 2.5718, grad_norm: 1.1123 2020-10-05 15:11:57,194 - mmaction - INFO - Epoch [60][280/297] lr: 3.498e-01, eta: 1 day, 7:44:52, time: 1.514, data_time: 0.009, memory: 5820, top1_acc: 0.3873, top5_acc: 0.6613, loss_cls: 2.5560, loss: 2.5560, grad_norm: 1.1354 2020-10-05 15:15:52,704 - mmaction - INFO - Epoch [61][20/297] lr: 3.482e-01, eta: 1 day, 7:50:58, time: 10.356, data_time: 6.040, memory: 5820, top1_acc: 0.3971, top5_acc: 0.6691, loss_cls: 2.5075, loss: 2.5075, grad_norm: 1.1219 2020-10-05 15:16:23,279 - mmaction - INFO - Epoch [61][40/297] lr: 3.482e-01, eta: 1 day, 7:49:50, time: 1.526, data_time: 0.024, memory: 5820, top1_acc: 0.3869, top5_acc: 0.6582, loss_cls: 2.5559, loss: 2.5559, grad_norm: 1.1073 2020-10-05 15:16:53,511 - mmaction - INFO - Epoch [61][60/297] lr: 3.482e-01, eta: 1 day, 7:48:41, time: 1.520, data_time: 0.016, memory: 5820, top1_acc: 0.3850, top5_acc: 0.6611, loss_cls: 2.5732, loss: 2.5732, grad_norm: 1.1381 2020-10-05 15:17:24,499 - mmaction - INFO - Epoch [61][80/297] lr: 3.482e-01, eta: 1 day, 7:47:34, time: 1.549, data_time: 0.007, memory: 5820, top1_acc: 0.3873, top5_acc: 0.6629, loss_cls: 2.5809, loss: 2.5809, grad_norm: 1.0870 2020-10-05 15:17:54,347 - mmaction - INFO - Epoch [61][100/297] lr: 3.482e-01, eta: 1 day, 7:46:24, time: 1.494, data_time: 0.008, memory: 5820, top1_acc: 0.3891, top5_acc: 0.6668, loss_cls: 2.5475, loss: 2.5475, grad_norm: 1.0898 2020-10-05 15:18:22,715 - mmaction - INFO - Epoch [61][120/297] lr: 3.482e-01, eta: 1 day, 7:45:09, time: 1.414, data_time: 0.006, memory: 5820, top1_acc: 0.3914, top5_acc: 0.6656, loss_cls: 2.5572, loss: 2.5572, grad_norm: 1.0983 2020-10-05 15:18:53,500 - mmaction - INFO - Epoch [61][140/297] lr: 3.482e-01, eta: 1 day, 7:44:02, time: 1.540, data_time: 0.012, memory: 5820, top1_acc: 0.3865, top5_acc: 0.6623, loss_cls: 2.5693, loss: 2.5693, grad_norm: 1.1367 2020-10-05 15:19:22,430 - mmaction - INFO - Epoch [61][160/297] lr: 3.482e-01, eta: 1 day, 7:42:49, time: 1.447, data_time: 0.009, memory: 5820, top1_acc: 0.3826, top5_acc: 0.6607, loss_cls: 2.5654, loss: 2.5654, grad_norm: 1.1183 2020-10-05 15:19:53,233 - mmaction - INFO - Epoch [61][180/297] lr: 3.482e-01, eta: 1 day, 7:41:42, time: 1.542, data_time: 0.010, memory: 5820, top1_acc: 0.3824, top5_acc: 0.6629, loss_cls: 2.5757, loss: 2.5757, grad_norm: 1.1190 2020-10-05 15:20:23,998 - mmaction - INFO - Epoch [61][200/297] lr: 3.482e-01, eta: 1 day, 7:40:35, time: 1.536, data_time: 0.007, memory: 5820, top1_acc: 0.3877, top5_acc: 0.6619, loss_cls: 2.5741, loss: 2.5741, grad_norm: 1.1224 2020-10-05 15:20:53,937 - mmaction - INFO - Epoch [61][220/297] lr: 3.482e-01, eta: 1 day, 7:39:25, time: 1.477, data_time: 0.007, memory: 5820, top1_acc: 0.3842, top5_acc: 0.6687, loss_cls: 2.5517, loss: 2.5517, grad_norm: 1.1271 2020-10-05 15:21:23,810 - mmaction - INFO - Epoch [61][240/297] lr: 3.482e-01, eta: 1 day, 7:38:16, time: 1.514, data_time: 0.029, memory: 5820, top1_acc: 0.3910, top5_acc: 0.6602, loss_cls: 2.5548, loss: 2.5548, grad_norm: 1.1182 2020-10-05 15:21:54,805 - mmaction - INFO - Epoch [61][260/297] lr: 3.482e-01, eta: 1 day, 7:37:11, time: 1.551, data_time: 0.008, memory: 5820, top1_acc: 0.3807, top5_acc: 0.6539, loss_cls: 2.6055, loss: 2.6055, grad_norm: 1.1248 2020-10-05 15:22:24,057 - mmaction - INFO - Epoch [61][280/297] lr: 3.482e-01, eta: 1 day, 7:35:59, time: 1.460, data_time: 0.007, memory: 5820, top1_acc: 0.3828, top5_acc: 0.6559, loss_cls: 2.5686, loss: 2.5686, grad_norm: 1.0933 2020-10-05 15:26:17,457 - mmaction - INFO - Epoch [62][20/297] lr: 3.465e-01, eta: 1 day, 7:41:50, time: 10.274, data_time: 5.784, memory: 5820, top1_acc: 0.3951, top5_acc: 0.6771, loss_cls: 2.5273, loss: 2.5273, grad_norm: 1.1064 2020-10-05 15:26:48,388 - mmaction - INFO - Epoch [62][40/297] lr: 3.465e-01, eta: 1 day, 7:40:44, time: 1.556, data_time: 0.031, memory: 5820, top1_acc: 0.4066, top5_acc: 0.6805, loss_cls: 2.4695, loss: 2.4695, grad_norm: 1.1032 2020-10-05 15:27:17,318 - mmaction - INFO - Epoch [62][60/297] lr: 3.465e-01, eta: 1 day, 7:39:32, time: 1.444, data_time: 0.005, memory: 5820, top1_acc: 0.4057, top5_acc: 0.6904, loss_cls: 2.4466, loss: 2.4466, grad_norm: 1.1274 2020-10-05 15:27:47,733 - mmaction - INFO - Epoch [62][80/297] lr: 3.465e-01, eta: 1 day, 7:38:24, time: 1.520, data_time: 0.008, memory: 5820, top1_acc: 0.4082, top5_acc: 0.6771, loss_cls: 2.4756, loss: 2.4756, grad_norm: 1.1245 2020-10-05 15:28:19,525 - mmaction - INFO - Epoch [62][100/297] lr: 3.465e-01, eta: 1 day, 7:37:20, time: 1.589, data_time: 0.008, memory: 5820, top1_acc: 0.3916, top5_acc: 0.6670, loss_cls: 2.5316, loss: 2.5316, grad_norm: 1.1257 2020-10-05 15:28:50,678 - mmaction - INFO - Epoch [62][120/297] lr: 3.465e-01, eta: 1 day, 7:36:15, time: 1.560, data_time: 0.010, memory: 5820, top1_acc: 0.3779, top5_acc: 0.6609, loss_cls: 2.5888, loss: 2.5888, grad_norm: 1.1189 2020-10-05 15:29:21,114 - mmaction - INFO - Epoch [62][140/297] lr: 3.465e-01, eta: 1 day, 7:35:07, time: 1.522, data_time: 0.004, memory: 5820, top1_acc: 0.3824, top5_acc: 0.6561, loss_cls: 2.5790, loss: 2.5790, grad_norm: 1.1290 2020-10-05 15:29:48,265 - mmaction - INFO - Epoch [62][160/297] lr: 3.465e-01, eta: 1 day, 7:33:49, time: 1.357, data_time: 0.007, memory: 5820, top1_acc: 0.3857, top5_acc: 0.6645, loss_cls: 2.5626, loss: 2.5626, grad_norm: 1.1301 2020-10-05 15:30:19,632 - mmaction - INFO - Epoch [62][180/297] lr: 3.465e-01, eta: 1 day, 7:32:45, time: 1.570, data_time: 0.008, memory: 5820, top1_acc: 0.3895, top5_acc: 0.6740, loss_cls: 2.5320, loss: 2.5320, grad_norm: 1.1144 2020-10-05 15:30:50,637 - mmaction - INFO - Epoch [62][200/297] lr: 3.465e-01, eta: 1 day, 7:31:39, time: 1.550, data_time: 0.007, memory: 5820, top1_acc: 0.3936, top5_acc: 0.6672, loss_cls: 2.5717, loss: 2.5717, grad_norm: 1.1225 2020-10-05 15:31:21,759 - mmaction - INFO - Epoch [62][220/297] lr: 3.465e-01, eta: 1 day, 7:30:34, time: 1.556, data_time: 0.006, memory: 5820, top1_acc: 0.3840, top5_acc: 0.6576, loss_cls: 2.5682, loss: 2.5682, grad_norm: 1.0979 2020-10-05 15:31:51,185 - mmaction - INFO - Epoch [62][240/297] lr: 3.465e-01, eta: 1 day, 7:29:23, time: 1.468, data_time: 0.006, memory: 5820, top1_acc: 0.3932, top5_acc: 0.6635, loss_cls: 2.5637, loss: 2.5637, grad_norm: 1.1115 2020-10-05 15:32:21,800 - mmaction - INFO - Epoch [62][260/297] lr: 3.465e-01, eta: 1 day, 7:28:17, time: 1.534, data_time: 0.011, memory: 5820, top1_acc: 0.3867, top5_acc: 0.6609, loss_cls: 2.5848, loss: 2.5848, grad_norm: 1.1231 2020-10-05 15:32:52,437 - mmaction - INFO - Epoch [62][280/297] lr: 3.465e-01, eta: 1 day, 7:27:10, time: 1.529, data_time: 0.007, memory: 5820, top1_acc: 0.3969, top5_acc: 0.6693, loss_cls: 2.5285, loss: 2.5285, grad_norm: 1.1165 2020-10-05 15:36:36,255 - mmaction - INFO - Epoch [63][20/297] lr: 3.448e-01, eta: 1 day, 7:32:18, time: 9.725, data_time: 6.051, memory: 5820, top1_acc: 0.3900, top5_acc: 0.6619, loss_cls: 2.5454, loss: 2.5454, grad_norm: 1.1036 2020-10-05 15:37:07,794 - mmaction - INFO - Epoch [63][40/297] lr: 3.448e-01, eta: 1 day, 7:31:14, time: 1.578, data_time: 0.010, memory: 5820, top1_acc: 0.3932, top5_acc: 0.6676, loss_cls: 2.5248, loss: 2.5248, grad_norm: 1.1149 2020-10-05 15:37:36,820 - mmaction - INFO - Epoch [63][60/297] lr: 3.448e-01, eta: 1 day, 7:30:02, time: 1.451, data_time: 0.005, memory: 5820, top1_acc: 0.3811, top5_acc: 0.6631, loss_cls: 2.5511, loss: 2.5511, grad_norm: 1.1272 2020-10-05 15:38:07,528 - mmaction - INFO - Epoch [63][80/297] lr: 3.448e-01, eta: 1 day, 7:28:56, time: 1.535, data_time: 0.007, memory: 5820, top1_acc: 0.3932, top5_acc: 0.6678, loss_cls: 2.5253, loss: 2.5253, grad_norm: 1.1063 2020-10-05 15:38:36,779 - mmaction - INFO - Epoch [63][100/297] lr: 3.448e-01, eta: 1 day, 7:27:45, time: 1.462, data_time: 0.007, memory: 5820, top1_acc: 0.3994, top5_acc: 0.6715, loss_cls: 2.4955, loss: 2.4955, grad_norm: 1.1100 2020-10-05 15:39:08,492 - mmaction - INFO - Epoch [63][120/297] lr: 3.448e-01, eta: 1 day, 7:26:42, time: 1.585, data_time: 0.006, memory: 5820, top1_acc: 0.4006, top5_acc: 0.6650, loss_cls: 2.5160, loss: 2.5160, grad_norm: 1.1172 2020-10-05 15:39:38,042 - mmaction - INFO - Epoch [63][140/297] lr: 3.448e-01, eta: 1 day, 7:25:32, time: 1.478, data_time: 0.004, memory: 5820, top1_acc: 0.3932, top5_acc: 0.6687, loss_cls: 2.5038, loss: 2.5038, grad_norm: 1.1348 2020-10-05 15:40:08,797 - mmaction - INFO - Epoch [63][160/297] lr: 3.448e-01, eta: 1 day, 7:24:26, time: 1.537, data_time: 0.006, memory: 5820, top1_acc: 0.3744, top5_acc: 0.6664, loss_cls: 2.5705, loss: 2.5705, grad_norm: 1.1169 2020-10-05 15:40:39,322 - mmaction - INFO - Epoch [63][180/297] lr: 3.448e-01, eta: 1 day, 7:23:19, time: 1.527, data_time: 0.007, memory: 5820, top1_acc: 0.3836, top5_acc: 0.6652, loss_cls: 2.5627, loss: 2.5627, grad_norm: 1.1408 2020-10-05 15:41:09,527 - mmaction - INFO - Epoch [63][200/297] lr: 3.448e-01, eta: 1 day, 7:22:12, time: 1.510, data_time: 0.005, memory: 5820, top1_acc: 0.3973, top5_acc: 0.6592, loss_cls: 2.5279, loss: 2.5279, grad_norm: 1.1154 2020-10-05 15:41:39,582 - mmaction - INFO - Epoch [63][220/297] lr: 3.448e-01, eta: 1 day, 7:21:04, time: 1.503, data_time: 0.006, memory: 5820, top1_acc: 0.3957, top5_acc: 0.6764, loss_cls: 2.4966, loss: 2.4966, grad_norm: 1.1285 2020-10-05 15:42:08,394 - mmaction - INFO - Epoch [63][240/297] lr: 3.448e-01, eta: 1 day, 7:19:52, time: 1.439, data_time: 0.006, memory: 5820, top1_acc: 0.4006, top5_acc: 0.6609, loss_cls: 2.5399, loss: 2.5399, grad_norm: 1.1168 2020-10-05 15:42:39,053 - mmaction - INFO - Epoch [63][260/297] lr: 3.448e-01, eta: 1 day, 7:18:46, time: 1.535, data_time: 0.009, memory: 5820, top1_acc: 0.3900, top5_acc: 0.6592, loss_cls: 2.5694, loss: 2.5694, grad_norm: 1.1306 2020-10-05 15:43:09,792 - mmaction - INFO - Epoch [63][280/297] lr: 3.448e-01, eta: 1 day, 7:17:40, time: 1.533, data_time: 0.006, memory: 5820, top1_acc: 0.3922, top5_acc: 0.6734, loss_cls: 2.5004, loss: 2.5004, grad_norm: 1.1174 2020-10-05 15:46:59,138 - mmaction - INFO - Epoch [64][20/297] lr: 3.431e-01, eta: 1 day, 7:23:08, time: 10.182, data_time: 5.965, memory: 5820, top1_acc: 0.3939, top5_acc: 0.6725, loss_cls: 2.5197, loss: 2.5197, grad_norm: 1.1162 2020-10-05 15:47:30,255 - mmaction - INFO - Epoch [64][40/297] lr: 3.431e-01, eta: 1 day, 7:22:03, time: 1.556, data_time: 0.012, memory: 5820, top1_acc: 0.4027, top5_acc: 0.6787, loss_cls: 2.4902, loss: 2.4902, grad_norm: 1.1170 2020-10-05 15:47:58,350 - mmaction - INFO - Epoch [64][60/297] lr: 3.431e-01, eta: 1 day, 7:20:49, time: 1.403, data_time: 0.004, memory: 5820, top1_acc: 0.4006, top5_acc: 0.6660, loss_cls: 2.5401, loss: 2.5401, grad_norm: 1.1265 2020-10-05 15:48:29,861 - mmaction - INFO - Epoch [64][80/297] lr: 3.431e-01, eta: 1 day, 7:19:46, time: 1.577, data_time: 0.010, memory: 5820, top1_acc: 0.4023, top5_acc: 0.6639, loss_cls: 2.5201, loss: 2.5201, grad_norm: 1.0876 2020-10-05 15:48:59,869 - mmaction - INFO - Epoch [64][100/297] lr: 3.431e-01, eta: 1 day, 7:18:38, time: 1.502, data_time: 0.007, memory: 5820, top1_acc: 0.4064, top5_acc: 0.6758, loss_cls: 2.4796, loss: 2.4796, grad_norm: 1.1305 2020-10-05 15:49:29,494 - mmaction - INFO - Epoch [64][120/297] lr: 3.431e-01, eta: 1 day, 7:17:29, time: 1.480, data_time: 0.007, memory: 5820, top1_acc: 0.3766, top5_acc: 0.6531, loss_cls: 2.5812, loss: 2.5812, grad_norm: 1.1516 2020-10-05 15:49:59,763 - mmaction - INFO - Epoch [64][140/297] lr: 3.431e-01, eta: 1 day, 7:16:22, time: 1.511, data_time: 0.009, memory: 5820, top1_acc: 0.3861, top5_acc: 0.6662, loss_cls: 2.5622, loss: 2.5622, grad_norm: 1.1288 2020-10-05 15:50:30,491 - mmaction - INFO - Epoch [64][160/297] lr: 3.431e-01, eta: 1 day, 7:15:16, time: 1.538, data_time: 0.011, memory: 5820, top1_acc: 0.3996, top5_acc: 0.6725, loss_cls: 2.5244, loss: 2.5244, grad_norm: 1.1286 2020-10-05 15:50:59,910 - mmaction - INFO - Epoch [64][180/297] lr: 3.431e-01, eta: 1 day, 7:14:07, time: 1.471, data_time: 0.008, memory: 5820, top1_acc: 0.4045, top5_acc: 0.6754, loss_cls: 2.5006, loss: 2.5006, grad_norm: 1.1225 2020-10-05 15:51:29,883 - mmaction - INFO - Epoch [64][200/297] lr: 3.431e-01, eta: 1 day, 7:12:59, time: 1.498, data_time: 0.007, memory: 5820, top1_acc: 0.4002, top5_acc: 0.6641, loss_cls: 2.5319, loss: 2.5319, grad_norm: 1.1223 2020-10-05 15:52:00,097 - mmaction - INFO - Epoch [64][220/297] lr: 3.431e-01, eta: 1 day, 7:11:52, time: 1.513, data_time: 0.009, memory: 5820, top1_acc: 0.3926, top5_acc: 0.6686, loss_cls: 2.5366, loss: 2.5366, grad_norm: 1.1312 2020-10-05 15:52:31,134 - mmaction - INFO - Epoch [64][240/297] lr: 3.431e-01, eta: 1 day, 7:10:48, time: 1.551, data_time: 0.007, memory: 5820, top1_acc: 0.4043, top5_acc: 0.6732, loss_cls: 2.5106, loss: 2.5106, grad_norm: 1.1104 2020-10-05 15:53:00,495 - mmaction - INFO - Epoch [64][260/297] lr: 3.431e-01, eta: 1 day, 7:09:39, time: 1.468, data_time: 0.007, memory: 5820, top1_acc: 0.3924, top5_acc: 0.6711, loss_cls: 2.5391, loss: 2.5391, grad_norm: 1.1373 2020-10-05 15:53:31,513 - mmaction - INFO - Epoch [64][280/297] lr: 3.431e-01, eta: 1 day, 7:08:34, time: 1.551, data_time: 0.008, memory: 5820, top1_acc: 0.3977, top5_acc: 0.6695, loss_cls: 2.5354, loss: 2.5354, grad_norm: 1.1097 2020-10-05 15:53:56,569 - mmaction - INFO - Saving checkpoint at 64 epochs 2020-10-05 15:56:50,626 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-05 15:56:50,902 - mmaction - INFO - top1_acc 0.4355 top5_acc 0.7199 2020-10-05 15:56:50,902 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-05 15:56:50,952 - mmaction - INFO - mean_acc 0.4362 2020-10-05 15:56:50,953 - mmaction - INFO - Epoch(val) [64][297] top1_acc: 0.4355, top5_acc: 0.7199, mean_class_accuracy: 0.4362 2020-10-05 16:00:12,285 - mmaction - INFO - Epoch [65][20/297] lr: 3.414e-01, eta: 1 day, 7:13:44, time: 10.015, data_time: 5.463, memory: 5820, top1_acc: 0.4107, top5_acc: 0.6773, loss_cls: 2.4768, loss: 2.4768, grad_norm: 1.1353 2020-10-05 16:00:47,138 - mmaction - INFO - Epoch [65][40/297] lr: 3.414e-01, eta: 1 day, 7:12:53, time: 1.791, data_time: 0.203, memory: 5820, top1_acc: 0.3979, top5_acc: 0.6676, loss_cls: 2.5311, loss: 2.5311, grad_norm: 1.1291 2020-10-05 16:01:14,497 - mmaction - INFO - Epoch [65][60/297] lr: 3.414e-01, eta: 1 day, 7:11:38, time: 1.368, data_time: 0.005, memory: 5820, top1_acc: 0.4061, top5_acc: 0.6805, loss_cls: 2.4632, loss: 2.4632, grad_norm: 1.1120 2020-10-05 16:01:45,685 - mmaction - INFO - Epoch [65][80/297] lr: 3.414e-01, eta: 1 day, 7:10:34, time: 1.562, data_time: 0.008, memory: 5820, top1_acc: 0.4000, top5_acc: 0.6658, loss_cls: 2.5332, loss: 2.5332, grad_norm: 1.1202 2020-10-05 16:02:16,031 - mmaction - INFO - Epoch [65][100/297] lr: 3.414e-01, eta: 1 day, 7:09:28, time: 1.516, data_time: 0.007, memory: 5820, top1_acc: 0.3984, top5_acc: 0.6777, loss_cls: 2.5252, loss: 2.5252, grad_norm: 1.1135 2020-10-05 16:02:44,087 - mmaction - INFO - Epoch [65][120/297] lr: 3.414e-01, eta: 1 day, 7:08:14, time: 1.403, data_time: 0.007, memory: 5820, top1_acc: 0.3988, top5_acc: 0.6867, loss_cls: 2.4695, loss: 2.4695, grad_norm: 1.1375 2020-10-05 16:03:16,187 - mmaction - INFO - Epoch [65][140/297] lr: 3.414e-01, eta: 1 day, 7:07:13, time: 1.605, data_time: 0.008, memory: 5820, top1_acc: 0.3756, top5_acc: 0.6584, loss_cls: 2.5896, loss: 2.5896, grad_norm: 1.1401 2020-10-05 16:03:45,897 - mmaction - INFO - Epoch [65][160/297] lr: 3.414e-01, eta: 1 day, 7:06:05, time: 1.482, data_time: 0.006, memory: 5820, top1_acc: 0.3887, top5_acc: 0.6658, loss_cls: 2.5109, loss: 2.5109, grad_norm: 1.1210 2020-10-05 16:04:15,673 - mmaction - INFO - Epoch [65][180/297] lr: 3.414e-01, eta: 1 day, 7:04:57, time: 1.492, data_time: 0.009, memory: 5820, top1_acc: 0.4061, top5_acc: 0.6721, loss_cls: 2.4959, loss: 2.4959, grad_norm: 1.1164 2020-10-05 16:04:45,839 - mmaction - INFO - Epoch [65][200/297] lr: 3.414e-01, eta: 1 day, 7:03:51, time: 1.509, data_time: 0.008, memory: 5820, top1_acc: 0.3979, top5_acc: 0.6711, loss_cls: 2.5288, loss: 2.5288, grad_norm: 1.1217 2020-10-05 16:05:15,786 - mmaction - INFO - Epoch [65][220/297] lr: 3.414e-01, eta: 1 day, 7:02:44, time: 1.496, data_time: 0.006, memory: 5820, top1_acc: 0.3986, top5_acc: 0.6658, loss_cls: 2.5438, loss: 2.5438, grad_norm: 1.1199 2020-10-05 16:05:46,852 - mmaction - INFO - Epoch [65][240/297] lr: 3.414e-01, eta: 1 day, 7:01:40, time: 1.554, data_time: 0.008, memory: 5820, top1_acc: 0.4047, top5_acc: 0.6805, loss_cls: 2.4914, loss: 2.4914, grad_norm: 1.1318 2020-10-05 16:06:15,061 - mmaction - INFO - Epoch [65][260/297] lr: 3.414e-01, eta: 1 day, 7:00:28, time: 1.412, data_time: 0.006, memory: 5820, top1_acc: 0.3930, top5_acc: 0.6613, loss_cls: 2.5371, loss: 2.5371, grad_norm: 1.1309 2020-10-05 16:06:47,732 - mmaction - INFO - Epoch [65][280/297] lr: 3.414e-01, eta: 1 day, 6:59:29, time: 1.632, data_time: 0.007, memory: 5820, top1_acc: 0.4010, top5_acc: 0.6631, loss_cls: 2.5518, loss: 2.5518, grad_norm: 1.1263 2020-10-05 16:10:27,702 - mmaction - INFO - Epoch [66][20/297] lr: 3.397e-01, eta: 1 day, 7:04:02, time: 9.533, data_time: 5.901, memory: 5820, top1_acc: 0.4086, top5_acc: 0.6811, loss_cls: 2.4621, loss: 2.4621, grad_norm: 1.1282 2020-10-05 16:11:01,145 - mmaction - INFO - Epoch [66][40/297] lr: 3.397e-01, eta: 1 day, 7:03:05, time: 1.673, data_time: 0.008, memory: 5820, top1_acc: 0.3934, top5_acc: 0.6656, loss_cls: 2.5405, loss: 2.5405, grad_norm: 1.1145 2020-10-05 16:11:27,851 - mmaction - INFO - Epoch [66][60/297] lr: 3.397e-01, eta: 1 day, 7:01:48, time: 1.326, data_time: 0.002, memory: 5820, top1_acc: 0.4008, top5_acc: 0.6674, loss_cls: 2.5250, loss: 2.5250, grad_norm: 1.1220 2020-10-05 16:11:59,327 - mmaction - INFO - Epoch [66][80/297] lr: 3.397e-01, eta: 1 day, 7:00:45, time: 1.579, data_time: 0.016, memory: 5820, top1_acc: 0.4041, top5_acc: 0.6779, loss_cls: 2.4901, loss: 2.4901, grad_norm: 1.1299 2020-10-05 16:12:29,591 - mmaction - INFO - Epoch [66][100/297] lr: 3.397e-01, eta: 1 day, 6:59:39, time: 1.517, data_time: 0.010, memory: 5820, top1_acc: 0.3920, top5_acc: 0.6738, loss_cls: 2.5377, loss: 2.5377, grad_norm: 1.1448 2020-10-05 16:12:58,614 - mmaction - INFO - Epoch [66][120/297] lr: 3.397e-01, eta: 1 day, 6:58:30, time: 1.449, data_time: 0.007, memory: 5820, top1_acc: 0.4020, top5_acc: 0.6783, loss_cls: 2.4947, loss: 2.4947, grad_norm: 1.1263 2020-10-05 16:13:29,204 - mmaction - INFO - Epoch [66][140/297] lr: 3.397e-01, eta: 1 day, 6:57:25, time: 1.529, data_time: 0.009, memory: 5820, top1_acc: 0.4055, top5_acc: 0.6697, loss_cls: 2.5029, loss: 2.5029, grad_norm: 1.1615 2020-10-05 16:14:00,007 - mmaction - INFO - Epoch [66][160/297] lr: 3.397e-01, eta: 1 day, 6:56:20, time: 1.542, data_time: 0.010, memory: 5820, top1_acc: 0.4006, top5_acc: 0.6822, loss_cls: 2.4954, loss: 2.4954, grad_norm: 1.1155 2020-10-05 16:14:29,569 - mmaction - INFO - Epoch [66][180/297] lr: 3.397e-01, eta: 1 day, 6:55:12, time: 1.476, data_time: 0.006, memory: 5820, top1_acc: 0.3949, top5_acc: 0.6760, loss_cls: 2.5304, loss: 2.5304, grad_norm: 1.1248 2020-10-05 16:14:59,414 - mmaction - INFO - Epoch [66][200/297] lr: 3.397e-01, eta: 1 day, 6:54:06, time: 1.495, data_time: 0.008, memory: 5820, top1_acc: 0.3881, top5_acc: 0.6705, loss_cls: 2.5186, loss: 2.5186, grad_norm: 1.1362 2020-10-05 16:15:31,964 - mmaction - INFO - Epoch [66][220/297] lr: 3.397e-01, eta: 1 day, 6:53:06, time: 1.627, data_time: 0.005, memory: 5820, top1_acc: 0.3865, top5_acc: 0.6707, loss_cls: 2.5464, loss: 2.5464, grad_norm: 1.1404 2020-10-05 16:15:59,980 - mmaction - INFO - Epoch [66][240/297] lr: 3.397e-01, eta: 1 day, 6:51:54, time: 1.398, data_time: 0.003, memory: 5820, top1_acc: 0.3949, top5_acc: 0.6701, loss_cls: 2.5204, loss: 2.5204, grad_norm: 1.1298 2020-10-05 16:16:31,867 - mmaction - INFO - Epoch [66][260/297] lr: 3.397e-01, eta: 1 day, 6:50:53, time: 1.596, data_time: 0.011, memory: 5820, top1_acc: 0.3914, top5_acc: 0.6533, loss_cls: 2.5889, loss: 2.5889, grad_norm: 1.1297 2020-10-05 16:17:02,322 - mmaction - INFO - Epoch [66][280/297] lr: 3.397e-01, eta: 1 day, 6:49:49, time: 1.524, data_time: 0.009, memory: 5820, top1_acc: 0.3914, top5_acc: 0.6600, loss_cls: 2.5732, loss: 2.5732, grad_norm: 1.1223 2020-10-05 16:20:54,539 - mmaction - INFO - Epoch [67][20/297] lr: 3.379e-01, eta: 1 day, 6:54:58, time: 10.286, data_time: 4.953, memory: 5820, top1_acc: 0.4004, top5_acc: 0.6721, loss_cls: 2.5036, loss: 2.5036, grad_norm: 1.1483 2020-10-05 16:21:25,794 - mmaction - INFO - Epoch [67][40/297] lr: 3.379e-01, eta: 1 day, 6:53:55, time: 1.565, data_time: 0.018, memory: 5820, top1_acc: 0.4004, top5_acc: 0.6762, loss_cls: 2.5027, loss: 2.5027, grad_norm: 1.1185 2020-10-05 16:21:54,972 - mmaction - INFO - Epoch [67][60/297] lr: 3.379e-01, eta: 1 day, 6:52:46, time: 1.460, data_time: 0.007, memory: 5820, top1_acc: 0.4045, top5_acc: 0.6730, loss_cls: 2.5171, loss: 2.5171, grad_norm: 1.1415 2020-10-05 16:22:25,630 - mmaction - INFO - Epoch [67][80/297] lr: 3.379e-01, eta: 1 day, 6:51:41, time: 1.528, data_time: 0.007, memory: 5820, top1_acc: 0.3986, top5_acc: 0.6668, loss_cls: 2.5315, loss: 2.5315, grad_norm: 1.1221 2020-10-05 16:22:56,040 - mmaction - INFO - Epoch [67][100/297] lr: 3.379e-01, eta: 1 day, 6:50:36, time: 1.525, data_time: 0.010, memory: 5820, top1_acc: 0.4074, top5_acc: 0.6711, loss_cls: 2.4739, loss: 2.4739, grad_norm: 1.1277 2020-10-05 16:23:25,737 - mmaction - INFO - Epoch [67][120/297] lr: 3.379e-01, eta: 1 day, 6:49:29, time: 1.484, data_time: 0.006, memory: 5820, top1_acc: 0.4109, top5_acc: 0.6838, loss_cls: 2.4480, loss: 2.4480, grad_norm: 1.1351 2020-10-05 16:23:55,372 - mmaction - INFO - Epoch [67][140/297] lr: 3.379e-01, eta: 1 day, 6:48:22, time: 1.481, data_time: 0.008, memory: 5820, top1_acc: 0.4012, top5_acc: 0.6691, loss_cls: 2.4841, loss: 2.4841, grad_norm: 1.1393 2020-10-05 16:24:26,829 - mmaction - INFO - Epoch [67][160/297] lr: 3.379e-01, eta: 1 day, 6:47:20, time: 1.574, data_time: 0.009, memory: 5820, top1_acc: 0.3930, top5_acc: 0.6600, loss_cls: 2.5641, loss: 2.5641, grad_norm: 1.1402 2020-10-05 16:24:57,001 - mmaction - INFO - Epoch [67][180/297] lr: 3.379e-01, eta: 1 day, 6:46:14, time: 1.508, data_time: 0.005, memory: 5820, top1_acc: 0.3908, top5_acc: 0.6584, loss_cls: 2.5663, loss: 2.5663, grad_norm: 1.1196 2020-10-05 16:25:27,417 - mmaction - INFO - Epoch [67][200/297] lr: 3.379e-01, eta: 1 day, 6:45:09, time: 1.514, data_time: 0.007, memory: 5820, top1_acc: 0.4115, top5_acc: 0.6826, loss_cls: 2.4670, loss: 2.4670, grad_norm: 1.1587 2020-10-05 16:25:57,794 - mmaction - INFO - Epoch [67][220/297] lr: 3.379e-01, eta: 1 day, 6:44:05, time: 1.526, data_time: 0.012, memory: 5820, top1_acc: 0.3914, top5_acc: 0.6684, loss_cls: 2.5408, loss: 2.5408, grad_norm: 1.1504 2020-10-05 16:26:26,737 - mmaction - INFO - Epoch [67][240/297] lr: 3.379e-01, eta: 1 day, 6:42:56, time: 1.445, data_time: 0.008, memory: 5820, top1_acc: 0.3838, top5_acc: 0.6562, loss_cls: 2.5788, loss: 2.5788, grad_norm: 1.1421 2020-10-05 16:26:56,998 - mmaction - INFO - Epoch [67][260/297] lr: 3.379e-01, eta: 1 day, 6:41:51, time: 1.516, data_time: 0.010, memory: 5820, top1_acc: 0.4066, top5_acc: 0.6723, loss_cls: 2.4763, loss: 2.4763, grad_norm: 1.1264 2020-10-05 16:27:28,731 - mmaction - INFO - Epoch [67][280/297] lr: 3.379e-01, eta: 1 day, 6:40:50, time: 1.582, data_time: 0.006, memory: 5820, top1_acc: 0.3998, top5_acc: 0.6668, loss_cls: 2.5104, loss: 2.5104, grad_norm: 1.1104 2020-10-05 16:31:08,756 - mmaction - INFO - Epoch [68][20/297] lr: 3.361e-01, eta: 1 day, 6:45:24, time: 9.794, data_time: 5.514, memory: 5820, top1_acc: 0.4004, top5_acc: 0.6727, loss_cls: 2.4801, loss: 2.4801, grad_norm: 1.1396 2020-10-05 16:31:39,837 - mmaction - INFO - Epoch [68][40/297] lr: 3.361e-01, eta: 1 day, 6:44:21, time: 1.555, data_time: 0.008, memory: 5820, top1_acc: 0.4102, top5_acc: 0.6834, loss_cls: 2.4499, loss: 2.4499, grad_norm: 1.1223 2020-10-05 16:32:07,981 - mmaction - INFO - Epoch [68][60/297] lr: 3.361e-01, eta: 1 day, 6:43:09, time: 1.407, data_time: 0.007, memory: 5820, top1_acc: 0.4033, top5_acc: 0.6734, loss_cls: 2.5115, loss: 2.5115, grad_norm: 1.1395 2020-10-05 16:32:39,295 - mmaction - INFO - Epoch [68][80/297] lr: 3.361e-01, eta: 1 day, 6:42:07, time: 1.565, data_time: 0.008, memory: 5820, top1_acc: 0.4088, top5_acc: 0.6764, loss_cls: 2.4682, loss: 2.4682, grad_norm: 1.1324 2020-10-05 16:33:09,821 - mmaction - INFO - Epoch [68][100/297] lr: 3.361e-01, eta: 1 day, 6:41:03, time: 1.527, data_time: 0.010, memory: 5820, top1_acc: 0.4066, top5_acc: 0.6873, loss_cls: 2.4431, loss: 2.4431, grad_norm: 1.1279 2020-10-05 16:33:37,387 - mmaction - INFO - Epoch [68][120/297] lr: 3.361e-01, eta: 1 day, 6:39:50, time: 1.378, data_time: 0.005, memory: 5820, top1_acc: 0.3998, top5_acc: 0.6656, loss_cls: 2.5508, loss: 2.5508, grad_norm: 1.1645 2020-10-05 16:34:07,727 - mmaction - INFO - Epoch [68][140/297] lr: 3.361e-01, eta: 1 day, 6:38:45, time: 1.518, data_time: 0.008, memory: 5820, top1_acc: 0.4045, top5_acc: 0.6867, loss_cls: 2.4814, loss: 2.4814, grad_norm: 1.1364 2020-10-05 16:34:38,854 - mmaction - INFO - Epoch [68][160/297] lr: 3.361e-01, eta: 1 day, 6:37:43, time: 1.555, data_time: 0.006, memory: 5820, top1_acc: 0.3865, top5_acc: 0.6590, loss_cls: 2.5930, loss: 2.5930, grad_norm: 1.1514 2020-10-05 16:35:07,875 - mmaction - INFO - Epoch [68][180/297] lr: 3.361e-01, eta: 1 day, 6:36:34, time: 1.452, data_time: 0.008, memory: 5820, top1_acc: 0.4004, top5_acc: 0.6787, loss_cls: 2.4980, loss: 2.4980, grad_norm: 1.1482 2020-10-05 16:35:38,366 - mmaction - INFO - Epoch [68][200/297] lr: 3.361e-01, eta: 1 day, 6:35:30, time: 1.524, data_time: 0.008, memory: 5820, top1_acc: 0.4062, top5_acc: 0.6703, loss_cls: 2.5236, loss: 2.5236, grad_norm: 1.1348 2020-10-05 16:36:09,228 - mmaction - INFO - Epoch [68][220/297] lr: 3.361e-01, eta: 1 day, 6:34:27, time: 1.542, data_time: 0.007, memory: 5820, top1_acc: 0.4143, top5_acc: 0.6686, loss_cls: 2.4810, loss: 2.4810, grad_norm: 1.1077 2020-10-05 16:36:39,812 - mmaction - INFO - Epoch [68][240/297] lr: 3.361e-01, eta: 1 day, 6:33:23, time: 1.528, data_time: 0.007, memory: 5820, top1_acc: 0.4033, top5_acc: 0.6775, loss_cls: 2.4900, loss: 2.4900, grad_norm: 1.1645 2020-10-05 16:37:08,968 - mmaction - INFO - Epoch [68][260/297] lr: 3.361e-01, eta: 1 day, 6:32:16, time: 1.459, data_time: 0.009, memory: 5820, top1_acc: 0.3838, top5_acc: 0.6520, loss_cls: 2.5961, loss: 2.5961, grad_norm: 1.1621 2020-10-05 16:37:40,815 - mmaction - INFO - Epoch [68][280/297] lr: 3.361e-01, eta: 1 day, 6:31:16, time: 1.591, data_time: 0.007, memory: 5820, top1_acc: 0.3936, top5_acc: 0.6592, loss_cls: 2.5413, loss: 2.5413, grad_norm: 1.1322 2020-10-05 16:41:33,605 - mmaction - INFO - Epoch [69][20/297] lr: 3.343e-01, eta: 1 day, 6:36:04, time: 10.189, data_time: 5.853, memory: 5820, top1_acc: 0.4188, top5_acc: 0.6854, loss_cls: 2.4452, loss: 2.4452, grad_norm: 1.1300 2020-10-05 16:42:05,508 - mmaction - INFO - Epoch [69][40/297] lr: 3.343e-01, eta: 1 day, 6:35:04, time: 1.596, data_time: 0.009, memory: 5820, top1_acc: 0.4062, top5_acc: 0.6730, loss_cls: 2.5300, loss: 2.5300, grad_norm: 1.1678 2020-10-05 16:42:33,820 - mmaction - INFO - Epoch [69][60/297] lr: 3.343e-01, eta: 1 day, 6:33:54, time: 1.417, data_time: 0.008, memory: 5820, top1_acc: 0.3941, top5_acc: 0.6711, loss_cls: 2.5004, loss: 2.5004, grad_norm: 1.1441 2020-10-05 16:43:04,729 - mmaction - INFO - Epoch [69][80/297] lr: 3.343e-01, eta: 1 day, 6:32:51, time: 1.542, data_time: 0.008, memory: 5820, top1_acc: 0.4225, top5_acc: 0.6877, loss_cls: 2.4375, loss: 2.4375, grad_norm: 1.1085 2020-10-05 16:43:35,338 - mmaction - INFO - Epoch [69][100/297] lr: 3.343e-01, eta: 1 day, 6:31:47, time: 1.534, data_time: 0.010, memory: 5820, top1_acc: 0.4066, top5_acc: 0.6809, loss_cls: 2.4634, loss: 2.4634, grad_norm: 1.1302 2020-10-05 16:44:03,769 - mmaction - INFO - Epoch [69][120/297] lr: 3.343e-01, eta: 1 day, 6:30:38, time: 1.418, data_time: 0.007, memory: 5820, top1_acc: 0.4037, top5_acc: 0.6824, loss_cls: 2.4492, loss: 2.4492, grad_norm: 1.1528 2020-10-05 16:44:34,059 - mmaction - INFO - Epoch [69][140/297] lr: 3.343e-01, eta: 1 day, 6:29:33, time: 1.518, data_time: 0.011, memory: 5820, top1_acc: 0.4039, top5_acc: 0.6766, loss_cls: 2.4984, loss: 2.4984, grad_norm: 1.1290 2020-10-05 16:45:05,327 - mmaction - INFO - Epoch [69][160/297] lr: 3.343e-01, eta: 1 day, 6:28:32, time: 1.563, data_time: 0.006, memory: 5820, top1_acc: 0.3937, top5_acc: 0.6732, loss_cls: 2.5371, loss: 2.5371, grad_norm: 1.1659 2020-10-05 16:45:33,431 - mmaction - INFO - Epoch [69][180/297] lr: 3.343e-01, eta: 1 day, 6:27:21, time: 1.404, data_time: 0.004, memory: 5820, top1_acc: 0.3852, top5_acc: 0.6646, loss_cls: 2.5573, loss: 2.5573, grad_norm: 1.1368 2020-10-05 16:46:05,535 - mmaction - INFO - Epoch [69][200/297] lr: 3.343e-01, eta: 1 day, 6:26:22, time: 1.604, data_time: 0.007, memory: 5820, top1_acc: 0.3945, top5_acc: 0.6709, loss_cls: 2.5379, loss: 2.5379, grad_norm: 1.1296 2020-10-05 16:46:34,596 - mmaction - INFO - Epoch [69][220/297] lr: 3.343e-01, eta: 1 day, 6:25:14, time: 1.454, data_time: 0.008, memory: 5820, top1_acc: 0.3922, top5_acc: 0.6551, loss_cls: 2.5629, loss: 2.5629, grad_norm: 1.1457 2020-10-05 16:47:03,755 - mmaction - INFO - Epoch [69][240/297] lr: 3.343e-01, eta: 1 day, 6:24:07, time: 1.455, data_time: 0.008, memory: 5820, top1_acc: 0.3984, top5_acc: 0.6635, loss_cls: 2.5503, loss: 2.5503, grad_norm: 1.1245 2020-10-05 16:47:34,416 - mmaction - INFO - Epoch [69][260/297] lr: 3.343e-01, eta: 1 day, 6:23:04, time: 1.536, data_time: 0.011, memory: 5820, top1_acc: 0.3887, top5_acc: 0.6654, loss_cls: 2.5211, loss: 2.5211, grad_norm: 1.1166 2020-10-05 16:48:06,538 - mmaction - INFO - Epoch [69][280/297] lr: 3.343e-01, eta: 1 day, 6:22:05, time: 1.606, data_time: 0.007, memory: 5820, top1_acc: 0.3998, top5_acc: 0.6760, loss_cls: 2.5124, loss: 2.5124, grad_norm: 1.1338 2020-10-05 16:51:54,296 - mmaction - INFO - Epoch [70][20/297] lr: 3.325e-01, eta: 1 day, 6:26:45, time: 10.150, data_time: 5.193, memory: 5820, top1_acc: 0.3982, top5_acc: 0.6689, loss_cls: 2.5199, loss: 2.5199, grad_norm: 1.1295 2020-10-05 16:52:24,883 - mmaction - INFO - Epoch [70][40/297] lr: 3.325e-01, eta: 1 day, 6:25:41, time: 1.530, data_time: 0.008, memory: 5820, top1_acc: 0.4072, top5_acc: 0.6832, loss_cls: 2.4618, loss: 2.4618, grad_norm: 1.1285 2020-10-05 16:52:54,241 - mmaction - INFO - Epoch [70][60/297] lr: 3.325e-01, eta: 1 day, 6:24:34, time: 1.468, data_time: 0.003, memory: 5820, top1_acc: 0.3961, top5_acc: 0.6768, loss_cls: 2.4907, loss: 2.4907, grad_norm: 1.1436 2020-10-05 16:53:25,665 - mmaction - INFO - Epoch [70][80/297] lr: 3.325e-01, eta: 1 day, 6:23:33, time: 1.570, data_time: 0.008, memory: 5820, top1_acc: 0.4145, top5_acc: 0.6805, loss_cls: 2.4661, loss: 2.4661, grad_norm: 1.1565 2020-10-05 16:53:56,010 - mmaction - INFO - Epoch [70][100/297] lr: 3.325e-01, eta: 1 day, 6:22:29, time: 1.519, data_time: 0.009, memory: 5820, top1_acc: 0.4047, top5_acc: 0.6684, loss_cls: 2.4719, loss: 2.4719, grad_norm: 1.1421 2020-10-05 16:54:25,030 - mmaction - INFO - Epoch [70][120/297] lr: 3.325e-01, eta: 1 day, 6:21:22, time: 1.448, data_time: 0.004, memory: 5820, top1_acc: 0.4178, top5_acc: 0.6813, loss_cls: 2.4753, loss: 2.4753, grad_norm: 1.1405 2020-10-05 16:54:54,980 - mmaction - INFO - Epoch [70][140/297] lr: 3.325e-01, eta: 1 day, 6:20:17, time: 1.501, data_time: 0.010, memory: 5820, top1_acc: 0.4000, top5_acc: 0.6709, loss_cls: 2.5336, loss: 2.5336, grad_norm: 1.1571 2020-10-05 16:55:26,047 - mmaction - INFO - Epoch [70][160/297] lr: 3.325e-01, eta: 1 day, 6:19:15, time: 1.553, data_time: 0.006, memory: 5820, top1_acc: 0.4055, top5_acc: 0.6689, loss_cls: 2.4904, loss: 2.4904, grad_norm: 1.1467 2020-10-05 16:55:54,769 - mmaction - INFO - Epoch [70][180/297] lr: 3.325e-01, eta: 1 day, 6:18:07, time: 1.436, data_time: 0.004, memory: 5820, top1_acc: 0.4035, top5_acc: 0.6705, loss_cls: 2.5072, loss: 2.5072, grad_norm: 1.1160 2020-10-05 16:56:27,013 - mmaction - INFO - Epoch [70][200/297] lr: 3.325e-01, eta: 1 day, 6:17:08, time: 1.611, data_time: 0.008, memory: 5820, top1_acc: 0.3986, top5_acc: 0.6787, loss_cls: 2.4812, loss: 2.4812, grad_norm: 1.1550 2020-10-05 16:56:56,827 - mmaction - INFO - Epoch [70][220/297] lr: 3.325e-01, eta: 1 day, 6:16:03, time: 1.492, data_time: 0.009, memory: 5820, top1_acc: 0.4000, top5_acc: 0.6637, loss_cls: 2.5389, loss: 2.5389, grad_norm: 1.1214 2020-10-05 16:57:25,956 - mmaction - INFO - Epoch [70][240/297] lr: 3.325e-01, eta: 1 day, 6:14:56, time: 1.454, data_time: 0.004, memory: 5820, top1_acc: 0.4033, top5_acc: 0.6730, loss_cls: 2.5223, loss: 2.5223, grad_norm: 1.1350 2020-10-05 16:57:56,885 - mmaction - INFO - Epoch [70][260/297] lr: 3.325e-01, eta: 1 day, 6:13:55, time: 1.548, data_time: 0.010, memory: 5820, top1_acc: 0.3979, top5_acc: 0.6687, loss_cls: 2.5261, loss: 2.5261, grad_norm: 1.1471 2020-10-05 16:58:28,423 - mmaction - INFO - Epoch [70][280/297] lr: 3.325e-01, eta: 1 day, 6:12:54, time: 1.577, data_time: 0.005, memory: 5820, top1_acc: 0.4139, top5_acc: 0.6850, loss_cls: 2.4709, loss: 2.4709, grad_norm: 1.1241 2020-10-05 17:01:45,048 - mmaction - INFO - Epoch [71][20/297] lr: 3.306e-01, eta: 1 day, 6:16:00, time: 8.508, data_time: 6.628, memory: 5820, top1_acc: 0.4100, top5_acc: 0.6791, loss_cls: 2.4718, loss: 2.4718, grad_norm: 1.1235 2020-10-05 17:02:15,943 - mmaction - INFO - Epoch [71][40/297] lr: 3.306e-01, eta: 1 day, 6:14:58, time: 1.552, data_time: 0.015, memory: 5820, top1_acc: 0.4162, top5_acc: 0.6727, loss_cls: 2.4963, loss: 2.4963, grad_norm: 1.1399 2020-10-05 17:02:45,235 - mmaction - INFO - Epoch [71][60/297] lr: 3.306e-01, eta: 1 day, 6:13:52, time: 1.465, data_time: 0.010, memory: 5820, top1_acc: 0.4023, top5_acc: 0.6701, loss_cls: 2.5083, loss: 2.5083, grad_norm: 1.1153 2020-10-05 17:03:16,815 - mmaction - INFO - Epoch [71][80/297] lr: 3.306e-01, eta: 1 day, 6:12:51, time: 1.579, data_time: 0.007, memory: 5820, top1_acc: 0.4111, top5_acc: 0.6932, loss_cls: 2.4398, loss: 2.4398, grad_norm: 1.1546 2020-10-05 17:03:45,264 - mmaction - INFO - Epoch [71][100/297] lr: 3.306e-01, eta: 1 day, 6:11:43, time: 1.420, data_time: 0.004, memory: 5820, top1_acc: 0.4125, top5_acc: 0.6805, loss_cls: 2.4618, loss: 2.4618, grad_norm: 1.1417 2020-10-05 17:04:15,524 - mmaction - INFO - Epoch [71][120/297] lr: 3.306e-01, eta: 1 day, 6:10:39, time: 1.510, data_time: 0.011, memory: 5820, top1_acc: 0.4082, top5_acc: 0.6902, loss_cls: 2.4385, loss: 2.4385, grad_norm: 1.1646 2020-10-05 17:04:46,244 - mmaction - INFO - Epoch [71][140/297] lr: 3.306e-01, eta: 1 day, 6:09:37, time: 1.537, data_time: 0.014, memory: 5820, top1_acc: 0.4057, top5_acc: 0.6672, loss_cls: 2.5133, loss: 2.5133, grad_norm: 1.1416 2020-10-05 17:05:15,158 - mmaction - INFO - Epoch [71][160/297] lr: 3.306e-01, eta: 1 day, 6:08:30, time: 1.451, data_time: 0.010, memory: 5820, top1_acc: 0.4000, top5_acc: 0.6703, loss_cls: 2.5092, loss: 2.5092, grad_norm: 1.1469 2020-10-05 17:05:45,587 - mmaction - INFO - Epoch [71][180/297] lr: 3.306e-01, eta: 1 day, 6:07:27, time: 1.521, data_time: 0.007, memory: 5820, top1_acc: 0.4062, top5_acc: 0.6826, loss_cls: 2.4682, loss: 2.4682, grad_norm: 1.1505 2020-10-05 17:06:15,400 - mmaction - INFO - Epoch [71][200/297] lr: 3.306e-01, eta: 1 day, 6:06:23, time: 1.492, data_time: 0.006, memory: 5820, top1_acc: 0.3893, top5_acc: 0.6668, loss_cls: 2.5296, loss: 2.5296, grad_norm: 1.1537 2020-10-05 17:06:46,308 - mmaction - INFO - Epoch [71][220/297] lr: 3.306e-01, eta: 1 day, 6:05:21, time: 1.544, data_time: 0.005, memory: 5820, top1_acc: 0.3986, top5_acc: 0.6572, loss_cls: 2.5595, loss: 2.5595, grad_norm: 1.1340 2020-10-05 17:07:17,748 - mmaction - INFO - Epoch [71][240/297] lr: 3.306e-01, eta: 1 day, 6:04:21, time: 1.570, data_time: 0.007, memory: 5820, top1_acc: 0.4000, top5_acc: 0.6721, loss_cls: 2.5120, loss: 2.5120, grad_norm: 1.1331 2020-10-05 17:07:48,302 - mmaction - INFO - Epoch [71][260/297] lr: 3.306e-01, eta: 1 day, 6:03:18, time: 1.526, data_time: 0.010, memory: 5820, top1_acc: 0.3922, top5_acc: 0.6650, loss_cls: 2.5473, loss: 2.5473, grad_norm: 1.1686 2020-10-05 17:08:17,950 - mmaction - INFO - Epoch [71][280/297] lr: 3.306e-01, eta: 1 day, 6:02:14, time: 1.487, data_time: 0.011, memory: 5820, top1_acc: 0.3861, top5_acc: 0.6551, loss_cls: 2.5624, loss: 2.5624, grad_norm: 1.1281 2020-10-05 17:12:01,136 - mmaction - INFO - Epoch [72][20/297] lr: 3.288e-01, eta: 1 day, 6:06:22, time: 9.811, data_time: 6.211, memory: 5820, top1_acc: 0.4166, top5_acc: 0.6930, loss_cls: 2.4112, loss: 2.4112, grad_norm: 1.1422 2020-10-05 17:12:32,420 - mmaction - INFO - Epoch [72][40/297] lr: 3.288e-01, eta: 1 day, 6:05:22, time: 1.564, data_time: 0.014, memory: 5820, top1_acc: 0.4021, top5_acc: 0.6809, loss_cls: 2.4762, loss: 2.4762, grad_norm: 1.1572 2020-10-05 17:13:01,664 - mmaction - INFO - Epoch [72][60/297] lr: 3.288e-01, eta: 1 day, 6:04:16, time: 1.462, data_time: 0.007, memory: 5820, top1_acc: 0.4078, top5_acc: 0.6750, loss_cls: 2.5033, loss: 2.5033, grad_norm: 1.1848 2020-10-05 17:13:32,586 - mmaction - INFO - Epoch [72][80/297] lr: 3.288e-01, eta: 1 day, 6:03:14, time: 1.548, data_time: 0.011, memory: 5820, top1_acc: 0.4029, top5_acc: 0.6801, loss_cls: 2.4710, loss: 2.4710, grad_norm: 1.1594 2020-10-05 17:14:02,864 - mmaction - INFO - Epoch [72][100/297] lr: 3.288e-01, eta: 1 day, 6:02:11, time: 1.514, data_time: 0.009, memory: 5820, top1_acc: 0.4053, top5_acc: 0.6754, loss_cls: 2.4780, loss: 2.4780, grad_norm: 1.1520 2020-10-05 17:14:33,850 - mmaction - INFO - Epoch [72][120/297] lr: 3.288e-01, eta: 1 day, 6:01:10, time: 1.548, data_time: 0.009, memory: 5820, top1_acc: 0.4031, top5_acc: 0.6814, loss_cls: 2.4818, loss: 2.4818, grad_norm: 1.1573 2020-10-05 17:15:03,828 - mmaction - INFO - Epoch [72][140/297] lr: 3.288e-01, eta: 1 day, 6:00:06, time: 1.501, data_time: 0.009, memory: 5820, top1_acc: 0.4039, top5_acc: 0.6797, loss_cls: 2.4671, loss: 2.4671, grad_norm: 1.1217 2020-10-05 17:15:32,506 - mmaction - INFO - Epoch [72][160/297] lr: 3.288e-01, eta: 1 day, 5:58:59, time: 1.432, data_time: 0.005, memory: 5820, top1_acc: 0.3953, top5_acc: 0.6668, loss_cls: 2.5128, loss: 2.5128, grad_norm: 1.1767 2020-10-05 17:16:02,592 - mmaction - INFO - Epoch [72][180/297] lr: 3.288e-01, eta: 1 day, 5:57:55, time: 1.505, data_time: 0.004, memory: 5820, top1_acc: 0.4027, top5_acc: 0.6799, loss_cls: 2.5149, loss: 2.5149, grad_norm: 1.1724 2020-10-05 17:16:32,751 - mmaction - INFO - Epoch [72][200/297] lr: 3.288e-01, eta: 1 day, 5:56:52, time: 1.510, data_time: 0.010, memory: 5820, top1_acc: 0.4025, top5_acc: 0.6795, loss_cls: 2.5060, loss: 2.5060, grad_norm: 1.1568 2020-10-05 17:17:03,076 - mmaction - INFO - Epoch [72][220/297] lr: 3.288e-01, eta: 1 day, 5:55:50, time: 1.515, data_time: 0.007, memory: 5820, top1_acc: 0.4123, top5_acc: 0.6768, loss_cls: 2.4681, loss: 2.4681, grad_norm: 1.1326 2020-10-05 17:17:34,044 - mmaction - INFO - Epoch [72][240/297] lr: 3.288e-01, eta: 1 day, 5:54:49, time: 1.550, data_time: 0.009, memory: 5820, top1_acc: 0.4080, top5_acc: 0.6719, loss_cls: 2.4857, loss: 2.4857, grad_norm: 1.1430 2020-10-05 17:18:04,035 - mmaction - INFO - Epoch [72][260/297] lr: 3.288e-01, eta: 1 day, 5:53:45, time: 1.498, data_time: 0.006, memory: 5820, top1_acc: 0.4074, top5_acc: 0.6832, loss_cls: 2.4804, loss: 2.4804, grad_norm: 1.1401 2020-10-05 17:18:35,337 - mmaction - INFO - Epoch [72][280/297] lr: 3.288e-01, eta: 1 day, 5:52:45, time: 1.558, data_time: 0.010, memory: 5820, top1_acc: 0.4055, top5_acc: 0.6748, loss_cls: 2.4838, loss: 2.4838, grad_norm: 1.1349 2020-10-05 17:19:00,193 - mmaction - INFO - Saving checkpoint at 72 epochs 2020-10-05 17:22:20,539 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-05 17:22:20,806 - mmaction - INFO - top1_acc 0.4787 top5_acc 0.7573 2020-10-05 17:22:20,806 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-05 17:22:20,860 - mmaction - INFO - mean_acc 0.4788 2020-10-05 17:22:20,860 - mmaction - INFO - Now best checkpoint is epoch_72.pth 2020-10-05 17:22:20,875 - mmaction - INFO - Epoch(val) [72][297] top1_acc: 0.4787, top5_acc: 0.7573, mean_class_accuracy: 0.4788 2020-10-05 17:25:30,057 - mmaction - INFO - Epoch [73][20/297] lr: 3.269e-01, eta: 1 day, 5:56:29, time: 9.454, data_time: 5.255, memory: 5820, top1_acc: 0.4166, top5_acc: 0.6842, loss_cls: 2.4253, loss: 2.4253, grad_norm: 1.1538 2020-10-05 17:26:01,265 - mmaction - INFO - Epoch [73][40/297] lr: 3.269e-01, eta: 1 day, 5:55:29, time: 1.564, data_time: 0.011, memory: 5820, top1_acc: 0.4068, top5_acc: 0.6814, loss_cls: 2.4427, loss: 2.4427, grad_norm: 1.1626 2020-10-05 17:26:30,137 - mmaction - INFO - Epoch [73][60/297] lr: 3.269e-01, eta: 1 day, 5:54:22, time: 1.441, data_time: 0.004, memory: 5820, top1_acc: 0.4080, top5_acc: 0.6768, loss_cls: 2.4761, loss: 2.4761, grad_norm: 1.1653 2020-10-05 17:27:00,656 - mmaction - INFO - Epoch [73][80/297] lr: 3.269e-01, eta: 1 day, 5:53:20, time: 1.528, data_time: 0.010, memory: 5820, top1_acc: 0.4092, top5_acc: 0.6830, loss_cls: 2.4440, loss: 2.4440, grad_norm: 1.1526 2020-10-05 17:27:31,240 - mmaction - INFO - Epoch [73][100/297] lr: 3.269e-01, eta: 1 day, 5:52:18, time: 1.530, data_time: 0.006, memory: 5820, top1_acc: 0.3979, top5_acc: 0.6721, loss_cls: 2.5236, loss: 2.5236, grad_norm: 1.1398 2020-10-05 17:27:59,822 - mmaction - INFO - Epoch [73][120/297] lr: 3.269e-01, eta: 1 day, 5:51:11, time: 1.428, data_time: 0.005, memory: 5820, top1_acc: 0.4061, top5_acc: 0.6723, loss_cls: 2.5079, loss: 2.5079, grad_norm: 1.1466 2020-10-05 17:28:31,132 - mmaction - INFO - Epoch [73][140/297] lr: 3.269e-01, eta: 1 day, 5:50:11, time: 1.567, data_time: 0.008, memory: 5820, top1_acc: 0.3967, top5_acc: 0.6723, loss_cls: 2.5281, loss: 2.5281, grad_norm: 1.1583 2020-10-05 17:29:00,058 - mmaction - INFO - Epoch [73][160/297] lr: 3.269e-01, eta: 1 day, 5:49:05, time: 1.445, data_time: 0.005, memory: 5820, top1_acc: 0.4199, top5_acc: 0.6896, loss_cls: 2.4125, loss: 2.4125, grad_norm: 1.1500 2020-10-05 17:29:29,404 - mmaction - INFO - Epoch [73][180/297] lr: 3.269e-01, eta: 1 day, 5:48:00, time: 1.467, data_time: 0.009, memory: 5820, top1_acc: 0.4078, top5_acc: 0.6715, loss_cls: 2.5159, loss: 2.5159, grad_norm: 1.1546 2020-10-05 17:30:00,763 - mmaction - INFO - Epoch [73][200/297] lr: 3.269e-01, eta: 1 day, 5:47:01, time: 1.569, data_time: 0.009, memory: 5820, top1_acc: 0.3854, top5_acc: 0.6592, loss_cls: 2.5521, loss: 2.5521, grad_norm: 1.1719 2020-10-05 17:30:31,376 - mmaction - INFO - Epoch [73][220/297] lr: 3.269e-01, eta: 1 day, 5:45:59, time: 1.531, data_time: 0.007, memory: 5820, top1_acc: 0.3934, top5_acc: 0.6607, loss_cls: 2.5406, loss: 2.5406, grad_norm: 1.1494 2020-10-05 17:31:01,652 - mmaction - INFO - Epoch [73][240/297] lr: 3.269e-01, eta: 1 day, 5:44:57, time: 1.508, data_time: 0.008, memory: 5820, top1_acc: 0.4102, top5_acc: 0.6781, loss_cls: 2.4805, loss: 2.4805, grad_norm: 1.1359 2020-10-05 17:31:30,887 - mmaction - INFO - Epoch [73][260/297] lr: 3.269e-01, eta: 1 day, 5:43:52, time: 1.467, data_time: 0.013, memory: 5820, top1_acc: 0.4195, top5_acc: 0.6826, loss_cls: 2.4411, loss: 2.4411, grad_norm: 1.1461 2020-10-05 17:32:01,417 - mmaction - INFO - Epoch [73][280/297] lr: 3.269e-01, eta: 1 day, 5:42:51, time: 1.525, data_time: 0.004, memory: 5820, top1_acc: 0.4152, top5_acc: 0.6789, loss_cls: 2.4499, loss: 2.4499, grad_norm: 1.1320 2020-10-05 17:35:40,695 - mmaction - INFO - Epoch [74][20/297] lr: 3.250e-01, eta: 1 day, 5:46:40, time: 9.672, data_time: 4.869, memory: 5820, top1_acc: 0.4121, top5_acc: 0.6875, loss_cls: 2.4407, loss: 2.4407, grad_norm: 1.1663 2020-10-05 17:36:10,845 - mmaction - INFO - Epoch [74][40/297] lr: 3.250e-01, eta: 1 day, 5:45:39, time: 1.544, data_time: 0.047, memory: 5820, top1_acc: 0.4092, top5_acc: 0.6906, loss_cls: 2.4188, loss: 2.4188, grad_norm: 1.1720 2020-10-05 17:36:41,141 - mmaction - INFO - Epoch [74][60/297] lr: 3.250e-01, eta: 1 day, 5:44:37, time: 1.518, data_time: 0.006, memory: 5820, top1_acc: 0.4053, top5_acc: 0.6744, loss_cls: 2.4722, loss: 2.4722, grad_norm: 1.1583 2020-10-05 17:37:10,292 - mmaction - INFO - Epoch [74][80/297] lr: 3.250e-01, eta: 1 day, 5:43:32, time: 1.456, data_time: 0.007, memory: 5820, top1_acc: 0.4172, top5_acc: 0.6795, loss_cls: 2.4415, loss: 2.4415, grad_norm: 1.1465 2020-10-05 17:37:41,145 - mmaction - INFO - Epoch [74][100/297] lr: 3.250e-01, eta: 1 day, 5:42:31, time: 1.541, data_time: 0.007, memory: 5820, top1_acc: 0.4078, top5_acc: 0.6771, loss_cls: 2.4670, loss: 2.4670, grad_norm: 1.1871 2020-10-05 17:38:09,891 - mmaction - INFO - Epoch [74][120/297] lr: 3.250e-01, eta: 1 day, 5:41:25, time: 1.440, data_time: 0.010, memory: 5820, top1_acc: 0.3918, top5_acc: 0.6662, loss_cls: 2.5270, loss: 2.5270, grad_norm: 1.1468 2020-10-05 17:38:40,171 - mmaction - INFO - Epoch [74][140/297] lr: 3.250e-01, eta: 1 day, 5:40:23, time: 1.513, data_time: 0.007, memory: 5820, top1_acc: 0.4061, top5_acc: 0.6820, loss_cls: 2.4592, loss: 2.4592, grad_norm: 1.1450 2020-10-05 17:39:09,645 - mmaction - INFO - Epoch [74][160/297] lr: 3.250e-01, eta: 1 day, 5:39:19, time: 1.474, data_time: 0.007, memory: 5820, top1_acc: 0.3936, top5_acc: 0.6725, loss_cls: 2.5188, loss: 2.5188, grad_norm: 1.1717 2020-10-05 17:39:40,163 - mmaction - INFO - Epoch [74][180/297] lr: 3.250e-01, eta: 1 day, 5:38:17, time: 1.523, data_time: 0.009, memory: 5820, top1_acc: 0.4072, top5_acc: 0.6891, loss_cls: 2.4422, loss: 2.4422, grad_norm: 1.1838 2020-10-05 17:40:11,011 - mmaction - INFO - Epoch [74][200/297] lr: 3.250e-01, eta: 1 day, 5:37:17, time: 1.546, data_time: 0.009, memory: 5820, top1_acc: 0.4113, top5_acc: 0.6777, loss_cls: 2.4866, loss: 2.4866, grad_norm: 1.1688 2020-10-05 17:40:39,713 - mmaction - INFO - Epoch [74][220/297] lr: 3.250e-01, eta: 1 day, 5:36:11, time: 1.434, data_time: 0.005, memory: 5820, top1_acc: 0.4078, top5_acc: 0.6803, loss_cls: 2.4744, loss: 2.4744, grad_norm: 1.1659 2020-10-05 17:41:09,640 - mmaction - INFO - Epoch [74][240/297] lr: 3.250e-01, eta: 1 day, 5:35:08, time: 1.496, data_time: 0.008, memory: 5820, top1_acc: 0.4045, top5_acc: 0.6699, loss_cls: 2.5017, loss: 2.5017, grad_norm: 1.1708 2020-10-05 17:41:40,554 - mmaction - INFO - Epoch [74][260/297] lr: 3.250e-01, eta: 1 day, 5:34:08, time: 1.544, data_time: 0.009, memory: 5820, top1_acc: 0.3988, top5_acc: 0.6846, loss_cls: 2.4796, loss: 2.4796, grad_norm: 1.1427 2020-10-05 17:42:09,534 - mmaction - INFO - Epoch [74][280/297] lr: 3.250e-01, eta: 1 day, 5:33:03, time: 1.452, data_time: 0.006, memory: 5820, top1_acc: 0.3957, top5_acc: 0.6623, loss_cls: 2.5231, loss: 2.5231, grad_norm: 1.1613 2020-10-05 17:46:03,082 - mmaction - INFO - Epoch [75][20/297] lr: 3.230e-01, eta: 1 day, 5:37:23, time: 10.418, data_time: 5.919, memory: 5820, top1_acc: 0.4129, top5_acc: 0.6926, loss_cls: 2.4150, loss: 2.4150, grad_norm: 1.1500 2020-10-05 17:46:33,473 - mmaction - INFO - Epoch [75][40/297] lr: 3.230e-01, eta: 1 day, 5:36:22, time: 1.521, data_time: 0.011, memory: 5820, top1_acc: 0.4129, top5_acc: 0.6918, loss_cls: 2.4171, loss: 2.4171, grad_norm: 1.1645 2020-10-05 17:47:02,130 - mmaction - INFO - Epoch [75][60/297] lr: 3.230e-01, eta: 1 day, 5:35:16, time: 1.433, data_time: 0.007, memory: 5820, top1_acc: 0.4006, top5_acc: 0.6865, loss_cls: 2.4760, loss: 2.4760, grad_norm: 1.1863 2020-10-05 17:47:32,778 - mmaction - INFO - Epoch [75][80/297] lr: 3.230e-01, eta: 1 day, 5:34:15, time: 1.531, data_time: 0.006, memory: 5820, top1_acc: 0.4291, top5_acc: 0.6887, loss_cls: 2.4314, loss: 2.4314, grad_norm: 1.1260 2020-10-05 17:48:03,346 - mmaction - INFO - Epoch [75][100/297] lr: 3.230e-01, eta: 1 day, 5:33:13, time: 1.526, data_time: 0.007, memory: 5820, top1_acc: 0.4068, top5_acc: 0.6811, loss_cls: 2.4741, loss: 2.4741, grad_norm: 1.1754 2020-10-05 17:48:34,195 - mmaction - INFO - Epoch [75][120/297] lr: 3.230e-01, eta: 1 day, 5:32:13, time: 1.545, data_time: 0.010, memory: 5820, top1_acc: 0.4070, top5_acc: 0.6793, loss_cls: 2.4851, loss: 2.4851, grad_norm: 1.1440 2020-10-05 17:49:03,835 - mmaction - INFO - Epoch [75][140/297] lr: 3.230e-01, eta: 1 day, 5:31:10, time: 1.481, data_time: 0.004, memory: 5820, top1_acc: 0.3934, top5_acc: 0.6730, loss_cls: 2.5087, loss: 2.5087, grad_norm: 1.1602 2020-10-05 17:49:32,838 - mmaction - INFO - Epoch [75][160/297] lr: 3.230e-01, eta: 1 day, 5:30:05, time: 1.449, data_time: 0.008, memory: 5820, top1_acc: 0.4113, top5_acc: 0.6766, loss_cls: 2.4912, loss: 2.4912, grad_norm: 1.1372 2020-10-05 17:50:03,086 - mmaction - INFO - Epoch [75][180/297] lr: 3.230e-01, eta: 1 day, 5:29:03, time: 1.512, data_time: 0.009, memory: 5820, top1_acc: 0.4072, top5_acc: 0.6871, loss_cls: 2.4475, loss: 2.4475, grad_norm: 1.1711 2020-10-05 17:50:31,129 - mmaction - INFO - Epoch [75][200/297] lr: 3.230e-01, eta: 1 day, 5:27:56, time: 1.403, data_time: 0.009, memory: 5820, top1_acc: 0.4074, top5_acc: 0.6768, loss_cls: 2.4766, loss: 2.4766, grad_norm: 1.1770 2020-10-05 17:51:02,679 - mmaction - INFO - Epoch [75][220/297] lr: 3.230e-01, eta: 1 day, 5:26:58, time: 1.578, data_time: 0.008, memory: 5820, top1_acc: 0.3996, top5_acc: 0.6703, loss_cls: 2.5120, loss: 2.5120, grad_norm: 1.1823 2020-10-05 17:51:31,656 - mmaction - INFO - Epoch [75][240/297] lr: 3.230e-01, eta: 1 day, 5:25:53, time: 1.448, data_time: 0.009, memory: 5820, top1_acc: 0.4020, top5_acc: 0.6744, loss_cls: 2.5073, loss: 2.5073, grad_norm: 1.1389 2020-10-05 17:52:01,500 - mmaction - INFO - Epoch [75][260/297] lr: 3.230e-01, eta: 1 day, 5:24:51, time: 1.491, data_time: 0.011, memory: 5820, top1_acc: 0.4043, top5_acc: 0.6701, loss_cls: 2.4960, loss: 2.4960, grad_norm: 1.1595 2020-10-05 17:52:31,940 - mmaction - INFO - Epoch [75][280/297] lr: 3.230e-01, eta: 1 day, 5:23:50, time: 1.524, data_time: 0.009, memory: 5820, top1_acc: 0.4092, top5_acc: 0.6785, loss_cls: 2.5011, loss: 2.5011, grad_norm: 1.1583 2020-10-05 17:56:09,859 - mmaction - INFO - Epoch [76][20/297] lr: 3.211e-01, eta: 1 day, 5:27:25, time: 9.620, data_time: 5.662, memory: 5820, top1_acc: 0.4211, top5_acc: 0.6861, loss_cls: 2.4176, loss: 2.4176, grad_norm: 1.1413 2020-10-05 17:56:40,966 - mmaction - INFO - Epoch [76][40/297] lr: 3.211e-01, eta: 1 day, 5:26:26, time: 1.557, data_time: 0.010, memory: 5820, top1_acc: 0.4111, top5_acc: 0.6768, loss_cls: 2.4835, loss: 2.4835, grad_norm: 1.1527 2020-10-05 17:57:09,439 - mmaction - INFO - Epoch [76][60/297] lr: 3.211e-01, eta: 1 day, 5:25:20, time: 1.414, data_time: 0.005, memory: 5820, top1_acc: 0.4225, top5_acc: 0.6838, loss_cls: 2.4363, loss: 2.4363, grad_norm: 1.1532 2020-10-05 17:57:40,733 - mmaction - INFO - Epoch [76][80/297] lr: 3.211e-01, eta: 1 day, 5:24:21, time: 1.571, data_time: 0.016, memory: 5820, top1_acc: 0.4307, top5_acc: 0.7027, loss_cls: 2.3602, loss: 2.3602, grad_norm: 1.1450 2020-10-05 17:58:11,441 - mmaction - INFO - Epoch [76][100/297] lr: 3.211e-01, eta: 1 day, 5:23:20, time: 1.537, data_time: 0.011, memory: 5820, top1_acc: 0.4104, top5_acc: 0.6844, loss_cls: 2.4456, loss: 2.4456, grad_norm: 1.1703 2020-10-05 17:58:40,138 - mmaction - INFO - Epoch [76][120/297] lr: 3.211e-01, eta: 1 day, 5:22:15, time: 1.433, data_time: 0.004, memory: 5820, top1_acc: 0.4232, top5_acc: 0.6793, loss_cls: 2.4460, loss: 2.4460, grad_norm: 1.1480 2020-10-05 17:59:10,895 - mmaction - INFO - Epoch [76][140/297] lr: 3.211e-01, eta: 1 day, 5:21:15, time: 1.542, data_time: 0.012, memory: 5820, top1_acc: 0.4014, top5_acc: 0.6801, loss_cls: 2.4841, loss: 2.4841, grad_norm: 1.1846 2020-10-05 17:59:41,718 - mmaction - INFO - Epoch [76][160/297] lr: 3.211e-01, eta: 1 day, 5:20:15, time: 1.541, data_time: 0.006, memory: 5820, top1_acc: 0.4037, top5_acc: 0.6797, loss_cls: 2.4761, loss: 2.4761, grad_norm: 1.1868 2020-10-05 18:00:11,807 - mmaction - INFO - Epoch [76][180/297] lr: 3.211e-01, eta: 1 day, 5:19:13, time: 1.488, data_time: 0.005, memory: 5820, top1_acc: 0.4102, top5_acc: 0.6701, loss_cls: 2.4857, loss: 2.4857, grad_norm: 1.1641 2020-10-05 18:00:43,926 - mmaction - INFO - Epoch [76][200/297] lr: 3.211e-01, eta: 1 day, 5:18:17, time: 1.616, data_time: 0.230, memory: 5820, top1_acc: 0.4074, top5_acc: 0.6734, loss_cls: 2.4799, loss: 2.4799, grad_norm: 1.1732 2020-10-05 18:01:15,219 - mmaction - INFO - Epoch [76][220/297] lr: 3.211e-01, eta: 1 day, 5:17:18, time: 1.569, data_time: 0.027, memory: 5820, top1_acc: 0.4057, top5_acc: 0.6775, loss_cls: 2.4999, loss: 2.4999, grad_norm: 1.1661 2020-10-05 18:01:43,510 - mmaction - INFO - Epoch [76][240/297] lr: 3.211e-01, eta: 1 day, 5:16:12, time: 1.412, data_time: 0.011, memory: 5820, top1_acc: 0.4100, top5_acc: 0.6787, loss_cls: 2.4780, loss: 2.4780, grad_norm: 1.1647 2020-10-05 18:02:13,999 - mmaction - INFO - Epoch [76][260/297] lr: 3.211e-01, eta: 1 day, 5:15:12, time: 1.528, data_time: 0.012, memory: 5820, top1_acc: 0.4020, top5_acc: 0.6787, loss_cls: 2.4831, loss: 2.4831, grad_norm: 1.1629 2020-10-05 18:02:45,463 - mmaction - INFO - Epoch [76][280/297] lr: 3.211e-01, eta: 1 day, 5:14:14, time: 1.571, data_time: 0.005, memory: 5820, top1_acc: 0.4084, top5_acc: 0.6779, loss_cls: 2.4685, loss: 2.4685, grad_norm: 1.1400 2020-10-05 18:06:11,562 - mmaction - INFO - Epoch [77][20/297] lr: 3.191e-01, eta: 1 day, 5:17:10, time: 8.906, data_time: 5.488, memory: 5820, top1_acc: 0.4127, top5_acc: 0.6930, loss_cls: 2.4326, loss: 2.4326, grad_norm: 1.1566 2020-10-05 18:06:40,749 - mmaction - INFO - Epoch [77][40/297] lr: 3.191e-01, eta: 1 day, 5:16:06, time: 1.458, data_time: 0.007, memory: 5820, top1_acc: 0.3936, top5_acc: 0.6723, loss_cls: 2.5143, loss: 2.5143, grad_norm: 1.2092 2020-10-05 18:07:10,707 - mmaction - INFO - Epoch [77][60/297] lr: 3.191e-01, eta: 1 day, 5:15:04, time: 1.501, data_time: 0.011, memory: 5820, top1_acc: 0.4154, top5_acc: 0.6857, loss_cls: 2.4210, loss: 2.4210, grad_norm: 1.1557 2020-10-05 18:07:40,730 - mmaction - INFO - Epoch [77][80/297] lr: 3.191e-01, eta: 1 day, 5:14:03, time: 1.502, data_time: 0.007, memory: 5820, top1_acc: 0.4145, top5_acc: 0.6852, loss_cls: 2.4574, loss: 2.4574, grad_norm: 1.1851 2020-10-05 18:08:11,004 - mmaction - INFO - Epoch [77][100/297] lr: 3.191e-01, eta: 1 day, 5:13:02, time: 1.513, data_time: 0.007, memory: 5820, top1_acc: 0.4061, top5_acc: 0.6850, loss_cls: 2.4703, loss: 2.4703, grad_norm: 1.1449 2020-10-05 18:08:41,205 - mmaction - INFO - Epoch [77][120/297] lr: 3.191e-01, eta: 1 day, 5:12:01, time: 1.509, data_time: 0.007, memory: 5820, top1_acc: 0.4072, top5_acc: 0.6775, loss_cls: 2.4739, loss: 2.4739, grad_norm: 1.1495 2020-10-05 18:09:11,556 - mmaction - INFO - Epoch [77][140/297] lr: 3.191e-01, eta: 1 day, 5:10:59, time: 1.508, data_time: 0.008, memory: 5820, top1_acc: 0.4146, top5_acc: 0.6836, loss_cls: 2.4397, loss: 2.4397, grad_norm: 1.1476 2020-10-05 18:09:42,782 - mmaction - INFO - Epoch [77][160/297] lr: 3.191e-01, eta: 1 day, 5:10:01, time: 1.567, data_time: 0.018, memory: 5820, top1_acc: 0.4158, top5_acc: 0.6859, loss_cls: 2.4411, loss: 2.4411, grad_norm: 1.1543 2020-10-05 18:10:12,157 - mmaction - INFO - Epoch [77][180/297] lr: 3.191e-01, eta: 1 day, 5:08:58, time: 1.472, data_time: 0.007, memory: 5820, top1_acc: 0.4143, top5_acc: 0.6818, loss_cls: 2.4448, loss: 2.4448, grad_norm: 1.1561 2020-10-05 18:10:41,886 - mmaction - INFO - Epoch [77][200/297] lr: 3.191e-01, eta: 1 day, 5:07:56, time: 1.484, data_time: 0.007, memory: 5820, top1_acc: 0.4094, top5_acc: 0.6756, loss_cls: 2.4730, loss: 2.4730, grad_norm: 1.1502 2020-10-05 18:11:09,728 - mmaction - INFO - Epoch [77][220/297] lr: 3.191e-01, eta: 1 day, 5:06:50, time: 1.395, data_time: 0.010, memory: 5820, top1_acc: 0.4168, top5_acc: 0.6879, loss_cls: 2.4355, loss: 2.4355, grad_norm: 1.1405 2020-10-05 18:11:39,778 - mmaction - INFO - Epoch [77][240/297] lr: 3.191e-01, eta: 1 day, 5:05:49, time: 1.501, data_time: 0.007, memory: 5820, top1_acc: 0.4098, top5_acc: 0.6859, loss_cls: 2.4395, loss: 2.4395, grad_norm: 1.1662 2020-10-05 18:12:10,936 - mmaction - INFO - Epoch [77][260/297] lr: 3.191e-01, eta: 1 day, 5:04:51, time: 1.559, data_time: 0.009, memory: 5820, top1_acc: 0.4127, top5_acc: 0.6912, loss_cls: 2.4400, loss: 2.4400, grad_norm: 1.1703 2020-10-05 18:12:41,265 - mmaction - INFO - Epoch [77][280/297] lr: 3.191e-01, eta: 1 day, 5:03:50, time: 1.517, data_time: 0.005, memory: 5820, top1_acc: 0.4104, top5_acc: 0.6643, loss_cls: 2.4870, loss: 2.4870, grad_norm: 1.1645 2020-10-05 18:16:25,505 - mmaction - INFO - Epoch [78][20/297] lr: 3.172e-01, eta: 1 day, 5:07:28, time: 9.888, data_time: 5.598, memory: 5820, top1_acc: 0.4125, top5_acc: 0.6816, loss_cls: 2.4366, loss: 2.4366, grad_norm: 1.1659 2020-10-05 18:16:56,255 - mmaction - INFO - Epoch [78][40/297] lr: 3.172e-01, eta: 1 day, 5:06:28, time: 1.542, data_time: 0.012, memory: 5820, top1_acc: 0.4100, top5_acc: 0.6857, loss_cls: 2.4395, loss: 2.4395, grad_norm: 1.1696 2020-10-05 18:17:24,911 - mmaction - INFO - Epoch [78][60/297] lr: 3.172e-01, eta: 1 day, 5:05:24, time: 1.432, data_time: 0.004, memory: 5820, top1_acc: 0.4129, top5_acc: 0.6873, loss_cls: 2.4496, loss: 2.4496, grad_norm: 1.1812 2020-10-05 18:17:54,838 - mmaction - INFO - Epoch [78][80/297] lr: 3.172e-01, eta: 1 day, 5:04:22, time: 1.497, data_time: 0.008, memory: 5820, top1_acc: 0.4133, top5_acc: 0.6871, loss_cls: 2.4439, loss: 2.4439, grad_norm: 1.1683 2020-10-05 18:18:25,334 - mmaction - INFO - Epoch [78][100/297] lr: 3.172e-01, eta: 1 day, 5:03:22, time: 1.526, data_time: 0.009, memory: 5820, top1_acc: 0.4191, top5_acc: 0.6910, loss_cls: 2.4200, loss: 2.4200, grad_norm: 1.1746 2020-10-05 18:18:55,095 - mmaction - INFO - Epoch [78][120/297] lr: 3.172e-01, eta: 1 day, 5:02:20, time: 1.484, data_time: 0.004, memory: 5820, top1_acc: 0.4119, top5_acc: 0.6801, loss_cls: 2.4760, loss: 2.4760, grad_norm: 1.1645 2020-10-05 18:19:23,907 - mmaction - INFO - Epoch [78][140/297] lr: 3.172e-01, eta: 1 day, 5:01:17, time: 1.444, data_time: 0.011, memory: 5820, top1_acc: 0.4139, top5_acc: 0.6850, loss_cls: 2.4412, loss: 2.4412, grad_norm: 1.1709 2020-10-05 18:19:54,563 - mmaction - INFO - Epoch [78][160/297] lr: 3.172e-01, eta: 1 day, 5:00:17, time: 1.532, data_time: 0.007, memory: 5820, top1_acc: 0.4105, top5_acc: 0.6762, loss_cls: 2.4669, loss: 2.4669, grad_norm: 1.1852 2020-10-05 18:20:24,730 - mmaction - INFO - Epoch [78][180/297] lr: 3.172e-01, eta: 1 day, 4:59:16, time: 1.508, data_time: 0.007, memory: 5820, top1_acc: 0.4152, top5_acc: 0.6779, loss_cls: 2.4458, loss: 2.4458, grad_norm: 1.1575 2020-10-05 18:20:53,288 - mmaction - INFO - Epoch [78][200/297] lr: 3.172e-01, eta: 1 day, 4:58:12, time: 1.427, data_time: 0.008, memory: 5820, top1_acc: 0.3977, top5_acc: 0.6775, loss_cls: 2.4674, loss: 2.4674, grad_norm: 1.1739 2020-10-05 18:21:24,102 - mmaction - INFO - Epoch [78][220/297] lr: 3.172e-01, eta: 1 day, 4:57:13, time: 1.534, data_time: 0.009, memory: 5820, top1_acc: 0.4199, top5_acc: 0.6871, loss_cls: 2.4541, loss: 2.4541, grad_norm: 1.1946 2020-10-05 18:21:55,561 - mmaction - INFO - Epoch [78][240/297] lr: 3.172e-01, eta: 1 day, 4:56:16, time: 1.580, data_time: 0.014, memory: 5820, top1_acc: 0.4168, top5_acc: 0.6779, loss_cls: 2.4663, loss: 2.4663, grad_norm: 1.1625 2020-10-05 18:22:23,879 - mmaction - INFO - Epoch [78][260/297] lr: 3.172e-01, eta: 1 day, 4:55:11, time: 1.415, data_time: 0.005, memory: 5820, top1_acc: 0.3988, top5_acc: 0.6869, loss_cls: 2.4637, loss: 2.4637, grad_norm: 1.1620 2020-10-05 18:22:52,853 - mmaction - INFO - Epoch [78][280/297] lr: 3.172e-01, eta: 1 day, 4:54:08, time: 1.449, data_time: 0.006, memory: 5820, top1_acc: 0.4232, top5_acc: 0.6939, loss_cls: 2.4119, loss: 2.4119, grad_norm: 1.1643 2020-10-05 18:26:41,810 - mmaction - INFO - Epoch [79][20/297] lr: 3.152e-01, eta: 1 day, 4:57:51, time: 10.137, data_time: 5.544, memory: 5820, top1_acc: 0.4119, top5_acc: 0.6898, loss_cls: 2.4523, loss: 2.4523, grad_norm: 1.1921 2020-10-05 18:27:11,588 - mmaction - INFO - Epoch [79][40/297] lr: 3.152e-01, eta: 1 day, 4:56:50, time: 1.489, data_time: 0.007, memory: 5820, top1_acc: 0.4229, top5_acc: 0.6824, loss_cls: 2.4388, loss: 2.4388, grad_norm: 1.1526 2020-10-05 18:27:41,308 - mmaction - INFO - Epoch [79][60/297] lr: 3.152e-01, eta: 1 day, 4:55:48, time: 1.486, data_time: 0.007, memory: 5820, top1_acc: 0.4082, top5_acc: 0.6760, loss_cls: 2.4727, loss: 2.4727, grad_norm: 1.1921 2020-10-05 18:28:11,408 - mmaction - INFO - Epoch [79][80/297] lr: 3.152e-01, eta: 1 day, 4:54:47, time: 1.503, data_time: 0.006, memory: 5820, top1_acc: 0.4104, top5_acc: 0.6738, loss_cls: 2.4703, loss: 2.4703, grad_norm: 1.1711 2020-10-05 18:28:42,331 - mmaction - INFO - Epoch [79][100/297] lr: 3.152e-01, eta: 1 day, 4:53:49, time: 1.548, data_time: 0.010, memory: 5820, top1_acc: 0.4170, top5_acc: 0.6875, loss_cls: 2.4093, loss: 2.4093, grad_norm: 1.1874 2020-10-05 18:29:11,336 - mmaction - INFO - Epoch [79][120/297] lr: 3.152e-01, eta: 1 day, 4:52:46, time: 1.451, data_time: 0.002, memory: 5820, top1_acc: 0.4094, top5_acc: 0.6811, loss_cls: 2.4684, loss: 2.4684, grad_norm: 1.1772 2020-10-05 18:29:41,261 - mmaction - INFO - Epoch [79][140/297] lr: 3.152e-01, eta: 1 day, 4:51:45, time: 1.496, data_time: 0.005, memory: 5820, top1_acc: 0.4143, top5_acc: 0.6818, loss_cls: 2.4461, loss: 2.4461, grad_norm: 1.1821 2020-10-05 18:30:10,952 - mmaction - INFO - Epoch [79][160/297] lr: 3.152e-01, eta: 1 day, 4:50:43, time: 1.483, data_time: 0.005, memory: 5820, top1_acc: 0.4133, top5_acc: 0.6873, loss_cls: 2.4406, loss: 2.4406, grad_norm: 1.1627 2020-10-05 18:30:41,876 - mmaction - INFO - Epoch [79][180/297] lr: 3.152e-01, eta: 1 day, 4:49:45, time: 1.547, data_time: 0.008, memory: 5820, top1_acc: 0.4104, top5_acc: 0.6746, loss_cls: 2.4768, loss: 2.4768, grad_norm: 1.1890 2020-10-05 18:31:11,846 - mmaction - INFO - Epoch [79][200/297] lr: 3.152e-01, eta: 1 day, 4:48:44, time: 1.496, data_time: 0.008, memory: 5820, top1_acc: 0.4238, top5_acc: 0.6875, loss_cls: 2.3997, loss: 2.3997, grad_norm: 1.1854 2020-10-05 18:31:40,226 - mmaction - INFO - Epoch [79][220/297] lr: 3.152e-01, eta: 1 day, 4:47:40, time: 1.417, data_time: 0.008, memory: 5820, top1_acc: 0.4129, top5_acc: 0.6879, loss_cls: 2.4352, loss: 2.4352, grad_norm: 1.1643 2020-10-05 18:32:10,414 - mmaction - INFO - Epoch [79][240/297] lr: 3.152e-01, eta: 1 day, 4:46:40, time: 1.506, data_time: 0.012, memory: 5820, top1_acc: 0.3943, top5_acc: 0.6828, loss_cls: 2.5048, loss: 2.5048, grad_norm: 1.1626 2020-10-05 18:32:41,408 - mmaction - INFO - Epoch [79][260/297] lr: 3.152e-01, eta: 1 day, 4:45:42, time: 1.558, data_time: 0.013, memory: 5820, top1_acc: 0.4203, top5_acc: 0.7014, loss_cls: 2.3950, loss: 2.3950, grad_norm: 1.1298 2020-10-05 18:33:09,890 - mmaction - INFO - Epoch [79][280/297] lr: 3.152e-01, eta: 1 day, 4:44:38, time: 1.420, data_time: 0.003, memory: 5820, top1_acc: 0.4035, top5_acc: 0.6832, loss_cls: 2.4507, loss: 2.4507, grad_norm: 1.1755 2020-10-05 18:37:00,415 - mmaction - INFO - Epoch [80][20/297] lr: 3.131e-01, eta: 1 day, 4:48:20, time: 10.233, data_time: 5.330, memory: 5820, top1_acc: 0.4271, top5_acc: 0.7025, loss_cls: 2.3426, loss: 2.3426, grad_norm: 1.1624 2020-10-05 18:37:34,677 - mmaction - INFO - Epoch [80][40/297] lr: 3.131e-01, eta: 1 day, 4:47:29, time: 1.713, data_time: 0.008, memory: 5820, top1_acc: 0.4143, top5_acc: 0.6900, loss_cls: 2.4094, loss: 2.4094, grad_norm: 1.1848 2020-10-05 18:38:00,409 - mmaction - INFO - Epoch [80][60/297] lr: 3.131e-01, eta: 1 day, 4:46:19, time: 1.287, data_time: 0.003, memory: 5820, top1_acc: 0.4127, top5_acc: 0.6869, loss_cls: 2.4301, loss: 2.4301, grad_norm: 1.2077 2020-10-05 18:38:30,408 - mmaction - INFO - Epoch [80][80/297] lr: 3.131e-01, eta: 1 day, 4:45:18, time: 1.498, data_time: 0.007, memory: 5820, top1_acc: 0.4133, top5_acc: 0.6859, loss_cls: 2.4187, loss: 2.4187, grad_norm: 1.1715 2020-10-05 18:39:02,605 - mmaction - INFO - Epoch [80][100/297] lr: 3.131e-01, eta: 1 day, 4:44:23, time: 1.611, data_time: 0.009, memory: 5820, top1_acc: 0.4236, top5_acc: 0.6816, loss_cls: 2.4390, loss: 2.4390, grad_norm: 1.1562 2020-10-05 18:39:31,027 - mmaction - INFO - Epoch [80][120/297] lr: 3.131e-01, eta: 1 day, 4:43:19, time: 1.418, data_time: 0.005, memory: 5820, top1_acc: 0.4176, top5_acc: 0.6916, loss_cls: 2.4153, loss: 2.4153, grad_norm: 1.2010 2020-10-05 18:40:00,138 - mmaction - INFO - Epoch [80][140/297] lr: 3.131e-01, eta: 1 day, 4:42:16, time: 1.457, data_time: 0.010, memory: 5820, top1_acc: 0.4201, top5_acc: 0.6771, loss_cls: 2.4398, loss: 2.4398, grad_norm: 1.1685 2020-10-05 18:40:31,531 - mmaction - INFO - Epoch [80][160/297] lr: 3.131e-01, eta: 1 day, 4:41:19, time: 1.563, data_time: 0.009, memory: 5820, top1_acc: 0.4275, top5_acc: 0.6883, loss_cls: 2.3952, loss: 2.3952, grad_norm: 1.1883 2020-10-05 18:41:00,951 - mmaction - INFO - Epoch [80][180/297] lr: 3.131e-01, eta: 1 day, 4:40:18, time: 1.479, data_time: 0.014, memory: 5820, top1_acc: 0.4184, top5_acc: 0.6836, loss_cls: 2.4232, loss: 2.4232, grad_norm: 1.1864 2020-10-05 18:41:31,974 - mmaction - INFO - Epoch [80][200/297] lr: 3.131e-01, eta: 1 day, 4:39:20, time: 1.552, data_time: 0.007, memory: 5820, top1_acc: 0.4115, top5_acc: 0.6736, loss_cls: 2.4695, loss: 2.4695, grad_norm: 1.1886 2020-10-05 18:42:02,405 - mmaction - INFO - Epoch [80][220/297] lr: 3.131e-01, eta: 1 day, 4:38:21, time: 1.521, data_time: 0.007, memory: 5820, top1_acc: 0.4100, top5_acc: 0.6758, loss_cls: 2.4506, loss: 2.4506, grad_norm: 1.1757 2020-10-05 18:42:30,101 - mmaction - INFO - Epoch [80][240/297] lr: 3.131e-01, eta: 1 day, 4:37:15, time: 1.382, data_time: 0.008, memory: 5820, top1_acc: 0.4096, top5_acc: 0.6770, loss_cls: 2.4969, loss: 2.4969, grad_norm: 1.1430 2020-10-05 18:43:01,660 - mmaction - INFO - Epoch [80][260/297] lr: 3.131e-01, eta: 1 day, 4:36:19, time: 1.580, data_time: 0.011, memory: 5820, top1_acc: 0.4105, top5_acc: 0.6895, loss_cls: 2.4330, loss: 2.4330, grad_norm: 1.2012 2020-10-05 18:43:30,703 - mmaction - INFO - Epoch [80][280/297] lr: 3.131e-01, eta: 1 day, 4:35:17, time: 1.452, data_time: 0.007, memory: 5820, top1_acc: 0.4092, top5_acc: 0.6742, loss_cls: 2.4829, loss: 2.4829, grad_norm: 1.2000 2020-10-05 18:43:57,677 - mmaction - INFO - Saving checkpoint at 80 epochs 2020-10-05 18:46:59,148 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-05 18:46:59,385 - mmaction - INFO - top1_acc 0.4675 top5_acc 0.7493 2020-10-05 18:46:59,385 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-05 18:46:59,405 - mmaction - INFO - mean_acc 0.4675 2020-10-05 18:46:59,406 - mmaction - INFO - Epoch(val) [80][297] top1_acc: 0.4675, top5_acc: 0.7493, mean_class_accuracy: 0.4675 2020-10-05 18:50:15,340 - mmaction - INFO - Epoch [81][20/297] lr: 3.111e-01, eta: 1 day, 4:38:34, time: 9.796, data_time: 5.085, memory: 5820, top1_acc: 0.4293, top5_acc: 0.6986, loss_cls: 2.3528, loss: 2.3528, grad_norm: 1.1564 2020-10-05 18:50:46,364 - mmaction - INFO - Epoch [81][40/297] lr: 3.111e-01, eta: 1 day, 4:37:36, time: 1.551, data_time: 0.006, memory: 5820, top1_acc: 0.4221, top5_acc: 0.6930, loss_cls: 2.3939, loss: 2.3939, grad_norm: 1.2011 2020-10-05 18:51:14,869 - mmaction - INFO - Epoch [81][60/297] lr: 3.111e-01, eta: 1 day, 4:36:33, time: 1.426, data_time: 0.007, memory: 5820, top1_acc: 0.4133, top5_acc: 0.6895, loss_cls: 2.4373, loss: 2.4373, grad_norm: 1.1990 2020-10-05 18:51:44,968 - mmaction - INFO - Epoch [81][80/297] lr: 3.111e-01, eta: 1 day, 4:35:32, time: 1.498, data_time: 0.007, memory: 5820, top1_acc: 0.4131, top5_acc: 0.6840, loss_cls: 2.4228, loss: 2.4228, grad_norm: 1.1774 2020-10-05 18:52:15,074 - mmaction - INFO - Epoch [81][100/297] lr: 3.111e-01, eta: 1 day, 4:34:33, time: 1.512, data_time: 0.013, memory: 5820, top1_acc: 0.4213, top5_acc: 0.6869, loss_cls: 2.4117, loss: 2.4117, grad_norm: 1.1650 2020-10-05 18:52:45,081 - mmaction - INFO - Epoch [81][120/297] lr: 3.111e-01, eta: 1 day, 4:33:33, time: 1.499, data_time: 0.006, memory: 5820, top1_acc: 0.4082, top5_acc: 0.6830, loss_cls: 2.4785, loss: 2.4785, grad_norm: 1.1793 2020-10-05 18:53:14,807 - mmaction - INFO - Epoch [81][140/297] lr: 3.111e-01, eta: 1 day, 4:32:32, time: 1.484, data_time: 0.007, memory: 5820, top1_acc: 0.4072, top5_acc: 0.6828, loss_cls: 2.4619, loss: 2.4619, grad_norm: 1.1772 2020-10-05 18:53:45,690 - mmaction - INFO - Epoch [81][160/297] lr: 3.111e-01, eta: 1 day, 4:31:34, time: 1.543, data_time: 0.011, memory: 5820, top1_acc: 0.4152, top5_acc: 0.6857, loss_cls: 2.4513, loss: 2.4513, grad_norm: 1.1633 2020-10-05 18:54:13,852 - mmaction - INFO - Epoch [81][180/297] lr: 3.111e-01, eta: 1 day, 4:30:30, time: 1.405, data_time: 0.010, memory: 5820, top1_acc: 0.4256, top5_acc: 0.7010, loss_cls: 2.3759, loss: 2.3759, grad_norm: 1.1755 2020-10-05 18:54:44,108 - mmaction - INFO - Epoch [81][200/297] lr: 3.111e-01, eta: 1 day, 4:29:31, time: 1.519, data_time: 0.014, memory: 5820, top1_acc: 0.4146, top5_acc: 0.6928, loss_cls: 2.4409, loss: 2.4409, grad_norm: 1.1816 2020-10-05 18:55:13,950 - mmaction - INFO - Epoch [81][220/297] lr: 3.111e-01, eta: 1 day, 4:28:31, time: 1.492, data_time: 0.008, memory: 5820, top1_acc: 0.4180, top5_acc: 0.6967, loss_cls: 2.4221, loss: 2.4221, grad_norm: 1.1982 2020-10-05 18:55:42,505 - mmaction - INFO - Epoch [81][240/297] lr: 3.111e-01, eta: 1 day, 4:27:28, time: 1.427, data_time: 0.009, memory: 5820, top1_acc: 0.4186, top5_acc: 0.6928, loss_cls: 2.4117, loss: 2.4117, grad_norm: 1.1671 2020-10-05 18:56:12,387 - mmaction - INFO - Epoch [81][260/297] lr: 3.111e-01, eta: 1 day, 4:26:28, time: 1.496, data_time: 0.010, memory: 5820, top1_acc: 0.4162, top5_acc: 0.6904, loss_cls: 2.4455, loss: 2.4455, grad_norm: 1.1868 2020-10-05 18:56:43,761 - mmaction - INFO - Epoch [81][280/297] lr: 3.111e-01, eta: 1 day, 4:25:31, time: 1.569, data_time: 0.008, memory: 5820, top1_acc: 0.4037, top5_acc: 0.6777, loss_cls: 2.4747, loss: 2.4747, grad_norm: 1.1794 2020-10-05 19:00:24,085 - mmaction - INFO - Epoch [82][20/297] lr: 3.091e-01, eta: 1 day, 4:28:42, time: 9.742, data_time: 6.777, memory: 5820, top1_acc: 0.4176, top5_acc: 0.6922, loss_cls: 2.4174, loss: 2.4174, grad_norm: 1.1836 2020-10-05 19:00:54,698 - mmaction - INFO - Epoch [82][40/297] lr: 3.091e-01, eta: 1 day, 4:27:44, time: 1.537, data_time: 0.072, memory: 5820, top1_acc: 0.4203, top5_acc: 0.6963, loss_cls: 2.3827, loss: 2.3827, grad_norm: 1.1588 2020-10-05 19:01:23,385 - mmaction - INFO - Epoch [82][60/297] lr: 3.091e-01, eta: 1 day, 4:26:41, time: 1.432, data_time: 0.009, memory: 5820, top1_acc: 0.4309, top5_acc: 0.6977, loss_cls: 2.3638, loss: 2.3638, grad_norm: 1.1744 2020-10-05 19:01:53,934 - mmaction - INFO - Epoch [82][80/297] lr: 3.091e-01, eta: 1 day, 4:25:42, time: 1.531, data_time: 0.012, memory: 5820, top1_acc: 0.4270, top5_acc: 0.6906, loss_cls: 2.4198, loss: 2.4198, grad_norm: 1.2136 2020-10-05 19:02:23,883 - mmaction - INFO - Epoch [82][100/297] lr: 3.091e-01, eta: 1 day, 4:24:43, time: 1.497, data_time: 0.006, memory: 5820, top1_acc: 0.4061, top5_acc: 0.6848, loss_cls: 2.4590, loss: 2.4590, grad_norm: 1.1795 2020-10-05 19:02:53,332 - mmaction - INFO - Epoch [82][120/297] lr: 3.091e-01, eta: 1 day, 4:23:42, time: 1.474, data_time: 0.006, memory: 5820, top1_acc: 0.4098, top5_acc: 0.6818, loss_cls: 2.4539, loss: 2.4539, grad_norm: 1.2223 2020-10-05 19:03:24,295 - mmaction - INFO - Epoch [82][140/297] lr: 3.091e-01, eta: 1 day, 4:22:44, time: 1.547, data_time: 0.008, memory: 5820, top1_acc: 0.4232, top5_acc: 0.6971, loss_cls: 2.4038, loss: 2.4038, grad_norm: 1.1724 2020-10-05 19:03:55,431 - mmaction - INFO - Epoch [82][160/297] lr: 3.091e-01, eta: 1 day, 4:21:47, time: 1.556, data_time: 0.005, memory: 5820, top1_acc: 0.4215, top5_acc: 0.6990, loss_cls: 2.3965, loss: 2.3965, grad_norm: 1.1925 2020-10-05 19:04:23,437 - mmaction - INFO - Epoch [82][180/297] lr: 3.091e-01, eta: 1 day, 4:20:43, time: 1.400, data_time: 0.006, memory: 5820, top1_acc: 0.4213, top5_acc: 0.6908, loss_cls: 2.4058, loss: 2.4058, grad_norm: 1.1789 2020-10-05 19:04:52,471 - mmaction - INFO - Epoch [82][200/297] lr: 3.091e-01, eta: 1 day, 4:19:42, time: 1.453, data_time: 0.009, memory: 5820, top1_acc: 0.4209, top5_acc: 0.6904, loss_cls: 2.4391, loss: 2.4391, grad_norm: 1.1917 2020-10-05 19:05:23,140 - mmaction - INFO - Epoch [82][220/297] lr: 3.091e-01, eta: 1 day, 4:18:44, time: 1.534, data_time: 0.007, memory: 5820, top1_acc: 0.4176, top5_acc: 0.6811, loss_cls: 2.4495, loss: 2.4495, grad_norm: 1.2084 2020-10-05 19:05:52,573 - mmaction - INFO - Epoch [82][240/297] lr: 3.091e-01, eta: 1 day, 4:17:43, time: 1.469, data_time: 0.005, memory: 5820, top1_acc: 0.4078, top5_acc: 0.6855, loss_cls: 2.4555, loss: 2.4555, grad_norm: 1.2080 2020-10-05 19:06:23,379 - mmaction - INFO - Epoch [82][260/297] lr: 3.091e-01, eta: 1 day, 4:16:46, time: 1.542, data_time: 0.010, memory: 5820, top1_acc: 0.4197, top5_acc: 0.6859, loss_cls: 2.4450, loss: 2.4450, grad_norm: 1.1974 2020-10-05 19:06:52,999 - mmaction - INFO - Epoch [82][280/297] lr: 3.091e-01, eta: 1 day, 4:15:45, time: 1.480, data_time: 0.005, memory: 5820, top1_acc: 0.4051, top5_acc: 0.6719, loss_cls: 2.4885, loss: 2.4885, grad_norm: 1.2031 2020-10-05 19:10:29,534 - mmaction - INFO - Epoch [83][20/297] lr: 3.070e-01, eta: 1 day, 4:18:40, time: 9.472, data_time: 5.483, memory: 5820, top1_acc: 0.4156, top5_acc: 0.6910, loss_cls: 2.4040, loss: 2.4040, grad_norm: 1.1724 2020-10-05 19:11:00,018 - mmaction - INFO - Epoch [83][40/297] lr: 3.070e-01, eta: 1 day, 4:17:42, time: 1.529, data_time: 0.014, memory: 5820, top1_acc: 0.4221, top5_acc: 0.7031, loss_cls: 2.3738, loss: 2.3738, grad_norm: 1.1960 2020-10-05 19:11:28,215 - mmaction - INFO - Epoch [83][60/297] lr: 3.070e-01, eta: 1 day, 4:16:38, time: 1.409, data_time: 0.005, memory: 5820, top1_acc: 0.4313, top5_acc: 0.6951, loss_cls: 2.3978, loss: 2.3978, grad_norm: 1.1932 2020-10-05 19:11:59,102 - mmaction - INFO - Epoch [83][80/297] lr: 3.070e-01, eta: 1 day, 4:15:41, time: 1.543, data_time: 0.008, memory: 5820, top1_acc: 0.4104, top5_acc: 0.6826, loss_cls: 2.4653, loss: 2.4653, grad_norm: 1.2132 2020-10-05 19:12:31,901 - mmaction - INFO - Epoch [83][100/297] lr: 3.070e-01, eta: 1 day, 4:14:47, time: 1.641, data_time: 0.010, memory: 5820, top1_acc: 0.4232, top5_acc: 0.6928, loss_cls: 2.3878, loss: 2.3878, grad_norm: 1.1827 2020-10-05 19:12:59,670 - mmaction - INFO - Epoch [83][120/297] lr: 3.070e-01, eta: 1 day, 4:13:43, time: 1.388, data_time: 0.004, memory: 5820, top1_acc: 0.4141, top5_acc: 0.6760, loss_cls: 2.4433, loss: 2.4433, grad_norm: 1.1790 2020-10-05 19:13:29,661 - mmaction - INFO - Epoch [83][140/297] lr: 3.070e-01, eta: 1 day, 4:12:44, time: 1.502, data_time: 0.010, memory: 5820, top1_acc: 0.4285, top5_acc: 0.6873, loss_cls: 2.4087, loss: 2.4087, grad_norm: 1.1651 2020-10-05 19:13:59,592 - mmaction - INFO - Epoch [83][160/297] lr: 3.070e-01, eta: 1 day, 4:11:45, time: 1.493, data_time: 0.005, memory: 5820, top1_acc: 0.4143, top5_acc: 0.6820, loss_cls: 2.4341, loss: 2.4341, grad_norm: 1.1911 2020-10-05 19:14:28,415 - mmaction - INFO - Epoch [83][180/297] lr: 3.070e-01, eta: 1 day, 4:10:43, time: 1.444, data_time: 0.013, memory: 5820, top1_acc: 0.4150, top5_acc: 0.6838, loss_cls: 2.4318, loss: 2.4318, grad_norm: 1.1979 2020-10-05 19:14:58,915 - mmaction - INFO - Epoch [83][200/297] lr: 3.070e-01, eta: 1 day, 4:09:45, time: 1.524, data_time: 0.007, memory: 5820, top1_acc: 0.4135, top5_acc: 0.6871, loss_cls: 2.4195, loss: 2.4195, grad_norm: 1.1989 2020-10-05 19:15:29,740 - mmaction - INFO - Epoch [83][220/297] lr: 3.070e-01, eta: 1 day, 4:08:48, time: 1.542, data_time: 0.007, memory: 5820, top1_acc: 0.4227, top5_acc: 0.6854, loss_cls: 2.4003, loss: 2.4003, grad_norm: 1.1884 2020-10-05 19:15:58,106 - mmaction - INFO - Epoch [83][240/297] lr: 3.070e-01, eta: 1 day, 4:07:45, time: 1.418, data_time: 0.006, memory: 5820, top1_acc: 0.4281, top5_acc: 0.7051, loss_cls: 2.3614, loss: 2.3614, grad_norm: 1.2080 2020-10-05 19:16:28,110 - mmaction - INFO - Epoch [83][260/297] lr: 3.070e-01, eta: 1 day, 4:06:46, time: 1.501, data_time: 0.009, memory: 5820, top1_acc: 0.4170, top5_acc: 0.6883, loss_cls: 2.4341, loss: 2.4341, grad_norm: 1.2144 2020-10-05 19:16:58,947 - mmaction - INFO - Epoch [83][280/297] lr: 3.070e-01, eta: 1 day, 4:05:49, time: 1.542, data_time: 0.007, memory: 5820, top1_acc: 0.4098, top5_acc: 0.6770, loss_cls: 2.4663, loss: 2.4663, grad_norm: 1.1818 2020-10-05 19:20:33,429 - mmaction - INFO - Epoch [84][20/297] lr: 3.049e-01, eta: 1 day, 4:08:41, time: 9.505, data_time: 4.902, memory: 5820, top1_acc: 0.4332, top5_acc: 0.7002, loss_cls: 2.3528, loss: 2.3528, grad_norm: 1.1799 2020-10-05 19:21:05,478 - mmaction - INFO - Epoch [84][40/297] lr: 3.049e-01, eta: 1 day, 4:07:46, time: 1.604, data_time: 0.011, memory: 5820, top1_acc: 0.4295, top5_acc: 0.6951, loss_cls: 2.4048, loss: 2.4048, grad_norm: 1.2041 2020-10-05 19:21:33,020 - mmaction - INFO - Epoch [84][60/297] lr: 3.049e-01, eta: 1 day, 4:06:41, time: 1.375, data_time: 0.007, memory: 5820, top1_acc: 0.4186, top5_acc: 0.6881, loss_cls: 2.4163, loss: 2.4163, grad_norm: 1.1778 2020-10-05 19:22:04,372 - mmaction - INFO - Epoch [84][80/297] lr: 3.049e-01, eta: 1 day, 4:05:45, time: 1.554, data_time: 0.010, memory: 5820, top1_acc: 0.4283, top5_acc: 0.6900, loss_cls: 2.3907, loss: 2.3907, grad_norm: 1.1708 2020-10-05 19:22:33,739 - mmaction - INFO - Epoch [84][100/297] lr: 3.049e-01, eta: 1 day, 4:04:45, time: 1.476, data_time: 0.023, memory: 5820, top1_acc: 0.4100, top5_acc: 0.6871, loss_cls: 2.4395, loss: 2.4395, grad_norm: 1.1728 2020-10-05 19:23:03,114 - mmaction - INFO - Epoch [84][120/297] lr: 3.049e-01, eta: 1 day, 4:03:44, time: 1.464, data_time: 0.018, memory: 5820, top1_acc: 0.4193, top5_acc: 0.7037, loss_cls: 2.3967, loss: 2.3967, grad_norm: 1.2026 2020-10-05 19:23:33,130 - mmaction - INFO - Epoch [84][140/297] lr: 3.049e-01, eta: 1 day, 4:02:46, time: 1.512, data_time: 0.022, memory: 5820, top1_acc: 0.4123, top5_acc: 0.6787, loss_cls: 2.4608, loss: 2.4608, grad_norm: 1.2050 2020-10-05 19:24:02,912 - mmaction - INFO - Epoch [84][160/297] lr: 3.049e-01, eta: 1 day, 4:01:47, time: 1.493, data_time: 0.010, memory: 5820, top1_acc: 0.4209, top5_acc: 0.6943, loss_cls: 2.4280, loss: 2.4280, grad_norm: 1.1802 2020-10-05 19:24:32,027 - mmaction - INFO - Epoch [84][180/297] lr: 3.049e-01, eta: 1 day, 4:00:46, time: 1.455, data_time: 0.006, memory: 5820, top1_acc: 0.4262, top5_acc: 0.6904, loss_cls: 2.3918, loss: 2.3918, grad_norm: 1.1755 2020-10-05 19:25:02,650 - mmaction - INFO - Epoch [84][200/297] lr: 3.049e-01, eta: 1 day, 3:59:49, time: 1.531, data_time: 0.006, memory: 5820, top1_acc: 0.4072, top5_acc: 0.6871, loss_cls: 2.4448, loss: 2.4448, grad_norm: 1.2218 2020-10-05 19:25:32,115 - mmaction - INFO - Epoch [84][220/297] lr: 3.049e-01, eta: 1 day, 3:58:49, time: 1.472, data_time: 0.009, memory: 5820, top1_acc: 0.4170, top5_acc: 0.6861, loss_cls: 2.4243, loss: 2.4243, grad_norm: 1.1654 2020-10-05 19:26:02,934 - mmaction - INFO - Epoch [84][240/297] lr: 3.049e-01, eta: 1 day, 3:57:52, time: 1.536, data_time: 0.009, memory: 5820, top1_acc: 0.4258, top5_acc: 0.6930, loss_cls: 2.4080, loss: 2.4080, grad_norm: 1.2267 2020-10-05 19:26:30,468 - mmaction - INFO - Epoch [84][260/297] lr: 3.049e-01, eta: 1 day, 3:56:48, time: 1.382, data_time: 0.009, memory: 5820, top1_acc: 0.4143, top5_acc: 0.6854, loss_cls: 2.4585, loss: 2.4585, grad_norm: 1.1914 2020-10-05 19:27:01,060 - mmaction - INFO - Epoch [84][280/297] lr: 3.049e-01, eta: 1 day, 3:55:51, time: 1.529, data_time: 0.010, memory: 5820, top1_acc: 0.4129, top5_acc: 0.6807, loss_cls: 2.4564, loss: 2.4564, grad_norm: 1.1820 2020-10-05 19:30:39,099 - mmaction - INFO - Epoch [85][20/297] lr: 3.028e-01, eta: 1 day, 3:58:42, time: 9.592, data_time: 4.798, memory: 5820, top1_acc: 0.4367, top5_acc: 0.7031, loss_cls: 2.3378, loss: 2.3378, grad_norm: 1.1800 2020-10-05 19:31:09,255 - mmaction - INFO - Epoch [85][40/297] lr: 3.028e-01, eta: 1 day, 3:57:43, time: 1.511, data_time: 0.012, memory: 5820, top1_acc: 0.4252, top5_acc: 0.6922, loss_cls: 2.3850, loss: 2.3850, grad_norm: 1.2020 2020-10-05 19:31:39,226 - mmaction - INFO - Epoch [85][60/297] lr: 3.028e-01, eta: 1 day, 3:56:44, time: 1.497, data_time: 0.008, memory: 5820, top1_acc: 0.4139, top5_acc: 0.6928, loss_cls: 2.4148, loss: 2.4148, grad_norm: 1.1906 2020-10-05 19:32:09,846 - mmaction - INFO - Epoch [85][80/297] lr: 3.028e-01, eta: 1 day, 3:55:47, time: 1.532, data_time: 0.010, memory: 5820, top1_acc: 0.4344, top5_acc: 0.7018, loss_cls: 2.3640, loss: 2.3640, grad_norm: 1.1760 2020-10-05 19:32:39,703 - mmaction - INFO - Epoch [85][100/297] lr: 3.028e-01, eta: 1 day, 3:54:48, time: 1.494, data_time: 0.008, memory: 5820, top1_acc: 0.4338, top5_acc: 0.6932, loss_cls: 2.3885, loss: 2.3885, grad_norm: 1.1939 2020-10-05 19:33:07,923 - mmaction - INFO - Epoch [85][120/297] lr: 3.028e-01, eta: 1 day, 3:53:46, time: 1.412, data_time: 0.007, memory: 5820, top1_acc: 0.4129, top5_acc: 0.6854, loss_cls: 2.4316, loss: 2.4316, grad_norm: 1.2270 2020-10-05 19:33:38,080 - mmaction - INFO - Epoch [85][140/297] lr: 3.028e-01, eta: 1 day, 3:52:48, time: 1.506, data_time: 0.007, memory: 5820, top1_acc: 0.4166, top5_acc: 0.6932, loss_cls: 2.4083, loss: 2.4083, grad_norm: 1.1772 2020-10-05 19:34:08,567 - mmaction - INFO - Epoch [85][160/297] lr: 3.028e-01, eta: 1 day, 3:51:50, time: 1.523, data_time: 0.010, memory: 5820, top1_acc: 0.4330, top5_acc: 0.7096, loss_cls: 2.3488, loss: 2.3488, grad_norm: 1.1910 2020-10-05 19:34:37,474 - mmaction - INFO - Epoch [85][180/297] lr: 3.028e-01, eta: 1 day, 3:50:50, time: 1.449, data_time: 0.010, memory: 5820, top1_acc: 0.4119, top5_acc: 0.6809, loss_cls: 2.4245, loss: 2.4245, grad_norm: 1.2333 2020-10-05 19:35:07,579 - mmaction - INFO - Epoch [85][200/297] lr: 3.028e-01, eta: 1 day, 3:49:51, time: 1.504, data_time: 0.007, memory: 5820, top1_acc: 0.4244, top5_acc: 0.6900, loss_cls: 2.4119, loss: 2.4119, grad_norm: 1.2120 2020-10-05 19:35:38,322 - mmaction - INFO - Epoch [85][220/297] lr: 3.028e-01, eta: 1 day, 3:48:55, time: 1.537, data_time: 0.007, memory: 5820, top1_acc: 0.4146, top5_acc: 0.6764, loss_cls: 2.4524, loss: 2.4524, grad_norm: 1.1829 2020-10-05 19:36:09,250 - mmaction - INFO - Epoch [85][240/297] lr: 3.028e-01, eta: 1 day, 3:47:58, time: 1.537, data_time: 0.006, memory: 5820, top1_acc: 0.4240, top5_acc: 0.6971, loss_cls: 2.3938, loss: 2.3938, grad_norm: 1.2048 2020-10-05 19:36:37,259 - mmaction - INFO - Epoch [85][260/297] lr: 3.028e-01, eta: 1 day, 3:46:56, time: 1.409, data_time: 0.017, memory: 5820, top1_acc: 0.4303, top5_acc: 0.6939, loss_cls: 2.4006, loss: 2.4006, grad_norm: 1.2350 2020-10-05 19:37:08,428 - mmaction - INFO - Epoch [85][280/297] lr: 3.028e-01, eta: 1 day, 3:46:00, time: 1.559, data_time: 0.009, memory: 5820, top1_acc: 0.4014, top5_acc: 0.6756, loss_cls: 2.4970, loss: 2.4970, grad_norm: 1.1917 2020-10-05 19:40:46,933 - mmaction - INFO - Epoch [86][20/297] lr: 3.007e-01, eta: 1 day, 3:48:50, time: 9.670, data_time: 4.824, memory: 5820, top1_acc: 0.4264, top5_acc: 0.6908, loss_cls: 2.3662, loss: 2.3662, grad_norm: 1.2087 2020-10-05 19:41:17,932 - mmaction - INFO - Epoch [86][40/297] lr: 3.007e-01, eta: 1 day, 3:47:53, time: 1.552, data_time: 0.011, memory: 5820, top1_acc: 0.4227, top5_acc: 0.6961, loss_cls: 2.3795, loss: 2.3795, grad_norm: 1.2330 2020-10-05 19:41:46,502 - mmaction - INFO - Epoch [86][60/297] lr: 3.007e-01, eta: 1 day, 3:46:52, time: 1.428, data_time: 0.007, memory: 5820, top1_acc: 0.4268, top5_acc: 0.6941, loss_cls: 2.4014, loss: 2.4014, grad_norm: 1.2099 2020-10-05 19:42:18,372 - mmaction - INFO - Epoch [86][80/297] lr: 3.007e-01, eta: 1 day, 3:45:58, time: 1.593, data_time: 0.006, memory: 5820, top1_acc: 0.4240, top5_acc: 0.6990, loss_cls: 2.3756, loss: 2.3756, grad_norm: 1.1882 2020-10-05 19:42:47,284 - mmaction - INFO - Epoch [86][100/297] lr: 3.007e-01, eta: 1 day, 3:44:57, time: 1.435, data_time: 0.007, memory: 5820, top1_acc: 0.4250, top5_acc: 0.6863, loss_cls: 2.4130, loss: 2.4130, grad_norm: 1.2032 2020-10-05 19:43:16,818 - mmaction - INFO - Epoch [86][120/297] lr: 3.007e-01, eta: 1 day, 3:43:58, time: 1.488, data_time: 0.019, memory: 5820, top1_acc: 0.4117, top5_acc: 0.6838, loss_cls: 2.4609, loss: 2.4609, grad_norm: 1.1943 2020-10-05 19:43:47,958 - mmaction - INFO - Epoch [86][140/297] lr: 3.007e-01, eta: 1 day, 3:43:02, time: 1.556, data_time: 0.008, memory: 5820, top1_acc: 0.4227, top5_acc: 0.6943, loss_cls: 2.3883, loss: 2.3883, grad_norm: 1.2072 2020-10-05 19:44:17,007 - mmaction - INFO - Epoch [86][160/297] lr: 3.007e-01, eta: 1 day, 3:42:02, time: 1.451, data_time: 0.006, memory: 5820, top1_acc: 0.4240, top5_acc: 0.6896, loss_cls: 2.3922, loss: 2.3922, grad_norm: 1.2183 2020-10-05 19:44:47,022 - mmaction - INFO - Epoch [86][180/297] lr: 3.007e-01, eta: 1 day, 3:41:04, time: 1.502, data_time: 0.009, memory: 5820, top1_acc: 0.4252, top5_acc: 0.6861, loss_cls: 2.4063, loss: 2.4063, grad_norm: 1.2093 2020-10-05 19:45:17,132 - mmaction - INFO - Epoch [86][200/297] lr: 3.007e-01, eta: 1 day, 3:40:06, time: 1.504, data_time: 0.006, memory: 5820, top1_acc: 0.4291, top5_acc: 0.7018, loss_cls: 2.3513, loss: 2.3513, grad_norm: 1.1733 2020-10-05 19:45:46,266 - mmaction - INFO - Epoch [86][220/297] lr: 3.007e-01, eta: 1 day, 3:39:06, time: 1.458, data_time: 0.009, memory: 5820, top1_acc: 0.4227, top5_acc: 0.6914, loss_cls: 2.4199, loss: 2.4199, grad_norm: 1.2277 2020-10-05 19:46:16,732 - mmaction - INFO - Epoch [86][240/297] lr: 3.007e-01, eta: 1 day, 3:38:09, time: 1.522, data_time: 0.008, memory: 5820, top1_acc: 0.4068, top5_acc: 0.6789, loss_cls: 2.4873, loss: 2.4873, grad_norm: 1.2076 2020-10-05 19:46:46,925 - mmaction - INFO - Epoch [86][260/297] lr: 3.007e-01, eta: 1 day, 3:37:12, time: 1.510, data_time: 0.007, memory: 5820, top1_acc: 0.4160, top5_acc: 0.6877, loss_cls: 2.4260, loss: 2.4260, grad_norm: 1.1817 2020-10-05 19:47:15,743 - mmaction - INFO - Epoch [86][280/297] lr: 3.007e-01, eta: 1 day, 3:36:11, time: 1.438, data_time: 0.007, memory: 5820, top1_acc: 0.4199, top5_acc: 0.6869, loss_cls: 2.4117, loss: 2.4117, grad_norm: 1.1859 2020-10-05 19:51:11,770 - mmaction - INFO - Epoch [87][20/297] lr: 2.986e-01, eta: 1 day, 3:39:30, time: 10.510, data_time: 5.983, memory: 5820, top1_acc: 0.4314, top5_acc: 0.7029, loss_cls: 2.3462, loss: 2.3462, grad_norm: 1.1950 2020-10-05 19:51:43,031 - mmaction - INFO - Epoch [87][40/297] lr: 2.986e-01, eta: 1 day, 3:38:34, time: 1.565, data_time: 0.011, memory: 5820, top1_acc: 0.4287, top5_acc: 0.6955, loss_cls: 2.3709, loss: 2.3709, grad_norm: 1.2123 2020-10-05 19:52:11,051 - mmaction - INFO - Epoch [87][60/297] lr: 2.986e-01, eta: 1 day, 3:37:32, time: 1.401, data_time: 0.003, memory: 5820, top1_acc: 0.4314, top5_acc: 0.6910, loss_cls: 2.3614, loss: 2.3614, grad_norm: 1.2093 2020-10-05 19:52:42,428 - mmaction - INFO - Epoch [87][80/297] lr: 2.986e-01, eta: 1 day, 3:36:37, time: 1.568, data_time: 0.007, memory: 5820, top1_acc: 0.4352, top5_acc: 0.6928, loss_cls: 2.3813, loss: 2.3813, grad_norm: 1.2023 2020-10-05 19:53:12,804 - mmaction - INFO - Epoch [87][100/297] lr: 2.986e-01, eta: 1 day, 3:35:40, time: 1.520, data_time: 0.006, memory: 5820, top1_acc: 0.4219, top5_acc: 0.6838, loss_cls: 2.4289, loss: 2.4289, grad_norm: 1.2057 2020-10-05 19:53:41,913 - mmaction - INFO - Epoch [87][120/297] lr: 2.986e-01, eta: 1 day, 3:34:40, time: 1.445, data_time: 0.006, memory: 5820, top1_acc: 0.4176, top5_acc: 0.6867, loss_cls: 2.4287, loss: 2.4287, grad_norm: 1.1888 2020-10-05 19:54:12,344 - mmaction - INFO - Epoch [87][140/297] lr: 2.986e-01, eta: 1 day, 3:33:43, time: 1.527, data_time: 0.018, memory: 5820, top1_acc: 0.4285, top5_acc: 0.6900, loss_cls: 2.4388, loss: 2.4388, grad_norm: 1.2323 2020-10-05 19:54:41,797 - mmaction - INFO - Epoch [87][160/297] lr: 2.986e-01, eta: 1 day, 3:32:44, time: 1.474, data_time: 0.010, memory: 5820, top1_acc: 0.4346, top5_acc: 0.7000, loss_cls: 2.3749, loss: 2.3749, grad_norm: 1.2081 2020-10-05 19:55:11,485 - mmaction - INFO - Epoch [87][180/297] lr: 2.986e-01, eta: 1 day, 3:31:46, time: 1.489, data_time: 0.008, memory: 5820, top1_acc: 0.4295, top5_acc: 0.7006, loss_cls: 2.3719, loss: 2.3719, grad_norm: 1.2084 2020-10-05 19:55:41,164 - mmaction - INFO - Epoch [87][200/297] lr: 2.986e-01, eta: 1 day, 3:30:47, time: 1.483, data_time: 0.005, memory: 5820, top1_acc: 0.4197, top5_acc: 0.6801, loss_cls: 2.4622, loss: 2.4622, grad_norm: 1.1876 2020-10-05 19:56:11,965 - mmaction - INFO - Epoch [87][220/297] lr: 2.986e-01, eta: 1 day, 3:29:51, time: 1.540, data_time: 0.008, memory: 5820, top1_acc: 0.4199, top5_acc: 0.6937, loss_cls: 2.4230, loss: 2.4230, grad_norm: 1.2025 2020-10-05 19:56:40,528 - mmaction - INFO - Epoch [87][240/297] lr: 2.986e-01, eta: 1 day, 3:28:51, time: 1.426, data_time: 0.004, memory: 5820, top1_acc: 0.4273, top5_acc: 0.6943, loss_cls: 2.3772, loss: 2.3772, grad_norm: 1.1904 2020-10-05 19:57:11,122 - mmaction - INFO - Epoch [87][260/297] lr: 2.986e-01, eta: 1 day, 3:27:54, time: 1.532, data_time: 0.010, memory: 5820, top1_acc: 0.4074, top5_acc: 0.6893, loss_cls: 2.4548, loss: 2.4548, grad_norm: 1.2396 2020-10-05 19:57:41,691 - mmaction - INFO - Epoch [87][280/297] lr: 2.986e-01, eta: 1 day, 3:26:58, time: 1.526, data_time: 0.006, memory: 5820, top1_acc: 0.4154, top5_acc: 0.6828, loss_cls: 2.4280, loss: 2.4280, grad_norm: 1.2057 2020-10-05 20:01:24,719 - mmaction - INFO - Epoch [88][20/297] lr: 2.964e-01, eta: 1 day, 3:29:46, time: 9.857, data_time: 5.718, memory: 5820, top1_acc: 0.4395, top5_acc: 0.7025, loss_cls: 2.3337, loss: 2.3337, grad_norm: 1.1594 2020-10-05 20:01:53,985 - mmaction - INFO - Epoch [88][40/297] lr: 2.964e-01, eta: 1 day, 3:28:47, time: 1.467, data_time: 0.024, memory: 5820, top1_acc: 0.4195, top5_acc: 0.6906, loss_cls: 2.3924, loss: 2.3924, grad_norm: 1.2128 2020-10-05 20:02:23,865 - mmaction - INFO - Epoch [88][60/297] lr: 2.964e-01, eta: 1 day, 3:27:49, time: 1.492, data_time: 0.009, memory: 5820, top1_acc: 0.4256, top5_acc: 0.6986, loss_cls: 2.3651, loss: 2.3651, grad_norm: 1.2280 2020-10-05 20:02:53,506 - mmaction - INFO - Epoch [88][80/297] lr: 2.964e-01, eta: 1 day, 3:26:51, time: 1.483, data_time: 0.007, memory: 5820, top1_acc: 0.4402, top5_acc: 0.6996, loss_cls: 2.3455, loss: 2.3455, grad_norm: 1.1860 2020-10-05 20:03:23,468 - mmaction - INFO - Epoch [88][100/297] lr: 2.964e-01, eta: 1 day, 3:25:53, time: 1.499, data_time: 0.007, memory: 5820, top1_acc: 0.4309, top5_acc: 0.6941, loss_cls: 2.3934, loss: 2.3934, grad_norm: 1.2275 2020-10-05 20:03:54,504 - mmaction - INFO - Epoch [88][120/297] lr: 2.964e-01, eta: 1 day, 3:24:57, time: 1.552, data_time: 0.008, memory: 5820, top1_acc: 0.4287, top5_acc: 0.7082, loss_cls: 2.3527, loss: 2.3527, grad_norm: 1.2086 2020-10-05 20:04:23,841 - mmaction - INFO - Epoch [88][140/297] lr: 2.964e-01, eta: 1 day, 3:23:59, time: 1.467, data_time: 0.005, memory: 5820, top1_acc: 0.4285, top5_acc: 0.6975, loss_cls: 2.3810, loss: 2.3810, grad_norm: 1.1957 2020-10-05 20:04:54,642 - mmaction - INFO - Epoch [88][160/297] lr: 2.964e-01, eta: 1 day, 3:23:02, time: 1.539, data_time: 0.006, memory: 5820, top1_acc: 0.4232, top5_acc: 0.6885, loss_cls: 2.4135, loss: 2.4135, grad_norm: 1.2064 2020-10-05 20:05:23,925 - mmaction - INFO - Epoch [88][180/297] lr: 2.964e-01, eta: 1 day, 3:22:04, time: 1.465, data_time: 0.007, memory: 5820, top1_acc: 0.4219, top5_acc: 0.6918, loss_cls: 2.3928, loss: 2.3928, grad_norm: 1.2090 2020-10-05 20:05:55,494 - mmaction - INFO - Epoch [88][200/297] lr: 2.964e-01, eta: 1 day, 3:21:09, time: 1.578, data_time: 0.005, memory: 5820, top1_acc: 0.4314, top5_acc: 0.6977, loss_cls: 2.3808, loss: 2.3808, grad_norm: 1.2064 2020-10-05 20:06:25,411 - mmaction - INFO - Epoch [88][220/297] lr: 2.964e-01, eta: 1 day, 3:20:12, time: 1.496, data_time: 0.008, memory: 5820, top1_acc: 0.4279, top5_acc: 0.6992, loss_cls: 2.3511, loss: 2.3511, grad_norm: 1.1871 2020-10-05 20:06:54,498 - mmaction - INFO - Epoch [88][240/297] lr: 2.964e-01, eta: 1 day, 3:19:12, time: 1.454, data_time: 0.009, memory: 5820, top1_acc: 0.4080, top5_acc: 0.6801, loss_cls: 2.4779, loss: 2.4779, grad_norm: 1.2029 2020-10-05 20:07:26,260 - mmaction - INFO - Epoch [88][260/297] lr: 2.964e-01, eta: 1 day, 3:18:18, time: 1.585, data_time: 0.009, memory: 5820, top1_acc: 0.4289, top5_acc: 0.6947, loss_cls: 2.4116, loss: 2.4116, grad_norm: 1.1894 2020-10-05 20:07:57,076 - mmaction - INFO - Epoch [88][280/297] lr: 2.964e-01, eta: 1 day, 3:17:23, time: 1.545, data_time: 0.013, memory: 5820, top1_acc: 0.4254, top5_acc: 0.6908, loss_cls: 2.4239, loss: 2.4239, grad_norm: 1.1981 2020-10-05 20:08:25,471 - mmaction - INFO - Saving checkpoint at 88 epochs 2020-10-05 20:11:41,823 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-05 20:11:42,066 - mmaction - INFO - top1_acc 0.4965 top5_acc 0.7689 2020-10-05 20:11:42,066 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-05 20:11:42,109 - mmaction - INFO - mean_acc 0.4969 2020-10-05 20:11:42,109 - mmaction - INFO - Now best checkpoint is epoch_88.pth 2020-10-05 20:11:42,120 - mmaction - INFO - Epoch(val) [88][297] top1_acc: 0.4965, top5_acc: 0.7689, mean_class_accuracy: 0.4969 2020-10-05 20:14:37,325 - mmaction - INFO - Epoch [89][20/297] lr: 2.943e-01, eta: 1 day, 3:19:25, time: 8.758, data_time: 5.256, memory: 5820, top1_acc: 0.4348, top5_acc: 0.7049, loss_cls: 2.3331, loss: 2.3331, grad_norm: 1.1758 2020-10-05 20:15:06,487 - mmaction - INFO - Epoch [89][40/297] lr: 2.943e-01, eta: 1 day, 3:18:26, time: 1.456, data_time: 0.009, memory: 5820, top1_acc: 0.4307, top5_acc: 0.7006, loss_cls: 2.3364, loss: 2.3364, grad_norm: 1.2223 2020-10-05 20:15:36,807 - mmaction - INFO - Epoch [89][60/297] lr: 2.943e-01, eta: 1 day, 3:17:29, time: 1.520, data_time: 0.011, memory: 5820, top1_acc: 0.4268, top5_acc: 0.6951, loss_cls: 2.3776, loss: 2.3776, grad_norm: 1.1974 2020-10-05 20:16:07,726 - mmaction - INFO - Epoch [89][80/297] lr: 2.943e-01, eta: 1 day, 3:16:34, time: 1.546, data_time: 0.005, memory: 5820, top1_acc: 0.4377, top5_acc: 0.7023, loss_cls: 2.3473, loss: 2.3473, grad_norm: 1.1889 2020-10-05 20:16:36,889 - mmaction - INFO - Epoch [89][100/297] lr: 2.943e-01, eta: 1 day, 3:15:35, time: 1.457, data_time: 0.006, memory: 5820, top1_acc: 0.4281, top5_acc: 0.6936, loss_cls: 2.3454, loss: 2.3454, grad_norm: 1.2292 2020-10-05 20:17:06,323 - mmaction - INFO - Epoch [89][120/297] lr: 2.943e-01, eta: 1 day, 3:14:36, time: 1.470, data_time: 0.006, memory: 5820, top1_acc: 0.4275, top5_acc: 0.6904, loss_cls: 2.4040, loss: 2.4040, grad_norm: 1.2365 2020-10-05 20:17:36,113 - mmaction - INFO - Epoch [89][140/297] lr: 2.943e-01, eta: 1 day, 3:13:39, time: 1.491, data_time: 0.009, memory: 5820, top1_acc: 0.4340, top5_acc: 0.6992, loss_cls: 2.3304, loss: 2.3304, grad_norm: 1.1906 2020-10-05 20:18:05,873 - mmaction - INFO - Epoch [89][160/297] lr: 2.943e-01, eta: 1 day, 3:12:41, time: 1.486, data_time: 0.007, memory: 5820, top1_acc: 0.4365, top5_acc: 0.7049, loss_cls: 2.3387, loss: 2.3387, grad_norm: 1.2192 2020-10-05 20:18:36,651 - mmaction - INFO - Epoch [89][180/297] lr: 2.943e-01, eta: 1 day, 3:11:46, time: 1.540, data_time: 0.009, memory: 5820, top1_acc: 0.4240, top5_acc: 0.6920, loss_cls: 2.4164, loss: 2.4164, grad_norm: 1.2346 2020-10-05 20:19:06,720 - mmaction - INFO - Epoch [89][200/297] lr: 2.943e-01, eta: 1 day, 3:10:49, time: 1.502, data_time: 0.009, memory: 5820, top1_acc: 0.4188, top5_acc: 0.6895, loss_cls: 2.4308, loss: 2.4308, grad_norm: 1.2223 2020-10-05 20:19:37,572 - mmaction - INFO - Epoch [89][220/297] lr: 2.943e-01, eta: 1 day, 3:09:53, time: 1.543, data_time: 0.010, memory: 5820, top1_acc: 0.4342, top5_acc: 0.6949, loss_cls: 2.3689, loss: 2.3689, grad_norm: 1.2021 2020-10-05 20:20:05,683 - mmaction - INFO - Epoch [89][240/297] lr: 2.943e-01, eta: 1 day, 3:08:53, time: 1.407, data_time: 0.011, memory: 5820, top1_acc: 0.4205, top5_acc: 0.6865, loss_cls: 2.4146, loss: 2.4146, grad_norm: 1.2292 2020-10-05 20:20:35,168 - mmaction - INFO - Epoch [89][260/297] lr: 2.943e-01, eta: 1 day, 3:07:55, time: 1.476, data_time: 0.009, memory: 5820, top1_acc: 0.4189, top5_acc: 0.6879, loss_cls: 2.4176, loss: 2.4176, grad_norm: 1.1672 2020-10-05 20:21:05,527 - mmaction - INFO - Epoch [89][280/297] lr: 2.943e-01, eta: 1 day, 3:06:58, time: 1.517, data_time: 0.004, memory: 5820, top1_acc: 0.4287, top5_acc: 0.7004, loss_cls: 2.3700, loss: 2.3700, grad_norm: 1.2252 2020-10-05 20:24:54,001 - mmaction - INFO - Epoch [90][20/297] lr: 2.921e-01, eta: 1 day, 3:09:52, time: 10.225, data_time: 5.722, memory: 5820, top1_acc: 0.4264, top5_acc: 0.6914, loss_cls: 2.3957, loss: 2.3957, grad_norm: 1.2125 2020-10-05 20:25:26,478 - mmaction - INFO - Epoch [90][40/297] lr: 2.921e-01, eta: 1 day, 3:09:00, time: 1.625, data_time: 0.010, memory: 5820, top1_acc: 0.4410, top5_acc: 0.7027, loss_cls: 2.3286, loss: 2.3286, grad_norm: 1.2002 2020-10-05 20:25:54,097 - mmaction - INFO - Epoch [90][60/297] lr: 2.921e-01, eta: 1 day, 3:07:58, time: 1.380, data_time: 0.005, memory: 5820, top1_acc: 0.4215, top5_acc: 0.6861, loss_cls: 2.4131, loss: 2.4131, grad_norm: 1.2200 2020-10-05 20:26:25,997 - mmaction - INFO - Epoch [90][80/297] lr: 2.921e-01, eta: 1 day, 3:07:05, time: 1.595, data_time: 0.009, memory: 5820, top1_acc: 0.4318, top5_acc: 0.6914, loss_cls: 2.4057, loss: 2.4057, grad_norm: 1.2141 2020-10-05 20:26:55,829 - mmaction - INFO - Epoch [90][100/297] lr: 2.921e-01, eta: 1 day, 3:06:08, time: 1.492, data_time: 0.008, memory: 5820, top1_acc: 0.4289, top5_acc: 0.6936, loss_cls: 2.3991, loss: 2.3991, grad_norm: 1.2169 2020-10-05 20:27:24,671 - mmaction - INFO - Epoch [90][120/297] lr: 2.921e-01, eta: 1 day, 3:05:08, time: 1.442, data_time: 0.006, memory: 5820, top1_acc: 0.4279, top5_acc: 0.6963, loss_cls: 2.3850, loss: 2.3850, grad_norm: 1.2260 2020-10-05 20:27:54,551 - mmaction - INFO - Epoch [90][140/297] lr: 2.921e-01, eta: 1 day, 3:04:11, time: 1.494, data_time: 0.007, memory: 5820, top1_acc: 0.4184, top5_acc: 0.6895, loss_cls: 2.3983, loss: 2.3983, grad_norm: 1.2027 2020-10-05 20:28:26,103 - mmaction - INFO - Epoch [90][160/297] lr: 2.921e-01, eta: 1 day, 3:03:17, time: 1.577, data_time: 0.006, memory: 5820, top1_acc: 0.4223, top5_acc: 0.6947, loss_cls: 2.3970, loss: 2.3970, grad_norm: 1.1987 2020-10-05 20:28:53,819 - mmaction - INFO - Epoch [90][180/297] lr: 2.921e-01, eta: 1 day, 3:02:16, time: 1.386, data_time: 0.003, memory: 5820, top1_acc: 0.4348, top5_acc: 0.7057, loss_cls: 2.3567, loss: 2.3567, grad_norm: 1.2305 2020-10-05 20:29:23,889 - mmaction - INFO - Epoch [90][200/297] lr: 2.921e-01, eta: 1 day, 3:01:19, time: 1.500, data_time: 0.008, memory: 5820, top1_acc: 0.4295, top5_acc: 0.7012, loss_cls: 2.3786, loss: 2.3786, grad_norm: 1.2283 2020-10-05 20:29:54,109 - mmaction - INFO - Epoch [90][220/297] lr: 2.921e-01, eta: 1 day, 3:00:23, time: 1.515, data_time: 0.011, memory: 5820, top1_acc: 0.4195, top5_acc: 0.6855, loss_cls: 2.4293, loss: 2.4293, grad_norm: 1.2313 2020-10-05 20:30:25,213 - mmaction - INFO - Epoch [90][240/297] lr: 2.921e-01, eta: 1 day, 2:59:28, time: 1.553, data_time: 0.006, memory: 5820, top1_acc: 0.4232, top5_acc: 0.6832, loss_cls: 2.4190, loss: 2.4190, grad_norm: 1.2508 2020-10-05 20:30:53,965 - mmaction - INFO - Epoch [90][260/297] lr: 2.921e-01, eta: 1 day, 2:58:29, time: 1.437, data_time: 0.008, memory: 5820, top1_acc: 0.4385, top5_acc: 0.7031, loss_cls: 2.3408, loss: 2.3408, grad_norm: 1.2190 2020-10-05 20:31:24,042 - mmaction - INFO - Epoch [90][280/297] lr: 2.921e-01, eta: 1 day, 2:57:33, time: 1.505, data_time: 0.009, memory: 5820, top1_acc: 0.4260, top5_acc: 0.7004, loss_cls: 2.3512, loss: 2.3512, grad_norm: 1.2501 2020-10-05 20:35:14,322 - mmaction - INFO - Epoch [91][20/297] lr: 2.899e-01, eta: 1 day, 3:00:23, time: 10.220, data_time: 4.994, memory: 5820, top1_acc: 0.4434, top5_acc: 0.7076, loss_cls: 2.3227, loss: 2.3227, grad_norm: 1.2089 2020-10-05 20:35:45,807 - mmaction - INFO - Epoch [91][40/297] lr: 2.899e-01, eta: 1 day, 2:59:29, time: 1.579, data_time: 0.009, memory: 5820, top1_acc: 0.4248, top5_acc: 0.6963, loss_cls: 2.3855, loss: 2.3855, grad_norm: 1.2370 2020-10-05 20:36:14,913 - mmaction - INFO - Epoch [91][60/297] lr: 2.899e-01, eta: 1 day, 2:58:30, time: 1.452, data_time: 0.004, memory: 5820, top1_acc: 0.4258, top5_acc: 0.6949, loss_cls: 2.3903, loss: 2.3903, grad_norm: 1.2039 2020-10-05 20:36:44,264 - mmaction - INFO - Epoch [91][80/297] lr: 2.899e-01, eta: 1 day, 2:57:32, time: 1.468, data_time: 0.012, memory: 5820, top1_acc: 0.4412, top5_acc: 0.7074, loss_cls: 2.3209, loss: 2.3209, grad_norm: 1.2049 2020-10-05 20:37:14,902 - mmaction - INFO - Epoch [91][100/297] lr: 2.899e-01, eta: 1 day, 2:56:37, time: 1.534, data_time: 0.009, memory: 5820, top1_acc: 0.4311, top5_acc: 0.6998, loss_cls: 2.3762, loss: 2.3762, grad_norm: 1.2111 2020-10-05 20:37:42,835 - mmaction - INFO - Epoch [91][120/297] lr: 2.899e-01, eta: 1 day, 2:55:36, time: 1.397, data_time: 0.007, memory: 5820, top1_acc: 0.4193, top5_acc: 0.7018, loss_cls: 2.3786, loss: 2.3786, grad_norm: 1.2147 2020-10-05 20:38:13,464 - mmaction - INFO - Epoch [91][140/297] lr: 2.899e-01, eta: 1 day, 2:54:41, time: 1.530, data_time: 0.014, memory: 5820, top1_acc: 0.4313, top5_acc: 0.6992, loss_cls: 2.3421, loss: 2.3421, grad_norm: 1.2250 2020-10-05 20:38:44,066 - mmaction - INFO - Epoch [91][160/297] lr: 2.899e-01, eta: 1 day, 2:53:45, time: 1.530, data_time: 0.008, memory: 5820, top1_acc: 0.4252, top5_acc: 0.6836, loss_cls: 2.4249, loss: 2.4249, grad_norm: 1.2346 2020-10-05 20:39:12,477 - mmaction - INFO - Epoch [91][180/297] lr: 2.899e-01, eta: 1 day, 2:52:46, time: 1.417, data_time: 0.005, memory: 5820, top1_acc: 0.4361, top5_acc: 0.7002, loss_cls: 2.3322, loss: 2.3322, grad_norm: 1.2153 2020-10-05 20:39:43,383 - mmaction - INFO - Epoch [91][200/297] lr: 2.899e-01, eta: 1 day, 2:51:51, time: 1.548, data_time: 0.011, memory: 5820, top1_acc: 0.4373, top5_acc: 0.7068, loss_cls: 2.3493, loss: 2.3493, grad_norm: 1.2484 2020-10-05 20:40:13,146 - mmaction - INFO - Epoch [91][220/297] lr: 2.899e-01, eta: 1 day, 2:50:54, time: 1.484, data_time: 0.005, memory: 5820, top1_acc: 0.4211, top5_acc: 0.6805, loss_cls: 2.4522, loss: 2.4522, grad_norm: 1.2204 2020-10-05 20:40:42,690 - mmaction - INFO - Epoch [91][240/297] lr: 2.899e-01, eta: 1 day, 2:49:56, time: 1.476, data_time: 0.007, memory: 5820, top1_acc: 0.4154, top5_acc: 0.6865, loss_cls: 2.4088, loss: 2.4088, grad_norm: 1.2213 2020-10-05 20:41:13,744 - mmaction - INFO - Epoch [91][260/297] lr: 2.899e-01, eta: 1 day, 2:49:02, time: 1.558, data_time: 0.011, memory: 5820, top1_acc: 0.4164, top5_acc: 0.6906, loss_cls: 2.4100, loss: 2.4100, grad_norm: 1.2247 2020-10-05 20:41:41,518 - mmaction - INFO - Epoch [91][280/297] lr: 2.899e-01, eta: 1 day, 2:48:02, time: 1.388, data_time: 0.003, memory: 5820, top1_acc: 0.4123, top5_acc: 0.6920, loss_cls: 2.4200, loss: 2.4200, grad_norm: 1.2141 2020-10-05 20:45:29,110 - mmaction - INFO - Epoch [92][20/297] lr: 2.877e-01, eta: 1 day, 2:50:39, time: 10.000, data_time: 5.543, memory: 5820, top1_acc: 0.4355, top5_acc: 0.7029, loss_cls: 2.3508, loss: 2.3508, grad_norm: 1.2329 2020-10-05 20:45:59,675 - mmaction - INFO - Epoch [92][40/297] lr: 2.877e-01, eta: 1 day, 2:49:44, time: 1.530, data_time: 0.009, memory: 5820, top1_acc: 0.4510, top5_acc: 0.7115, loss_cls: 2.2944, loss: 2.2944, grad_norm: 1.2031 2020-10-05 20:46:29,088 - mmaction - INFO - Epoch [92][60/297] lr: 2.877e-01, eta: 1 day, 2:48:46, time: 1.470, data_time: 0.008, memory: 5820, top1_acc: 0.4381, top5_acc: 0.7066, loss_cls: 2.3471, loss: 2.3471, grad_norm: 1.2196 2020-10-05 20:46:59,946 - mmaction - INFO - Epoch [92][80/297] lr: 2.877e-01, eta: 1 day, 2:47:51, time: 1.543, data_time: 0.010, memory: 5820, top1_acc: 0.4455, top5_acc: 0.6916, loss_cls: 2.3493, loss: 2.3493, grad_norm: 1.2019 2020-10-05 20:47:30,018 - mmaction - INFO - Epoch [92][100/297] lr: 2.877e-01, eta: 1 day, 2:46:55, time: 1.499, data_time: 0.007, memory: 5820, top1_acc: 0.4254, top5_acc: 0.6932, loss_cls: 2.3693, loss: 2.3693, grad_norm: 1.1857 2020-10-05 20:47:58,727 - mmaction - INFO - Epoch [92][120/297] lr: 2.877e-01, eta: 1 day, 2:45:56, time: 1.440, data_time: 0.009, memory: 5820, top1_acc: 0.4404, top5_acc: 0.7107, loss_cls: 2.3247, loss: 2.3247, grad_norm: 1.2213 2020-10-05 20:48:29,391 - mmaction - INFO - Epoch [92][140/297] lr: 2.877e-01, eta: 1 day, 2:45:01, time: 1.534, data_time: 0.008, memory: 5820, top1_acc: 0.4365, top5_acc: 0.6975, loss_cls: 2.3458, loss: 2.3458, grad_norm: 1.2580 2020-10-05 20:48:59,234 - mmaction - INFO - Epoch [92][160/297] lr: 2.877e-01, eta: 1 day, 2:44:04, time: 1.492, data_time: 0.006, memory: 5820, top1_acc: 0.4225, top5_acc: 0.6895, loss_cls: 2.3986, loss: 2.3986, grad_norm: 1.2471 2020-10-05 20:49:27,766 - mmaction - INFO - Epoch [92][180/297] lr: 2.877e-01, eta: 1 day, 2:43:05, time: 1.425, data_time: 0.008, memory: 5820, top1_acc: 0.4445, top5_acc: 0.7107, loss_cls: 2.3063, loss: 2.3063, grad_norm: 1.2208 2020-10-05 20:49:58,289 - mmaction - INFO - Epoch [92][200/297] lr: 2.877e-01, eta: 1 day, 2:42:10, time: 1.522, data_time: 0.009, memory: 5820, top1_acc: 0.4258, top5_acc: 0.6887, loss_cls: 2.4052, loss: 2.4052, grad_norm: 1.2216 2020-10-05 20:50:29,379 - mmaction - INFO - Epoch [92][220/297] lr: 2.877e-01, eta: 1 day, 2:41:16, time: 1.560, data_time: 0.012, memory: 5820, top1_acc: 0.4311, top5_acc: 0.6959, loss_cls: 2.3943, loss: 2.3943, grad_norm: 1.2125 2020-10-05 20:50:58,298 - mmaction - INFO - Epoch [92][240/297] lr: 2.877e-01, eta: 1 day, 2:40:18, time: 1.446, data_time: 0.005, memory: 5820, top1_acc: 0.4289, top5_acc: 0.6953, loss_cls: 2.3837, loss: 2.3837, grad_norm: 1.2193 2020-10-05 20:51:28,352 - mmaction - INFO - Epoch [92][260/297] lr: 2.877e-01, eta: 1 day, 2:39:22, time: 1.501, data_time: 0.007, memory: 5820, top1_acc: 0.4281, top5_acc: 0.7043, loss_cls: 2.3637, loss: 2.3637, grad_norm: 1.2146 2020-10-05 20:51:59,474 - mmaction - INFO - Epoch [92][280/297] lr: 2.877e-01, eta: 1 day, 2:38:28, time: 1.558, data_time: 0.010, memory: 5820, top1_acc: 0.4279, top5_acc: 0.6928, loss_cls: 2.3907, loss: 2.3907, grad_norm: 1.1954 2020-10-05 20:55:48,293 - mmaction - INFO - Epoch [93][20/297] lr: 2.855e-01, eta: 1 day, 2:41:09, time: 10.222, data_time: 5.570, memory: 5820, top1_acc: 0.4420, top5_acc: 0.7070, loss_cls: 2.3234, loss: 2.3234, grad_norm: 1.2414 2020-10-05 20:56:18,488 - mmaction - INFO - Epoch [93][40/297] lr: 2.855e-01, eta: 1 day, 2:40:13, time: 1.512, data_time: 0.009, memory: 5820, top1_acc: 0.4342, top5_acc: 0.7027, loss_cls: 2.3410, loss: 2.3410, grad_norm: 1.1907 2020-10-05 20:56:47,885 - mmaction - INFO - Epoch [93][60/297] lr: 2.855e-01, eta: 1 day, 2:39:16, time: 1.470, data_time: 0.008, memory: 5820, top1_acc: 0.4395, top5_acc: 0.7160, loss_cls: 2.2991, loss: 2.2991, grad_norm: 1.2193 2020-10-05 20:57:18,456 - mmaction - INFO - Epoch [93][80/297] lr: 2.855e-01, eta: 1 day, 2:38:21, time: 1.529, data_time: 0.006, memory: 5820, top1_acc: 0.4469, top5_acc: 0.7053, loss_cls: 2.3111, loss: 2.3111, grad_norm: 1.2295 2020-10-05 20:57:48,878 - mmaction - INFO - Epoch [93][100/297] lr: 2.855e-01, eta: 1 day, 2:37:25, time: 1.520, data_time: 0.007, memory: 5820, top1_acc: 0.4412, top5_acc: 0.7080, loss_cls: 2.3149, loss: 2.3149, grad_norm: 1.2284 2020-10-05 20:58:17,167 - mmaction - INFO - Epoch [93][120/297] lr: 2.855e-01, eta: 1 day, 2:36:26, time: 1.414, data_time: 0.004, memory: 5820, top1_acc: 0.4229, top5_acc: 0.7027, loss_cls: 2.3742, loss: 2.3742, grad_norm: 1.2605 2020-10-05 20:58:47,020 - mmaction - INFO - Epoch [93][140/297] lr: 2.855e-01, eta: 1 day, 2:35:30, time: 1.491, data_time: 0.009, memory: 5820, top1_acc: 0.4328, top5_acc: 0.6980, loss_cls: 2.3509, loss: 2.3509, grad_norm: 1.2056 2020-10-05 20:59:17,759 - mmaction - INFO - Epoch [93][160/297] lr: 2.855e-01, eta: 1 day, 2:34:35, time: 1.540, data_time: 0.009, memory: 5820, top1_acc: 0.4418, top5_acc: 0.7162, loss_cls: 2.3122, loss: 2.3122, grad_norm: 1.2536 2020-10-05 20:59:45,924 - mmaction - INFO - Epoch [93][180/297] lr: 2.855e-01, eta: 1 day, 2:33:36, time: 1.405, data_time: 0.004, memory: 5820, top1_acc: 0.4285, top5_acc: 0.6996, loss_cls: 2.3417, loss: 2.3417, grad_norm: 1.2411 2020-10-05 21:00:23,658 - mmaction - INFO - Epoch [93][200/297] lr: 2.855e-01, eta: 1 day, 2:32:53, time: 1.883, data_time: 0.016, memory: 5820, top1_acc: 0.4336, top5_acc: 0.7184, loss_cls: 2.3165, loss: 2.3165, grad_norm: 1.2438 2020-10-05 21:00:49,100 - mmaction - INFO - Epoch [93][220/297] lr: 2.855e-01, eta: 1 day, 2:31:49, time: 1.279, data_time: 0.047, memory: 5820, top1_acc: 0.4098, top5_acc: 0.6945, loss_cls: 2.3988, loss: 2.3988, grad_norm: 1.2399 2020-10-05 21:01:20,254 - mmaction - INFO - Epoch [93][240/297] lr: 2.855e-01, eta: 1 day, 2:30:55, time: 1.552, data_time: 0.008, memory: 5820, top1_acc: 0.4391, top5_acc: 0.7014, loss_cls: 2.3672, loss: 2.3672, grad_norm: 1.2258 2020-10-05 21:01:49,245 - mmaction - INFO - Epoch [93][260/297] lr: 2.855e-01, eta: 1 day, 2:29:58, time: 1.452, data_time: 0.008, memory: 5820, top1_acc: 0.4377, top5_acc: 0.6986, loss_cls: 2.3409, loss: 2.3409, grad_norm: 1.2110 2020-10-05 21:02:20,564 - mmaction - INFO - Epoch [93][280/297] lr: 2.855e-01, eta: 1 day, 2:29:04, time: 1.566, data_time: 0.008, memory: 5820, top1_acc: 0.4188, top5_acc: 0.6934, loss_cls: 2.3919, loss: 2.3919, grad_norm: 1.2218 2020-10-05 21:05:37,617 - mmaction - INFO - Epoch [94][20/297] lr: 2.833e-01, eta: 1 day, 2:30:38, time: 8.410, data_time: 5.415, memory: 5820, top1_acc: 0.4480, top5_acc: 0.7166, loss_cls: 2.2887, loss: 2.2887, grad_norm: 1.1951 2020-10-05 21:06:07,907 - mmaction - INFO - Epoch [94][40/297] lr: 2.833e-01, eta: 1 day, 2:29:43, time: 1.517, data_time: 0.010, memory: 5820, top1_acc: 0.4314, top5_acc: 0.7012, loss_cls: 2.3552, loss: 2.3552, grad_norm: 1.2282 2020-10-05 21:06:36,659 - mmaction - INFO - Epoch [94][60/297] lr: 2.833e-01, eta: 1 day, 2:28:45, time: 1.436, data_time: 0.006, memory: 5820, top1_acc: 0.4467, top5_acc: 0.7117, loss_cls: 2.2859, loss: 2.2859, grad_norm: 1.2230 2020-10-05 21:07:08,068 - mmaction - INFO - Epoch [94][80/297] lr: 2.833e-01, eta: 1 day, 2:27:51, time: 1.556, data_time: 0.009, memory: 5820, top1_acc: 0.4305, top5_acc: 0.7020, loss_cls: 2.3621, loss: 2.3621, grad_norm: 1.2245 2020-10-05 21:07:38,108 - mmaction - INFO - Epoch [94][100/297] lr: 2.833e-01, eta: 1 day, 2:26:56, time: 1.517, data_time: 0.019, memory: 5820, top1_acc: 0.4426, top5_acc: 0.7063, loss_cls: 2.3261, loss: 2.3261, grad_norm: 1.2430 2020-10-05 21:08:06,919 - mmaction - INFO - Epoch [94][120/297] lr: 2.833e-01, eta: 1 day, 2:25:58, time: 1.441, data_time: 0.006, memory: 5820, top1_acc: 0.4332, top5_acc: 0.6934, loss_cls: 2.3584, loss: 2.3584, grad_norm: 1.2352 2020-10-05 21:08:37,153 - mmaction - INFO - Epoch [94][140/297] lr: 2.833e-01, eta: 1 day, 2:25:02, time: 1.512, data_time: 0.006, memory: 5820, top1_acc: 0.4266, top5_acc: 0.6926, loss_cls: 2.3928, loss: 2.3928, grad_norm: 1.2329 2020-10-05 21:09:06,870 - mmaction - INFO - Epoch [94][160/297] lr: 2.833e-01, eta: 1 day, 2:24:06, time: 1.486, data_time: 0.007, memory: 5820, top1_acc: 0.4260, top5_acc: 0.6963, loss_cls: 2.3800, loss: 2.3800, grad_norm: 1.2555 2020-10-05 21:09:35,417 - mmaction - INFO - Epoch [94][180/297] lr: 2.833e-01, eta: 1 day, 2:23:08, time: 1.426, data_time: 0.006, memory: 5820, top1_acc: 0.4182, top5_acc: 0.6906, loss_cls: 2.3938, loss: 2.3938, grad_norm: 1.2015 2020-10-05 21:10:06,676 - mmaction - INFO - Epoch [94][200/297] lr: 2.833e-01, eta: 1 day, 2:22:14, time: 1.553, data_time: 0.009, memory: 5820, top1_acc: 0.4391, top5_acc: 0.7117, loss_cls: 2.3188, loss: 2.3188, grad_norm: 1.2031 2020-10-05 21:10:37,122 - mmaction - INFO - Epoch [94][220/297] lr: 2.833e-01, eta: 1 day, 2:21:20, time: 1.534, data_time: 0.020, memory: 5820, top1_acc: 0.4340, top5_acc: 0.7012, loss_cls: 2.3509, loss: 2.3509, grad_norm: 1.2471 2020-10-05 21:11:06,611 - mmaction - INFO - Epoch [94][240/297] lr: 2.833e-01, eta: 1 day, 2:20:23, time: 1.469, data_time: 0.004, memory: 5820, top1_acc: 0.4270, top5_acc: 0.6998, loss_cls: 2.3885, loss: 2.3885, grad_norm: 1.2713 2020-10-05 21:11:36,627 - mmaction - INFO - Epoch [94][260/297] lr: 2.833e-01, eta: 1 day, 2:19:28, time: 1.506, data_time: 0.012, memory: 5820, top1_acc: 0.4320, top5_acc: 0.6936, loss_cls: 2.3933, loss: 2.3933, grad_norm: 1.2495 2020-10-05 21:12:07,033 - mmaction - INFO - Epoch [94][280/297] lr: 2.833e-01, eta: 1 day, 2:18:33, time: 1.520, data_time: 0.008, memory: 5820, top1_acc: 0.4322, top5_acc: 0.6953, loss_cls: 2.3879, loss: 2.3879, grad_norm: 1.2082 2020-10-05 21:15:38,033 - mmaction - INFO - Epoch [95][20/297] lr: 2.810e-01, eta: 1 day, 2:20:39, time: 9.410, data_time: 5.008, memory: 5820, top1_acc: 0.4404, top5_acc: 0.7043, loss_cls: 2.3039, loss: 2.3039, grad_norm: 1.2141 2020-10-05 21:16:08,863 - mmaction - INFO - Epoch [95][40/297] lr: 2.810e-01, eta: 1 day, 2:19:44, time: 1.542, data_time: 0.010, memory: 5820, top1_acc: 0.4371, top5_acc: 0.7154, loss_cls: 2.3040, loss: 2.3040, grad_norm: 1.2560 2020-10-05 21:16:37,243 - mmaction - INFO - Epoch [95][60/297] lr: 2.810e-01, eta: 1 day, 2:18:46, time: 1.421, data_time: 0.008, memory: 5820, top1_acc: 0.4346, top5_acc: 0.7018, loss_cls: 2.3510, loss: 2.3510, grad_norm: 1.2545 2020-10-05 21:17:08,536 - mmaction - INFO - Epoch [95][80/297] lr: 2.810e-01, eta: 1 day, 2:17:53, time: 1.565, data_time: 0.008, memory: 5820, top1_acc: 0.4375, top5_acc: 0.7053, loss_cls: 2.3240, loss: 2.3240, grad_norm: 1.2164 2020-10-05 21:17:39,573 - mmaction - INFO - Epoch [95][100/297] lr: 2.810e-01, eta: 1 day, 2:16:59, time: 1.551, data_time: 0.005, memory: 5820, top1_acc: 0.4379, top5_acc: 0.6965, loss_cls: 2.3860, loss: 2.3860, grad_norm: 1.2280 2020-10-05 21:18:10,418 - mmaction - INFO - Epoch [95][120/297] lr: 2.810e-01, eta: 1 day, 2:16:05, time: 1.541, data_time: 0.008, memory: 5820, top1_acc: 0.4182, top5_acc: 0.6898, loss_cls: 2.4117, loss: 2.4117, grad_norm: 1.2505 2020-10-05 21:18:39,538 - mmaction - INFO - Epoch [95][140/297] lr: 2.810e-01, eta: 1 day, 2:15:08, time: 1.456, data_time: 0.007, memory: 5820, top1_acc: 0.4303, top5_acc: 0.7051, loss_cls: 2.3369, loss: 2.3369, grad_norm: 1.2329 2020-10-05 21:19:09,853 - mmaction - INFO - Epoch [95][160/297] lr: 2.810e-01, eta: 1 day, 2:14:13, time: 1.517, data_time: 0.008, memory: 5820, top1_acc: 0.4447, top5_acc: 0.7049, loss_cls: 2.3175, loss: 2.3175, grad_norm: 1.2259 2020-10-05 21:19:37,984 - mmaction - INFO - Epoch [95][180/297] lr: 2.810e-01, eta: 1 day, 2:13:14, time: 1.405, data_time: 0.008, memory: 5820, top1_acc: 0.4203, top5_acc: 0.6932, loss_cls: 2.3986, loss: 2.3986, grad_norm: 1.2166 2020-10-05 21:20:08,041 - mmaction - INFO - Epoch [95][200/297] lr: 2.810e-01, eta: 1 day, 2:12:19, time: 1.506, data_time: 0.010, memory: 5820, top1_acc: 0.4266, top5_acc: 0.6971, loss_cls: 2.3628, loss: 2.3628, grad_norm: 1.2119 2020-10-05 21:20:37,953 - mmaction - INFO - Epoch [95][220/297] lr: 2.810e-01, eta: 1 day, 2:11:23, time: 1.493, data_time: 0.007, memory: 5820, top1_acc: 0.4254, top5_acc: 0.6863, loss_cls: 2.3897, loss: 2.3897, grad_norm: 1.2604 2020-10-05 21:21:06,533 - mmaction - INFO - Epoch [95][240/297] lr: 2.810e-01, eta: 1 day, 2:10:26, time: 1.429, data_time: 0.010, memory: 5820, top1_acc: 0.4473, top5_acc: 0.7088, loss_cls: 2.3173, loss: 2.3173, grad_norm: 1.2108 2020-10-05 21:21:37,202 - mmaction - INFO - Epoch [95][260/297] lr: 2.810e-01, eta: 1 day, 2:09:31, time: 1.534, data_time: 0.010, memory: 5820, top1_acc: 0.4418, top5_acc: 0.7100, loss_cls: 2.3189, loss: 2.3189, grad_norm: 1.2178 2020-10-05 21:22:07,989 - mmaction - INFO - Epoch [95][280/297] lr: 2.810e-01, eta: 1 day, 2:08:38, time: 1.540, data_time: 0.009, memory: 5820, top1_acc: 0.4396, top5_acc: 0.7088, loss_cls: 2.3156, loss: 2.3156, grad_norm: 1.2406 2020-10-05 21:25:28,770 - mmaction - INFO - Epoch [96][20/297] lr: 2.788e-01, eta: 1 day, 2:10:20, time: 8.817, data_time: 5.496, memory: 5820, top1_acc: 0.4314, top5_acc: 0.6969, loss_cls: 2.3612, loss: 2.3612, grad_norm: 1.2481 2020-10-05 21:25:58,866 - mmaction - INFO - Epoch [96][40/297] lr: 2.788e-01, eta: 1 day, 2:09:25, time: 1.506, data_time: 0.009, memory: 5820, top1_acc: 0.4566, top5_acc: 0.7143, loss_cls: 2.2543, loss: 2.2543, grad_norm: 1.2231 2020-10-05 21:26:28,616 - mmaction - INFO - Epoch [96][60/297] lr: 2.788e-01, eta: 1 day, 2:08:29, time: 1.488, data_time: 0.007, memory: 5820, top1_acc: 0.4477, top5_acc: 0.7084, loss_cls: 2.3083, loss: 2.3083, grad_norm: 1.2587 2020-10-05 21:26:58,641 - mmaction - INFO - Epoch [96][80/297] lr: 2.788e-01, eta: 1 day, 2:07:34, time: 1.501, data_time: 0.008, memory: 5820, top1_acc: 0.4330, top5_acc: 0.6951, loss_cls: 2.3831, loss: 2.3831, grad_norm: 1.2266 2020-10-05 21:27:28,940 - mmaction - INFO - Epoch [96][100/297] lr: 2.788e-01, eta: 1 day, 2:06:39, time: 1.509, data_time: 0.005, memory: 5820, top1_acc: 0.4326, top5_acc: 0.6941, loss_cls: 2.3622, loss: 2.3622, grad_norm: 1.2446 2020-10-05 21:27:57,453 - mmaction - INFO - Epoch [96][120/297] lr: 2.788e-01, eta: 1 day, 2:05:41, time: 1.431, data_time: 0.012, memory: 5820, top1_acc: 0.4332, top5_acc: 0.7033, loss_cls: 2.3421, loss: 2.3421, grad_norm: 1.2096 2020-10-05 21:28:28,494 - mmaction - INFO - Epoch [96][140/297] lr: 2.788e-01, eta: 1 day, 2:04:48, time: 1.552, data_time: 0.008, memory: 5820, top1_acc: 0.4455, top5_acc: 0.7080, loss_cls: 2.3238, loss: 2.3238, grad_norm: 1.2314 2020-10-05 21:28:59,040 - mmaction - INFO - Epoch [96][160/297] lr: 2.788e-01, eta: 1 day, 2:03:54, time: 1.525, data_time: 0.006, memory: 5820, top1_acc: 0.4354, top5_acc: 0.7059, loss_cls: 2.3368, loss: 2.3368, grad_norm: 1.2708 2020-10-05 21:29:28,255 - mmaction - INFO - Epoch [96][180/297] lr: 2.788e-01, eta: 1 day, 2:02:57, time: 1.461, data_time: 0.006, memory: 5820, top1_acc: 0.4168, top5_acc: 0.6937, loss_cls: 2.4217, loss: 2.4217, grad_norm: 1.2599 2020-10-05 21:29:57,297 - mmaction - INFO - Epoch [96][200/297] lr: 2.788e-01, eta: 1 day, 2:02:01, time: 1.455, data_time: 0.009, memory: 5820, top1_acc: 0.4150, top5_acc: 0.6963, loss_cls: 2.3690, loss: 2.3690, grad_norm: 1.2220 2020-10-05 21:30:29,030 - mmaction - INFO - Epoch [96][220/297] lr: 2.788e-01, eta: 1 day, 2:01:09, time: 1.586, data_time: 0.005, memory: 5820, top1_acc: 0.4303, top5_acc: 0.7012, loss_cls: 2.3793, loss: 2.3793, grad_norm: 1.2141 2020-10-05 21:30:58,661 - mmaction - INFO - Epoch [96][240/297] lr: 2.788e-01, eta: 1 day, 2:00:13, time: 1.481, data_time: 0.007, memory: 5820, top1_acc: 0.4264, top5_acc: 0.6932, loss_cls: 2.3605, loss: 2.3605, grad_norm: 1.2408 2020-10-05 21:31:27,120 - mmaction - INFO - Epoch [96][260/297] lr: 2.788e-01, eta: 1 day, 1:59:15, time: 1.423, data_time: 0.007, memory: 5820, top1_acc: 0.4406, top5_acc: 0.7121, loss_cls: 2.3139, loss: 2.3139, grad_norm: 1.2577 2020-10-05 21:31:57,482 - mmaction - INFO - Epoch [96][280/297] lr: 2.788e-01, eta: 1 day, 1:58:21, time: 1.519, data_time: 0.012, memory: 5820, top1_acc: 0.4297, top5_acc: 0.6990, loss_cls: 2.3631, loss: 2.3631, grad_norm: 1.2497 2020-10-05 21:32:25,840 - mmaction - INFO - Saving checkpoint at 96 epochs 2020-10-05 21:35:55,357 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-05 21:35:55,859 - mmaction - INFO - top1_acc 0.5101 top5_acc 0.7768 2020-10-05 21:35:55,859 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-05 21:35:55,914 - mmaction - INFO - mean_acc 0.5103 2020-10-05 21:35:55,918 - mmaction - INFO - Now best checkpoint is epoch_96.pth 2020-10-05 21:35:55,978 - mmaction - INFO - Epoch(val) [96][297] top1_acc: 0.5101, top5_acc: 0.7768, mean_class_accuracy: 0.5103 2020-10-05 21:39:06,863 - mmaction - INFO - Epoch [97][20/297] lr: 2.765e-01, eta: 1 day, 2:00:25, time: 9.541, data_time: 5.172, memory: 5820, top1_acc: 0.4387, top5_acc: 0.7078, loss_cls: 2.3005, loss: 2.3005, grad_norm: 1.2352 2020-10-05 21:39:38,716 - mmaction - INFO - Epoch [97][40/297] lr: 2.765e-01, eta: 1 day, 1:59:33, time: 1.594, data_time: 0.010, memory: 5820, top1_acc: 0.4346, top5_acc: 0.7098, loss_cls: 2.3261, loss: 2.3261, grad_norm: 1.2475 2020-10-05 21:40:06,706 - mmaction - INFO - Epoch [97][60/297] lr: 2.765e-01, eta: 1 day, 1:58:34, time: 1.399, data_time: 0.005, memory: 5820, top1_acc: 0.4303, top5_acc: 0.6990, loss_cls: 2.3564, loss: 2.3564, grad_norm: 1.2442 2020-10-05 21:40:36,727 - mmaction - INFO - Epoch [97][80/297] lr: 2.765e-01, eta: 1 day, 1:57:39, time: 1.502, data_time: 0.008, memory: 5820, top1_acc: 0.4336, top5_acc: 0.7045, loss_cls: 2.3202, loss: 2.3202, grad_norm: 1.2580 2020-10-05 21:41:11,056 - mmaction - INFO - Epoch [97][100/297] lr: 2.765e-01, eta: 1 day, 1:56:52, time: 1.716, data_time: 0.007, memory: 5820, top1_acc: 0.4381, top5_acc: 0.7139, loss_cls: 2.3081, loss: 2.3081, grad_norm: 1.2376 2020-10-05 21:41:36,209 - mmaction - INFO - Epoch [97][120/297] lr: 2.765e-01, eta: 1 day, 1:55:49, time: 1.255, data_time: 0.003, memory: 5820, top1_acc: 0.4441, top5_acc: 0.7096, loss_cls: 2.2719, loss: 2.2719, grad_norm: 1.2171 2020-10-05 21:42:06,889 - mmaction - INFO - Epoch [97][140/297] lr: 2.765e-01, eta: 1 day, 1:54:55, time: 1.537, data_time: 0.010, memory: 5820, top1_acc: 0.4264, top5_acc: 0.7102, loss_cls: 2.3350, loss: 2.3350, grad_norm: 1.2596 2020-10-05 21:42:36,320 - mmaction - INFO - Epoch [97][160/297] lr: 2.765e-01, eta: 1 day, 1:53:59, time: 1.470, data_time: 0.006, memory: 5820, top1_acc: 0.4201, top5_acc: 0.7000, loss_cls: 2.3882, loss: 2.3882, grad_norm: 1.3069 2020-10-05 21:43:06,447 - mmaction - INFO - Epoch [97][180/297] lr: 2.765e-01, eta: 1 day, 1:53:04, time: 1.506, data_time: 0.008, memory: 5820, top1_acc: 0.4320, top5_acc: 0.6953, loss_cls: 2.3645, loss: 2.3645, grad_norm: 1.2395 2020-10-05 21:43:36,087 - mmaction - INFO - Epoch [97][200/297] lr: 2.765e-01, eta: 1 day, 1:52:09, time: 1.483, data_time: 0.010, memory: 5820, top1_acc: 0.4426, top5_acc: 0.7018, loss_cls: 2.3604, loss: 2.3604, grad_norm: 1.2301 2020-10-05 21:44:06,528 - mmaction - INFO - Epoch [97][220/297] lr: 2.765e-01, eta: 1 day, 1:51:15, time: 1.523, data_time: 0.008, memory: 5820, top1_acc: 0.4344, top5_acc: 0.7033, loss_cls: 2.3357, loss: 2.3357, grad_norm: 1.2528 2020-10-05 21:44:37,252 - mmaction - INFO - Epoch [97][240/297] lr: 2.765e-01, eta: 1 day, 1:50:21, time: 1.535, data_time: 0.009, memory: 5820, top1_acc: 0.4279, top5_acc: 0.6930, loss_cls: 2.3883, loss: 2.3883, grad_norm: 1.2300 2020-10-05 21:45:06,849 - mmaction - INFO - Epoch [97][260/297] lr: 2.765e-01, eta: 1 day, 1:49:26, time: 1.480, data_time: 0.005, memory: 5820, top1_acc: 0.4322, top5_acc: 0.7037, loss_cls: 2.3658, loss: 2.3658, grad_norm: 1.2545 2020-10-05 21:45:36,332 - mmaction - INFO - Epoch [97][280/297] lr: 2.765e-01, eta: 1 day, 1:48:30, time: 1.466, data_time: 0.007, memory: 5820, top1_acc: 0.4283, top5_acc: 0.6920, loss_cls: 2.3805, loss: 2.3805, grad_norm: 1.2501 2020-10-05 21:49:11,761 - mmaction - INFO - Epoch [98][20/297] lr: 2.743e-01, eta: 1 day, 1:50:31, time: 9.561, data_time: 5.111, memory: 5820, top1_acc: 0.4412, top5_acc: 0.7129, loss_cls: 2.3037, loss: 2.3037, grad_norm: 1.2342 2020-10-05 21:49:42,368 - mmaction - INFO - Epoch [98][40/297] lr: 2.743e-01, eta: 1 day, 1:49:38, time: 1.531, data_time: 0.007, memory: 5820, top1_acc: 0.4412, top5_acc: 0.6986, loss_cls: 2.3257, loss: 2.3257, grad_norm: 1.2296 2020-10-05 21:50:11,712 - mmaction - INFO - Epoch [98][60/297] lr: 2.743e-01, eta: 1 day, 1:48:42, time: 1.466, data_time: 0.006, memory: 5820, top1_acc: 0.4418, top5_acc: 0.7117, loss_cls: 2.3146, loss: 2.3146, grad_norm: 1.2334 2020-10-05 21:50:41,971 - mmaction - INFO - Epoch [98][80/297] lr: 2.743e-01, eta: 1 day, 1:47:47, time: 1.515, data_time: 0.008, memory: 5820, top1_acc: 0.4344, top5_acc: 0.6928, loss_cls: 2.3419, loss: 2.3419, grad_norm: 1.2505 2020-10-05 21:51:13,513 - mmaction - INFO - Epoch [98][100/297] lr: 2.743e-01, eta: 1 day, 1:46:55, time: 1.576, data_time: 0.007, memory: 5820, top1_acc: 0.4354, top5_acc: 0.7008, loss_cls: 2.3432, loss: 2.3432, grad_norm: 1.2595 2020-10-05 21:51:42,110 - mmaction - INFO - Epoch [98][120/297] lr: 2.743e-01, eta: 1 day, 1:45:58, time: 1.427, data_time: 0.005, memory: 5820, top1_acc: 0.4201, top5_acc: 0.6977, loss_cls: 2.3844, loss: 2.3844, grad_norm: 1.2381 2020-10-05 21:52:12,341 - mmaction - INFO - Epoch [98][140/297] lr: 2.743e-01, eta: 1 day, 1:45:04, time: 1.513, data_time: 0.011, memory: 5820, top1_acc: 0.4432, top5_acc: 0.7148, loss_cls: 2.2770, loss: 2.2770, grad_norm: 1.2110 2020-10-05 21:52:42,570 - mmaction - INFO - Epoch [98][160/297] lr: 2.743e-01, eta: 1 day, 1:44:10, time: 1.511, data_time: 0.008, memory: 5820, top1_acc: 0.4342, top5_acc: 0.7059, loss_cls: 2.3495, loss: 2.3495, grad_norm: 1.2798 2020-10-05 21:53:10,526 - mmaction - INFO - Epoch [98][180/297] lr: 2.743e-01, eta: 1 day, 1:43:12, time: 1.400, data_time: 0.008, memory: 5820, top1_acc: 0.4393, top5_acc: 0.7037, loss_cls: 2.3509, loss: 2.3509, grad_norm: 1.2331 2020-10-05 21:53:41,093 - mmaction - INFO - Epoch [98][200/297] lr: 2.743e-01, eta: 1 day, 1:42:18, time: 1.528, data_time: 0.007, memory: 5820, top1_acc: 0.4330, top5_acc: 0.7068, loss_cls: 2.3502, loss: 2.3502, grad_norm: 1.2712 2020-10-05 21:54:09,987 - mmaction - INFO - Epoch [98][220/297] lr: 2.743e-01, eta: 1 day, 1:41:22, time: 1.444, data_time: 0.006, memory: 5820, top1_acc: 0.4457, top5_acc: 0.7096, loss_cls: 2.3347, loss: 2.3347, grad_norm: 1.2286 2020-10-05 21:54:40,783 - mmaction - INFO - Epoch [98][240/297] lr: 2.743e-01, eta: 1 day, 1:40:29, time: 1.537, data_time: 0.008, memory: 5820, top1_acc: 0.4430, top5_acc: 0.7098, loss_cls: 2.3241, loss: 2.3241, grad_norm: 1.2607 2020-10-05 21:55:10,943 - mmaction - INFO - Epoch [98][260/297] lr: 2.743e-01, eta: 1 day, 1:39:34, time: 1.510, data_time: 0.012, memory: 5820, top1_acc: 0.4213, top5_acc: 0.6877, loss_cls: 2.3953, loss: 2.3953, grad_norm: 1.2527 2020-10-05 21:55:39,264 - mmaction - INFO - Epoch [98][280/297] lr: 2.743e-01, eta: 1 day, 1:38:37, time: 1.417, data_time: 0.006, memory: 5820, top1_acc: 0.4352, top5_acc: 0.6992, loss_cls: 2.3481, loss: 2.3481, grad_norm: 1.2461 2020-10-05 21:59:12,928 - mmaction - INFO - Epoch [99][20/297] lr: 2.720e-01, eta: 1 day, 1:40:31, time: 9.428, data_time: 5.435, memory: 5820, top1_acc: 0.4436, top5_acc: 0.7195, loss_cls: 2.2758, loss: 2.2758, grad_norm: 1.2592 2020-10-05 21:59:43,132 - mmaction - INFO - Epoch [99][40/297] lr: 2.720e-01, eta: 1 day, 1:39:37, time: 1.509, data_time: 0.004, memory: 5820, top1_acc: 0.4273, top5_acc: 0.6988, loss_cls: 2.3613, loss: 2.3613, grad_norm: 1.2803 2020-10-05 22:00:12,065 - mmaction - INFO - Epoch [99][60/297] lr: 2.720e-01, eta: 1 day, 1:38:40, time: 1.440, data_time: 0.009, memory: 5820, top1_acc: 0.4482, top5_acc: 0.7133, loss_cls: 2.2761, loss: 2.2761, grad_norm: 1.2094 2020-10-05 22:00:46,497 - mmaction - INFO - Epoch [99][80/297] lr: 2.720e-01, eta: 1 day, 1:37:53, time: 1.727, data_time: 0.099, memory: 5820, top1_acc: 0.4391, top5_acc: 0.7148, loss_cls: 2.3210, loss: 2.3210, grad_norm: 1.2481 2020-10-05 22:01:15,842 - mmaction - INFO - Epoch [99][100/297] lr: 2.720e-01, eta: 1 day, 1:36:58, time: 1.471, data_time: 0.021, memory: 5820, top1_acc: 0.4379, top5_acc: 0.7027, loss_cls: 2.3240, loss: 2.3240, grad_norm: 1.2469 2020-10-05 22:01:46,353 - mmaction - INFO - Epoch [99][120/297] lr: 2.720e-01, eta: 1 day, 1:36:04, time: 1.526, data_time: 0.008, memory: 5820, top1_acc: 0.4406, top5_acc: 0.6982, loss_cls: 2.3285, loss: 2.3285, grad_norm: 1.2477 2020-10-05 22:02:16,188 - mmaction - INFO - Epoch [99][140/297] lr: 2.720e-01, eta: 1 day, 1:35:10, time: 1.492, data_time: 0.006, memory: 5820, top1_acc: 0.4463, top5_acc: 0.7057, loss_cls: 2.2881, loss: 2.2881, grad_norm: 1.2480 2020-10-05 22:02:46,875 - mmaction - INFO - Epoch [99][160/297] lr: 2.720e-01, eta: 1 day, 1:34:16, time: 1.534, data_time: 0.006, memory: 5820, top1_acc: 0.4344, top5_acc: 0.7006, loss_cls: 2.3289, loss: 2.3289, grad_norm: 1.2742 2020-10-05 22:03:15,642 - mmaction - INFO - Epoch [99][180/297] lr: 2.720e-01, eta: 1 day, 1:33:20, time: 1.434, data_time: 0.005, memory: 5820, top1_acc: 0.4363, top5_acc: 0.7053, loss_cls: 2.3404, loss: 2.3404, grad_norm: 1.2595 2020-10-05 22:03:46,210 - mmaction - INFO - Epoch [99][200/297] lr: 2.720e-01, eta: 1 day, 1:32:27, time: 1.532, data_time: 0.011, memory: 5820, top1_acc: 0.4334, top5_acc: 0.7014, loss_cls: 2.3542, loss: 2.3542, grad_norm: 1.2513 2020-10-05 22:04:16,491 - mmaction - INFO - Epoch [99][220/297] lr: 2.720e-01, eta: 1 day, 1:31:33, time: 1.513, data_time: 0.005, memory: 5820, top1_acc: 0.4389, top5_acc: 0.6977, loss_cls: 2.3460, loss: 2.3460, grad_norm: 1.2399 2020-10-05 22:04:45,674 - mmaction - INFO - Epoch [99][240/297] lr: 2.720e-01, eta: 1 day, 1:30:37, time: 1.461, data_time: 0.007, memory: 5820, top1_acc: 0.4318, top5_acc: 0.7033, loss_cls: 2.3377, loss: 2.3377, grad_norm: 1.2558 2020-10-05 22:05:15,877 - mmaction - INFO - Epoch [99][260/297] lr: 2.720e-01, eta: 1 day, 1:29:43, time: 1.502, data_time: 0.008, memory: 5820, top1_acc: 0.4357, top5_acc: 0.6955, loss_cls: 2.3846, loss: 2.3846, grad_norm: 1.2749 2020-10-05 22:05:47,107 - mmaction - INFO - Epoch [99][280/297] lr: 2.720e-01, eta: 1 day, 1:28:51, time: 1.570, data_time: 0.015, memory: 5820, top1_acc: 0.4318, top5_acc: 0.6990, loss_cls: 2.3766, loss: 2.3766, grad_norm: 1.2756 2020-10-05 22:09:44,905 - mmaction - INFO - Epoch [100][20/297] lr: 2.697e-01, eta: 1 day, 1:31:15, time: 10.478, data_time: 6.064, memory: 5820, top1_acc: 0.4629, top5_acc: 0.7244, loss_cls: 2.2369, loss: 2.2369, grad_norm: 1.2076 2020-10-05 22:10:16,189 - mmaction - INFO - Epoch [100][40/297] lr: 2.697e-01, eta: 1 day, 1:30:23, time: 1.560, data_time: 0.008, memory: 5820, top1_acc: 0.4492, top5_acc: 0.7145, loss_cls: 2.2953, loss: 2.2953, grad_norm: 1.2690 2020-10-05 22:10:45,380 - mmaction - INFO - Epoch [100][60/297] lr: 2.697e-01, eta: 1 day, 1:29:27, time: 1.462, data_time: 0.010, memory: 5820, top1_acc: 0.4279, top5_acc: 0.6875, loss_cls: 2.3816, loss: 2.3816, grad_norm: 1.2622 2020-10-05 22:11:16,465 - mmaction - INFO - Epoch [100][80/297] lr: 2.697e-01, eta: 1 day, 1:28:35, time: 1.555, data_time: 0.010, memory: 5820, top1_acc: 0.4537, top5_acc: 0.6984, loss_cls: 2.3184, loss: 2.3184, grad_norm: 1.2368 2020-10-05 22:11:47,133 - mmaction - INFO - Epoch [100][100/297] lr: 2.697e-01, eta: 1 day, 1:27:42, time: 1.533, data_time: 0.009, memory: 5820, top1_acc: 0.4496, top5_acc: 0.7139, loss_cls: 2.2808, loss: 2.2808, grad_norm: 1.2426 2020-10-05 22:12:15,597 - mmaction - INFO - Epoch [100][120/297] lr: 2.697e-01, eta: 1 day, 1:26:45, time: 1.425, data_time: 0.009, memory: 5820, top1_acc: 0.4352, top5_acc: 0.6975, loss_cls: 2.3593, loss: 2.3593, grad_norm: 1.2408 2020-10-05 22:12:47,041 - mmaction - INFO - Epoch [100][140/297] lr: 2.697e-01, eta: 1 day, 1:25:53, time: 1.570, data_time: 0.007, memory: 5820, top1_acc: 0.4412, top5_acc: 0.7129, loss_cls: 2.3044, loss: 2.3044, grad_norm: 1.2461 2020-10-05 22:13:15,905 - mmaction - INFO - Epoch [100][160/297] lr: 2.697e-01, eta: 1 day, 1:24:57, time: 1.444, data_time: 0.008, memory: 5820, top1_acc: 0.4412, top5_acc: 0.7068, loss_cls: 2.3284, loss: 2.3284, grad_norm: 1.2445 2020-10-05 22:13:44,762 - mmaction - INFO - Epoch [100][180/297] lr: 2.697e-01, eta: 1 day, 1:24:01, time: 1.443, data_time: 0.007, memory: 5820, top1_acc: 0.4437, top5_acc: 0.7043, loss_cls: 2.3117, loss: 2.3117, grad_norm: 1.2495 2020-10-05 22:14:14,785 - mmaction - INFO - Epoch [100][200/297] lr: 2.697e-01, eta: 1 day, 1:23:07, time: 1.502, data_time: 0.009, memory: 5820, top1_acc: 0.4342, top5_acc: 0.6945, loss_cls: 2.3399, loss: 2.3399, grad_norm: 1.2554 2020-10-05 22:14:44,587 - mmaction - INFO - Epoch [100][220/297] lr: 2.697e-01, eta: 1 day, 1:22:13, time: 1.489, data_time: 0.006, memory: 5820, top1_acc: 0.4324, top5_acc: 0.6980, loss_cls: 2.3603, loss: 2.3603, grad_norm: 1.2969 2020-10-05 22:15:13,821 - mmaction - INFO - Epoch [100][240/297] lr: 2.697e-01, eta: 1 day, 1:21:18, time: 1.462, data_time: 0.006, memory: 5820, top1_acc: 0.4279, top5_acc: 0.6967, loss_cls: 2.3671, loss: 2.3671, grad_norm: 1.2426 2020-10-05 22:15:44,641 - mmaction - INFO - Epoch [100][260/297] lr: 2.697e-01, eta: 1 day, 1:20:25, time: 1.540, data_time: 0.007, memory: 5820, top1_acc: 0.4367, top5_acc: 0.6988, loss_cls: 2.3448, loss: 2.3448, grad_norm: 1.2652 2020-10-05 22:16:14,020 - mmaction - INFO - Epoch [100][280/297] lr: 2.697e-01, eta: 1 day, 1:19:30, time: 1.469, data_time: 0.007, memory: 5820, top1_acc: 0.4361, top5_acc: 0.7121, loss_cls: 2.3186, loss: 2.3186, grad_norm: 1.2396 2020-10-05 22:19:51,612 - mmaction - INFO - Epoch [101][20/297] lr: 2.674e-01, eta: 1 day, 1:21:21, time: 9.530, data_time: 5.605, memory: 5820, top1_acc: 0.4428, top5_acc: 0.7119, loss_cls: 2.2958, loss: 2.2958, grad_norm: 1.2906 2020-10-05 22:20:23,226 - mmaction - INFO - Epoch [101][40/297] lr: 2.674e-01, eta: 1 day, 1:20:29, time: 1.582, data_time: 0.010, memory: 5820, top1_acc: 0.4443, top5_acc: 0.7014, loss_cls: 2.3128, loss: 2.3128, grad_norm: 1.2571 2020-10-05 22:20:50,894 - mmaction - INFO - Epoch [101][60/297] lr: 2.674e-01, eta: 1 day, 1:19:32, time: 1.380, data_time: 0.004, memory: 5820, top1_acc: 0.4342, top5_acc: 0.7088, loss_cls: 2.3408, loss: 2.3408, grad_norm: 1.2767 2020-10-05 22:21:21,775 - mmaction - INFO - Epoch [101][80/297] lr: 2.674e-01, eta: 1 day, 1:18:39, time: 1.537, data_time: 0.011, memory: 5820, top1_acc: 0.4262, top5_acc: 0.6998, loss_cls: 2.3571, loss: 2.3571, grad_norm: 1.2673 2020-10-05 22:21:52,672 - mmaction - INFO - Epoch [101][100/297] lr: 2.674e-01, eta: 1 day, 1:17:46, time: 1.555, data_time: 0.017, memory: 5820, top1_acc: 0.4432, top5_acc: 0.7145, loss_cls: 2.2894, loss: 2.2894, grad_norm: 1.2542 2020-10-05 22:22:21,983 - mmaction - INFO - Epoch [101][120/297] lr: 2.674e-01, eta: 1 day, 1:16:51, time: 1.463, data_time: 0.003, memory: 5820, top1_acc: 0.4484, top5_acc: 0.7072, loss_cls: 2.3069, loss: 2.3069, grad_norm: 1.2422 2020-10-05 22:22:51,873 - mmaction - INFO - Epoch [101][140/297] lr: 2.674e-01, eta: 1 day, 1:15:57, time: 1.496, data_time: 0.010, memory: 5820, top1_acc: 0.4537, top5_acc: 0.7123, loss_cls: 2.2624, loss: 2.2624, grad_norm: 1.2621 2020-10-05 22:23:22,255 - mmaction - INFO - Epoch [101][160/297] lr: 2.674e-01, eta: 1 day, 1:15:04, time: 1.518, data_time: 0.005, memory: 5820, top1_acc: 0.4355, top5_acc: 0.7037, loss_cls: 2.3374, loss: 2.3374, grad_norm: 1.2578 2020-10-05 22:23:50,642 - mmaction - INFO - Epoch [101][180/297] lr: 2.674e-01, eta: 1 day, 1:14:08, time: 1.419, data_time: 0.009, memory: 5820, top1_acc: 0.4457, top5_acc: 0.7111, loss_cls: 2.3037, loss: 2.3037, grad_norm: 1.2488 2020-10-05 22:24:21,546 - mmaction - INFO - Epoch [101][200/297] lr: 2.674e-01, eta: 1 day, 1:13:15, time: 1.546, data_time: 0.013, memory: 5820, top1_acc: 0.4275, top5_acc: 0.7021, loss_cls: 2.3656, loss: 2.3656, grad_norm: 1.2702 2020-10-05 22:24:52,075 - mmaction - INFO - Epoch [101][220/297] lr: 2.674e-01, eta: 1 day, 1:12:22, time: 1.528, data_time: 0.008, memory: 5820, top1_acc: 0.4387, top5_acc: 0.7012, loss_cls: 2.3668, loss: 2.3668, grad_norm: 1.2705 2020-10-05 22:25:21,213 - mmaction - INFO - Epoch [101][240/297] lr: 2.674e-01, eta: 1 day, 1:11:27, time: 1.457, data_time: 0.005, memory: 5820, top1_acc: 0.4418, top5_acc: 0.6994, loss_cls: 2.3548, loss: 2.3548, grad_norm: 1.2412 2020-10-05 22:25:50,549 - mmaction - INFO - Epoch [101][260/297] lr: 2.674e-01, eta: 1 day, 1:10:32, time: 1.465, data_time: 0.006, memory: 5820, top1_acc: 0.4490, top5_acc: 0.7129, loss_cls: 2.3143, loss: 2.3143, grad_norm: 1.2421 2020-10-05 22:26:19,578 - mmaction - INFO - Epoch [101][280/297] lr: 2.674e-01, eta: 1 day, 1:09:37, time: 1.452, data_time: 0.008, memory: 5820, top1_acc: 0.4574, top5_acc: 0.7154, loss_cls: 2.2603, loss: 2.2603, grad_norm: 1.2617 2020-10-05 22:30:06,305 - mmaction - INFO - Epoch [102][20/297] lr: 2.651e-01, eta: 1 day, 1:11:39, time: 9.997, data_time: 5.514, memory: 5820, top1_acc: 0.4566, top5_acc: 0.7119, loss_cls: 2.2853, loss: 2.2853, grad_norm: 1.2234 2020-10-05 22:30:37,913 - mmaction - INFO - Epoch [102][40/297] lr: 2.651e-01, eta: 1 day, 1:10:48, time: 1.583, data_time: 0.008, memory: 5820, top1_acc: 0.4400, top5_acc: 0.7148, loss_cls: 2.2980, loss: 2.2980, grad_norm: 1.2878 2020-10-05 22:31:06,002 - mmaction - INFO - Epoch [102][60/297] lr: 2.651e-01, eta: 1 day, 1:09:51, time: 1.405, data_time: 0.007, memory: 5820, top1_acc: 0.4502, top5_acc: 0.7217, loss_cls: 2.2460, loss: 2.2460, grad_norm: 1.2626 2020-10-05 22:31:37,086 - mmaction - INFO - Epoch [102][80/297] lr: 2.651e-01, eta: 1 day, 1:08:59, time: 1.553, data_time: 0.007, memory: 5820, top1_acc: 0.4463, top5_acc: 0.7111, loss_cls: 2.2902, loss: 2.2902, grad_norm: 1.2380 2020-10-05 22:32:06,493 - mmaction - INFO - Epoch [102][100/297] lr: 2.651e-01, eta: 1 day, 1:08:04, time: 1.471, data_time: 0.009, memory: 5820, top1_acc: 0.4434, top5_acc: 0.7164, loss_cls: 2.2964, loss: 2.2964, grad_norm: 1.2824 2020-10-05 22:32:36,650 - mmaction - INFO - Epoch [102][120/297] lr: 2.651e-01, eta: 1 day, 1:07:11, time: 1.509, data_time: 0.008, memory: 5820, top1_acc: 0.4361, top5_acc: 0.7035, loss_cls: 2.3494, loss: 2.3494, grad_norm: 1.2772 2020-10-05 22:33:06,938 - mmaction - INFO - Epoch [102][140/297] lr: 2.651e-01, eta: 1 day, 1:06:18, time: 1.513, data_time: 0.005, memory: 5820, top1_acc: 0.4439, top5_acc: 0.6994, loss_cls: 2.3350, loss: 2.3350, grad_norm: 1.2403 2020-10-05 22:33:37,243 - mmaction - INFO - Epoch [102][160/297] lr: 2.651e-01, eta: 1 day, 1:05:24, time: 1.514, data_time: 0.007, memory: 5820, top1_acc: 0.4289, top5_acc: 0.7061, loss_cls: 2.3388, loss: 2.3388, grad_norm: 1.2508 2020-10-05 22:34:05,745 - mmaction - INFO - Epoch [102][180/297] lr: 2.651e-01, eta: 1 day, 1:04:28, time: 1.423, data_time: 0.006, memory: 5820, top1_acc: 0.4320, top5_acc: 0.7082, loss_cls: 2.2987, loss: 2.2987, grad_norm: 1.2528 2020-10-05 22:34:37,556 - mmaction - INFO - Epoch [102][200/297] lr: 2.651e-01, eta: 1 day, 1:03:38, time: 1.593, data_time: 0.011, memory: 5820, top1_acc: 0.4383, top5_acc: 0.7049, loss_cls: 2.3283, loss: 2.3283, grad_norm: 1.2759 2020-10-05 22:35:07,724 - mmaction - INFO - Epoch [102][220/297] lr: 2.651e-01, eta: 1 day, 1:02:44, time: 1.505, data_time: 0.009, memory: 5820, top1_acc: 0.4441, top5_acc: 0.7199, loss_cls: 2.2741, loss: 2.2741, grad_norm: 1.2641 2020-10-05 22:35:35,644 - mmaction - INFO - Epoch [102][240/297] lr: 2.651e-01, eta: 1 day, 1:01:48, time: 1.400, data_time: 0.011, memory: 5820, top1_acc: 0.4459, top5_acc: 0.7057, loss_cls: 2.3214, loss: 2.3214, grad_norm: 1.3001 2020-10-05 22:36:06,433 - mmaction - INFO - Epoch [102][260/297] lr: 2.651e-01, eta: 1 day, 1:00:55, time: 1.541, data_time: 0.008, memory: 5820, top1_acc: 0.4373, top5_acc: 0.7047, loss_cls: 2.3178, loss: 2.3178, grad_norm: 1.2308 2020-10-05 22:36:37,176 - mmaction - INFO - Epoch [102][280/297] lr: 2.651e-01, eta: 1 day, 1:00:03, time: 1.533, data_time: 0.006, memory: 5820, top1_acc: 0.4273, top5_acc: 0.7027, loss_cls: 2.3565, loss: 2.3565, grad_norm: 1.2739 2020-10-05 22:40:14,134 - mmaction - INFO - Epoch [103][20/297] lr: 2.627e-01, eta: 1 day, 1:01:53, time: 9.712, data_time: 5.644, memory: 5820, top1_acc: 0.4576, top5_acc: 0.7137, loss_cls: 2.2655, loss: 2.2655, grad_norm: 1.2403 2020-10-05 22:40:44,611 - mmaction - INFO - Epoch [103][40/297] lr: 2.627e-01, eta: 1 day, 1:01:01, time: 1.533, data_time: 0.016, memory: 5820, top1_acc: 0.4512, top5_acc: 0.7176, loss_cls: 2.2947, loss: 2.2947, grad_norm: 1.2853 2020-10-05 22:41:13,890 - mmaction - INFO - Epoch [103][60/297] lr: 2.627e-01, eta: 1 day, 1:00:06, time: 1.466, data_time: 0.005, memory: 5820, top1_acc: 0.4318, top5_acc: 0.7023, loss_cls: 2.3151, loss: 2.3151, grad_norm: 1.2929 2020-10-05 22:41:44,876 - mmaction - INFO - Epoch [103][80/297] lr: 2.627e-01, eta: 1 day, 0:59:14, time: 1.549, data_time: 0.006, memory: 5820, top1_acc: 0.4393, top5_acc: 0.7113, loss_cls: 2.2967, loss: 2.2967, grad_norm: 1.2933 2020-10-05 22:42:14,377 - mmaction - INFO - Epoch [103][100/297] lr: 2.627e-01, eta: 1 day, 0:58:19, time: 1.461, data_time: 0.006, memory: 5820, top1_acc: 0.4566, top5_acc: 0.7119, loss_cls: 2.2563, loss: 2.2563, grad_norm: 1.2344 2020-10-05 22:42:45,380 - mmaction - INFO - Epoch [103][120/297] lr: 2.627e-01, eta: 1 day, 0:57:28, time: 1.562, data_time: 0.022, memory: 5820, top1_acc: 0.4504, top5_acc: 0.7082, loss_cls: 2.2725, loss: 2.2725, grad_norm: 1.2741 2020-10-05 22:43:14,626 - mmaction - INFO - Epoch [103][140/297] lr: 2.627e-01, eta: 1 day, 0:56:33, time: 1.463, data_time: 0.008, memory: 5820, top1_acc: 0.4535, top5_acc: 0.7098, loss_cls: 2.2986, loss: 2.2986, grad_norm: 1.2867 2020-10-05 22:43:42,891 - mmaction - INFO - Epoch [103][160/297] lr: 2.627e-01, eta: 1 day, 0:55:37, time: 1.412, data_time: 0.007, memory: 5820, top1_acc: 0.4367, top5_acc: 0.7098, loss_cls: 2.2994, loss: 2.2994, grad_norm: 1.2742 2020-10-05 22:44:13,602 - mmaction - INFO - Epoch [103][180/297] lr: 2.627e-01, eta: 1 day, 0:54:45, time: 1.535, data_time: 0.010, memory: 5820, top1_acc: 0.4342, top5_acc: 0.7061, loss_cls: 2.3408, loss: 2.3408, grad_norm: 1.2854 2020-10-05 22:44:42,111 - mmaction - INFO - Epoch [103][200/297] lr: 2.627e-01, eta: 1 day, 0:53:49, time: 1.427, data_time: 0.010, memory: 5820, top1_acc: 0.4361, top5_acc: 0.7059, loss_cls: 2.3530, loss: 2.3530, grad_norm: 1.2852 2020-10-05 22:45:11,087 - mmaction - INFO - Epoch [103][220/297] lr: 2.627e-01, eta: 1 day, 0:52:54, time: 1.451, data_time: 0.010, memory: 5820, top1_acc: 0.4449, top5_acc: 0.7070, loss_cls: 2.3228, loss: 2.3228, grad_norm: 1.2587 2020-10-05 22:45:41,656 - mmaction - INFO - Epoch [103][240/297] lr: 2.627e-01, eta: 1 day, 0:52:02, time: 1.527, data_time: 0.007, memory: 5820, top1_acc: 0.4426, top5_acc: 0.7043, loss_cls: 2.3448, loss: 2.3448, grad_norm: 1.2390 2020-10-05 22:46:09,895 - mmaction - INFO - Epoch [103][260/297] lr: 2.627e-01, eta: 1 day, 0:51:06, time: 1.409, data_time: 0.007, memory: 5820, top1_acc: 0.4447, top5_acc: 0.7027, loss_cls: 2.3232, loss: 2.3232, grad_norm: 1.2283 2020-10-05 22:46:41,393 - mmaction - INFO - Epoch [103][280/297] lr: 2.627e-01, eta: 1 day, 0:50:15, time: 1.578, data_time: 0.010, memory: 5820, top1_acc: 0.4508, top5_acc: 0.7074, loss_cls: 2.2806, loss: 2.2806, grad_norm: 1.2437 2020-10-05 22:50:29,445 - mmaction - INFO - Epoch [104][20/297] lr: 2.604e-01, eta: 1 day, 0:52:16, time: 10.166, data_time: 5.535, memory: 5820, top1_acc: 0.4596, top5_acc: 0.7199, loss_cls: 2.2580, loss: 2.2580, grad_norm: 1.2734 2020-10-05 22:51:00,170 - mmaction - INFO - Epoch [104][40/297] lr: 2.604e-01, eta: 1 day, 0:51:24, time: 1.536, data_time: 0.010, memory: 5820, top1_acc: 0.4533, top5_acc: 0.7164, loss_cls: 2.2739, loss: 2.2739, grad_norm: 1.2936 2020-10-05 22:51:28,419 - mmaction - INFO - Epoch [104][60/297] lr: 2.604e-01, eta: 1 day, 0:50:28, time: 1.415, data_time: 0.009, memory: 5820, top1_acc: 0.4291, top5_acc: 0.7076, loss_cls: 2.3311, loss: 2.3311, grad_norm: 1.2838 2020-10-05 22:52:00,204 - mmaction - INFO - Epoch [104][80/297] lr: 2.604e-01, eta: 1 day, 0:49:37, time: 1.579, data_time: 0.007, memory: 5820, top1_acc: 0.4537, top5_acc: 0.7172, loss_cls: 2.2581, loss: 2.2581, grad_norm: 1.2530 2020-10-05 22:52:30,077 - mmaction - INFO - Epoch [104][100/297] lr: 2.604e-01, eta: 1 day, 0:48:44, time: 1.503, data_time: 0.016, memory: 5820, top1_acc: 0.4391, top5_acc: 0.7074, loss_cls: 2.2916, loss: 2.2916, grad_norm: 1.2688 2020-10-05 22:52:58,357 - mmaction - INFO - Epoch [104][120/297] lr: 2.604e-01, eta: 1 day, 0:47:48, time: 1.412, data_time: 0.007, memory: 5820, top1_acc: 0.4553, top5_acc: 0.7133, loss_cls: 2.2853, loss: 2.2853, grad_norm: 1.2881 2020-10-05 22:53:28,609 - mmaction - INFO - Epoch [104][140/297] lr: 2.604e-01, eta: 1 day, 0:46:55, time: 1.513, data_time: 0.010, memory: 5820, top1_acc: 0.4332, top5_acc: 0.7049, loss_cls: 2.3428, loss: 2.3428, grad_norm: 1.2863 2020-10-05 22:53:59,556 - mmaction - INFO - Epoch [104][160/297] lr: 2.604e-01, eta: 1 day, 0:46:03, time: 1.546, data_time: 0.009, memory: 5820, top1_acc: 0.4322, top5_acc: 0.7041, loss_cls: 2.3339, loss: 2.3339, grad_norm: 1.2867 2020-10-05 22:54:27,597 - mmaction - INFO - Epoch [104][180/297] lr: 2.604e-01, eta: 1 day, 0:45:07, time: 1.405, data_time: 0.009, memory: 5820, top1_acc: 0.4361, top5_acc: 0.7012, loss_cls: 2.3569, loss: 2.3569, grad_norm: 1.2946 2020-10-05 22:54:58,876 - mmaction - INFO - Epoch [104][200/297] lr: 2.604e-01, eta: 1 day, 0:44:16, time: 1.563, data_time: 0.007, memory: 5820, top1_acc: 0.4322, top5_acc: 0.7064, loss_cls: 2.3274, loss: 2.3274, grad_norm: 1.2641 2020-10-05 22:55:29,501 - mmaction - INFO - Epoch [104][220/297] lr: 2.604e-01, eta: 1 day, 0:43:23, time: 1.531, data_time: 0.007, memory: 5820, top1_acc: 0.4398, top5_acc: 0.7033, loss_cls: 2.3447, loss: 2.3447, grad_norm: 1.2478 2020-10-05 22:55:57,896 - mmaction - INFO - Epoch [104][240/297] lr: 2.604e-01, eta: 1 day, 0:42:28, time: 1.402, data_time: 0.004, memory: 5820, top1_acc: 0.4607, top5_acc: 0.7182, loss_cls: 2.2811, loss: 2.2811, grad_norm: 1.2715 2020-10-05 22:56:27,824 - mmaction - INFO - Epoch [104][260/297] lr: 2.604e-01, eta: 1 day, 0:41:35, time: 1.510, data_time: 0.026, memory: 5820, top1_acc: 0.4531, top5_acc: 0.7166, loss_cls: 2.2853, loss: 2.2853, grad_norm: 1.2519 2020-10-05 22:56:57,088 - mmaction - INFO - Epoch [104][280/297] lr: 2.604e-01, eta: 1 day, 0:40:41, time: 1.465, data_time: 0.011, memory: 5820, top1_acc: 0.4311, top5_acc: 0.7008, loss_cls: 2.3683, loss: 2.3683, grad_norm: 1.2715 2020-10-05 22:57:23,781 - mmaction - INFO - Saving checkpoint at 104 epochs 2020-10-05 23:00:51,375 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-05 23:00:51,889 - mmaction - INFO - top1_acc 0.5380 top5_acc 0.8067 2020-10-05 23:00:51,889 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-05 23:00:51,944 - mmaction - INFO - mean_acc 0.5379 2020-10-05 23:00:51,947 - mmaction - INFO - Now best checkpoint is epoch_104.pth 2020-10-05 23:00:51,996 - mmaction - INFO - Epoch(val) [104][297] top1_acc: 0.5380, top5_acc: 0.8067, mean_class_accuracy: 0.5379 2020-10-05 23:03:20,639 - mmaction - INFO - Epoch [105][20/297] lr: 2.581e-01, eta: 1 day, 0:41:19, time: 7.430, data_time: 5.233, memory: 5820, top1_acc: 0.4457, top5_acc: 0.7156, loss_cls: 2.2780, loss: 2.2780, grad_norm: 1.2570 2020-10-05 23:03:47,618 - mmaction - INFO - Epoch [105][40/297] lr: 2.581e-01, eta: 1 day, 0:40:21, time: 1.347, data_time: 0.005, memory: 5820, top1_acc: 0.4441, top5_acc: 0.7025, loss_cls: 2.3029, loss: 2.3029, grad_norm: 1.2811 2020-10-05 23:04:16,611 - mmaction - INFO - Epoch [105][60/297] lr: 2.581e-01, eta: 1 day, 0:39:26, time: 1.441, data_time: 0.011, memory: 5820, top1_acc: 0.4598, top5_acc: 0.7168, loss_cls: 2.2526, loss: 2.2526, grad_norm: 1.2577 2020-10-05 23:04:46,690 - mmaction - INFO - Epoch [105][80/297] lr: 2.581e-01, eta: 1 day, 0:38:34, time: 1.515, data_time: 0.018, memory: 5820, top1_acc: 0.4412, top5_acc: 0.7105, loss_cls: 2.2967, loss: 2.2967, grad_norm: 1.2907 2020-10-05 23:05:16,503 - mmaction - INFO - Epoch [105][100/297] lr: 2.581e-01, eta: 1 day, 0:37:40, time: 1.490, data_time: 0.007, memory: 5820, top1_acc: 0.4607, top5_acc: 0.7207, loss_cls: 2.2347, loss: 2.2347, grad_norm: 1.2562 2020-10-05 23:05:47,524 - mmaction - INFO - Epoch [105][120/297] lr: 2.581e-01, eta: 1 day, 0:36:49, time: 1.539, data_time: 0.008, memory: 5820, top1_acc: 0.4516, top5_acc: 0.7193, loss_cls: 2.2608, loss: 2.2608, grad_norm: 1.2666 2020-10-05 23:06:19,632 - mmaction - INFO - Epoch [105][140/297] lr: 2.581e-01, eta: 1 day, 0:35:59, time: 1.618, data_time: 0.019, memory: 5820, top1_acc: 0.4307, top5_acc: 0.7055, loss_cls: 2.3411, loss: 2.3411, grad_norm: 1.2905 2020-10-05 23:06:48,122 - mmaction - INFO - Epoch [105][160/297] lr: 2.581e-01, eta: 1 day, 0:35:04, time: 1.422, data_time: 0.004, memory: 5820, top1_acc: 0.4475, top5_acc: 0.7020, loss_cls: 2.3226, loss: 2.3226, grad_norm: 1.2764 2020-10-05 23:07:17,604 - mmaction - INFO - Epoch [105][180/297] lr: 2.581e-01, eta: 1 day, 0:34:10, time: 1.475, data_time: 0.008, memory: 5820, top1_acc: 0.4336, top5_acc: 0.7039, loss_cls: 2.3288, loss: 2.3288, grad_norm: 1.2629 2020-10-05 23:07:48,052 - mmaction - INFO - Epoch [105][200/297] lr: 2.581e-01, eta: 1 day, 0:33:18, time: 1.522, data_time: 0.009, memory: 5820, top1_acc: 0.4492, top5_acc: 0.7074, loss_cls: 2.3062, loss: 2.3062, grad_norm: 1.2737 2020-10-05 23:08:17,278 - mmaction - INFO - Epoch [105][220/297] lr: 2.581e-01, eta: 1 day, 0:32:24, time: 1.463, data_time: 0.008, memory: 5820, top1_acc: 0.4320, top5_acc: 0.7096, loss_cls: 2.3230, loss: 2.3230, grad_norm: 1.2951 2020-10-05 23:08:47,018 - mmaction - INFO - Epoch [105][240/297] lr: 2.581e-01, eta: 1 day, 0:31:31, time: 1.487, data_time: 0.007, memory: 5820, top1_acc: 0.4402, top5_acc: 0.7061, loss_cls: 2.3439, loss: 2.3439, grad_norm: 1.2752 2020-10-05 23:09:18,202 - mmaction - INFO - Epoch [105][260/297] lr: 2.581e-01, eta: 1 day, 0:30:40, time: 1.557, data_time: 0.008, memory: 5820, top1_acc: 0.4447, top5_acc: 0.7141, loss_cls: 2.2994, loss: 2.2994, grad_norm: 1.2668 2020-10-05 23:09:46,668 - mmaction - INFO - Epoch [105][280/297] lr: 2.581e-01, eta: 1 day, 0:29:45, time: 1.421, data_time: 0.010, memory: 5820, top1_acc: 0.4592, top5_acc: 0.7174, loss_cls: 2.2614, loss: 2.2614, grad_norm: 1.2702 2020-10-05 23:13:36,975 - mmaction - INFO - Epoch [106][20/297] lr: 2.557e-01, eta: 1 day, 0:31:40, time: 10.172, data_time: 6.509, memory: 5820, top1_acc: 0.4492, top5_acc: 0.7092, loss_cls: 2.2957, loss: 2.2957, grad_norm: 1.2766 2020-10-05 23:14:07,326 - mmaction - INFO - Epoch [106][40/297] lr: 2.557e-01, eta: 1 day, 0:30:48, time: 1.516, data_time: 0.009, memory: 5820, top1_acc: 0.4424, top5_acc: 0.7092, loss_cls: 2.3247, loss: 2.3247, grad_norm: 1.2914 2020-10-05 23:14:35,363 - mmaction - INFO - Epoch [106][60/297] lr: 2.557e-01, eta: 1 day, 0:29:52, time: 1.404, data_time: 0.009, memory: 5820, top1_acc: 0.4453, top5_acc: 0.7143, loss_cls: 2.2890, loss: 2.2890, grad_norm: 1.2771 2020-10-05 23:15:06,423 - mmaction - INFO - Epoch [106][80/297] lr: 2.557e-01, eta: 1 day, 0:29:01, time: 1.549, data_time: 0.008, memory: 5820, top1_acc: 0.4428, top5_acc: 0.7158, loss_cls: 2.2988, loss: 2.2988, grad_norm: 1.2804 2020-10-05 23:15:37,301 - mmaction - INFO - Epoch [106][100/297] lr: 2.557e-01, eta: 1 day, 0:28:09, time: 1.547, data_time: 0.012, memory: 5820, top1_acc: 0.4459, top5_acc: 0.7121, loss_cls: 2.2872, loss: 2.2872, grad_norm: 1.2904 2020-10-05 23:16:06,698 - mmaction - INFO - Epoch [106][120/297] lr: 2.557e-01, eta: 1 day, 0:27:15, time: 1.469, data_time: 0.007, memory: 5820, top1_acc: 0.4482, top5_acc: 0.7158, loss_cls: 2.2794, loss: 2.2794, grad_norm: 1.3007 2020-10-05 23:16:37,761 - mmaction - INFO - Epoch [106][140/297] lr: 2.557e-01, eta: 1 day, 0:26:24, time: 1.555, data_time: 0.008, memory: 5820, top1_acc: 0.4430, top5_acc: 0.7139, loss_cls: 2.3079, loss: 2.3079, grad_norm: 1.2659 2020-10-05 23:17:05,880 - mmaction - INFO - Epoch [106][160/297] lr: 2.557e-01, eta: 1 day, 0:25:29, time: 1.406, data_time: 0.004, memory: 5820, top1_acc: 0.4408, top5_acc: 0.7037, loss_cls: 2.3283, loss: 2.3283, grad_norm: 1.3059 2020-10-05 23:17:34,740 - mmaction - INFO - Epoch [106][180/297] lr: 2.557e-01, eta: 1 day, 0:24:35, time: 1.443, data_time: 0.007, memory: 5820, top1_acc: 0.4418, top5_acc: 0.6996, loss_cls: 2.3352, loss: 2.3352, grad_norm: 1.2794 2020-10-05 23:18:04,776 - mmaction - INFO - Epoch [106][200/297] lr: 2.557e-01, eta: 1 day, 0:23:42, time: 1.502, data_time: 0.008, memory: 5820, top1_acc: 0.4430, top5_acc: 0.7025, loss_cls: 2.3238, loss: 2.3238, grad_norm: 1.2860 2020-10-05 23:18:35,589 - mmaction - INFO - Epoch [106][220/297] lr: 2.557e-01, eta: 1 day, 0:22:51, time: 1.541, data_time: 0.005, memory: 5820, top1_acc: 0.4502, top5_acc: 0.7188, loss_cls: 2.2686, loss: 2.2686, grad_norm: 1.2946 2020-10-05 23:19:04,849 - mmaction - INFO - Epoch [106][240/297] lr: 2.557e-01, eta: 1 day, 0:21:57, time: 1.462, data_time: 0.006, memory: 5820, top1_acc: 0.4521, top5_acc: 0.7086, loss_cls: 2.2818, loss: 2.2818, grad_norm: 1.2866 2020-10-05 23:19:34,488 - mmaction - INFO - Epoch [106][260/297] lr: 2.557e-01, eta: 1 day, 0:21:03, time: 1.471, data_time: 0.007, memory: 5820, top1_acc: 0.4371, top5_acc: 0.6986, loss_cls: 2.3207, loss: 2.3207, grad_norm: 1.2769 2020-10-05 23:20:03,984 - mmaction - INFO - Epoch [106][280/297] lr: 2.557e-01, eta: 1 day, 0:20:11, time: 1.485, data_time: 0.018, memory: 5820, top1_acc: 0.4484, top5_acc: 0.7082, loss_cls: 2.2781, loss: 2.2781, grad_norm: 1.2786 2020-10-05 23:23:52,945 - mmaction - INFO - Epoch [107][20/297] lr: 2.533e-01, eta: 1 day, 0:22:00, time: 10.074, data_time: 5.390, memory: 5820, top1_acc: 0.4604, top5_acc: 0.7336, loss_cls: 2.2190, loss: 2.2190, grad_norm: 1.2793 2020-10-05 23:24:22,982 - mmaction - INFO - Epoch [107][40/297] lr: 2.533e-01, eta: 1 day, 0:21:07, time: 1.502, data_time: 0.010, memory: 5820, top1_acc: 0.4516, top5_acc: 0.7150, loss_cls: 2.2629, loss: 2.2629, grad_norm: 1.2865 2020-10-05 23:24:52,498 - mmaction - INFO - Epoch [107][60/297] lr: 2.533e-01, eta: 1 day, 0:20:14, time: 1.475, data_time: 0.010, memory: 5820, top1_acc: 0.4541, top5_acc: 0.7164, loss_cls: 2.2811, loss: 2.2811, grad_norm: 1.2925 2020-10-05 23:25:22,788 - mmaction - INFO - Epoch [107][80/297] lr: 2.533e-01, eta: 1 day, 0:19:22, time: 1.516, data_time: 0.009, memory: 5820, top1_acc: 0.4600, top5_acc: 0.7168, loss_cls: 2.2492, loss: 2.2492, grad_norm: 1.2732 2020-10-05 23:25:52,785 - mmaction - INFO - Epoch [107][100/297] lr: 2.533e-01, eta: 1 day, 0:18:29, time: 1.498, data_time: 0.007, memory: 5820, top1_acc: 0.4523, top5_acc: 0.7152, loss_cls: 2.2503, loss: 2.2503, grad_norm: 1.2536 2020-10-05 23:26:21,704 - mmaction - INFO - Epoch [107][120/297] lr: 2.533e-01, eta: 1 day, 0:17:35, time: 1.448, data_time: 0.010, memory: 5820, top1_acc: 0.4449, top5_acc: 0.7166, loss_cls: 2.2863, loss: 2.2863, grad_norm: 1.3000 2020-10-05 23:26:52,854 - mmaction - INFO - Epoch [107][140/297] lr: 2.533e-01, eta: 1 day, 0:16:44, time: 1.556, data_time: 0.008, memory: 5820, top1_acc: 0.4428, top5_acc: 0.7076, loss_cls: 2.2856, loss: 2.2856, grad_norm: 1.3159 2020-10-05 23:27:23,008 - mmaction - INFO - Epoch [107][160/297] lr: 2.533e-01, eta: 1 day, 0:15:52, time: 1.510, data_time: 0.009, memory: 5820, top1_acc: 0.4588, top5_acc: 0.7078, loss_cls: 2.2785, loss: 2.2785, grad_norm: 1.2710 2020-10-05 23:27:50,411 - mmaction - INFO - Epoch [107][180/297] lr: 2.533e-01, eta: 1 day, 0:14:56, time: 1.369, data_time: 0.004, memory: 5820, top1_acc: 0.4396, top5_acc: 0.7018, loss_cls: 2.3298, loss: 2.3298, grad_norm: 1.2993 2020-10-05 23:28:20,398 - mmaction - INFO - Epoch [107][200/297] lr: 2.533e-01, eta: 1 day, 0:14:03, time: 1.499, data_time: 0.009, memory: 5820, top1_acc: 0.4473, top5_acc: 0.7145, loss_cls: 2.2922, loss: 2.2922, grad_norm: 1.2873 2020-10-05 23:28:51,186 - mmaction - INFO - Epoch [107][220/297] lr: 2.533e-01, eta: 1 day, 0:13:12, time: 1.541, data_time: 0.009, memory: 5820, top1_acc: 0.4406, top5_acc: 0.7127, loss_cls: 2.2957, loss: 2.2957, grad_norm: 1.2776 2020-10-05 23:29:19,877 - mmaction - INFO - Epoch [107][240/297] lr: 2.533e-01, eta: 1 day, 0:12:18, time: 1.435, data_time: 0.007, memory: 5820, top1_acc: 0.4455, top5_acc: 0.7076, loss_cls: 2.2996, loss: 2.2996, grad_norm: 1.2628 2020-10-05 23:29:51,365 - mmaction - INFO - Epoch [107][260/297] lr: 2.533e-01, eta: 1 day, 0:11:27, time: 1.574, data_time: 0.006, memory: 5820, top1_acc: 0.4520, top5_acc: 0.7168, loss_cls: 2.2652, loss: 2.2652, grad_norm: 1.2769 2020-10-05 23:30:21,103 - mmaction - INFO - Epoch [107][280/297] lr: 2.533e-01, eta: 1 day, 0:10:35, time: 1.487, data_time: 0.008, memory: 5820, top1_acc: 0.4432, top5_acc: 0.7160, loss_cls: 2.3114, loss: 2.3114, grad_norm: 1.2515 2020-10-05 23:33:55,684 - mmaction - INFO - Epoch [108][20/297] lr: 2.510e-01, eta: 1 day, 0:12:03, time: 9.437, data_time: 4.831, memory: 5820, top1_acc: 0.4555, top5_acc: 0.7203, loss_cls: 2.2371, loss: 2.2371, grad_norm: 1.3299 2020-10-05 23:34:26,132 - mmaction - INFO - Epoch [108][40/297] lr: 2.510e-01, eta: 1 day, 0:11:12, time: 1.523, data_time: 0.010, memory: 5820, top1_acc: 0.4594, top5_acc: 0.7260, loss_cls: 2.2532, loss: 2.2532, grad_norm: 1.2904 2020-10-05 23:34:54,383 - mmaction - INFO - Epoch [108][60/297] lr: 2.510e-01, eta: 1 day, 0:10:17, time: 1.412, data_time: 0.007, memory: 5820, top1_acc: 0.4562, top5_acc: 0.7236, loss_cls: 2.2274, loss: 2.2274, grad_norm: 1.3176 2020-10-05 23:35:25,552 - mmaction - INFO - Epoch [108][80/297] lr: 2.510e-01, eta: 1 day, 0:09:26, time: 1.559, data_time: 0.010, memory: 5820, top1_acc: 0.4623, top5_acc: 0.7078, loss_cls: 2.2708, loss: 2.2708, grad_norm: 1.2836 2020-10-05 23:35:55,675 - mmaction - INFO - Epoch [108][100/297] lr: 2.510e-01, eta: 1 day, 0:08:34, time: 1.507, data_time: 0.006, memory: 5820, top1_acc: 0.4533, top5_acc: 0.7105, loss_cls: 2.2851, loss: 2.2851, grad_norm: 1.3024 2020-10-05 23:36:24,757 - mmaction - INFO - Epoch [108][120/297] lr: 2.510e-01, eta: 1 day, 0:07:40, time: 1.454, data_time: 0.007, memory: 5820, top1_acc: 0.4340, top5_acc: 0.7020, loss_cls: 2.3444, loss: 2.3444, grad_norm: 1.3189 2020-10-05 23:36:55,271 - mmaction - INFO - Epoch [108][140/297] lr: 2.510e-01, eta: 1 day, 0:06:49, time: 1.526, data_time: 0.007, memory: 5820, top1_acc: 0.4484, top5_acc: 0.7152, loss_cls: 2.2737, loss: 2.2737, grad_norm: 1.2827 2020-10-05 23:37:26,934 - mmaction - INFO - Epoch [108][160/297] lr: 2.510e-01, eta: 1 day, 0:05:59, time: 1.581, data_time: 0.006, memory: 5820, top1_acc: 0.4656, top5_acc: 0.7109, loss_cls: 2.2355, loss: 2.2355, grad_norm: 1.2837 2020-10-05 23:37:54,619 - mmaction - INFO - Epoch [108][180/297] lr: 2.510e-01, eta: 1 day, 0:05:03, time: 1.385, data_time: 0.006, memory: 5820, top1_acc: 0.4537, top5_acc: 0.7125, loss_cls: 2.2372, loss: 2.2372, grad_norm: 1.3039 2020-10-05 23:38:25,741 - mmaction - INFO - Epoch [108][200/297] lr: 2.510e-01, eta: 1 day, 0:04:13, time: 1.557, data_time: 0.009, memory: 5820, top1_acc: 0.4445, top5_acc: 0.7031, loss_cls: 2.3068, loss: 2.3068, grad_norm: 1.2986 2020-10-05 23:38:56,325 - mmaction - INFO - Epoch [108][220/297] lr: 2.510e-01, eta: 1 day, 0:03:21, time: 1.527, data_time: 0.008, memory: 5820, top1_acc: 0.4400, top5_acc: 0.7004, loss_cls: 2.3243, loss: 2.3243, grad_norm: 1.3138 2020-10-05 23:39:24,621 - mmaction - INFO - Epoch [108][240/297] lr: 2.510e-01, eta: 1 day, 0:02:27, time: 1.416, data_time: 0.008, memory: 5820, top1_acc: 0.4391, top5_acc: 0.7055, loss_cls: 2.3172, loss: 2.3172, grad_norm: 1.2646 2020-10-05 23:39:54,319 - mmaction - INFO - Epoch [108][260/297] lr: 2.510e-01, eta: 1 day, 0:01:34, time: 1.486, data_time: 0.010, memory: 5820, top1_acc: 0.4479, top5_acc: 0.7217, loss_cls: 2.2571, loss: 2.2571, grad_norm: 1.2710 2020-10-05 23:40:25,012 - mmaction - INFO - Epoch [108][280/297] lr: 2.510e-01, eta: 1 day, 0:00:43, time: 1.535, data_time: 0.007, memory: 5820, top1_acc: 0.4367, top5_acc: 0.7084, loss_cls: 2.3286, loss: 2.3286, grad_norm: 1.2983 2020-10-05 23:44:02,189 - mmaction - INFO - Epoch [109][20/297] lr: 2.486e-01, eta: 1 day, 0:02:15, time: 9.640, data_time: 5.924, memory: 5820, top1_acc: 0.4734, top5_acc: 0.7316, loss_cls: 2.1847, loss: 2.1847, grad_norm: 1.2761 2020-10-05 23:44:32,710 - mmaction - INFO - Epoch [109][40/297] lr: 2.486e-01, eta: 1 day, 0:01:23, time: 1.530, data_time: 0.014, memory: 5820, top1_acc: 0.4449, top5_acc: 0.7193, loss_cls: 2.2568, loss: 2.2568, grad_norm: 1.3293 2020-10-05 23:45:01,956 - mmaction - INFO - Epoch [109][60/297] lr: 2.486e-01, eta: 1 day, 0:00:30, time: 1.461, data_time: 0.006, memory: 5820, top1_acc: 0.4551, top5_acc: 0.7100, loss_cls: 2.2787, loss: 2.2787, grad_norm: 1.2773 2020-10-05 23:45:32,224 - mmaction - INFO - Epoch [109][80/297] lr: 2.486e-01, eta: 23:59:38, time: 1.513, data_time: 0.011, memory: 5820, top1_acc: 0.4518, top5_acc: 0.7227, loss_cls: 2.2500, loss: 2.2500, grad_norm: 1.2706 2020-10-05 23:46:01,805 - mmaction - INFO - Epoch [109][100/297] lr: 2.486e-01, eta: 23:58:45, time: 1.480, data_time: 0.010, memory: 5820, top1_acc: 0.4539, top5_acc: 0.7137, loss_cls: 2.2754, loss: 2.2754, grad_norm: 1.2926 2020-10-05 23:46:31,853 - mmaction - INFO - Epoch [109][120/297] lr: 2.486e-01, eta: 23:57:53, time: 1.495, data_time: 0.009, memory: 5820, top1_acc: 0.4445, top5_acc: 0.7145, loss_cls: 2.2852, loss: 2.2852, grad_norm: 1.3054 2020-10-05 23:47:01,513 - mmaction - INFO - Epoch [109][140/297] lr: 2.486e-01, eta: 23:57:01, time: 1.493, data_time: 0.017, memory: 5820, top1_acc: 0.4510, top5_acc: 0.7166, loss_cls: 2.2748, loss: 2.2748, grad_norm: 1.2863 2020-10-05 23:47:31,314 - mmaction - INFO - Epoch [109][160/297] lr: 2.486e-01, eta: 23:56:08, time: 1.490, data_time: 0.007, memory: 5820, top1_acc: 0.4439, top5_acc: 0.7191, loss_cls: 2.2683, loss: 2.2683, grad_norm: 1.2886 2020-10-05 23:48:00,863 - mmaction - INFO - Epoch [109][180/297] lr: 2.486e-01, eta: 23:55:16, time: 1.476, data_time: 0.006, memory: 5820, top1_acc: 0.4545, top5_acc: 0.7102, loss_cls: 2.2911, loss: 2.2911, grad_norm: 1.2816 2020-10-05 23:48:30,400 - mmaction - INFO - Epoch [109][200/297] lr: 2.486e-01, eta: 23:54:23, time: 1.477, data_time: 0.007, memory: 5820, top1_acc: 0.4547, top5_acc: 0.7287, loss_cls: 2.2247, loss: 2.2247, grad_norm: 1.2732 2020-10-05 23:49:00,790 - mmaction - INFO - Epoch [109][220/297] lr: 2.486e-01, eta: 23:53:32, time: 1.521, data_time: 0.007, memory: 5820, top1_acc: 0.4551, top5_acc: 0.7203, loss_cls: 2.2467, loss: 2.2467, grad_norm: 1.3070 2020-10-05 23:49:29,451 - mmaction - INFO - Epoch [109][240/297] lr: 2.486e-01, eta: 23:52:38, time: 1.426, data_time: 0.004, memory: 5820, top1_acc: 0.4504, top5_acc: 0.7080, loss_cls: 2.3294, loss: 2.3294, grad_norm: 1.3046 2020-10-05 23:49:59,584 - mmaction - INFO - Epoch [109][260/297] lr: 2.486e-01, eta: 23:51:46, time: 1.513, data_time: 0.015, memory: 5820, top1_acc: 0.4441, top5_acc: 0.7074, loss_cls: 2.2988, loss: 2.2988, grad_norm: 1.3042 2020-10-05 23:50:30,126 - mmaction - INFO - Epoch [109][280/297] lr: 2.486e-01, eta: 23:50:55, time: 1.525, data_time: 0.006, memory: 5820, top1_acc: 0.4508, top5_acc: 0.7209, loss_cls: 2.2813, loss: 2.2813, grad_norm: 1.2789 2020-10-05 23:54:24,519 - mmaction - INFO - Epoch [110][20/297] lr: 2.462e-01, eta: 23:52:45, time: 10.415, data_time: 6.000, memory: 5820, top1_acc: 0.4477, top5_acc: 0.7191, loss_cls: 2.2495, loss: 2.2495, grad_norm: 1.3144 2020-10-05 23:54:54,794 - mmaction - INFO - Epoch [110][40/297] lr: 2.462e-01, eta: 23:51:53, time: 1.517, data_time: 0.010, memory: 5820, top1_acc: 0.4527, top5_acc: 0.7184, loss_cls: 2.2472, loss: 2.2472, grad_norm: 1.2920 2020-10-05 23:55:24,435 - mmaction - INFO - Epoch [110][60/297] lr: 2.462e-01, eta: 23:51:01, time: 1.480, data_time: 0.006, memory: 5820, top1_acc: 0.4621, top5_acc: 0.7203, loss_cls: 2.2273, loss: 2.2273, grad_norm: 1.2732 2020-10-05 23:55:56,337 - mmaction - INFO - Epoch [110][80/297] lr: 2.462e-01, eta: 23:50:11, time: 1.596, data_time: 0.009, memory: 5820, top1_acc: 0.4463, top5_acc: 0.7102, loss_cls: 2.2766, loss: 2.2766, grad_norm: 1.3074 2020-10-05 23:56:24,524 - mmaction - INFO - Epoch [110][100/297] lr: 2.462e-01, eta: 23:49:17, time: 1.409, data_time: 0.003, memory: 5820, top1_acc: 0.4557, top5_acc: 0.7256, loss_cls: 2.2249, loss: 2.2249, grad_norm: 1.2825 2020-10-05 23:56:54,708 - mmaction - INFO - Epoch [110][120/297] lr: 2.462e-01, eta: 23:48:25, time: 1.509, data_time: 0.008, memory: 5820, top1_acc: 0.4621, top5_acc: 0.7266, loss_cls: 2.2052, loss: 2.2052, grad_norm: 1.2871 2020-10-05 23:57:25,826 - mmaction - INFO - Epoch [110][140/297] lr: 2.462e-01, eta: 23:47:35, time: 1.554, data_time: 0.008, memory: 5820, top1_acc: 0.4432, top5_acc: 0.7178, loss_cls: 2.2710, loss: 2.2710, grad_norm: 1.3173 2020-10-05 23:57:53,667 - mmaction - INFO - Epoch [110][160/297] lr: 2.462e-01, eta: 23:46:40, time: 1.393, data_time: 0.006, memory: 5820, top1_acc: 0.4578, top5_acc: 0.7160, loss_cls: 2.2405, loss: 2.2405, grad_norm: 1.3324 2020-10-05 23:58:23,461 - mmaction - INFO - Epoch [110][180/297] lr: 2.462e-01, eta: 23:45:48, time: 1.481, data_time: 0.010, memory: 5820, top1_acc: 0.4646, top5_acc: 0.7107, loss_cls: 2.2556, loss: 2.2556, grad_norm: 1.2899 2020-10-05 23:58:54,403 - mmaction - INFO - Epoch [110][200/297] lr: 2.462e-01, eta: 23:44:57, time: 1.558, data_time: 0.017, memory: 5820, top1_acc: 0.4553, top5_acc: 0.7176, loss_cls: 2.2640, loss: 2.2640, grad_norm: 1.3002 2020-10-05 23:59:22,980 - mmaction - INFO - Epoch [110][220/297] lr: 2.462e-01, eta: 23:44:04, time: 1.427, data_time: 0.004, memory: 5820, top1_acc: 0.4412, top5_acc: 0.7063, loss_cls: 2.2983, loss: 2.2983, grad_norm: 1.3317 2020-10-05 23:59:53,107 - mmaction - INFO - Epoch [110][240/297] lr: 2.462e-01, eta: 23:43:12, time: 1.508, data_time: 0.009, memory: 5820, top1_acc: 0.4381, top5_acc: 0.7076, loss_cls: 2.3289, loss: 2.3289, grad_norm: 1.3327 2020-10-06 00:00:26,740 - mmaction - INFO - Epoch [110][260/297] lr: 2.462e-01, eta: 23:42:25, time: 1.677, data_time: 0.014, memory: 5820, top1_acc: 0.4430, top5_acc: 0.7143, loss_cls: 2.3103, loss: 2.3103, grad_norm: 1.3326 2020-10-06 00:00:57,420 - mmaction - INFO - Epoch [110][280/297] lr: 2.462e-01, eta: 23:41:34, time: 1.538, data_time: 0.030, memory: 5820, top1_acc: 0.4549, top5_acc: 0.7240, loss_cls: 2.2511, loss: 2.2511, grad_norm: 1.3132 2020-10-06 00:03:48,426 - mmaction - INFO - Epoch [111][20/297] lr: 2.438e-01, eta: 23:41:48, time: 6.906, data_time: 5.427, memory: 5820, top1_acc: 0.4639, top5_acc: 0.7252, loss_cls: 2.1988, loss: 2.1988, grad_norm: 1.2914 2020-10-06 00:04:19,691 - mmaction - INFO - Epoch [111][40/297] lr: 2.438e-01, eta: 23:40:58, time: 1.562, data_time: 0.010, memory: 5820, top1_acc: 0.4561, top5_acc: 0.7166, loss_cls: 2.2378, loss: 2.2378, grad_norm: 1.3303 2020-10-06 00:04:49,422 - mmaction - INFO - Epoch [111][60/297] lr: 2.438e-01, eta: 23:40:06, time: 1.488, data_time: 0.006, memory: 5820, top1_acc: 0.4584, top5_acc: 0.7287, loss_cls: 2.2157, loss: 2.2157, grad_norm: 1.3092 2020-10-06 00:05:18,877 - mmaction - INFO - Epoch [111][80/297] lr: 2.438e-01, eta: 23:39:14, time: 1.473, data_time: 0.009, memory: 5820, top1_acc: 0.4729, top5_acc: 0.7404, loss_cls: 2.1671, loss: 2.1671, grad_norm: 1.2862 2020-10-06 00:05:50,231 - mmaction - INFO - Epoch [111][100/297] lr: 2.438e-01, eta: 23:38:24, time: 1.565, data_time: 0.009, memory: 5820, top1_acc: 0.4621, top5_acc: 0.7205, loss_cls: 2.2075, loss: 2.2075, grad_norm: 1.3079 2020-10-06 00:06:18,992 - mmaction - INFO - Epoch [111][120/297] lr: 2.438e-01, eta: 23:37:30, time: 1.442, data_time: 0.007, memory: 5820, top1_acc: 0.4568, top5_acc: 0.7232, loss_cls: 2.2476, loss: 2.2476, grad_norm: 1.3207 2020-10-06 00:06:47,813 - mmaction - INFO - Epoch [111][140/297] lr: 2.438e-01, eta: 23:36:37, time: 1.440, data_time: 0.006, memory: 5820, top1_acc: 0.4512, top5_acc: 0.7170, loss_cls: 2.2667, loss: 2.2667, grad_norm: 1.3125 2020-10-06 00:07:18,024 - mmaction - INFO - Epoch [111][160/297] lr: 2.438e-01, eta: 23:35:46, time: 1.510, data_time: 0.007, memory: 5820, top1_acc: 0.4719, top5_acc: 0.7289, loss_cls: 2.1900, loss: 2.1900, grad_norm: 1.3117 2020-10-06 00:07:47,192 - mmaction - INFO - Epoch [111][180/297] lr: 2.438e-01, eta: 23:34:53, time: 1.459, data_time: 0.008, memory: 5820, top1_acc: 0.4604, top5_acc: 0.7201, loss_cls: 2.2552, loss: 2.2552, grad_norm: 1.3129 2020-10-06 00:08:17,098 - mmaction - INFO - Epoch [111][200/297] lr: 2.438e-01, eta: 23:34:01, time: 1.496, data_time: 0.008, memory: 5820, top1_acc: 0.4471, top5_acc: 0.7158, loss_cls: 2.2673, loss: 2.2673, grad_norm: 1.3321 2020-10-06 00:08:47,833 - mmaction - INFO - Epoch [111][220/297] lr: 2.438e-01, eta: 23:33:11, time: 1.537, data_time: 0.008, memory: 5820, top1_acc: 0.4406, top5_acc: 0.7098, loss_cls: 2.2940, loss: 2.2940, grad_norm: 1.3284 2020-10-06 00:09:17,017 - mmaction - INFO - Epoch [111][240/297] lr: 2.438e-01, eta: 23:32:18, time: 1.457, data_time: 0.004, memory: 5820, top1_acc: 0.4437, top5_acc: 0.7070, loss_cls: 2.3082, loss: 2.3082, grad_norm: 1.3006 2020-10-06 00:09:47,384 - mmaction - INFO - Epoch [111][260/297] lr: 2.438e-01, eta: 23:31:27, time: 1.520, data_time: 0.011, memory: 5820, top1_acc: 0.4486, top5_acc: 0.7127, loss_cls: 2.2826, loss: 2.2826, grad_norm: 1.3011 2020-10-06 00:10:17,825 - mmaction - INFO - Epoch [111][280/297] lr: 2.438e-01, eta: 23:30:36, time: 1.522, data_time: 0.007, memory: 5820, top1_acc: 0.4375, top5_acc: 0.6990, loss_cls: 2.3435, loss: 2.3435, grad_norm: 1.3237 2020-10-06 00:13:51,515 - mmaction - INFO - Epoch [112][20/297] lr: 2.414e-01, eta: 23:31:56, time: 9.485, data_time: 5.774, memory: 5820, top1_acc: 0.4543, top5_acc: 0.7121, loss_cls: 2.2563, loss: 2.2563, grad_norm: 1.2884 2020-10-06 00:14:24,324 - mmaction - INFO - Epoch [112][40/297] lr: 2.414e-01, eta: 23:31:09, time: 1.640, data_time: 0.012, memory: 5820, top1_acc: 0.4605, top5_acc: 0.7256, loss_cls: 2.2110, loss: 2.2110, grad_norm: 1.3016 2020-10-06 00:14:51,299 - mmaction - INFO - Epoch [112][60/297] lr: 2.414e-01, eta: 23:30:13, time: 1.350, data_time: 0.005, memory: 5820, top1_acc: 0.4525, top5_acc: 0.7148, loss_cls: 2.2585, loss: 2.2585, grad_norm: 1.3034 2020-10-06 00:15:22,123 - mmaction - INFO - Epoch [112][80/297] lr: 2.414e-01, eta: 23:29:23, time: 1.542, data_time: 0.008, memory: 5820, top1_acc: 0.4578, top5_acc: 0.7229, loss_cls: 2.2083, loss: 2.2083, grad_norm: 1.2879 2020-10-06 00:15:52,911 - mmaction - INFO - Epoch [112][100/297] lr: 2.414e-01, eta: 23:28:32, time: 1.539, data_time: 0.007, memory: 5820, top1_acc: 0.4531, top5_acc: 0.7219, loss_cls: 2.2377, loss: 2.2377, grad_norm: 1.3091 2020-10-06 00:16:20,099 - mmaction - INFO - Epoch [112][120/297] lr: 2.414e-01, eta: 23:27:37, time: 1.356, data_time: 0.003, memory: 5820, top1_acc: 0.4730, top5_acc: 0.7264, loss_cls: 2.2015, loss: 2.2015, grad_norm: 1.3038 2020-10-06 00:16:52,412 - mmaction - INFO - Epoch [112][140/297] lr: 2.414e-01, eta: 23:26:49, time: 1.616, data_time: 0.011, memory: 5820, top1_acc: 0.4383, top5_acc: 0.7076, loss_cls: 2.3084, loss: 2.3084, grad_norm: 1.3321 2020-10-06 00:17:22,991 - mmaction - INFO - Epoch [112][160/297] lr: 2.414e-01, eta: 23:25:58, time: 1.528, data_time: 0.010, memory: 5820, top1_acc: 0.4592, top5_acc: 0.7264, loss_cls: 2.2057, loss: 2.2057, grad_norm: 1.2791 2020-10-06 00:17:51,323 - mmaction - INFO - Epoch [112][180/297] lr: 2.414e-01, eta: 23:25:04, time: 1.420, data_time: 0.008, memory: 5820, top1_acc: 0.4561, top5_acc: 0.7270, loss_cls: 2.2207, loss: 2.2207, grad_norm: 1.3104 2020-10-06 00:18:20,913 - mmaction - INFO - Epoch [112][200/297] lr: 2.414e-01, eta: 23:24:13, time: 1.478, data_time: 0.008, memory: 5820, top1_acc: 0.4457, top5_acc: 0.7041, loss_cls: 2.3043, loss: 2.3043, grad_norm: 1.3220 2020-10-06 00:18:51,039 - mmaction - INFO - Epoch [112][220/297] lr: 2.414e-01, eta: 23:23:21, time: 1.497, data_time: 0.010, memory: 5820, top1_acc: 0.4459, top5_acc: 0.7117, loss_cls: 2.3029, loss: 2.3029, grad_norm: 1.3070 2020-10-06 00:19:21,755 - mmaction - INFO - Epoch [112][240/297] lr: 2.414e-01, eta: 23:22:31, time: 1.544, data_time: 0.016, memory: 5820, top1_acc: 0.4512, top5_acc: 0.7193, loss_cls: 2.2726, loss: 2.2726, grad_norm: 1.3358 2020-10-06 00:19:51,134 - mmaction - INFO - Epoch [112][260/297] lr: 2.414e-01, eta: 23:21:39, time: 1.470, data_time: 0.007, memory: 5820, top1_acc: 0.4434, top5_acc: 0.7066, loss_cls: 2.3049, loss: 2.3049, grad_norm: 1.3171 2020-10-06 00:20:20,679 - mmaction - INFO - Epoch [112][280/297] lr: 2.414e-01, eta: 23:20:47, time: 1.479, data_time: 0.010, memory: 5820, top1_acc: 0.4549, top5_acc: 0.7211, loss_cls: 2.2609, loss: 2.2609, grad_norm: 1.2991 2020-10-06 00:20:47,605 - mmaction - INFO - Saving checkpoint at 112 epochs 2020-10-06 00:23:53,549 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-06 00:23:53,789 - mmaction - INFO - top1_acc 0.5229 top5_acc 0.8016 2020-10-06 00:23:53,789 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-06 00:23:53,833 - mmaction - INFO - mean_acc 0.5237 2020-10-06 00:23:53,834 - mmaction - INFO - Epoch(val) [112][297] top1_acc: 0.5229, top5_acc: 0.8016, mean_class_accuracy: 0.5237 2020-10-06 00:27:17,073 - mmaction - INFO - Epoch [113][20/297] lr: 2.390e-01, eta: 23:22:22, time: 10.159, data_time: 4.710, memory: 5820, top1_acc: 0.4355, top5_acc: 0.7023, loss_cls: 2.3271, loss: 2.3271, grad_norm: 1.3251 2020-10-06 00:27:47,700 - mmaction - INFO - Epoch [113][40/297] lr: 2.390e-01, eta: 23:21:31, time: 1.533, data_time: 0.008, memory: 5820, top1_acc: 0.4646, top5_acc: 0.7201, loss_cls: 2.2523, loss: 2.2523, grad_norm: 1.3050 2020-10-06 00:28:16,035 - mmaction - INFO - Epoch [113][60/297] lr: 2.390e-01, eta: 23:20:38, time: 1.416, data_time: 0.005, memory: 5820, top1_acc: 0.4557, top5_acc: 0.7199, loss_cls: 2.2403, loss: 2.2403, grad_norm: 1.2984 2020-10-06 00:28:45,239 - mmaction - INFO - Epoch [113][80/297] lr: 2.390e-01, eta: 23:19:46, time: 1.458, data_time: 0.007, memory: 5820, top1_acc: 0.4639, top5_acc: 0.7154, loss_cls: 2.2353, loss: 2.2353, grad_norm: 1.3029 2020-10-06 00:29:15,468 - mmaction - INFO - Epoch [113][100/297] lr: 2.390e-01, eta: 23:18:55, time: 1.513, data_time: 0.012, memory: 5820, top1_acc: 0.4709, top5_acc: 0.7250, loss_cls: 2.2094, loss: 2.2094, grad_norm: 1.3140 2020-10-06 00:29:46,433 - mmaction - INFO - Epoch [113][120/297] lr: 2.390e-01, eta: 23:18:04, time: 1.547, data_time: 0.009, memory: 5820, top1_acc: 0.4664, top5_acc: 0.7232, loss_cls: 2.1979, loss: 2.1979, grad_norm: 1.3308 2020-10-06 00:30:16,537 - mmaction - INFO - Epoch [113][140/297] lr: 2.390e-01, eta: 23:17:13, time: 1.507, data_time: 0.007, memory: 5820, top1_acc: 0.4588, top5_acc: 0.7205, loss_cls: 2.2306, loss: 2.2306, grad_norm: 1.3494 2020-10-06 00:30:46,823 - mmaction - INFO - Epoch [113][160/297] lr: 2.390e-01, eta: 23:16:23, time: 1.515, data_time: 0.008, memory: 5820, top1_acc: 0.4545, top5_acc: 0.7262, loss_cls: 2.2385, loss: 2.2385, grad_norm: 1.3065 2020-10-06 00:31:16,473 - mmaction - INFO - Epoch [113][180/297] lr: 2.390e-01, eta: 23:15:31, time: 1.483, data_time: 0.007, memory: 5820, top1_acc: 0.4656, top5_acc: 0.7258, loss_cls: 2.1995, loss: 2.1995, grad_norm: 1.3163 2020-10-06 00:31:45,909 - mmaction - INFO - Epoch [113][200/297] lr: 2.390e-01, eta: 23:14:39, time: 1.471, data_time: 0.005, memory: 5820, top1_acc: 0.4439, top5_acc: 0.7246, loss_cls: 2.2493, loss: 2.2493, grad_norm: 1.3347 2020-10-06 00:32:16,305 - mmaction - INFO - Epoch [113][220/297] lr: 2.390e-01, eta: 23:13:48, time: 1.519, data_time: 0.005, memory: 5820, top1_acc: 0.4625, top5_acc: 0.7219, loss_cls: 2.2502, loss: 2.2502, grad_norm: 1.2957 2020-10-06 00:32:47,349 - mmaction - INFO - Epoch [113][240/297] lr: 2.390e-01, eta: 23:12:58, time: 1.549, data_time: 0.009, memory: 5820, top1_acc: 0.4412, top5_acc: 0.7121, loss_cls: 2.2809, loss: 2.2809, grad_norm: 1.3334 2020-10-06 00:33:18,261 - mmaction - INFO - Epoch [113][260/297] lr: 2.390e-01, eta: 23:12:08, time: 1.532, data_time: 0.011, memory: 5820, top1_acc: 0.4506, top5_acc: 0.7135, loss_cls: 2.2763, loss: 2.2763, grad_norm: 1.3146 2020-10-06 00:33:46,316 - mmaction - INFO - Epoch [113][280/297] lr: 2.390e-01, eta: 23:11:15, time: 1.416, data_time: 0.020, memory: 5820, top1_acc: 0.4516, top5_acc: 0.7125, loss_cls: 2.2727, loss: 2.2727, grad_norm: 1.3195 2020-10-06 00:37:48,804 - mmaction - INFO - Epoch [114][20/297] lr: 2.366e-01, eta: 23:12:55, time: 10.485, data_time: 6.806, memory: 5820, top1_acc: 0.4717, top5_acc: 0.7248, loss_cls: 2.1972, loss: 2.1972, grad_norm: 1.2867 2020-10-06 00:38:18,559 - mmaction - INFO - Epoch [114][40/297] lr: 2.366e-01, eta: 23:12:04, time: 1.495, data_time: 0.016, memory: 5820, top1_acc: 0.4602, top5_acc: 0.7238, loss_cls: 2.2206, loss: 2.2206, grad_norm: 1.3416 2020-10-06 00:38:47,551 - mmaction - INFO - Epoch [114][60/297] lr: 2.366e-01, eta: 23:11:12, time: 1.447, data_time: 0.006, memory: 5820, top1_acc: 0.4682, top5_acc: 0.7322, loss_cls: 2.2032, loss: 2.2032, grad_norm: 1.3318 2020-10-06 00:39:17,444 - mmaction - INFO - Epoch [114][80/297] lr: 2.366e-01, eta: 23:10:20, time: 1.494, data_time: 0.010, memory: 5820, top1_acc: 0.4670, top5_acc: 0.7223, loss_cls: 2.2185, loss: 2.2185, grad_norm: 1.2771 2020-10-06 00:39:47,876 - mmaction - INFO - Epoch [114][100/297] lr: 2.366e-01, eta: 23:09:30, time: 1.524, data_time: 0.010, memory: 5820, top1_acc: 0.4555, top5_acc: 0.7209, loss_cls: 2.2433, loss: 2.2433, grad_norm: 1.3370 2020-10-06 00:40:16,803 - mmaction - INFO - Epoch [114][120/297] lr: 2.366e-01, eta: 23:08:37, time: 1.447, data_time: 0.005, memory: 5820, top1_acc: 0.4607, top5_acc: 0.7145, loss_cls: 2.2556, loss: 2.2556, grad_norm: 1.3049 2020-10-06 00:40:47,883 - mmaction - INFO - Epoch [114][140/297] lr: 2.366e-01, eta: 23:07:48, time: 1.552, data_time: 0.008, memory: 5820, top1_acc: 0.4674, top5_acc: 0.7219, loss_cls: 2.1909, loss: 2.1909, grad_norm: 1.3179 2020-10-06 00:41:17,581 - mmaction - INFO - Epoch [114][160/297] lr: 2.366e-01, eta: 23:06:56, time: 1.486, data_time: 0.009, memory: 5820, top1_acc: 0.4520, top5_acc: 0.7285, loss_cls: 2.2383, loss: 2.2383, grad_norm: 1.3538 2020-10-06 00:41:47,315 - mmaction - INFO - Epoch [114][180/297] lr: 2.366e-01, eta: 23:06:05, time: 1.487, data_time: 0.007, memory: 5820, top1_acc: 0.4461, top5_acc: 0.7299, loss_cls: 2.2348, loss: 2.2348, grad_norm: 1.3178 2020-10-06 00:42:16,362 - mmaction - INFO - Epoch [114][200/297] lr: 2.366e-01, eta: 23:05:13, time: 1.451, data_time: 0.008, memory: 5820, top1_acc: 0.4529, top5_acc: 0.7166, loss_cls: 2.2445, loss: 2.2445, grad_norm: 1.3094 2020-10-06 00:42:46,389 - mmaction - INFO - Epoch [114][220/297] lr: 2.366e-01, eta: 23:04:21, time: 1.498, data_time: 0.009, memory: 5820, top1_acc: 0.4512, top5_acc: 0.7143, loss_cls: 2.2725, loss: 2.2725, grad_norm: 1.3387 2020-10-06 00:43:17,142 - mmaction - INFO - Epoch [114][240/297] lr: 2.366e-01, eta: 23:03:32, time: 1.542, data_time: 0.012, memory: 5820, top1_acc: 0.4633, top5_acc: 0.7137, loss_cls: 2.2639, loss: 2.2639, grad_norm: 1.3240 2020-10-06 00:43:47,842 - mmaction - INFO - Epoch [114][260/297] lr: 2.366e-01, eta: 23:02:42, time: 1.535, data_time: 0.008, memory: 5820, top1_acc: 0.4699, top5_acc: 0.7342, loss_cls: 2.1775, loss: 2.1775, grad_norm: 1.3317 2020-10-06 00:44:17,122 - mmaction - INFO - Epoch [114][280/297] lr: 2.366e-01, eta: 23:01:50, time: 1.464, data_time: 0.005, memory: 5820, top1_acc: 0.4662, top5_acc: 0.7232, loss_cls: 2.2341, loss: 2.2341, grad_norm: 1.3393 2020-10-06 00:48:09,182 - mmaction - INFO - Epoch [115][20/297] lr: 2.342e-01, eta: 23:03:23, time: 10.291, data_time: 4.761, memory: 5820, top1_acc: 0.4688, top5_acc: 0.7260, loss_cls: 2.2085, loss: 2.2085, grad_norm: 1.3241 2020-10-06 00:48:40,091 - mmaction - INFO - Epoch [115][40/297] lr: 2.342e-01, eta: 23:02:33, time: 1.545, data_time: 0.010, memory: 5820, top1_acc: 0.4754, top5_acc: 0.7422, loss_cls: 2.1290, loss: 2.1290, grad_norm: 1.3098 2020-10-06 00:49:10,043 - mmaction - INFO - Epoch [115][60/297] lr: 2.342e-01, eta: 23:01:42, time: 1.499, data_time: 0.005, memory: 5820, top1_acc: 0.4590, top5_acc: 0.7197, loss_cls: 2.2347, loss: 2.2347, grad_norm: 1.3293 2020-10-06 00:49:39,605 - mmaction - INFO - Epoch [115][80/297] lr: 2.342e-01, eta: 23:00:50, time: 1.477, data_time: 0.007, memory: 5820, top1_acc: 0.4635, top5_acc: 0.7209, loss_cls: 2.2241, loss: 2.2241, grad_norm: 1.3451 2020-10-06 00:50:10,724 - mmaction - INFO - Epoch [115][100/297] lr: 2.342e-01, eta: 23:00:01, time: 1.558, data_time: 0.007, memory: 5820, top1_acc: 0.4496, top5_acc: 0.7193, loss_cls: 2.2689, loss: 2.2689, grad_norm: 1.3535 2020-10-06 00:50:38,935 - mmaction - INFO - Epoch [115][120/297] lr: 2.342e-01, eta: 22:59:07, time: 1.408, data_time: 0.007, memory: 5820, top1_acc: 0.4650, top5_acc: 0.7299, loss_cls: 2.1901, loss: 2.1901, grad_norm: 1.3430 2020-10-06 00:51:10,165 - mmaction - INFO - Epoch [115][140/297] lr: 2.342e-01, eta: 22:58:18, time: 1.562, data_time: 0.008, memory: 5820, top1_acc: 0.4639, top5_acc: 0.7156, loss_cls: 2.2490, loss: 2.2490, grad_norm: 1.3346 2020-10-06 00:51:40,252 - mmaction - INFO - Epoch [115][160/297] lr: 2.342e-01, eta: 22:57:27, time: 1.505, data_time: 0.008, memory: 5820, top1_acc: 0.4471, top5_acc: 0.7186, loss_cls: 2.2662, loss: 2.2662, grad_norm: 1.3263 2020-10-06 00:52:08,929 - mmaction - INFO - Epoch [115][180/297] lr: 2.342e-01, eta: 22:56:35, time: 1.434, data_time: 0.004, memory: 5820, top1_acc: 0.4516, top5_acc: 0.7164, loss_cls: 2.2704, loss: 2.2704, grad_norm: 1.3380 2020-10-06 00:52:40,466 - mmaction - INFO - Epoch [115][200/297] lr: 2.342e-01, eta: 22:55:46, time: 1.575, data_time: 0.007, memory: 5820, top1_acc: 0.4539, top5_acc: 0.7180, loss_cls: 2.2448, loss: 2.2448, grad_norm: 1.3330 2020-10-06 00:53:10,820 - mmaction - INFO - Epoch [115][220/297] lr: 2.342e-01, eta: 22:54:55, time: 1.519, data_time: 0.005, memory: 5820, top1_acc: 0.4561, top5_acc: 0.7139, loss_cls: 2.2543, loss: 2.2543, grad_norm: 1.3204 2020-10-06 00:53:39,413 - mmaction - INFO - Epoch [115][240/297] lr: 2.342e-01, eta: 22:54:03, time: 1.419, data_time: 0.007, memory: 5820, top1_acc: 0.4613, top5_acc: 0.7186, loss_cls: 2.2251, loss: 2.2251, grad_norm: 1.3108 2020-10-06 00:54:09,638 - mmaction - INFO - Epoch [115][260/297] lr: 2.342e-01, eta: 22:53:12, time: 1.522, data_time: 0.019, memory: 5820, top1_acc: 0.4678, top5_acc: 0.7271, loss_cls: 2.2148, loss: 2.2148, grad_norm: 1.3415 2020-10-06 00:54:40,724 - mmaction - INFO - Epoch [115][280/297] lr: 2.342e-01, eta: 22:52:23, time: 1.553, data_time: 0.006, memory: 5820, top1_acc: 0.4479, top5_acc: 0.7125, loss_cls: 2.2664, loss: 2.2664, grad_norm: 1.3224 2020-10-06 00:58:34,561 - mmaction - INFO - Epoch [116][20/297] lr: 2.318e-01, eta: 22:53:59, time: 10.538, data_time: 6.143, memory: 5820, top1_acc: 0.4574, top5_acc: 0.7172, loss_cls: 2.2340, loss: 2.2340, grad_norm: 1.3402 2020-10-06 00:59:05,163 - mmaction - INFO - Epoch [116][40/297] lr: 2.318e-01, eta: 22:53:09, time: 1.528, data_time: 0.009, memory: 5820, top1_acc: 0.4598, top5_acc: 0.7230, loss_cls: 2.2183, loss: 2.2183, grad_norm: 1.3332 2020-10-06 00:59:34,802 - mmaction - INFO - Epoch [116][60/297] lr: 2.318e-01, eta: 22:52:18, time: 1.484, data_time: 0.010, memory: 5820, top1_acc: 0.4564, top5_acc: 0.7209, loss_cls: 2.2406, loss: 2.2406, grad_norm: 1.3648 2020-10-06 01:00:04,782 - mmaction - INFO - Epoch [116][80/297] lr: 2.318e-01, eta: 22:51:27, time: 1.494, data_time: 0.007, memory: 5820, top1_acc: 0.4580, top5_acc: 0.7221, loss_cls: 2.2251, loss: 2.2251, grad_norm: 1.3118 2020-10-06 01:00:37,532 - mmaction - INFO - Epoch [116][100/297] lr: 2.318e-01, eta: 22:50:39, time: 1.640, data_time: 0.026, memory: 5820, top1_acc: 0.4615, top5_acc: 0.7336, loss_cls: 2.1905, loss: 2.1905, grad_norm: 1.3218 2020-10-06 01:01:09,259 - mmaction - INFO - Epoch [116][120/297] lr: 2.318e-01, eta: 22:49:51, time: 1.590, data_time: 0.026, memory: 5820, top1_acc: 0.4633, top5_acc: 0.7223, loss_cls: 2.1834, loss: 2.1834, grad_norm: 1.3037 2020-10-06 01:01:39,609 - mmaction - INFO - Epoch [116][140/297] lr: 2.318e-01, eta: 22:49:00, time: 1.511, data_time: 0.005, memory: 5820, top1_acc: 0.4674, top5_acc: 0.7244, loss_cls: 2.1961, loss: 2.1961, grad_norm: 1.3268 2020-10-06 01:02:08,078 - mmaction - INFO - Epoch [116][160/297] lr: 2.318e-01, eta: 22:48:08, time: 1.427, data_time: 0.013, memory: 5820, top1_acc: 0.4510, top5_acc: 0.7131, loss_cls: 2.2651, loss: 2.2651, grad_norm: 1.3596 2020-10-06 01:02:39,334 - mmaction - INFO - Epoch [116][180/297] lr: 2.318e-01, eta: 22:47:19, time: 1.565, data_time: 0.010, memory: 5820, top1_acc: 0.4695, top5_acc: 0.7254, loss_cls: 2.1902, loss: 2.1902, grad_norm: 1.3054 2020-10-06 01:03:09,145 - mmaction - INFO - Epoch [116][200/297] lr: 2.318e-01, eta: 22:46:27, time: 1.479, data_time: 0.007, memory: 5820, top1_acc: 0.4576, top5_acc: 0.7150, loss_cls: 2.2653, loss: 2.2653, grad_norm: 1.3731 2020-10-06 01:03:39,337 - mmaction - INFO - Epoch [116][220/297] lr: 2.318e-01, eta: 22:45:37, time: 1.521, data_time: 0.017, memory: 5820, top1_acc: 0.4623, top5_acc: 0.7205, loss_cls: 2.2412, loss: 2.2412, grad_norm: 1.3267 2020-10-06 01:04:09,775 - mmaction - INFO - Epoch [116][240/297] lr: 2.318e-01, eta: 22:44:47, time: 1.520, data_time: 0.007, memory: 5820, top1_acc: 0.4586, top5_acc: 0.7139, loss_cls: 2.2592, loss: 2.2592, grad_norm: 1.3081 2020-10-06 01:04:38,621 - mmaction - INFO - Epoch [116][260/297] lr: 2.318e-01, eta: 22:43:55, time: 1.441, data_time: 0.010, memory: 5820, top1_acc: 0.4592, top5_acc: 0.7271, loss_cls: 2.2026, loss: 2.2026, grad_norm: 1.3392 2020-10-06 01:05:08,598 - mmaction - INFO - Epoch [116][280/297] lr: 2.318e-01, eta: 22:43:05, time: 1.503, data_time: 0.012, memory: 5820, top1_acc: 0.4604, top5_acc: 0.7217, loss_cls: 2.2441, loss: 2.2441, grad_norm: 1.3208 2020-10-06 01:09:06,524 - mmaction - INFO - Epoch [117][20/297] lr: 2.293e-01, eta: 22:44:37, time: 10.468, data_time: 5.413, memory: 5820, top1_acc: 0.4760, top5_acc: 0.7324, loss_cls: 2.1679, loss: 2.1679, grad_norm: 1.2993 2020-10-06 01:09:36,576 - mmaction - INFO - Epoch [117][40/297] lr: 2.293e-01, eta: 22:43:46, time: 1.503, data_time: 0.009, memory: 5820, top1_acc: 0.4732, top5_acc: 0.7303, loss_cls: 2.2025, loss: 2.2025, grad_norm: 1.3305 2020-10-06 01:10:06,605 - mmaction - INFO - Epoch [117][60/297] lr: 2.293e-01, eta: 22:42:55, time: 1.501, data_time: 0.008, memory: 5820, top1_acc: 0.4561, top5_acc: 0.7162, loss_cls: 2.2200, loss: 2.2200, grad_norm: 1.3336 2020-10-06 01:10:35,780 - mmaction - INFO - Epoch [117][80/297] lr: 2.293e-01, eta: 22:42:04, time: 1.459, data_time: 0.009, memory: 5820, top1_acc: 0.4611, top5_acc: 0.7201, loss_cls: 2.2392, loss: 2.2392, grad_norm: 1.3347 2020-10-06 01:11:06,859 - mmaction - INFO - Epoch [117][100/297] lr: 2.293e-01, eta: 22:41:14, time: 1.554, data_time: 0.008, memory: 5820, top1_acc: 0.4529, top5_acc: 0.7131, loss_cls: 2.2854, loss: 2.2854, grad_norm: 1.3607 2020-10-06 01:11:35,418 - mmaction - INFO - Epoch [117][120/297] lr: 2.293e-01, eta: 22:40:22, time: 1.428, data_time: 0.008, memory: 5820, top1_acc: 0.4730, top5_acc: 0.7324, loss_cls: 2.1708, loss: 2.1708, grad_norm: 1.3475 2020-10-06 01:12:05,447 - mmaction - INFO - Epoch [117][140/297] lr: 2.293e-01, eta: 22:39:31, time: 1.501, data_time: 0.007, memory: 5820, top1_acc: 0.4557, top5_acc: 0.7258, loss_cls: 2.2112, loss: 2.2112, grad_norm: 1.3375 2020-10-06 01:12:36,679 - mmaction - INFO - Epoch [117][160/297] lr: 2.293e-01, eta: 22:38:42, time: 1.560, data_time: 0.008, memory: 5820, top1_acc: 0.4758, top5_acc: 0.7330, loss_cls: 2.1526, loss: 2.1526, grad_norm: 1.3193 2020-10-06 01:13:05,894 - mmaction - INFO - Epoch [117][180/297] lr: 2.293e-01, eta: 22:37:51, time: 1.463, data_time: 0.011, memory: 5820, top1_acc: 0.4561, top5_acc: 0.7195, loss_cls: 2.2404, loss: 2.2404, grad_norm: 1.3668 2020-10-06 01:13:36,313 - mmaction - INFO - Epoch [117][200/297] lr: 2.293e-01, eta: 22:37:01, time: 1.519, data_time: 0.008, memory: 5820, top1_acc: 0.4553, top5_acc: 0.7148, loss_cls: 2.2485, loss: 2.2485, grad_norm: 1.3361 2020-10-06 01:14:06,947 - mmaction - INFO - Epoch [117][220/297] lr: 2.293e-01, eta: 22:36:11, time: 1.530, data_time: 0.009, memory: 5820, top1_acc: 0.4631, top5_acc: 0.7248, loss_cls: 2.2166, loss: 2.2166, grad_norm: 1.3465 2020-10-06 01:14:36,384 - mmaction - INFO - Epoch [117][240/297] lr: 2.293e-01, eta: 22:35:20, time: 1.476, data_time: 0.013, memory: 5820, top1_acc: 0.4701, top5_acc: 0.7289, loss_cls: 2.1667, loss: 2.1667, grad_norm: 1.3403 2020-10-06 01:15:06,771 - mmaction - INFO - Epoch [117][260/297] lr: 2.293e-01, eta: 22:34:30, time: 1.520, data_time: 0.008, memory: 5820, top1_acc: 0.4570, top5_acc: 0.7248, loss_cls: 2.2456, loss: 2.2456, grad_norm: 1.3286 2020-10-06 01:15:36,706 - mmaction - INFO - Epoch [117][280/297] lr: 2.293e-01, eta: 22:33:39, time: 1.496, data_time: 0.007, memory: 5820, top1_acc: 0.4660, top5_acc: 0.7225, loss_cls: 2.2193, loss: 2.2193, grad_norm: 1.3197 2020-10-06 01:19:30,521 - mmaction - INFO - Epoch [118][20/297] lr: 2.269e-01, eta: 22:35:06, time: 10.371, data_time: 6.005, memory: 5820, top1_acc: 0.4736, top5_acc: 0.7314, loss_cls: 2.1725, loss: 2.1725, grad_norm: 1.3533 2020-10-06 01:20:03,084 - mmaction - INFO - Epoch [118][40/297] lr: 2.269e-01, eta: 22:34:19, time: 1.629, data_time: 0.008, memory: 5820, top1_acc: 0.4623, top5_acc: 0.7264, loss_cls: 2.1940, loss: 2.1940, grad_norm: 1.3332 2020-10-06 01:20:31,580 - mmaction - INFO - Epoch [118][60/297] lr: 2.269e-01, eta: 22:33:26, time: 1.426, data_time: 0.004, memory: 5820, top1_acc: 0.4648, top5_acc: 0.7180, loss_cls: 2.2177, loss: 2.2177, grad_norm: 1.3513 2020-10-06 01:21:01,860 - mmaction - INFO - Epoch [118][80/297] lr: 2.269e-01, eta: 22:32:36, time: 1.513, data_time: 0.008, memory: 5820, top1_acc: 0.4676, top5_acc: 0.7207, loss_cls: 2.2416, loss: 2.2416, grad_norm: 1.3650 2020-10-06 01:21:33,288 - mmaction - INFO - Epoch [118][100/297] lr: 2.269e-01, eta: 22:31:47, time: 1.572, data_time: 0.007, memory: 5820, top1_acc: 0.4709, top5_acc: 0.7273, loss_cls: 2.1952, loss: 2.1952, grad_norm: 1.3305 2020-10-06 01:22:01,323 - mmaction - INFO - Epoch [118][120/297] lr: 2.269e-01, eta: 22:30:55, time: 1.401, data_time: 0.006, memory: 5820, top1_acc: 0.4693, top5_acc: 0.7273, loss_cls: 2.1757, loss: 2.1757, grad_norm: 1.3301 2020-10-06 01:22:31,324 - mmaction - INFO - Epoch [118][140/297] lr: 2.269e-01, eta: 22:30:04, time: 1.499, data_time: 0.007, memory: 5820, top1_acc: 0.4621, top5_acc: 0.7283, loss_cls: 2.2054, loss: 2.2054, grad_norm: 1.3737 2020-10-06 01:23:01,529 - mmaction - INFO - Epoch [118][160/297] lr: 2.269e-01, eta: 22:29:14, time: 1.510, data_time: 0.006, memory: 5820, top1_acc: 0.4592, top5_acc: 0.7158, loss_cls: 2.2518, loss: 2.2518, grad_norm: 1.3550 2020-10-06 01:23:29,820 - mmaction - INFO - Epoch [118][180/297] lr: 2.269e-01, eta: 22:28:22, time: 1.415, data_time: 0.007, memory: 5820, top1_acc: 0.4744, top5_acc: 0.7275, loss_cls: 2.1869, loss: 2.1869, grad_norm: 1.3281 2020-10-06 01:24:00,476 - mmaction - INFO - Epoch [118][200/297] lr: 2.269e-01, eta: 22:27:32, time: 1.533, data_time: 0.008, memory: 5820, top1_acc: 0.4625, top5_acc: 0.7246, loss_cls: 2.2283, loss: 2.2283, grad_norm: 1.3422 2020-10-06 01:24:30,616 - mmaction - INFO - Epoch [118][220/297] lr: 2.269e-01, eta: 22:26:42, time: 1.507, data_time: 0.007, memory: 5820, top1_acc: 0.4674, top5_acc: 0.7311, loss_cls: 2.1927, loss: 2.1927, grad_norm: 1.3289 2020-10-06 01:24:59,779 - mmaction - INFO - Epoch [118][240/297] lr: 2.269e-01, eta: 22:25:50, time: 1.457, data_time: 0.004, memory: 5820, top1_acc: 0.4596, top5_acc: 0.7219, loss_cls: 2.2036, loss: 2.2036, grad_norm: 1.3300 2020-10-06 01:25:31,219 - mmaction - INFO - Epoch [118][260/297] lr: 2.269e-01, eta: 22:25:02, time: 1.570, data_time: 0.009, memory: 5820, top1_acc: 0.4555, top5_acc: 0.7219, loss_cls: 2.2286, loss: 2.2286, grad_norm: 1.3451 2020-10-06 01:26:01,307 - mmaction - INFO - Epoch [118][280/297] lr: 2.269e-01, eta: 22:24:12, time: 1.507, data_time: 0.009, memory: 5820, top1_acc: 0.4611, top5_acc: 0.7139, loss_cls: 2.2383, loss: 2.2383, grad_norm: 1.3910 2020-10-06 01:29:34,339 - mmaction - INFO - Epoch [119][20/297] lr: 2.245e-01, eta: 22:25:14, time: 9.429, data_time: 5.821, memory: 5820, top1_acc: 0.4691, top5_acc: 0.7338, loss_cls: 2.1772, loss: 2.1772, grad_norm: 1.3250 2020-10-06 01:30:05,118 - mmaction - INFO - Epoch [119][40/297] lr: 2.245e-01, eta: 22:24:25, time: 1.543, data_time: 0.013, memory: 5820, top1_acc: 0.4596, top5_acc: 0.7242, loss_cls: 2.2267, loss: 2.2267, grad_norm: 1.3785 2020-10-06 01:30:34,836 - mmaction - INFO - Epoch [119][60/297] lr: 2.245e-01, eta: 22:23:34, time: 1.484, data_time: 0.004, memory: 5820, top1_acc: 0.4654, top5_acc: 0.7254, loss_cls: 2.1830, loss: 2.1830, grad_norm: 1.3373 2020-10-06 01:31:03,833 - mmaction - INFO - Epoch [119][80/297] lr: 2.245e-01, eta: 22:22:43, time: 1.450, data_time: 0.009, memory: 5820, top1_acc: 0.4607, top5_acc: 0.7230, loss_cls: 2.2204, loss: 2.2204, grad_norm: 1.3481 2020-10-06 01:31:34,362 - mmaction - INFO - Epoch [119][100/297] lr: 2.245e-01, eta: 22:21:53, time: 1.527, data_time: 0.012, memory: 5820, top1_acc: 0.4576, top5_acc: 0.7262, loss_cls: 2.2211, loss: 2.2211, grad_norm: 1.3609 2020-10-06 01:32:04,479 - mmaction - INFO - Epoch [119][120/297] lr: 2.245e-01, eta: 22:21:03, time: 1.507, data_time: 0.009, memory: 5820, top1_acc: 0.4766, top5_acc: 0.7246, loss_cls: 2.1912, loss: 2.1912, grad_norm: 1.3202 2020-10-06 01:32:34,361 - mmaction - INFO - Epoch [119][140/297] lr: 2.245e-01, eta: 22:20:12, time: 1.492, data_time: 0.006, memory: 5820, top1_acc: 0.4691, top5_acc: 0.7285, loss_cls: 2.2012, loss: 2.2012, grad_norm: 1.3420 2020-10-06 01:33:04,853 - mmaction - INFO - Epoch [119][160/297] lr: 2.245e-01, eta: 22:19:23, time: 1.525, data_time: 0.010, memory: 5820, top1_acc: 0.4682, top5_acc: 0.7254, loss_cls: 2.2108, loss: 2.2108, grad_norm: 1.3586 2020-10-06 01:33:35,439 - mmaction - INFO - Epoch [119][180/297] lr: 2.245e-01, eta: 22:18:33, time: 1.523, data_time: 0.007, memory: 5820, top1_acc: 0.4738, top5_acc: 0.7318, loss_cls: 2.1969, loss: 2.1969, grad_norm: 1.3639 2020-10-06 01:34:03,775 - mmaction - INFO - Epoch [119][200/297] lr: 2.245e-01, eta: 22:17:41, time: 1.424, data_time: 0.014, memory: 5820, top1_acc: 0.4525, top5_acc: 0.7232, loss_cls: 2.2417, loss: 2.2417, grad_norm: 1.3382 2020-10-06 01:34:33,922 - mmaction - INFO - Epoch [119][220/297] lr: 2.245e-01, eta: 22:16:51, time: 1.506, data_time: 0.007, memory: 5820, top1_acc: 0.4572, top5_acc: 0.7283, loss_cls: 2.2080, loss: 2.2080, grad_norm: 1.3474 2020-10-06 01:35:04,850 - mmaction - INFO - Epoch [119][240/297] lr: 2.245e-01, eta: 22:16:02, time: 1.548, data_time: 0.013, memory: 5820, top1_acc: 0.4643, top5_acc: 0.7240, loss_cls: 2.2157, loss: 2.2157, grad_norm: 1.3536 2020-10-06 01:35:34,688 - mmaction - INFO - Epoch [119][260/297] lr: 2.245e-01, eta: 22:15:12, time: 1.491, data_time: 0.007, memory: 5820, top1_acc: 0.4650, top5_acc: 0.7336, loss_cls: 2.1942, loss: 2.1942, grad_norm: 1.3539 2020-10-06 01:36:04,584 - mmaction - INFO - Epoch [119][280/297] lr: 2.245e-01, eta: 22:14:21, time: 1.493, data_time: 0.009, memory: 5820, top1_acc: 0.4641, top5_acc: 0.7148, loss_cls: 2.2267, loss: 2.2267, grad_norm: 1.3437 2020-10-06 01:39:42,749 - mmaction - INFO - Epoch [120][20/297] lr: 2.220e-01, eta: 22:15:25, time: 9.590, data_time: 4.996, memory: 5820, top1_acc: 0.4719, top5_acc: 0.7268, loss_cls: 2.2125, loss: 2.2125, grad_norm: 1.3423 2020-10-06 01:40:14,268 - mmaction - INFO - Epoch [120][40/297] lr: 2.220e-01, eta: 22:14:37, time: 1.575, data_time: 0.008, memory: 5820, top1_acc: 0.4764, top5_acc: 0.7381, loss_cls: 2.1493, loss: 2.1493, grad_norm: 1.3179 2020-10-06 01:40:42,606 - mmaction - INFO - Epoch [120][60/297] lr: 2.220e-01, eta: 22:13:45, time: 1.414, data_time: 0.006, memory: 5820, top1_acc: 0.4613, top5_acc: 0.7156, loss_cls: 2.2221, loss: 2.2221, grad_norm: 1.3473 2020-10-06 01:41:13,025 - mmaction - INFO - Epoch [120][80/297] lr: 2.220e-01, eta: 22:12:55, time: 1.524, data_time: 0.010, memory: 5820, top1_acc: 0.4682, top5_acc: 0.7189, loss_cls: 2.1915, loss: 2.1915, grad_norm: 1.3485 2020-10-06 01:41:44,080 - mmaction - INFO - Epoch [120][100/297] lr: 2.220e-01, eta: 22:12:06, time: 1.553, data_time: 0.007, memory: 5820, top1_acc: 0.4664, top5_acc: 0.7289, loss_cls: 2.2169, loss: 2.2169, grad_norm: 1.3694 2020-10-06 01:42:13,774 - mmaction - INFO - Epoch [120][120/297] lr: 2.220e-01, eta: 22:11:16, time: 1.480, data_time: 0.007, memory: 5820, top1_acc: 0.4660, top5_acc: 0.7238, loss_cls: 2.1943, loss: 2.1943, grad_norm: 1.3534 2020-10-06 01:42:44,083 - mmaction - INFO - Epoch [120][140/297] lr: 2.220e-01, eta: 22:10:26, time: 1.517, data_time: 0.011, memory: 5820, top1_acc: 0.4584, top5_acc: 0.7217, loss_cls: 2.2374, loss: 2.2374, grad_norm: 1.3543 2020-10-06 01:43:13,998 - mmaction - INFO - Epoch [120][160/297] lr: 2.220e-01, eta: 22:09:36, time: 1.499, data_time: 0.009, memory: 5820, top1_acc: 0.4621, top5_acc: 0.7180, loss_cls: 2.2214, loss: 2.2214, grad_norm: 1.3382 2020-10-06 01:43:41,584 - mmaction - INFO - Epoch [120][180/297] lr: 2.220e-01, eta: 22:08:43, time: 1.375, data_time: 0.005, memory: 5820, top1_acc: 0.4721, top5_acc: 0.7396, loss_cls: 2.1645, loss: 2.1645, grad_norm: 1.3297 2020-10-06 01:44:10,988 - mmaction - INFO - Epoch [120][200/297] lr: 2.220e-01, eta: 22:07:52, time: 1.474, data_time: 0.011, memory: 5820, top1_acc: 0.4668, top5_acc: 0.7283, loss_cls: 2.1768, loss: 2.1768, grad_norm: 1.3243 2020-10-06 01:44:41,822 - mmaction - INFO - Epoch [120][220/297] lr: 2.220e-01, eta: 22:07:03, time: 1.541, data_time: 0.006, memory: 5820, top1_acc: 0.4652, top5_acc: 0.7230, loss_cls: 2.2073, loss: 2.2073, grad_norm: 1.3565 2020-10-06 01:45:10,505 - mmaction - INFO - Epoch [120][240/297] lr: 2.220e-01, eta: 22:06:12, time: 1.424, data_time: 0.003, memory: 5820, top1_acc: 0.4594, top5_acc: 0.7232, loss_cls: 2.2283, loss: 2.2283, grad_norm: 1.3917 2020-10-06 01:45:41,331 - mmaction - INFO - Epoch [120][260/297] lr: 2.220e-01, eta: 22:05:23, time: 1.546, data_time: 0.019, memory: 5820, top1_acc: 0.4604, top5_acc: 0.7287, loss_cls: 2.1937, loss: 2.1937, grad_norm: 1.3418 2020-10-06 01:46:11,534 - mmaction - INFO - Epoch [120][280/297] lr: 2.220e-01, eta: 22:04:33, time: 1.515, data_time: 0.014, memory: 5820, top1_acc: 0.4701, top5_acc: 0.7246, loss_cls: 2.2040, loss: 2.2040, grad_norm: 1.3669 2020-10-06 01:46:37,487 - mmaction - INFO - Saving checkpoint at 120 epochs 2020-10-06 01:49:59,896 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-06 01:50:00,115 - mmaction - INFO - top1_acc 0.5670 top5_acc 0.8204 2020-10-06 01:50:00,115 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-06 01:50:00,135 - mmaction - INFO - mean_acc 0.5670 2020-10-06 01:50:00,135 - mmaction - INFO - Now best checkpoint is epoch_120.pth 2020-10-06 01:50:00,142 - mmaction - INFO - Epoch(val) [120][297] top1_acc: 0.5670, top5_acc: 0.8204, mean_class_accuracy: 0.5670 2020-10-06 01:53:21,260 - mmaction - INFO - Epoch [121][20/297] lr: 2.196e-01, eta: 22:05:46, time: 10.054, data_time: 5.226, memory: 5820, top1_acc: 0.4746, top5_acc: 0.7363, loss_cls: 2.1476, loss: 2.1476, grad_norm: 1.3621 2020-10-06 01:53:53,045 - mmaction - INFO - Epoch [121][40/297] lr: 2.196e-01, eta: 22:04:58, time: 1.589, data_time: 0.009, memory: 5820, top1_acc: 0.4791, top5_acc: 0.7363, loss_cls: 2.1567, loss: 2.1567, grad_norm: 1.3729 2020-10-06 01:54:22,585 - mmaction - INFO - Epoch [121][60/297] lr: 2.196e-01, eta: 22:04:07, time: 1.475, data_time: 0.005, memory: 5820, top1_acc: 0.4715, top5_acc: 0.7246, loss_cls: 2.2000, loss: 2.2000, grad_norm: 1.3607 2020-10-06 01:54:53,370 - mmaction - INFO - Epoch [121][80/297] lr: 2.196e-01, eta: 22:03:18, time: 1.541, data_time: 0.012, memory: 5820, top1_acc: 0.4654, top5_acc: 0.7219, loss_cls: 2.1938, loss: 2.1938, grad_norm: 1.3631 2020-10-06 01:55:24,660 - mmaction - INFO - Epoch [121][100/297] lr: 2.196e-01, eta: 22:02:29, time: 1.566, data_time: 0.007, memory: 5820, top1_acc: 0.4693, top5_acc: 0.7312, loss_cls: 2.1787, loss: 2.1787, grad_norm: 1.3510 2020-10-06 01:55:53,133 - mmaction - INFO - Epoch [121][120/297] lr: 2.196e-01, eta: 22:01:38, time: 1.424, data_time: 0.005, memory: 5820, top1_acc: 0.4604, top5_acc: 0.7270, loss_cls: 2.2027, loss: 2.2027, grad_norm: 1.3520 2020-10-06 01:56:23,713 - mmaction - INFO - Epoch [121][140/297] lr: 2.196e-01, eta: 22:00:48, time: 1.526, data_time: 0.007, memory: 5820, top1_acc: 0.4777, top5_acc: 0.7238, loss_cls: 2.1899, loss: 2.1899, grad_norm: 1.3623 2020-10-06 01:56:53,817 - mmaction - INFO - Epoch [121][160/297] lr: 2.196e-01, eta: 21:59:59, time: 1.508, data_time: 0.008, memory: 5820, top1_acc: 0.4576, top5_acc: 0.7084, loss_cls: 2.2469, loss: 2.2469, grad_norm: 1.3560 2020-10-06 01:57:21,117 - mmaction - INFO - Epoch [121][180/297] lr: 2.196e-01, eta: 21:59:06, time: 1.363, data_time: 0.005, memory: 5820, top1_acc: 0.4662, top5_acc: 0.7266, loss_cls: 2.2005, loss: 2.2005, grad_norm: 1.3539 2020-10-06 01:57:51,806 - mmaction - INFO - Epoch [121][200/297] lr: 2.196e-01, eta: 21:58:17, time: 1.535, data_time: 0.009, memory: 5820, top1_acc: 0.4625, top5_acc: 0.7277, loss_cls: 2.2061, loss: 2.2061, grad_norm: 1.3849 2020-10-06 01:58:21,654 - mmaction - INFO - Epoch [121][220/297] lr: 2.196e-01, eta: 21:57:26, time: 1.489, data_time: 0.008, memory: 5820, top1_acc: 0.4633, top5_acc: 0.7197, loss_cls: 2.2111, loss: 2.2111, grad_norm: 1.3349 2020-10-06 01:58:51,985 - mmaction - INFO - Epoch [121][240/297] lr: 2.196e-01, eta: 21:56:37, time: 1.505, data_time: 0.011, memory: 5820, top1_acc: 0.4650, top5_acc: 0.7324, loss_cls: 2.1842, loss: 2.1842, grad_norm: 1.3730 2020-10-06 01:59:21,759 - mmaction - INFO - Epoch [121][260/297] lr: 2.196e-01, eta: 21:55:47, time: 1.492, data_time: 0.022, memory: 5820, top1_acc: 0.4707, top5_acc: 0.7330, loss_cls: 2.1539, loss: 2.1539, grad_norm: 1.3476 2020-10-06 01:59:50,685 - mmaction - INFO - Epoch [121][280/297] lr: 2.196e-01, eta: 21:54:56, time: 1.459, data_time: 0.018, memory: 5820, top1_acc: 0.4582, top5_acc: 0.7213, loss_cls: 2.2349, loss: 2.2349, grad_norm: 1.3543 2020-10-06 02:02:50,111 - mmaction - INFO - Epoch [122][20/297] lr: 2.172e-01, eta: 21:55:15, time: 7.753, data_time: 6.376, memory: 5820, top1_acc: 0.4895, top5_acc: 0.7350, loss_cls: 2.1464, loss: 2.1464, grad_norm: 1.3543 2020-10-06 02:03:25,009 - mmaction - INFO - Epoch [122][40/297] lr: 2.172e-01, eta: 21:54:31, time: 1.742, data_time: 0.014, memory: 5820, top1_acc: 0.4744, top5_acc: 0.7279, loss_cls: 2.1657, loss: 2.1657, grad_norm: 1.3755 2020-10-06 02:03:50,450 - mmaction - INFO - Epoch [122][60/297] lr: 2.172e-01, eta: 21:53:36, time: 1.277, data_time: 0.049, memory: 5820, top1_acc: 0.4664, top5_acc: 0.7271, loss_cls: 2.1857, loss: 2.1857, grad_norm: 1.3451 2020-10-06 02:04:20,137 - mmaction - INFO - Epoch [122][80/297] lr: 2.172e-01, eta: 21:52:46, time: 1.485, data_time: 0.008, memory: 5820, top1_acc: 0.4697, top5_acc: 0.7297, loss_cls: 2.1911, loss: 2.1911, grad_norm: 1.3890 2020-10-06 02:04:52,577 - mmaction - INFO - Epoch [122][100/297] lr: 2.172e-01, eta: 21:51:59, time: 1.622, data_time: 0.006, memory: 5820, top1_acc: 0.4736, top5_acc: 0.7311, loss_cls: 2.1695, loss: 2.1695, grad_norm: 1.3707 2020-10-06 02:05:24,567 - mmaction - INFO - Epoch [122][120/297] lr: 2.172e-01, eta: 21:51:11, time: 1.600, data_time: 0.011, memory: 5820, top1_acc: 0.4533, top5_acc: 0.7139, loss_cls: 2.2693, loss: 2.2693, grad_norm: 1.3552 2020-10-06 02:05:53,337 - mmaction - INFO - Epoch [122][140/297] lr: 2.172e-01, eta: 21:50:20, time: 1.435, data_time: 0.005, memory: 5820, top1_acc: 0.4766, top5_acc: 0.7270, loss_cls: 2.1753, loss: 2.1753, grad_norm: 1.3440 2020-10-06 02:06:23,681 - mmaction - INFO - Epoch [122][160/297] lr: 2.172e-01, eta: 21:49:31, time: 1.520, data_time: 0.011, memory: 5820, top1_acc: 0.4605, top5_acc: 0.7256, loss_cls: 2.2058, loss: 2.2058, grad_norm: 1.3864 2020-10-06 02:06:54,158 - mmaction - INFO - Epoch [122][180/297] lr: 2.172e-01, eta: 21:48:42, time: 1.524, data_time: 0.007, memory: 5820, top1_acc: 0.4781, top5_acc: 0.7395, loss_cls: 2.1449, loss: 2.1449, grad_norm: 1.3772 2020-10-06 02:07:23,175 - mmaction - INFO - Epoch [122][200/297] lr: 2.172e-01, eta: 21:47:51, time: 1.451, data_time: 0.005, memory: 5820, top1_acc: 0.4641, top5_acc: 0.7336, loss_cls: 2.1843, loss: 2.1843, grad_norm: 1.3864 2020-10-06 02:07:53,249 - mmaction - INFO - Epoch [122][220/297] lr: 2.172e-01, eta: 21:47:01, time: 1.504, data_time: 0.007, memory: 5820, top1_acc: 0.4738, top5_acc: 0.7297, loss_cls: 2.1692, loss: 2.1692, grad_norm: 1.3492 2020-10-06 02:08:24,223 - mmaction - INFO - Epoch [122][240/297] lr: 2.172e-01, eta: 21:46:13, time: 1.547, data_time: 0.005, memory: 5820, top1_acc: 0.4721, top5_acc: 0.7375, loss_cls: 2.1931, loss: 2.1931, grad_norm: 1.3667 2020-10-06 02:08:52,157 - mmaction - INFO - Epoch [122][260/297] lr: 2.172e-01, eta: 21:45:21, time: 1.397, data_time: 0.005, memory: 5820, top1_acc: 0.4646, top5_acc: 0.7271, loss_cls: 2.1707, loss: 2.1707, grad_norm: 1.3658 2020-10-06 02:09:23,282 - mmaction - INFO - Epoch [122][280/297] lr: 2.172e-01, eta: 21:44:32, time: 1.552, data_time: 0.008, memory: 5820, top1_acc: 0.4807, top5_acc: 0.7275, loss_cls: 2.1753, loss: 2.1753, grad_norm: 1.3699 2020-10-06 02:13:12,854 - mmaction - INFO - Epoch [123][20/297] lr: 2.147e-01, eta: 21:45:43, time: 10.158, data_time: 5.950, memory: 5820, top1_acc: 0.4742, top5_acc: 0.7416, loss_cls: 2.1369, loss: 2.1369, grad_norm: 1.3719 2020-10-06 02:13:44,209 - mmaction - INFO - Epoch [123][40/297] lr: 2.147e-01, eta: 21:44:54, time: 1.542, data_time: 0.009, memory: 5820, top1_acc: 0.4840, top5_acc: 0.7398, loss_cls: 2.1415, loss: 2.1415, grad_norm: 1.3537 2020-10-06 02:14:12,761 - mmaction - INFO - Epoch [123][60/297] lr: 2.147e-01, eta: 21:44:03, time: 1.454, data_time: 0.031, memory: 5820, top1_acc: 0.4703, top5_acc: 0.7309, loss_cls: 2.1694, loss: 2.1694, grad_norm: 1.3772 2020-10-06 02:14:43,783 - mmaction - INFO - Epoch [123][80/297] lr: 2.147e-01, eta: 21:43:15, time: 1.551, data_time: 0.009, memory: 5820, top1_acc: 0.4688, top5_acc: 0.7365, loss_cls: 2.1834, loss: 2.1834, grad_norm: 1.3971 2020-10-06 02:15:13,096 - mmaction - INFO - Epoch [123][100/297] lr: 2.147e-01, eta: 21:42:24, time: 1.466, data_time: 0.004, memory: 5820, top1_acc: 0.4666, top5_acc: 0.7285, loss_cls: 2.1785, loss: 2.1785, grad_norm: 1.3543 2020-10-06 02:15:42,296 - mmaction - INFO - Epoch [123][120/297] lr: 2.147e-01, eta: 21:41:34, time: 1.461, data_time: 0.008, memory: 5820, top1_acc: 0.4717, top5_acc: 0.7342, loss_cls: 2.1686, loss: 2.1686, grad_norm: 1.4082 2020-10-06 02:16:13,479 - mmaction - INFO - Epoch [123][140/297] lr: 2.147e-01, eta: 21:40:46, time: 1.558, data_time: 0.007, memory: 5820, top1_acc: 0.4723, top5_acc: 0.7344, loss_cls: 2.1612, loss: 2.1612, grad_norm: 1.3643 2020-10-06 02:16:43,598 - mmaction - INFO - Epoch [123][160/297] lr: 2.147e-01, eta: 21:39:56, time: 1.503, data_time: 0.006, memory: 5820, top1_acc: 0.4635, top5_acc: 0.7264, loss_cls: 2.1930, loss: 2.1930, grad_norm: 1.3594 2020-10-06 02:17:13,545 - mmaction - INFO - Epoch [123][180/297] lr: 2.147e-01, eta: 21:39:07, time: 1.499, data_time: 0.006, memory: 5820, top1_acc: 0.4654, top5_acc: 0.7260, loss_cls: 2.1990, loss: 2.1990, grad_norm: 1.3866 2020-10-06 02:17:44,153 - mmaction - INFO - Epoch [123][200/297] lr: 2.147e-01, eta: 21:38:17, time: 1.517, data_time: 0.010, memory: 5820, top1_acc: 0.4650, top5_acc: 0.7215, loss_cls: 2.2023, loss: 2.2023, grad_norm: 1.3639 2020-10-06 02:18:14,213 - mmaction - INFO - Epoch [123][220/297] lr: 2.147e-01, eta: 21:37:28, time: 1.497, data_time: 0.023, memory: 5820, top1_acc: 0.4693, top5_acc: 0.7383, loss_cls: 2.1685, loss: 2.1685, grad_norm: 1.3561 2020-10-06 02:18:43,851 - mmaction - INFO - Epoch [123][240/297] lr: 2.147e-01, eta: 21:36:38, time: 1.492, data_time: 0.024, memory: 5820, top1_acc: 0.4730, top5_acc: 0.7338, loss_cls: 2.1546, loss: 2.1546, grad_norm: 1.3753 2020-10-06 02:19:13,473 - mmaction - INFO - Epoch [123][260/297] lr: 2.147e-01, eta: 21:35:48, time: 1.479, data_time: 0.019, memory: 5820, top1_acc: 0.4648, top5_acc: 0.7281, loss_cls: 2.2106, loss: 2.2106, grad_norm: 1.3792 2020-10-06 02:19:42,639 - mmaction - INFO - Epoch [123][280/297] lr: 2.147e-01, eta: 21:34:58, time: 1.472, data_time: 0.019, memory: 5820, top1_acc: 0.4721, top5_acc: 0.7258, loss_cls: 2.2159, loss: 2.2159, grad_norm: 1.3643 2020-10-06 02:23:39,731 - mmaction - INFO - Epoch [124][20/297] lr: 2.123e-01, eta: 21:36:12, time: 10.423, data_time: 6.210, memory: 5820, top1_acc: 0.4746, top5_acc: 0.7186, loss_cls: 2.1927, loss: 2.1927, grad_norm: 1.3650 2020-10-06 02:24:10,327 - mmaction - INFO - Epoch [124][40/297] lr: 2.123e-01, eta: 21:35:23, time: 1.533, data_time: 0.009, memory: 5820, top1_acc: 0.4744, top5_acc: 0.7338, loss_cls: 2.1555, loss: 2.1555, grad_norm: 1.3778 2020-10-06 02:24:38,760 - mmaction - INFO - Epoch [124][60/297] lr: 2.123e-01, eta: 21:34:32, time: 1.421, data_time: 0.004, memory: 5820, top1_acc: 0.4891, top5_acc: 0.7418, loss_cls: 2.1011, loss: 2.1011, grad_norm: 1.3395 2020-10-06 02:25:09,316 - mmaction - INFO - Epoch [124][80/297] lr: 2.123e-01, eta: 21:33:43, time: 1.530, data_time: 0.008, memory: 5820, top1_acc: 0.4852, top5_acc: 0.7395, loss_cls: 2.1177, loss: 2.1177, grad_norm: 1.3803 2020-10-06 02:25:40,241 - mmaction - INFO - Epoch [124][100/297] lr: 2.123e-01, eta: 21:32:55, time: 1.546, data_time: 0.007, memory: 5820, top1_acc: 0.4729, top5_acc: 0.7301, loss_cls: 2.1754, loss: 2.1754, grad_norm: 1.4274 2020-10-06 02:26:09,605 - mmaction - INFO - Epoch [124][120/297] lr: 2.123e-01, eta: 21:32:05, time: 1.468, data_time: 0.007, memory: 5820, top1_acc: 0.4686, top5_acc: 0.7270, loss_cls: 2.1839, loss: 2.1839, grad_norm: 1.3879 2020-10-06 02:26:39,340 - mmaction - INFO - Epoch [124][140/297] lr: 2.123e-01, eta: 21:31:15, time: 1.487, data_time: 0.007, memory: 5820, top1_acc: 0.4764, top5_acc: 0.7312, loss_cls: 2.1683, loss: 2.1683, grad_norm: 1.4057 2020-10-06 02:27:08,801 - mmaction - INFO - Epoch [124][160/297] lr: 2.123e-01, eta: 21:30:25, time: 1.473, data_time: 0.007, memory: 5820, top1_acc: 0.4904, top5_acc: 0.7283, loss_cls: 2.1507, loss: 2.1507, grad_norm: 1.3403 2020-10-06 02:27:38,708 - mmaction - INFO - Epoch [124][180/297] lr: 2.123e-01, eta: 21:29:35, time: 1.495, data_time: 0.006, memory: 5820, top1_acc: 0.4813, top5_acc: 0.7293, loss_cls: 2.1703, loss: 2.1703, grad_norm: 1.4144 2020-10-06 02:28:08,750 - mmaction - INFO - Epoch [124][200/297] lr: 2.123e-01, eta: 21:28:46, time: 1.502, data_time: 0.009, memory: 5820, top1_acc: 0.4688, top5_acc: 0.7250, loss_cls: 2.1890, loss: 2.1890, grad_norm: 1.3810 2020-10-06 02:28:37,000 - mmaction - INFO - Epoch [124][220/297] lr: 2.123e-01, eta: 21:27:55, time: 1.409, data_time: 0.007, memory: 5820, top1_acc: 0.4619, top5_acc: 0.7291, loss_cls: 2.2168, loss: 2.2168, grad_norm: 1.3877 2020-10-06 02:29:08,079 - mmaction - INFO - Epoch [124][240/297] lr: 2.123e-01, eta: 21:27:07, time: 1.558, data_time: 0.012, memory: 5820, top1_acc: 0.4693, top5_acc: 0.7234, loss_cls: 2.2293, loss: 2.2293, grad_norm: 1.3888 2020-10-06 02:29:37,949 - mmaction - INFO - Epoch [124][260/297] lr: 2.123e-01, eta: 21:26:17, time: 1.494, data_time: 0.004, memory: 5820, top1_acc: 0.4727, top5_acc: 0.7316, loss_cls: 2.1705, loss: 2.1705, grad_norm: 1.3841 2020-10-06 02:30:06,931 - mmaction - INFO - Epoch [124][280/297] lr: 2.123e-01, eta: 21:25:27, time: 1.448, data_time: 0.004, memory: 5820, top1_acc: 0.4691, top5_acc: 0.7316, loss_cls: 2.1938, loss: 2.1938, grad_norm: 1.4226 2020-10-06 02:33:53,857 - mmaction - INFO - Epoch [125][20/297] lr: 2.098e-01, eta: 21:26:28, time: 9.923, data_time: 5.318, memory: 5820, top1_acc: 0.4773, top5_acc: 0.7311, loss_cls: 2.1734, loss: 2.1734, grad_norm: 1.3872 2020-10-06 02:34:25,187 - mmaction - INFO - Epoch [125][40/297] lr: 2.098e-01, eta: 21:25:40, time: 1.568, data_time: 0.009, memory: 5820, top1_acc: 0.4809, top5_acc: 0.7430, loss_cls: 2.1246, loss: 2.1246, grad_norm: 1.3980 2020-10-06 02:34:52,851 - mmaction - INFO - Epoch [125][60/297] lr: 2.098e-01, eta: 21:24:48, time: 1.379, data_time: 0.007, memory: 5820, top1_acc: 0.4867, top5_acc: 0.7389, loss_cls: 2.1257, loss: 2.1257, grad_norm: 1.3643 2020-10-06 02:35:27,224 - mmaction - INFO - Epoch [125][80/297] lr: 2.098e-01, eta: 21:24:03, time: 1.722, data_time: 0.010, memory: 5820, top1_acc: 0.4727, top5_acc: 0.7295, loss_cls: 2.1751, loss: 2.1751, grad_norm: 1.4123 2020-10-06 02:35:56,013 - mmaction - INFO - Epoch [125][100/297] lr: 2.098e-01, eta: 21:23:13, time: 1.440, data_time: 0.009, memory: 5820, top1_acc: 0.4748, top5_acc: 0.7270, loss_cls: 2.1643, loss: 2.1643, grad_norm: 1.3860 2020-10-06 02:36:26,551 - mmaction - INFO - Epoch [125][120/297] lr: 2.098e-01, eta: 21:22:24, time: 1.525, data_time: 0.008, memory: 5820, top1_acc: 0.4748, top5_acc: 0.7375, loss_cls: 2.1521, loss: 2.1521, grad_norm: 1.4088 2020-10-06 02:36:55,958 - mmaction - INFO - Epoch [125][140/297] lr: 2.098e-01, eta: 21:21:34, time: 1.470, data_time: 0.009, memory: 5820, top1_acc: 0.4771, top5_acc: 0.7379, loss_cls: 2.1748, loss: 2.1748, grad_norm: 1.4042 2020-10-06 02:37:25,547 - mmaction - INFO - Epoch [125][160/297] lr: 2.098e-01, eta: 21:20:44, time: 1.482, data_time: 0.010, memory: 5820, top1_acc: 0.4646, top5_acc: 0.7281, loss_cls: 2.2002, loss: 2.2002, grad_norm: 1.3871 2020-10-06 02:37:55,890 - mmaction - INFO - Epoch [125][180/297] lr: 2.098e-01, eta: 21:19:55, time: 1.514, data_time: 0.006, memory: 5820, top1_acc: 0.4709, top5_acc: 0.7236, loss_cls: 2.1801, loss: 2.1801, grad_norm: 1.3490 2020-10-06 02:38:25,979 - mmaction - INFO - Epoch [125][200/297] lr: 2.098e-01, eta: 21:19:06, time: 1.507, data_time: 0.009, memory: 5820, top1_acc: 0.4748, top5_acc: 0.7334, loss_cls: 2.1762, loss: 2.1762, grad_norm: 1.3661 2020-10-06 02:38:55,995 - mmaction - INFO - Epoch [125][220/297] lr: 2.098e-01, eta: 21:18:17, time: 1.498, data_time: 0.008, memory: 5820, top1_acc: 0.4934, top5_acc: 0.7346, loss_cls: 2.0983, loss: 2.0983, grad_norm: 1.3630 2020-10-06 02:39:26,206 - mmaction - INFO - Epoch [125][240/297] lr: 2.098e-01, eta: 21:17:28, time: 1.514, data_time: 0.010, memory: 5820, top1_acc: 0.4549, top5_acc: 0.7260, loss_cls: 2.2192, loss: 2.2192, grad_norm: 1.4236 2020-10-06 02:39:55,190 - mmaction - INFO - Epoch [125][260/297] lr: 2.098e-01, eta: 21:16:38, time: 1.448, data_time: 0.006, memory: 5820, top1_acc: 0.4570, top5_acc: 0.7324, loss_cls: 2.2051, loss: 2.2051, grad_norm: 1.3968 2020-10-06 02:40:25,308 - mmaction - INFO - Epoch [125][280/297] lr: 2.098e-01, eta: 21:15:49, time: 1.507, data_time: 0.007, memory: 5820, top1_acc: 0.4676, top5_acc: 0.7301, loss_cls: 2.1767, loss: 2.1767, grad_norm: 1.3324 2020-10-06 02:44:02,693 - mmaction - INFO - Epoch [126][20/297] lr: 2.074e-01, eta: 21:16:42, time: 9.655, data_time: 5.100, memory: 5820, top1_acc: 0.4836, top5_acc: 0.7480, loss_cls: 2.0887, loss: 2.0887, grad_norm: 1.3806 2020-10-06 02:44:36,817 - mmaction - INFO - Epoch [126][40/297] lr: 2.074e-01, eta: 21:15:57, time: 1.706, data_time: 0.011, memory: 5820, top1_acc: 0.4678, top5_acc: 0.7184, loss_cls: 2.1826, loss: 2.1826, grad_norm: 1.3923 2020-10-06 02:45:02,149 - mmaction - INFO - Epoch [126][60/297] lr: 2.074e-01, eta: 21:15:03, time: 1.268, data_time: 0.004, memory: 5820, top1_acc: 0.4768, top5_acc: 0.7352, loss_cls: 2.1560, loss: 2.1560, grad_norm: 1.4072 2020-10-06 02:45:32,831 - mmaction - INFO - Epoch [126][80/297] lr: 2.074e-01, eta: 21:14:15, time: 1.533, data_time: 0.008, memory: 5820, top1_acc: 0.4852, top5_acc: 0.7396, loss_cls: 2.1279, loss: 2.1279, grad_norm: 1.3631 2020-10-06 02:46:02,796 - mmaction - INFO - Epoch [126][100/297] lr: 2.074e-01, eta: 21:13:26, time: 1.497, data_time: 0.006, memory: 5820, top1_acc: 0.4826, top5_acc: 0.7424, loss_cls: 2.1217, loss: 2.1217, grad_norm: 1.3926 2020-10-06 02:46:33,276 - mmaction - INFO - Epoch [126][120/297] lr: 2.074e-01, eta: 21:12:37, time: 1.521, data_time: 0.008, memory: 5820, top1_acc: 0.4863, top5_acc: 0.7441, loss_cls: 2.1395, loss: 2.1395, grad_norm: 1.3716 2020-10-06 02:47:01,974 - mmaction - INFO - Epoch [126][140/297] lr: 2.074e-01, eta: 21:11:46, time: 1.440, data_time: 0.012, memory: 5820, top1_acc: 0.4635, top5_acc: 0.7248, loss_cls: 2.2088, loss: 2.2088, grad_norm: 1.3884 2020-10-06 02:47:33,440 - mmaction - INFO - Epoch [126][160/297] lr: 2.074e-01, eta: 21:10:59, time: 1.556, data_time: 0.007, memory: 5820, top1_acc: 0.4719, top5_acc: 0.7275, loss_cls: 2.2077, loss: 2.2077, grad_norm: 1.3828 2020-10-06 02:48:04,378 - mmaction - INFO - Epoch [126][180/297] lr: 2.074e-01, eta: 21:10:11, time: 1.562, data_time: 0.023, memory: 5820, top1_acc: 0.4725, top5_acc: 0.7311, loss_cls: 2.1778, loss: 2.1778, grad_norm: 1.3770 2020-10-06 02:48:34,046 - mmaction - INFO - Epoch [126][200/297] lr: 2.074e-01, eta: 21:09:21, time: 1.485, data_time: 0.006, memory: 5820, top1_acc: 0.4684, top5_acc: 0.7318, loss_cls: 2.1852, loss: 2.1852, grad_norm: 1.3796 2020-10-06 02:49:02,996 - mmaction - INFO - Epoch [126][220/297] lr: 2.074e-01, eta: 21:08:31, time: 1.446, data_time: 0.006, memory: 5820, top1_acc: 0.4699, top5_acc: 0.7277, loss_cls: 2.1835, loss: 2.1835, grad_norm: 1.3792 2020-10-06 02:49:33,503 - mmaction - INFO - Epoch [126][240/297] lr: 2.074e-01, eta: 21:07:43, time: 1.526, data_time: 0.006, memory: 5820, top1_acc: 0.4842, top5_acc: 0.7412, loss_cls: 2.1185, loss: 2.1185, grad_norm: 1.3831 2020-10-06 02:50:01,104 - mmaction - INFO - Epoch [126][260/297] lr: 2.074e-01, eta: 21:06:51, time: 1.378, data_time: 0.006, memory: 5820, top1_acc: 0.4664, top5_acc: 0.7281, loss_cls: 2.1910, loss: 2.1910, grad_norm: 1.4045 2020-10-06 02:50:34,091 - mmaction - INFO - Epoch [126][280/297] lr: 2.074e-01, eta: 21:06:05, time: 1.648, data_time: 0.008, memory: 5820, top1_acc: 0.4627, top5_acc: 0.7223, loss_cls: 2.2115, loss: 2.2115, grad_norm: 1.3863 2020-10-06 02:54:10,917 - mmaction - INFO - Epoch [127][20/297] lr: 2.049e-01, eta: 21:06:56, time: 9.621, data_time: 5.674, memory: 5820, top1_acc: 0.4670, top5_acc: 0.7375, loss_cls: 2.1475, loss: 2.1475, grad_norm: 1.3798 2020-10-06 02:54:40,199 - mmaction - INFO - Epoch [127][40/297] lr: 2.049e-01, eta: 21:06:06, time: 1.462, data_time: 0.007, memory: 5820, top1_acc: 0.4869, top5_acc: 0.7375, loss_cls: 2.1400, loss: 2.1400, grad_norm: 1.3859 2020-10-06 02:55:11,160 - mmaction - INFO - Epoch [127][60/297] lr: 2.049e-01, eta: 21:05:18, time: 1.552, data_time: 0.011, memory: 5820, top1_acc: 0.4836, top5_acc: 0.7420, loss_cls: 2.1033, loss: 2.1033, grad_norm: 1.4108 2020-10-06 02:55:39,816 - mmaction - INFO - Epoch [127][80/297] lr: 2.049e-01, eta: 21:04:28, time: 1.432, data_time: 0.006, memory: 5820, top1_acc: 0.4830, top5_acc: 0.7291, loss_cls: 2.1535, loss: 2.1535, grad_norm: 1.4011 2020-10-06 02:56:09,941 - mmaction - INFO - Epoch [127][100/297] lr: 2.049e-01, eta: 21:03:39, time: 1.506, data_time: 0.008, memory: 5820, top1_acc: 0.4762, top5_acc: 0.7350, loss_cls: 2.1467, loss: 2.1467, grad_norm: 1.3694 2020-10-06 02:56:39,263 - mmaction - INFO - Epoch [127][120/297] lr: 2.049e-01, eta: 21:02:49, time: 1.467, data_time: 0.008, memory: 5820, top1_acc: 0.4750, top5_acc: 0.7449, loss_cls: 2.1236, loss: 2.1236, grad_norm: 1.3858 2020-10-06 02:57:09,129 - mmaction - INFO - Epoch [127][140/297] lr: 2.049e-01, eta: 21:02:00, time: 1.493, data_time: 0.007, memory: 5820, top1_acc: 0.4898, top5_acc: 0.7453, loss_cls: 2.1052, loss: 2.1052, grad_norm: 1.3712 2020-10-06 02:57:40,153 - mmaction - INFO - Epoch [127][160/297] lr: 2.049e-01, eta: 21:01:12, time: 1.550, data_time: 0.010, memory: 5820, top1_acc: 0.4830, top5_acc: 0.7404, loss_cls: 2.1146, loss: 2.1146, grad_norm: 1.3734 2020-10-06 02:58:09,334 - mmaction - INFO - Epoch [127][180/297] lr: 2.049e-01, eta: 21:00:22, time: 1.460, data_time: 0.009, memory: 5820, top1_acc: 0.4734, top5_acc: 0.7264, loss_cls: 2.1596, loss: 2.1596, grad_norm: 1.4317 2020-10-06 02:58:39,064 - mmaction - INFO - Epoch [127][200/297] lr: 2.049e-01, eta: 20:59:33, time: 1.486, data_time: 0.008, memory: 5820, top1_acc: 0.4863, top5_acc: 0.7418, loss_cls: 2.1221, loss: 2.1221, grad_norm: 1.3773 2020-10-06 02:59:09,145 - mmaction - INFO - Epoch [127][220/297] lr: 2.049e-01, eta: 20:58:44, time: 1.504, data_time: 0.007, memory: 5820, top1_acc: 0.4697, top5_acc: 0.7316, loss_cls: 2.1567, loss: 2.1567, grad_norm: 1.4172 2020-10-06 02:59:38,512 - mmaction - INFO - Epoch [127][240/297] lr: 2.049e-01, eta: 20:57:55, time: 1.457, data_time: 0.008, memory: 5820, top1_acc: 0.4555, top5_acc: 0.7230, loss_cls: 2.2371, loss: 2.2371, grad_norm: 1.4155 2020-10-06 03:00:09,757 - mmaction - INFO - Epoch [127][260/297] lr: 2.049e-01, eta: 20:57:07, time: 1.566, data_time: 0.020, memory: 5820, top1_acc: 0.4719, top5_acc: 0.7223, loss_cls: 2.2080, loss: 2.2080, grad_norm: 1.4000 2020-10-06 03:00:40,527 - mmaction - INFO - Epoch [127][280/297] lr: 2.049e-01, eta: 20:56:19, time: 1.543, data_time: 0.063, memory: 5820, top1_acc: 0.4770, top5_acc: 0.7371, loss_cls: 2.1673, loss: 2.1673, grad_norm: 1.3937 2020-10-06 03:03:31,605 - mmaction - INFO - Epoch [128][20/297] lr: 2.025e-01, eta: 20:56:13, time: 6.916, data_time: 5.532, memory: 5820, top1_acc: 0.4785, top5_acc: 0.7385, loss_cls: 2.1355, loss: 2.1355, grad_norm: 1.4060 2020-10-06 03:04:02,925 - mmaction - INFO - Epoch [128][40/297] lr: 2.025e-01, eta: 20:55:25, time: 1.567, data_time: 0.009, memory: 5820, top1_acc: 0.4729, top5_acc: 0.7398, loss_cls: 2.1474, loss: 2.1474, grad_norm: 1.4224 2020-10-06 03:04:31,177 - mmaction - INFO - Epoch [128][60/297] lr: 2.025e-01, eta: 20:54:35, time: 1.406, data_time: 0.007, memory: 5820, top1_acc: 0.4832, top5_acc: 0.7506, loss_cls: 2.1102, loss: 2.1102, grad_norm: 1.3933 2020-10-06 03:05:02,110 - mmaction - INFO - Epoch [128][80/297] lr: 2.025e-01, eta: 20:53:47, time: 1.553, data_time: 0.016, memory: 5820, top1_acc: 0.4816, top5_acc: 0.7367, loss_cls: 2.1473, loss: 2.1473, grad_norm: 1.3908 2020-10-06 03:05:34,616 - mmaction - INFO - Epoch [128][100/297] lr: 2.025e-01, eta: 20:53:01, time: 1.624, data_time: 0.008, memory: 5820, top1_acc: 0.4863, top5_acc: 0.7449, loss_cls: 2.0922, loss: 2.0922, grad_norm: 1.4024 2020-10-06 03:06:03,904 - mmaction - INFO - Epoch [128][120/297] lr: 2.025e-01, eta: 20:52:11, time: 1.466, data_time: 0.009, memory: 5820, top1_acc: 0.4658, top5_acc: 0.7275, loss_cls: 2.1756, loss: 2.1756, grad_norm: 1.4231 2020-10-06 03:06:33,713 - mmaction - INFO - Epoch [128][140/297] lr: 2.025e-01, eta: 20:51:22, time: 1.491, data_time: 0.007, memory: 5820, top1_acc: 0.4838, top5_acc: 0.7408, loss_cls: 2.1343, loss: 2.1343, grad_norm: 1.4052 2020-10-06 03:07:03,775 - mmaction - INFO - Epoch [128][160/297] lr: 2.025e-01, eta: 20:50:33, time: 1.499, data_time: 0.009, memory: 5820, top1_acc: 0.4646, top5_acc: 0.7314, loss_cls: 2.1817, loss: 2.1817, grad_norm: 1.4365 2020-10-06 03:07:32,850 - mmaction - INFO - Epoch [128][180/297] lr: 2.025e-01, eta: 20:49:44, time: 1.458, data_time: 0.009, memory: 5820, top1_acc: 0.4721, top5_acc: 0.7375, loss_cls: 2.1582, loss: 2.1582, grad_norm: 1.3993 2020-10-06 03:08:02,644 - mmaction - INFO - Epoch [128][200/297] lr: 2.025e-01, eta: 20:48:55, time: 1.488, data_time: 0.006, memory: 5820, top1_acc: 0.4762, top5_acc: 0.7266, loss_cls: 2.1723, loss: 2.1723, grad_norm: 1.4132 2020-10-06 03:08:31,178 - mmaction - INFO - Epoch [128][220/297] lr: 2.025e-01, eta: 20:48:05, time: 1.423, data_time: 0.008, memory: 5820, top1_acc: 0.4813, top5_acc: 0.7336, loss_cls: 2.1523, loss: 2.1523, grad_norm: 1.3867 2020-10-06 03:09:01,536 - mmaction - INFO - Epoch [128][240/297] lr: 2.025e-01, eta: 20:47:16, time: 1.520, data_time: 0.012, memory: 5820, top1_acc: 0.4744, top5_acc: 0.7385, loss_cls: 2.1280, loss: 2.1280, grad_norm: 1.4175 2020-10-06 03:09:31,357 - mmaction - INFO - Epoch [128][260/297] lr: 2.025e-01, eta: 20:46:27, time: 1.486, data_time: 0.008, memory: 5820, top1_acc: 0.4668, top5_acc: 0.7338, loss_cls: 2.1972, loss: 2.1972, grad_norm: 1.4559 2020-10-06 03:10:01,068 - mmaction - INFO - Epoch [128][280/297] lr: 2.025e-01, eta: 20:45:39, time: 1.492, data_time: 0.013, memory: 5820, top1_acc: 0.4734, top5_acc: 0.7348, loss_cls: 2.1501, loss: 2.1501, grad_norm: 1.4132 2020-10-06 03:10:28,581 - mmaction - INFO - Saving checkpoint at 128 epochs 2020-10-06 03:13:37,180 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-06 03:13:37,393 - mmaction - INFO - top1_acc 0.5754 top5_acc 0.8239 2020-10-06 03:13:37,393 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-06 03:13:37,421 - mmaction - INFO - mean_acc 0.5749 2020-10-06 03:13:37,421 - mmaction - INFO - Now best checkpoint is epoch_128.pth 2020-10-06 03:13:37,429 - mmaction - INFO - Epoch(val) [128][297] top1_acc: 0.5754, top5_acc: 0.8239, mean_class_accuracy: 0.5749 2020-10-06 03:16:42,806 - mmaction - INFO - Epoch [129][20/297] lr: 2.000e-01, eta: 20:46:18, time: 9.266, data_time: 5.362, memory: 5820, top1_acc: 0.4789, top5_acc: 0.7273, loss_cls: 2.1789, loss: 2.1789, grad_norm: 1.4258 2020-10-06 03:17:13,250 - mmaction - INFO - Epoch [129][40/297] lr: 2.000e-01, eta: 20:45:30, time: 1.524, data_time: 0.008, memory: 5820, top1_acc: 0.4879, top5_acc: 0.7391, loss_cls: 2.1236, loss: 2.1236, grad_norm: 1.3775 2020-10-06 03:17:42,070 - mmaction - INFO - Epoch [129][60/297] lr: 2.000e-01, eta: 20:44:40, time: 1.440, data_time: 0.007, memory: 5820, top1_acc: 0.4717, top5_acc: 0.7299, loss_cls: 2.1732, loss: 2.1732, grad_norm: 1.3989 2020-10-06 03:18:12,865 - mmaction - INFO - Epoch [129][80/297] lr: 2.000e-01, eta: 20:43:52, time: 1.540, data_time: 0.011, memory: 5820, top1_acc: 0.4828, top5_acc: 0.7389, loss_cls: 2.1096, loss: 2.1096, grad_norm: 1.3884 2020-10-06 03:18:44,701 - mmaction - INFO - Epoch [129][100/297] lr: 2.000e-01, eta: 20:43:06, time: 1.590, data_time: 0.006, memory: 5820, top1_acc: 0.4869, top5_acc: 0.7406, loss_cls: 2.1103, loss: 2.1103, grad_norm: 1.3875 2020-10-06 03:19:11,704 - mmaction - INFO - Epoch [129][120/297] lr: 2.000e-01, eta: 20:42:14, time: 1.335, data_time: 0.005, memory: 5820, top1_acc: 0.4771, top5_acc: 0.7402, loss_cls: 2.1363, loss: 2.1363, grad_norm: 1.4218 2020-10-06 03:19:40,862 - mmaction - INFO - Epoch [129][140/297] lr: 2.000e-01, eta: 20:41:25, time: 1.476, data_time: 0.026, memory: 5820, top1_acc: 0.4885, top5_acc: 0.7412, loss_cls: 2.1206, loss: 2.1206, grad_norm: 1.4050 2020-10-06 03:20:13,275 - mmaction - INFO - Epoch [129][160/297] lr: 2.000e-01, eta: 20:40:38, time: 1.619, data_time: 0.005, memory: 5820, top1_acc: 0.4826, top5_acc: 0.7395, loss_cls: 2.1286, loss: 2.1286, grad_norm: 1.3931 2020-10-06 03:20:42,681 - mmaction - INFO - Epoch [129][180/297] lr: 2.000e-01, eta: 20:39:49, time: 1.468, data_time: 0.007, memory: 5820, top1_acc: 0.4889, top5_acc: 0.7379, loss_cls: 2.0894, loss: 2.0894, grad_norm: 1.4112 2020-10-06 03:21:13,405 - mmaction - INFO - Epoch [129][200/297] lr: 2.000e-01, eta: 20:39:01, time: 1.539, data_time: 0.012, memory: 5820, top1_acc: 0.4816, top5_acc: 0.7379, loss_cls: 2.1372, loss: 2.1372, grad_norm: 1.3917 2020-10-06 03:21:42,453 - mmaction - INFO - Epoch [129][220/297] lr: 2.000e-01, eta: 20:38:12, time: 1.450, data_time: 0.008, memory: 5820, top1_acc: 0.4775, top5_acc: 0.7365, loss_cls: 2.1519, loss: 2.1519, grad_norm: 1.4060 2020-10-06 03:22:11,882 - mmaction - INFO - Epoch [129][240/297] lr: 2.000e-01, eta: 20:37:23, time: 1.474, data_time: 0.010, memory: 5820, top1_acc: 0.4734, top5_acc: 0.7357, loss_cls: 2.1567, loss: 2.1567, grad_norm: 1.4069 2020-10-06 03:22:42,064 - mmaction - INFO - Epoch [129][260/297] lr: 2.000e-01, eta: 20:36:35, time: 1.510, data_time: 0.007, memory: 5820, top1_acc: 0.4752, top5_acc: 0.7395, loss_cls: 2.1535, loss: 2.1535, grad_norm: 1.4018 2020-10-06 03:23:10,974 - mmaction - INFO - Epoch [129][280/297] lr: 2.000e-01, eta: 20:35:45, time: 1.444, data_time: 0.006, memory: 5820, top1_acc: 0.4811, top5_acc: 0.7367, loss_cls: 2.1523, loss: 2.1523, grad_norm: 1.3960 2020-10-06 03:26:47,353 - mmaction - INFO - Epoch [130][20/297] lr: 1.975e-01, eta: 20:36:30, time: 9.616, data_time: 5.677, memory: 5820, top1_acc: 0.4875, top5_acc: 0.7473, loss_cls: 2.0908, loss: 2.0908, grad_norm: 1.4110 2020-10-06 03:27:17,357 - mmaction - INFO - Epoch [130][40/297] lr: 1.975e-01, eta: 20:35:41, time: 1.502, data_time: 0.009, memory: 5820, top1_acc: 0.4777, top5_acc: 0.7393, loss_cls: 2.1332, loss: 2.1332, grad_norm: 1.4245 2020-10-06 03:27:46,236 - mmaction - INFO - Epoch [130][60/297] lr: 1.975e-01, eta: 20:34:52, time: 1.440, data_time: 0.007, memory: 5820, top1_acc: 0.4711, top5_acc: 0.7371, loss_cls: 2.1567, loss: 2.1567, grad_norm: 1.4120 2020-10-06 03:28:16,839 - mmaction - INFO - Epoch [130][80/297] lr: 1.975e-01, eta: 20:34:04, time: 1.534, data_time: 0.011, memory: 5820, top1_acc: 0.4896, top5_acc: 0.7467, loss_cls: 2.0675, loss: 2.0675, grad_norm: 1.3917 2020-10-06 03:28:47,215 - mmaction - INFO - Epoch [130][100/297] lr: 1.975e-01, eta: 20:33:16, time: 1.519, data_time: 0.005, memory: 5820, top1_acc: 0.4855, top5_acc: 0.7352, loss_cls: 2.1327, loss: 2.1327, grad_norm: 1.4237 2020-10-06 03:29:15,706 - mmaction - INFO - Epoch [130][120/297] lr: 1.975e-01, eta: 20:32:26, time: 1.422, data_time: 0.007, memory: 5820, top1_acc: 0.4918, top5_acc: 0.7438, loss_cls: 2.0928, loss: 2.0928, grad_norm: 1.3914 2020-10-06 03:29:46,655 - mmaction - INFO - Epoch [130][140/297] lr: 1.975e-01, eta: 20:31:38, time: 1.545, data_time: 0.010, memory: 5820, top1_acc: 0.4918, top5_acc: 0.7406, loss_cls: 2.1161, loss: 2.1161, grad_norm: 1.4150 2020-10-06 03:30:18,526 - mmaction - INFO - Epoch [130][160/297] lr: 1.975e-01, eta: 20:30:52, time: 1.597, data_time: 0.011, memory: 5820, top1_acc: 0.4861, top5_acc: 0.7344, loss_cls: 2.1352, loss: 2.1352, grad_norm: 1.4148 2020-10-06 03:30:46,405 - mmaction - INFO - Epoch [130][180/297] lr: 1.975e-01, eta: 20:30:01, time: 1.393, data_time: 0.004, memory: 5820, top1_acc: 0.4729, top5_acc: 0.7279, loss_cls: 2.1636, loss: 2.1636, grad_norm: 1.4206 2020-10-06 03:31:17,843 - mmaction - INFO - Epoch [130][200/297] lr: 1.975e-01, eta: 20:29:14, time: 1.565, data_time: 0.010, memory: 5820, top1_acc: 0.4740, top5_acc: 0.7363, loss_cls: 2.1388, loss: 2.1388, grad_norm: 1.3942 2020-10-06 03:31:46,348 - mmaction - INFO - Epoch [130][220/297] lr: 1.975e-01, eta: 20:28:24, time: 1.434, data_time: 0.014, memory: 5820, top1_acc: 0.4836, top5_acc: 0.7461, loss_cls: 2.1033, loss: 2.1033, grad_norm: 1.4265 2020-10-06 03:32:15,397 - mmaction - INFO - Epoch [130][240/297] lr: 1.975e-01, eta: 20:27:35, time: 1.453, data_time: 0.007, memory: 5820, top1_acc: 0.4682, top5_acc: 0.7359, loss_cls: 2.1368, loss: 2.1368, grad_norm: 1.4256 2020-10-06 03:32:45,670 - mmaction - INFO - Epoch [130][260/297] lr: 1.975e-01, eta: 20:26:47, time: 1.513, data_time: 0.006, memory: 5820, top1_acc: 0.4703, top5_acc: 0.7359, loss_cls: 2.1615, loss: 2.1615, grad_norm: 1.4102 2020-10-06 03:33:14,327 - mmaction - INFO - Epoch [130][280/297] lr: 1.975e-01, eta: 20:25:57, time: 1.432, data_time: 0.007, memory: 5820, top1_acc: 0.4830, top5_acc: 0.7375, loss_cls: 2.1228, loss: 2.1228, grad_norm: 1.3779 2020-10-06 03:37:06,664 - mmaction - INFO - Epoch [131][20/297] lr: 1.951e-01, eta: 20:26:53, time: 10.258, data_time: 5.276, memory: 5820, top1_acc: 0.4877, top5_acc: 0.7490, loss_cls: 2.0916, loss: 2.0916, grad_norm: 1.4037 2020-10-06 03:37:36,993 - mmaction - INFO - Epoch [131][40/297] lr: 1.951e-01, eta: 20:26:05, time: 1.517, data_time: 0.009, memory: 5820, top1_acc: 0.4803, top5_acc: 0.7383, loss_cls: 2.1303, loss: 2.1303, grad_norm: 1.4356 2020-10-06 03:38:07,715 - mmaction - INFO - Epoch [131][60/297] lr: 1.951e-01, eta: 20:25:17, time: 1.535, data_time: 0.009, memory: 5820, top1_acc: 0.5008, top5_acc: 0.7461, loss_cls: 2.0635, loss: 2.0635, grad_norm: 1.4159 2020-10-06 03:38:39,682 - mmaction - INFO - Epoch [131][80/297] lr: 1.951e-01, eta: 20:24:31, time: 1.598, data_time: 0.007, memory: 5820, top1_acc: 0.4889, top5_acc: 0.7486, loss_cls: 2.0800, loss: 2.0800, grad_norm: 1.4306 2020-10-06 03:39:05,782 - mmaction - INFO - Epoch [131][100/297] lr: 1.951e-01, eta: 20:23:38, time: 1.306, data_time: 0.005, memory: 5820, top1_acc: 0.4736, top5_acc: 0.7316, loss_cls: 2.1613, loss: 2.1613, grad_norm: 1.4315 2020-10-06 03:39:36,975 - mmaction - INFO - Epoch [131][120/297] lr: 1.951e-01, eta: 20:22:51, time: 1.556, data_time: 0.007, memory: 5820, top1_acc: 0.4705, top5_acc: 0.7387, loss_cls: 2.1696, loss: 2.1696, grad_norm: 1.4169 2020-10-06 03:40:08,567 - mmaction - INFO - Epoch [131][140/297] lr: 1.951e-01, eta: 20:22:04, time: 1.579, data_time: 0.010, memory: 5820, top1_acc: 0.4717, top5_acc: 0.7262, loss_cls: 2.1596, loss: 2.1596, grad_norm: 1.4151 2020-10-06 03:40:37,064 - mmaction - INFO - Epoch [131][160/297] lr: 1.951e-01, eta: 20:21:15, time: 1.425, data_time: 0.007, memory: 5820, top1_acc: 0.4832, top5_acc: 0.7355, loss_cls: 2.1146, loss: 2.1146, grad_norm: 1.4281 2020-10-06 03:41:07,378 - mmaction - INFO - Epoch [131][180/297] lr: 1.951e-01, eta: 20:20:27, time: 1.515, data_time: 0.013, memory: 5820, top1_acc: 0.4725, top5_acc: 0.7334, loss_cls: 2.1487, loss: 2.1487, grad_norm: 1.4323 2020-10-06 03:41:37,207 - mmaction - INFO - Epoch [131][200/297] lr: 1.951e-01, eta: 20:19:38, time: 1.496, data_time: 0.012, memory: 5820, top1_acc: 0.4686, top5_acc: 0.7342, loss_cls: 2.1822, loss: 2.1822, grad_norm: 1.4106 2020-10-06 03:42:05,914 - mmaction - INFO - Epoch [131][220/297] lr: 1.951e-01, eta: 20:18:49, time: 1.435, data_time: 0.006, memory: 5820, top1_acc: 0.4971, top5_acc: 0.7439, loss_cls: 2.1169, loss: 2.1169, grad_norm: 1.4059 2020-10-06 03:42:36,201 - mmaction - INFO - Epoch [131][240/297] lr: 1.951e-01, eta: 20:18:01, time: 1.515, data_time: 0.008, memory: 5820, top1_acc: 0.4811, top5_acc: 0.7400, loss_cls: 2.1440, loss: 2.1440, grad_norm: 1.4285 2020-10-06 03:43:06,966 - mmaction - INFO - Epoch [131][260/297] lr: 1.951e-01, eta: 20:17:13, time: 1.538, data_time: 0.003, memory: 5820, top1_acc: 0.4760, top5_acc: 0.7428, loss_cls: 2.1168, loss: 2.1168, grad_norm: 1.4383 2020-10-06 03:43:35,085 - mmaction - INFO - Epoch [131][280/297] lr: 1.951e-01, eta: 20:16:23, time: 1.403, data_time: 0.006, memory: 5820, top1_acc: 0.4781, top5_acc: 0.7365, loss_cls: 2.1610, loss: 2.1610, grad_norm: 1.4545 2020-10-06 03:47:14,770 - mmaction - INFO - Epoch [132][20/297] lr: 1.926e-01, eta: 20:17:02, time: 9.464, data_time: 5.594, memory: 5820, top1_acc: 0.4910, top5_acc: 0.7400, loss_cls: 2.1155, loss: 2.1155, grad_norm: 1.3958 2020-10-06 03:47:46,678 - mmaction - INFO - Epoch [132][40/297] lr: 1.926e-01, eta: 20:16:15, time: 1.596, data_time: 0.009, memory: 5820, top1_acc: 0.4953, top5_acc: 0.7447, loss_cls: 2.0746, loss: 2.0746, grad_norm: 1.4231 2020-10-06 03:48:15,341 - mmaction - INFO - Epoch [132][60/297] lr: 1.926e-01, eta: 20:15:26, time: 1.420, data_time: 0.004, memory: 5820, top1_acc: 0.4867, top5_acc: 0.7398, loss_cls: 2.1225, loss: 2.1225, grad_norm: 1.4312 2020-10-06 03:48:45,640 - mmaction - INFO - Epoch [132][80/297] lr: 1.926e-01, eta: 20:14:38, time: 1.529, data_time: 0.021, memory: 5820, top1_acc: 0.4873, top5_acc: 0.7449, loss_cls: 2.1061, loss: 2.1061, grad_norm: 1.4231 2020-10-06 03:49:15,611 - mmaction - INFO - Epoch [132][100/297] lr: 1.926e-01, eta: 20:13:50, time: 1.496, data_time: 0.006, memory: 5820, top1_acc: 0.4836, top5_acc: 0.7404, loss_cls: 2.1076, loss: 2.1076, grad_norm: 1.4479 2020-10-06 03:49:47,019 - mmaction - INFO - Epoch [132][120/297] lr: 1.926e-01, eta: 20:13:03, time: 1.566, data_time: 0.009, memory: 5820, top1_acc: 0.4723, top5_acc: 0.7357, loss_cls: 2.1475, loss: 2.1475, grad_norm: 1.4515 2020-10-06 03:50:17,965 - mmaction - INFO - Epoch [132][140/297] lr: 1.926e-01, eta: 20:12:15, time: 1.553, data_time: 0.014, memory: 5820, top1_acc: 0.4980, top5_acc: 0.7369, loss_cls: 2.1047, loss: 2.1047, grad_norm: 1.4087 2020-10-06 03:50:46,380 - mmaction - INFO - Epoch [132][160/297] lr: 1.926e-01, eta: 20:11:26, time: 1.419, data_time: 0.006, memory: 5820, top1_acc: 0.4855, top5_acc: 0.7449, loss_cls: 2.1091, loss: 2.1091, grad_norm: 1.4249 2020-10-06 03:51:15,404 - mmaction - INFO - Epoch [132][180/297] lr: 1.926e-01, eta: 20:10:37, time: 1.447, data_time: 0.008, memory: 5820, top1_acc: 0.4852, top5_acc: 0.7453, loss_cls: 2.1186, loss: 2.1186, grad_norm: 1.4474 2020-10-06 03:51:46,486 - mmaction - INFO - Epoch [132][200/297] lr: 1.926e-01, eta: 20:09:49, time: 1.552, data_time: 0.013, memory: 5820, top1_acc: 0.4881, top5_acc: 0.7340, loss_cls: 2.1272, loss: 2.1272, grad_norm: 1.4333 2020-10-06 03:52:15,919 - mmaction - INFO - Epoch [132][220/297] lr: 1.926e-01, eta: 20:09:01, time: 1.480, data_time: 0.012, memory: 5820, top1_acc: 0.4811, top5_acc: 0.7359, loss_cls: 2.1333, loss: 2.1333, grad_norm: 1.4489 2020-10-06 03:52:45,473 - mmaction - INFO - Epoch [132][240/297] lr: 1.926e-01, eta: 20:08:12, time: 1.476, data_time: 0.006, memory: 5820, top1_acc: 0.4703, top5_acc: 0.7445, loss_cls: 2.1574, loss: 2.1574, grad_norm: 1.4476 2020-10-06 03:53:15,369 - mmaction - INFO - Epoch [132][260/297] lr: 1.926e-01, eta: 20:07:24, time: 1.497, data_time: 0.008, memory: 5820, top1_acc: 0.4744, top5_acc: 0.7334, loss_cls: 2.1199, loss: 2.1199, grad_norm: 1.4114 2020-10-06 03:53:45,288 - mmaction - INFO - Epoch [132][280/297] lr: 1.926e-01, eta: 20:06:36, time: 1.496, data_time: 0.005, memory: 5820, top1_acc: 0.4809, top5_acc: 0.7363, loss_cls: 2.1537, loss: 2.1537, grad_norm: 1.4117 2020-10-06 03:57:27,801 - mmaction - INFO - Epoch [133][20/297] lr: 1.902e-01, eta: 20:07:21, time: 9.876, data_time: 5.943, memory: 5820, top1_acc: 0.4934, top5_acc: 0.7498, loss_cls: 2.0723, loss: 2.0723, grad_norm: 1.4185 2020-10-06 03:57:57,909 - mmaction - INFO - Epoch [133][40/297] lr: 1.902e-01, eta: 20:06:33, time: 1.506, data_time: 0.012, memory: 5820, top1_acc: 0.4982, top5_acc: 0.7506, loss_cls: 2.0717, loss: 2.0717, grad_norm: 1.4423 2020-10-06 03:58:27,826 - mmaction - INFO - Epoch [133][60/297] lr: 1.902e-01, eta: 20:05:44, time: 1.499, data_time: 0.010, memory: 5820, top1_acc: 0.4932, top5_acc: 0.7434, loss_cls: 2.0749, loss: 2.0749, grad_norm: 1.4615 2020-10-06 03:58:58,389 - mmaction - INFO - Epoch [133][80/297] lr: 1.902e-01, eta: 20:04:57, time: 1.527, data_time: 0.006, memory: 5820, top1_acc: 0.5031, top5_acc: 0.7518, loss_cls: 2.0381, loss: 2.0381, grad_norm: 1.4138 2020-10-06 03:59:28,509 - mmaction - INFO - Epoch [133][100/297] lr: 1.902e-01, eta: 20:04:09, time: 1.497, data_time: 0.008, memory: 5820, top1_acc: 0.4883, top5_acc: 0.7422, loss_cls: 2.1090, loss: 2.1090, grad_norm: 1.4411 2020-10-06 03:59:58,099 - mmaction - INFO - Epoch [133][120/297] lr: 1.902e-01, eta: 20:03:20, time: 1.489, data_time: 0.016, memory: 5820, top1_acc: 0.4889, top5_acc: 0.7420, loss_cls: 2.1208, loss: 2.1208, grad_norm: 1.4335 2020-10-06 04:00:29,329 - mmaction - INFO - Epoch [133][140/297] lr: 1.902e-01, eta: 20:02:33, time: 1.556, data_time: 0.008, memory: 5820, top1_acc: 0.4936, top5_acc: 0.7537, loss_cls: 2.0450, loss: 2.0450, grad_norm: 1.4464 2020-10-06 04:01:00,278 - mmaction - INFO - Epoch [133][160/297] lr: 1.902e-01, eta: 20:01:46, time: 1.553, data_time: 0.025, memory: 5820, top1_acc: 0.4813, top5_acc: 0.7447, loss_cls: 2.1036, loss: 2.1036, grad_norm: 1.4346 2020-10-06 04:01:29,985 - mmaction - INFO - Epoch [133][180/297] lr: 1.902e-01, eta: 20:00:58, time: 1.486, data_time: 0.009, memory: 5820, top1_acc: 0.4639, top5_acc: 0.7428, loss_cls: 2.1559, loss: 2.1559, grad_norm: 1.4330 2020-10-06 04:02:00,268 - mmaction - INFO - Epoch [133][200/297] lr: 1.902e-01, eta: 20:00:10, time: 1.508, data_time: 0.006, memory: 5820, top1_acc: 0.4922, top5_acc: 0.7473, loss_cls: 2.0644, loss: 2.0644, grad_norm: 1.3957 2020-10-06 04:02:34,828 - mmaction - INFO - Epoch [133][220/297] lr: 1.902e-01, eta: 19:59:27, time: 1.733, data_time: 0.012, memory: 5820, top1_acc: 0.4803, top5_acc: 0.7494, loss_cls: 2.1057, loss: 2.1057, grad_norm: 1.4562 2020-10-06 04:03:05,525 - mmaction - INFO - Epoch [133][240/297] lr: 1.902e-01, eta: 19:58:39, time: 1.535, data_time: 0.008, memory: 5820, top1_acc: 0.4895, top5_acc: 0.7488, loss_cls: 2.0978, loss: 2.0978, grad_norm: 1.4364 2020-10-06 04:03:31,911 - mmaction - INFO - Epoch [133][260/297] lr: 1.902e-01, eta: 19:57:48, time: 1.317, data_time: 0.002, memory: 5820, top1_acc: 0.4762, top5_acc: 0.7346, loss_cls: 2.1403, loss: 2.1403, grad_norm: 1.4645 2020-10-06 04:04:02,378 - mmaction - INFO - Epoch [133][280/297] lr: 1.902e-01, eta: 19:57:01, time: 1.525, data_time: 0.010, memory: 5820, top1_acc: 0.4891, top5_acc: 0.7389, loss_cls: 2.1259, loss: 2.1259, grad_norm: 1.4220 2020-10-06 04:07:51,490 - mmaction - INFO - Epoch [134][20/297] lr: 1.877e-01, eta: 19:57:44, time: 9.916, data_time: 5.936, memory: 5820, top1_acc: 0.5020, top5_acc: 0.7490, loss_cls: 2.0513, loss: 2.0513, grad_norm: 1.4021 2020-10-06 04:08:21,820 - mmaction - INFO - Epoch [134][40/297] lr: 1.877e-01, eta: 19:56:56, time: 1.520, data_time: 0.021, memory: 5820, top1_acc: 0.4941, top5_acc: 0.7518, loss_cls: 2.0631, loss: 2.0631, grad_norm: 1.4443 2020-10-06 04:08:50,457 - mmaction - INFO - Epoch [134][60/297] lr: 1.877e-01, eta: 19:56:07, time: 1.425, data_time: 0.006, memory: 5820, top1_acc: 0.5074, top5_acc: 0.7594, loss_cls: 2.0376, loss: 2.0376, grad_norm: 1.4556 2020-10-06 04:09:20,882 - mmaction - INFO - Epoch [134][80/297] lr: 1.877e-01, eta: 19:55:19, time: 1.529, data_time: 0.015, memory: 5820, top1_acc: 0.4930, top5_acc: 0.7441, loss_cls: 2.1072, loss: 2.1072, grad_norm: 1.4528 2020-10-06 04:09:50,639 - mmaction - INFO - Epoch [134][100/297] lr: 1.877e-01, eta: 19:54:31, time: 1.485, data_time: 0.006, memory: 5820, top1_acc: 0.4838, top5_acc: 0.7518, loss_cls: 2.0829, loss: 2.0829, grad_norm: 1.4425 2020-10-06 04:10:19,595 - mmaction - INFO - Epoch [134][120/297] lr: 1.877e-01, eta: 19:53:42, time: 1.448, data_time: 0.011, memory: 5820, top1_acc: 0.4887, top5_acc: 0.7385, loss_cls: 2.1121, loss: 2.1121, grad_norm: 1.4872 2020-10-06 04:10:50,151 - mmaction - INFO - Epoch [134][140/297] lr: 1.877e-01, eta: 19:52:55, time: 1.530, data_time: 0.010, memory: 5820, top1_acc: 0.4871, top5_acc: 0.7340, loss_cls: 2.1083, loss: 2.1083, grad_norm: 1.4263 2020-10-06 04:11:20,112 - mmaction - INFO - Epoch [134][160/297] lr: 1.877e-01, eta: 19:52:07, time: 1.495, data_time: 0.007, memory: 5820, top1_acc: 0.4900, top5_acc: 0.7451, loss_cls: 2.0983, loss: 2.0983, grad_norm: 1.4428 2020-10-06 04:11:49,610 - mmaction - INFO - Epoch [134][180/297] lr: 1.877e-01, eta: 19:51:19, time: 1.470, data_time: 0.011, memory: 5820, top1_acc: 0.4900, top5_acc: 0.7387, loss_cls: 2.0961, loss: 2.0961, grad_norm: 1.4272 2020-10-06 04:12:20,026 - mmaction - INFO - Epoch [134][200/297] lr: 1.877e-01, eta: 19:50:31, time: 1.525, data_time: 0.015, memory: 5820, top1_acc: 0.4832, top5_acc: 0.7400, loss_cls: 2.1021, loss: 2.1021, grad_norm: 1.4589 2020-10-06 04:12:49,784 - mmaction - INFO - Epoch [134][220/297] lr: 1.877e-01, eta: 19:49:43, time: 1.491, data_time: 0.011, memory: 5820, top1_acc: 0.4854, top5_acc: 0.7355, loss_cls: 2.1375, loss: 2.1375, grad_norm: 1.4169 2020-10-06 04:13:18,791 - mmaction - INFO - Epoch [134][240/297] lr: 1.877e-01, eta: 19:48:54, time: 1.451, data_time: 0.006, memory: 5820, top1_acc: 0.4895, top5_acc: 0.7414, loss_cls: 2.1050, loss: 2.1050, grad_norm: 1.4274 2020-10-06 04:13:48,778 - mmaction - INFO - Epoch [134][260/297] lr: 1.877e-01, eta: 19:48:06, time: 1.490, data_time: 0.006, memory: 5820, top1_acc: 0.4719, top5_acc: 0.7326, loss_cls: 2.1609, loss: 2.1609, grad_norm: 1.4608 2020-10-06 04:14:18,659 - mmaction - INFO - Epoch [134][280/297] lr: 1.877e-01, eta: 19:47:19, time: 1.499, data_time: 0.016, memory: 5820, top1_acc: 0.4834, top5_acc: 0.7375, loss_cls: 2.1275, loss: 2.1275, grad_norm: 1.4247 2020-10-06 04:18:07,291 - mmaction - INFO - Epoch [135][20/297] lr: 1.853e-01, eta: 19:48:05, time: 10.174, data_time: 4.890, memory: 5820, top1_acc: 0.4971, top5_acc: 0.7521, loss_cls: 2.0756, loss: 2.0756, grad_norm: 1.4425 2020-10-06 04:18:38,125 - mmaction - INFO - Epoch [135][40/297] lr: 1.853e-01, eta: 19:47:18, time: 1.542, data_time: 0.008, memory: 5820, top1_acc: 0.4840, top5_acc: 0.7396, loss_cls: 2.1081, loss: 2.1081, grad_norm: 1.4514 2020-10-06 04:19:06,062 - mmaction - INFO - Epoch [135][60/297] lr: 1.853e-01, eta: 19:46:28, time: 1.394, data_time: 0.005, memory: 5820, top1_acc: 0.4967, top5_acc: 0.7453, loss_cls: 2.0773, loss: 2.0773, grad_norm: 1.4397 2020-10-06 04:19:40,348 - mmaction - INFO - Epoch [135][80/297] lr: 1.853e-01, eta: 19:45:44, time: 1.717, data_time: 0.011, memory: 5820, top1_acc: 0.5029, top5_acc: 0.7496, loss_cls: 2.0520, loss: 2.0520, grad_norm: 1.4354 2020-10-06 04:20:10,521 - mmaction - INFO - Epoch [135][100/297] lr: 1.853e-01, eta: 19:44:56, time: 1.510, data_time: 0.010, memory: 5820, top1_acc: 0.4941, top5_acc: 0.7404, loss_cls: 2.0874, loss: 2.0874, grad_norm: 1.4235 2020-10-06 04:20:39,259 - mmaction - INFO - Epoch [135][120/297] lr: 1.853e-01, eta: 19:44:07, time: 1.436, data_time: 0.004, memory: 5820, top1_acc: 0.4867, top5_acc: 0.7484, loss_cls: 2.0935, loss: 2.0935, grad_norm: 1.4568 2020-10-06 04:21:08,575 - mmaction - INFO - Epoch [135][140/297] lr: 1.853e-01, eta: 19:43:19, time: 1.466, data_time: 0.009, memory: 5820, top1_acc: 0.4949, top5_acc: 0.7420, loss_cls: 2.0817, loss: 2.0817, grad_norm: 1.4481 2020-10-06 04:21:39,105 - mmaction - INFO - Epoch [135][160/297] lr: 1.853e-01, eta: 19:42:32, time: 1.527, data_time: 0.006, memory: 5820, top1_acc: 0.4803, top5_acc: 0.7342, loss_cls: 2.1450, loss: 2.1450, grad_norm: 1.4589 2020-10-06 04:22:07,847 - mmaction - INFO - Epoch [135][180/297] lr: 1.853e-01, eta: 19:41:43, time: 1.436, data_time: 0.004, memory: 5820, top1_acc: 0.4971, top5_acc: 0.7475, loss_cls: 2.0912, loss: 2.0912, grad_norm: 1.4702 2020-10-06 04:22:37,982 - mmaction - INFO - Epoch [135][200/297] lr: 1.853e-01, eta: 19:40:55, time: 1.500, data_time: 0.008, memory: 5820, top1_acc: 0.4902, top5_acc: 0.7443, loss_cls: 2.1050, loss: 2.1050, grad_norm: 1.4545 2020-10-06 04:23:07,866 - mmaction - INFO - Epoch [135][220/297] lr: 1.853e-01, eta: 19:40:07, time: 1.501, data_time: 0.013, memory: 5820, top1_acc: 0.4799, top5_acc: 0.7406, loss_cls: 2.1187, loss: 2.1187, grad_norm: 1.4508 2020-10-06 04:23:38,158 - mmaction - INFO - Epoch [135][240/297] lr: 1.853e-01, eta: 19:39:20, time: 1.513, data_time: 0.004, memory: 5820, top1_acc: 0.4814, top5_acc: 0.7275, loss_cls: 2.1716, loss: 2.1716, grad_norm: 1.4384 2020-10-06 04:24:07,335 - mmaction - INFO - Epoch [135][260/297] lr: 1.853e-01, eta: 19:38:31, time: 1.461, data_time: 0.008, memory: 5820, top1_acc: 0.4838, top5_acc: 0.7363, loss_cls: 2.1272, loss: 2.1272, grad_norm: 1.4176 2020-10-06 04:24:37,414 - mmaction - INFO - Epoch [135][280/297] lr: 1.853e-01, eta: 19:37:44, time: 1.504, data_time: 0.007, memory: 5820, top1_acc: 0.4873, top5_acc: 0.7418, loss_cls: 2.0918, loss: 2.0918, grad_norm: 1.4107 2020-10-06 04:28:22,484 - mmaction - INFO - Epoch [136][20/297] lr: 1.828e-01, eta: 19:38:26, time: 10.029, data_time: 5.742, memory: 5820, top1_acc: 0.4945, top5_acc: 0.7477, loss_cls: 2.0778, loss: 2.0778, grad_norm: 1.4491 2020-10-06 04:28:52,390 - mmaction - INFO - Epoch [136][40/297] lr: 1.828e-01, eta: 19:37:38, time: 1.498, data_time: 0.009, memory: 5820, top1_acc: 0.4902, top5_acc: 0.7443, loss_cls: 2.0854, loss: 2.0854, grad_norm: 1.4679 2020-10-06 04:29:20,525 - mmaction - INFO - Epoch [136][60/297] lr: 1.828e-01, eta: 19:36:48, time: 1.403, data_time: 0.008, memory: 5820, top1_acc: 0.4871, top5_acc: 0.7410, loss_cls: 2.1096, loss: 2.1096, grad_norm: 1.4549 2020-10-06 04:29:51,155 - mmaction - INFO - Epoch [136][80/297] lr: 1.828e-01, eta: 19:36:01, time: 1.535, data_time: 0.012, memory: 5820, top1_acc: 0.5021, top5_acc: 0.7578, loss_cls: 2.0312, loss: 2.0312, grad_norm: 1.4313 2020-10-06 04:30:22,338 - mmaction - INFO - Epoch [136][100/297] lr: 1.828e-01, eta: 19:35:15, time: 1.559, data_time: 0.006, memory: 5820, top1_acc: 0.4926, top5_acc: 0.7463, loss_cls: 2.0963, loss: 2.0963, grad_norm: 1.4551 2020-10-06 04:30:50,488 - mmaction - INFO - Epoch [136][120/297] lr: 1.828e-01, eta: 19:34:25, time: 1.407, data_time: 0.005, memory: 5820, top1_acc: 0.4857, top5_acc: 0.7420, loss_cls: 2.0985, loss: 2.0985, grad_norm: 1.4724 2020-10-06 04:31:20,880 - mmaction - INFO - Epoch [136][140/297] lr: 1.828e-01, eta: 19:33:38, time: 1.504, data_time: 0.008, memory: 5820, top1_acc: 0.4869, top5_acc: 0.7381, loss_cls: 2.1157, loss: 2.1157, grad_norm: 1.4425 2020-10-06 04:31:51,558 - mmaction - INFO - Epoch [136][160/297] lr: 1.828e-01, eta: 19:32:51, time: 1.550, data_time: 0.022, memory: 5820, top1_acc: 0.4787, top5_acc: 0.7375, loss_cls: 2.1081, loss: 2.1081, grad_norm: 1.4616 2020-10-06 04:32:19,924 - mmaction - INFO - Epoch [136][180/297] lr: 1.828e-01, eta: 19:32:02, time: 1.419, data_time: 0.004, memory: 5820, top1_acc: 0.4859, top5_acc: 0.7439, loss_cls: 2.1011, loss: 2.1011, grad_norm: 1.4555 2020-10-06 04:32:49,796 - mmaction - INFO - Epoch [136][200/297] lr: 1.828e-01, eta: 19:31:14, time: 1.493, data_time: 0.007, memory: 5820, top1_acc: 0.4957, top5_acc: 0.7455, loss_cls: 2.0901, loss: 2.0901, grad_norm: 1.4187 2020-10-06 04:33:21,580 - mmaction - INFO - Epoch [136][220/297] lr: 1.828e-01, eta: 19:30:28, time: 1.588, data_time: 0.006, memory: 5820, top1_acc: 0.5010, top5_acc: 0.7523, loss_cls: 2.0519, loss: 2.0519, grad_norm: 1.4607 2020-10-06 04:33:49,880 - mmaction - INFO - Epoch [136][240/297] lr: 1.828e-01, eta: 19:29:39, time: 1.415, data_time: 0.006, memory: 5820, top1_acc: 0.4896, top5_acc: 0.7441, loss_cls: 2.0934, loss: 2.0934, grad_norm: 1.4776 2020-10-06 04:34:21,697 - mmaction - INFO - Epoch [136][260/297] lr: 1.828e-01, eta: 19:28:53, time: 1.567, data_time: 0.010, memory: 5820, top1_acc: 0.4850, top5_acc: 0.7406, loss_cls: 2.1172, loss: 2.1172, grad_norm: 1.4623 2020-10-06 04:34:52,180 - mmaction - INFO - Epoch [136][280/297] lr: 1.828e-01, eta: 19:28:06, time: 1.548, data_time: 0.029, memory: 5820, top1_acc: 0.4908, top5_acc: 0.7471, loss_cls: 2.1128, loss: 2.1128, grad_norm: 1.4611 2020-10-06 04:35:16,393 - mmaction - INFO - Saving checkpoint at 136 epochs 2020-10-06 04:38:35,853 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-06 04:38:36,078 - mmaction - INFO - top1_acc 0.5618 top5_acc 0.8169 2020-10-06 04:38:36,078 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-06 04:38:36,129 - mmaction - INFO - mean_acc 0.5618 2020-10-06 04:38:36,130 - mmaction - INFO - Epoch(val) [136][297] top1_acc: 0.5618, top5_acc: 0.8169, mean_class_accuracy: 0.5618 2020-10-06 04:41:56,745 - mmaction - INFO - Epoch [137][20/297] lr: 1.804e-01, eta: 19:28:46, time: 10.028, data_time: 5.225, memory: 5820, top1_acc: 0.5033, top5_acc: 0.7594, loss_cls: 2.0215, loss: 2.0215, grad_norm: 1.4636 2020-10-06 04:42:27,368 - mmaction - INFO - Epoch [137][40/297] lr: 1.804e-01, eta: 19:27:59, time: 1.532, data_time: 0.009, memory: 5820, top1_acc: 0.4934, top5_acc: 0.7504, loss_cls: 2.0706, loss: 2.0706, grad_norm: 1.4554 2020-10-06 04:42:56,504 - mmaction - INFO - Epoch [137][60/297] lr: 1.804e-01, eta: 19:27:10, time: 1.454, data_time: 0.008, memory: 5820, top1_acc: 0.4959, top5_acc: 0.7422, loss_cls: 2.0721, loss: 2.0721, grad_norm: 1.4610 2020-10-06 04:43:27,124 - mmaction - INFO - Epoch [137][80/297] lr: 1.804e-01, eta: 19:26:23, time: 1.535, data_time: 0.011, memory: 5820, top1_acc: 0.4945, top5_acc: 0.7578, loss_cls: 2.0714, loss: 2.0714, grad_norm: 1.5039 2020-10-06 04:43:57,913 - mmaction - INFO - Epoch [137][100/297] lr: 1.804e-01, eta: 19:25:37, time: 1.539, data_time: 0.009, memory: 5820, top1_acc: 0.4906, top5_acc: 0.7492, loss_cls: 2.0800, loss: 2.0800, grad_norm: 1.4608 2020-10-06 04:44:26,539 - mmaction - INFO - Epoch [137][120/297] lr: 1.804e-01, eta: 19:24:48, time: 1.420, data_time: 0.005, memory: 5820, top1_acc: 0.4906, top5_acc: 0.7354, loss_cls: 2.1091, loss: 2.1091, grad_norm: 1.4946 2020-10-06 04:44:57,633 - mmaction - INFO - Epoch [137][140/297] lr: 1.804e-01, eta: 19:24:01, time: 1.565, data_time: 0.018, memory: 5820, top1_acc: 0.4852, top5_acc: 0.7467, loss_cls: 2.0978, loss: 2.0978, grad_norm: 1.4592 2020-10-06 04:45:28,224 - mmaction - INFO - Epoch [137][160/297] lr: 1.804e-01, eta: 19:23:14, time: 1.529, data_time: 0.008, memory: 5820, top1_acc: 0.4928, top5_acc: 0.7359, loss_cls: 2.1167, loss: 2.1167, grad_norm: 1.4713 2020-10-06 04:45:56,429 - mmaction - INFO - Epoch [137][180/297] lr: 1.804e-01, eta: 19:22:25, time: 1.410, data_time: 0.006, memory: 5820, top1_acc: 0.4979, top5_acc: 0.7514, loss_cls: 2.0729, loss: 2.0729, grad_norm: 1.4630 2020-10-06 04:46:26,886 - mmaction - INFO - Epoch [137][200/297] lr: 1.804e-01, eta: 19:21:38, time: 1.524, data_time: 0.008, memory: 5820, top1_acc: 0.4811, top5_acc: 0.7410, loss_cls: 2.1382, loss: 2.1382, grad_norm: 1.4581 2020-10-06 04:46:56,764 - mmaction - INFO - Epoch [137][220/297] lr: 1.804e-01, eta: 19:20:50, time: 1.494, data_time: 0.006, memory: 5820, top1_acc: 0.4930, top5_acc: 0.7508, loss_cls: 2.0872, loss: 2.0872, grad_norm: 1.4734 2020-10-06 04:47:25,835 - mmaction - INFO - Epoch [137][240/297] lr: 1.804e-01, eta: 19:20:02, time: 1.452, data_time: 0.005, memory: 5820, top1_acc: 0.4984, top5_acc: 0.7498, loss_cls: 2.0475, loss: 2.0475, grad_norm: 1.4774 2020-10-06 04:47:56,185 - mmaction - INFO - Epoch [137][260/297] lr: 1.804e-01, eta: 19:19:15, time: 1.518, data_time: 0.008, memory: 5820, top1_acc: 0.4795, top5_acc: 0.7346, loss_cls: 2.1490, loss: 2.1490, grad_norm: 1.5026 2020-10-06 04:48:25,405 - mmaction - INFO - Epoch [137][280/297] lr: 1.804e-01, eta: 19:18:27, time: 1.461, data_time: 0.006, memory: 5820, top1_acc: 0.4770, top5_acc: 0.7314, loss_cls: 2.1335, loss: 2.1335, grad_norm: 1.4915 2020-10-06 04:52:15,504 - mmaction - INFO - Epoch [138][20/297] lr: 1.780e-01, eta: 19:19:10, time: 10.280, data_time: 5.675, memory: 5820, top1_acc: 0.4947, top5_acc: 0.7504, loss_cls: 2.0762, loss: 2.0762, grad_norm: 1.4657 2020-10-06 04:52:45,136 - mmaction - INFO - Epoch [138][40/297] lr: 1.780e-01, eta: 19:18:22, time: 1.479, data_time: 0.007, memory: 5820, top1_acc: 0.5006, top5_acc: 0.7629, loss_cls: 2.0250, loss: 2.0250, grad_norm: 1.4788 2020-10-06 04:53:13,459 - mmaction - INFO - Epoch [138][60/297] lr: 1.780e-01, eta: 19:17:33, time: 1.419, data_time: 0.011, memory: 5820, top1_acc: 0.4896, top5_acc: 0.7514, loss_cls: 2.0547, loss: 2.0547, grad_norm: 1.4589 2020-10-06 04:53:45,253 - mmaction - INFO - Epoch [138][80/297] lr: 1.780e-01, eta: 19:16:47, time: 1.587, data_time: 0.008, memory: 5820, top1_acc: 0.4910, top5_acc: 0.7516, loss_cls: 2.0595, loss: 2.0595, grad_norm: 1.4945 2020-10-06 04:54:14,522 - mmaction - INFO - Epoch [138][100/297] lr: 1.780e-01, eta: 19:15:59, time: 1.463, data_time: 0.009, memory: 5820, top1_acc: 0.4928, top5_acc: 0.7428, loss_cls: 2.0980, loss: 2.0980, grad_norm: 1.4949 2020-10-06 04:54:44,514 - mmaction - INFO - Epoch [138][120/297] lr: 1.780e-01, eta: 19:15:11, time: 1.503, data_time: 0.011, memory: 5820, top1_acc: 0.4961, top5_acc: 0.7439, loss_cls: 2.0661, loss: 2.0661, grad_norm: 1.4618 2020-10-06 04:55:14,962 - mmaction - INFO - Epoch [138][140/297] lr: 1.780e-01, eta: 19:14:24, time: 1.519, data_time: 0.004, memory: 5820, top1_acc: 0.4916, top5_acc: 0.7414, loss_cls: 2.0956, loss: 2.0956, grad_norm: 1.4382 2020-10-06 04:55:44,900 - mmaction - INFO - Epoch [138][160/297] lr: 1.780e-01, eta: 19:13:37, time: 1.498, data_time: 0.010, memory: 5820, top1_acc: 0.4885, top5_acc: 0.7480, loss_cls: 2.0829, loss: 2.0829, grad_norm: 1.4917 2020-10-06 04:56:14,289 - mmaction - INFO - Epoch [138][180/297] lr: 1.780e-01, eta: 19:12:49, time: 1.470, data_time: 0.008, memory: 5820, top1_acc: 0.5021, top5_acc: 0.7537, loss_cls: 2.0626, loss: 2.0626, grad_norm: 1.4592 2020-10-06 04:56:44,968 - mmaction - INFO - Epoch [138][200/297] lr: 1.780e-01, eta: 19:12:02, time: 1.533, data_time: 0.007, memory: 5820, top1_acc: 0.4863, top5_acc: 0.7443, loss_cls: 2.1084, loss: 2.1084, grad_norm: 1.4908 2020-10-06 04:57:14,160 - mmaction - INFO - Epoch [138][220/297] lr: 1.780e-01, eta: 19:11:14, time: 1.462, data_time: 0.011, memory: 5820, top1_acc: 0.4799, top5_acc: 0.7422, loss_cls: 2.1026, loss: 2.1026, grad_norm: 1.4700 2020-10-06 04:57:44,865 - mmaction - INFO - Epoch [138][240/297] lr: 1.780e-01, eta: 19:10:27, time: 1.532, data_time: 0.006, memory: 5820, top1_acc: 0.4805, top5_acc: 0.7359, loss_cls: 2.1290, loss: 2.1290, grad_norm: 1.4506 2020-10-06 04:58:14,164 - mmaction - INFO - Epoch [138][260/297] lr: 1.780e-01, eta: 19:09:39, time: 1.469, data_time: 0.006, memory: 5820, top1_acc: 0.4846, top5_acc: 0.7348, loss_cls: 2.1211, loss: 2.1211, grad_norm: 1.4974 2020-10-06 04:58:42,292 - mmaction - INFO - Epoch [138][280/297] lr: 1.780e-01, eta: 19:08:50, time: 1.406, data_time: 0.006, memory: 5820, top1_acc: 0.4855, top5_acc: 0.7361, loss_cls: 2.1211, loss: 2.1211, grad_norm: 1.4561 2020-10-06 05:01:56,320 - mmaction - INFO - Epoch [139][20/297] lr: 1.755e-01, eta: 19:08:59, time: 8.385, data_time: 6.709, memory: 5820, top1_acc: 0.5129, top5_acc: 0.7650, loss_cls: 1.9839, loss: 1.9839, grad_norm: 1.4793 2020-10-06 05:02:26,212 - mmaction - INFO - Epoch [139][40/297] lr: 1.755e-01, eta: 19:08:11, time: 1.491, data_time: 0.010, memory: 5820, top1_acc: 0.5021, top5_acc: 0.7545, loss_cls: 2.0503, loss: 2.0503, grad_norm: 1.4970 2020-10-06 05:02:55,531 - mmaction - INFO - Epoch [139][60/297] lr: 1.755e-01, eta: 19:07:23, time: 1.469, data_time: 0.009, memory: 5820, top1_acc: 0.5098, top5_acc: 0.7648, loss_cls: 1.9867, loss: 1.9867, grad_norm: 1.4707 2020-10-06 05:03:26,526 - mmaction - INFO - Epoch [139][80/297] lr: 1.755e-01, eta: 19:06:37, time: 1.552, data_time: 0.007, memory: 5820, top1_acc: 0.4900, top5_acc: 0.7559, loss_cls: 2.0692, loss: 2.0692, grad_norm: 1.4801 2020-10-06 05:03:56,655 - mmaction - INFO - Epoch [139][100/297] lr: 1.755e-01, eta: 19:05:50, time: 1.506, data_time: 0.005, memory: 5820, top1_acc: 0.4887, top5_acc: 0.7389, loss_cls: 2.1079, loss: 2.1079, grad_norm: 1.4941 2020-10-06 05:04:28,998 - mmaction - INFO - Epoch [139][120/297] lr: 1.755e-01, eta: 19:05:04, time: 1.609, data_time: 0.008, memory: 5820, top1_acc: 0.5039, top5_acc: 0.7479, loss_cls: 2.0522, loss: 2.0522, grad_norm: 1.4534 2020-10-06 05:04:59,049 - mmaction - INFO - Epoch [139][140/297] lr: 1.755e-01, eta: 19:04:17, time: 1.511, data_time: 0.016, memory: 5820, top1_acc: 0.4813, top5_acc: 0.7389, loss_cls: 2.1257, loss: 2.1257, grad_norm: 1.4951 2020-10-06 05:05:28,064 - mmaction - INFO - Epoch [139][160/297] lr: 1.755e-01, eta: 19:03:29, time: 1.449, data_time: 0.007, memory: 5820, top1_acc: 0.4820, top5_acc: 0.7365, loss_cls: 2.1129, loss: 2.1129, grad_norm: 1.4783 2020-10-06 05:05:58,166 - mmaction - INFO - Epoch [139][180/297] lr: 1.755e-01, eta: 19:02:42, time: 1.505, data_time: 0.008, memory: 5820, top1_acc: 0.4895, top5_acc: 0.7512, loss_cls: 2.0787, loss: 2.0787, grad_norm: 1.4776 2020-10-06 05:06:27,873 - mmaction - INFO - Epoch [139][200/297] lr: 1.755e-01, eta: 19:01:55, time: 1.484, data_time: 0.008, memory: 5820, top1_acc: 0.4906, top5_acc: 0.7373, loss_cls: 2.1578, loss: 2.1578, grad_norm: 1.4844 2020-10-06 05:06:58,553 - mmaction - INFO - Epoch [139][220/297] lr: 1.755e-01, eta: 19:01:08, time: 1.534, data_time: 0.009, memory: 5820, top1_acc: 0.5031, top5_acc: 0.7479, loss_cls: 2.0453, loss: 2.0453, grad_norm: 1.4578 2020-10-06 05:07:27,541 - mmaction - INFO - Epoch [139][240/297] lr: 1.755e-01, eta: 19:00:20, time: 1.450, data_time: 0.008, memory: 5820, top1_acc: 0.4861, top5_acc: 0.7412, loss_cls: 2.1102, loss: 2.1102, grad_norm: 1.5095 2020-10-06 05:07:56,920 - mmaction - INFO - Epoch [139][260/297] lr: 1.755e-01, eta: 18:59:32, time: 1.472, data_time: 0.010, memory: 5820, top1_acc: 0.5039, top5_acc: 0.7639, loss_cls: 2.0355, loss: 2.0355, grad_norm: 1.4829 2020-10-06 05:08:27,334 - mmaction - INFO - Epoch [139][280/297] lr: 1.755e-01, eta: 18:58:45, time: 1.520, data_time: 0.006, memory: 5820, top1_acc: 0.4865, top5_acc: 0.7459, loss_cls: 2.0924, loss: 2.0924, grad_norm: 1.4850 2020-10-06 05:12:05,031 - mmaction - INFO - Epoch [140][20/297] lr: 1.731e-01, eta: 18:59:13, time: 9.623, data_time: 4.856, memory: 5820, top1_acc: 0.5125, top5_acc: 0.7557, loss_cls: 2.0058, loss: 2.0058, grad_norm: 1.4335 2020-10-06 05:12:35,351 - mmaction - INFO - Epoch [140][40/297] lr: 1.731e-01, eta: 18:58:27, time: 1.537, data_time: 0.027, memory: 5820, top1_acc: 0.5070, top5_acc: 0.7549, loss_cls: 2.0302, loss: 2.0302, grad_norm: 1.4791 2020-10-06 05:13:04,004 - mmaction - INFO - Epoch [140][60/297] lr: 1.731e-01, eta: 18:57:38, time: 1.432, data_time: 0.007, memory: 5820, top1_acc: 0.5129, top5_acc: 0.7557, loss_cls: 2.0158, loss: 2.0158, grad_norm: 1.4685 2020-10-06 05:13:33,626 - mmaction - INFO - Epoch [140][80/297] lr: 1.731e-01, eta: 18:56:51, time: 1.468, data_time: 0.008, memory: 5820, top1_acc: 0.5105, top5_acc: 0.7568, loss_cls: 2.0096, loss: 2.0096, grad_norm: 1.4991 2020-10-06 05:14:02,664 - mmaction - INFO - Epoch [140][100/297] lr: 1.731e-01, eta: 18:56:03, time: 1.463, data_time: 0.021, memory: 5820, top1_acc: 0.4992, top5_acc: 0.7469, loss_cls: 2.0549, loss: 2.0549, grad_norm: 1.4929 2020-10-06 05:14:33,672 - mmaction - INFO - Epoch [140][120/297] lr: 1.731e-01, eta: 18:55:17, time: 1.551, data_time: 0.011, memory: 5820, top1_acc: 0.4977, top5_acc: 0.7477, loss_cls: 2.0883, loss: 2.0883, grad_norm: 1.4836 2020-10-06 05:15:03,966 - mmaction - INFO - Epoch [140][140/297] lr: 1.731e-01, eta: 18:54:30, time: 1.517, data_time: 0.008, memory: 5820, top1_acc: 0.4924, top5_acc: 0.7508, loss_cls: 2.0909, loss: 2.0909, grad_norm: 1.4805 2020-10-06 05:15:33,085 - mmaction - INFO - Epoch [140][160/297] lr: 1.731e-01, eta: 18:53:42, time: 1.454, data_time: 0.007, memory: 5820, top1_acc: 0.4939, top5_acc: 0.7482, loss_cls: 2.0785, loss: 2.0785, grad_norm: 1.4880 2020-10-06 05:16:03,413 - mmaction - INFO - Epoch [140][180/297] lr: 1.731e-01, eta: 18:52:55, time: 1.517, data_time: 0.009, memory: 5820, top1_acc: 0.5047, top5_acc: 0.7529, loss_cls: 2.0424, loss: 2.0424, grad_norm: 1.4734 2020-10-06 05:16:33,149 - mmaction - INFO - Epoch [140][200/297] lr: 1.731e-01, eta: 18:52:08, time: 1.486, data_time: 0.007, memory: 5820, top1_acc: 0.5004, top5_acc: 0.7566, loss_cls: 2.0351, loss: 2.0351, grad_norm: 1.4953 2020-10-06 05:17:03,125 - mmaction - INFO - Epoch [140][220/297] lr: 1.731e-01, eta: 18:51:21, time: 1.500, data_time: 0.009, memory: 5820, top1_acc: 0.5012, top5_acc: 0.7453, loss_cls: 2.0336, loss: 2.0336, grad_norm: 1.4555 2020-10-06 05:17:32,514 - mmaction - INFO - Epoch [140][240/297] lr: 1.731e-01, eta: 18:50:33, time: 1.466, data_time: 0.009, memory: 5820, top1_acc: 0.4900, top5_acc: 0.7496, loss_cls: 2.0716, loss: 2.0716, grad_norm: 1.4965 2020-10-06 05:18:02,480 - mmaction - INFO - Epoch [140][260/297] lr: 1.731e-01, eta: 18:49:46, time: 1.500, data_time: 0.011, memory: 5820, top1_acc: 0.4963, top5_acc: 0.7510, loss_cls: 2.0722, loss: 2.0722, grad_norm: 1.4724 2020-10-06 05:18:30,465 - mmaction - INFO - Epoch [140][280/297] lr: 1.731e-01, eta: 18:48:57, time: 1.386, data_time: 0.005, memory: 5820, top1_acc: 0.4914, top5_acc: 0.7459, loss_cls: 2.0974, loss: 2.0974, grad_norm: 1.4990 2020-10-06 05:22:27,826 - mmaction - INFO - Epoch [141][20/297] lr: 1.707e-01, eta: 18:49:36, time: 10.352, data_time: 5.558, memory: 5820, top1_acc: 0.5090, top5_acc: 0.7674, loss_cls: 1.9801, loss: 1.9801, grad_norm: 1.4610 2020-10-06 05:22:58,178 - mmaction - INFO - Epoch [141][40/297] lr: 1.707e-01, eta: 18:48:49, time: 1.518, data_time: 0.010, memory: 5820, top1_acc: 0.4998, top5_acc: 0.7570, loss_cls: 2.0178, loss: 2.0178, grad_norm: 1.4982 2020-10-06 05:23:27,010 - mmaction - INFO - Epoch [141][60/297] lr: 1.707e-01, eta: 18:48:01, time: 1.441, data_time: 0.008, memory: 5820, top1_acc: 0.5029, top5_acc: 0.7602, loss_cls: 2.0091, loss: 2.0091, grad_norm: 1.5139 2020-10-06 05:23:57,847 - mmaction - INFO - Epoch [141][80/297] lr: 1.707e-01, eta: 18:47:14, time: 1.535, data_time: 0.009, memory: 5820, top1_acc: 0.4869, top5_acc: 0.7418, loss_cls: 2.0973, loss: 2.0973, grad_norm: 1.4983 2020-10-06 05:24:27,939 - mmaction - INFO - Epoch [141][100/297] lr: 1.707e-01, eta: 18:46:27, time: 1.512, data_time: 0.011, memory: 5820, top1_acc: 0.4916, top5_acc: 0.7480, loss_cls: 2.0643, loss: 2.0643, grad_norm: 1.4962 2020-10-06 05:24:58,302 - mmaction - INFO - Epoch [141][120/297] lr: 1.707e-01, eta: 18:45:40, time: 1.517, data_time: 0.005, memory: 5820, top1_acc: 0.4824, top5_acc: 0.7340, loss_cls: 2.1141, loss: 2.1141, grad_norm: 1.4812 2020-10-06 05:25:26,935 - mmaction - INFO - Epoch [141][140/297] lr: 1.707e-01, eta: 18:44:52, time: 1.431, data_time: 0.005, memory: 5820, top1_acc: 0.4879, top5_acc: 0.7420, loss_cls: 2.0788, loss: 2.0788, grad_norm: 1.5015 2020-10-06 05:25:56,917 - mmaction - INFO - Epoch [141][160/297] lr: 1.707e-01, eta: 18:44:05, time: 1.499, data_time: 0.008, memory: 5820, top1_acc: 0.4965, top5_acc: 0.7631, loss_cls: 2.0491, loss: 2.0491, grad_norm: 1.5317 2020-10-06 05:26:26,122 - mmaction - INFO - Epoch [141][180/297] lr: 1.707e-01, eta: 18:43:18, time: 1.460, data_time: 0.008, memory: 5820, top1_acc: 0.4943, top5_acc: 0.7420, loss_cls: 2.0999, loss: 2.0999, grad_norm: 1.4993 2020-10-06 05:26:56,395 - mmaction - INFO - Epoch [141][200/297] lr: 1.707e-01, eta: 18:42:31, time: 1.515, data_time: 0.009, memory: 5820, top1_acc: 0.4939, top5_acc: 0.7480, loss_cls: 2.0841, loss: 2.0841, grad_norm: 1.4855 2020-10-06 05:27:25,265 - mmaction - INFO - Epoch [141][220/297] lr: 1.707e-01, eta: 18:41:43, time: 1.441, data_time: 0.007, memory: 5820, top1_acc: 0.5047, top5_acc: 0.7564, loss_cls: 2.0436, loss: 2.0436, grad_norm: 1.4655 2020-10-06 05:27:55,306 - mmaction - INFO - Epoch [141][240/297] lr: 1.707e-01, eta: 18:40:56, time: 1.506, data_time: 0.010, memory: 5820, top1_acc: 0.5018, top5_acc: 0.7449, loss_cls: 2.0621, loss: 2.0621, grad_norm: 1.4930 2020-10-06 05:28:25,085 - mmaction - INFO - Epoch [141][260/297] lr: 1.707e-01, eta: 18:40:09, time: 1.488, data_time: 0.006, memory: 5820, top1_acc: 0.4879, top5_acc: 0.7537, loss_cls: 2.0703, loss: 2.0703, grad_norm: 1.5624 2020-10-06 05:28:54,241 - mmaction - INFO - Epoch [141][280/297] lr: 1.707e-01, eta: 18:39:21, time: 1.454, data_time: 0.008, memory: 5820, top1_acc: 0.5031, top5_acc: 0.7490, loss_cls: 2.0539, loss: 2.0539, grad_norm: 1.4665 2020-10-06 05:32:32,015 - mmaction - INFO - Epoch [142][20/297] lr: 1.682e-01, eta: 18:39:45, time: 9.557, data_time: 5.655, memory: 5820, top1_acc: 0.5041, top5_acc: 0.7588, loss_cls: 2.0017, loss: 2.0017, grad_norm: 1.4654 2020-10-06 05:33:03,153 - mmaction - INFO - Epoch [142][40/297] lr: 1.682e-01, eta: 18:38:59, time: 1.556, data_time: 0.007, memory: 5820, top1_acc: 0.5100, top5_acc: 0.7602, loss_cls: 2.0248, loss: 2.0248, grad_norm: 1.5319 2020-10-06 05:33:30,306 - mmaction - INFO - Epoch [142][60/297] lr: 1.682e-01, eta: 18:38:10, time: 1.358, data_time: 0.005, memory: 5820, top1_acc: 0.4957, top5_acc: 0.7480, loss_cls: 2.0589, loss: 2.0589, grad_norm: 1.5176 2020-10-06 05:34:03,033 - mmaction - INFO - Epoch [142][80/297] lr: 1.682e-01, eta: 18:37:25, time: 1.636, data_time: 0.007, memory: 5820, top1_acc: 0.4959, top5_acc: 0.7500, loss_cls: 2.0610, loss: 2.0610, grad_norm: 1.4999 2020-10-06 05:34:33,821 - mmaction - INFO - Epoch [142][100/297] lr: 1.682e-01, eta: 18:36:39, time: 1.540, data_time: 0.006, memory: 5820, top1_acc: 0.5055, top5_acc: 0.7533, loss_cls: 2.0496, loss: 2.0496, grad_norm: 1.4620 2020-10-06 05:35:01,650 - mmaction - INFO - Epoch [142][120/297] lr: 1.682e-01, eta: 18:35:50, time: 1.391, data_time: 0.004, memory: 5820, top1_acc: 0.5080, top5_acc: 0.7627, loss_cls: 2.0419, loss: 2.0419, grad_norm: 1.5154 2020-10-06 05:35:32,039 - mmaction - INFO - Epoch [142][140/297] lr: 1.682e-01, eta: 18:35:03, time: 1.520, data_time: 0.007, memory: 5820, top1_acc: 0.4998, top5_acc: 0.7514, loss_cls: 2.0401, loss: 2.0401, grad_norm: 1.5261 2020-10-06 05:36:03,005 - mmaction - INFO - Epoch [142][160/297] lr: 1.682e-01, eta: 18:34:17, time: 1.547, data_time: 0.007, memory: 5820, top1_acc: 0.5070, top5_acc: 0.7527, loss_cls: 2.0466, loss: 2.0466, grad_norm: 1.4730 2020-10-06 05:36:31,841 - mmaction - INFO - Epoch [142][180/297] lr: 1.682e-01, eta: 18:33:29, time: 1.442, data_time: 0.007, memory: 5820, top1_acc: 0.4945, top5_acc: 0.7494, loss_cls: 2.0652, loss: 2.0652, grad_norm: 1.5239 2020-10-06 05:37:01,865 - mmaction - INFO - Epoch [142][200/297] lr: 1.682e-01, eta: 18:32:43, time: 1.499, data_time: 0.008, memory: 5820, top1_acc: 0.4932, top5_acc: 0.7537, loss_cls: 2.0605, loss: 2.0605, grad_norm: 1.5265 2020-10-06 05:37:32,837 - mmaction - INFO - Epoch [142][220/297] lr: 1.682e-01, eta: 18:31:57, time: 1.551, data_time: 0.010, memory: 5820, top1_acc: 0.5045, top5_acc: 0.7521, loss_cls: 2.0431, loss: 2.0431, grad_norm: 1.5067 2020-10-06 05:38:02,038 - mmaction - INFO - Epoch [142][240/297] lr: 1.682e-01, eta: 18:31:09, time: 1.458, data_time: 0.003, memory: 5820, top1_acc: 0.4979, top5_acc: 0.7492, loss_cls: 2.0747, loss: 2.0747, grad_norm: 1.5143 2020-10-06 05:38:32,107 - mmaction - INFO - Epoch [142][260/297] lr: 1.682e-01, eta: 18:30:22, time: 1.500, data_time: 0.007, memory: 5820, top1_acc: 0.4939, top5_acc: 0.7471, loss_cls: 2.0683, loss: 2.0683, grad_norm: 1.5210 2020-10-06 05:39:01,490 - mmaction - INFO - Epoch [142][280/297] lr: 1.682e-01, eta: 18:29:35, time: 1.473, data_time: 0.011, memory: 5820, top1_acc: 0.4887, top5_acc: 0.7475, loss_cls: 2.0797, loss: 2.0797, grad_norm: 1.4698 2020-10-06 05:42:35,985 - mmaction - INFO - Epoch [143][20/297] lr: 1.658e-01, eta: 18:29:54, time: 9.380, data_time: 5.717, memory: 5820, top1_acc: 0.5234, top5_acc: 0.7561, loss_cls: 1.9794, loss: 1.9794, grad_norm: 1.4665 2020-10-06 05:43:06,011 - mmaction - INFO - Epoch [143][40/297] lr: 1.658e-01, eta: 18:29:08, time: 1.504, data_time: 0.011, memory: 5820, top1_acc: 0.5145, top5_acc: 0.7691, loss_cls: 1.9829, loss: 1.9829, grad_norm: 1.5060 2020-10-06 05:43:35,192 - mmaction - INFO - Epoch [143][60/297] lr: 1.658e-01, eta: 18:28:20, time: 1.459, data_time: 0.006, memory: 5820, top1_acc: 0.5057, top5_acc: 0.7555, loss_cls: 2.0276, loss: 2.0276, grad_norm: 1.5278 2020-10-06 05:44:06,492 - mmaction - INFO - Epoch [143][80/297] lr: 1.658e-01, eta: 18:27:34, time: 1.565, data_time: 0.008, memory: 5820, top1_acc: 0.5055, top5_acc: 0.7564, loss_cls: 2.0143, loss: 2.0143, grad_norm: 1.4872 2020-10-06 05:44:34,857 - mmaction - INFO - Epoch [143][100/297] lr: 1.658e-01, eta: 18:26:46, time: 1.418, data_time: 0.004, memory: 5820, top1_acc: 0.4982, top5_acc: 0.7535, loss_cls: 2.0330, loss: 2.0330, grad_norm: 1.4961 2020-10-06 05:45:04,541 - mmaction - INFO - Epoch [143][120/297] lr: 1.658e-01, eta: 18:25:59, time: 1.481, data_time: 0.009, memory: 5820, top1_acc: 0.5029, top5_acc: 0.7537, loss_cls: 2.0323, loss: 2.0323, grad_norm: 1.5234 2020-10-06 05:45:35,043 - mmaction - INFO - Epoch [143][140/297] lr: 1.658e-01, eta: 18:25:13, time: 1.527, data_time: 0.010, memory: 5820, top1_acc: 0.4945, top5_acc: 0.7541, loss_cls: 2.0675, loss: 2.0675, grad_norm: 1.5216 2020-10-06 05:46:04,912 - mmaction - INFO - Epoch [143][160/297] lr: 1.658e-01, eta: 18:24:26, time: 1.494, data_time: 0.008, memory: 5820, top1_acc: 0.4996, top5_acc: 0.7518, loss_cls: 2.0502, loss: 2.0502, grad_norm: 1.5090 2020-10-06 05:46:34,551 - mmaction - INFO - Epoch [143][180/297] lr: 1.658e-01, eta: 18:23:39, time: 1.469, data_time: 0.008, memory: 5820, top1_acc: 0.5043, top5_acc: 0.7504, loss_cls: 2.0392, loss: 2.0392, grad_norm: 1.5197 2020-10-06 05:47:05,399 - mmaction - INFO - Epoch [143][200/297] lr: 1.658e-01, eta: 18:22:53, time: 1.545, data_time: 0.020, memory: 5820, top1_acc: 0.5041, top5_acc: 0.7498, loss_cls: 2.0389, loss: 2.0389, grad_norm: 1.5375 2020-10-06 05:47:33,726 - mmaction - INFO - Epoch [143][220/297] lr: 1.658e-01, eta: 18:22:05, time: 1.415, data_time: 0.013, memory: 5820, top1_acc: 0.4984, top5_acc: 0.7600, loss_cls: 2.0512, loss: 2.0512, grad_norm: 1.4793 2020-10-06 05:48:04,028 - mmaction - INFO - Epoch [143][240/297] lr: 1.658e-01, eta: 18:21:18, time: 1.511, data_time: 0.019, memory: 5820, top1_acc: 0.4943, top5_acc: 0.7463, loss_cls: 2.0528, loss: 2.0528, grad_norm: 1.5313 2020-10-06 05:48:33,418 - mmaction - INFO - Epoch [143][260/297] lr: 1.658e-01, eta: 18:20:31, time: 1.485, data_time: 0.023, memory: 5820, top1_acc: 0.4816, top5_acc: 0.7535, loss_cls: 2.0769, loss: 2.0769, grad_norm: 1.5203 2020-10-06 05:49:06,405 - mmaction - INFO - Epoch [143][280/297] lr: 1.658e-01, eta: 18:19:47, time: 1.649, data_time: 0.003, memory: 5820, top1_acc: 0.4877, top5_acc: 0.7322, loss_cls: 2.1178, loss: 2.1178, grad_norm: 1.5207 2020-10-06 05:53:05,907 - mmaction - INFO - Epoch [144][20/297] lr: 1.634e-01, eta: 18:20:25, time: 10.656, data_time: 5.098, memory: 5820, top1_acc: 0.5066, top5_acc: 0.7621, loss_cls: 2.0112, loss: 2.0112, grad_norm: 1.4974 2020-10-06 05:53:37,144 - mmaction - INFO - Epoch [144][40/297] lr: 1.634e-01, eta: 18:19:39, time: 1.562, data_time: 0.009, memory: 5820, top1_acc: 0.5043, top5_acc: 0.7650, loss_cls: 1.9900, loss: 1.9900, grad_norm: 1.5163 2020-10-06 05:54:05,292 - mmaction - INFO - Epoch [144][60/297] lr: 1.634e-01, eta: 18:18:51, time: 1.407, data_time: 0.003, memory: 5820, top1_acc: 0.5094, top5_acc: 0.7635, loss_cls: 2.0181, loss: 2.0181, grad_norm: 1.4983 2020-10-06 05:54:35,627 - mmaction - INFO - Epoch [144][80/297] lr: 1.634e-01, eta: 18:18:05, time: 1.517, data_time: 0.009, memory: 5820, top1_acc: 0.5002, top5_acc: 0.7566, loss_cls: 2.0536, loss: 2.0536, grad_norm: 1.5298 2020-10-06 05:55:05,027 - mmaction - INFO - Epoch [144][100/297] lr: 1.634e-01, eta: 18:17:17, time: 1.471, data_time: 0.008, memory: 5820, top1_acc: 0.5172, top5_acc: 0.7611, loss_cls: 1.9750, loss: 1.9750, grad_norm: 1.4936 2020-10-06 05:55:33,993 - mmaction - INFO - Epoch [144][120/297] lr: 1.634e-01, eta: 18:16:30, time: 1.446, data_time: 0.008, memory: 5820, top1_acc: 0.5084, top5_acc: 0.7633, loss_cls: 1.9908, loss: 1.9908, grad_norm: 1.5004 2020-10-06 05:56:05,492 - mmaction - INFO - Epoch [144][140/297] lr: 1.634e-01, eta: 18:15:44, time: 1.577, data_time: 0.010, memory: 5820, top1_acc: 0.5031, top5_acc: 0.7561, loss_cls: 2.0183, loss: 2.0183, grad_norm: 1.5330 2020-10-06 05:56:33,859 - mmaction - INFO - Epoch [144][160/297] lr: 1.634e-01, eta: 18:14:56, time: 1.418, data_time: 0.003, memory: 5820, top1_acc: 0.5029, top5_acc: 0.7555, loss_cls: 2.0446, loss: 2.0446, grad_norm: 1.5493 2020-10-06 05:57:04,093 - mmaction - INFO - Epoch [144][180/297] lr: 1.634e-01, eta: 18:14:10, time: 1.511, data_time: 0.008, memory: 5820, top1_acc: 0.4885, top5_acc: 0.7475, loss_cls: 2.0815, loss: 2.0815, grad_norm: 1.5469 2020-10-06 05:57:34,913 - mmaction - INFO - Epoch [144][200/297] lr: 1.634e-01, eta: 18:13:24, time: 1.539, data_time: 0.007, memory: 5820, top1_acc: 0.5119, top5_acc: 0.7686, loss_cls: 1.9787, loss: 1.9787, grad_norm: 1.5129 2020-10-06 05:58:01,747 - mmaction - INFO - Epoch [144][220/297] lr: 1.634e-01, eta: 18:12:35, time: 1.344, data_time: 0.006, memory: 5820, top1_acc: 0.5006, top5_acc: 0.7539, loss_cls: 2.0343, loss: 2.0343, grad_norm: 1.5343 2020-10-06 05:58:32,720 - mmaction - INFO - Epoch [144][240/297] lr: 1.634e-01, eta: 18:11:49, time: 1.536, data_time: 0.006, memory: 5820, top1_acc: 0.4896, top5_acc: 0.7480, loss_cls: 2.0884, loss: 2.0884, grad_norm: 1.5538 2020-10-06 05:59:03,807 - mmaction - INFO - Epoch [144][260/297] lr: 1.634e-01, eta: 18:11:03, time: 1.566, data_time: 0.019, memory: 5820, top1_acc: 0.5064, top5_acc: 0.7518, loss_cls: 2.0417, loss: 2.0417, grad_norm: 1.5009 2020-10-06 05:59:30,918 - mmaction - INFO - Epoch [144][280/297] lr: 1.634e-01, eta: 18:10:14, time: 1.353, data_time: 0.005, memory: 5820, top1_acc: 0.4986, top5_acc: 0.7562, loss_cls: 2.0575, loss: 2.0575, grad_norm: 1.5254 2020-10-06 05:59:56,603 - mmaction - INFO - Saving checkpoint at 144 epochs 2020-10-06 06:02:30,710 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-06 06:02:30,927 - mmaction - INFO - top1_acc 0.5928 top5_acc 0.8348 2020-10-06 06:02:30,927 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-06 06:02:30,949 - mmaction - INFO - mean_acc 0.5932 2020-10-06 06:02:30,949 - mmaction - INFO - Now best checkpoint is epoch_144.pth 2020-10-06 06:02:30,956 - mmaction - INFO - Epoch(val) [144][297] top1_acc: 0.5928, top5_acc: 0.8348, mean_class_accuracy: 0.5932 2020-10-06 06:04:44,918 - mmaction - INFO - Epoch [145][20/297] lr: 1.610e-01, eta: 18:09:49, time: 6.694, data_time: 5.229, memory: 5820, top1_acc: 0.5154, top5_acc: 0.7578, loss_cls: 1.9983, loss: 1.9983, grad_norm: 1.5136 2020-10-06 06:05:15,559 - mmaction - INFO - Epoch [145][40/297] lr: 1.610e-01, eta: 18:09:03, time: 1.534, data_time: 0.011, memory: 5820, top1_acc: 0.5189, top5_acc: 0.7736, loss_cls: 1.9447, loss: 1.9447, grad_norm: 1.4898 2020-10-06 06:05:44,304 - mmaction - INFO - Epoch [145][60/297] lr: 1.610e-01, eta: 18:08:16, time: 1.438, data_time: 0.008, memory: 5820, top1_acc: 0.5193, top5_acc: 0.7658, loss_cls: 1.9679, loss: 1.9679, grad_norm: 1.5045 2020-10-06 06:06:14,323 - mmaction - INFO - Epoch [145][80/297] lr: 1.610e-01, eta: 18:07:29, time: 1.500, data_time: 0.007, memory: 5820, top1_acc: 0.5172, top5_acc: 0.7650, loss_cls: 1.9872, loss: 1.9872, grad_norm: 1.5640 2020-10-06 06:06:43,807 - mmaction - INFO - Epoch [145][100/297] lr: 1.610e-01, eta: 18:06:42, time: 1.474, data_time: 0.007, memory: 5820, top1_acc: 0.5062, top5_acc: 0.7547, loss_cls: 2.0309, loss: 2.0309, grad_norm: 1.5425 2020-10-06 06:07:13,660 - mmaction - INFO - Epoch [145][120/297] lr: 1.610e-01, eta: 18:05:55, time: 1.480, data_time: 0.008, memory: 5820, top1_acc: 0.5145, top5_acc: 0.7592, loss_cls: 2.0058, loss: 2.0058, grad_norm: 1.5301 2020-10-06 06:07:43,450 - mmaction - INFO - Epoch [145][140/297] lr: 1.610e-01, eta: 18:05:09, time: 1.502, data_time: 0.019, memory: 5820, top1_acc: 0.4912, top5_acc: 0.7518, loss_cls: 2.0642, loss: 2.0642, grad_norm: 1.5679 2020-10-06 06:08:14,231 - mmaction - INFO - Epoch [145][160/297] lr: 1.610e-01, eta: 18:04:23, time: 1.540, data_time: 0.005, memory: 5820, top1_acc: 0.4965, top5_acc: 0.7520, loss_cls: 2.0599, loss: 2.0599, grad_norm: 1.5677 2020-10-06 06:08:42,987 - mmaction - INFO - Epoch [145][180/297] lr: 1.610e-01, eta: 18:03:35, time: 1.434, data_time: 0.008, memory: 5820, top1_acc: 0.5064, top5_acc: 0.7564, loss_cls: 2.0454, loss: 2.0454, grad_norm: 1.5052 2020-10-06 06:09:12,778 - mmaction - INFO - Epoch [145][200/297] lr: 1.610e-01, eta: 18:02:49, time: 1.490, data_time: 0.013, memory: 5820, top1_acc: 0.5025, top5_acc: 0.7545, loss_cls: 2.0314, loss: 2.0314, grad_norm: 1.4970 2020-10-06 06:09:42,551 - mmaction - INFO - Epoch [145][220/297] lr: 1.610e-01, eta: 18:02:02, time: 1.493, data_time: 0.011, memory: 5820, top1_acc: 0.4957, top5_acc: 0.7498, loss_cls: 2.0471, loss: 2.0471, grad_norm: 1.5583 2020-10-06 06:10:13,080 - mmaction - INFO - Epoch [145][240/297] lr: 1.610e-01, eta: 18:01:16, time: 1.523, data_time: 0.006, memory: 5820, top1_acc: 0.5078, top5_acc: 0.7512, loss_cls: 2.0396, loss: 2.0396, grad_norm: 1.5195 2020-10-06 06:10:42,160 - mmaction - INFO - Epoch [145][260/297] lr: 1.610e-01, eta: 18:00:29, time: 1.457, data_time: 0.008, memory: 5820, top1_acc: 0.4973, top5_acc: 0.7490, loss_cls: 2.0463, loss: 2.0463, grad_norm: 1.5010 2020-10-06 06:11:11,530 - mmaction - INFO - Epoch [145][280/297] lr: 1.610e-01, eta: 17:59:42, time: 1.470, data_time: 0.008, memory: 5820, top1_acc: 0.5004, top5_acc: 0.7607, loss_cls: 2.0316, loss: 2.0316, grad_norm: 1.5356 2020-10-06 06:14:43,624 - mmaction - INFO - Epoch [146][20/297] lr: 1.586e-01, eta: 17:59:58, time: 9.389, data_time: 5.096, memory: 5820, top1_acc: 0.5197, top5_acc: 0.7613, loss_cls: 1.9646, loss: 1.9646, grad_norm: 1.5236 2020-10-06 06:15:13,542 - mmaction - INFO - Epoch [146][40/297] lr: 1.586e-01, eta: 17:59:11, time: 1.497, data_time: 0.008, memory: 5820, top1_acc: 0.5244, top5_acc: 0.7689, loss_cls: 1.9729, loss: 1.9729, grad_norm: 1.5516 2020-10-06 06:15:42,842 - mmaction - INFO - Epoch [146][60/297] lr: 1.586e-01, eta: 17:58:24, time: 1.465, data_time: 0.008, memory: 5820, top1_acc: 0.5004, top5_acc: 0.7615, loss_cls: 1.9984, loss: 1.9984, grad_norm: 1.5706 2020-10-06 06:16:12,892 - mmaction - INFO - Epoch [146][80/297] lr: 1.586e-01, eta: 17:57:38, time: 1.502, data_time: 0.010, memory: 5820, top1_acc: 0.5127, top5_acc: 0.7611, loss_cls: 1.9976, loss: 1.9976, grad_norm: 1.5010 2020-10-06 06:16:43,213 - mmaction - INFO - Epoch [146][100/297] lr: 1.586e-01, eta: 17:56:51, time: 1.509, data_time: 0.007, memory: 5820, top1_acc: 0.5145, top5_acc: 0.7680, loss_cls: 1.9736, loss: 1.9736, grad_norm: 1.5152 2020-10-06 06:17:12,093 - mmaction - INFO - Epoch [146][120/297] lr: 1.586e-01, eta: 17:56:04, time: 1.449, data_time: 0.012, memory: 5820, top1_acc: 0.4969, top5_acc: 0.7537, loss_cls: 2.0303, loss: 2.0303, grad_norm: 1.5467 2020-10-06 06:17:42,059 - mmaction - INFO - Epoch [146][140/297] lr: 1.586e-01, eta: 17:55:18, time: 1.485, data_time: 0.010, memory: 5820, top1_acc: 0.5088, top5_acc: 0.7516, loss_cls: 2.0079, loss: 2.0079, grad_norm: 1.5457 2020-10-06 06:18:11,315 - mmaction - INFO - Epoch [146][160/297] lr: 1.586e-01, eta: 17:54:31, time: 1.479, data_time: 0.024, memory: 5820, top1_acc: 0.5057, top5_acc: 0.7689, loss_cls: 1.9758, loss: 1.9758, grad_norm: 1.5524 2020-10-06 06:18:41,073 - mmaction - INFO - Epoch [146][180/297] lr: 1.586e-01, eta: 17:53:44, time: 1.487, data_time: 0.007, memory: 5820, top1_acc: 0.5102, top5_acc: 0.7746, loss_cls: 1.9502, loss: 1.9502, grad_norm: 1.5531 2020-10-06 06:19:12,918 - mmaction - INFO - Epoch [146][200/297] lr: 1.586e-01, eta: 17:52:59, time: 1.591, data_time: 0.006, memory: 5820, top1_acc: 0.5137, top5_acc: 0.7594, loss_cls: 2.0018, loss: 2.0018, grad_norm: 1.5566 2020-10-06 06:19:44,305 - mmaction - INFO - Epoch [146][220/297] lr: 1.586e-01, eta: 17:52:14, time: 1.568, data_time: 0.008, memory: 5820, top1_acc: 0.5033, top5_acc: 0.7496, loss_cls: 2.0389, loss: 2.0389, grad_norm: 1.5840 2020-10-06 06:20:13,918 - mmaction - INFO - Epoch [146][240/297] lr: 1.586e-01, eta: 17:51:27, time: 1.479, data_time: 0.009, memory: 5820, top1_acc: 0.4939, top5_acc: 0.7527, loss_cls: 2.0637, loss: 2.0637, grad_norm: 1.5452 2020-10-06 06:20:41,451 - mmaction - INFO - Epoch [146][260/297] lr: 1.586e-01, eta: 17:50:39, time: 1.380, data_time: 0.009, memory: 5820, top1_acc: 0.4998, top5_acc: 0.7582, loss_cls: 2.0150, loss: 2.0150, grad_norm: 1.5122 2020-10-06 06:21:11,516 - mmaction - INFO - Epoch [146][280/297] lr: 1.586e-01, eta: 17:49:53, time: 1.503, data_time: 0.008, memory: 5820, top1_acc: 0.5010, top5_acc: 0.7535, loss_cls: 2.0445, loss: 2.0445, grad_norm: 1.5504 2020-10-06 06:25:00,085 - mmaction - INFO - Epoch [147][20/297] lr: 1.562e-01, eta: 17:50:19, time: 10.169, data_time: 5.683, memory: 5820, top1_acc: 0.5174, top5_acc: 0.7723, loss_cls: 1.9349, loss: 1.9349, grad_norm: 1.5228 2020-10-06 06:25:30,388 - mmaction - INFO - Epoch [147][40/297] lr: 1.562e-01, eta: 17:49:33, time: 1.513, data_time: 0.011, memory: 5820, top1_acc: 0.5020, top5_acc: 0.7541, loss_cls: 2.0357, loss: 2.0357, grad_norm: 1.5677 2020-10-06 06:25:58,753 - mmaction - INFO - Epoch [147][60/297] lr: 1.562e-01, eta: 17:48:45, time: 1.420, data_time: 0.005, memory: 5820, top1_acc: 0.5090, top5_acc: 0.7660, loss_cls: 1.9976, loss: 1.9976, grad_norm: 1.5587 2020-10-06 06:26:29,289 - mmaction - INFO - Epoch [147][80/297] lr: 1.562e-01, eta: 17:47:59, time: 1.523, data_time: 0.009, memory: 5820, top1_acc: 0.5066, top5_acc: 0.7627, loss_cls: 2.0004, loss: 2.0004, grad_norm: 1.5496 2020-10-06 06:26:58,726 - mmaction - INFO - Epoch [147][100/297] lr: 1.562e-01, eta: 17:47:12, time: 1.475, data_time: 0.010, memory: 5820, top1_acc: 0.5027, top5_acc: 0.7527, loss_cls: 2.0651, loss: 2.0651, grad_norm: 1.5511 2020-10-06 06:27:28,241 - mmaction - INFO - Epoch [147][120/297] lr: 1.562e-01, eta: 17:46:26, time: 1.476, data_time: 0.008, memory: 5820, top1_acc: 0.5119, top5_acc: 0.7541, loss_cls: 2.0118, loss: 2.0118, grad_norm: 1.5610 2020-10-06 06:27:57,836 - mmaction - INFO - Epoch [147][140/297] lr: 1.562e-01, eta: 17:45:39, time: 1.482, data_time: 0.009, memory: 5820, top1_acc: 0.5068, top5_acc: 0.7516, loss_cls: 2.0417, loss: 2.0417, grad_norm: 1.5237 2020-10-06 06:28:28,081 - mmaction - INFO - Epoch [147][160/297] lr: 1.562e-01, eta: 17:44:53, time: 1.510, data_time: 0.005, memory: 5820, top1_acc: 0.5102, top5_acc: 0.7605, loss_cls: 1.9897, loss: 1.9897, grad_norm: 1.5369 2020-10-06 06:28:57,046 - mmaction - INFO - Epoch [147][180/297] lr: 1.562e-01, eta: 17:44:06, time: 1.451, data_time: 0.008, memory: 5820, top1_acc: 0.5139, top5_acc: 0.7631, loss_cls: 1.9800, loss: 1.9800, grad_norm: 1.5547 2020-10-06 06:29:27,231 - mmaction - INFO - Epoch [147][200/297] lr: 1.562e-01, eta: 17:43:20, time: 1.509, data_time: 0.007, memory: 5820, top1_acc: 0.5061, top5_acc: 0.7582, loss_cls: 2.0072, loss: 2.0072, grad_norm: 1.5399 2020-10-06 06:29:56,151 - mmaction - INFO - Epoch [147][220/297] lr: 1.562e-01, eta: 17:42:33, time: 1.445, data_time: 0.006, memory: 5820, top1_acc: 0.5068, top5_acc: 0.7518, loss_cls: 2.0398, loss: 2.0398, grad_norm: 1.5223 2020-10-06 06:30:28,324 - mmaction - INFO - Epoch [147][240/297] lr: 1.562e-01, eta: 17:41:48, time: 1.603, data_time: 0.009, memory: 5820, top1_acc: 0.5018, top5_acc: 0.7516, loss_cls: 2.0313, loss: 2.0313, grad_norm: 1.5503 2020-10-06 06:30:56,887 - mmaction - INFO - Epoch [147][260/297] lr: 1.562e-01, eta: 17:41:01, time: 1.432, data_time: 0.012, memory: 5820, top1_acc: 0.5100, top5_acc: 0.7613, loss_cls: 1.9993, loss: 1.9993, grad_norm: 1.5416 2020-10-06 06:31:27,041 - mmaction - INFO - Epoch [147][280/297] lr: 1.562e-01, eta: 17:40:15, time: 1.505, data_time: 0.006, memory: 5820, top1_acc: 0.5092, top5_acc: 0.7527, loss_cls: 2.0122, loss: 2.0122, grad_norm: 1.5382 2020-10-06 06:35:03,444 - mmaction - INFO - Epoch [148][20/297] lr: 1.538e-01, eta: 17:40:30, time: 9.553, data_time: 4.858, memory: 5820, top1_acc: 0.5027, top5_acc: 0.7527, loss_cls: 2.0280, loss: 2.0280, grad_norm: 1.5419 2020-10-06 06:35:34,127 - mmaction - INFO - Epoch [148][40/297] lr: 1.538e-01, eta: 17:39:44, time: 1.535, data_time: 0.007, memory: 5820, top1_acc: 0.5121, top5_acc: 0.7637, loss_cls: 1.9959, loss: 1.9959, grad_norm: 1.5212 2020-10-06 06:36:03,204 - mmaction - INFO - Epoch [148][60/297] lr: 1.538e-01, eta: 17:38:57, time: 1.455, data_time: 0.007, memory: 5820, top1_acc: 0.5205, top5_acc: 0.7768, loss_cls: 1.9331, loss: 1.9331, grad_norm: 1.5500 2020-10-06 06:36:33,870 - mmaction - INFO - Epoch [148][80/297] lr: 1.538e-01, eta: 17:38:12, time: 1.532, data_time: 0.008, memory: 5820, top1_acc: 0.5059, top5_acc: 0.7631, loss_cls: 1.9863, loss: 1.9863, grad_norm: 1.5463 2020-10-06 06:37:03,414 - mmaction - INFO - Epoch [148][100/297] lr: 1.538e-01, eta: 17:37:25, time: 1.477, data_time: 0.011, memory: 5820, top1_acc: 0.5164, top5_acc: 0.7635, loss_cls: 1.9696, loss: 1.9696, grad_norm: 1.5297 2020-10-06 06:37:32,678 - mmaction - INFO - Epoch [148][120/297] lr: 1.538e-01, eta: 17:36:38, time: 1.463, data_time: 0.008, memory: 5820, top1_acc: 0.5082, top5_acc: 0.7584, loss_cls: 2.0098, loss: 2.0098, grad_norm: 1.5337 2020-10-06 06:38:03,474 - mmaction - INFO - Epoch [148][140/297] lr: 1.538e-01, eta: 17:35:53, time: 1.539, data_time: 0.008, memory: 5820, top1_acc: 0.5107, top5_acc: 0.7664, loss_cls: 1.9914, loss: 1.9914, grad_norm: 1.5820 2020-10-06 06:38:33,353 - mmaction - INFO - Epoch [148][160/297] lr: 1.538e-01, eta: 17:35:07, time: 1.492, data_time: 0.008, memory: 5820, top1_acc: 0.5076, top5_acc: 0.7658, loss_cls: 2.0103, loss: 2.0103, grad_norm: 1.5634 2020-10-06 06:39:03,795 - mmaction - INFO - Epoch [148][180/297] lr: 1.538e-01, eta: 17:34:21, time: 1.519, data_time: 0.009, memory: 5820, top1_acc: 0.5098, top5_acc: 0.7539, loss_cls: 2.0121, loss: 2.0121, grad_norm: 1.5556 2020-10-06 06:39:33,035 - mmaction - INFO - Epoch [148][200/297] lr: 1.538e-01, eta: 17:33:34, time: 1.464, data_time: 0.014, memory: 5820, top1_acc: 0.4959, top5_acc: 0.7482, loss_cls: 2.0711, loss: 2.0711, grad_norm: 1.5698 2020-10-06 06:40:03,175 - mmaction - INFO - Epoch [148][220/297] lr: 1.538e-01, eta: 17:32:48, time: 1.511, data_time: 0.011, memory: 5820, top1_acc: 0.5182, top5_acc: 0.7547, loss_cls: 1.9902, loss: 1.9902, grad_norm: 1.5393 2020-10-06 06:40:31,530 - mmaction - INFO - Epoch [148][240/297] lr: 1.538e-01, eta: 17:32:01, time: 1.416, data_time: 0.007, memory: 5820, top1_acc: 0.5127, top5_acc: 0.7615, loss_cls: 1.9882, loss: 1.9882, grad_norm: 1.5428 2020-10-06 06:41:02,229 - mmaction - INFO - Epoch [148][260/297] lr: 1.538e-01, eta: 17:31:15, time: 1.520, data_time: 0.010, memory: 5820, top1_acc: 0.5033, top5_acc: 0.7605, loss_cls: 2.0190, loss: 2.0190, grad_norm: 1.5978 2020-10-06 06:41:29,582 - mmaction - INFO - Epoch [148][280/297] lr: 1.538e-01, eta: 17:30:27, time: 1.384, data_time: 0.024, memory: 5820, top1_acc: 0.5051, top5_acc: 0.7514, loss_cls: 2.0410, loss: 2.0410, grad_norm: 1.5630 2020-10-06 06:45:22,765 - mmaction - INFO - Epoch [149][20/297] lr: 1.514e-01, eta: 17:30:50, time: 10.172, data_time: 5.521, memory: 5820, top1_acc: 0.5303, top5_acc: 0.7707, loss_cls: 1.9209, loss: 1.9209, grad_norm: 1.5317 2020-10-06 06:45:52,922 - mmaction - INFO - Epoch [149][40/297] lr: 1.514e-01, eta: 17:30:04, time: 1.507, data_time: 0.009, memory: 5820, top1_acc: 0.5305, top5_acc: 0.7766, loss_cls: 1.9489, loss: 1.9489, grad_norm: 1.5685 2020-10-06 06:46:23,639 - mmaction - INFO - Epoch [149][60/297] lr: 1.514e-01, eta: 17:29:18, time: 1.531, data_time: 0.008, memory: 5820, top1_acc: 0.5119, top5_acc: 0.7566, loss_cls: 2.0135, loss: 2.0135, grad_norm: 1.5836 2020-10-06 06:46:53,379 - mmaction - INFO - Epoch [149][80/297] lr: 1.514e-01, eta: 17:28:32, time: 1.489, data_time: 0.013, memory: 5820, top1_acc: 0.5137, top5_acc: 0.7582, loss_cls: 1.9927, loss: 1.9927, grad_norm: 1.5533 2020-10-06 06:47:23,091 - mmaction - INFO - Epoch [149][100/297] lr: 1.514e-01, eta: 17:27:46, time: 1.487, data_time: 0.010, memory: 5820, top1_acc: 0.5150, top5_acc: 0.7643, loss_cls: 1.9770, loss: 1.9770, grad_norm: 1.5590 2020-10-06 06:47:51,782 - mmaction - INFO - Epoch [149][120/297] lr: 1.514e-01, eta: 17:26:59, time: 1.435, data_time: 0.009, memory: 5820, top1_acc: 0.5146, top5_acc: 0.7621, loss_cls: 1.9885, loss: 1.9885, grad_norm: 1.5616 2020-10-06 06:48:22,574 - mmaction - INFO - Epoch [149][140/297] lr: 1.514e-01, eta: 17:26:13, time: 1.541, data_time: 0.009, memory: 5820, top1_acc: 0.5053, top5_acc: 0.7578, loss_cls: 2.0012, loss: 2.0012, grad_norm: 1.5617 2020-10-06 06:48:51,006 - mmaction - INFO - Epoch [149][160/297] lr: 1.514e-01, eta: 17:25:26, time: 1.422, data_time: 0.009, memory: 5820, top1_acc: 0.5176, top5_acc: 0.7662, loss_cls: 1.9823, loss: 1.9823, grad_norm: 1.5417 2020-10-06 06:49:22,302 - mmaction - INFO - Epoch [149][180/297] lr: 1.514e-01, eta: 17:24:41, time: 1.565, data_time: 0.008, memory: 5820, top1_acc: 0.5166, top5_acc: 0.7633, loss_cls: 1.9830, loss: 1.9830, grad_norm: 1.5410 2020-10-06 06:49:55,205 - mmaction - INFO - Epoch [149][200/297] lr: 1.514e-01, eta: 17:23:57, time: 1.644, data_time: 0.007, memory: 5820, top1_acc: 0.5143, top5_acc: 0.7576, loss_cls: 1.9988, loss: 1.9988, grad_norm: 1.5477 2020-10-06 06:50:23,063 - mmaction - INFO - Epoch [149][220/297] lr: 1.514e-01, eta: 17:23:09, time: 1.392, data_time: 0.007, memory: 5820, top1_acc: 0.5035, top5_acc: 0.7623, loss_cls: 2.0192, loss: 2.0192, grad_norm: 1.5399 2020-10-06 06:50:52,487 - mmaction - INFO - Epoch [149][240/297] lr: 1.514e-01, eta: 17:22:23, time: 1.472, data_time: 0.009, memory: 5820, top1_acc: 0.5102, top5_acc: 0.7643, loss_cls: 1.9927, loss: 1.9927, grad_norm: 1.5610 2020-10-06 06:51:23,367 - mmaction - INFO - Epoch [149][260/297] lr: 1.514e-01, eta: 17:21:38, time: 1.543, data_time: 0.005, memory: 5820, top1_acc: 0.5162, top5_acc: 0.7607, loss_cls: 2.0013, loss: 2.0013, grad_norm: 1.5563 2020-10-06 06:51:51,207 - mmaction - INFO - Epoch [149][280/297] lr: 1.514e-01, eta: 17:20:50, time: 1.391, data_time: 0.006, memory: 5820, top1_acc: 0.5111, top5_acc: 0.7627, loss_cls: 2.0013, loss: 2.0013, grad_norm: 1.5438 2020-10-06 06:55:45,790 - mmaction - INFO - Epoch [150][20/297] lr: 1.490e-01, eta: 17:21:15, time: 10.455, data_time: 6.059, memory: 5820, top1_acc: 0.5391, top5_acc: 0.7779, loss_cls: 1.8935, loss: 1.8935, grad_norm: 1.5476 2020-10-06 06:56:15,246 - mmaction - INFO - Epoch [150][40/297] lr: 1.490e-01, eta: 17:20:29, time: 1.475, data_time: 0.009, memory: 5820, top1_acc: 0.5184, top5_acc: 0.7600, loss_cls: 1.9915, loss: 1.9915, grad_norm: 1.5757 2020-10-06 06:56:44,220 - mmaction - INFO - Epoch [150][60/297] lr: 1.490e-01, eta: 17:19:42, time: 1.436, data_time: 0.006, memory: 5820, top1_acc: 0.5350, top5_acc: 0.7707, loss_cls: 1.9255, loss: 1.9255, grad_norm: 1.5558 2020-10-06 06:57:13,831 - mmaction - INFO - Epoch [150][80/297] lr: 1.490e-01, eta: 17:18:56, time: 1.491, data_time: 0.020, memory: 5820, top1_acc: 0.5117, top5_acc: 0.7520, loss_cls: 2.0068, loss: 2.0068, grad_norm: 1.5457 2020-10-06 06:57:43,797 - mmaction - INFO - Epoch [150][100/297] lr: 1.490e-01, eta: 17:18:10, time: 1.500, data_time: 0.006, memory: 5820, top1_acc: 0.5076, top5_acc: 0.7584, loss_cls: 2.0091, loss: 2.0091, grad_norm: 1.5711 2020-10-06 06:58:12,263 - mmaction - INFO - Epoch [150][120/297] lr: 1.490e-01, eta: 17:17:23, time: 1.421, data_time: 0.005, memory: 5820, top1_acc: 0.5285, top5_acc: 0.7654, loss_cls: 1.9387, loss: 1.9387, grad_norm: 1.5418 2020-10-06 06:58:42,932 - mmaction - INFO - Epoch [150][140/297] lr: 1.490e-01, eta: 17:16:37, time: 1.535, data_time: 0.009, memory: 5820, top1_acc: 0.4998, top5_acc: 0.7475, loss_cls: 2.0425, loss: 2.0425, grad_norm: 1.6000 2020-10-06 06:59:12,672 - mmaction - INFO - Epoch [150][160/297] lr: 1.490e-01, eta: 17:15:51, time: 1.484, data_time: 0.007, memory: 5820, top1_acc: 0.5129, top5_acc: 0.7598, loss_cls: 1.9985, loss: 1.9985, grad_norm: 1.5553 2020-10-06 06:59:42,491 - mmaction - INFO - Epoch [150][180/297] lr: 1.490e-01, eta: 17:15:05, time: 1.491, data_time: 0.010, memory: 5820, top1_acc: 0.5182, top5_acc: 0.7686, loss_cls: 1.9710, loss: 1.9710, grad_norm: 1.6081 2020-10-06 07:00:15,701 - mmaction - INFO - Epoch [150][200/297] lr: 1.490e-01, eta: 17:14:21, time: 1.622, data_time: 0.010, memory: 5820, top1_acc: 0.5117, top5_acc: 0.7666, loss_cls: 1.9946, loss: 1.9946, grad_norm: 1.5691 2020-10-06 07:00:45,335 - mmaction - INFO - Epoch [150][220/297] lr: 1.490e-01, eta: 17:13:35, time: 1.524, data_time: 0.258, memory: 5820, top1_acc: 0.5236, top5_acc: 0.7631, loss_cls: 1.9513, loss: 1.9513, grad_norm: 1.5574 2020-10-06 07:01:14,396 - mmaction - INFO - Epoch [150][240/297] lr: 1.490e-01, eta: 17:12:49, time: 1.452, data_time: 0.013, memory: 5820, top1_acc: 0.5156, top5_acc: 0.7662, loss_cls: 1.9752, loss: 1.9752, grad_norm: 1.5962 2020-10-06 07:01:44,720 - mmaction - INFO - Epoch [150][260/297] lr: 1.490e-01, eta: 17:12:03, time: 1.517, data_time: 0.009, memory: 5820, top1_acc: 0.5146, top5_acc: 0.7662, loss_cls: 1.9749, loss: 1.9749, grad_norm: 1.5925 2020-10-06 07:02:15,019 - mmaction - INFO - Epoch [150][280/297] lr: 1.490e-01, eta: 17:11:17, time: 1.514, data_time: 0.006, memory: 5820, top1_acc: 0.5047, top5_acc: 0.7615, loss_cls: 2.0216, loss: 2.0216, grad_norm: 1.5881 2020-10-06 07:05:31,198 - mmaction - INFO - Epoch [151][20/297] lr: 1.467e-01, eta: 17:11:12, time: 8.390, data_time: 5.479, memory: 5820, top1_acc: 0.5270, top5_acc: 0.7777, loss_cls: 1.9013, loss: 1.9013, grad_norm: 1.5588 2020-10-06 07:06:02,206 - mmaction - INFO - Epoch [151][40/297] lr: 1.467e-01, eta: 17:10:27, time: 1.548, data_time: 0.011, memory: 5820, top1_acc: 0.5139, top5_acc: 0.7627, loss_cls: 1.9953, loss: 1.9953, grad_norm: 1.5958 2020-10-06 07:06:30,572 - mmaction - INFO - Epoch [151][60/297] lr: 1.467e-01, eta: 17:09:40, time: 1.420, data_time: 0.008, memory: 5820, top1_acc: 0.5111, top5_acc: 0.7670, loss_cls: 1.9797, loss: 1.9797, grad_norm: 1.5601 2020-10-06 07:07:00,572 - mmaction - INFO - Epoch [151][80/297] lr: 1.467e-01, eta: 17:08:54, time: 1.502, data_time: 0.009, memory: 5820, top1_acc: 0.5250, top5_acc: 0.7746, loss_cls: 1.9240, loss: 1.9240, grad_norm: 1.5683 2020-10-06 07:07:31,256 - mmaction - INFO - Epoch [151][100/297] lr: 1.467e-01, eta: 17:08:08, time: 1.534, data_time: 0.008, memory: 5820, top1_acc: 0.5332, top5_acc: 0.7682, loss_cls: 1.9563, loss: 1.9563, grad_norm: 1.5997 2020-10-06 07:08:00,424 - mmaction - INFO - Epoch [151][120/297] lr: 1.467e-01, eta: 17:07:22, time: 1.457, data_time: 0.004, memory: 5820, top1_acc: 0.5188, top5_acc: 0.7723, loss_cls: 1.9632, loss: 1.9632, grad_norm: 1.5807 2020-10-06 07:08:30,186 - mmaction - INFO - Epoch [151][140/297] lr: 1.467e-01, eta: 17:06:36, time: 1.489, data_time: 0.010, memory: 5820, top1_acc: 0.5234, top5_acc: 0.7732, loss_cls: 1.9530, loss: 1.9530, grad_norm: 1.5736 2020-10-06 07:09:00,530 - mmaction - INFO - Epoch [151][160/297] lr: 1.467e-01, eta: 17:05:50, time: 1.515, data_time: 0.005, memory: 5820, top1_acc: 0.5137, top5_acc: 0.7543, loss_cls: 2.0045, loss: 2.0045, grad_norm: 1.5996 2020-10-06 07:09:29,478 - mmaction - INFO - Epoch [151][180/297] lr: 1.467e-01, eta: 17:05:04, time: 1.448, data_time: 0.011, memory: 5820, top1_acc: 0.5131, top5_acc: 0.7602, loss_cls: 1.9994, loss: 1.9994, grad_norm: 1.5388 2020-10-06 07:09:59,741 - mmaction - INFO - Epoch [151][200/297] lr: 1.467e-01, eta: 17:04:18, time: 1.515, data_time: 0.011, memory: 5820, top1_acc: 0.5180, top5_acc: 0.7615, loss_cls: 1.9675, loss: 1.9675, grad_norm: 1.5446 2020-10-06 07:10:30,264 - mmaction - INFO - Epoch [151][220/297] lr: 1.467e-01, eta: 17:03:33, time: 1.526, data_time: 0.006, memory: 5820, top1_acc: 0.5225, top5_acc: 0.7568, loss_cls: 1.9886, loss: 1.9886, grad_norm: 1.5591 2020-10-06 07:10:58,246 - mmaction - INFO - Epoch [151][240/297] lr: 1.467e-01, eta: 17:02:46, time: 1.399, data_time: 0.005, memory: 5820, top1_acc: 0.5150, top5_acc: 0.7676, loss_cls: 1.9958, loss: 1.9958, grad_norm: 1.5773 2020-10-06 07:11:29,125 - mmaction - INFO - Epoch [151][260/297] lr: 1.467e-01, eta: 17:02:00, time: 1.540, data_time: 0.008, memory: 5820, top1_acc: 0.5172, top5_acc: 0.7666, loss_cls: 1.9762, loss: 1.9762, grad_norm: 1.5862 2020-10-06 07:11:57,728 - mmaction - INFO - Epoch [151][280/297] lr: 1.467e-01, eta: 17:01:14, time: 1.433, data_time: 0.010, memory: 5820, top1_acc: 0.5021, top5_acc: 0.7539, loss_cls: 2.0260, loss: 2.0260, grad_norm: 1.6008 2020-10-06 07:15:32,683 - mmaction - INFO - Epoch [152][20/297] lr: 1.443e-01, eta: 17:01:22, time: 9.490, data_time: 4.843, memory: 5820, top1_acc: 0.5354, top5_acc: 0.7807, loss_cls: 1.8833, loss: 1.8833, grad_norm: 1.5811 2020-10-06 07:16:04,779 - mmaction - INFO - Epoch [152][40/297] lr: 1.443e-01, eta: 17:00:38, time: 1.608, data_time: 0.029, memory: 5820, top1_acc: 0.5213, top5_acc: 0.7676, loss_cls: 1.9484, loss: 1.9484, grad_norm: 1.5757 2020-10-06 07:16:33,214 - mmaction - INFO - Epoch [152][60/297] lr: 1.443e-01, eta: 16:59:51, time: 1.423, data_time: 0.007, memory: 5820, top1_acc: 0.5242, top5_acc: 0.7668, loss_cls: 1.9419, loss: 1.9419, grad_norm: 1.5882 2020-10-06 07:17:02,632 - mmaction - INFO - Epoch [152][80/297] lr: 1.443e-01, eta: 16:59:05, time: 1.473, data_time: 0.011, memory: 5820, top1_acc: 0.5305, top5_acc: 0.7797, loss_cls: 1.9145, loss: 1.9145, grad_norm: 1.6123 2020-10-06 07:17:32,732 - mmaction - INFO - Epoch [152][100/297] lr: 1.443e-01, eta: 16:58:19, time: 1.504, data_time: 0.007, memory: 5820, top1_acc: 0.5119, top5_acc: 0.7609, loss_cls: 1.9566, loss: 1.9566, grad_norm: 1.6122 2020-10-06 07:18:01,728 - mmaction - INFO - Epoch [152][120/297] lr: 1.443e-01, eta: 16:57:33, time: 1.449, data_time: 0.007, memory: 5820, top1_acc: 0.5293, top5_acc: 0.7766, loss_cls: 1.9128, loss: 1.9128, grad_norm: 1.6311 2020-10-06 07:18:32,391 - mmaction - INFO - Epoch [152][140/297] lr: 1.443e-01, eta: 16:56:48, time: 1.524, data_time: 0.009, memory: 5820, top1_acc: 0.5152, top5_acc: 0.7549, loss_cls: 1.9951, loss: 1.9951, grad_norm: 1.6317 2020-10-06 07:19:02,769 - mmaction - INFO - Epoch [152][160/297] lr: 1.443e-01, eta: 16:56:02, time: 1.530, data_time: 0.016, memory: 5820, top1_acc: 0.5139, top5_acc: 0.7543, loss_cls: 2.0052, loss: 2.0052, grad_norm: 1.6124 2020-10-06 07:19:32,037 - mmaction - INFO - Epoch [152][180/297] lr: 1.443e-01, eta: 16:55:16, time: 1.458, data_time: 0.005, memory: 5820, top1_acc: 0.5133, top5_acc: 0.7582, loss_cls: 1.9995, loss: 1.9995, grad_norm: 1.5793 2020-10-06 07:20:01,232 - mmaction - INFO - Epoch [152][200/297] lr: 1.443e-01, eta: 16:54:30, time: 1.459, data_time: 0.012, memory: 5820, top1_acc: 0.5111, top5_acc: 0.7469, loss_cls: 2.0333, loss: 2.0333, grad_norm: 1.5740 2020-10-06 07:20:31,638 - mmaction - INFO - Epoch [152][220/297] lr: 1.443e-01, eta: 16:53:44, time: 1.523, data_time: 0.012, memory: 5820, top1_acc: 0.5248, top5_acc: 0.7746, loss_cls: 1.9453, loss: 1.9453, grad_norm: 1.6173 2020-10-06 07:21:02,457 - mmaction - INFO - Epoch [152][240/297] lr: 1.443e-01, eta: 16:52:59, time: 1.542, data_time: 0.009, memory: 5820, top1_acc: 0.5182, top5_acc: 0.7666, loss_cls: 1.9762, loss: 1.9762, grad_norm: 1.5853 2020-10-06 07:21:32,934 - mmaction - INFO - Epoch [152][260/297] lr: 1.443e-01, eta: 16:52:14, time: 1.525, data_time: 0.008, memory: 5820, top1_acc: 0.5281, top5_acc: 0.7629, loss_cls: 1.9529, loss: 1.9529, grad_norm: 1.5862 2020-10-06 07:22:02,252 - mmaction - INFO - Epoch [152][280/297] lr: 1.443e-01, eta: 16:51:28, time: 1.464, data_time: 0.006, memory: 5820, top1_acc: 0.5178, top5_acc: 0.7699, loss_cls: 1.9620, loss: 1.9620, grad_norm: 1.5845 2020-10-06 07:22:27,200 - mmaction - INFO - Saving checkpoint at 152 epochs 2020-10-06 07:25:53,634 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-06 07:25:54,115 - mmaction - INFO - top1_acc 0.5947 top5_acc 0.8365 2020-10-06 07:25:54,116 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-06 07:25:54,170 - mmaction - INFO - mean_acc 0.5948 2020-10-06 07:25:54,173 - mmaction - INFO - Now best checkpoint is epoch_152.pth 2020-10-06 07:25:54,217 - mmaction - INFO - Epoch(val) [152][297] top1_acc: 0.5947, top5_acc: 0.8365, mean_class_accuracy: 0.5948 2020-10-06 07:29:05,394 - mmaction - INFO - Epoch [153][20/297] lr: 1.419e-01, eta: 16:51:36, time: 9.556, data_time: 5.336, memory: 5820, top1_acc: 0.5145, top5_acc: 0.7689, loss_cls: 1.9366, loss: 1.9366, grad_norm: 1.5597 2020-10-06 07:29:36,018 - mmaction - INFO - Epoch [153][40/297] lr: 1.419e-01, eta: 16:50:51, time: 1.531, data_time: 0.008, memory: 5820, top1_acc: 0.5330, top5_acc: 0.7752, loss_cls: 1.9118, loss: 1.9118, grad_norm: 1.5742 2020-10-06 07:30:04,440 - mmaction - INFO - Epoch [153][60/297] lr: 1.419e-01, eta: 16:50:04, time: 1.422, data_time: 0.006, memory: 5820, top1_acc: 0.5244, top5_acc: 0.7641, loss_cls: 1.9483, loss: 1.9483, grad_norm: 1.5972 2020-10-06 07:30:35,942 - mmaction - INFO - Epoch [153][80/297] lr: 1.419e-01, eta: 16:49:20, time: 1.576, data_time: 0.008, memory: 5820, top1_acc: 0.5254, top5_acc: 0.7736, loss_cls: 1.9389, loss: 1.9389, grad_norm: 1.5653 2020-10-06 07:31:06,509 - mmaction - INFO - Epoch [153][100/297] lr: 1.419e-01, eta: 16:48:34, time: 1.528, data_time: 0.007, memory: 5820, top1_acc: 0.5311, top5_acc: 0.7750, loss_cls: 1.9256, loss: 1.9256, grad_norm: 1.5903 2020-10-06 07:31:34,616 - mmaction - INFO - Epoch [153][120/297] lr: 1.419e-01, eta: 16:47:47, time: 1.404, data_time: 0.006, memory: 5820, top1_acc: 0.5203, top5_acc: 0.7760, loss_cls: 1.9248, loss: 1.9248, grad_norm: 1.6176 2020-10-06 07:32:05,025 - mmaction - INFO - Epoch [153][140/297] lr: 1.419e-01, eta: 16:47:02, time: 1.519, data_time: 0.009, memory: 5820, top1_acc: 0.5139, top5_acc: 0.7648, loss_cls: 1.9998, loss: 1.9998, grad_norm: 1.6248 2020-10-06 07:32:34,570 - mmaction - INFO - Epoch [153][160/297] lr: 1.419e-01, eta: 16:46:16, time: 1.480, data_time: 0.010, memory: 5820, top1_acc: 0.5115, top5_acc: 0.7717, loss_cls: 1.9707, loss: 1.9707, grad_norm: 1.5929 2020-10-06 07:33:03,987 - mmaction - INFO - Epoch [153][180/297] lr: 1.419e-01, eta: 16:45:30, time: 1.471, data_time: 0.006, memory: 5820, top1_acc: 0.5195, top5_acc: 0.7557, loss_cls: 1.9968, loss: 1.9968, grad_norm: 1.6014 2020-10-06 07:33:34,034 - mmaction - INFO - Epoch [153][200/297] lr: 1.419e-01, eta: 16:44:44, time: 1.500, data_time: 0.006, memory: 5820, top1_acc: 0.5178, top5_acc: 0.7650, loss_cls: 1.9976, loss: 1.9976, grad_norm: 1.6167 2020-10-06 07:34:03,379 - mmaction - INFO - Epoch [153][220/297] lr: 1.419e-01, eta: 16:43:59, time: 1.470, data_time: 0.010, memory: 5820, top1_acc: 0.5279, top5_acc: 0.7689, loss_cls: 1.9330, loss: 1.9330, grad_norm: 1.5728 2020-10-06 07:34:34,732 - mmaction - INFO - Epoch [153][240/297] lr: 1.419e-01, eta: 16:43:14, time: 1.565, data_time: 0.006, memory: 5820, top1_acc: 0.5225, top5_acc: 0.7588, loss_cls: 1.9655, loss: 1.9655, grad_norm: 1.5891 2020-10-06 07:35:04,256 - mmaction - INFO - Epoch [153][260/297] lr: 1.419e-01, eta: 16:42:28, time: 1.479, data_time: 0.005, memory: 5820, top1_acc: 0.5221, top5_acc: 0.7709, loss_cls: 1.9471, loss: 1.9471, grad_norm: 1.5982 2020-10-06 07:35:35,833 - mmaction - INFO - Epoch [153][280/297] lr: 1.419e-01, eta: 16:41:44, time: 1.577, data_time: 0.004, memory: 5820, top1_acc: 0.5086, top5_acc: 0.7568, loss_cls: 2.0200, loss: 2.0200, grad_norm: 1.5838 2020-10-06 07:39:25,770 - mmaction - INFO - Epoch [154][20/297] lr: 1.396e-01, eta: 16:42:01, time: 10.312, data_time: 4.688, memory: 5820, top1_acc: 0.5195, top5_acc: 0.7770, loss_cls: 1.9193, loss: 1.9193, grad_norm: 1.6137 2020-10-06 07:39:56,997 - mmaction - INFO - Epoch [154][40/297] lr: 1.396e-01, eta: 16:41:16, time: 1.562, data_time: 0.009, memory: 5820, top1_acc: 0.5316, top5_acc: 0.7717, loss_cls: 1.9032, loss: 1.9032, grad_norm: 1.5943 2020-10-06 07:40:25,189 - mmaction - INFO - Epoch [154][60/297] lr: 1.396e-01, eta: 16:40:29, time: 1.409, data_time: 0.007, memory: 5820, top1_acc: 0.5188, top5_acc: 0.7744, loss_cls: 1.9213, loss: 1.9213, grad_norm: 1.6372 2020-10-06 07:40:54,939 - mmaction - INFO - Epoch [154][80/297] lr: 1.396e-01, eta: 16:39:43, time: 1.488, data_time: 0.008, memory: 5820, top1_acc: 0.5336, top5_acc: 0.7691, loss_cls: 1.9261, loss: 1.9261, grad_norm: 1.6000 2020-10-06 07:41:24,996 - mmaction - INFO - Epoch [154][100/297] lr: 1.396e-01, eta: 16:38:58, time: 1.502, data_time: 0.008, memory: 5820, top1_acc: 0.5305, top5_acc: 0.7688, loss_cls: 1.9356, loss: 1.9356, grad_norm: 1.5896 2020-10-06 07:41:55,262 - mmaction - INFO - Epoch [154][120/297] lr: 1.396e-01, eta: 16:38:12, time: 1.505, data_time: 0.005, memory: 5820, top1_acc: 0.5250, top5_acc: 0.7625, loss_cls: 1.9326, loss: 1.9326, grad_norm: 1.5939 2020-10-06 07:42:24,307 - mmaction - INFO - Epoch [154][140/297] lr: 1.396e-01, eta: 16:37:26, time: 1.459, data_time: 0.014, memory: 5820, top1_acc: 0.5301, top5_acc: 0.7736, loss_cls: 1.9276, loss: 1.9276, grad_norm: 1.5742 2020-10-06 07:42:55,412 - mmaction - INFO - Epoch [154][160/297] lr: 1.396e-01, eta: 16:36:42, time: 1.554, data_time: 0.009, memory: 5820, top1_acc: 0.5230, top5_acc: 0.7746, loss_cls: 1.9316, loss: 1.9316, grad_norm: 1.6133 2020-10-06 07:43:24,149 - mmaction - INFO - Epoch [154][180/297] lr: 1.396e-01, eta: 16:35:55, time: 1.436, data_time: 0.008, memory: 5820, top1_acc: 0.5145, top5_acc: 0.7709, loss_cls: 1.9609, loss: 1.9609, grad_norm: 1.6251 2020-10-06 07:43:54,003 - mmaction - INFO - Epoch [154][200/297] lr: 1.396e-01, eta: 16:35:10, time: 1.496, data_time: 0.012, memory: 5820, top1_acc: 0.5223, top5_acc: 0.7668, loss_cls: 1.9647, loss: 1.9647, grad_norm: 1.6188 2020-10-06 07:44:23,518 - mmaction - INFO - Epoch [154][220/297] lr: 1.396e-01, eta: 16:34:24, time: 1.469, data_time: 0.005, memory: 5820, top1_acc: 0.5184, top5_acc: 0.7656, loss_cls: 1.9623, loss: 1.9623, grad_norm: 1.5747 2020-10-06 07:44:53,897 - mmaction - INFO - Epoch [154][240/297] lr: 1.396e-01, eta: 16:33:39, time: 1.523, data_time: 0.014, memory: 5820, top1_acc: 0.5137, top5_acc: 0.7607, loss_cls: 1.9924, loss: 1.9924, grad_norm: 1.6240 2020-10-06 07:45:24,966 - mmaction - INFO - Epoch [154][260/297] lr: 1.396e-01, eta: 16:32:54, time: 1.555, data_time: 0.011, memory: 5820, top1_acc: 0.5059, top5_acc: 0.7646, loss_cls: 1.9896, loss: 1.9896, grad_norm: 1.5847 2020-10-06 07:45:53,650 - mmaction - INFO - Epoch [154][280/297] lr: 1.396e-01, eta: 16:32:07, time: 1.428, data_time: 0.004, memory: 5820, top1_acc: 0.4994, top5_acc: 0.7578, loss_cls: 2.0328, loss: 2.0328, grad_norm: 1.6284 2020-10-06 07:49:27,817 - mmaction - INFO - Epoch [155][20/297] lr: 1.373e-01, eta: 16:32:11, time: 9.357, data_time: 5.343, memory: 5820, top1_acc: 0.5375, top5_acc: 0.7805, loss_cls: 1.8586, loss: 1.8586, grad_norm: 1.5797 2020-10-06 07:49:59,410 - mmaction - INFO - Epoch [155][40/297] lr: 1.373e-01, eta: 16:31:26, time: 1.574, data_time: 0.008, memory: 5820, top1_acc: 0.5385, top5_acc: 0.7828, loss_cls: 1.8635, loss: 1.8635, grad_norm: 1.6078 2020-10-06 07:50:29,047 - mmaction - INFO - Epoch [155][60/297] lr: 1.373e-01, eta: 16:30:40, time: 1.487, data_time: 0.008, memory: 5820, top1_acc: 0.5361, top5_acc: 0.7752, loss_cls: 1.9106, loss: 1.9106, grad_norm: 1.5687 2020-10-06 07:50:58,229 - mmaction - INFO - Epoch [155][80/297] lr: 1.373e-01, eta: 16:29:54, time: 1.458, data_time: 0.007, memory: 5820, top1_acc: 0.5234, top5_acc: 0.7707, loss_cls: 1.9346, loss: 1.9346, grad_norm: 1.6037 2020-10-06 07:51:28,625 - mmaction - INFO - Epoch [155][100/297] lr: 1.373e-01, eta: 16:29:09, time: 1.519, data_time: 0.008, memory: 5820, top1_acc: 0.5281, top5_acc: 0.7781, loss_cls: 1.9052, loss: 1.9052, grad_norm: 1.6127 2020-10-06 07:51:58,132 - mmaction - INFO - Epoch [155][120/297] lr: 1.373e-01, eta: 16:28:23, time: 1.478, data_time: 0.010, memory: 5820, top1_acc: 0.5301, top5_acc: 0.7711, loss_cls: 1.9065, loss: 1.9065, grad_norm: 1.5825 2020-10-06 07:52:28,023 - mmaction - INFO - Epoch [155][140/297] lr: 1.373e-01, eta: 16:27:38, time: 1.494, data_time: 0.005, memory: 5820, top1_acc: 0.5279, top5_acc: 0.7775, loss_cls: 1.8827, loss: 1.8827, grad_norm: 1.6168 2020-10-06 07:52:58,702 - mmaction - INFO - Epoch [155][160/297] lr: 1.373e-01, eta: 16:26:53, time: 1.531, data_time: 0.005, memory: 5820, top1_acc: 0.5262, top5_acc: 0.7807, loss_cls: 1.9085, loss: 1.9085, grad_norm: 1.6392 2020-10-06 07:53:29,162 - mmaction - INFO - Epoch [155][180/297] lr: 1.373e-01, eta: 16:26:08, time: 1.520, data_time: 0.011, memory: 5820, top1_acc: 0.5209, top5_acc: 0.7688, loss_cls: 1.9429, loss: 1.9429, grad_norm: 1.6581 2020-10-06 07:53:58,806 - mmaction - INFO - Epoch [155][200/297] lr: 1.373e-01, eta: 16:25:22, time: 1.479, data_time: 0.013, memory: 5820, top1_acc: 0.5186, top5_acc: 0.7615, loss_cls: 1.9879, loss: 1.9879, grad_norm: 1.6588 2020-10-06 07:54:27,771 - mmaction - INFO - Epoch [155][220/297] lr: 1.373e-01, eta: 16:24:36, time: 1.458, data_time: 0.015, memory: 5820, top1_acc: 0.5188, top5_acc: 0.7652, loss_cls: 1.9721, loss: 1.9721, grad_norm: 1.6160 2020-10-06 07:54:59,212 - mmaction - INFO - Epoch [155][240/297] lr: 1.373e-01, eta: 16:23:52, time: 1.556, data_time: 0.008, memory: 5820, top1_acc: 0.5229, top5_acc: 0.7711, loss_cls: 1.9213, loss: 1.9213, grad_norm: 1.6025 2020-10-06 07:55:29,456 - mmaction - INFO - Epoch [155][260/297] lr: 1.373e-01, eta: 16:23:07, time: 1.526, data_time: 0.019, memory: 5820, top1_acc: 0.5170, top5_acc: 0.7592, loss_cls: 1.9843, loss: 1.9843, grad_norm: 1.6596 2020-10-06 07:55:58,498 - mmaction - INFO - Epoch [155][280/297] lr: 1.373e-01, eta: 16:22:21, time: 1.452, data_time: 0.008, memory: 5820, top1_acc: 0.5275, top5_acc: 0.7717, loss_cls: 1.9405, loss: 1.9405, grad_norm: 1.6088 2020-10-06 07:59:34,573 - mmaction - INFO - Epoch [156][20/297] lr: 1.349e-01, eta: 16:22:25, time: 9.572, data_time: 5.934, memory: 5820, top1_acc: 0.5316, top5_acc: 0.7738, loss_cls: 1.9240, loss: 1.9240, grad_norm: 1.6104 2020-10-06 08:00:02,009 - mmaction - INFO - Epoch [156][40/297] lr: 1.349e-01, eta: 16:21:38, time: 1.372, data_time: 0.008, memory: 5820, top1_acc: 0.5443, top5_acc: 0.7836, loss_cls: 1.8671, loss: 1.8671, grad_norm: 1.5967 2020-10-06 08:00:35,373 - mmaction - INFO - Epoch [156][60/297] lr: 1.349e-01, eta: 16:20:55, time: 1.667, data_time: 0.009, memory: 5820, top1_acc: 0.5262, top5_acc: 0.7750, loss_cls: 1.9166, loss: 1.9166, grad_norm: 1.6458 2020-10-06 08:01:05,648 - mmaction - INFO - Epoch [156][80/297] lr: 1.349e-01, eta: 16:20:10, time: 1.517, data_time: 0.022, memory: 5820, top1_acc: 0.5201, top5_acc: 0.7719, loss_cls: 1.9307, loss: 1.9307, grad_norm: 1.6320 2020-10-06 08:01:35,287 - mmaction - INFO - Epoch [156][100/297] lr: 1.349e-01, eta: 16:19:24, time: 1.482, data_time: 0.009, memory: 5820, top1_acc: 0.5330, top5_acc: 0.7768, loss_cls: 1.9124, loss: 1.9124, grad_norm: 1.6381 2020-10-06 08:02:07,751 - mmaction - INFO - Epoch [156][120/297] lr: 1.349e-01, eta: 16:18:40, time: 1.623, data_time: 0.007, memory: 5820, top1_acc: 0.5398, top5_acc: 0.7869, loss_cls: 1.8585, loss: 1.8585, grad_norm: 1.6345 2020-10-06 08:02:35,626 - mmaction - INFO - Epoch [156][140/297] lr: 1.349e-01, eta: 16:17:54, time: 1.395, data_time: 0.004, memory: 5820, top1_acc: 0.5250, top5_acc: 0.7752, loss_cls: 1.9295, loss: 1.9295, grad_norm: 1.6737 2020-10-06 08:03:05,836 - mmaction - INFO - Epoch [156][160/297] lr: 1.349e-01, eta: 16:17:09, time: 1.506, data_time: 0.003, memory: 5820, top1_acc: 0.5311, top5_acc: 0.7676, loss_cls: 1.9448, loss: 1.9448, grad_norm: 1.6482 2020-10-06 08:03:35,347 - mmaction - INFO - Epoch [156][180/297] lr: 1.349e-01, eta: 16:16:23, time: 1.480, data_time: 0.011, memory: 5820, top1_acc: 0.5279, top5_acc: 0.7760, loss_cls: 1.9354, loss: 1.9354, grad_norm: 1.6279 2020-10-06 08:04:04,943 - mmaction - INFO - Epoch [156][200/297] lr: 1.349e-01, eta: 16:15:37, time: 1.476, data_time: 0.007, memory: 5820, top1_acc: 0.5316, top5_acc: 0.7766, loss_cls: 1.9100, loss: 1.9100, grad_norm: 1.5989 2020-10-06 08:04:33,353 - mmaction - INFO - Epoch [156][220/297] lr: 1.349e-01, eta: 16:14:51, time: 1.422, data_time: 0.011, memory: 5820, top1_acc: 0.5254, top5_acc: 0.7721, loss_cls: 1.9306, loss: 1.9306, grad_norm: 1.6608 2020-10-06 08:05:02,394 - mmaction - INFO - Epoch [156][240/297] lr: 1.349e-01, eta: 16:14:05, time: 1.454, data_time: 0.009, memory: 5820, top1_acc: 0.5064, top5_acc: 0.7582, loss_cls: 1.9921, loss: 1.9921, grad_norm: 1.6549 2020-10-06 08:05:35,374 - mmaction - INFO - Epoch [156][260/297] lr: 1.349e-01, eta: 16:13:22, time: 1.649, data_time: 0.008, memory: 5820, top1_acc: 0.5131, top5_acc: 0.7654, loss_cls: 1.9587, loss: 1.9587, grad_norm: 1.6351 2020-10-06 08:06:05,406 - mmaction - INFO - Epoch [156][280/297] lr: 1.349e-01, eta: 16:12:37, time: 1.499, data_time: 0.008, memory: 5820, top1_acc: 0.5189, top5_acc: 0.7631, loss_cls: 1.9573, loss: 1.9573, grad_norm: 1.6261 2020-10-06 08:09:44,353 - mmaction - INFO - Epoch [157][20/297] lr: 1.326e-01, eta: 16:12:36, time: 9.274, data_time: 5.669, memory: 5820, top1_acc: 0.5164, top5_acc: 0.7594, loss_cls: 1.9753, loss: 1.9753, grad_norm: 1.6423 2020-10-06 08:10:14,177 - mmaction - INFO - Epoch [157][40/297] lr: 1.326e-01, eta: 16:11:51, time: 1.483, data_time: 0.010, memory: 5820, top1_acc: 0.5281, top5_acc: 0.7689, loss_cls: 1.9378, loss: 1.9378, grad_norm: 1.5947 2020-10-06 08:10:43,666 - mmaction - INFO - Epoch [157][60/297] lr: 1.326e-01, eta: 16:11:05, time: 1.485, data_time: 0.018, memory: 5820, top1_acc: 0.5295, top5_acc: 0.7797, loss_cls: 1.9035, loss: 1.9035, grad_norm: 1.6023 2020-10-06 08:11:13,736 - mmaction - INFO - Epoch [157][80/297] lr: 1.326e-01, eta: 16:10:20, time: 1.504, data_time: 0.006, memory: 5820, top1_acc: 0.5355, top5_acc: 0.7793, loss_cls: 1.9213, loss: 1.9213, grad_norm: 1.6245 2020-10-06 08:11:43,181 - mmaction - INFO - Epoch [157][100/297] lr: 1.326e-01, eta: 16:09:34, time: 1.470, data_time: 0.007, memory: 5820, top1_acc: 0.5277, top5_acc: 0.7645, loss_cls: 1.9625, loss: 1.9625, grad_norm: 1.6214 2020-10-06 08:12:12,977 - mmaction - INFO - Epoch [157][120/297] lr: 1.326e-01, eta: 16:08:49, time: 1.491, data_time: 0.009, memory: 5820, top1_acc: 0.5363, top5_acc: 0.7824, loss_cls: 1.8568, loss: 1.8568, grad_norm: 1.6075 2020-10-06 08:12:43,606 - mmaction - INFO - Epoch [157][140/297] lr: 1.326e-01, eta: 16:08:04, time: 1.531, data_time: 0.005, memory: 5820, top1_acc: 0.5172, top5_acc: 0.7646, loss_cls: 1.9522, loss: 1.9522, grad_norm: 1.6795 2020-10-06 08:13:14,599 - mmaction - INFO - Epoch [157][160/297] lr: 1.326e-01, eta: 16:07:20, time: 1.548, data_time: 0.016, memory: 5820, top1_acc: 0.5352, top5_acc: 0.7820, loss_cls: 1.9023, loss: 1.9023, grad_norm: 1.6313 2020-10-06 08:13:43,608 - mmaction - INFO - Epoch [157][180/297] lr: 1.326e-01, eta: 16:06:34, time: 1.454, data_time: 0.009, memory: 5820, top1_acc: 0.5168, top5_acc: 0.7658, loss_cls: 1.9747, loss: 1.9747, grad_norm: 1.6692 2020-10-06 08:14:12,529 - mmaction - INFO - Epoch [157][200/297] lr: 1.326e-01, eta: 16:05:48, time: 1.445, data_time: 0.007, memory: 5820, top1_acc: 0.5260, top5_acc: 0.7771, loss_cls: 1.9043, loss: 1.9043, grad_norm: 1.5924 2020-10-06 08:14:43,331 - mmaction - INFO - Epoch [157][220/297] lr: 1.326e-01, eta: 16:05:03, time: 1.541, data_time: 0.008, memory: 5820, top1_acc: 0.5311, top5_acc: 0.7672, loss_cls: 1.9165, loss: 1.9165, grad_norm: 1.6296 2020-10-06 08:15:13,601 - mmaction - INFO - Epoch [157][240/297] lr: 1.326e-01, eta: 16:04:18, time: 1.514, data_time: 0.005, memory: 5820, top1_acc: 0.5375, top5_acc: 0.7676, loss_cls: 1.9391, loss: 1.9391, grad_norm: 1.6524 2020-10-06 08:15:44,241 - mmaction - INFO - Epoch [157][260/297] lr: 1.326e-01, eta: 16:03:34, time: 1.532, data_time: 0.007, memory: 5820, top1_acc: 0.5221, top5_acc: 0.7666, loss_cls: 1.9312, loss: 1.9312, grad_norm: 1.6521 2020-10-06 08:16:15,897 - mmaction - INFO - Epoch [157][280/297] lr: 1.326e-01, eta: 16:02:50, time: 1.582, data_time: 0.006, memory: 5820, top1_acc: 0.5264, top5_acc: 0.7738, loss_cls: 1.9300, loss: 1.9300, grad_norm: 1.6169 2020-10-06 08:19:49,054 - mmaction - INFO - Epoch [158][20/297] lr: 1.303e-01, eta: 16:02:51, time: 9.495, data_time: 5.436, memory: 5820, top1_acc: 0.5484, top5_acc: 0.7885, loss_cls: 1.8378, loss: 1.8378, grad_norm: 1.6462 2020-10-06 08:20:19,317 - mmaction - INFO - Epoch [158][40/297] lr: 1.303e-01, eta: 16:02:06, time: 1.514, data_time: 0.009, memory: 5820, top1_acc: 0.5424, top5_acc: 0.7846, loss_cls: 1.8446, loss: 1.8446, grad_norm: 1.5879 2020-10-06 08:20:50,645 - mmaction - INFO - Epoch [158][60/297] lr: 1.303e-01, eta: 16:01:21, time: 1.563, data_time: 0.005, memory: 5820, top1_acc: 0.5342, top5_acc: 0.7820, loss_cls: 1.8645, loss: 1.8645, grad_norm: 1.6366 2020-10-06 08:21:20,584 - mmaction - INFO - Epoch [158][80/297] lr: 1.303e-01, eta: 16:00:36, time: 1.501, data_time: 0.011, memory: 5820, top1_acc: 0.5406, top5_acc: 0.7811, loss_cls: 1.8610, loss: 1.8610, grad_norm: 1.6291 2020-10-06 08:21:51,427 - mmaction - INFO - Epoch [158][100/297] lr: 1.303e-01, eta: 15:59:52, time: 1.540, data_time: 0.007, memory: 5820, top1_acc: 0.5361, top5_acc: 0.7646, loss_cls: 1.9384, loss: 1.9384, grad_norm: 1.6335 2020-10-06 08:22:20,491 - mmaction - INFO - Epoch [158][120/297] lr: 1.303e-01, eta: 15:59:06, time: 1.452, data_time: 0.006, memory: 5820, top1_acc: 0.5346, top5_acc: 0.7781, loss_cls: 1.8798, loss: 1.8798, grad_norm: 1.6205 2020-10-06 08:22:49,367 - mmaction - INFO - Epoch [158][140/297] lr: 1.303e-01, eta: 15:58:20, time: 1.447, data_time: 0.011, memory: 5820, top1_acc: 0.5258, top5_acc: 0.7688, loss_cls: 1.9284, loss: 1.9284, grad_norm: 1.6841 2020-10-06 08:23:21,028 - mmaction - INFO - Epoch [158][160/297] lr: 1.303e-01, eta: 15:57:36, time: 1.583, data_time: 0.007, memory: 5820, top1_acc: 0.5254, top5_acc: 0.7725, loss_cls: 1.9105, loss: 1.9105, grad_norm: 1.6582 2020-10-06 08:23:48,027 - mmaction - INFO - Epoch [158][180/297] lr: 1.303e-01, eta: 15:56:49, time: 1.348, data_time: 0.004, memory: 5820, top1_acc: 0.5141, top5_acc: 0.7607, loss_cls: 1.9551, loss: 1.9551, grad_norm: 1.6605 2020-10-06 08:24:18,916 - mmaction - INFO - Epoch [158][200/297] lr: 1.303e-01, eta: 15:56:04, time: 1.547, data_time: 0.010, memory: 5820, top1_acc: 0.5326, top5_acc: 0.7775, loss_cls: 1.8995, loss: 1.8995, grad_norm: 1.6559 2020-10-06 08:24:49,307 - mmaction - INFO - Epoch [158][220/297] lr: 1.303e-01, eta: 15:55:20, time: 1.519, data_time: 0.006, memory: 5820, top1_acc: 0.5322, top5_acc: 0.7686, loss_cls: 1.9080, loss: 1.9080, grad_norm: 1.6618 2020-10-06 08:25:18,653 - mmaction - INFO - Epoch [158][240/297] lr: 1.303e-01, eta: 15:54:34, time: 1.467, data_time: 0.007, memory: 5820, top1_acc: 0.5264, top5_acc: 0.7773, loss_cls: 1.9118, loss: 1.9118, grad_norm: 1.6597 2020-10-06 08:25:49,270 - mmaction - INFO - Epoch [158][260/297] lr: 1.303e-01, eta: 15:53:49, time: 1.528, data_time: 0.007, memory: 5820, top1_acc: 0.5363, top5_acc: 0.7850, loss_cls: 1.8861, loss: 1.8861, grad_norm: 1.6631 2020-10-06 08:26:19,450 - mmaction - INFO - Epoch [158][280/297] lr: 1.303e-01, eta: 15:53:05, time: 1.510, data_time: 0.013, memory: 5820, top1_acc: 0.5180, top5_acc: 0.7676, loss_cls: 1.9609, loss: 1.9609, grad_norm: 1.6600 2020-10-06 08:30:07,733 - mmaction - INFO - Epoch [159][20/297] lr: 1.280e-01, eta: 15:53:13, time: 10.184, data_time: 5.813, memory: 5820, top1_acc: 0.5449, top5_acc: 0.7906, loss_cls: 1.8421, loss: 1.8421, grad_norm: 1.6678 2020-10-06 08:30:39,333 - mmaction - INFO - Epoch [159][40/297] lr: 1.280e-01, eta: 15:52:29, time: 1.579, data_time: 0.007, memory: 5820, top1_acc: 0.5311, top5_acc: 0.7809, loss_cls: 1.8794, loss: 1.8794, grad_norm: 1.6713 2020-10-06 08:31:08,091 - mmaction - INFO - Epoch [159][60/297] lr: 1.280e-01, eta: 15:51:43, time: 1.434, data_time: 0.004, memory: 5820, top1_acc: 0.5346, top5_acc: 0.7656, loss_cls: 1.9287, loss: 1.9287, grad_norm: 1.6678 2020-10-06 08:31:38,610 - mmaction - INFO - Epoch [159][80/297] lr: 1.280e-01, eta: 15:50:58, time: 1.528, data_time: 0.012, memory: 5820, top1_acc: 0.5146, top5_acc: 0.7715, loss_cls: 1.9335, loss: 1.9335, grad_norm: 1.6519 2020-10-06 08:32:10,106 - mmaction - INFO - Epoch [159][100/297] lr: 1.280e-01, eta: 15:50:14, time: 1.578, data_time: 0.010, memory: 5820, top1_acc: 0.5383, top5_acc: 0.7686, loss_cls: 1.8997, loss: 1.8997, grad_norm: 1.6416 2020-10-06 08:32:38,315 - mmaction - INFO - Epoch [159][120/297] lr: 1.280e-01, eta: 15:49:28, time: 1.409, data_time: 0.004, memory: 5820, top1_acc: 0.5355, top5_acc: 0.7707, loss_cls: 1.9017, loss: 1.9017, grad_norm: 1.6364 2020-10-06 08:33:08,826 - mmaction - INFO - Epoch [159][140/297] lr: 1.280e-01, eta: 15:48:43, time: 1.524, data_time: 0.010, memory: 5820, top1_acc: 0.5234, top5_acc: 0.7664, loss_cls: 1.9478, loss: 1.9478, grad_norm: 1.6828 2020-10-06 08:33:37,843 - mmaction - INFO - Epoch [159][160/297] lr: 1.280e-01, eta: 15:47:58, time: 1.454, data_time: 0.009, memory: 5820, top1_acc: 0.5268, top5_acc: 0.7672, loss_cls: 1.9233, loss: 1.9233, grad_norm: 1.6965 2020-10-06 08:34:07,490 - mmaction - INFO - Epoch [159][180/297] lr: 1.280e-01, eta: 15:47:12, time: 1.481, data_time: 0.008, memory: 5820, top1_acc: 0.5318, top5_acc: 0.7730, loss_cls: 1.8914, loss: 1.8914, grad_norm: 1.6533 2020-10-06 08:34:37,949 - mmaction - INFO - Epoch [159][200/297] lr: 1.280e-01, eta: 15:46:28, time: 1.515, data_time: 0.011, memory: 5820, top1_acc: 0.5379, top5_acc: 0.7740, loss_cls: 1.8868, loss: 1.8868, grad_norm: 1.6516 2020-10-06 08:35:07,618 - mmaction - INFO - Epoch [159][220/297] lr: 1.280e-01, eta: 15:45:43, time: 1.493, data_time: 0.015, memory: 5820, top1_acc: 0.5297, top5_acc: 0.7738, loss_cls: 1.9415, loss: 1.9415, grad_norm: 1.6676 2020-10-06 08:35:37,964 - mmaction - INFO - Epoch [159][240/297] lr: 1.280e-01, eta: 15:44:58, time: 1.511, data_time: 0.006, memory: 5820, top1_acc: 0.5232, top5_acc: 0.7664, loss_cls: 1.9657, loss: 1.9657, grad_norm: 1.6607 2020-10-06 08:36:09,037 - mmaction - INFO - Epoch [159][260/297] lr: 1.280e-01, eta: 15:44:14, time: 1.561, data_time: 0.014, memory: 5820, top1_acc: 0.5373, top5_acc: 0.7678, loss_cls: 1.9092, loss: 1.9092, grad_norm: 1.6407 2020-10-06 08:36:39,696 - mmaction - INFO - Epoch [159][280/297] lr: 1.280e-01, eta: 15:43:29, time: 1.533, data_time: 0.006, memory: 5820, top1_acc: 0.5311, top5_acc: 0.7678, loss_cls: 1.9260, loss: 1.9260, grad_norm: 1.6362 2020-10-06 08:40:14,494 - mmaction - INFO - Epoch [160][20/297] lr: 1.257e-01, eta: 15:43:27, time: 9.451, data_time: 4.821, memory: 5820, top1_acc: 0.5268, top5_acc: 0.7701, loss_cls: 1.9226, loss: 1.9226, grad_norm: 1.6456 2020-10-06 08:40:45,393 - mmaction - INFO - Epoch [160][40/297] lr: 1.257e-01, eta: 15:42:43, time: 1.545, data_time: 0.009, memory: 5820, top1_acc: 0.5498, top5_acc: 0.7873, loss_cls: 1.8198, loss: 1.8198, grad_norm: 1.6234 2020-10-06 08:41:15,220 - mmaction - INFO - Epoch [160][60/297] lr: 1.257e-01, eta: 15:41:58, time: 1.487, data_time: 0.004, memory: 5820, top1_acc: 0.5410, top5_acc: 0.7816, loss_cls: 1.8540, loss: 1.8540, grad_norm: 1.6426 2020-10-06 08:41:46,758 - mmaction - INFO - Epoch [160][80/297] lr: 1.257e-01, eta: 15:41:14, time: 1.581, data_time: 0.011, memory: 5820, top1_acc: 0.5371, top5_acc: 0.7834, loss_cls: 1.8592, loss: 1.8592, grad_norm: 1.6813 2020-10-06 08:42:14,209 - mmaction - INFO - Epoch [160][100/297] lr: 1.257e-01, eta: 15:40:27, time: 1.369, data_time: 0.003, memory: 5820, top1_acc: 0.5355, top5_acc: 0.7832, loss_cls: 1.8757, loss: 1.8757, grad_norm: 1.6734 2020-10-06 08:42:44,619 - mmaction - INFO - Epoch [160][120/297] lr: 1.257e-01, eta: 15:39:42, time: 1.523, data_time: 0.013, memory: 5820, top1_acc: 0.5381, top5_acc: 0.7803, loss_cls: 1.8702, loss: 1.8702, grad_norm: 1.6561 2020-10-06 08:43:14,776 - mmaction - INFO - Epoch [160][140/297] lr: 1.257e-01, eta: 15:38:58, time: 1.508, data_time: 0.007, memory: 5820, top1_acc: 0.5352, top5_acc: 0.7865, loss_cls: 1.8743, loss: 1.8743, grad_norm: 1.6783 2020-10-06 08:43:43,699 - mmaction - INFO - Epoch [160][160/297] lr: 1.257e-01, eta: 15:38:12, time: 1.447, data_time: 0.007, memory: 5820, top1_acc: 0.5273, top5_acc: 0.7809, loss_cls: 1.9031, loss: 1.9031, grad_norm: 1.6756 2020-10-06 08:44:12,978 - mmaction - INFO - Epoch [160][180/297] lr: 1.257e-01, eta: 15:37:27, time: 1.463, data_time: 0.007, memory: 5820, top1_acc: 0.5414, top5_acc: 0.7795, loss_cls: 1.8642, loss: 1.8642, grad_norm: 1.6697 2020-10-06 08:44:42,983 - mmaction - INFO - Epoch [160][200/297] lr: 1.257e-01, eta: 15:36:42, time: 1.499, data_time: 0.007, memory: 5820, top1_acc: 0.5279, top5_acc: 0.7719, loss_cls: 1.9229, loss: 1.9229, grad_norm: 1.6917 2020-10-06 08:45:13,154 - mmaction - INFO - Epoch [160][220/297] lr: 1.257e-01, eta: 15:35:57, time: 1.496, data_time: 0.009, memory: 5820, top1_acc: 0.5463, top5_acc: 0.7879, loss_cls: 1.8473, loss: 1.8473, grad_norm: 1.6473 2020-10-06 08:45:43,209 - mmaction - INFO - Epoch [160][240/297] lr: 1.257e-01, eta: 15:35:12, time: 1.516, data_time: 0.020, memory: 5820, top1_acc: 0.5262, top5_acc: 0.7678, loss_cls: 1.9356, loss: 1.9356, grad_norm: 1.7027 2020-10-06 08:46:12,257 - mmaction - INFO - Epoch [160][260/297] lr: 1.257e-01, eta: 15:34:27, time: 1.452, data_time: 0.005, memory: 5820, top1_acc: 0.5309, top5_acc: 0.7711, loss_cls: 1.9013, loss: 1.9013, grad_norm: 1.6481 2020-10-06 08:46:43,574 - mmaction - INFO - Epoch [160][280/297] lr: 1.257e-01, eta: 15:33:42, time: 1.557, data_time: 0.008, memory: 5820, top1_acc: 0.5223, top5_acc: 0.7658, loss_cls: 1.9463, loss: 1.9463, grad_norm: 1.7040 2020-10-06 08:47:06,616 - mmaction - INFO - Saving checkpoint at 160 epochs 2020-10-06 08:50:15,301 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-06 08:50:15,813 - mmaction - INFO - top1_acc 0.6166 top5_acc 0.8406 2020-10-06 08:50:15,813 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-06 08:50:15,868 - mmaction - INFO - mean_acc 0.6165 2020-10-06 08:50:15,871 - mmaction - INFO - Now best checkpoint is epoch_160.pth 2020-10-06 08:50:15,918 - mmaction - INFO - Epoch(val) [160][297] top1_acc: 0.6166, top5_acc: 0.8406, mean_class_accuracy: 0.6165 2020-10-06 08:53:34,827 - mmaction - INFO - Epoch [161][20/297] lr: 1.235e-01, eta: 15:33:45, time: 9.941, data_time: 5.240, memory: 5820, top1_acc: 0.5273, top5_acc: 0.7734, loss_cls: 1.9066, loss: 1.9066, grad_norm: 1.6670 2020-10-06 08:54:05,819 - mmaction - INFO - Epoch [161][40/297] lr: 1.235e-01, eta: 15:33:01, time: 1.553, data_time: 0.012, memory: 5820, top1_acc: 0.5445, top5_acc: 0.7832, loss_cls: 1.8523, loss: 1.8523, grad_norm: 1.6756 2020-10-06 08:54:33,951 - mmaction - INFO - Epoch [161][60/297] lr: 1.235e-01, eta: 15:32:15, time: 1.405, data_time: 0.003, memory: 5820, top1_acc: 0.5354, top5_acc: 0.7803, loss_cls: 1.8726, loss: 1.8726, grad_norm: 1.6464 2020-10-06 08:55:05,529 - mmaction - INFO - Epoch [161][80/297] lr: 1.235e-01, eta: 15:31:31, time: 1.580, data_time: 0.008, memory: 5820, top1_acc: 0.5324, top5_acc: 0.7725, loss_cls: 1.9005, loss: 1.9005, grad_norm: 1.6961 2020-10-06 08:55:34,894 - mmaction - INFO - Epoch [161][100/297] lr: 1.235e-01, eta: 15:30:46, time: 1.466, data_time: 0.008, memory: 5820, top1_acc: 0.5328, top5_acc: 0.7844, loss_cls: 1.8794, loss: 1.8794, grad_norm: 1.6651 2020-10-06 08:56:05,391 - mmaction - INFO - Epoch [161][120/297] lr: 1.235e-01, eta: 15:30:01, time: 1.527, data_time: 0.010, memory: 5820, top1_acc: 0.5412, top5_acc: 0.7898, loss_cls: 1.8360, loss: 1.8360, grad_norm: 1.6919 2020-10-06 08:56:36,131 - mmaction - INFO - Epoch [161][140/297] lr: 1.235e-01, eta: 15:29:17, time: 1.525, data_time: 0.009, memory: 5820, top1_acc: 0.5408, top5_acc: 0.7824, loss_cls: 1.8592, loss: 1.8592, grad_norm: 1.6818 2020-10-06 08:57:04,436 - mmaction - INFO - Epoch [161][160/297] lr: 1.235e-01, eta: 15:28:31, time: 1.426, data_time: 0.019, memory: 5820, top1_acc: 0.5412, top5_acc: 0.7789, loss_cls: 1.8898, loss: 1.8898, grad_norm: 1.6923 2020-10-06 08:57:34,445 - mmaction - INFO - Epoch [161][180/297] lr: 1.235e-01, eta: 15:27:46, time: 1.502, data_time: 0.010, memory: 5820, top1_acc: 0.5285, top5_acc: 0.7791, loss_cls: 1.9018, loss: 1.9018, grad_norm: 1.7006 2020-10-06 08:58:04,232 - mmaction - INFO - Epoch [161][200/297] lr: 1.235e-01, eta: 15:27:01, time: 1.491, data_time: 0.008, memory: 5820, top1_acc: 0.5385, top5_acc: 0.7730, loss_cls: 1.8962, loss: 1.8962, grad_norm: 1.6530 2020-10-06 08:58:33,795 - mmaction - INFO - Epoch [161][220/297] lr: 1.235e-01, eta: 15:26:16, time: 1.478, data_time: 0.003, memory: 5820, top1_acc: 0.5287, top5_acc: 0.7760, loss_cls: 1.9004, loss: 1.9004, grad_norm: 1.6663 2020-10-06 08:59:03,825 - mmaction - INFO - Epoch [161][240/297] lr: 1.235e-01, eta: 15:25:32, time: 1.498, data_time: 0.006, memory: 5820, top1_acc: 0.5299, top5_acc: 0.7744, loss_cls: 1.9129, loss: 1.9129, grad_norm: 1.6913 2020-10-06 08:59:33,503 - mmaction - INFO - Epoch [161][260/297] lr: 1.235e-01, eta: 15:24:46, time: 1.471, data_time: 0.009, memory: 5820, top1_acc: 0.5342, top5_acc: 0.7707, loss_cls: 1.9115, loss: 1.9115, grad_norm: 1.6754 2020-10-06 09:00:06,021 - mmaction - INFO - Epoch [161][280/297] lr: 1.235e-01, eta: 15:24:03, time: 1.635, data_time: 0.020, memory: 5820, top1_acc: 0.5277, top5_acc: 0.7746, loss_cls: 1.9199, loss: 1.9199, grad_norm: 1.6874 2020-10-06 09:03:09,261 - mmaction - INFO - Epoch [162][20/297] lr: 1.212e-01, eta: 15:23:37, time: 7.598, data_time: 6.243, memory: 5820, top1_acc: 0.5447, top5_acc: 0.7895, loss_cls: 1.8363, loss: 1.8363, grad_norm: 1.6759 2020-10-06 09:03:40,222 - mmaction - INFO - Epoch [162][40/297] lr: 1.212e-01, eta: 15:22:53, time: 1.548, data_time: 0.010, memory: 5820, top1_acc: 0.5352, top5_acc: 0.7740, loss_cls: 1.9033, loss: 1.9033, grad_norm: 1.6648 2020-10-06 09:04:09,549 - mmaction - INFO - Epoch [162][60/297] lr: 1.212e-01, eta: 15:22:08, time: 1.467, data_time: 0.008, memory: 5820, top1_acc: 0.5396, top5_acc: 0.7840, loss_cls: 1.8535, loss: 1.8535, grad_norm: 1.6801 2020-10-06 09:04:39,918 - mmaction - INFO - Epoch [162][80/297] lr: 1.212e-01, eta: 15:21:23, time: 1.518, data_time: 0.008, memory: 5820, top1_acc: 0.5385, top5_acc: 0.7830, loss_cls: 1.9012, loss: 1.9012, grad_norm: 1.6862 2020-10-06 09:05:10,540 - mmaction - INFO - Epoch [162][100/297] lr: 1.212e-01, eta: 15:20:39, time: 1.531, data_time: 0.007, memory: 5820, top1_acc: 0.5271, top5_acc: 0.7674, loss_cls: 1.9382, loss: 1.9382, grad_norm: 1.6878 2020-10-06 09:05:42,971 - mmaction - INFO - Epoch [162][120/297] lr: 1.212e-01, eta: 15:19:56, time: 1.619, data_time: 0.007, memory: 5820, top1_acc: 0.5307, top5_acc: 0.7703, loss_cls: 1.9021, loss: 1.9021, grad_norm: 1.6960 2020-10-06 09:06:11,686 - mmaction - INFO - Epoch [162][140/297] lr: 1.212e-01, eta: 15:19:10, time: 1.438, data_time: 0.010, memory: 5820, top1_acc: 0.5324, top5_acc: 0.7809, loss_cls: 1.8733, loss: 1.8733, grad_norm: 1.6611 2020-10-06 09:06:41,344 - mmaction - INFO - Epoch [162][160/297] lr: 1.212e-01, eta: 15:18:25, time: 1.484, data_time: 0.008, memory: 5820, top1_acc: 0.5465, top5_acc: 0.7896, loss_cls: 1.8294, loss: 1.8294, grad_norm: 1.6640 2020-10-06 09:07:11,336 - mmaction - INFO - Epoch [162][180/297] lr: 1.212e-01, eta: 15:17:41, time: 1.500, data_time: 0.007, memory: 5820, top1_acc: 0.5338, top5_acc: 0.7785, loss_cls: 1.8737, loss: 1.8737, grad_norm: 1.6964 2020-10-06 09:07:40,408 - mmaction - INFO - Epoch [162][200/297] lr: 1.212e-01, eta: 15:16:55, time: 1.453, data_time: 0.003, memory: 5820, top1_acc: 0.5373, top5_acc: 0.7816, loss_cls: 1.8769, loss: 1.8769, grad_norm: 1.6736 2020-10-06 09:08:10,134 - mmaction - INFO - Epoch [162][220/297] lr: 1.212e-01, eta: 15:16:10, time: 1.482, data_time: 0.007, memory: 5820, top1_acc: 0.5363, top5_acc: 0.7885, loss_cls: 1.8609, loss: 1.8609, grad_norm: 1.7059 2020-10-06 09:08:38,696 - mmaction - INFO - Epoch [162][240/297] lr: 1.212e-01, eta: 15:15:25, time: 1.430, data_time: 0.009, memory: 5820, top1_acc: 0.5402, top5_acc: 0.7723, loss_cls: 1.8650, loss: 1.8650, grad_norm: 1.6651 2020-10-06 09:09:09,698 - mmaction - INFO - Epoch [162][260/297] lr: 1.212e-01, eta: 15:14:41, time: 1.552, data_time: 0.010, memory: 5820, top1_acc: 0.5264, top5_acc: 0.7742, loss_cls: 1.9072, loss: 1.9072, grad_norm: 1.7093 2020-10-06 09:09:39,686 - mmaction - INFO - Epoch [162][280/297] lr: 1.212e-01, eta: 15:13:56, time: 1.500, data_time: 0.005, memory: 5820, top1_acc: 0.5420, top5_acc: 0.7770, loss_cls: 1.8705, loss: 1.8705, grad_norm: 1.6946 2020-10-06 09:13:35,209 - mmaction - INFO - Epoch [163][20/297] lr: 1.190e-01, eta: 15:14:04, time: 10.586, data_time: 4.659, memory: 5820, top1_acc: 0.5521, top5_acc: 0.7824, loss_cls: 1.8259, loss: 1.8259, grad_norm: 1.6733 2020-10-06 09:14:06,118 - mmaction - INFO - Epoch [163][40/297] lr: 1.190e-01, eta: 15:13:20, time: 1.546, data_time: 0.007, memory: 5820, top1_acc: 0.5531, top5_acc: 0.7900, loss_cls: 1.8310, loss: 1.8310, grad_norm: 1.7218 2020-10-06 09:14:35,304 - mmaction - INFO - Epoch [163][60/297] lr: 1.190e-01, eta: 15:12:35, time: 1.459, data_time: 0.005, memory: 5820, top1_acc: 0.5525, top5_acc: 0.7965, loss_cls: 1.7926, loss: 1.7926, grad_norm: 1.6926 2020-10-06 09:15:04,631 - mmaction - INFO - Epoch [163][80/297] lr: 1.190e-01, eta: 15:11:50, time: 1.466, data_time: 0.008, memory: 5820, top1_acc: 0.5494, top5_acc: 0.7873, loss_cls: 1.8215, loss: 1.8215, grad_norm: 1.6866 2020-10-06 09:15:34,862 - mmaction - INFO - Epoch [163][100/297] lr: 1.190e-01, eta: 15:11:05, time: 1.512, data_time: 0.007, memory: 5820, top1_acc: 0.5455, top5_acc: 0.7867, loss_cls: 1.8580, loss: 1.8580, grad_norm: 1.7038 2020-10-06 09:16:03,885 - mmaction - INFO - Epoch [163][120/297] lr: 1.190e-01, eta: 15:10:20, time: 1.450, data_time: 0.008, memory: 5820, top1_acc: 0.5391, top5_acc: 0.7750, loss_cls: 1.8733, loss: 1.8733, grad_norm: 1.7176 2020-10-06 09:16:34,514 - mmaction - INFO - Epoch [163][140/297] lr: 1.190e-01, eta: 15:09:36, time: 1.528, data_time: 0.007, memory: 5820, top1_acc: 0.5217, top5_acc: 0.7662, loss_cls: 1.9238, loss: 1.9238, grad_norm: 1.6988 2020-10-06 09:17:03,774 - mmaction - INFO - Epoch [163][160/297] lr: 1.190e-01, eta: 15:08:51, time: 1.467, data_time: 0.012, memory: 5820, top1_acc: 0.5369, top5_acc: 0.7850, loss_cls: 1.8619, loss: 1.8619, grad_norm: 1.6790 2020-10-06 09:17:33,865 - mmaction - INFO - Epoch [163][180/297] lr: 1.190e-01, eta: 15:08:06, time: 1.505, data_time: 0.009, memory: 5820, top1_acc: 0.5418, top5_acc: 0.7771, loss_cls: 1.8854, loss: 1.8854, grad_norm: 1.7087 2020-10-06 09:18:02,874 - mmaction - INFO - Epoch [163][200/297] lr: 1.190e-01, eta: 15:07:21, time: 1.450, data_time: 0.007, memory: 5820, top1_acc: 0.5523, top5_acc: 0.7916, loss_cls: 1.8266, loss: 1.8266, grad_norm: 1.6878 2020-10-06 09:18:32,633 - mmaction - INFO - Epoch [163][220/297] lr: 1.190e-01, eta: 15:06:36, time: 1.485, data_time: 0.008, memory: 5820, top1_acc: 0.5389, top5_acc: 0.7770, loss_cls: 1.8869, loss: 1.8869, grad_norm: 1.7093 2020-10-06 09:19:01,702 - mmaction - INFO - Epoch [163][240/297] lr: 1.190e-01, eta: 15:05:51, time: 1.458, data_time: 0.011, memory: 5820, top1_acc: 0.5365, top5_acc: 0.7840, loss_cls: 1.8564, loss: 1.8564, grad_norm: 1.7159 2020-10-06 09:19:32,258 - mmaction - INFO - Epoch [163][260/297] lr: 1.190e-01, eta: 15:05:07, time: 1.527, data_time: 0.005, memory: 5820, top1_acc: 0.5412, top5_acc: 0.7752, loss_cls: 1.8812, loss: 1.8812, grad_norm: 1.7332 2020-10-06 09:20:01,084 - mmaction - INFO - Epoch [163][280/297] lr: 1.190e-01, eta: 15:04:22, time: 1.439, data_time: 0.006, memory: 5820, top1_acc: 0.5357, top5_acc: 0.7838, loss_cls: 1.8599, loss: 1.8599, grad_norm: 1.7203 2020-10-06 09:23:39,058 - mmaction - INFO - Epoch [164][20/297] lr: 1.167e-01, eta: 15:04:15, time: 9.403, data_time: 5.029, memory: 5820, top1_acc: 0.5480, top5_acc: 0.7783, loss_cls: 1.8649, loss: 1.8649, grad_norm: 1.7003 2020-10-06 09:24:09,677 - mmaction - INFO - Epoch [164][40/297] lr: 1.167e-01, eta: 15:03:30, time: 1.533, data_time: 0.010, memory: 5820, top1_acc: 0.5404, top5_acc: 0.7861, loss_cls: 1.8413, loss: 1.8413, grad_norm: 1.7599 2020-10-06 09:24:37,330 - mmaction - INFO - Epoch [164][60/297] lr: 1.167e-01, eta: 15:02:44, time: 1.382, data_time: 0.003, memory: 5820, top1_acc: 0.5480, top5_acc: 0.7807, loss_cls: 1.8645, loss: 1.8645, grad_norm: 1.7240 2020-10-06 09:25:08,295 - mmaction - INFO - Epoch [164][80/297] lr: 1.167e-01, eta: 15:02:00, time: 1.549, data_time: 0.009, memory: 5820, top1_acc: 0.5447, top5_acc: 0.7832, loss_cls: 1.8515, loss: 1.8515, grad_norm: 1.7225 2020-10-06 09:25:37,995 - mmaction - INFO - Epoch [164][100/297] lr: 1.167e-01, eta: 15:01:16, time: 1.484, data_time: 0.005, memory: 5820, top1_acc: 0.5514, top5_acc: 0.7795, loss_cls: 1.8491, loss: 1.8491, grad_norm: 1.6933 2020-10-06 09:26:07,087 - mmaction - INFO - Epoch [164][120/297] lr: 1.167e-01, eta: 15:00:31, time: 1.452, data_time: 0.007, memory: 5820, top1_acc: 0.5363, top5_acc: 0.7828, loss_cls: 1.8740, loss: 1.8740, grad_norm: 1.7043 2020-10-06 09:26:37,907 - mmaction - INFO - Epoch [164][140/297] lr: 1.167e-01, eta: 14:59:46, time: 1.542, data_time: 0.010, memory: 5820, top1_acc: 0.5449, top5_acc: 0.7838, loss_cls: 1.8635, loss: 1.8635, grad_norm: 1.7443 2020-10-06 09:27:08,734 - mmaction - INFO - Epoch [164][160/297] lr: 1.167e-01, eta: 14:59:02, time: 1.543, data_time: 0.008, memory: 5820, top1_acc: 0.5348, top5_acc: 0.7822, loss_cls: 1.8653, loss: 1.8653, grad_norm: 1.7221 2020-10-06 09:27:38,147 - mmaction - INFO - Epoch [164][180/297] lr: 1.167e-01, eta: 14:58:18, time: 1.467, data_time: 0.005, memory: 5820, top1_acc: 0.5307, top5_acc: 0.7750, loss_cls: 1.8945, loss: 1.8945, grad_norm: 1.6909 2020-10-06 09:28:08,189 - mmaction - INFO - Epoch [164][200/297] lr: 1.167e-01, eta: 14:57:33, time: 1.506, data_time: 0.012, memory: 5820, top1_acc: 0.5396, top5_acc: 0.7783, loss_cls: 1.8861, loss: 1.8861, grad_norm: 1.6964 2020-10-06 09:28:37,655 - mmaction - INFO - Epoch [164][220/297] lr: 1.167e-01, eta: 14:56:48, time: 1.474, data_time: 0.005, memory: 5820, top1_acc: 0.5564, top5_acc: 0.7939, loss_cls: 1.8013, loss: 1.8013, grad_norm: 1.7155 2020-10-06 09:29:06,242 - mmaction - INFO - Epoch [164][240/297] lr: 1.167e-01, eta: 14:56:03, time: 1.420, data_time: 0.008, memory: 5820, top1_acc: 0.5494, top5_acc: 0.7896, loss_cls: 1.8407, loss: 1.8407, grad_norm: 1.7054 2020-10-06 09:29:36,868 - mmaction - INFO - Epoch [164][260/297] lr: 1.167e-01, eta: 14:55:19, time: 1.541, data_time: 0.017, memory: 5820, top1_acc: 0.5477, top5_acc: 0.7793, loss_cls: 1.8607, loss: 1.8607, grad_norm: 1.7242 2020-10-06 09:30:07,550 - mmaction - INFO - Epoch [164][280/297] lr: 1.167e-01, eta: 14:54:35, time: 1.533, data_time: 0.006, memory: 5820, top1_acc: 0.5285, top5_acc: 0.7797, loss_cls: 1.9031, loss: 1.9031, grad_norm: 1.7541 2020-10-06 09:33:39,528 - mmaction - INFO - Epoch [165][20/297] lr: 1.145e-01, eta: 14:54:26, time: 9.358, data_time: 5.771, memory: 5820, top1_acc: 0.5482, top5_acc: 0.7822, loss_cls: 1.8276, loss: 1.8276, grad_norm: 1.6817 2020-10-06 09:34:09,738 - mmaction - INFO - Epoch [165][40/297] lr: 1.145e-01, eta: 14:53:42, time: 1.511, data_time: 0.008, memory: 5820, top1_acc: 0.5408, top5_acc: 0.7787, loss_cls: 1.8693, loss: 1.8693, grad_norm: 1.7196 2020-10-06 09:34:38,946 - mmaction - INFO - Epoch [165][60/297] lr: 1.145e-01, eta: 14:52:57, time: 1.458, data_time: 0.005, memory: 5820, top1_acc: 0.5592, top5_acc: 0.7854, loss_cls: 1.8028, loss: 1.8028, grad_norm: 1.6981 2020-10-06 09:35:09,638 - mmaction - INFO - Epoch [165][80/297] lr: 1.145e-01, eta: 14:52:13, time: 1.537, data_time: 0.010, memory: 5820, top1_acc: 0.5371, top5_acc: 0.7760, loss_cls: 1.8860, loss: 1.8860, grad_norm: 1.7152 2020-10-06 09:35:43,220 - mmaction - INFO - Epoch [165][100/297] lr: 1.145e-01, eta: 14:51:30, time: 1.680, data_time: 0.008, memory: 5820, top1_acc: 0.5494, top5_acc: 0.7881, loss_cls: 1.8365, loss: 1.8365, grad_norm: 1.7004 2020-10-06 09:36:12,126 - mmaction - INFO - Epoch [165][120/297] lr: 1.145e-01, eta: 14:50:45, time: 1.444, data_time: 0.008, memory: 5820, top1_acc: 0.5348, top5_acc: 0.7795, loss_cls: 1.8831, loss: 1.8831, grad_norm: 1.7426 2020-10-06 09:36:42,792 - mmaction - INFO - Epoch [165][140/297] lr: 1.145e-01, eta: 14:50:01, time: 1.534, data_time: 0.008, memory: 5820, top1_acc: 0.5408, top5_acc: 0.7832, loss_cls: 1.8608, loss: 1.8608, grad_norm: 1.7196 2020-10-06 09:37:13,617 - mmaction - INFO - Epoch [165][160/297] lr: 1.145e-01, eta: 14:49:17, time: 1.541, data_time: 0.008, memory: 5820, top1_acc: 0.5531, top5_acc: 0.7873, loss_cls: 1.8112, loss: 1.8112, grad_norm: 1.7085 2020-10-06 09:37:42,051 - mmaction - INFO - Epoch [165][180/297] lr: 1.145e-01, eta: 14:48:32, time: 1.420, data_time: 0.005, memory: 5820, top1_acc: 0.5566, top5_acc: 0.7920, loss_cls: 1.8218, loss: 1.8218, grad_norm: 1.6930 2020-10-06 09:38:12,721 - mmaction - INFO - Epoch [165][200/297] lr: 1.145e-01, eta: 14:47:48, time: 1.536, data_time: 0.009, memory: 5820, top1_acc: 0.5381, top5_acc: 0.7816, loss_cls: 1.8828, loss: 1.8828, grad_norm: 1.7120 2020-10-06 09:38:42,613 - mmaction - INFO - Epoch [165][220/297] lr: 1.145e-01, eta: 14:47:03, time: 1.494, data_time: 0.006, memory: 5820, top1_acc: 0.5361, top5_acc: 0.7775, loss_cls: 1.8785, loss: 1.8785, grad_norm: 1.7344 2020-10-06 09:39:10,661 - mmaction - INFO - Epoch [165][240/297] lr: 1.145e-01, eta: 14:46:18, time: 1.401, data_time: 0.007, memory: 5820, top1_acc: 0.5336, top5_acc: 0.7793, loss_cls: 1.8929, loss: 1.8929, grad_norm: 1.7436 2020-10-06 09:39:43,220 - mmaction - INFO - Epoch [165][260/297] lr: 1.145e-01, eta: 14:45:35, time: 1.629, data_time: 0.011, memory: 5820, top1_acc: 0.5414, top5_acc: 0.7893, loss_cls: 1.8333, loss: 1.8333, grad_norm: 1.7191 2020-10-06 09:40:10,847 - mmaction - INFO - Epoch [165][280/297] lr: 1.145e-01, eta: 14:44:49, time: 1.382, data_time: 0.004, memory: 5820, top1_acc: 0.5492, top5_acc: 0.7758, loss_cls: 1.8755, loss: 1.8755, grad_norm: 1.7273 2020-10-06 09:43:49,777 - mmaction - INFO - Epoch [166][20/297] lr: 1.123e-01, eta: 14:44:42, time: 9.539, data_time: 5.504, memory: 5820, top1_acc: 0.5547, top5_acc: 0.7965, loss_cls: 1.7906, loss: 1.7906, grad_norm: 1.6792 2020-10-06 09:44:24,051 - mmaction - INFO - Epoch [166][40/297] lr: 1.123e-01, eta: 14:44:00, time: 1.715, data_time: 0.008, memory: 5820, top1_acc: 0.5510, top5_acc: 0.7863, loss_cls: 1.8100, loss: 1.8100, grad_norm: 1.7104 2020-10-06 09:44:48,999 - mmaction - INFO - Epoch [166][60/297] lr: 1.123e-01, eta: 14:43:12, time: 1.246, data_time: 0.004, memory: 5820, top1_acc: 0.5402, top5_acc: 0.7857, loss_cls: 1.8467, loss: 1.8467, grad_norm: 1.6893 2020-10-06 09:45:20,180 - mmaction - INFO - Epoch [166][80/297] lr: 1.123e-01, eta: 14:42:29, time: 1.560, data_time: 0.009, memory: 5820, top1_acc: 0.5506, top5_acc: 0.7875, loss_cls: 1.8260, loss: 1.8260, grad_norm: 1.7281 2020-10-06 09:45:49,949 - mmaction - INFO - Epoch [166][100/297] lr: 1.123e-01, eta: 14:41:44, time: 1.489, data_time: 0.008, memory: 5820, top1_acc: 0.5492, top5_acc: 0.7836, loss_cls: 1.8360, loss: 1.8360, grad_norm: 1.7302 2020-10-06 09:46:20,077 - mmaction - INFO - Epoch [166][120/297] lr: 1.123e-01, eta: 14:41:00, time: 1.494, data_time: 0.006, memory: 5820, top1_acc: 0.5529, top5_acc: 0.7859, loss_cls: 1.8382, loss: 1.8382, grad_norm: 1.7428 2020-10-06 09:46:54,976 - mmaction - INFO - Epoch [166][140/297] lr: 1.123e-01, eta: 14:40:18, time: 1.757, data_time: 0.020, memory: 5820, top1_acc: 0.5504, top5_acc: 0.7896, loss_cls: 1.8052, loss: 1.8052, grad_norm: 1.7079 2020-10-06 09:47:20,909 - mmaction - INFO - Epoch [166][160/297] lr: 1.123e-01, eta: 14:39:31, time: 1.296, data_time: 0.016, memory: 5820, top1_acc: 0.5479, top5_acc: 0.7838, loss_cls: 1.8351, loss: 1.8351, grad_norm: 1.7422 2020-10-06 09:47:51,644 - mmaction - INFO - Epoch [166][180/297] lr: 1.123e-01, eta: 14:38:47, time: 1.535, data_time: 0.008, memory: 5820, top1_acc: 0.5592, top5_acc: 0.7947, loss_cls: 1.7926, loss: 1.7926, grad_norm: 1.7267 2020-10-06 09:48:22,809 - mmaction - INFO - Epoch [166][200/297] lr: 1.123e-01, eta: 14:38:04, time: 1.560, data_time: 0.008, memory: 5820, top1_acc: 0.5490, top5_acc: 0.7865, loss_cls: 1.8320, loss: 1.8320, grad_norm: 1.7651 2020-10-06 09:48:52,256 - mmaction - INFO - Epoch [166][220/297] lr: 1.123e-01, eta: 14:37:19, time: 1.470, data_time: 0.008, memory: 5820, top1_acc: 0.5439, top5_acc: 0.7898, loss_cls: 1.8349, loss: 1.8349, grad_norm: 1.7343 2020-10-06 09:49:23,416 - mmaction - INFO - Epoch [166][240/297] lr: 1.123e-01, eta: 14:36:35, time: 1.559, data_time: 0.012, memory: 5820, top1_acc: 0.5412, top5_acc: 0.7834, loss_cls: 1.8609, loss: 1.8609, grad_norm: 1.7129 2020-10-06 09:49:54,741 - mmaction - INFO - Epoch [166][260/297] lr: 1.123e-01, eta: 14:35:52, time: 1.568, data_time: 0.009, memory: 5820, top1_acc: 0.5502, top5_acc: 0.7830, loss_cls: 1.8438, loss: 1.8438, grad_norm: 1.7638 2020-10-06 09:50:24,318 - mmaction - INFO - Epoch [166][280/297] lr: 1.123e-01, eta: 14:35:07, time: 1.479, data_time: 0.004, memory: 5820, top1_acc: 0.5469, top5_acc: 0.7803, loss_cls: 1.8658, loss: 1.8658, grad_norm: 1.7404 2020-10-06 09:54:02,564 - mmaction - INFO - Epoch [167][20/297] lr: 1.101e-01, eta: 14:34:58, time: 9.481, data_time: 5.853, memory: 5820, top1_acc: 0.5490, top5_acc: 0.7920, loss_cls: 1.8036, loss: 1.8036, grad_norm: 1.7450 2020-10-06 09:54:33,389 - mmaction - INFO - Epoch [167][40/297] lr: 1.101e-01, eta: 14:34:14, time: 1.542, data_time: 0.009, memory: 5820, top1_acc: 0.5459, top5_acc: 0.7887, loss_cls: 1.8241, loss: 1.8241, grad_norm: 1.7582 2020-10-06 09:55:02,407 - mmaction - INFO - Epoch [167][60/297] lr: 1.101e-01, eta: 14:33:29, time: 1.450, data_time: 0.007, memory: 5820, top1_acc: 0.5445, top5_acc: 0.7799, loss_cls: 1.8476, loss: 1.8476, grad_norm: 1.7192 2020-10-06 09:55:32,311 - mmaction - INFO - Epoch [167][80/297] lr: 1.101e-01, eta: 14:32:45, time: 1.496, data_time: 0.008, memory: 5820, top1_acc: 0.5477, top5_acc: 0.7824, loss_cls: 1.8406, loss: 1.8406, grad_norm: 1.7204 2020-10-06 09:56:03,736 - mmaction - INFO - Epoch [167][100/297] lr: 1.101e-01, eta: 14:32:01, time: 1.572, data_time: 0.007, memory: 5820, top1_acc: 0.5480, top5_acc: 0.7947, loss_cls: 1.8006, loss: 1.8006, grad_norm: 1.7203 2020-10-06 09:56:32,164 - mmaction - INFO - Epoch [167][120/297] lr: 1.101e-01, eta: 14:31:16, time: 1.418, data_time: 0.004, memory: 5820, top1_acc: 0.5480, top5_acc: 0.7920, loss_cls: 1.8089, loss: 1.8089, grad_norm: 1.7707 2020-10-06 09:57:03,126 - mmaction - INFO - Epoch [167][140/297] lr: 1.101e-01, eta: 14:30:32, time: 1.548, data_time: 0.010, memory: 5820, top1_acc: 0.5371, top5_acc: 0.7727, loss_cls: 1.8915, loss: 1.8915, grad_norm: 1.7958 2020-10-06 09:57:32,866 - mmaction - INFO - Epoch [167][160/297] lr: 1.101e-01, eta: 14:29:48, time: 1.489, data_time: 0.010, memory: 5820, top1_acc: 0.5365, top5_acc: 0.7834, loss_cls: 1.8463, loss: 1.8463, grad_norm: 1.7375 2020-10-06 09:58:02,186 - mmaction - INFO - Epoch [167][180/297] lr: 1.101e-01, eta: 14:29:03, time: 1.466, data_time: 0.009, memory: 5820, top1_acc: 0.5389, top5_acc: 0.7893, loss_cls: 1.8456, loss: 1.8456, grad_norm: 1.7643 2020-10-06 09:58:32,547 - mmaction - INFO - Epoch [167][200/297] lr: 1.101e-01, eta: 14:28:19, time: 1.519, data_time: 0.009, memory: 5820, top1_acc: 0.5496, top5_acc: 0.7916, loss_cls: 1.8188, loss: 1.8188, grad_norm: 1.7526 2020-10-06 09:59:02,490 - mmaction - INFO - Epoch [167][220/297] lr: 1.101e-01, eta: 14:27:35, time: 1.466, data_time: 0.006, memory: 5820, top1_acc: 0.5387, top5_acc: 0.7807, loss_cls: 1.8623, loss: 1.8623, grad_norm: 1.7627 2020-10-06 09:59:32,937 - mmaction - INFO - Epoch [167][240/297] lr: 1.101e-01, eta: 14:26:51, time: 1.551, data_time: 0.039, memory: 5820, top1_acc: 0.5418, top5_acc: 0.7713, loss_cls: 1.8759, loss: 1.8759, grad_norm: 1.7436 2020-10-06 10:00:07,887 - mmaction - INFO - Epoch [167][260/297] lr: 1.101e-01, eta: 14:26:09, time: 1.745, data_time: 0.011, memory: 5820, top1_acc: 0.5521, top5_acc: 0.7883, loss_cls: 1.8287, loss: 1.8287, grad_norm: 1.7245 2020-10-06 10:00:37,916 - mmaction - INFO - Epoch [167][280/297] lr: 1.101e-01, eta: 14:25:25, time: 1.502, data_time: 0.078, memory: 5820, top1_acc: 0.5531, top5_acc: 0.7895, loss_cls: 1.8179, loss: 1.8179, grad_norm: 1.7254 2020-10-06 10:03:43,481 - mmaction - INFO - Epoch [168][20/297] lr: 1.079e-01, eta: 14:24:55, time: 7.599, data_time: 6.209, memory: 5820, top1_acc: 0.5609, top5_acc: 0.7977, loss_cls: 1.7610, loss: 1.7610, grad_norm: 1.7064 2020-10-06 10:04:13,046 - mmaction - INFO - Epoch [168][40/297] lr: 1.079e-01, eta: 14:24:10, time: 1.480, data_time: 0.009, memory: 5820, top1_acc: 0.5605, top5_acc: 0.7893, loss_cls: 1.8094, loss: 1.8094, grad_norm: 1.7144 2020-10-06 10:04:42,666 - mmaction - INFO - Epoch [168][60/297] lr: 1.079e-01, eta: 14:23:26, time: 1.480, data_time: 0.008, memory: 5820, top1_acc: 0.5418, top5_acc: 0.7807, loss_cls: 1.8586, loss: 1.8586, grad_norm: 1.7811 2020-10-06 10:05:14,844 - mmaction - INFO - Epoch [168][80/297] lr: 1.079e-01, eta: 14:22:43, time: 1.606, data_time: 0.008, memory: 5820, top1_acc: 0.5512, top5_acc: 0.7883, loss_cls: 1.8265, loss: 1.8265, grad_norm: 1.7666 2020-10-06 10:05:45,612 - mmaction - INFO - Epoch [168][100/297] lr: 1.079e-01, eta: 14:21:59, time: 1.541, data_time: 0.006, memory: 5820, top1_acc: 0.5531, top5_acc: 0.7873, loss_cls: 1.7958, loss: 1.7958, grad_norm: 1.7213 2020-10-06 10:06:14,872 - mmaction - INFO - Epoch [168][120/297] lr: 1.079e-01, eta: 14:21:15, time: 1.463, data_time: 0.008, memory: 5820, top1_acc: 0.5529, top5_acc: 0.7922, loss_cls: 1.8331, loss: 1.8331, grad_norm: 1.7719 2020-10-06 10:06:46,621 - mmaction - INFO - Epoch [168][140/297] lr: 1.079e-01, eta: 14:20:31, time: 1.587, data_time: 0.008, memory: 5820, top1_acc: 0.5408, top5_acc: 0.7932, loss_cls: 1.8297, loss: 1.8297, grad_norm: 1.7762 2020-10-06 10:07:16,303 - mmaction - INFO - Epoch [168][160/297] lr: 1.079e-01, eta: 14:19:47, time: 1.485, data_time: 0.006, memory: 5820, top1_acc: 0.5563, top5_acc: 0.7848, loss_cls: 1.7941, loss: 1.7941, grad_norm: 1.7732 2020-10-06 10:07:45,407 - mmaction - INFO - Epoch [168][180/297] lr: 1.079e-01, eta: 14:19:02, time: 1.455, data_time: 0.007, memory: 5820, top1_acc: 0.5508, top5_acc: 0.7926, loss_cls: 1.8207, loss: 1.8207, grad_norm: 1.7801 2020-10-06 10:08:14,647 - mmaction - INFO - Epoch [168][200/297] lr: 1.079e-01, eta: 14:18:18, time: 1.461, data_time: 0.007, memory: 5820, top1_acc: 0.5695, top5_acc: 0.7984, loss_cls: 1.7599, loss: 1.7599, grad_norm: 1.7507 2020-10-06 10:08:46,073 - mmaction - INFO - Epoch [168][220/297] lr: 1.079e-01, eta: 14:17:34, time: 1.567, data_time: 0.009, memory: 5820, top1_acc: 0.5531, top5_acc: 0.7934, loss_cls: 1.8246, loss: 1.8246, grad_norm: 1.7920 2020-10-06 10:09:14,457 - mmaction - INFO - Epoch [168][240/297] lr: 1.079e-01, eta: 14:16:49, time: 1.423, data_time: 0.011, memory: 5820, top1_acc: 0.5408, top5_acc: 0.7840, loss_cls: 1.8481, loss: 1.8481, grad_norm: 1.7599 2020-10-06 10:09:44,417 - mmaction - INFO - Epoch [168][260/297] lr: 1.079e-01, eta: 14:16:05, time: 1.496, data_time: 0.010, memory: 5820, top1_acc: 0.5549, top5_acc: 0.7945, loss_cls: 1.7876, loss: 1.7876, grad_norm: 1.7312 2020-10-06 10:10:14,267 - mmaction - INFO - Epoch [168][280/297] lr: 1.079e-01, eta: 14:15:21, time: 1.495, data_time: 0.010, memory: 5820, top1_acc: 0.5475, top5_acc: 0.7836, loss_cls: 1.8395, loss: 1.8395, grad_norm: 1.7927 2020-10-06 10:10:40,166 - mmaction - INFO - Saving checkpoint at 168 epochs 2020-10-06 10:13:49,239 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-06 10:13:49,427 - mmaction - INFO - top1_acc 0.6308 top5_acc 0.8543 2020-10-06 10:13:49,427 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-06 10:13:49,466 - mmaction - INFO - mean_acc 0.6308 2020-10-06 10:13:49,466 - mmaction - INFO - Now best checkpoint is epoch_168.pth 2020-10-06 10:13:49,493 - mmaction - INFO - Epoch(val) [168][297] top1_acc: 0.6308, top5_acc: 0.8543, mean_class_accuracy: 0.6308 2020-10-06 10:16:43,976 - mmaction - INFO - Epoch [169][20/297] lr: 1.057e-01, eta: 14:15:02, time: 8.722, data_time: 5.433, memory: 5820, top1_acc: 0.5549, top5_acc: 0.7895, loss_cls: 1.8010, loss: 1.8010, grad_norm: 1.7330 2020-10-06 10:17:14,011 - mmaction - INFO - Epoch [169][40/297] lr: 1.057e-01, eta: 14:14:18, time: 1.501, data_time: 0.009, memory: 5820, top1_acc: 0.5568, top5_acc: 0.7877, loss_cls: 1.8097, loss: 1.8097, grad_norm: 1.7429 2020-10-06 10:17:42,209 - mmaction - INFO - Epoch [169][60/297] lr: 1.057e-01, eta: 14:13:33, time: 1.408, data_time: 0.007, memory: 5820, top1_acc: 0.5637, top5_acc: 0.7924, loss_cls: 1.7734, loss: 1.7734, grad_norm: 1.7532 2020-10-06 10:18:12,679 - mmaction - INFO - Epoch [169][80/297] lr: 1.057e-01, eta: 14:12:49, time: 1.526, data_time: 0.011, memory: 5820, top1_acc: 0.5602, top5_acc: 0.7943, loss_cls: 1.8192, loss: 1.8192, grad_norm: 1.7314 2020-10-06 10:18:43,539 - mmaction - INFO - Epoch [169][100/297] lr: 1.057e-01, eta: 14:12:05, time: 1.540, data_time: 0.008, memory: 5820, top1_acc: 0.5457, top5_acc: 0.7906, loss_cls: 1.8271, loss: 1.8271, grad_norm: 1.8147 2020-10-06 10:19:11,166 - mmaction - INFO - Epoch [169][120/297] lr: 1.057e-01, eta: 14:11:20, time: 1.381, data_time: 0.007, memory: 5820, top1_acc: 0.5578, top5_acc: 0.7986, loss_cls: 1.7788, loss: 1.7788, grad_norm: 1.7462 2020-10-06 10:19:41,741 - mmaction - INFO - Epoch [169][140/297] lr: 1.057e-01, eta: 14:10:36, time: 1.533, data_time: 0.011, memory: 5820, top1_acc: 0.5518, top5_acc: 0.7949, loss_cls: 1.8179, loss: 1.8179, grad_norm: 1.7752 2020-10-06 10:20:12,943 - mmaction - INFO - Epoch [169][160/297] lr: 1.057e-01, eta: 14:09:52, time: 1.559, data_time: 0.006, memory: 5820, top1_acc: 0.5500, top5_acc: 0.7887, loss_cls: 1.8230, loss: 1.8230, grad_norm: 1.7875 2020-10-06 10:20:42,096 - mmaction - INFO - Epoch [169][180/297] lr: 1.057e-01, eta: 14:09:08, time: 1.445, data_time: 0.007, memory: 5820, top1_acc: 0.5441, top5_acc: 0.7840, loss_cls: 1.8544, loss: 1.8544, grad_norm: 1.7708 2020-10-06 10:21:11,867 - mmaction - INFO - Epoch [169][200/297] lr: 1.057e-01, eta: 14:08:24, time: 1.501, data_time: 0.020, memory: 5820, top1_acc: 0.5529, top5_acc: 0.7789, loss_cls: 1.8415, loss: 1.8415, grad_norm: 1.7544 2020-10-06 10:21:42,474 - mmaction - INFO - Epoch [169][220/297] lr: 1.057e-01, eta: 14:07:40, time: 1.530, data_time: 0.006, memory: 5820, top1_acc: 0.5672, top5_acc: 0.8006, loss_cls: 1.7509, loss: 1.7509, grad_norm: 1.7505 2020-10-06 10:22:11,154 - mmaction - INFO - Epoch [169][240/297] lr: 1.057e-01, eta: 14:06:55, time: 1.432, data_time: 0.008, memory: 5820, top1_acc: 0.5500, top5_acc: 0.7893, loss_cls: 1.8383, loss: 1.8383, grad_norm: 1.8157 2020-10-06 10:22:42,142 - mmaction - INFO - Epoch [169][260/297] lr: 1.057e-01, eta: 14:06:12, time: 1.552, data_time: 0.010, memory: 5820, top1_acc: 0.5514, top5_acc: 0.7879, loss_cls: 1.7950, loss: 1.7950, grad_norm: 1.7907 2020-10-06 10:23:12,679 - mmaction - INFO - Epoch [169][280/297] lr: 1.057e-01, eta: 14:05:28, time: 1.527, data_time: 0.007, memory: 5820, top1_acc: 0.5484, top5_acc: 0.7990, loss_cls: 1.8021, loss: 1.8021, grad_norm: 1.8317 2020-10-06 10:27:06,693 - mmaction - INFO - Epoch [170][20/297] lr: 1.036e-01, eta: 14:05:25, time: 10.351, data_time: 6.051, memory: 5820, top1_acc: 0.5576, top5_acc: 0.7846, loss_cls: 1.8233, loss: 1.8233, grad_norm: 1.7772 2020-10-06 10:27:37,533 - mmaction - INFO - Epoch [170][40/297] lr: 1.036e-01, eta: 14:04:41, time: 1.540, data_time: 0.010, memory: 5820, top1_acc: 0.5602, top5_acc: 0.7889, loss_cls: 1.7929, loss: 1.7929, grad_norm: 1.7836 2020-10-06 10:28:05,972 - mmaction - INFO - Epoch [170][60/297] lr: 1.036e-01, eta: 14:03:56, time: 1.424, data_time: 0.007, memory: 5820, top1_acc: 0.5602, top5_acc: 0.7969, loss_cls: 1.7766, loss: 1.7766, grad_norm: 1.7756 2020-10-06 10:28:37,439 - mmaction - INFO - Epoch [170][80/297] lr: 1.036e-01, eta: 14:03:13, time: 1.574, data_time: 0.010, memory: 5820, top1_acc: 0.5580, top5_acc: 0.7932, loss_cls: 1.7920, loss: 1.7920, grad_norm: 1.7720 2020-10-06 10:29:08,997 - mmaction - INFO - Epoch [170][100/297] lr: 1.036e-01, eta: 14:02:30, time: 1.577, data_time: 0.008, memory: 5820, top1_acc: 0.5500, top5_acc: 0.7910, loss_cls: 1.7936, loss: 1.7936, grad_norm: 1.7779 2020-10-06 10:29:36,565 - mmaction - INFO - Epoch [170][120/297] lr: 1.036e-01, eta: 14:01:44, time: 1.375, data_time: 0.005, memory: 5820, top1_acc: 0.5533, top5_acc: 0.7947, loss_cls: 1.8057, loss: 1.8057, grad_norm: 1.7603 2020-10-06 10:30:06,791 - mmaction - INFO - Epoch [170][140/297] lr: 1.036e-01, eta: 14:01:01, time: 1.515, data_time: 0.012, memory: 5820, top1_acc: 0.5570, top5_acc: 0.7871, loss_cls: 1.8097, loss: 1.8097, grad_norm: 1.7698 2020-10-06 10:30:38,063 - mmaction - INFO - Epoch [170][160/297] lr: 1.036e-01, eta: 14:00:17, time: 1.564, data_time: 0.007, memory: 5820, top1_acc: 0.5461, top5_acc: 0.7867, loss_cls: 1.8189, loss: 1.8189, grad_norm: 1.7264 2020-10-06 10:31:07,166 - mmaction - INFO - Epoch [170][180/297] lr: 1.036e-01, eta: 13:59:33, time: 1.455, data_time: 0.009, memory: 5820, top1_acc: 0.5588, top5_acc: 0.7891, loss_cls: 1.7936, loss: 1.7936, grad_norm: 1.7521 2020-10-06 10:31:37,791 - mmaction - INFO - Epoch [170][200/297] lr: 1.036e-01, eta: 13:58:49, time: 1.532, data_time: 0.007, memory: 5820, top1_acc: 0.5629, top5_acc: 0.7961, loss_cls: 1.7634, loss: 1.7634, grad_norm: 1.7316 2020-10-06 10:32:06,927 - mmaction - INFO - Epoch [170][220/297] lr: 1.036e-01, eta: 13:58:05, time: 1.457, data_time: 0.007, memory: 5820, top1_acc: 0.5639, top5_acc: 0.7920, loss_cls: 1.7861, loss: 1.7861, grad_norm: 1.7946 2020-10-06 10:32:36,859 - mmaction - INFO - Epoch [170][240/297] lr: 1.036e-01, eta: 13:57:21, time: 1.494, data_time: 0.006, memory: 5820, top1_acc: 0.5588, top5_acc: 0.7822, loss_cls: 1.8222, loss: 1.8222, grad_norm: 1.7728 2020-10-06 10:33:08,081 - mmaction - INFO - Epoch [170][260/297] lr: 1.036e-01, eta: 13:56:37, time: 1.563, data_time: 0.010, memory: 5820, top1_acc: 0.5650, top5_acc: 0.7912, loss_cls: 1.7987, loss: 1.7987, grad_norm: 1.8031 2020-10-06 10:33:38,646 - mmaction - INFO - Epoch [170][280/297] lr: 1.036e-01, eta: 13:55:54, time: 1.528, data_time: 0.009, memory: 5820, top1_acc: 0.5564, top5_acc: 0.7871, loss_cls: 1.8094, loss: 1.8094, grad_norm: 1.7888 2020-10-06 10:37:13,666 - mmaction - INFO - Epoch [171][20/297] lr: 1.014e-01, eta: 13:55:41, time: 9.576, data_time: 5.456, memory: 5820, top1_acc: 0.5576, top5_acc: 0.7977, loss_cls: 1.7594, loss: 1.7594, grad_norm: 1.7896 2020-10-06 10:37:44,012 - mmaction - INFO - Epoch [171][40/297] lr: 1.014e-01, eta: 13:54:57, time: 1.518, data_time: 0.008, memory: 5820, top1_acc: 0.5523, top5_acc: 0.7896, loss_cls: 1.8246, loss: 1.8246, grad_norm: 1.8113 2020-10-06 10:38:12,604 - mmaction - INFO - Epoch [171][60/297] lr: 1.014e-01, eta: 13:54:13, time: 1.429, data_time: 0.004, memory: 5820, top1_acc: 0.5639, top5_acc: 0.7881, loss_cls: 1.7790, loss: 1.7790, grad_norm: 1.7957 2020-10-06 10:38:43,913 - mmaction - INFO - Epoch [171][80/297] lr: 1.014e-01, eta: 13:53:29, time: 1.566, data_time: 0.009, memory: 5820, top1_acc: 0.5713, top5_acc: 0.7932, loss_cls: 1.7724, loss: 1.7724, grad_norm: 1.7747 2020-10-06 10:39:15,989 - mmaction - INFO - Epoch [171][100/297] lr: 1.014e-01, eta: 13:52:46, time: 1.602, data_time: 0.008, memory: 5820, top1_acc: 0.5623, top5_acc: 0.7957, loss_cls: 1.7607, loss: 1.7607, grad_norm: 1.8069 2020-10-06 10:39:43,982 - mmaction - INFO - Epoch [171][120/297] lr: 1.014e-01, eta: 13:52:02, time: 1.401, data_time: 0.005, memory: 5820, top1_acc: 0.5537, top5_acc: 0.7852, loss_cls: 1.8168, loss: 1.8168, grad_norm: 1.7841 2020-10-06 10:40:15,510 - mmaction - INFO - Epoch [171][140/297] lr: 1.014e-01, eta: 13:51:18, time: 1.569, data_time: 0.009, memory: 5820, top1_acc: 0.5486, top5_acc: 0.7811, loss_cls: 1.8507, loss: 1.8507, grad_norm: 1.8300 2020-10-06 10:40:44,710 - mmaction - INFO - Epoch [171][160/297] lr: 1.014e-01, eta: 13:50:34, time: 1.467, data_time: 0.015, memory: 5820, top1_acc: 0.5570, top5_acc: 0.7906, loss_cls: 1.7951, loss: 1.7951, grad_norm: 1.7435 2020-10-06 10:41:14,063 - mmaction - INFO - Epoch [171][180/297] lr: 1.014e-01, eta: 13:49:50, time: 1.466, data_time: 0.007, memory: 5820, top1_acc: 0.5490, top5_acc: 0.7918, loss_cls: 1.8065, loss: 1.8065, grad_norm: 1.7649 2020-10-06 10:41:43,499 - mmaction - INFO - Epoch [171][200/297] lr: 1.014e-01, eta: 13:49:06, time: 1.474, data_time: 0.010, memory: 5820, top1_acc: 0.5590, top5_acc: 0.7900, loss_cls: 1.7970, loss: 1.7970, grad_norm: 1.8179 2020-10-06 10:42:13,701 - mmaction - INFO - Epoch [171][220/297] lr: 1.014e-01, eta: 13:48:22, time: 1.511, data_time: 0.005, memory: 5820, top1_acc: 0.5680, top5_acc: 0.8016, loss_cls: 1.7519, loss: 1.7519, grad_norm: 1.7869 2020-10-06 10:42:43,043 - mmaction - INFO - Epoch [171][240/297] lr: 1.014e-01, eta: 13:47:38, time: 1.467, data_time: 0.007, memory: 5820, top1_acc: 0.5658, top5_acc: 0.7865, loss_cls: 1.7754, loss: 1.7754, grad_norm: 1.7817 2020-10-06 10:43:14,101 - mmaction - INFO - Epoch [171][260/297] lr: 1.014e-01, eta: 13:46:54, time: 1.551, data_time: 0.007, memory: 5820, top1_acc: 0.5580, top5_acc: 0.8018, loss_cls: 1.7900, loss: 1.7900, grad_norm: 1.8054 2020-10-06 10:43:42,689 - mmaction - INFO - Epoch [171][280/297] lr: 1.014e-01, eta: 13:46:10, time: 1.430, data_time: 0.008, memory: 5820, top1_acc: 0.5537, top5_acc: 0.7846, loss_cls: 1.8340, loss: 1.8340, grad_norm: 1.8241 2020-10-06 10:47:35,650 - mmaction - INFO - Epoch [172][20/297] lr: 9.929e-02, eta: 13:46:04, time: 10.399, data_time: 4.701, memory: 5820, top1_acc: 0.5594, top5_acc: 0.7920, loss_cls: 1.7888, loss: 1.7888, grad_norm: 1.7615 2020-10-06 10:48:06,297 - mmaction - INFO - Epoch [172][40/297] lr: 9.929e-02, eta: 13:45:21, time: 1.531, data_time: 0.008, memory: 5820, top1_acc: 0.5656, top5_acc: 0.8010, loss_cls: 1.7451, loss: 1.7451, grad_norm: 1.7789 2020-10-06 10:48:35,687 - mmaction - INFO - Epoch [172][60/297] lr: 9.929e-02, eta: 13:44:37, time: 1.469, data_time: 0.004, memory: 5820, top1_acc: 0.5645, top5_acc: 0.8039, loss_cls: 1.7373, loss: 1.7373, grad_norm: 1.7808 2020-10-06 10:49:05,412 - mmaction - INFO - Epoch [172][80/297] lr: 9.929e-02, eta: 13:43:53, time: 1.486, data_time: 0.009, memory: 5820, top1_acc: 0.5561, top5_acc: 0.7934, loss_cls: 1.7952, loss: 1.7952, grad_norm: 1.7938 2020-10-06 10:49:35,324 - mmaction - INFO - Epoch [172][100/297] lr: 9.929e-02, eta: 13:43:09, time: 1.498, data_time: 0.008, memory: 5820, top1_acc: 0.5682, top5_acc: 0.8084, loss_cls: 1.7291, loss: 1.7291, grad_norm: 1.7837 2020-10-06 10:50:03,963 - mmaction - INFO - Epoch [172][120/297] lr: 9.929e-02, eta: 13:42:24, time: 1.430, data_time: 0.006, memory: 5820, top1_acc: 0.5516, top5_acc: 0.7934, loss_cls: 1.7864, loss: 1.7864, grad_norm: 1.8217 2020-10-06 10:50:37,349 - mmaction - INFO - Epoch [172][140/297] lr: 9.929e-02, eta: 13:41:42, time: 1.668, data_time: 0.009, memory: 5820, top1_acc: 0.5643, top5_acc: 0.8006, loss_cls: 1.7474, loss: 1.7474, grad_norm: 1.8165 2020-10-06 10:51:07,762 - mmaction - INFO - Epoch [172][160/297] lr: 9.929e-02, eta: 13:40:58, time: 1.523, data_time: 0.009, memory: 5820, top1_acc: 0.5611, top5_acc: 0.7930, loss_cls: 1.7954, loss: 1.7954, grad_norm: 1.8649 2020-10-06 10:51:35,786 - mmaction - INFO - Epoch [172][180/297] lr: 9.929e-02, eta: 13:40:13, time: 1.401, data_time: 0.007, memory: 5820, top1_acc: 0.5539, top5_acc: 0.7922, loss_cls: 1.8063, loss: 1.8063, grad_norm: 1.8293 2020-10-06 10:52:07,914 - mmaction - INFO - Epoch [172][200/297] lr: 9.929e-02, eta: 13:39:31, time: 1.601, data_time: 0.008, memory: 5820, top1_acc: 0.5533, top5_acc: 0.7887, loss_cls: 1.8014, loss: 1.8014, grad_norm: 1.8037 2020-10-06 10:52:36,453 - mmaction - INFO - Epoch [172][220/297] lr: 9.929e-02, eta: 13:38:46, time: 1.428, data_time: 0.010, memory: 5820, top1_acc: 0.5486, top5_acc: 0.7824, loss_cls: 1.8571, loss: 1.8571, grad_norm: 1.8242 2020-10-06 10:53:05,981 - mmaction - INFO - Epoch [172][240/297] lr: 9.929e-02, eta: 13:38:02, time: 1.478, data_time: 0.012, memory: 5820, top1_acc: 0.5648, top5_acc: 0.8002, loss_cls: 1.7610, loss: 1.7610, grad_norm: 1.7865 2020-10-06 10:53:37,207 - mmaction - INFO - Epoch [172][260/297] lr: 9.929e-02, eta: 13:37:19, time: 1.564, data_time: 0.011, memory: 5820, top1_acc: 0.5555, top5_acc: 0.7953, loss_cls: 1.7747, loss: 1.7747, grad_norm: 1.8011 2020-10-06 10:54:08,379 - mmaction - INFO - Epoch [172][280/297] lr: 9.929e-02, eta: 13:36:36, time: 1.558, data_time: 0.007, memory: 5820, top1_acc: 0.5506, top5_acc: 0.7871, loss_cls: 1.8150, loss: 1.8150, grad_norm: 1.8264 2020-10-06 10:57:48,856 - mmaction - INFO - Epoch [173][20/297] lr: 9.718e-02, eta: 13:36:24, time: 9.822, data_time: 6.234, memory: 5820, top1_acc: 0.5578, top5_acc: 0.7885, loss_cls: 1.7950, loss: 1.7950, grad_norm: 1.7651 2020-10-06 10:58:20,341 - mmaction - INFO - Epoch [173][40/297] lr: 9.718e-02, eta: 13:35:40, time: 1.573, data_time: 0.008, memory: 5820, top1_acc: 0.5766, top5_acc: 0.8039, loss_cls: 1.7147, loss: 1.7147, grad_norm: 1.7601 2020-10-06 10:58:48,512 - mmaction - INFO - Epoch [173][60/297] lr: 9.718e-02, eta: 13:34:56, time: 1.408, data_time: 0.006, memory: 5820, top1_acc: 0.5674, top5_acc: 0.8012, loss_cls: 1.7246, loss: 1.7246, grad_norm: 1.8109 2020-10-06 10:59:20,104 - mmaction - INFO - Epoch [173][80/297] lr: 9.718e-02, eta: 13:34:13, time: 1.580, data_time: 0.009, memory: 5820, top1_acc: 0.5514, top5_acc: 0.7990, loss_cls: 1.7709, loss: 1.7709, grad_norm: 1.8471 2020-10-06 10:59:50,555 - mmaction - INFO - Epoch [173][100/297] lr: 9.718e-02, eta: 13:33:29, time: 1.522, data_time: 0.006, memory: 5820, top1_acc: 0.5748, top5_acc: 0.7926, loss_cls: 1.7693, loss: 1.7693, grad_norm: 1.8360 2020-10-06 11:00:24,370 - mmaction - INFO - Epoch [173][120/297] lr: 9.718e-02, eta: 13:32:47, time: 1.686, data_time: 0.020, memory: 5820, top1_acc: 0.5670, top5_acc: 0.7963, loss_cls: 1.7569, loss: 1.7569, grad_norm: 1.8216 2020-10-06 11:00:55,208 - mmaction - INFO - Epoch [173][140/297] lr: 9.718e-02, eta: 13:32:04, time: 1.547, data_time: 0.026, memory: 5820, top1_acc: 0.5580, top5_acc: 0.7898, loss_cls: 1.8004, loss: 1.8004, grad_norm: 1.8432 2020-10-06 11:01:23,723 - mmaction - INFO - Epoch [173][160/297] lr: 9.718e-02, eta: 13:31:19, time: 1.424, data_time: 0.006, memory: 5820, top1_acc: 0.5670, top5_acc: 0.7963, loss_cls: 1.7491, loss: 1.7491, grad_norm: 1.8065 2020-10-06 11:01:54,613 - mmaction - INFO - Epoch [173][180/297] lr: 9.718e-02, eta: 13:30:36, time: 1.537, data_time: 0.009, memory: 5820, top1_acc: 0.5582, top5_acc: 0.7926, loss_cls: 1.7864, loss: 1.7864, grad_norm: 1.8621 2020-10-06 11:02:25,747 - mmaction - INFO - Epoch [173][200/297] lr: 9.718e-02, eta: 13:29:53, time: 1.565, data_time: 0.015, memory: 5820, top1_acc: 0.5559, top5_acc: 0.7941, loss_cls: 1.7826, loss: 1.7826, grad_norm: 1.8314 2020-10-06 11:02:53,449 - mmaction - INFO - Epoch [173][220/297] lr: 9.718e-02, eta: 13:29:08, time: 1.377, data_time: 0.003, memory: 5820, top1_acc: 0.5521, top5_acc: 0.7873, loss_cls: 1.7970, loss: 1.7970, grad_norm: 1.8361 2020-10-06 11:03:22,580 - mmaction - INFO - Epoch [173][240/297] lr: 9.718e-02, eta: 13:28:24, time: 1.465, data_time: 0.017, memory: 5820, top1_acc: 0.5666, top5_acc: 0.8031, loss_cls: 1.7519, loss: 1.7519, grad_norm: 1.8385 2020-10-06 11:03:52,933 - mmaction - INFO - Epoch [173][260/297] lr: 9.718e-02, eta: 13:27:40, time: 1.508, data_time: 0.008, memory: 5820, top1_acc: 0.5518, top5_acc: 0.7955, loss_cls: 1.7926, loss: 1.7926, grad_norm: 1.8479 2020-10-06 11:04:24,437 - mmaction - INFO - Epoch [173][280/297] lr: 9.718e-02, eta: 13:26:57, time: 1.585, data_time: 0.017, memory: 5820, top1_acc: 0.5598, top5_acc: 0.7926, loss_cls: 1.8017, loss: 1.8017, grad_norm: 1.8178 2020-10-06 11:08:04,442 - mmaction - INFO - Epoch [174][20/297] lr: 9.508e-02, eta: 13:26:42, time: 9.634, data_time: 5.456, memory: 5820, top1_acc: 0.5682, top5_acc: 0.8084, loss_cls: 1.7155, loss: 1.7155, grad_norm: 1.8187 2020-10-06 11:08:35,806 - mmaction - INFO - Epoch [174][40/297] lr: 9.508e-02, eta: 13:25:59, time: 1.566, data_time: 0.007, memory: 5820, top1_acc: 0.5805, top5_acc: 0.8057, loss_cls: 1.7169, loss: 1.7169, grad_norm: 1.8120 2020-10-06 11:09:04,930 - mmaction - INFO - Epoch [174][60/297] lr: 9.508e-02, eta: 13:25:15, time: 1.442, data_time: 0.007, memory: 5820, top1_acc: 0.5631, top5_acc: 0.8018, loss_cls: 1.7551, loss: 1.7551, grad_norm: 1.8342 2020-10-06 11:09:34,889 - mmaction - INFO - Epoch [174][80/297] lr: 9.508e-02, eta: 13:24:31, time: 1.514, data_time: 0.024, memory: 5820, top1_acc: 0.5713, top5_acc: 0.7990, loss_cls: 1.7561, loss: 1.7561, grad_norm: 1.8332 2020-10-06 11:10:05,064 - mmaction - INFO - Epoch [174][100/297] lr: 9.508e-02, eta: 13:23:47, time: 1.508, data_time: 0.005, memory: 5820, top1_acc: 0.5617, top5_acc: 0.7979, loss_cls: 1.7507, loss: 1.7507, grad_norm: 1.8522 2020-10-06 11:10:33,799 - mmaction - INFO - Epoch [174][120/297] lr: 9.508e-02, eta: 13:23:03, time: 1.433, data_time: 0.008, memory: 5820, top1_acc: 0.5605, top5_acc: 0.7955, loss_cls: 1.7647, loss: 1.7647, grad_norm: 1.8531 2020-10-06 11:11:04,978 - mmaction - INFO - Epoch [174][140/297] lr: 9.508e-02, eta: 13:22:20, time: 1.561, data_time: 0.012, memory: 5820, top1_acc: 0.5668, top5_acc: 0.7967, loss_cls: 1.7655, loss: 1.7655, grad_norm: 1.8243 2020-10-06 11:11:35,754 - mmaction - INFO - Epoch [174][160/297] lr: 9.508e-02, eta: 13:21:37, time: 1.541, data_time: 0.006, memory: 5820, top1_acc: 0.5766, top5_acc: 0.8031, loss_cls: 1.6977, loss: 1.6977, grad_norm: 1.8100 2020-10-06 11:12:04,500 - mmaction - INFO - Epoch [174][180/297] lr: 9.508e-02, eta: 13:20:52, time: 1.427, data_time: 0.006, memory: 5820, top1_acc: 0.5707, top5_acc: 0.7990, loss_cls: 1.7487, loss: 1.7487, grad_norm: 1.8529 2020-10-06 11:12:34,705 - mmaction - INFO - Epoch [174][200/297] lr: 9.508e-02, eta: 13:20:09, time: 1.521, data_time: 0.018, memory: 5820, top1_acc: 0.5670, top5_acc: 0.8012, loss_cls: 1.7492, loss: 1.7492, grad_norm: 1.8373 2020-10-06 11:13:04,862 - mmaction - INFO - Epoch [174][220/297] lr: 9.508e-02, eta: 13:19:25, time: 1.508, data_time: 0.006, memory: 5820, top1_acc: 0.5576, top5_acc: 0.7992, loss_cls: 1.7730, loss: 1.7730, grad_norm: 1.8323 2020-10-06 11:13:33,854 - mmaction - INFO - Epoch [174][240/297] lr: 9.508e-02, eta: 13:18:41, time: 1.448, data_time: 0.006, memory: 5820, top1_acc: 0.5607, top5_acc: 0.7924, loss_cls: 1.7968, loss: 1.7968, grad_norm: 1.8827 2020-10-06 11:14:03,811 - mmaction - INFO - Epoch [174][260/297] lr: 9.508e-02, eta: 13:17:57, time: 1.498, data_time: 0.003, memory: 5820, top1_acc: 0.5660, top5_acc: 0.8055, loss_cls: 1.7452, loss: 1.7452, grad_norm: 1.8360 2020-10-06 11:14:33,790 - mmaction - INFO - Epoch [174][280/297] lr: 9.508e-02, eta: 13:17:14, time: 1.496, data_time: 0.005, memory: 5820, top1_acc: 0.5617, top5_acc: 0.7924, loss_cls: 1.8048, loss: 1.8048, grad_norm: 1.8577 2020-10-06 11:18:22,879 - mmaction - INFO - Epoch [175][20/297] lr: 9.300e-02, eta: 13:17:03, time: 10.232, data_time: 4.811, memory: 5820, top1_acc: 0.5770, top5_acc: 0.8039, loss_cls: 1.7381, loss: 1.7381, grad_norm: 1.7842 2020-10-06 11:18:54,195 - mmaction - INFO - Epoch [175][40/297] lr: 9.300e-02, eta: 13:16:20, time: 1.567, data_time: 0.008, memory: 5820, top1_acc: 0.5625, top5_acc: 0.7984, loss_cls: 1.7634, loss: 1.7634, grad_norm: 1.8386 2020-10-06 11:19:21,751 - mmaction - INFO - Epoch [175][60/297] lr: 9.300e-02, eta: 13:15:35, time: 1.375, data_time: 0.003, memory: 5820, top1_acc: 0.5687, top5_acc: 0.8010, loss_cls: 1.7502, loss: 1.7502, grad_norm: 1.8725 2020-10-06 11:19:52,298 - mmaction - INFO - Epoch [175][80/297] lr: 9.300e-02, eta: 13:14:52, time: 1.525, data_time: 0.010, memory: 5820, top1_acc: 0.5768, top5_acc: 0.8092, loss_cls: 1.7041, loss: 1.7041, grad_norm: 1.8190 2020-10-06 11:20:22,655 - mmaction - INFO - Epoch [175][100/297] lr: 9.300e-02, eta: 13:14:09, time: 1.523, data_time: 0.012, memory: 5820, top1_acc: 0.5684, top5_acc: 0.7916, loss_cls: 1.7566, loss: 1.7566, grad_norm: 1.8929 2020-10-06 11:20:53,781 - mmaction - INFO - Epoch [175][120/297] lr: 9.300e-02, eta: 13:13:25, time: 1.555, data_time: 0.007, memory: 5820, top1_acc: 0.5557, top5_acc: 0.7967, loss_cls: 1.7826, loss: 1.7826, grad_norm: 1.8615 2020-10-06 11:21:24,107 - mmaction - INFO - Epoch [175][140/297] lr: 9.300e-02, eta: 13:12:42, time: 1.513, data_time: 0.009, memory: 5820, top1_acc: 0.5664, top5_acc: 0.8033, loss_cls: 1.7471, loss: 1.7471, grad_norm: 1.8437 2020-10-06 11:21:55,058 - mmaction - INFO - Epoch [175][160/297] lr: 9.300e-02, eta: 13:11:59, time: 1.552, data_time: 0.010, memory: 5820, top1_acc: 0.5725, top5_acc: 0.8051, loss_cls: 1.7296, loss: 1.7296, grad_norm: 1.8495 2020-10-06 11:22:23,821 - mmaction - INFO - Epoch [175][180/297] lr: 9.300e-02, eta: 13:11:15, time: 1.435, data_time: 0.004, memory: 5820, top1_acc: 0.5658, top5_acc: 0.7971, loss_cls: 1.7646, loss: 1.7646, grad_norm: 1.8830 2020-10-06 11:22:52,599 - mmaction - INFO - Epoch [175][200/297] lr: 9.300e-02, eta: 13:10:30, time: 1.440, data_time: 0.011, memory: 5820, top1_acc: 0.5557, top5_acc: 0.7885, loss_cls: 1.7937, loss: 1.7937, grad_norm: 1.9058 2020-10-06 11:23:24,073 - mmaction - INFO - Epoch [175][220/297] lr: 9.300e-02, eta: 13:09:48, time: 1.576, data_time: 0.010, memory: 5820, top1_acc: 0.5559, top5_acc: 0.7975, loss_cls: 1.7891, loss: 1.7891, grad_norm: 1.8857 2020-10-06 11:23:53,434 - mmaction - INFO - Epoch [175][240/297] lr: 9.300e-02, eta: 13:09:04, time: 1.457, data_time: 0.004, memory: 5820, top1_acc: 0.5602, top5_acc: 0.7932, loss_cls: 1.7844, loss: 1.7844, grad_norm: 1.8668 2020-10-06 11:24:22,844 - mmaction - INFO - Epoch [175][260/297] lr: 9.300e-02, eta: 13:08:20, time: 1.480, data_time: 0.019, memory: 5820, top1_acc: 0.5574, top5_acc: 0.7861, loss_cls: 1.8054, loss: 1.8054, grad_norm: 1.8936 2020-10-06 11:24:54,063 - mmaction - INFO - Epoch [175][280/297] lr: 9.300e-02, eta: 13:07:37, time: 1.563, data_time: 0.009, memory: 5820, top1_acc: 0.5691, top5_acc: 0.8041, loss_cls: 1.7152, loss: 1.7152, grad_norm: 1.8313 2020-10-06 11:28:44,171 - mmaction - INFO - Epoch [176][20/297] lr: 9.094e-02, eta: 13:07:26, time: 10.338, data_time: 5.402, memory: 5820, top1_acc: 0.5758, top5_acc: 0.8061, loss_cls: 1.7308, loss: 1.7308, grad_norm: 1.8303 2020-10-06 11:29:18,030 - mmaction - INFO - Epoch [176][40/297] lr: 9.094e-02, eta: 13:06:44, time: 1.697, data_time: 0.013, memory: 5820, top1_acc: 0.5773, top5_acc: 0.8000, loss_cls: 1.7230, loss: 1.7230, grad_norm: 1.8316 2020-10-06 11:29:43,497 - mmaction - INFO - Epoch [176][60/297] lr: 9.094e-02, eta: 13:05:59, time: 1.273, data_time: 0.003, memory: 5820, top1_acc: 0.5703, top5_acc: 0.8025, loss_cls: 1.7458, loss: 1.7458, grad_norm: 1.8884 2020-10-06 11:30:13,143 - mmaction - INFO - Epoch [176][80/297] lr: 9.094e-02, eta: 13:05:15, time: 1.482, data_time: 0.008, memory: 5820, top1_acc: 0.5770, top5_acc: 0.8018, loss_cls: 1.7187, loss: 1.7187, grad_norm: 1.8616 2020-10-06 11:30:44,538 - mmaction - INFO - Epoch [176][100/297] lr: 9.094e-02, eta: 13:04:32, time: 1.570, data_time: 0.008, memory: 5820, top1_acc: 0.5652, top5_acc: 0.8002, loss_cls: 1.7398, loss: 1.7398, grad_norm: 1.8569 2020-10-06 11:31:16,693 - mmaction - INFO - Epoch [176][120/297] lr: 9.094e-02, eta: 13:03:49, time: 1.608, data_time: 0.006, memory: 5820, top1_acc: 0.5727, top5_acc: 0.8063, loss_cls: 1.7247, loss: 1.7247, grad_norm: 1.8561 2020-10-06 11:31:46,535 - mmaction - INFO - Epoch [176][140/297] lr: 9.094e-02, eta: 13:03:06, time: 1.492, data_time: 0.004, memory: 5820, top1_acc: 0.5584, top5_acc: 0.7961, loss_cls: 1.7675, loss: 1.7675, grad_norm: 1.8989 2020-10-06 11:32:15,062 - mmaction - INFO - Epoch [176][160/297] lr: 9.094e-02, eta: 13:02:22, time: 1.424, data_time: 0.003, memory: 5820, top1_acc: 0.5600, top5_acc: 0.7961, loss_cls: 1.7627, loss: 1.7627, grad_norm: 1.8124 2020-10-06 11:32:45,287 - mmaction - INFO - Epoch [176][180/297] lr: 9.094e-02, eta: 13:01:38, time: 1.510, data_time: 0.010, memory: 5820, top1_acc: 0.5574, top5_acc: 0.7930, loss_cls: 1.7750, loss: 1.7750, grad_norm: 1.8867 2020-10-06 11:33:14,573 - mmaction - INFO - Epoch [176][200/297] lr: 9.094e-02, eta: 13:00:54, time: 1.463, data_time: 0.012, memory: 5820, top1_acc: 0.5633, top5_acc: 0.8027, loss_cls: 1.7501, loss: 1.7501, grad_norm: 1.8809 2020-10-06 11:33:44,929 - mmaction - INFO - Epoch [176][220/297] lr: 9.094e-02, eta: 13:00:11, time: 1.522, data_time: 0.012, memory: 5820, top1_acc: 0.5660, top5_acc: 0.7965, loss_cls: 1.7533, loss: 1.7533, grad_norm: 1.8665 2020-10-06 11:34:14,792 - mmaction - INFO - Epoch [176][240/297] lr: 9.094e-02, eta: 12:59:27, time: 1.494, data_time: 0.009, memory: 5820, top1_acc: 0.5689, top5_acc: 0.7963, loss_cls: 1.7510, loss: 1.7510, grad_norm: 1.8637 2020-10-06 11:34:45,933 - mmaction - INFO - Epoch [176][260/297] lr: 9.094e-02, eta: 12:58:44, time: 1.546, data_time: 0.006, memory: 5820, top1_acc: 0.5687, top5_acc: 0.8029, loss_cls: 1.7372, loss: 1.7372, grad_norm: 1.8470 2020-10-06 11:35:15,902 - mmaction - INFO - Epoch [176][280/297] lr: 9.094e-02, eta: 12:58:01, time: 1.509, data_time: 0.015, memory: 5820, top1_acc: 0.5699, top5_acc: 0.7951, loss_cls: 1.7580, loss: 1.7580, grad_norm: 1.8534 2020-10-06 11:35:42,521 - mmaction - INFO - Saving checkpoint at 176 epochs 2020-10-06 11:38:44,711 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-06 11:38:44,967 - mmaction - INFO - top1_acc 0.6393 top5_acc 0.8619 2020-10-06 11:38:44,967 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-06 11:38:44,987 - mmaction - INFO - mean_acc 0.6395 2020-10-06 11:38:44,987 - mmaction - INFO - Now best checkpoint is epoch_176.pth 2020-10-06 11:38:45,006 - mmaction - INFO - Epoch(val) [176][297] top1_acc: 0.6393, top5_acc: 0.8619, mean_class_accuracy: 0.6395 2020-10-06 11:41:47,837 - mmaction - INFO - Epoch [177][20/297] lr: 8.889e-02, eta: 12:57:38, time: 9.140, data_time: 5.268, memory: 5820, top1_acc: 0.5779, top5_acc: 0.8057, loss_cls: 1.7016, loss: 1.7016, grad_norm: 1.8208 2020-10-06 11:42:18,579 - mmaction - INFO - Epoch [177][40/297] lr: 8.889e-02, eta: 12:56:55, time: 1.536, data_time: 0.008, memory: 5820, top1_acc: 0.5820, top5_acc: 0.8059, loss_cls: 1.7039, loss: 1.7039, grad_norm: 1.9004 2020-10-06 11:42:48,186 - mmaction - INFO - Epoch [177][60/297] lr: 8.889e-02, eta: 12:56:11, time: 1.480, data_time: 0.009, memory: 5820, top1_acc: 0.5711, top5_acc: 0.8086, loss_cls: 1.7069, loss: 1.7069, grad_norm: 1.9022 2020-10-06 11:43:18,116 - mmaction - INFO - Epoch [177][80/297] lr: 8.889e-02, eta: 12:55:28, time: 1.498, data_time: 0.010, memory: 5820, top1_acc: 0.5664, top5_acc: 0.7965, loss_cls: 1.7520, loss: 1.7520, grad_norm: 1.8788 2020-10-06 11:43:49,353 - mmaction - INFO - Epoch [177][100/297] lr: 8.889e-02, eta: 12:54:45, time: 1.561, data_time: 0.007, memory: 5820, top1_acc: 0.5801, top5_acc: 0.8104, loss_cls: 1.6997, loss: 1.6997, grad_norm: 1.8725 2020-10-06 11:44:18,795 - mmaction - INFO - Epoch [177][120/297] lr: 8.889e-02, eta: 12:54:01, time: 1.472, data_time: 0.006, memory: 5820, top1_acc: 0.5643, top5_acc: 0.8033, loss_cls: 1.7261, loss: 1.7261, grad_norm: 1.9078 2020-10-06 11:44:48,546 - mmaction - INFO - Epoch [177][140/297] lr: 8.889e-02, eta: 12:53:18, time: 1.489, data_time: 0.009, memory: 5820, top1_acc: 0.5650, top5_acc: 0.7973, loss_cls: 1.7430, loss: 1.7430, grad_norm: 1.9164 2020-10-06 11:45:19,399 - mmaction - INFO - Epoch [177][160/297] lr: 8.889e-02, eta: 12:52:34, time: 1.541, data_time: 0.007, memory: 5820, top1_acc: 0.5717, top5_acc: 0.7951, loss_cls: 1.7548, loss: 1.7548, grad_norm: 1.9029 2020-10-06 11:45:47,947 - mmaction - INFO - Epoch [177][180/297] lr: 8.889e-02, eta: 12:51:50, time: 1.429, data_time: 0.007, memory: 5820, top1_acc: 0.5684, top5_acc: 0.8102, loss_cls: 1.7320, loss: 1.7320, grad_norm: 1.8313 2020-10-06 11:46:18,706 - mmaction - INFO - Epoch [177][200/297] lr: 8.889e-02, eta: 12:51:07, time: 1.537, data_time: 0.009, memory: 5820, top1_acc: 0.5611, top5_acc: 0.7984, loss_cls: 1.7745, loss: 1.7745, grad_norm: 1.8738 2020-10-06 11:46:47,236 - mmaction - INFO - Epoch [177][220/297] lr: 8.889e-02, eta: 12:50:23, time: 1.429, data_time: 0.009, memory: 5820, top1_acc: 0.5633, top5_acc: 0.7980, loss_cls: 1.7443, loss: 1.7443, grad_norm: 1.8873 2020-10-06 11:47:17,193 - mmaction - INFO - Epoch [177][240/297] lr: 8.889e-02, eta: 12:49:40, time: 1.497, data_time: 0.007, memory: 5820, top1_acc: 0.5721, top5_acc: 0.8004, loss_cls: 1.7317, loss: 1.7317, grad_norm: 1.8800 2020-10-06 11:47:47,243 - mmaction - INFO - Epoch [177][260/297] lr: 8.889e-02, eta: 12:48:56, time: 1.503, data_time: 0.007, memory: 5820, top1_acc: 0.5629, top5_acc: 0.7988, loss_cls: 1.7630, loss: 1.7630, grad_norm: 1.9232 2020-10-06 11:48:17,541 - mmaction - INFO - Epoch [177][280/297] lr: 8.889e-02, eta: 12:48:13, time: 1.513, data_time: 0.006, memory: 5820, top1_acc: 0.5689, top5_acc: 0.7994, loss_cls: 1.7444, loss: 1.7444, grad_norm: 1.8935 2020-10-06 11:52:08,510 - mmaction - INFO - Epoch [178][20/297] lr: 8.685e-02, eta: 12:48:00, time: 10.325, data_time: 4.747, memory: 5820, top1_acc: 0.5984, top5_acc: 0.8238, loss_cls: 1.6137, loss: 1.6137, grad_norm: 1.8121 2020-10-06 11:52:39,017 - mmaction - INFO - Epoch [178][40/297] lr: 8.685e-02, eta: 12:47:17, time: 1.508, data_time: 0.007, memory: 5820, top1_acc: 0.5818, top5_acc: 0.8094, loss_cls: 1.6852, loss: 1.6852, grad_norm: 1.8675 2020-10-06 11:53:07,370 - mmaction - INFO - Epoch [178][60/297] lr: 8.685e-02, eta: 12:46:33, time: 1.433, data_time: 0.024, memory: 5820, top1_acc: 0.5672, top5_acc: 0.8027, loss_cls: 1.7507, loss: 1.7507, grad_norm: 1.9122 2020-10-06 11:53:37,949 - mmaction - INFO - Epoch [178][80/297] lr: 8.685e-02, eta: 12:45:49, time: 1.531, data_time: 0.008, memory: 5820, top1_acc: 0.5762, top5_acc: 0.8029, loss_cls: 1.7012, loss: 1.7012, grad_norm: 1.8767 2020-10-06 11:54:08,063 - mmaction - INFO - Epoch [178][100/297] lr: 8.685e-02, eta: 12:45:06, time: 1.504, data_time: 0.006, memory: 5820, top1_acc: 0.5617, top5_acc: 0.7988, loss_cls: 1.7612, loss: 1.7612, grad_norm: 1.8583 2020-10-06 11:54:39,021 - mmaction - INFO - Epoch [178][120/297] lr: 8.685e-02, eta: 12:44:23, time: 1.549, data_time: 0.005, memory: 5820, top1_acc: 0.5773, top5_acc: 0.8064, loss_cls: 1.7228, loss: 1.7228, grad_norm: 1.8652 2020-10-06 11:55:07,669 - mmaction - INFO - Epoch [178][140/297] lr: 8.685e-02, eta: 12:43:39, time: 1.430, data_time: 0.007, memory: 5820, top1_acc: 0.5709, top5_acc: 0.8029, loss_cls: 1.7302, loss: 1.7302, grad_norm: 1.8951 2020-10-06 11:55:37,579 - mmaction - INFO - Epoch [178][160/297] lr: 8.685e-02, eta: 12:42:56, time: 1.498, data_time: 0.009, memory: 5820, top1_acc: 0.5727, top5_acc: 0.7912, loss_cls: 1.7520, loss: 1.7520, grad_norm: 1.8801 2020-10-06 11:56:07,653 - mmaction - INFO - Epoch [178][180/297] lr: 8.685e-02, eta: 12:42:12, time: 1.504, data_time: 0.007, memory: 5820, top1_acc: 0.5613, top5_acc: 0.7883, loss_cls: 1.7617, loss: 1.7617, grad_norm: 1.9033 2020-10-06 11:56:39,155 - mmaction - INFO - Epoch [178][200/297] lr: 8.685e-02, eta: 12:41:30, time: 1.576, data_time: 0.007, memory: 5820, top1_acc: 0.5643, top5_acc: 0.8000, loss_cls: 1.7495, loss: 1.7495, grad_norm: 1.9185 2020-10-06 11:57:07,691 - mmaction - INFO - Epoch [178][220/297] lr: 8.685e-02, eta: 12:40:46, time: 1.425, data_time: 0.004, memory: 5820, top1_acc: 0.5617, top5_acc: 0.7955, loss_cls: 1.7729, loss: 1.7729, grad_norm: 1.8781 2020-10-06 11:57:37,773 - mmaction - INFO - Epoch [178][240/297] lr: 8.685e-02, eta: 12:40:02, time: 1.505, data_time: 0.009, memory: 5820, top1_acc: 0.5764, top5_acc: 0.8037, loss_cls: 1.7181, loss: 1.7181, grad_norm: 1.8599 2020-10-06 11:58:08,402 - mmaction - INFO - Epoch [178][260/297] lr: 8.685e-02, eta: 12:39:19, time: 1.532, data_time: 0.007, memory: 5820, top1_acc: 0.5576, top5_acc: 0.7943, loss_cls: 1.7971, loss: 1.7971, grad_norm: 1.9337 2020-10-06 11:58:37,643 - mmaction - INFO - Epoch [178][280/297] lr: 8.685e-02, eta: 12:38:36, time: 1.461, data_time: 0.006, memory: 5820, top1_acc: 0.5705, top5_acc: 0.8066, loss_cls: 1.7276, loss: 1.7276, grad_norm: 1.8868 2020-10-06 12:01:51,248 - mmaction - INFO - Epoch [179][20/297] lr: 8.484e-02, eta: 12:38:04, time: 8.320, data_time: 7.242, memory: 5820, top1_acc: 0.5904, top5_acc: 0.8168, loss_cls: 1.6678, loss: 1.6678, grad_norm: 1.8614 2020-10-06 12:02:19,997 - mmaction - INFO - Epoch [179][40/297] lr: 8.484e-02, eta: 12:37:20, time: 1.436, data_time: 0.107, memory: 5820, top1_acc: 0.5859, top5_acc: 0.8100, loss_cls: 1.6817, loss: 1.6817, grad_norm: 1.8814 2020-10-06 12:02:49,327 - mmaction - INFO - Epoch [179][60/297] lr: 8.484e-02, eta: 12:36:36, time: 1.469, data_time: 0.010, memory: 5820, top1_acc: 0.5926, top5_acc: 0.8133, loss_cls: 1.6380, loss: 1.6380, grad_norm: 1.8886 2020-10-06 12:03:19,047 - mmaction - INFO - Epoch [179][80/297] lr: 8.484e-02, eta: 12:35:53, time: 1.486, data_time: 0.006, memory: 5820, top1_acc: 0.5793, top5_acc: 0.8043, loss_cls: 1.6990, loss: 1.6990, grad_norm: 1.9111 2020-10-06 12:03:49,213 - mmaction - INFO - Epoch [179][100/297] lr: 8.484e-02, eta: 12:35:10, time: 1.505, data_time: 0.007, memory: 5820, top1_acc: 0.5689, top5_acc: 0.8006, loss_cls: 1.7331, loss: 1.7331, grad_norm: 1.9258 2020-10-06 12:04:18,890 - mmaction - INFO - Epoch [179][120/297] lr: 8.484e-02, eta: 12:34:26, time: 1.485, data_time: 0.009, memory: 5820, top1_acc: 0.5672, top5_acc: 0.8000, loss_cls: 1.7442, loss: 1.7442, grad_norm: 1.9238 2020-10-06 12:04:49,823 - mmaction - INFO - Epoch [179][140/297] lr: 8.484e-02, eta: 12:33:43, time: 1.547, data_time: 0.009, memory: 5820, top1_acc: 0.5687, top5_acc: 0.7957, loss_cls: 1.7482, loss: 1.7482, grad_norm: 1.9306 2020-10-06 12:05:19,934 - mmaction - INFO - Epoch [179][160/297] lr: 8.484e-02, eta: 12:33:00, time: 1.507, data_time: 0.006, memory: 5820, top1_acc: 0.5598, top5_acc: 0.7979, loss_cls: 1.7561, loss: 1.7561, grad_norm: 1.9357 2020-10-06 12:05:49,392 - mmaction - INFO - Epoch [179][180/297] lr: 8.484e-02, eta: 12:32:16, time: 1.459, data_time: 0.005, memory: 5820, top1_acc: 0.5777, top5_acc: 0.8080, loss_cls: 1.7143, loss: 1.7143, grad_norm: 1.9326 2020-10-06 12:06:19,451 - mmaction - INFO - Epoch [179][200/297] lr: 8.484e-02, eta: 12:31:33, time: 1.513, data_time: 0.020, memory: 5820, top1_acc: 0.5662, top5_acc: 0.8021, loss_cls: 1.7172, loss: 1.7172, grad_norm: 1.8854 2020-10-06 12:06:51,850 - mmaction - INFO - Epoch [179][220/297] lr: 8.484e-02, eta: 12:30:51, time: 1.622, data_time: 0.011, memory: 5820, top1_acc: 0.5820, top5_acc: 0.8074, loss_cls: 1.7067, loss: 1.7067, grad_norm: 1.8821 2020-10-06 12:07:22,059 - mmaction - INFO - Epoch [179][240/297] lr: 8.484e-02, eta: 12:30:08, time: 1.511, data_time: 0.008, memory: 5820, top1_acc: 0.5789, top5_acc: 0.8105, loss_cls: 1.6959, loss: 1.6959, grad_norm: 1.8681 2020-10-06 12:07:52,499 - mmaction - INFO - Epoch [179][260/297] lr: 8.484e-02, eta: 12:29:25, time: 1.520, data_time: 0.005, memory: 5820, top1_acc: 0.5738, top5_acc: 0.8076, loss_cls: 1.7017, loss: 1.7017, grad_norm: 1.8924 2020-10-06 12:08:20,371 - mmaction - INFO - Epoch [179][280/297] lr: 8.484e-02, eta: 12:28:41, time: 1.395, data_time: 0.006, memory: 5820, top1_acc: 0.5777, top5_acc: 0.8129, loss_cls: 1.6786, loss: 1.6786, grad_norm: 1.9060 2020-10-06 12:12:10,986 - mmaction - INFO - Epoch [180][20/297] lr: 8.284e-02, eta: 12:28:23, time: 10.084, data_time: 5.476, memory: 5820, top1_acc: 0.5912, top5_acc: 0.8109, loss_cls: 1.6653, loss: 1.6653, grad_norm: 1.8667 2020-10-06 12:12:41,245 - mmaction - INFO - Epoch [180][40/297] lr: 8.284e-02, eta: 12:27:40, time: 1.517, data_time: 0.012, memory: 5820, top1_acc: 0.5898, top5_acc: 0.8096, loss_cls: 1.6555, loss: 1.6555, grad_norm: 1.9106 2020-10-06 12:13:09,761 - mmaction - INFO - Epoch [180][60/297] lr: 8.284e-02, eta: 12:26:56, time: 1.424, data_time: 0.006, memory: 5820, top1_acc: 0.5801, top5_acc: 0.8078, loss_cls: 1.6960, loss: 1.6960, grad_norm: 1.9327 2020-10-06 12:13:40,002 - mmaction - INFO - Epoch [180][80/297] lr: 8.284e-02, eta: 12:26:13, time: 1.512, data_time: 0.009, memory: 5820, top1_acc: 0.5713, top5_acc: 0.8006, loss_cls: 1.7333, loss: 1.7333, grad_norm: 1.9372 2020-10-06 12:14:10,123 - mmaction - INFO - Epoch [180][100/297] lr: 8.284e-02, eta: 12:25:30, time: 1.504, data_time: 0.007, memory: 5820, top1_acc: 0.5814, top5_acc: 0.8170, loss_cls: 1.6571, loss: 1.6571, grad_norm: 1.8950 2020-10-06 12:14:39,601 - mmaction - INFO - Epoch [180][120/297] lr: 8.284e-02, eta: 12:24:46, time: 1.476, data_time: 0.010, memory: 5820, top1_acc: 0.5824, top5_acc: 0.8098, loss_cls: 1.6885, loss: 1.6885, grad_norm: 1.9152 2020-10-06 12:15:10,406 - mmaction - INFO - Epoch [180][140/297] lr: 8.284e-02, eta: 12:24:04, time: 1.541, data_time: 0.012, memory: 5820, top1_acc: 0.5602, top5_acc: 0.7953, loss_cls: 1.7632, loss: 1.7632, grad_norm: 1.9461 2020-10-06 12:15:40,330 - mmaction - INFO - Epoch [180][160/297] lr: 8.284e-02, eta: 12:23:20, time: 1.496, data_time: 0.008, memory: 5820, top1_acc: 0.5721, top5_acc: 0.8018, loss_cls: 1.7014, loss: 1.7014, grad_norm: 1.9111 2020-10-06 12:16:09,899 - mmaction - INFO - Epoch [180][180/297] lr: 8.284e-02, eta: 12:22:37, time: 1.470, data_time: 0.007, memory: 5820, top1_acc: 0.5754, top5_acc: 0.8064, loss_cls: 1.7081, loss: 1.7081, grad_norm: 1.9174 2020-10-06 12:16:40,030 - mmaction - INFO - Epoch [180][200/297] lr: 8.284e-02, eta: 12:21:54, time: 1.516, data_time: 0.013, memory: 5820, top1_acc: 0.5713, top5_acc: 0.8055, loss_cls: 1.7128, loss: 1.7128, grad_norm: 1.9425 2020-10-06 12:17:10,500 - mmaction - INFO - Epoch [180][220/297] lr: 8.284e-02, eta: 12:21:11, time: 1.524, data_time: 0.007, memory: 5820, top1_acc: 0.5699, top5_acc: 0.8055, loss_cls: 1.7256, loss: 1.7256, grad_norm: 1.9260 2020-10-06 12:17:38,758 - mmaction - INFO - Epoch [180][240/297] lr: 8.284e-02, eta: 12:20:27, time: 1.409, data_time: 0.003, memory: 5820, top1_acc: 0.5859, top5_acc: 0.8141, loss_cls: 1.6833, loss: 1.6833, grad_norm: 1.9264 2020-10-06 12:18:09,397 - mmaction - INFO - Epoch [180][260/297] lr: 8.284e-02, eta: 12:19:44, time: 1.535, data_time: 0.011, memory: 5820, top1_acc: 0.5762, top5_acc: 0.7996, loss_cls: 1.7223, loss: 1.7223, grad_norm: 1.9341 2020-10-06 12:18:40,559 - mmaction - INFO - Epoch [180][280/297] lr: 8.284e-02, eta: 12:19:01, time: 1.558, data_time: 0.004, memory: 5820, top1_acc: 0.5705, top5_acc: 0.7996, loss_cls: 1.7301, loss: 1.7301, grad_norm: 1.9215 2020-10-06 12:22:17,479 - mmaction - INFO - Epoch [181][20/297] lr: 8.086e-02, eta: 12:18:39, time: 9.656, data_time: 4.838, memory: 5820, top1_acc: 0.5865, top5_acc: 0.8205, loss_cls: 1.6410, loss: 1.6410, grad_norm: 1.9289 2020-10-06 12:22:47,617 - mmaction - INFO - Epoch [181][40/297] lr: 8.086e-02, eta: 12:17:56, time: 1.507, data_time: 0.006, memory: 5820, top1_acc: 0.5801, top5_acc: 0.8059, loss_cls: 1.6942, loss: 1.6942, grad_norm: 1.9710 2020-10-06 12:23:16,527 - mmaction - INFO - Epoch [181][60/297] lr: 8.086e-02, eta: 12:17:12, time: 1.443, data_time: 0.004, memory: 5820, top1_acc: 0.5859, top5_acc: 0.8141, loss_cls: 1.6681, loss: 1.6681, grad_norm: 1.9016 2020-10-06 12:23:46,787 - mmaction - INFO - Epoch [181][80/297] lr: 8.086e-02, eta: 12:16:29, time: 1.514, data_time: 0.010, memory: 5820, top1_acc: 0.5854, top5_acc: 0.8238, loss_cls: 1.6275, loss: 1.6275, grad_norm: 1.9050 2020-10-06 12:24:17,853 - mmaction - INFO - Epoch [181][100/297] lr: 8.086e-02, eta: 12:15:47, time: 1.553, data_time: 0.007, memory: 5820, top1_acc: 0.5750, top5_acc: 0.8078, loss_cls: 1.7265, loss: 1.7265, grad_norm: 1.9903 2020-10-06 12:24:46,144 - mmaction - INFO - Epoch [181][120/297] lr: 8.086e-02, eta: 12:15:03, time: 1.414, data_time: 0.007, memory: 5820, top1_acc: 0.5814, top5_acc: 0.8064, loss_cls: 1.7094, loss: 1.7094, grad_norm: 1.9324 2020-10-06 12:25:17,263 - mmaction - INFO - Epoch [181][140/297] lr: 8.086e-02, eta: 12:14:20, time: 1.556, data_time: 0.008, memory: 5820, top1_acc: 0.5744, top5_acc: 0.8066, loss_cls: 1.6987, loss: 1.6987, grad_norm: 1.9610 2020-10-06 12:25:48,579 - mmaction - INFO - Epoch [181][160/297] lr: 8.086e-02, eta: 12:13:37, time: 1.564, data_time: 0.008, memory: 5820, top1_acc: 0.5709, top5_acc: 0.8025, loss_cls: 1.7242, loss: 1.7242, grad_norm: 1.8891 2020-10-06 12:26:17,473 - mmaction - INFO - Epoch [181][180/297] lr: 8.086e-02, eta: 12:12:54, time: 1.446, data_time: 0.008, memory: 5820, top1_acc: 0.5811, top5_acc: 0.8131, loss_cls: 1.6690, loss: 1.6690, grad_norm: 1.9584 2020-10-06 12:26:47,337 - mmaction - INFO - Epoch [181][200/297] lr: 8.086e-02, eta: 12:12:11, time: 1.496, data_time: 0.012, memory: 5820, top1_acc: 0.5758, top5_acc: 0.8105, loss_cls: 1.6820, loss: 1.6820, grad_norm: 1.9432 2020-10-06 12:27:18,016 - mmaction - INFO - Epoch [181][220/297] lr: 8.086e-02, eta: 12:11:28, time: 1.534, data_time: 0.005, memory: 5820, top1_acc: 0.5795, top5_acc: 0.8072, loss_cls: 1.6946, loss: 1.6946, grad_norm: 1.9616 2020-10-06 12:27:46,014 - mmaction - INFO - Epoch [181][240/297] lr: 8.086e-02, eta: 12:10:44, time: 1.396, data_time: 0.004, memory: 5820, top1_acc: 0.5902, top5_acc: 0.8127, loss_cls: 1.6622, loss: 1.6622, grad_norm: 1.9067 2020-10-06 12:28:17,196 - mmaction - INFO - Epoch [181][260/297] lr: 8.086e-02, eta: 12:10:01, time: 1.559, data_time: 0.012, memory: 5820, top1_acc: 0.5633, top5_acc: 0.7953, loss_cls: 1.7621, loss: 1.7621, grad_norm: 1.9482 2020-10-06 12:28:45,398 - mmaction - INFO - Epoch [181][280/297] lr: 8.086e-02, eta: 12:09:17, time: 1.410, data_time: 0.007, memory: 5820, top1_acc: 0.5705, top5_acc: 0.8105, loss_cls: 1.7205, loss: 1.7205, grad_norm: 1.9784 2020-10-06 12:32:22,240 - mmaction - INFO - Epoch [182][20/297] lr: 7.890e-02, eta: 12:08:54, time: 9.583, data_time: 6.661, memory: 5820, top1_acc: 0.5908, top5_acc: 0.8168, loss_cls: 1.6533, loss: 1.6533, grad_norm: 1.9298 2020-10-06 12:32:53,356 - mmaction - INFO - Epoch [182][40/297] lr: 7.890e-02, eta: 12:08:11, time: 1.556, data_time: 0.010, memory: 5820, top1_acc: 0.5891, top5_acc: 0.8115, loss_cls: 1.6469, loss: 1.6469, grad_norm: 1.9532 2020-10-06 12:33:22,407 - mmaction - INFO - Epoch [182][60/297] lr: 7.890e-02, eta: 12:07:28, time: 1.454, data_time: 0.005, memory: 5820, top1_acc: 0.5828, top5_acc: 0.8063, loss_cls: 1.6762, loss: 1.6762, grad_norm: 1.9401 2020-10-06 12:33:52,775 - mmaction - INFO - Epoch [182][80/297] lr: 7.890e-02, eta: 12:06:45, time: 1.518, data_time: 0.005, memory: 5820, top1_acc: 0.5912, top5_acc: 0.8139, loss_cls: 1.6739, loss: 1.6739, grad_norm: 1.9351 2020-10-06 12:34:21,803 - mmaction - INFO - Epoch [182][100/297] lr: 7.890e-02, eta: 12:06:01, time: 1.451, data_time: 0.006, memory: 5820, top1_acc: 0.5887, top5_acc: 0.8172, loss_cls: 1.6428, loss: 1.6428, grad_norm: 1.9374 2020-10-06 12:34:52,582 - mmaction - INFO - Epoch [182][120/297] lr: 7.890e-02, eta: 12:05:18, time: 1.540, data_time: 0.009, memory: 5820, top1_acc: 0.5809, top5_acc: 0.8068, loss_cls: 1.7042, loss: 1.7042, grad_norm: 1.9325 2020-10-06 12:35:24,837 - mmaction - INFO - Epoch [182][140/297] lr: 7.890e-02, eta: 12:04:36, time: 1.612, data_time: 0.005, memory: 5820, top1_acc: 0.5826, top5_acc: 0.8076, loss_cls: 1.6830, loss: 1.6830, grad_norm: 1.9398 2020-10-06 12:35:52,733 - mmaction - INFO - Epoch [182][160/297] lr: 7.890e-02, eta: 12:03:52, time: 1.393, data_time: 0.007, memory: 5820, top1_acc: 0.5850, top5_acc: 0.8146, loss_cls: 1.6629, loss: 1.6629, grad_norm: 1.9639 2020-10-06 12:36:22,581 - mmaction - INFO - Epoch [182][180/297] lr: 7.890e-02, eta: 12:03:09, time: 1.490, data_time: 0.010, memory: 5820, top1_acc: 0.5857, top5_acc: 0.8098, loss_cls: 1.6760, loss: 1.6760, grad_norm: 1.9293 2020-10-06 12:36:55,479 - mmaction - INFO - Epoch [182][200/297] lr: 7.890e-02, eta: 12:02:27, time: 1.649, data_time: 0.011, memory: 5820, top1_acc: 0.5742, top5_acc: 0.8096, loss_cls: 1.7213, loss: 1.7213, grad_norm: 1.9634 2020-10-06 12:37:23,580 - mmaction - INFO - Epoch [182][220/297] lr: 7.890e-02, eta: 12:01:43, time: 1.404, data_time: 0.005, memory: 5820, top1_acc: 0.5795, top5_acc: 0.8109, loss_cls: 1.6870, loss: 1.6870, grad_norm: 1.9683 2020-10-06 12:37:55,843 - mmaction - INFO - Epoch [182][240/297] lr: 7.890e-02, eta: 12:01:01, time: 1.613, data_time: 0.008, memory: 5820, top1_acc: 0.5852, top5_acc: 0.8100, loss_cls: 1.6930, loss: 1.6930, grad_norm: 1.9724 2020-10-06 12:38:26,379 - mmaction - INFO - Epoch [182][260/297] lr: 7.890e-02, eta: 12:00:18, time: 1.528, data_time: 0.007, memory: 5820, top1_acc: 0.5818, top5_acc: 0.8145, loss_cls: 1.6658, loss: 1.6658, grad_norm: 1.9467 2020-10-06 12:38:54,879 - mmaction - INFO - Epoch [182][280/297] lr: 7.890e-02, eta: 11:59:35, time: 1.420, data_time: 0.007, memory: 5820, top1_acc: 0.5744, top5_acc: 0.8059, loss_cls: 1.6948, loss: 1.6948, grad_norm: 1.9446 2020-10-06 12:42:39,777 - mmaction - INFO - Epoch [183][20/297] lr: 7.695e-02, eta: 11:59:14, time: 9.972, data_time: 4.815, memory: 5820, top1_acc: 0.5877, top5_acc: 0.8219, loss_cls: 1.6193, loss: 1.6193, grad_norm: 1.9393 2020-10-06 12:43:10,295 - mmaction - INFO - Epoch [183][40/297] lr: 7.695e-02, eta: 11:58:31, time: 1.527, data_time: 0.008, memory: 5820, top1_acc: 0.5920, top5_acc: 0.8084, loss_cls: 1.6486, loss: 1.6486, grad_norm: 1.9394 2020-10-06 12:43:39,229 - mmaction - INFO - Epoch [183][60/297] lr: 7.695e-02, eta: 11:57:47, time: 1.440, data_time: 0.007, memory: 5820, top1_acc: 0.5832, top5_acc: 0.8207, loss_cls: 1.6383, loss: 1.6383, grad_norm: 1.9653 2020-10-06 12:44:09,405 - mmaction - INFO - Epoch [183][80/297] lr: 7.695e-02, eta: 11:57:04, time: 1.515, data_time: 0.014, memory: 5820, top1_acc: 0.5834, top5_acc: 0.8154, loss_cls: 1.6642, loss: 1.6642, grad_norm: 1.9753 2020-10-06 12:44:41,004 - mmaction - INFO - Epoch [183][100/297] lr: 7.695e-02, eta: 11:56:22, time: 1.580, data_time: 0.007, memory: 5820, top1_acc: 0.5975, top5_acc: 0.8154, loss_cls: 1.6372, loss: 1.6372, grad_norm: 1.9538 2020-10-06 12:45:09,565 - mmaction - INFO - Epoch [183][120/297] lr: 7.695e-02, eta: 11:55:38, time: 1.427, data_time: 0.004, memory: 5820, top1_acc: 0.5840, top5_acc: 0.8078, loss_cls: 1.6635, loss: 1.6635, grad_norm: 1.9533 2020-10-06 12:45:38,055 - mmaction - INFO - Epoch [183][140/297] lr: 7.695e-02, eta: 11:54:55, time: 1.422, data_time: 0.024, memory: 5820, top1_acc: 0.5887, top5_acc: 0.8141, loss_cls: 1.6577, loss: 1.6577, grad_norm: 1.9559 2020-10-06 12:46:09,824 - mmaction - INFO - Epoch [183][160/297] lr: 7.695e-02, eta: 11:54:12, time: 1.592, data_time: 0.022, memory: 5820, top1_acc: 0.5877, top5_acc: 0.8033, loss_cls: 1.6780, loss: 1.6780, grad_norm: 1.9818 2020-10-06 12:46:40,313 - mmaction - INFO - Epoch [183][180/297] lr: 7.695e-02, eta: 11:53:29, time: 1.525, data_time: 0.008, memory: 5820, top1_acc: 0.5914, top5_acc: 0.8154, loss_cls: 1.6455, loss: 1.6455, grad_norm: 1.9478 2020-10-06 12:47:09,413 - mmaction - INFO - Epoch [183][200/297] lr: 7.695e-02, eta: 11:52:46, time: 1.454, data_time: 0.006, memory: 5820, top1_acc: 0.5848, top5_acc: 0.8125, loss_cls: 1.7031, loss: 1.7031, grad_norm: 2.0079 2020-10-06 12:47:41,021 - mmaction - INFO - Epoch [183][220/297] lr: 7.695e-02, eta: 11:52:04, time: 1.581, data_time: 0.008, memory: 5820, top1_acc: 0.5881, top5_acc: 0.8115, loss_cls: 1.6757, loss: 1.6757, grad_norm: 1.9696 2020-10-06 12:48:09,649 - mmaction - INFO - Epoch [183][240/297] lr: 7.695e-02, eta: 11:51:20, time: 1.430, data_time: 0.007, memory: 5820, top1_acc: 0.5813, top5_acc: 0.8080, loss_cls: 1.6997, loss: 1.6997, grad_norm: 1.9483 2020-10-06 12:48:40,212 - mmaction - INFO - Epoch [183][260/297] lr: 7.695e-02, eta: 11:50:37, time: 1.529, data_time: 0.008, memory: 5820, top1_acc: 0.5846, top5_acc: 0.8104, loss_cls: 1.6751, loss: 1.6751, grad_norm: 1.9865 2020-10-06 12:49:10,018 - mmaction - INFO - Epoch [183][280/297] lr: 7.695e-02, eta: 11:49:54, time: 1.490, data_time: 0.005, memory: 5820, top1_acc: 0.5756, top5_acc: 0.8064, loss_cls: 1.7152, loss: 1.7152, grad_norm: 1.9921 2020-10-06 12:52:47,768 - mmaction - INFO - Epoch [184][20/297] lr: 7.503e-02, eta: 11:49:28, time: 9.472, data_time: 5.539, memory: 5820, top1_acc: 0.5969, top5_acc: 0.8178, loss_cls: 1.6304, loss: 1.6304, grad_norm: 1.9418 2020-10-06 12:53:16,142 - mmaction - INFO - Epoch [184][40/297] lr: 7.503e-02, eta: 11:48:45, time: 1.419, data_time: 0.008, memory: 5820, top1_acc: 0.5975, top5_acc: 0.8256, loss_cls: 1.6116, loss: 1.6116, grad_norm: 1.9624 2020-10-06 12:53:46,029 - mmaction - INFO - Epoch [184][60/297] lr: 7.503e-02, eta: 11:48:02, time: 1.493, data_time: 0.008, memory: 5820, top1_acc: 0.5916, top5_acc: 0.8090, loss_cls: 1.6587, loss: 1.6587, grad_norm: 2.0125 2020-10-06 12:54:16,260 - mmaction - INFO - Epoch [184][80/297] lr: 7.503e-02, eta: 11:47:19, time: 1.510, data_time: 0.010, memory: 5820, top1_acc: 0.5949, top5_acc: 0.8184, loss_cls: 1.6240, loss: 1.6240, grad_norm: 1.9985 2020-10-06 12:54:46,496 - mmaction - INFO - Epoch [184][100/297] lr: 7.503e-02, eta: 11:46:36, time: 1.512, data_time: 0.010, memory: 5820, top1_acc: 0.5820, top5_acc: 0.8154, loss_cls: 1.6521, loss: 1.6521, grad_norm: 2.0260 2020-10-06 12:55:16,909 - mmaction - INFO - Epoch [184][120/297] lr: 7.503e-02, eta: 11:45:53, time: 1.522, data_time: 0.008, memory: 5820, top1_acc: 0.5836, top5_acc: 0.8125, loss_cls: 1.6706, loss: 1.6706, grad_norm: 2.0414 2020-10-06 12:55:46,970 - mmaction - INFO - Epoch [184][140/297] lr: 7.503e-02, eta: 11:45:10, time: 1.503, data_time: 0.007, memory: 5820, top1_acc: 0.5813, top5_acc: 0.8098, loss_cls: 1.6752, loss: 1.6752, grad_norm: 1.9591 2020-10-06 12:56:16,539 - mmaction - INFO - Epoch [184][160/297] lr: 7.503e-02, eta: 11:44:27, time: 1.478, data_time: 0.007, memory: 5820, top1_acc: 0.5924, top5_acc: 0.8148, loss_cls: 1.6683, loss: 1.6683, grad_norm: 1.9778 2020-10-06 12:56:46,431 - mmaction - INFO - Epoch [184][180/297] lr: 7.503e-02, eta: 11:43:44, time: 1.494, data_time: 0.009, memory: 5820, top1_acc: 0.5699, top5_acc: 0.8078, loss_cls: 1.7081, loss: 1.7081, grad_norm: 2.0429 2020-10-06 12:57:16,126 - mmaction - INFO - Epoch [184][200/297] lr: 7.503e-02, eta: 11:43:01, time: 1.485, data_time: 0.009, memory: 5820, top1_acc: 0.5873, top5_acc: 0.8172, loss_cls: 1.6565, loss: 1.6565, grad_norm: 1.9463 2020-10-06 12:57:46,444 - mmaction - INFO - Epoch [184][220/297] lr: 7.503e-02, eta: 11:42:18, time: 1.517, data_time: 0.008, memory: 5820, top1_acc: 0.6018, top5_acc: 0.8176, loss_cls: 1.6117, loss: 1.6117, grad_norm: 1.9658 2020-10-06 12:58:16,751 - mmaction - INFO - Epoch [184][240/297] lr: 7.503e-02, eta: 11:41:35, time: 1.515, data_time: 0.007, memory: 5820, top1_acc: 0.5877, top5_acc: 0.8131, loss_cls: 1.6646, loss: 1.6646, grad_norm: 2.0025 2020-10-06 12:58:46,061 - mmaction - INFO - Epoch [184][260/297] lr: 7.503e-02, eta: 11:40:52, time: 1.464, data_time: 0.007, memory: 5820, top1_acc: 0.5779, top5_acc: 0.8078, loss_cls: 1.6646, loss: 1.6646, grad_norm: 1.9588 2020-10-06 12:59:15,975 - mmaction - INFO - Epoch [184][280/297] lr: 7.503e-02, eta: 11:40:09, time: 1.494, data_time: 0.010, memory: 5820, top1_acc: 0.5855, top5_acc: 0.8051, loss_cls: 1.7020, loss: 1.7020, grad_norm: 1.9700 2020-10-06 12:59:40,993 - mmaction - INFO - Saving checkpoint at 184 epochs 2020-10-06 13:02:15,480 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-06 13:02:15,668 - mmaction - INFO - top1_acc 0.6437 top5_acc 0.8716 2020-10-06 13:02:15,668 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-06 13:02:15,712 - mmaction - INFO - mean_acc 0.6442 2020-10-06 13:02:15,712 - mmaction - INFO - Now best checkpoint is epoch_184.pth 2020-10-06 13:02:15,722 - mmaction - INFO - Epoch(val) [184][297] top1_acc: 0.6437, top5_acc: 0.8716, mean_class_accuracy: 0.6442 2020-10-06 13:04:32,351 - mmaction - INFO - Epoch [185][20/297] lr: 7.312e-02, eta: 11:39:22, time: 6.818, data_time: 5.276, memory: 5820, top1_acc: 0.5941, top5_acc: 0.8187, loss_cls: 1.6055, loss: 1.6055, grad_norm: 1.9181 2020-10-06 13:05:02,989 - mmaction - INFO - Epoch [185][40/297] lr: 7.312e-02, eta: 11:38:39, time: 1.543, data_time: 0.020, memory: 5820, top1_acc: 0.6064, top5_acc: 0.8195, loss_cls: 1.6072, loss: 1.6072, grad_norm: 1.9697 2020-10-06 13:05:31,254 - mmaction - INFO - Epoch [185][60/297] lr: 7.312e-02, eta: 11:37:55, time: 1.405, data_time: 0.011, memory: 5820, top1_acc: 0.5973, top5_acc: 0.8189, loss_cls: 1.6160, loss: 1.6160, grad_norm: 1.9981 2020-10-06 13:06:01,772 - mmaction - INFO - Epoch [185][80/297] lr: 7.312e-02, eta: 11:37:13, time: 1.536, data_time: 0.018, memory: 5820, top1_acc: 0.5912, top5_acc: 0.8145, loss_cls: 1.6418, loss: 1.6418, grad_norm: 2.0021 2020-10-06 13:06:31,527 - mmaction - INFO - Epoch [185][100/297] lr: 7.312e-02, eta: 11:36:30, time: 1.475, data_time: 0.007, memory: 5820, top1_acc: 0.5879, top5_acc: 0.8215, loss_cls: 1.6438, loss: 1.6438, grad_norm: 2.0187 2020-10-06 13:07:00,656 - mmaction - INFO - Epoch [185][120/297] lr: 7.312e-02, eta: 11:35:47, time: 1.467, data_time: 0.019, memory: 5820, top1_acc: 0.5973, top5_acc: 0.8152, loss_cls: 1.6402, loss: 1.6402, grad_norm: 1.9898 2020-10-06 13:07:30,689 - mmaction - INFO - Epoch [185][140/297] lr: 7.312e-02, eta: 11:35:04, time: 1.503, data_time: 0.009, memory: 5820, top1_acc: 0.6076, top5_acc: 0.8201, loss_cls: 1.6053, loss: 1.6053, grad_norm: 1.9545 2020-10-06 13:08:04,433 - mmaction - INFO - Epoch [185][160/297] lr: 7.312e-02, eta: 11:34:22, time: 1.686, data_time: 0.007, memory: 5820, top1_acc: 0.5787, top5_acc: 0.8123, loss_cls: 1.6797, loss: 1.6797, grad_norm: 2.0498 2020-10-06 13:08:33,280 - mmaction - INFO - Epoch [185][180/297] lr: 7.312e-02, eta: 11:33:39, time: 1.440, data_time: 0.010, memory: 5820, top1_acc: 0.5867, top5_acc: 0.8148, loss_cls: 1.6477, loss: 1.6477, grad_norm: 2.0030 2020-10-06 13:09:01,681 - mmaction - INFO - Epoch [185][200/297] lr: 7.312e-02, eta: 11:32:56, time: 1.424, data_time: 0.012, memory: 5820, top1_acc: 0.5896, top5_acc: 0.8090, loss_cls: 1.6669, loss: 1.6669, grad_norm: 1.9784 2020-10-06 13:09:31,371 - mmaction - INFO - Epoch [185][220/297] lr: 7.312e-02, eta: 11:32:13, time: 1.484, data_time: 0.008, memory: 5820, top1_acc: 0.6029, top5_acc: 0.8273, loss_cls: 1.5977, loss: 1.5977, grad_norm: 1.9878 2020-10-06 13:10:02,008 - mmaction - INFO - Epoch [185][240/297] lr: 7.312e-02, eta: 11:31:30, time: 1.515, data_time: 0.007, memory: 5820, top1_acc: 0.5820, top5_acc: 0.8094, loss_cls: 1.6852, loss: 1.6852, grad_norm: 2.0932 2020-10-06 13:10:32,608 - mmaction - INFO - Epoch [185][260/297] lr: 7.312e-02, eta: 11:30:48, time: 1.547, data_time: 0.024, memory: 5820, top1_acc: 0.5971, top5_acc: 0.8189, loss_cls: 1.6368, loss: 1.6368, grad_norm: 2.0036 2020-10-06 13:11:01,380 - mmaction - INFO - Epoch [185][280/297] lr: 7.312e-02, eta: 11:30:04, time: 1.432, data_time: 0.006, memory: 5820, top1_acc: 0.5785, top5_acc: 0.8029, loss_cls: 1.7289, loss: 1.7289, grad_norm: 2.0539 2020-10-06 13:14:37,828 - mmaction - INFO - Epoch [186][20/297] lr: 7.123e-02, eta: 11:29:36, time: 9.406, data_time: 5.685, memory: 5820, top1_acc: 0.6010, top5_acc: 0.8244, loss_cls: 1.6038, loss: 1.6038, grad_norm: 1.9855 2020-10-06 13:15:10,002 - mmaction - INFO - Epoch [186][40/297] lr: 7.123e-02, eta: 11:28:54, time: 1.610, data_time: 0.013, memory: 5820, top1_acc: 0.6004, top5_acc: 0.8119, loss_cls: 1.6193, loss: 1.6193, grad_norm: 2.0222 2020-10-06 13:15:37,404 - mmaction - INFO - Epoch [186][60/297] lr: 7.123e-02, eta: 11:28:10, time: 1.373, data_time: 0.006, memory: 5820, top1_acc: 0.5889, top5_acc: 0.8107, loss_cls: 1.6698, loss: 1.6698, grad_norm: 2.0541 2020-10-06 13:16:09,246 - mmaction - INFO - Epoch [186][80/297] lr: 7.123e-02, eta: 11:27:28, time: 1.592, data_time: 0.007, memory: 5820, top1_acc: 0.6033, top5_acc: 0.8242, loss_cls: 1.6001, loss: 1.6001, grad_norm: 2.0190 2020-10-06 13:16:39,175 - mmaction - INFO - Epoch [186][100/297] lr: 7.123e-02, eta: 11:26:45, time: 1.497, data_time: 0.006, memory: 5820, top1_acc: 0.5873, top5_acc: 0.8180, loss_cls: 1.6221, loss: 1.6221, grad_norm: 2.0448 2020-10-06 13:17:08,973 - mmaction - INFO - Epoch [186][120/297] lr: 7.123e-02, eta: 11:26:02, time: 1.490, data_time: 0.007, memory: 5820, top1_acc: 0.5902, top5_acc: 0.8184, loss_cls: 1.6165, loss: 1.6165, grad_norm: 2.0283 2020-10-06 13:17:38,911 - mmaction - INFO - Epoch [186][140/297] lr: 7.123e-02, eta: 11:25:19, time: 1.495, data_time: 0.008, memory: 5820, top1_acc: 0.6037, top5_acc: 0.8189, loss_cls: 1.6312, loss: 1.6312, grad_norm: 2.0201 2020-10-06 13:18:10,664 - mmaction - INFO - Epoch [186][160/297] lr: 7.123e-02, eta: 11:24:37, time: 1.590, data_time: 0.009, memory: 5820, top1_acc: 0.5922, top5_acc: 0.8197, loss_cls: 1.6395, loss: 1.6395, grad_norm: 2.0024 2020-10-06 13:18:39,170 - mmaction - INFO - Epoch [186][180/297] lr: 7.123e-02, eta: 11:23:54, time: 1.413, data_time: 0.003, memory: 5820, top1_acc: 0.5922, top5_acc: 0.8121, loss_cls: 1.6469, loss: 1.6469, grad_norm: 2.0229 2020-10-06 13:19:09,222 - mmaction - INFO - Epoch [186][200/297] lr: 7.123e-02, eta: 11:23:11, time: 1.512, data_time: 0.019, memory: 5820, top1_acc: 0.5926, top5_acc: 0.8254, loss_cls: 1.6356, loss: 1.6356, grad_norm: 2.0326 2020-10-06 13:19:39,784 - mmaction - INFO - Epoch [186][220/297] lr: 7.123e-02, eta: 11:22:29, time: 1.530, data_time: 0.009, memory: 5820, top1_acc: 0.5891, top5_acc: 0.8187, loss_cls: 1.6348, loss: 1.6348, grad_norm: 2.0263 2020-10-06 13:20:08,308 - mmaction - INFO - Epoch [186][240/297] lr: 7.123e-02, eta: 11:21:45, time: 1.425, data_time: 0.004, memory: 5820, top1_acc: 0.5816, top5_acc: 0.8139, loss_cls: 1.6694, loss: 1.6694, grad_norm: 2.0783 2020-10-06 13:20:39,341 - mmaction - INFO - Epoch [186][260/297] lr: 7.123e-02, eta: 11:21:03, time: 1.553, data_time: 0.009, memory: 5820, top1_acc: 0.5922, top5_acc: 0.8166, loss_cls: 1.6250, loss: 1.6250, grad_norm: 1.9650 2020-10-06 13:21:09,973 - mmaction - INFO - Epoch [186][280/297] lr: 7.123e-02, eta: 11:20:21, time: 1.532, data_time: 0.006, memory: 5820, top1_acc: 0.5916, top5_acc: 0.8178, loss_cls: 1.6482, loss: 1.6482, grad_norm: 2.0218 2020-10-06 13:24:55,294 - mmaction - INFO - Epoch [187][20/297] lr: 6.937e-02, eta: 11:19:56, time: 10.057, data_time: 5.436, memory: 5820, top1_acc: 0.6059, top5_acc: 0.8225, loss_cls: 1.5753, loss: 1.5753, grad_norm: 1.9879 2020-10-06 13:25:26,009 - mmaction - INFO - Epoch [187][40/297] lr: 6.937e-02, eta: 11:19:14, time: 1.535, data_time: 0.006, memory: 5820, top1_acc: 0.6016, top5_acc: 0.8201, loss_cls: 1.5967, loss: 1.5967, grad_norm: 1.9901 2020-10-06 13:25:54,901 - mmaction - INFO - Epoch [187][60/297] lr: 6.937e-02, eta: 11:18:31, time: 1.445, data_time: 0.007, memory: 5820, top1_acc: 0.6049, top5_acc: 0.8279, loss_cls: 1.5730, loss: 1.5730, grad_norm: 1.9934 2020-10-06 13:26:25,086 - mmaction - INFO - Epoch [187][80/297] lr: 6.937e-02, eta: 11:17:48, time: 1.509, data_time: 0.008, memory: 5820, top1_acc: 0.5975, top5_acc: 0.8193, loss_cls: 1.6153, loss: 1.6153, grad_norm: 2.0374 2020-10-06 13:26:55,994 - mmaction - INFO - Epoch [187][100/297] lr: 6.937e-02, eta: 11:17:06, time: 1.546, data_time: 0.007, memory: 5820, top1_acc: 0.6018, top5_acc: 0.8156, loss_cls: 1.6204, loss: 1.6204, grad_norm: 2.0329 2020-10-06 13:27:25,141 - mmaction - INFO - Epoch [187][120/297] lr: 6.937e-02, eta: 11:16:23, time: 1.457, data_time: 0.006, memory: 5820, top1_acc: 0.5922, top5_acc: 0.8256, loss_cls: 1.6216, loss: 1.6216, grad_norm: 2.0646 2020-10-06 13:27:55,709 - mmaction - INFO - Epoch [187][140/297] lr: 6.937e-02, eta: 11:15:40, time: 1.528, data_time: 0.007, memory: 5820, top1_acc: 0.5895, top5_acc: 0.8088, loss_cls: 1.6644, loss: 1.6644, grad_norm: 2.0717 2020-10-06 13:28:25,748 - mmaction - INFO - Epoch [187][160/297] lr: 6.937e-02, eta: 11:14:57, time: 1.502, data_time: 0.009, memory: 5820, top1_acc: 0.5936, top5_acc: 0.8209, loss_cls: 1.6268, loss: 1.6268, grad_norm: 2.0497 2020-10-06 13:28:54,396 - mmaction - INFO - Epoch [187][180/297] lr: 6.937e-02, eta: 11:14:14, time: 1.428, data_time: 0.008, memory: 5820, top1_acc: 0.5961, top5_acc: 0.8176, loss_cls: 1.6195, loss: 1.6195, grad_norm: 2.0427 2020-10-06 13:29:24,378 - mmaction - INFO - Epoch [187][200/297] lr: 6.937e-02, eta: 11:13:31, time: 1.503, data_time: 0.013, memory: 5820, top1_acc: 0.5955, top5_acc: 0.8227, loss_cls: 1.6001, loss: 1.6001, grad_norm: 2.0302 2020-10-06 13:29:55,544 - mmaction - INFO - Epoch [187][220/297] lr: 6.937e-02, eta: 11:12:49, time: 1.554, data_time: 0.005, memory: 5820, top1_acc: 0.5928, top5_acc: 0.8154, loss_cls: 1.6421, loss: 1.6421, grad_norm: 2.0575 2020-10-06 13:30:24,531 - mmaction - INFO - Epoch [187][240/297] lr: 6.937e-02, eta: 11:12:06, time: 1.455, data_time: 0.014, memory: 5820, top1_acc: 0.5838, top5_acc: 0.8088, loss_cls: 1.6714, loss: 1.6714, grad_norm: 2.0759 2020-10-06 13:30:55,471 - mmaction - INFO - Epoch [187][260/297] lr: 6.937e-02, eta: 11:11:24, time: 1.547, data_time: 0.009, memory: 5820, top1_acc: 0.6051, top5_acc: 0.8180, loss_cls: 1.6053, loss: 1.6053, grad_norm: 2.0358 2020-10-06 13:31:26,203 - mmaction - INFO - Epoch [187][280/297] lr: 6.937e-02, eta: 11:10:41, time: 1.532, data_time: 0.007, memory: 5820, top1_acc: 0.5893, top5_acc: 0.8193, loss_cls: 1.6311, loss: 1.6311, grad_norm: 2.0989 2020-10-06 13:35:03,432 - mmaction - INFO - Epoch [188][20/297] lr: 6.752e-02, eta: 11:10:13, time: 9.676, data_time: 5.532, memory: 5820, top1_acc: 0.6045, top5_acc: 0.8295, loss_cls: 1.5559, loss: 1.5559, grad_norm: 2.0089 2020-10-06 13:35:34,568 - mmaction - INFO - Epoch [188][40/297] lr: 6.752e-02, eta: 11:09:31, time: 1.558, data_time: 0.008, memory: 5820, top1_acc: 0.5906, top5_acc: 0.8195, loss_cls: 1.6171, loss: 1.6171, grad_norm: 2.0401 2020-10-06 13:36:02,417 - mmaction - INFO - Epoch [188][60/297] lr: 6.752e-02, eta: 11:08:48, time: 1.391, data_time: 0.006, memory: 5820, top1_acc: 0.6037, top5_acc: 0.8205, loss_cls: 1.6046, loss: 1.6046, grad_norm: 2.0725 2020-10-06 13:36:32,525 - mmaction - INFO - Epoch [188][80/297] lr: 6.752e-02, eta: 11:08:05, time: 1.505, data_time: 0.009, memory: 5820, top1_acc: 0.5980, top5_acc: 0.8221, loss_cls: 1.6053, loss: 1.6053, grad_norm: 2.0434 2020-10-06 13:37:02,935 - mmaction - INFO - Epoch [188][100/297] lr: 6.752e-02, eta: 11:07:22, time: 1.520, data_time: 0.007, memory: 5820, top1_acc: 0.6068, top5_acc: 0.8211, loss_cls: 1.5998, loss: 1.5998, grad_norm: 2.0459 2020-10-06 13:37:31,990 - mmaction - INFO - Epoch [188][120/297] lr: 6.752e-02, eta: 11:06:39, time: 1.450, data_time: 0.005, memory: 5820, top1_acc: 0.5998, top5_acc: 0.8271, loss_cls: 1.5885, loss: 1.5885, grad_norm: 2.0400 2020-10-06 13:38:02,028 - mmaction - INFO - Epoch [188][140/297] lr: 6.752e-02, eta: 11:05:57, time: 1.506, data_time: 0.014, memory: 5820, top1_acc: 0.6055, top5_acc: 0.8215, loss_cls: 1.5606, loss: 1.5606, grad_norm: 2.0620 2020-10-06 13:38:34,805 - mmaction - INFO - Epoch [188][160/297] lr: 6.752e-02, eta: 11:05:15, time: 1.636, data_time: 0.007, memory: 5820, top1_acc: 0.6014, top5_acc: 0.8146, loss_cls: 1.6111, loss: 1.6111, grad_norm: 2.0289 2020-10-06 13:39:02,723 - mmaction - INFO - Epoch [188][180/297] lr: 6.752e-02, eta: 11:04:32, time: 1.395, data_time: 0.007, memory: 5820, top1_acc: 0.5895, top5_acc: 0.8217, loss_cls: 1.6331, loss: 1.6331, grad_norm: 2.0470 2020-10-06 13:39:33,738 - mmaction - INFO - Epoch [188][200/297] lr: 6.752e-02, eta: 11:03:49, time: 1.553, data_time: 0.011, memory: 5820, top1_acc: 0.5932, top5_acc: 0.8166, loss_cls: 1.6239, loss: 1.6239, grad_norm: 2.0706 2020-10-06 13:40:02,133 - mmaction - INFO - Epoch [188][220/297] lr: 6.752e-02, eta: 11:03:06, time: 1.422, data_time: 0.009, memory: 5820, top1_acc: 0.5920, top5_acc: 0.8158, loss_cls: 1.6528, loss: 1.6528, grad_norm: 2.1086 2020-10-06 13:40:31,389 - mmaction - INFO - Epoch [188][240/297] lr: 6.752e-02, eta: 11:02:23, time: 1.450, data_time: 0.008, memory: 5820, top1_acc: 0.5834, top5_acc: 0.8125, loss_cls: 1.6581, loss: 1.6581, grad_norm: 2.0497 2020-10-06 13:41:01,080 - mmaction - INFO - Epoch [188][260/297] lr: 6.752e-02, eta: 11:01:41, time: 1.495, data_time: 0.020, memory: 5820, top1_acc: 0.6002, top5_acc: 0.8115, loss_cls: 1.6349, loss: 1.6349, grad_norm: 2.0441 2020-10-06 13:41:32,265 - mmaction - INFO - Epoch [188][280/297] lr: 6.752e-02, eta: 11:00:58, time: 1.546, data_time: 0.009, memory: 5820, top1_acc: 0.5971, top5_acc: 0.8148, loss_cls: 1.6202, loss: 1.6202, grad_norm: 2.0731 2020-10-06 13:45:21,056 - mmaction - INFO - Epoch [189][20/297] lr: 6.569e-02, eta: 11:00:34, time: 10.250, data_time: 5.458, memory: 5820, top1_acc: 0.6014, top5_acc: 0.8295, loss_cls: 1.5612, loss: 1.5612, grad_norm: 2.0550 2020-10-06 13:45:52,607 - mmaction - INFO - Epoch [189][40/297] lr: 6.569e-02, eta: 10:59:52, time: 1.577, data_time: 0.006, memory: 5820, top1_acc: 0.6068, top5_acc: 0.8205, loss_cls: 1.5698, loss: 1.5698, grad_norm: 2.0842 2020-10-06 13:46:21,136 - mmaction - INFO - Epoch [189][60/297] lr: 6.569e-02, eta: 10:59:08, time: 1.424, data_time: 0.004, memory: 5820, top1_acc: 0.5947, top5_acc: 0.8225, loss_cls: 1.6093, loss: 1.6093, grad_norm: 2.1062 2020-10-06 13:46:51,175 - mmaction - INFO - Epoch [189][80/297] lr: 6.569e-02, eta: 10:58:26, time: 1.502, data_time: 0.010, memory: 5820, top1_acc: 0.5982, top5_acc: 0.8176, loss_cls: 1.6314, loss: 1.6314, grad_norm: 2.0527 2020-10-06 13:47:20,590 - mmaction - INFO - Epoch [189][100/297] lr: 6.569e-02, eta: 10:57:43, time: 1.472, data_time: 0.009, memory: 5820, top1_acc: 0.6000, top5_acc: 0.8195, loss_cls: 1.5929, loss: 1.5929, grad_norm: 2.0888 2020-10-06 13:47:49,218 - mmaction - INFO - Epoch [189][120/297] lr: 6.569e-02, eta: 10:57:00, time: 1.431, data_time: 0.008, memory: 5820, top1_acc: 0.5998, top5_acc: 0.8242, loss_cls: 1.5856, loss: 1.5856, grad_norm: 2.0582 2020-10-06 13:48:19,978 - mmaction - INFO - Epoch [189][140/297] lr: 6.569e-02, eta: 10:56:17, time: 1.532, data_time: 0.010, memory: 5820, top1_acc: 0.5986, top5_acc: 0.8195, loss_cls: 1.6125, loss: 1.6125, grad_norm: 2.0496 2020-10-06 13:48:49,956 - mmaction - INFO - Epoch [189][160/297] lr: 6.569e-02, eta: 10:55:35, time: 1.508, data_time: 0.016, memory: 5820, top1_acc: 0.6027, top5_acc: 0.8184, loss_cls: 1.5965, loss: 1.5965, grad_norm: 2.0570 2020-10-06 13:49:18,786 - mmaction - INFO - Epoch [189][180/297] lr: 6.569e-02, eta: 10:54:52, time: 1.437, data_time: 0.006, memory: 5820, top1_acc: 0.5953, top5_acc: 0.8172, loss_cls: 1.6265, loss: 1.6265, grad_norm: 2.0982 2020-10-06 13:49:49,332 - mmaction - INFO - Epoch [189][200/297] lr: 6.569e-02, eta: 10:54:09, time: 1.516, data_time: 0.012, memory: 5820, top1_acc: 0.5951, top5_acc: 0.8174, loss_cls: 1.6351, loss: 1.6351, grad_norm: 2.0848 2020-10-06 13:50:19,318 - mmaction - INFO - Epoch [189][220/297] lr: 6.569e-02, eta: 10:53:27, time: 1.514, data_time: 0.022, memory: 5820, top1_acc: 0.5898, top5_acc: 0.8191, loss_cls: 1.6230, loss: 1.6230, grad_norm: 2.0759 2020-10-06 13:50:49,542 - mmaction - INFO - Epoch [189][240/297] lr: 6.569e-02, eta: 10:52:45, time: 1.511, data_time: 0.009, memory: 5820, top1_acc: 0.5941, top5_acc: 0.8186, loss_cls: 1.6136, loss: 1.6136, grad_norm: 2.0914 2020-10-06 13:51:19,877 - mmaction - INFO - Epoch [189][260/297] lr: 6.569e-02, eta: 10:52:02, time: 1.517, data_time: 0.007, memory: 5820, top1_acc: 0.6004, top5_acc: 0.8234, loss_cls: 1.5965, loss: 1.5965, grad_norm: 2.0617 2020-10-06 13:51:49,187 - mmaction - INFO - Epoch [189][280/297] lr: 6.569e-02, eta: 10:51:19, time: 1.465, data_time: 0.006, memory: 5820, top1_acc: 0.5994, top5_acc: 0.8150, loss_cls: 1.6187, loss: 1.6187, grad_norm: 2.0850 2020-10-06 13:55:23,766 - mmaction - INFO - Epoch [190][20/297] lr: 6.388e-02, eta: 10:50:48, time: 9.465, data_time: 5.556, memory: 5820, top1_acc: 0.6006, top5_acc: 0.8281, loss_cls: 1.5949, loss: 1.5949, grad_norm: 2.0785 2020-10-06 13:55:54,169 - mmaction - INFO - Epoch [190][40/297] lr: 6.388e-02, eta: 10:50:06, time: 1.520, data_time: 0.006, memory: 5820, top1_acc: 0.6227, top5_acc: 0.8375, loss_cls: 1.5190, loss: 1.5190, grad_norm: 2.0283 2020-10-06 13:56:23,206 - mmaction - INFO - Epoch [190][60/297] lr: 6.388e-02, eta: 10:49:23, time: 1.452, data_time: 0.008, memory: 5820, top1_acc: 0.6012, top5_acc: 0.8256, loss_cls: 1.5731, loss: 1.5731, grad_norm: 2.1253 2020-10-06 13:56:53,609 - mmaction - INFO - Epoch [190][80/297] lr: 6.388e-02, eta: 10:48:40, time: 1.521, data_time: 0.008, memory: 5820, top1_acc: 0.6086, top5_acc: 0.8289, loss_cls: 1.5678, loss: 1.5678, grad_norm: 2.0456 2020-10-06 13:57:23,157 - mmaction - INFO - Epoch [190][100/297] lr: 6.388e-02, eta: 10:47:58, time: 1.476, data_time: 0.003, memory: 5820, top1_acc: 0.6031, top5_acc: 0.8229, loss_cls: 1.5982, loss: 1.5982, grad_norm: 2.0813 2020-10-06 13:57:52,314 - mmaction - INFO - Epoch [190][120/297] lr: 6.388e-02, eta: 10:47:15, time: 1.458, data_time: 0.004, memory: 5820, top1_acc: 0.6049, top5_acc: 0.8178, loss_cls: 1.6281, loss: 1.6281, grad_norm: 2.0703 2020-10-06 13:58:22,355 - mmaction - INFO - Epoch [190][140/297] lr: 6.388e-02, eta: 10:46:32, time: 1.501, data_time: 0.006, memory: 5820, top1_acc: 0.6010, top5_acc: 0.8258, loss_cls: 1.5893, loss: 1.5893, grad_norm: 2.0731 2020-10-06 13:58:52,532 - mmaction - INFO - Epoch [190][160/297] lr: 6.388e-02, eta: 10:45:50, time: 1.509, data_time: 0.009, memory: 5820, top1_acc: 0.5813, top5_acc: 0.8117, loss_cls: 1.6632, loss: 1.6632, grad_norm: 2.1105 2020-10-06 13:59:22,321 - mmaction - INFO - Epoch [190][180/297] lr: 6.388e-02, eta: 10:45:07, time: 1.491, data_time: 0.005, memory: 5820, top1_acc: 0.6020, top5_acc: 0.8238, loss_cls: 1.5982, loss: 1.5982, grad_norm: 2.0872 2020-10-06 13:59:51,315 - mmaction - INFO - Epoch [190][200/297] lr: 6.388e-02, eta: 10:44:24, time: 1.449, data_time: 0.007, memory: 5820, top1_acc: 0.5975, top5_acc: 0.8070, loss_cls: 1.6262, loss: 1.6262, grad_norm: 2.1599 2020-10-06 14:00:25,486 - mmaction - INFO - Epoch [190][220/297] lr: 6.388e-02, eta: 10:43:43, time: 1.703, data_time: 0.008, memory: 5820, top1_acc: 0.6125, top5_acc: 0.8203, loss_cls: 1.5995, loss: 1.5995, grad_norm: 2.0776 2020-10-06 14:00:54,639 - mmaction - INFO - Epoch [190][240/297] lr: 6.388e-02, eta: 10:43:01, time: 1.464, data_time: 0.082, memory: 5820, top1_acc: 0.6049, top5_acc: 0.8250, loss_cls: 1.5641, loss: 1.5641, grad_norm: 2.0909 2020-10-06 14:01:24,303 - mmaction - INFO - Epoch [190][260/297] lr: 6.388e-02, eta: 10:42:18, time: 1.481, data_time: 0.004, memory: 5820, top1_acc: 0.5951, top5_acc: 0.8273, loss_cls: 1.5960, loss: 1.5960, grad_norm: 2.1590 2020-10-06 14:01:54,670 - mmaction - INFO - Epoch [190][280/297] lr: 6.388e-02, eta: 10:41:36, time: 1.519, data_time: 0.010, memory: 5820, top1_acc: 0.5912, top5_acc: 0.8154, loss_cls: 1.6502, loss: 1.6502, grad_norm: 2.1405 2020-10-06 14:05:10,305 - mmaction - INFO - Epoch [191][20/297] lr: 6.209e-02, eta: 10:40:56, time: 8.401, data_time: 5.257, memory: 5820, top1_acc: 0.6141, top5_acc: 0.8342, loss_cls: 1.5286, loss: 1.5286, grad_norm: 2.0041 2020-10-06 14:05:41,337 - mmaction - INFO - Epoch [191][40/297] lr: 6.209e-02, eta: 10:40:14, time: 1.552, data_time: 0.009, memory: 5820, top1_acc: 0.6045, top5_acc: 0.8303, loss_cls: 1.5467, loss: 1.5467, grad_norm: 2.0937 2020-10-06 14:06:08,315 - mmaction - INFO - Epoch [191][60/297] lr: 6.209e-02, eta: 10:39:30, time: 1.349, data_time: 0.005, memory: 5820, top1_acc: 0.6131, top5_acc: 0.8330, loss_cls: 1.5381, loss: 1.5381, grad_norm: 2.0471 2020-10-06 14:06:38,805 - mmaction - INFO - Epoch [191][80/297] lr: 6.209e-02, eta: 10:38:48, time: 1.525, data_time: 0.008, memory: 5820, top1_acc: 0.6072, top5_acc: 0.8279, loss_cls: 1.6085, loss: 1.6085, grad_norm: 2.0774 2020-10-06 14:07:08,311 - mmaction - INFO - Epoch [191][100/297] lr: 6.209e-02, eta: 10:38:06, time: 1.475, data_time: 0.006, memory: 5820, top1_acc: 0.6141, top5_acc: 0.8291, loss_cls: 1.5490, loss: 1.5490, grad_norm: 2.0899 2020-10-06 14:07:38,864 - mmaction - INFO - Epoch [191][120/297] lr: 6.209e-02, eta: 10:37:23, time: 1.528, data_time: 0.008, memory: 5820, top1_acc: 0.6033, top5_acc: 0.8271, loss_cls: 1.5957, loss: 1.5957, grad_norm: 2.1406 2020-10-06 14:08:09,198 - mmaction - INFO - Epoch [191][140/297] lr: 6.209e-02, eta: 10:36:41, time: 1.516, data_time: 0.006, memory: 5820, top1_acc: 0.6143, top5_acc: 0.8369, loss_cls: 1.5371, loss: 1.5371, grad_norm: 2.0855 2020-10-06 14:08:39,604 - mmaction - INFO - Epoch [191][160/297] lr: 6.209e-02, eta: 10:35:59, time: 1.521, data_time: 0.005, memory: 5820, top1_acc: 0.6051, top5_acc: 0.8199, loss_cls: 1.6072, loss: 1.6072, grad_norm: 2.1102 2020-10-06 14:09:07,824 - mmaction - INFO - Epoch [191][180/297] lr: 6.209e-02, eta: 10:35:16, time: 1.398, data_time: 0.008, memory: 5820, top1_acc: 0.6078, top5_acc: 0.8211, loss_cls: 1.5879, loss: 1.5879, grad_norm: 2.0866 2020-10-06 14:09:39,613 - mmaction - INFO - Epoch [191][200/297] lr: 6.209e-02, eta: 10:34:34, time: 1.601, data_time: 0.024, memory: 5820, top1_acc: 0.5986, top5_acc: 0.8184, loss_cls: 1.6039, loss: 1.6039, grad_norm: 2.1157 2020-10-06 14:10:10,109 - mmaction - INFO - Epoch [191][220/297] lr: 6.209e-02, eta: 10:33:52, time: 1.524, data_time: 0.006, memory: 5820, top1_acc: 0.6102, top5_acc: 0.8313, loss_cls: 1.5641, loss: 1.5641, grad_norm: 2.0938 2020-10-06 14:10:39,955 - mmaction - INFO - Epoch [191][240/297] lr: 6.209e-02, eta: 10:33:09, time: 1.493, data_time: 0.010, memory: 5820, top1_acc: 0.5951, top5_acc: 0.8232, loss_cls: 1.6208, loss: 1.6208, grad_norm: 2.1493 2020-10-06 14:11:10,492 - mmaction - INFO - Epoch [191][260/297] lr: 6.209e-02, eta: 10:32:27, time: 1.527, data_time: 0.008, memory: 5820, top1_acc: 0.5959, top5_acc: 0.8250, loss_cls: 1.6182, loss: 1.6182, grad_norm: 2.1152 2020-10-06 14:11:40,633 - mmaction - INFO - Epoch [191][280/297] lr: 6.209e-02, eta: 10:31:45, time: 1.506, data_time: 0.007, memory: 5820, top1_acc: 0.6086, top5_acc: 0.8221, loss_cls: 1.5686, loss: 1.5686, grad_norm: 2.1134 2020-10-06 14:15:33,961 - mmaction - INFO - Epoch [192][20/297] lr: 6.032e-02, eta: 10:31:17, time: 10.233, data_time: 5.808, memory: 5820, top1_acc: 0.6062, top5_acc: 0.8229, loss_cls: 1.5677, loss: 1.5677, grad_norm: 2.1089 2020-10-06 14:16:03,551 - mmaction - INFO - Epoch [192][40/297] lr: 6.032e-02, eta: 10:30:34, time: 1.499, data_time: 0.041, memory: 5820, top1_acc: 0.6094, top5_acc: 0.8266, loss_cls: 1.5819, loss: 1.5819, grad_norm: 2.1350 2020-10-06 14:16:33,796 - mmaction - INFO - Epoch [192][60/297] lr: 6.032e-02, eta: 10:29:52, time: 1.509, data_time: 0.020, memory: 5820, top1_acc: 0.6027, top5_acc: 0.8186, loss_cls: 1.5981, loss: 1.5981, grad_norm: 2.1670 2020-10-06 14:17:03,287 - mmaction - INFO - Epoch [192][80/297] lr: 6.032e-02, eta: 10:29:10, time: 1.480, data_time: 0.012, memory: 5820, top1_acc: 0.6119, top5_acc: 0.8279, loss_cls: 1.5500, loss: 1.5500, grad_norm: 2.1235 2020-10-06 14:17:34,188 - mmaction - INFO - Epoch [192][100/297] lr: 6.032e-02, eta: 10:28:27, time: 1.544, data_time: 0.006, memory: 5820, top1_acc: 0.6141, top5_acc: 0.8275, loss_cls: 1.5511, loss: 1.5511, grad_norm: 2.1258 2020-10-06 14:18:02,933 - mmaction - INFO - Epoch [192][120/297] lr: 6.032e-02, eta: 10:27:45, time: 1.438, data_time: 0.004, memory: 5820, top1_acc: 0.6256, top5_acc: 0.8232, loss_cls: 1.5466, loss: 1.5466, grad_norm: 2.0873 2020-10-06 14:18:32,762 - mmaction - INFO - Epoch [192][140/297] lr: 6.032e-02, eta: 10:27:02, time: 1.489, data_time: 0.008, memory: 5820, top1_acc: 0.6021, top5_acc: 0.8258, loss_cls: 1.5911, loss: 1.5911, grad_norm: 2.1109 2020-10-06 14:19:03,201 - mmaction - INFO - Epoch [192][160/297] lr: 6.032e-02, eta: 10:26:20, time: 1.521, data_time: 0.009, memory: 5820, top1_acc: 0.6117, top5_acc: 0.8307, loss_cls: 1.5419, loss: 1.5419, grad_norm: 2.0965 2020-10-06 14:19:33,366 - mmaction - INFO - Epoch [192][180/297] lr: 6.032e-02, eta: 10:25:38, time: 1.511, data_time: 0.010, memory: 5820, top1_acc: 0.6037, top5_acc: 0.8238, loss_cls: 1.5787, loss: 1.5787, grad_norm: 2.1303 2020-10-06 14:20:03,520 - mmaction - INFO - Epoch [192][200/297] lr: 6.032e-02, eta: 10:24:55, time: 1.508, data_time: 0.008, memory: 5820, top1_acc: 0.6137, top5_acc: 0.8287, loss_cls: 1.5465, loss: 1.5465, grad_norm: 2.1269 2020-10-06 14:20:33,958 - mmaction - INFO - Epoch [192][220/297] lr: 6.032e-02, eta: 10:24:13, time: 1.521, data_time: 0.006, memory: 5820, top1_acc: 0.6162, top5_acc: 0.8314, loss_cls: 1.5590, loss: 1.5590, grad_norm: 2.1823 2020-10-06 14:21:02,595 - mmaction - INFO - Epoch [192][240/297] lr: 6.032e-02, eta: 10:23:30, time: 1.432, data_time: 0.004, memory: 5820, top1_acc: 0.5990, top5_acc: 0.8275, loss_cls: 1.5660, loss: 1.5660, grad_norm: 2.1566 2020-10-06 14:21:33,048 - mmaction - INFO - Epoch [192][260/297] lr: 6.032e-02, eta: 10:22:48, time: 1.512, data_time: 0.008, memory: 5820, top1_acc: 0.6158, top5_acc: 0.8275, loss_cls: 1.5364, loss: 1.5364, grad_norm: 2.1108 2020-10-06 14:22:03,437 - mmaction - INFO - Epoch [192][280/297] lr: 6.032e-02, eta: 10:22:06, time: 1.531, data_time: 0.018, memory: 5820, top1_acc: 0.6217, top5_acc: 0.8346, loss_cls: 1.5188, loss: 1.5188, grad_norm: 2.1046 2020-10-06 14:22:26,675 - mmaction - INFO - Saving checkpoint at 192 epochs 2020-10-06 14:25:33,907 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-06 14:25:34,391 - mmaction - INFO - top1_acc 0.6678 top5_acc 0.8805 2020-10-06 14:25:34,392 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-06 14:25:34,446 - mmaction - INFO - mean_acc 0.6681 2020-10-06 14:25:34,450 - mmaction - INFO - Now best checkpoint is epoch_192.pth 2020-10-06 14:25:34,501 - mmaction - INFO - Epoch(val) [192][297] top1_acc: 0.6678, top5_acc: 0.8805, mean_class_accuracy: 0.6681 2020-10-06 14:28:42,114 - mmaction - INFO - Epoch [193][20/297] lr: 5.858e-02, eta: 10:21:32, time: 9.371, data_time: 5.237, memory: 5820, top1_acc: 0.6197, top5_acc: 0.8305, loss_cls: 1.5263, loss: 1.5263, grad_norm: 2.1275 2020-10-06 14:29:12,737 - mmaction - INFO - Epoch [193][40/297] lr: 5.858e-02, eta: 10:20:49, time: 1.539, data_time: 0.016, memory: 5820, top1_acc: 0.6180, top5_acc: 0.8328, loss_cls: 1.5254, loss: 1.5254, grad_norm: 2.1272 2020-10-06 14:29:40,759 - mmaction - INFO - Epoch [193][60/297] lr: 5.858e-02, eta: 10:20:06, time: 1.400, data_time: 0.004, memory: 5820, top1_acc: 0.6189, top5_acc: 0.8338, loss_cls: 1.5344, loss: 1.5344, grad_norm: 2.1128 2020-10-06 14:30:12,659 - mmaction - INFO - Epoch [193][80/297] lr: 5.858e-02, eta: 10:19:25, time: 1.592, data_time: 0.009, memory: 5820, top1_acc: 0.6152, top5_acc: 0.8309, loss_cls: 1.5380, loss: 1.5380, grad_norm: 2.0980 2020-10-06 14:30:41,935 - mmaction - INFO - Epoch [193][100/297] lr: 5.858e-02, eta: 10:18:42, time: 1.464, data_time: 0.011, memory: 5820, top1_acc: 0.6236, top5_acc: 0.8361, loss_cls: 1.5269, loss: 1.5269, grad_norm: 2.1529 2020-10-06 14:31:11,178 - mmaction - INFO - Epoch [193][120/297] lr: 5.858e-02, eta: 10:18:00, time: 1.465, data_time: 0.010, memory: 5820, top1_acc: 0.6184, top5_acc: 0.8324, loss_cls: 1.5432, loss: 1.5432, grad_norm: 2.1730 2020-10-06 14:31:41,306 - mmaction - INFO - Epoch [193][140/297] lr: 5.858e-02, eta: 10:17:17, time: 1.507, data_time: 0.009, memory: 5820, top1_acc: 0.6146, top5_acc: 0.8320, loss_cls: 1.5361, loss: 1.5361, grad_norm: 2.1367 2020-10-06 14:32:11,427 - mmaction - INFO - Epoch [193][160/297] lr: 5.858e-02, eta: 10:16:35, time: 1.506, data_time: 0.007, memory: 5820, top1_acc: 0.6088, top5_acc: 0.8219, loss_cls: 1.5767, loss: 1.5767, grad_norm: 2.1391 2020-10-06 14:32:40,174 - mmaction - INFO - Epoch [193][180/297] lr: 5.858e-02, eta: 10:15:52, time: 1.423, data_time: 0.007, memory: 5820, top1_acc: 0.6086, top5_acc: 0.8252, loss_cls: 1.5809, loss: 1.5809, grad_norm: 2.1713 2020-10-06 14:33:10,697 - mmaction - INFO - Epoch [193][200/297] lr: 5.858e-02, eta: 10:15:10, time: 1.541, data_time: 0.022, memory: 5820, top1_acc: 0.6088, top5_acc: 0.8301, loss_cls: 1.5475, loss: 1.5475, grad_norm: 2.1319 2020-10-06 14:33:40,305 - mmaction - INFO - Epoch [193][220/297] lr: 5.858e-02, eta: 10:14:28, time: 1.480, data_time: 0.005, memory: 5820, top1_acc: 0.6195, top5_acc: 0.8246, loss_cls: 1.5732, loss: 1.5732, grad_norm: 2.1569 2020-10-06 14:34:11,033 - mmaction - INFO - Epoch [193][240/297] lr: 5.858e-02, eta: 10:13:46, time: 1.535, data_time: 0.006, memory: 5820, top1_acc: 0.6055, top5_acc: 0.8324, loss_cls: 1.5753, loss: 1.5753, grad_norm: 2.1916 2020-10-06 14:34:41,993 - mmaction - INFO - Epoch [193][260/297] lr: 5.858e-02, eta: 10:13:04, time: 1.550, data_time: 0.007, memory: 5820, top1_acc: 0.6055, top5_acc: 0.8217, loss_cls: 1.5710, loss: 1.5710, grad_norm: 2.1257 2020-10-06 14:35:12,094 - mmaction - INFO - Epoch [193][280/297] lr: 5.858e-02, eta: 10:12:22, time: 1.505, data_time: 0.007, memory: 5820, top1_acc: 0.6051, top5_acc: 0.8285, loss_cls: 1.5718, loss: 1.5718, grad_norm: 2.1934 2020-10-06 14:39:00,840 - mmaction - INFO - Epoch [194][20/297] lr: 5.685e-02, eta: 10:11:51, time: 10.115, data_time: 5.470, memory: 5820, top1_acc: 0.6213, top5_acc: 0.8314, loss_cls: 1.5118, loss: 1.5118, grad_norm: 2.1238 2020-10-06 14:39:30,959 - mmaction - INFO - Epoch [194][40/297] lr: 5.685e-02, eta: 10:11:09, time: 1.508, data_time: 0.010, memory: 5820, top1_acc: 0.6174, top5_acc: 0.8359, loss_cls: 1.5120, loss: 1.5120, grad_norm: 2.1107 2020-10-06 14:40:00,456 - mmaction - INFO - Epoch [194][60/297] lr: 5.685e-02, eta: 10:10:26, time: 1.476, data_time: 0.006, memory: 5820, top1_acc: 0.6074, top5_acc: 0.8230, loss_cls: 1.5703, loss: 1.5703, grad_norm: 2.1639 2020-10-06 14:40:30,356 - mmaction - INFO - Epoch [194][80/297] lr: 5.685e-02, eta: 10:09:44, time: 1.494, data_time: 0.007, memory: 5820, top1_acc: 0.6221, top5_acc: 0.8316, loss_cls: 1.5149, loss: 1.5149, grad_norm: 2.1453 2020-10-06 14:41:00,929 - mmaction - INFO - Epoch [194][100/297] lr: 5.685e-02, eta: 10:09:02, time: 1.530, data_time: 0.006, memory: 5820, top1_acc: 0.6236, top5_acc: 0.8371, loss_cls: 1.4991, loss: 1.4991, grad_norm: 2.1603 2020-10-06 14:41:30,141 - mmaction - INFO - Epoch [194][120/297] lr: 5.685e-02, eta: 10:08:20, time: 1.459, data_time: 0.006, memory: 5820, top1_acc: 0.6107, top5_acc: 0.8373, loss_cls: 1.5376, loss: 1.5376, grad_norm: 2.1856 2020-10-06 14:42:01,965 - mmaction - INFO - Epoch [194][140/297] lr: 5.685e-02, eta: 10:07:38, time: 1.592, data_time: 0.010, memory: 5820, top1_acc: 0.6270, top5_acc: 0.8414, loss_cls: 1.4749, loss: 1.4749, grad_norm: 2.1365 2020-10-06 14:42:32,764 - mmaction - INFO - Epoch [194][160/297] lr: 5.685e-02, eta: 10:06:56, time: 1.540, data_time: 0.006, memory: 5820, top1_acc: 0.6129, top5_acc: 0.8316, loss_cls: 1.5348, loss: 1.5348, grad_norm: 2.2081 2020-10-06 14:43:01,493 - mmaction - INFO - Epoch [194][180/297] lr: 5.685e-02, eta: 10:06:13, time: 1.435, data_time: 0.005, memory: 5820, top1_acc: 0.6139, top5_acc: 0.8252, loss_cls: 1.5647, loss: 1.5647, grad_norm: 2.1760 2020-10-06 14:43:33,337 - mmaction - INFO - Epoch [194][200/297] lr: 5.685e-02, eta: 10:05:32, time: 1.593, data_time: 0.010, memory: 5820, top1_acc: 0.6104, top5_acc: 0.8330, loss_cls: 1.5548, loss: 1.5548, grad_norm: 2.1646 2020-10-06 14:44:01,610 - mmaction - INFO - Epoch [194][220/297] lr: 5.685e-02, eta: 10:04:49, time: 1.413, data_time: 0.005, memory: 5820, top1_acc: 0.6156, top5_acc: 0.8375, loss_cls: 1.5416, loss: 1.5416, grad_norm: 2.2143 2020-10-06 14:44:32,733 - mmaction - INFO - Epoch [194][240/297] lr: 5.685e-02, eta: 10:04:07, time: 1.557, data_time: 0.011, memory: 5820, top1_acc: 0.6170, top5_acc: 0.8311, loss_cls: 1.5276, loss: 1.5276, grad_norm: 2.1661 2020-10-06 14:45:02,320 - mmaction - INFO - Epoch [194][260/297] lr: 5.685e-02, eta: 10:03:25, time: 1.482, data_time: 0.009, memory: 5820, top1_acc: 0.6131, top5_acc: 0.8289, loss_cls: 1.5695, loss: 1.5695, grad_norm: 2.1835 2020-10-06 14:45:32,401 - mmaction - INFO - Epoch [194][280/297] lr: 5.685e-02, eta: 10:02:42, time: 1.497, data_time: 0.006, memory: 5820, top1_acc: 0.6080, top5_acc: 0.8391, loss_cls: 1.5305, loss: 1.5305, grad_norm: 2.1789 2020-10-06 14:49:05,162 - mmaction - INFO - Epoch [195][20/297] lr: 5.515e-02, eta: 10:02:07, time: 9.445, data_time: 4.620, memory: 5820, top1_acc: 0.6246, top5_acc: 0.8352, loss_cls: 1.5013, loss: 1.5013, grad_norm: 2.1484 2020-10-06 14:49:36,844 - mmaction - INFO - Epoch [195][40/297] lr: 5.515e-02, eta: 10:01:25, time: 1.581, data_time: 0.009, memory: 5820, top1_acc: 0.6350, top5_acc: 0.8398, loss_cls: 1.4684, loss: 1.4684, grad_norm: 2.1067 2020-10-06 14:50:04,528 - mmaction - INFO - Epoch [195][60/297] lr: 5.515e-02, eta: 10:00:42, time: 1.388, data_time: 0.007, memory: 5820, top1_acc: 0.6178, top5_acc: 0.8334, loss_cls: 1.5008, loss: 1.5008, grad_norm: 2.1730 2020-10-06 14:50:34,942 - mmaction - INFO - Epoch [195][80/297] lr: 5.515e-02, eta: 10:00:00, time: 1.518, data_time: 0.008, memory: 5820, top1_acc: 0.6211, top5_acc: 0.8318, loss_cls: 1.5180, loss: 1.5180, grad_norm: 2.1799 2020-10-06 14:51:04,470 - mmaction - INFO - Epoch [195][100/297] lr: 5.515e-02, eta: 9:59:18, time: 1.468, data_time: 0.011, memory: 5820, top1_acc: 0.6076, top5_acc: 0.8273, loss_cls: 1.5687, loss: 1.5687, grad_norm: 2.2165 2020-10-06 14:51:34,543 - mmaction - INFO - Epoch [195][120/297] lr: 5.515e-02, eta: 9:58:36, time: 1.515, data_time: 0.018, memory: 5820, top1_acc: 0.6092, top5_acc: 0.8305, loss_cls: 1.5340, loss: 1.5340, grad_norm: 2.1964 2020-10-06 14:52:04,679 - mmaction - INFO - Epoch [195][140/297] lr: 5.515e-02, eta: 9:57:53, time: 1.507, data_time: 0.007, memory: 5820, top1_acc: 0.6160, top5_acc: 0.8340, loss_cls: 1.5208, loss: 1.5208, grad_norm: 2.1773 2020-10-06 14:52:33,719 - mmaction - INFO - Epoch [195][160/297] lr: 5.515e-02, eta: 9:57:11, time: 1.451, data_time: 0.008, memory: 5820, top1_acc: 0.6127, top5_acc: 0.8227, loss_cls: 1.5575, loss: 1.5575, grad_norm: 2.2400 2020-10-06 14:53:04,152 - mmaction - INFO - Epoch [195][180/297] lr: 5.515e-02, eta: 9:56:29, time: 1.523, data_time: 0.009, memory: 5820, top1_acc: 0.6102, top5_acc: 0.8291, loss_cls: 1.5520, loss: 1.5520, grad_norm: 2.2000 2020-10-06 14:53:34,366 - mmaction - INFO - Epoch [195][200/297] lr: 5.515e-02, eta: 9:55:47, time: 1.510, data_time: 0.003, memory: 5820, top1_acc: 0.6195, top5_acc: 0.8297, loss_cls: 1.5325, loss: 1.5325, grad_norm: 2.1860 2020-10-06 14:54:04,261 - mmaction - INFO - Epoch [195][220/297] lr: 5.515e-02, eta: 9:55:05, time: 1.495, data_time: 0.007, memory: 5820, top1_acc: 0.6227, top5_acc: 0.8332, loss_cls: 1.5080, loss: 1.5080, grad_norm: 2.1425 2020-10-06 14:54:34,618 - mmaction - INFO - Epoch [195][240/297] lr: 5.515e-02, eta: 9:54:23, time: 1.518, data_time: 0.004, memory: 5820, top1_acc: 0.6166, top5_acc: 0.8289, loss_cls: 1.5367, loss: 1.5367, grad_norm: 2.1554 2020-10-06 14:55:04,362 - mmaction - INFO - Epoch [195][260/297] lr: 5.515e-02, eta: 9:53:40, time: 1.488, data_time: 0.005, memory: 5820, top1_acc: 0.6119, top5_acc: 0.8293, loss_cls: 1.5486, loss: 1.5486, grad_norm: 2.1902 2020-10-06 14:55:34,607 - mmaction - INFO - Epoch [195][280/297] lr: 5.515e-02, eta: 9:52:58, time: 1.512, data_time: 0.007, memory: 5820, top1_acc: 0.6102, top5_acc: 0.8311, loss_cls: 1.5409, loss: 1.5409, grad_norm: 2.2444 2020-10-06 14:59:07,788 - mmaction - INFO - Epoch [196][20/297] lr: 5.347e-02, eta: 9:52:22, time: 9.513, data_time: 5.500, memory: 5820, top1_acc: 0.6414, top5_acc: 0.8424, loss_cls: 1.4482, loss: 1.4482, grad_norm: 2.1159 2020-10-06 14:59:38,885 - mmaction - INFO - Epoch [196][40/297] lr: 5.347e-02, eta: 9:51:41, time: 1.556, data_time: 0.010, memory: 5820, top1_acc: 0.6260, top5_acc: 0.8422, loss_cls: 1.4651, loss: 1.4651, grad_norm: 2.1580 2020-10-06 15:00:12,326 - mmaction - INFO - Epoch [196][60/297] lr: 5.347e-02, eta: 9:50:59, time: 1.663, data_time: 0.005, memory: 5820, top1_acc: 0.6182, top5_acc: 0.8311, loss_cls: 1.5224, loss: 1.5224, grad_norm: 2.1963 2020-10-06 15:00:42,181 - mmaction - INFO - Epoch [196][80/297] lr: 5.347e-02, eta: 9:50:17, time: 1.493, data_time: 0.055, memory: 5820, top1_acc: 0.6205, top5_acc: 0.8328, loss_cls: 1.5060, loss: 1.5060, grad_norm: 2.2185 2020-10-06 15:01:12,784 - mmaction - INFO - Epoch [196][100/297] lr: 5.347e-02, eta: 9:49:35, time: 1.537, data_time: 0.024, memory: 5820, top1_acc: 0.6344, top5_acc: 0.8395, loss_cls: 1.4652, loss: 1.4652, grad_norm: 2.1557 2020-10-06 15:01:42,386 - mmaction - INFO - Epoch [196][120/297] lr: 5.347e-02, eta: 9:48:53, time: 1.483, data_time: 0.010, memory: 5820, top1_acc: 0.6260, top5_acc: 0.8391, loss_cls: 1.4917, loss: 1.4917, grad_norm: 2.1903 2020-10-06 15:02:12,712 - mmaction - INFO - Epoch [196][140/297] lr: 5.347e-02, eta: 9:48:11, time: 1.515, data_time: 0.008, memory: 5820, top1_acc: 0.6178, top5_acc: 0.8277, loss_cls: 1.5614, loss: 1.5614, grad_norm: 2.2362 2020-10-06 15:02:43,204 - mmaction - INFO - Epoch [196][160/297] lr: 5.347e-02, eta: 9:47:29, time: 1.523, data_time: 0.007, memory: 5820, top1_acc: 0.6225, top5_acc: 0.8354, loss_cls: 1.5021, loss: 1.5021, grad_norm: 2.1665 2020-10-06 15:03:12,548 - mmaction - INFO - Epoch [196][180/297] lr: 5.347e-02, eta: 9:46:47, time: 1.464, data_time: 0.010, memory: 5820, top1_acc: 0.6238, top5_acc: 0.8289, loss_cls: 1.5150, loss: 1.5150, grad_norm: 2.1479 2020-10-06 15:03:43,057 - mmaction - INFO - Epoch [196][200/297] lr: 5.347e-02, eta: 9:46:05, time: 1.530, data_time: 0.011, memory: 5820, top1_acc: 0.6225, top5_acc: 0.8297, loss_cls: 1.5308, loss: 1.5308, grad_norm: 2.1848 2020-10-06 15:04:13,187 - mmaction - INFO - Epoch [196][220/297] lr: 5.347e-02, eta: 9:45:23, time: 1.506, data_time: 0.007, memory: 5820, top1_acc: 0.6254, top5_acc: 0.8404, loss_cls: 1.4994, loss: 1.4994, grad_norm: 2.1883 2020-10-06 15:04:42,880 - mmaction - INFO - Epoch [196][240/297] lr: 5.347e-02, eta: 9:44:41, time: 1.485, data_time: 0.008, memory: 5820, top1_acc: 0.6164, top5_acc: 0.8313, loss_cls: 1.5309, loss: 1.5309, grad_norm: 2.2157 2020-10-06 15:05:13,666 - mmaction - INFO - Epoch [196][260/297] lr: 5.347e-02, eta: 9:43:59, time: 1.539, data_time: 0.007, memory: 5820, top1_acc: 0.6244, top5_acc: 0.8342, loss_cls: 1.5053, loss: 1.5053, grad_norm: 2.2276 2020-10-06 15:05:42,798 - mmaction - INFO - Epoch [196][280/297] lr: 5.347e-02, eta: 9:43:16, time: 1.448, data_time: 0.007, memory: 5820, top1_acc: 0.6195, top5_acc: 0.8346, loss_cls: 1.5086, loss: 1.5086, grad_norm: 2.2138 2020-10-06 15:09:52,115 - mmaction - INFO - Epoch [197][20/297] lr: 5.181e-02, eta: 9:42:48, time: 10.931, data_time: 6.389, memory: 5820, top1_acc: 0.6244, top5_acc: 0.8424, loss_cls: 1.4817, loss: 1.4817, grad_norm: 2.2073 2020-10-06 15:10:23,377 - mmaction - INFO - Epoch [197][40/297] lr: 5.181e-02, eta: 9:42:07, time: 1.564, data_time: 0.007, memory: 5820, top1_acc: 0.6361, top5_acc: 0.8377, loss_cls: 1.4493, loss: 1.4493, grad_norm: 2.1941 2020-10-06 15:10:53,458 - mmaction - INFO - Epoch [197][60/297] lr: 5.181e-02, eta: 9:41:24, time: 1.500, data_time: 0.006, memory: 5820, top1_acc: 0.6324, top5_acc: 0.8434, loss_cls: 1.4660, loss: 1.4660, grad_norm: 2.1842 2020-10-06 15:11:21,726 - mmaction - INFO - Epoch [197][80/297] lr: 5.181e-02, eta: 9:40:42, time: 1.398, data_time: 0.010, memory: 5820, top1_acc: 0.6330, top5_acc: 0.8449, loss_cls: 1.4865, loss: 1.4865, grad_norm: 2.2401 2020-10-06 15:11:51,555 - mmaction - INFO - Epoch [197][100/297] lr: 5.181e-02, eta: 9:40:00, time: 1.511, data_time: 0.028, memory: 5820, top1_acc: 0.6248, top5_acc: 0.8346, loss_cls: 1.4872, loss: 1.4872, grad_norm: 2.1917 2020-10-06 15:12:21,871 - mmaction - INFO - Epoch [197][120/297] lr: 5.181e-02, eta: 9:39:18, time: 1.513, data_time: 0.007, memory: 5820, top1_acc: 0.6273, top5_acc: 0.8346, loss_cls: 1.4865, loss: 1.4865, grad_norm: 2.2182 2020-10-06 15:12:54,097 - mmaction - INFO - Epoch [197][140/297] lr: 5.181e-02, eta: 9:38:36, time: 1.613, data_time: 0.009, memory: 5820, top1_acc: 0.6205, top5_acc: 0.8355, loss_cls: 1.5159, loss: 1.5159, grad_norm: 2.2710 2020-10-06 15:13:23,388 - mmaction - INFO - Epoch [197][160/297] lr: 5.181e-02, eta: 9:37:54, time: 1.465, data_time: 0.008, memory: 5820, top1_acc: 0.6162, top5_acc: 0.8330, loss_cls: 1.5324, loss: 1.5324, grad_norm: 2.2325 2020-10-06 15:13:53,405 - mmaction - INFO - Epoch [197][180/297] lr: 5.181e-02, eta: 9:37:12, time: 1.501, data_time: 0.007, memory: 5820, top1_acc: 0.6143, top5_acc: 0.8328, loss_cls: 1.5270, loss: 1.5270, grad_norm: 2.1721 2020-10-06 15:14:23,906 - mmaction - INFO - Epoch [197][200/297] lr: 5.181e-02, eta: 9:36:30, time: 1.525, data_time: 0.007, memory: 5820, top1_acc: 0.6234, top5_acc: 0.8400, loss_cls: 1.4877, loss: 1.4877, grad_norm: 2.2334 2020-10-06 15:14:54,068 - mmaction - INFO - Epoch [197][220/297] lr: 5.181e-02, eta: 9:35:48, time: 1.496, data_time: 0.005, memory: 5820, top1_acc: 0.6209, top5_acc: 0.8406, loss_cls: 1.4858, loss: 1.4858, grad_norm: 2.2015 2020-10-06 15:15:23,220 - mmaction - INFO - Epoch [197][240/297] lr: 5.181e-02, eta: 9:35:06, time: 1.470, data_time: 0.015, memory: 5820, top1_acc: 0.6094, top5_acc: 0.8275, loss_cls: 1.5619, loss: 1.5619, grad_norm: 2.2542 2020-10-06 15:15:53,611 - mmaction - INFO - Epoch [197][260/297] lr: 5.181e-02, eta: 9:34:24, time: 1.517, data_time: 0.008, memory: 5820, top1_acc: 0.6186, top5_acc: 0.8295, loss_cls: 1.5368, loss: 1.5368, grad_norm: 2.2251 2020-10-06 15:16:23,446 - mmaction - INFO - Epoch [197][280/297] lr: 5.181e-02, eta: 9:33:42, time: 1.492, data_time: 0.010, memory: 5820, top1_acc: 0.6314, top5_acc: 0.8373, loss_cls: 1.5100, loss: 1.5100, grad_norm: 2.2190 2020-10-06 15:19:57,124 - mmaction - INFO - Epoch [198][20/297] lr: 5.017e-02, eta: 9:33:04, time: 9.443, data_time: 5.382, memory: 5820, top1_acc: 0.6352, top5_acc: 0.8492, loss_cls: 1.4455, loss: 1.4455, grad_norm: 2.1969 2020-10-06 15:20:26,759 - mmaction - INFO - Epoch [198][40/297] lr: 5.017e-02, eta: 9:32:22, time: 1.483, data_time: 0.007, memory: 5820, top1_acc: 0.6287, top5_acc: 0.8422, loss_cls: 1.4666, loss: 1.4666, grad_norm: 2.2181 2020-10-06 15:20:55,925 - mmaction - INFO - Epoch [198][60/297] lr: 5.017e-02, eta: 9:31:39, time: 1.458, data_time: 0.006, memory: 5820, top1_acc: 0.6389, top5_acc: 0.8391, loss_cls: 1.4523, loss: 1.4523, grad_norm: 2.1813 2020-10-06 15:21:26,183 - mmaction - INFO - Epoch [198][80/297] lr: 5.017e-02, eta: 9:30:57, time: 1.513, data_time: 0.007, memory: 5820, top1_acc: 0.6336, top5_acc: 0.8424, loss_cls: 1.4547, loss: 1.4547, grad_norm: 2.2275 2020-10-06 15:21:55,911 - mmaction - INFO - Epoch [198][100/297] lr: 5.017e-02, eta: 9:30:15, time: 1.487, data_time: 0.007, memory: 5820, top1_acc: 0.6283, top5_acc: 0.8348, loss_cls: 1.4798, loss: 1.4798, grad_norm: 2.2274 2020-10-06 15:22:25,870 - mmaction - INFO - Epoch [198][120/297] lr: 5.017e-02, eta: 9:29:33, time: 1.494, data_time: 0.006, memory: 5820, top1_acc: 0.6180, top5_acc: 0.8313, loss_cls: 1.5284, loss: 1.5284, grad_norm: 2.2700 2020-10-06 15:22:56,305 - mmaction - INFO - Epoch [198][140/297] lr: 5.017e-02, eta: 9:28:51, time: 1.522, data_time: 0.010, memory: 5820, top1_acc: 0.6375, top5_acc: 0.8447, loss_cls: 1.4449, loss: 1.4449, grad_norm: 2.1767 2020-10-06 15:23:26,394 - mmaction - INFO - Epoch [198][160/297] lr: 5.017e-02, eta: 9:28:09, time: 1.496, data_time: 0.010, memory: 5820, top1_acc: 0.6234, top5_acc: 0.8393, loss_cls: 1.4816, loss: 1.4816, grad_norm: 2.2616 2020-10-06 15:23:55,307 - mmaction - INFO - Epoch [198][180/297] lr: 5.017e-02, eta: 9:27:27, time: 1.457, data_time: 0.019, memory: 5820, top1_acc: 0.6314, top5_acc: 0.8379, loss_cls: 1.4819, loss: 1.4819, grad_norm: 2.2385 2020-10-06 15:24:25,855 - mmaction - INFO - Epoch [198][200/297] lr: 5.017e-02, eta: 9:26:45, time: 1.526, data_time: 0.008, memory: 5820, top1_acc: 0.6092, top5_acc: 0.8375, loss_cls: 1.5043, loss: 1.5043, grad_norm: 2.2540 2020-10-06 15:24:55,596 - mmaction - INFO - Epoch [198][220/297] lr: 5.017e-02, eta: 9:26:03, time: 1.486, data_time: 0.009, memory: 5820, top1_acc: 0.6318, top5_acc: 0.8402, loss_cls: 1.4716, loss: 1.4716, grad_norm: 2.2784 2020-10-06 15:25:26,048 - mmaction - INFO - Epoch [198][240/297] lr: 5.017e-02, eta: 9:25:21, time: 1.523, data_time: 0.010, memory: 5820, top1_acc: 0.6246, top5_acc: 0.8305, loss_cls: 1.5116, loss: 1.5116, grad_norm: 2.2243 2020-10-06 15:25:54,951 - mmaction - INFO - Epoch [198][260/297] lr: 5.017e-02, eta: 9:24:39, time: 1.437, data_time: 0.009, memory: 5820, top1_acc: 0.6246, top5_acc: 0.8373, loss_cls: 1.4970, loss: 1.4970, grad_norm: 2.2019 2020-10-06 15:26:26,175 - mmaction - INFO - Epoch [198][280/297] lr: 5.017e-02, eta: 9:23:57, time: 1.568, data_time: 0.018, memory: 5820, top1_acc: 0.6363, top5_acc: 0.8391, loss_cls: 1.4557, loss: 1.4557, grad_norm: 2.2066 2020-10-06 15:29:56,605 - mmaction - INFO - Epoch [199][20/297] lr: 4.856e-02, eta: 9:23:18, time: 9.340, data_time: 8.077, memory: 5820, top1_acc: 0.6266, top5_acc: 0.8365, loss_cls: 1.4867, loss: 1.4867, grad_norm: 2.2761 2020-10-06 15:30:28,220 - mmaction - INFO - Epoch [199][40/297] lr: 4.856e-02, eta: 9:22:37, time: 1.581, data_time: 0.378, memory: 5820, top1_acc: 0.6330, top5_acc: 0.8383, loss_cls: 1.4776, loss: 1.4776, grad_norm: 2.2562 2020-10-06 15:30:57,251 - mmaction - INFO - Epoch [199][60/297] lr: 4.856e-02, eta: 9:21:54, time: 1.453, data_time: 0.504, memory: 5820, top1_acc: 0.6406, top5_acc: 0.8473, loss_cls: 1.4412, loss: 1.4412, grad_norm: 2.2618 2020-10-06 15:31:27,652 - mmaction - INFO - Epoch [199][80/297] lr: 4.856e-02, eta: 9:21:13, time: 1.520, data_time: 0.167, memory: 5820, top1_acc: 0.6396, top5_acc: 0.8346, loss_cls: 1.4855, loss: 1.4855, grad_norm: 2.2023 2020-10-06 15:31:57,632 - mmaction - INFO - Epoch [199][100/297] lr: 4.856e-02, eta: 9:20:31, time: 1.495, data_time: 0.014, memory: 5820, top1_acc: 0.6312, top5_acc: 0.8420, loss_cls: 1.4571, loss: 1.4571, grad_norm: 2.2431 2020-10-06 15:32:27,526 - mmaction - INFO - Epoch [199][120/297] lr: 4.856e-02, eta: 9:19:49, time: 1.498, data_time: 0.026, memory: 5820, top1_acc: 0.6426, top5_acc: 0.8465, loss_cls: 1.4184, loss: 1.4184, grad_norm: 2.2700 2020-10-06 15:32:56,739 - mmaction - INFO - Epoch [199][140/297] lr: 4.856e-02, eta: 9:19:06, time: 1.460, data_time: 0.008, memory: 5820, top1_acc: 0.6297, top5_acc: 0.8361, loss_cls: 1.4959, loss: 1.4959, grad_norm: 2.2814 2020-10-06 15:33:27,275 - mmaction - INFO - Epoch [199][160/297] lr: 4.856e-02, eta: 9:18:25, time: 1.529, data_time: 0.004, memory: 5820, top1_acc: 0.6232, top5_acc: 0.8365, loss_cls: 1.4898, loss: 1.4898, grad_norm: 2.2482 2020-10-06 15:33:58,692 - mmaction - INFO - Epoch [199][180/297] lr: 4.856e-02, eta: 9:17:43, time: 1.570, data_time: 0.008, memory: 5820, top1_acc: 0.6314, top5_acc: 0.8393, loss_cls: 1.4500, loss: 1.4500, grad_norm: 2.2376 2020-10-06 15:34:27,234 - mmaction - INFO - Epoch [199][200/297] lr: 4.856e-02, eta: 9:17:01, time: 1.428, data_time: 0.008, memory: 5820, top1_acc: 0.6350, top5_acc: 0.8385, loss_cls: 1.4624, loss: 1.4624, grad_norm: 2.2744 2020-10-06 15:34:56,908 - mmaction - INFO - Epoch [199][220/297] lr: 4.856e-02, eta: 9:16:19, time: 1.482, data_time: 0.007, memory: 5820, top1_acc: 0.6176, top5_acc: 0.8342, loss_cls: 1.5172, loss: 1.5172, grad_norm: 2.3216 2020-10-06 15:35:27,799 - mmaction - INFO - Epoch [199][240/297] lr: 4.856e-02, eta: 9:15:37, time: 1.542, data_time: 0.005, memory: 5820, top1_acc: 0.6287, top5_acc: 0.8383, loss_cls: 1.4918, loss: 1.4918, grad_norm: 2.2618 2020-10-06 15:35:56,795 - mmaction - INFO - Epoch [199][260/297] lr: 4.856e-02, eta: 9:14:55, time: 1.447, data_time: 0.009, memory: 5820, top1_acc: 0.6225, top5_acc: 0.8377, loss_cls: 1.5084, loss: 1.5084, grad_norm: 2.2842 2020-10-06 15:36:28,152 - mmaction - INFO - Epoch [199][280/297] lr: 4.856e-02, eta: 9:14:13, time: 1.573, data_time: 0.014, memory: 5820, top1_acc: 0.6273, top5_acc: 0.8404, loss_cls: 1.4669, loss: 1.4669, grad_norm: 2.2918 2020-10-06 15:40:16,250 - mmaction - INFO - Epoch [200][20/297] lr: 4.697e-02, eta: 9:13:38, time: 10.106, data_time: 9.130, memory: 5820, top1_acc: 0.6383, top5_acc: 0.8363, loss_cls: 1.4567, loss: 1.4567, grad_norm: 2.2406 2020-10-06 15:40:46,868 - mmaction - INFO - Epoch [200][40/297] lr: 4.697e-02, eta: 9:12:56, time: 1.534, data_time: 0.490, memory: 5820, top1_acc: 0.6367, top5_acc: 0.8453, loss_cls: 1.4500, loss: 1.4500, grad_norm: 2.2694 2020-10-06 15:41:15,957 - mmaction - INFO - Epoch [200][60/297] lr: 4.697e-02, eta: 9:12:14, time: 1.455, data_time: 0.732, memory: 5820, top1_acc: 0.6463, top5_acc: 0.8461, loss_cls: 1.4162, loss: 1.4162, grad_norm: 2.2392 2020-10-06 15:41:46,947 - mmaction - INFO - Epoch [200][80/297] lr: 4.697e-02, eta: 9:11:32, time: 1.547, data_time: 0.788, memory: 5820, top1_acc: 0.6350, top5_acc: 0.8471, loss_cls: 1.4510, loss: 1.4510, grad_norm: 2.3061 2020-10-06 15:42:16,765 - mmaction - INFO - Epoch [200][100/297] lr: 4.697e-02, eta: 9:10:50, time: 1.490, data_time: 0.605, memory: 5820, top1_acc: 0.6271, top5_acc: 0.8480, loss_cls: 1.4565, loss: 1.4565, grad_norm: 2.3105 2020-10-06 15:42:45,881 - mmaction - INFO - Epoch [200][120/297] lr: 4.697e-02, eta: 9:10:08, time: 1.459, data_time: 0.557, memory: 5820, top1_acc: 0.6266, top5_acc: 0.8340, loss_cls: 1.4993, loss: 1.4993, grad_norm: 2.2835 2020-10-06 15:43:20,993 - mmaction - INFO - Epoch [200][140/297] lr: 4.697e-02, eta: 9:09:28, time: 1.753, data_time: 0.689, memory: 5820, top1_acc: 0.6305, top5_acc: 0.8393, loss_cls: 1.4733, loss: 1.4733, grad_norm: 2.2884 2020-10-06 15:43:49,295 - mmaction - INFO - Epoch [200][160/297] lr: 4.697e-02, eta: 9:08:45, time: 1.417, data_time: 0.451, memory: 5820, top1_acc: 0.6318, top5_acc: 0.8432, loss_cls: 1.4338, loss: 1.4338, grad_norm: 2.2840 2020-10-06 15:44:18,018 - mmaction - INFO - Epoch [200][180/297] lr: 4.697e-02, eta: 9:08:03, time: 1.437, data_time: 0.610, memory: 5820, top1_acc: 0.6152, top5_acc: 0.8285, loss_cls: 1.5135, loss: 1.5135, grad_norm: 2.2917 2020-10-06 15:44:47,628 - mmaction - INFO - Epoch [200][200/297] lr: 4.697e-02, eta: 9:07:21, time: 1.477, data_time: 0.485, memory: 5820, top1_acc: 0.6279, top5_acc: 0.8445, loss_cls: 1.4593, loss: 1.4593, grad_norm: 2.2571 2020-10-06 15:45:19,848 - mmaction - INFO - Epoch [200][220/297] lr: 4.697e-02, eta: 9:06:40, time: 1.612, data_time: 0.598, memory: 5820, top1_acc: 0.6463, top5_acc: 0.8504, loss_cls: 1.4177, loss: 1.4177, grad_norm: 2.2708 2020-10-06 15:45:48,155 - mmaction - INFO - Epoch [200][240/297] lr: 4.697e-02, eta: 9:05:57, time: 1.417, data_time: 0.662, memory: 5820, top1_acc: 0.6309, top5_acc: 0.8367, loss_cls: 1.4949, loss: 1.4949, grad_norm: 2.3229 2020-10-06 15:46:18,562 - mmaction - INFO - Epoch [200][260/297] lr: 4.697e-02, eta: 9:05:16, time: 1.522, data_time: 0.637, memory: 5820, top1_acc: 0.6385, top5_acc: 0.8422, loss_cls: 1.4769, loss: 1.4769, grad_norm: 2.2575 2020-10-06 15:46:50,223 - mmaction - INFO - Epoch [200][280/297] lr: 4.697e-02, eta: 9:04:34, time: 1.583, data_time: 0.725, memory: 5820, top1_acc: 0.6193, top5_acc: 0.8346, loss_cls: 1.5042, loss: 1.5042, grad_norm: 2.2768 2020-10-06 15:47:14,937 - mmaction - INFO - Saving checkpoint at 200 epochs 2020-10-06 15:50:17,447 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-06 15:50:17,658 - mmaction - INFO - top1_acc 0.6815 top5_acc 0.8816 2020-10-06 15:50:17,659 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-06 15:50:17,714 - mmaction - INFO - mean_acc 0.6818 2020-10-06 15:50:17,714 - mmaction - INFO - Now best checkpoint is epoch_200.pth 2020-10-06 15:50:17,735 - mmaction - INFO - Epoch(val) [200][297] top1_acc: 0.6815, top5_acc: 0.8816, mean_class_accuracy: 0.6818 2020-10-06 15:53:27,522 - mmaction - INFO - Epoch [201][20/297] lr: 4.540e-02, eta: 9:03:54, time: 9.485, data_time: 7.627, memory: 5820, top1_acc: 0.6410, top5_acc: 0.8439, loss_cls: 1.4308, loss: 1.4308, grad_norm: 2.2594 2020-10-06 15:53:58,630 - mmaction - INFO - Epoch [201][40/297] lr: 4.540e-02, eta: 9:03:13, time: 1.557, data_time: 0.011, memory: 5820, top1_acc: 0.6414, top5_acc: 0.8480, loss_cls: 1.4216, loss: 1.4216, grad_norm: 2.2834 2020-10-06 15:54:27,173 - mmaction - INFO - Epoch [201][60/297] lr: 4.540e-02, eta: 9:02:30, time: 1.429, data_time: 0.010, memory: 5820, top1_acc: 0.6357, top5_acc: 0.8441, loss_cls: 1.4266, loss: 1.4266, grad_norm: 2.3297 2020-10-06 15:54:56,373 - mmaction - INFO - Epoch [201][80/297] lr: 4.540e-02, eta: 9:01:48, time: 1.458, data_time: 0.008, memory: 5820, top1_acc: 0.6412, top5_acc: 0.8406, loss_cls: 1.4602, loss: 1.4602, grad_norm: 2.2862 2020-10-06 15:55:26,494 - mmaction - INFO - Epoch [201][100/297] lr: 4.540e-02, eta: 9:01:07, time: 1.507, data_time: 0.010, memory: 5820, top1_acc: 0.6576, top5_acc: 0.8498, loss_cls: 1.3997, loss: 1.3997, grad_norm: 2.2350 2020-10-06 15:55:56,309 - mmaction - INFO - Epoch [201][120/297] lr: 4.540e-02, eta: 9:00:25, time: 1.486, data_time: 0.008, memory: 5820, top1_acc: 0.6367, top5_acc: 0.8475, loss_cls: 1.4284, loss: 1.4284, grad_norm: 2.3131 2020-10-06 15:56:24,806 - mmaction - INFO - Epoch [201][140/297] lr: 4.540e-02, eta: 8:59:42, time: 1.430, data_time: 0.013, memory: 5820, top1_acc: 0.6398, top5_acc: 0.8463, loss_cls: 1.4233, loss: 1.4233, grad_norm: 2.2591 2020-10-06 15:56:55,616 - mmaction - INFO - Epoch [201][160/297] lr: 4.540e-02, eta: 8:59:01, time: 1.539, data_time: 0.007, memory: 5820, top1_acc: 0.6281, top5_acc: 0.8400, loss_cls: 1.4682, loss: 1.4682, grad_norm: 2.3173 2020-10-06 15:57:25,532 - mmaction - INFO - Epoch [201][180/297] lr: 4.540e-02, eta: 8:58:19, time: 1.498, data_time: 0.011, memory: 5820, top1_acc: 0.6324, top5_acc: 0.8416, loss_cls: 1.4823, loss: 1.4823, grad_norm: 2.2975 2020-10-06 15:57:54,105 - mmaction - INFO - Epoch [201][200/297] lr: 4.540e-02, eta: 8:57:37, time: 1.428, data_time: 0.008, memory: 5820, top1_acc: 0.6332, top5_acc: 0.8434, loss_cls: 1.4586, loss: 1.4586, grad_norm: 2.3333 2020-10-06 15:58:24,404 - mmaction - INFO - Epoch [201][220/297] lr: 4.540e-02, eta: 8:56:55, time: 1.516, data_time: 0.008, memory: 5820, top1_acc: 0.6311, top5_acc: 0.8393, loss_cls: 1.4749, loss: 1.4749, grad_norm: 2.2847 2020-10-06 15:58:56,496 - mmaction - INFO - Epoch [201][240/297] lr: 4.540e-02, eta: 8:56:14, time: 1.601, data_time: 0.008, memory: 5820, top1_acc: 0.6449, top5_acc: 0.8457, loss_cls: 1.4084, loss: 1.4084, grad_norm: 2.2641 2020-10-06 15:59:25,000 - mmaction - INFO - Epoch [201][260/297] lr: 4.540e-02, eta: 8:55:32, time: 1.427, data_time: 0.012, memory: 5820, top1_acc: 0.6316, top5_acc: 0.8385, loss_cls: 1.4614, loss: 1.4614, grad_norm: 2.3011 2020-10-06 15:59:55,037 - mmaction - INFO - Epoch [201][280/297] lr: 4.540e-02, eta: 8:54:50, time: 1.504, data_time: 0.010, memory: 5820, top1_acc: 0.6393, top5_acc: 0.8375, loss_cls: 1.4336, loss: 1.4336, grad_norm: 2.3090 2020-10-06 16:02:54,151 - mmaction - INFO - Epoch [202][20/297] lr: 4.385e-02, eta: 8:53:56, time: 7.102, data_time: 5.802, memory: 5820, top1_acc: 0.6627, top5_acc: 0.8553, loss_cls: 1.3536, loss: 1.3536, grad_norm: 2.2263 2020-10-06 16:03:25,439 - mmaction - INFO - Epoch [202][40/297] lr: 4.385e-02, eta: 8:53:15, time: 1.564, data_time: 0.030, memory: 5820, top1_acc: 0.6416, top5_acc: 0.8549, loss_cls: 1.4018, loss: 1.4018, grad_norm: 2.2972 2020-10-06 16:03:53,301 - mmaction - INFO - Epoch [202][60/297] lr: 4.385e-02, eta: 8:52:32, time: 1.393, data_time: 0.009, memory: 5820, top1_acc: 0.6391, top5_acc: 0.8426, loss_cls: 1.4414, loss: 1.4414, grad_norm: 2.3045 2020-10-06 16:04:24,187 - mmaction - INFO - Epoch [202][80/297] lr: 4.385e-02, eta: 8:51:51, time: 1.544, data_time: 0.010, memory: 5820, top1_acc: 0.6445, top5_acc: 0.8410, loss_cls: 1.4355, loss: 1.4355, grad_norm: 2.3046 2020-10-06 16:04:54,468 - mmaction - INFO - Epoch [202][100/297] lr: 4.385e-02, eta: 8:51:09, time: 1.515, data_time: 0.009, memory: 5820, top1_acc: 0.6354, top5_acc: 0.8475, loss_cls: 1.4358, loss: 1.4358, grad_norm: 2.2921 2020-10-06 16:05:22,327 - mmaction - INFO - Epoch [202][120/297] lr: 4.385e-02, eta: 8:50:27, time: 1.393, data_time: 0.007, memory: 5820, top1_acc: 0.6367, top5_acc: 0.8398, loss_cls: 1.4458, loss: 1.4458, grad_norm: 2.3196 2020-10-06 16:05:53,750 - mmaction - INFO - Epoch [202][140/297] lr: 4.385e-02, eta: 8:49:45, time: 1.571, data_time: 0.007, memory: 5820, top1_acc: 0.6480, top5_acc: 0.8406, loss_cls: 1.4302, loss: 1.4302, grad_norm: 2.3049 2020-10-06 16:06:22,466 - mmaction - INFO - Epoch [202][160/297] lr: 4.385e-02, eta: 8:49:03, time: 1.424, data_time: 0.009, memory: 5820, top1_acc: 0.6357, top5_acc: 0.8430, loss_cls: 1.4324, loss: 1.4324, grad_norm: 2.3228 2020-10-06 16:06:52,610 - mmaction - INFO - Epoch [202][180/297] lr: 4.385e-02, eta: 8:48:22, time: 1.519, data_time: 0.029, memory: 5820, top1_acc: 0.6334, top5_acc: 0.8396, loss_cls: 1.4583, loss: 1.4583, grad_norm: 2.3170 2020-10-06 16:07:22,443 - mmaction - INFO - Epoch [202][200/297] lr: 4.385e-02, eta: 8:47:40, time: 1.490, data_time: 0.008, memory: 5820, top1_acc: 0.6430, top5_acc: 0.8438, loss_cls: 1.4285, loss: 1.4285, grad_norm: 2.3166 2020-10-06 16:07:51,990 - mmaction - INFO - Epoch [202][220/297] lr: 4.385e-02, eta: 8:46:58, time: 1.477, data_time: 0.009, memory: 5820, top1_acc: 0.6393, top5_acc: 0.8469, loss_cls: 1.4251, loss: 1.4251, grad_norm: 2.3418 2020-10-06 16:08:22,531 - mmaction - INFO - Epoch [202][240/297] lr: 4.385e-02, eta: 8:46:16, time: 1.527, data_time: 0.026, memory: 5820, top1_acc: 0.6328, top5_acc: 0.8424, loss_cls: 1.4660, loss: 1.4660, grad_norm: 2.3568 2020-10-06 16:08:52,764 - mmaction - INFO - Epoch [202][260/297] lr: 4.385e-02, eta: 8:45:35, time: 1.511, data_time: 0.038, memory: 5820, top1_acc: 0.6279, top5_acc: 0.8416, loss_cls: 1.4800, loss: 1.4800, grad_norm: 2.3695 2020-10-06 16:09:21,907 - mmaction - INFO - Epoch [202][280/297] lr: 4.385e-02, eta: 8:44:53, time: 1.457, data_time: 0.075, memory: 5820, top1_acc: 0.6301, top5_acc: 0.8463, loss_cls: 1.4373, loss: 1.4373, grad_norm: 2.3302 2020-10-06 16:13:01,463 - mmaction - INFO - Epoch [203][20/297] lr: 4.233e-02, eta: 8:44:12, time: 9.649, data_time: 7.991, memory: 5820, top1_acc: 0.6451, top5_acc: 0.8557, loss_cls: 1.4224, loss: 1.4224, grad_norm: 2.3468 2020-10-06 16:13:31,691 - mmaction - INFO - Epoch [203][40/297] lr: 4.233e-02, eta: 8:43:31, time: 1.511, data_time: 0.011, memory: 5820, top1_acc: 0.6393, top5_acc: 0.8445, loss_cls: 1.4187, loss: 1.4187, grad_norm: 2.3354 2020-10-06 16:14:00,633 - mmaction - INFO - Epoch [203][60/297] lr: 4.233e-02, eta: 8:42:49, time: 1.445, data_time: 0.009, memory: 5820, top1_acc: 0.6475, top5_acc: 0.8475, loss_cls: 1.4223, loss: 1.4223, grad_norm: 2.3270 2020-10-06 16:14:33,141 - mmaction - INFO - Epoch [203][80/297] lr: 4.233e-02, eta: 8:42:08, time: 1.626, data_time: 0.011, memory: 5820, top1_acc: 0.6367, top5_acc: 0.8436, loss_cls: 1.4495, loss: 1.4495, grad_norm: 2.3343 2020-10-06 16:15:03,734 - mmaction - INFO - Epoch [203][100/297] lr: 4.233e-02, eta: 8:41:26, time: 1.532, data_time: 0.011, memory: 5820, top1_acc: 0.6445, top5_acc: 0.8605, loss_cls: 1.3860, loss: 1.3860, grad_norm: 2.3448 2020-10-06 16:15:32,268 - mmaction - INFO - Epoch [203][120/297] lr: 4.233e-02, eta: 8:40:44, time: 1.426, data_time: 0.008, memory: 5820, top1_acc: 0.6338, top5_acc: 0.8336, loss_cls: 1.4766, loss: 1.4766, grad_norm: 2.3782 2020-10-06 16:16:03,283 - mmaction - INFO - Epoch [203][140/297] lr: 4.233e-02, eta: 8:40:02, time: 1.551, data_time: 0.009, memory: 5820, top1_acc: 0.6369, top5_acc: 0.8449, loss_cls: 1.4340, loss: 1.4340, grad_norm: 2.3182 2020-10-06 16:16:34,055 - mmaction - INFO - Epoch [203][160/297] lr: 4.233e-02, eta: 8:39:21, time: 1.517, data_time: 0.009, memory: 5820, top1_acc: 0.6393, top5_acc: 0.8559, loss_cls: 1.3916, loss: 1.3916, grad_norm: 2.3722 2020-10-06 16:17:02,043 - mmaction - INFO - Epoch [203][180/297] lr: 4.233e-02, eta: 8:38:39, time: 1.421, data_time: 0.110, memory: 5820, top1_acc: 0.6443, top5_acc: 0.8430, loss_cls: 1.4175, loss: 1.4175, grad_norm: 2.3093 2020-10-06 16:17:33,002 - mmaction - INFO - Epoch [203][200/297] lr: 4.233e-02, eta: 8:37:57, time: 1.543, data_time: 0.281, memory: 5820, top1_acc: 0.6434, top5_acc: 0.8494, loss_cls: 1.4003, loss: 1.4003, grad_norm: 2.3554 2020-10-06 16:18:02,799 - mmaction - INFO - Epoch [203][220/297] lr: 4.233e-02, eta: 8:37:16, time: 1.494, data_time: 0.141, memory: 5820, top1_acc: 0.6414, top5_acc: 0.8453, loss_cls: 1.4299, loss: 1.4299, grad_norm: 2.4009 2020-10-06 16:18:31,706 - mmaction - INFO - Epoch [203][240/297] lr: 4.233e-02, eta: 8:36:34, time: 1.444, data_time: 0.023, memory: 5820, top1_acc: 0.6357, top5_acc: 0.8412, loss_cls: 1.4466, loss: 1.4466, grad_norm: 2.3404 2020-10-06 16:19:02,561 - mmaction - INFO - Epoch [203][260/297] lr: 4.233e-02, eta: 8:35:52, time: 1.545, data_time: 0.014, memory: 5820, top1_acc: 0.6428, top5_acc: 0.8500, loss_cls: 1.4161, loss: 1.4161, grad_norm: 2.3715 2020-10-06 16:19:31,946 - mmaction - INFO - Epoch [203][280/297] lr: 4.233e-02, eta: 8:35:10, time: 1.470, data_time: 0.008, memory: 5820, top1_acc: 0.6379, top5_acc: 0.8432, loss_cls: 1.4568, loss: 1.4568, grad_norm: 2.4361 2020-10-06 16:23:27,323 - mmaction - INFO - Epoch [204][20/297] lr: 4.083e-02, eta: 8:34:33, time: 10.447, data_time: 8.367, memory: 5820, top1_acc: 0.6574, top5_acc: 0.8514, loss_cls: 1.3918, loss: 1.3918, grad_norm: 2.3427 2020-10-06 16:23:57,455 - mmaction - INFO - Epoch [204][40/297] lr: 4.083e-02, eta: 8:33:52, time: 1.511, data_time: 0.013, memory: 5820, top1_acc: 0.6521, top5_acc: 0.8559, loss_cls: 1.3641, loss: 1.3641, grad_norm: 2.3445 2020-10-06 16:24:27,300 - mmaction - INFO - Epoch [204][60/297] lr: 4.083e-02, eta: 8:33:10, time: 1.483, data_time: 0.008, memory: 5820, top1_acc: 0.6436, top5_acc: 0.8551, loss_cls: 1.4210, loss: 1.4210, grad_norm: 2.4096 2020-10-06 16:24:57,424 - mmaction - INFO - Epoch [204][80/297] lr: 4.083e-02, eta: 8:32:28, time: 1.515, data_time: 0.017, memory: 5820, top1_acc: 0.6615, top5_acc: 0.8566, loss_cls: 1.3633, loss: 1.3633, grad_norm: 2.3576 2020-10-06 16:25:28,183 - mmaction - INFO - Epoch [204][100/297] lr: 4.083e-02, eta: 8:31:47, time: 1.538, data_time: 0.009, memory: 5820, top1_acc: 0.6434, top5_acc: 0.8482, loss_cls: 1.4274, loss: 1.4274, grad_norm: 2.4000 2020-10-06 16:25:56,458 - mmaction - INFO - Epoch [204][120/297] lr: 4.083e-02, eta: 8:31:05, time: 1.411, data_time: 0.008, memory: 5820, top1_acc: 0.6500, top5_acc: 0.8555, loss_cls: 1.3792, loss: 1.3792, grad_norm: 2.3369 2020-10-06 16:26:25,990 - mmaction - INFO - Epoch [204][140/297] lr: 4.083e-02, eta: 8:30:23, time: 1.477, data_time: 0.010, memory: 5820, top1_acc: 0.6465, top5_acc: 0.8488, loss_cls: 1.4140, loss: 1.4140, grad_norm: 2.3718 2020-10-06 16:26:56,782 - mmaction - INFO - Epoch [204][160/297] lr: 4.083e-02, eta: 8:29:42, time: 1.543, data_time: 0.010, memory: 5820, top1_acc: 0.6486, top5_acc: 0.8564, loss_cls: 1.3972, loss: 1.3972, grad_norm: 2.3942 2020-10-06 16:27:25,135 - mmaction - INFO - Epoch [204][180/297] lr: 4.083e-02, eta: 8:28:59, time: 1.417, data_time: 0.007, memory: 5820, top1_acc: 0.6598, top5_acc: 0.8475, loss_cls: 1.3870, loss: 1.3870, grad_norm: 2.4030 2020-10-06 16:27:55,190 - mmaction - INFO - Epoch [204][200/297] lr: 4.083e-02, eta: 8:28:18, time: 1.500, data_time: 0.008, memory: 5820, top1_acc: 0.6426, top5_acc: 0.8494, loss_cls: 1.4121, loss: 1.4121, grad_norm: 2.4111 2020-10-06 16:28:24,432 - mmaction - INFO - Epoch [204][220/297] lr: 4.083e-02, eta: 8:27:36, time: 1.461, data_time: 0.010, memory: 5820, top1_acc: 0.6359, top5_acc: 0.8381, loss_cls: 1.4310, loss: 1.4310, grad_norm: 2.3680 2020-10-06 16:28:53,731 - mmaction - INFO - Epoch [204][240/297] lr: 4.083e-02, eta: 8:26:54, time: 1.465, data_time: 0.011, memory: 5820, top1_acc: 0.6387, top5_acc: 0.8465, loss_cls: 1.4215, loss: 1.4215, grad_norm: 2.4001 2020-10-06 16:29:26,577 - mmaction - INFO - Epoch [204][260/297] lr: 4.083e-02, eta: 8:26:13, time: 1.643, data_time: 0.012, memory: 5820, top1_acc: 0.6488, top5_acc: 0.8477, loss_cls: 1.4274, loss: 1.4274, grad_norm: 2.3546 2020-10-06 16:29:55,374 - mmaction - INFO - Epoch [204][280/297] lr: 4.083e-02, eta: 8:25:31, time: 1.442, data_time: 0.023, memory: 5820, top1_acc: 0.6391, top5_acc: 0.8422, loss_cls: 1.4569, loss: 1.4569, grad_norm: 2.3928 2020-10-06 16:33:37,221 - mmaction - INFO - Epoch [205][20/297] lr: 3.936e-02, eta: 8:24:50, time: 9.696, data_time: 8.473, memory: 5820, top1_acc: 0.6582, top5_acc: 0.8572, loss_cls: 1.3592, loss: 1.3592, grad_norm: 2.3359 2020-10-06 16:34:09,089 - mmaction - INFO - Epoch [205][40/297] lr: 3.936e-02, eta: 8:24:09, time: 1.591, data_time: 0.147, memory: 5820, top1_acc: 0.6520, top5_acc: 0.8477, loss_cls: 1.4090, loss: 1.4090, grad_norm: 2.3734 2020-10-06 16:34:37,329 - mmaction - INFO - Epoch [205][60/297] lr: 3.936e-02, eta: 8:23:27, time: 1.414, data_time: 0.011, memory: 5820, top1_acc: 0.6391, top5_acc: 0.8430, loss_cls: 1.4438, loss: 1.4438, grad_norm: 2.4502 2020-10-06 16:35:07,460 - mmaction - INFO - Epoch [205][80/297] lr: 3.936e-02, eta: 8:22:45, time: 1.506, data_time: 0.008, memory: 5820, top1_acc: 0.6559, top5_acc: 0.8492, loss_cls: 1.3874, loss: 1.3874, grad_norm: 2.3604 2020-10-06 16:35:37,894 - mmaction - INFO - Epoch [205][100/297] lr: 3.936e-02, eta: 8:22:03, time: 1.520, data_time: 0.008, memory: 5820, top1_acc: 0.6559, top5_acc: 0.8479, loss_cls: 1.3863, loss: 1.3863, grad_norm: 2.3219 2020-10-06 16:36:05,521 - mmaction - INFO - Epoch [205][120/297] lr: 3.936e-02, eta: 8:21:21, time: 1.382, data_time: 0.010, memory: 5820, top1_acc: 0.6633, top5_acc: 0.8594, loss_cls: 1.3472, loss: 1.3472, grad_norm: 2.3722 2020-10-06 16:36:35,842 - mmaction - INFO - Epoch [205][140/297] lr: 3.936e-02, eta: 8:20:40, time: 1.514, data_time: 0.009, memory: 5820, top1_acc: 0.6371, top5_acc: 0.8498, loss_cls: 1.4180, loss: 1.4180, grad_norm: 2.4376 2020-10-06 16:37:06,125 - mmaction - INFO - Epoch [205][160/297] lr: 3.936e-02, eta: 8:19:58, time: 1.516, data_time: 0.011, memory: 5820, top1_acc: 0.6576, top5_acc: 0.8566, loss_cls: 1.3508, loss: 1.3508, grad_norm: 2.3426 2020-10-06 16:37:35,500 - mmaction - INFO - Epoch [205][180/297] lr: 3.936e-02, eta: 8:19:16, time: 1.468, data_time: 0.009, memory: 5820, top1_acc: 0.6520, top5_acc: 0.8533, loss_cls: 1.3816, loss: 1.3816, grad_norm: 2.4493 2020-10-06 16:38:06,143 - mmaction - INFO - Epoch [205][200/297] lr: 3.936e-02, eta: 8:18:35, time: 1.533, data_time: 0.010, memory: 5820, top1_acc: 0.6416, top5_acc: 0.8461, loss_cls: 1.4281, loss: 1.4281, grad_norm: 2.4547 2020-10-06 16:38:36,468 - mmaction - INFO - Epoch [205][220/297] lr: 3.936e-02, eta: 8:17:54, time: 1.517, data_time: 0.017, memory: 5820, top1_acc: 0.6545, top5_acc: 0.8551, loss_cls: 1.3733, loss: 1.3733, grad_norm: 2.3945 2020-10-06 16:39:04,784 - mmaction - INFO - Epoch [205][240/297] lr: 3.936e-02, eta: 8:17:12, time: 1.415, data_time: 0.008, memory: 5820, top1_acc: 0.6553, top5_acc: 0.8537, loss_cls: 1.3804, loss: 1.3804, grad_norm: 2.4016 2020-10-06 16:39:35,557 - mmaction - INFO - Epoch [205][260/297] lr: 3.936e-02, eta: 8:16:30, time: 1.537, data_time: 0.011, memory: 5820, top1_acc: 0.6379, top5_acc: 0.8418, loss_cls: 1.4281, loss: 1.4281, grad_norm: 2.3955 2020-10-06 16:40:04,705 - mmaction - INFO - Epoch [205][280/297] lr: 3.936e-02, eta: 8:15:48, time: 1.459, data_time: 0.011, memory: 5820, top1_acc: 0.6473, top5_acc: 0.8494, loss_cls: 1.3865, loss: 1.3865, grad_norm: 2.3447 2020-10-06 16:43:54,144 - mmaction - INFO - Epoch [206][20/297] lr: 3.791e-02, eta: 8:15:08, time: 10.116, data_time: 8.900, memory: 5820, top1_acc: 0.6572, top5_acc: 0.8582, loss_cls: 1.3539, loss: 1.3539, grad_norm: 2.3677 2020-10-06 16:44:24,657 - mmaction - INFO - Epoch [206][40/297] lr: 3.791e-02, eta: 8:14:27, time: 1.515, data_time: 0.125, memory: 5820, top1_acc: 0.6537, top5_acc: 0.8514, loss_cls: 1.3945, loss: 1.3945, grad_norm: 2.3852 2020-10-06 16:44:56,235 - mmaction - INFO - Epoch [206][60/297] lr: 3.791e-02, eta: 8:13:45, time: 1.589, data_time: 0.020, memory: 5820, top1_acc: 0.6582, top5_acc: 0.8512, loss_cls: 1.3657, loss: 1.3657, grad_norm: 2.3747 2020-10-06 16:45:26,678 - mmaction - INFO - Epoch [206][80/297] lr: 3.791e-02, eta: 8:13:04, time: 1.524, data_time: 0.009, memory: 5820, top1_acc: 0.6572, top5_acc: 0.8516, loss_cls: 1.3588, loss: 1.3588, grad_norm: 2.3762 2020-10-06 16:45:56,588 - mmaction - INFO - Epoch [206][100/297] lr: 3.791e-02, eta: 8:12:22, time: 1.495, data_time: 0.008, memory: 5820, top1_acc: 0.6475, top5_acc: 0.8502, loss_cls: 1.3991, loss: 1.3991, grad_norm: 2.4303 2020-10-06 16:46:25,505 - mmaction - INFO - Epoch [206][120/297] lr: 3.791e-02, eta: 8:11:41, time: 1.446, data_time: 0.008, memory: 5820, top1_acc: 0.6557, top5_acc: 0.8596, loss_cls: 1.3640, loss: 1.3640, grad_norm: 2.3945 2020-10-06 16:46:55,695 - mmaction - INFO - Epoch [206][140/297] lr: 3.791e-02, eta: 8:10:59, time: 1.509, data_time: 0.008, memory: 5820, top1_acc: 0.6389, top5_acc: 0.8463, loss_cls: 1.4280, loss: 1.4280, grad_norm: 2.4849 2020-10-06 16:47:26,555 - mmaction - INFO - Epoch [206][160/297] lr: 3.791e-02, eta: 8:10:18, time: 1.543, data_time: 0.008, memory: 5820, top1_acc: 0.6602, top5_acc: 0.8619, loss_cls: 1.3445, loss: 1.3445, grad_norm: 2.3971 2020-10-06 16:47:54,681 - mmaction - INFO - Epoch [206][180/297] lr: 3.791e-02, eta: 8:09:36, time: 1.403, data_time: 0.007, memory: 5820, top1_acc: 0.6393, top5_acc: 0.8498, loss_cls: 1.4033, loss: 1.4033, grad_norm: 2.4224 2020-10-06 16:48:24,299 - mmaction - INFO - Epoch [206][200/297] lr: 3.791e-02, eta: 8:08:54, time: 1.480, data_time: 0.011, memory: 5820, top1_acc: 0.6469, top5_acc: 0.8520, loss_cls: 1.4041, loss: 1.4041, grad_norm: 2.4429 2020-10-06 16:48:54,735 - mmaction - INFO - Epoch [206][220/297] lr: 3.791e-02, eta: 8:08:13, time: 1.526, data_time: 0.012, memory: 5820, top1_acc: 0.6490, top5_acc: 0.8541, loss_cls: 1.3828, loss: 1.3828, grad_norm: 2.4210 2020-10-06 16:49:23,639 - mmaction - INFO - Epoch [206][240/297] lr: 3.791e-02, eta: 8:07:31, time: 1.444, data_time: 0.009, memory: 5820, top1_acc: 0.6395, top5_acc: 0.8455, loss_cls: 1.4281, loss: 1.4281, grad_norm: 2.4520 2020-10-06 16:49:54,378 - mmaction - INFO - Epoch [206][260/297] lr: 3.791e-02, eta: 8:06:50, time: 1.538, data_time: 0.009, memory: 5820, top1_acc: 0.6572, top5_acc: 0.8555, loss_cls: 1.3580, loss: 1.3580, grad_norm: 2.4078 2020-10-06 16:50:24,247 - mmaction - INFO - Epoch [206][280/297] lr: 3.791e-02, eta: 8:06:08, time: 1.493, data_time: 0.007, memory: 5820, top1_acc: 0.6355, top5_acc: 0.8471, loss_cls: 1.4085, loss: 1.4085, grad_norm: 2.4122 2020-10-06 16:54:16,358 - mmaction - INFO - Epoch [207][20/297] lr: 3.648e-02, eta: 8:05:28, time: 10.281, data_time: 9.138, memory: 5820, top1_acc: 0.6693, top5_acc: 0.8607, loss_cls: 1.3310, loss: 1.3310, grad_norm: 2.3736 2020-10-06 16:54:46,648 - mmaction - INFO - Epoch [207][40/297] lr: 3.648e-02, eta: 8:04:46, time: 1.511, data_time: 0.592, memory: 5820, top1_acc: 0.6660, top5_acc: 0.8627, loss_cls: 1.3363, loss: 1.3363, grad_norm: 2.4452 2020-10-06 16:55:15,986 - mmaction - INFO - Epoch [207][60/297] lr: 3.648e-02, eta: 8:04:05, time: 1.460, data_time: 0.458, memory: 5820, top1_acc: 0.6541, top5_acc: 0.8572, loss_cls: 1.3887, loss: 1.3887, grad_norm: 2.4646 2020-10-06 16:55:47,023 - mmaction - INFO - Epoch [207][80/297] lr: 3.648e-02, eta: 8:03:23, time: 1.562, data_time: 0.054, memory: 5820, top1_acc: 0.6396, top5_acc: 0.8475, loss_cls: 1.4423, loss: 1.4423, grad_norm: 2.4646 2020-10-06 16:56:17,413 - mmaction - INFO - Epoch [207][100/297] lr: 3.648e-02, eta: 8:02:42, time: 1.521, data_time: 0.055, memory: 5820, top1_acc: 0.6754, top5_acc: 0.8582, loss_cls: 1.3253, loss: 1.3253, grad_norm: 2.3908 2020-10-06 16:56:46,052 - mmaction - INFO - Epoch [207][120/297] lr: 3.648e-02, eta: 8:02:00, time: 1.430, data_time: 0.008, memory: 5820, top1_acc: 0.6627, top5_acc: 0.8537, loss_cls: 1.3770, loss: 1.3770, grad_norm: 2.4768 2020-10-06 16:57:16,266 - mmaction - INFO - Epoch [207][140/297] lr: 3.648e-02, eta: 8:01:19, time: 1.502, data_time: 0.011, memory: 5820, top1_acc: 0.6568, top5_acc: 0.8572, loss_cls: 1.3615, loss: 1.3615, grad_norm: 2.4239 2020-10-06 16:57:45,663 - mmaction - INFO - Epoch [207][160/297] lr: 3.648e-02, eta: 8:00:37, time: 1.481, data_time: 0.086, memory: 5820, top1_acc: 0.6561, top5_acc: 0.8562, loss_cls: 1.3533, loss: 1.3533, grad_norm: 2.4319 2020-10-06 16:58:14,388 - mmaction - INFO - Epoch [207][180/297] lr: 3.648e-02, eta: 7:59:55, time: 1.437, data_time: 0.227, memory: 5820, top1_acc: 0.6521, top5_acc: 0.8516, loss_cls: 1.3894, loss: 1.3894, grad_norm: 2.4431 2020-10-06 16:58:44,400 - mmaction - INFO - Epoch [207][200/297] lr: 3.648e-02, eta: 7:59:14, time: 1.500, data_time: 0.255, memory: 5820, top1_acc: 0.6604, top5_acc: 0.8600, loss_cls: 1.3343, loss: 1.3343, grad_norm: 2.4410 2020-10-06 16:59:15,113 - mmaction - INFO - Epoch [207][220/297] lr: 3.648e-02, eta: 7:58:33, time: 1.533, data_time: 0.008, memory: 5820, top1_acc: 0.6492, top5_acc: 0.8553, loss_cls: 1.3854, loss: 1.3854, grad_norm: 2.5002 2020-10-06 16:59:45,689 - mmaction - INFO - Epoch [207][240/297] lr: 3.648e-02, eta: 7:57:51, time: 1.523, data_time: 0.011, memory: 5820, top1_acc: 0.6654, top5_acc: 0.8551, loss_cls: 1.3454, loss: 1.3454, grad_norm: 2.3802 2020-10-06 17:00:24,247 - mmaction - INFO - Epoch [207][260/297] lr: 3.648e-02, eta: 7:57:12, time: 1.930, data_time: 0.020, memory: 5820, top1_acc: 0.6568, top5_acc: 0.8582, loss_cls: 1.3618, loss: 1.3618, grad_norm: 2.4939 2020-10-06 17:00:49,785 - mmaction - INFO - Epoch [207][280/297] lr: 3.648e-02, eta: 7:56:29, time: 1.281, data_time: 0.047, memory: 5820, top1_acc: 0.6484, top5_acc: 0.8613, loss_cls: 1.3637, loss: 1.3637, grad_norm: 2.4949 2020-10-06 17:04:02,565 - mmaction - INFO - Epoch [208][20/297] lr: 3.508e-02, eta: 7:55:38, time: 8.034, data_time: 5.719, memory: 5820, top1_acc: 0.6531, top5_acc: 0.8541, loss_cls: 1.3704, loss: 1.3704, grad_norm: 2.4421 2020-10-06 17:04:32,224 - mmaction - INFO - Epoch [208][40/297] lr: 3.508e-02, eta: 7:54:56, time: 1.486, data_time: 0.011, memory: 5820, top1_acc: 0.6633, top5_acc: 0.8578, loss_cls: 1.3680, loss: 1.3680, grad_norm: 2.4111 2020-10-06 17:05:00,226 - mmaction - INFO - Epoch [208][60/297] lr: 3.508e-02, eta: 7:54:14, time: 1.401, data_time: 0.008, memory: 5820, top1_acc: 0.6627, top5_acc: 0.8570, loss_cls: 1.3585, loss: 1.3585, grad_norm: 2.4536 2020-10-06 17:05:30,762 - mmaction - INFO - Epoch [208][80/297] lr: 3.508e-02, eta: 7:53:33, time: 1.526, data_time: 0.007, memory: 5820, top1_acc: 0.6539, top5_acc: 0.8609, loss_cls: 1.3504, loss: 1.3504, grad_norm: 2.4704 2020-10-06 17:06:00,688 - mmaction - INFO - Epoch [208][100/297] lr: 3.508e-02, eta: 7:52:51, time: 1.497, data_time: 0.008, memory: 5820, top1_acc: 0.6475, top5_acc: 0.8494, loss_cls: 1.3965, loss: 1.3965, grad_norm: 2.5032 2020-10-06 17:06:29,760 - mmaction - INFO - Epoch [208][120/297] lr: 3.508e-02, eta: 7:52:10, time: 1.452, data_time: 0.007, memory: 5820, top1_acc: 0.6648, top5_acc: 0.8623, loss_cls: 1.3135, loss: 1.3135, grad_norm: 2.4033 2020-10-06 17:07:00,597 - mmaction - INFO - Epoch [208][140/297] lr: 3.508e-02, eta: 7:51:28, time: 1.543, data_time: 0.008, memory: 5820, top1_acc: 0.6684, top5_acc: 0.8602, loss_cls: 1.2990, loss: 1.2990, grad_norm: 2.4046 2020-10-06 17:07:32,053 - mmaction - INFO - Epoch [208][160/297] lr: 3.508e-02, eta: 7:50:47, time: 1.569, data_time: 0.007, memory: 5820, top1_acc: 0.6699, top5_acc: 0.8680, loss_cls: 1.2934, loss: 1.2934, grad_norm: 2.4466 2020-10-06 17:08:00,899 - mmaction - INFO - Epoch [208][180/297] lr: 3.508e-02, eta: 7:50:06, time: 1.446, data_time: 0.010, memory: 5820, top1_acc: 0.6701, top5_acc: 0.8604, loss_cls: 1.3356, loss: 1.3356, grad_norm: 2.4650 2020-10-06 17:08:30,974 - mmaction - INFO - Epoch [208][200/297] lr: 3.508e-02, eta: 7:49:24, time: 1.490, data_time: 0.008, memory: 5820, top1_acc: 0.6615, top5_acc: 0.8580, loss_cls: 1.3445, loss: 1.3445, grad_norm: 2.5366 2020-10-06 17:09:02,509 - mmaction - INFO - Epoch [208][220/297] lr: 3.508e-02, eta: 7:48:43, time: 1.574, data_time: 0.022, memory: 5820, top1_acc: 0.6527, top5_acc: 0.8553, loss_cls: 1.3701, loss: 1.3701, grad_norm: 2.5098 2020-10-06 17:09:30,339 - mmaction - INFO - Epoch [208][240/297] lr: 3.508e-02, eta: 7:48:01, time: 1.406, data_time: 0.024, memory: 5820, top1_acc: 0.6484, top5_acc: 0.8482, loss_cls: 1.4043, loss: 1.4043, grad_norm: 2.5263 2020-10-06 17:10:01,551 - mmaction - INFO - Epoch [208][260/297] lr: 3.508e-02, eta: 7:47:20, time: 1.562, data_time: 0.010, memory: 5820, top1_acc: 0.6629, top5_acc: 0.8523, loss_cls: 1.3417, loss: 1.3417, grad_norm: 2.3999 2020-10-06 17:10:31,403 - mmaction - INFO - Epoch [208][280/297] lr: 3.508e-02, eta: 7:46:39, time: 1.493, data_time: 0.008, memory: 5820, top1_acc: 0.6504, top5_acc: 0.8506, loss_cls: 1.3829, loss: 1.3829, grad_norm: 2.5053 2020-10-06 17:10:55,621 - mmaction - INFO - Saving checkpoint at 208 epochs 2020-10-06 17:14:07,415 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-06 17:14:07,637 - mmaction - INFO - top1_acc 0.7007 top5_acc 0.8958 2020-10-06 17:14:07,638 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-06 17:14:07,687 - mmaction - INFO - mean_acc 0.7006 2020-10-06 17:14:07,687 - mmaction - INFO - Now best checkpoint is epoch_208.pth 2020-10-06 17:14:07,707 - mmaction - INFO - Epoch(val) [208][297] top1_acc: 0.7007, top5_acc: 0.8958, mean_class_accuracy: 0.7006 2020-10-06 17:17:07,842 - mmaction - INFO - Epoch [209][20/297] lr: 3.371e-02, eta: 7:45:51, time: 9.004, data_time: 7.887, memory: 5820, top1_acc: 0.6666, top5_acc: 0.8621, loss_cls: 1.3059, loss: 1.3059, grad_norm: 2.3867 2020-10-06 17:17:38,010 - mmaction - INFO - Epoch [209][40/297] lr: 3.371e-02, eta: 7:45:10, time: 1.510, data_time: 0.048, memory: 5820, top1_acc: 0.6756, top5_acc: 0.8594, loss_cls: 1.2946, loss: 1.2946, grad_norm: 2.4367 2020-10-06 17:18:08,022 - mmaction - INFO - Epoch [209][60/297] lr: 3.371e-02, eta: 7:44:28, time: 1.501, data_time: 0.008, memory: 5820, top1_acc: 0.6814, top5_acc: 0.8643, loss_cls: 1.2890, loss: 1.2890, grad_norm: 2.4309 2020-10-06 17:18:38,263 - mmaction - INFO - Epoch [209][80/297] lr: 3.371e-02, eta: 7:43:47, time: 1.511, data_time: 0.005, memory: 5820, top1_acc: 0.6639, top5_acc: 0.8568, loss_cls: 1.3482, loss: 1.3482, grad_norm: 2.5235 2020-10-06 17:19:07,386 - mmaction - INFO - Epoch [209][100/297] lr: 3.371e-02, eta: 7:43:05, time: 1.456, data_time: 0.008, memory: 5820, top1_acc: 0.6617, top5_acc: 0.8592, loss_cls: 1.3343, loss: 1.3343, grad_norm: 2.5157 2020-10-06 17:19:39,009 - mmaction - INFO - Epoch [209][120/297] lr: 3.371e-02, eta: 7:42:24, time: 1.582, data_time: 0.008, memory: 5820, top1_acc: 0.6662, top5_acc: 0.8605, loss_cls: 1.3371, loss: 1.3371, grad_norm: 2.4953 2020-10-06 17:20:07,654 - mmaction - INFO - Epoch [209][140/297] lr: 3.371e-02, eta: 7:41:43, time: 1.430, data_time: 0.004, memory: 5820, top1_acc: 0.6576, top5_acc: 0.8465, loss_cls: 1.3732, loss: 1.3732, grad_norm: 2.5046 2020-10-06 17:20:37,224 - mmaction - INFO - Epoch [209][160/297] lr: 3.371e-02, eta: 7:41:01, time: 1.481, data_time: 0.010, memory: 5820, top1_acc: 0.6662, top5_acc: 0.8600, loss_cls: 1.3120, loss: 1.3120, grad_norm: 2.4763 2020-10-06 17:21:07,604 - mmaction - INFO - Epoch [209][180/297] lr: 3.371e-02, eta: 7:40:20, time: 1.515, data_time: 0.006, memory: 5820, top1_acc: 0.6684, top5_acc: 0.8574, loss_cls: 1.3314, loss: 1.3314, grad_norm: 2.5000 2020-10-06 17:21:36,996 - mmaction - INFO - Epoch [209][200/297] lr: 3.371e-02, eta: 7:39:39, time: 1.473, data_time: 0.011, memory: 5820, top1_acc: 0.6586, top5_acc: 0.8619, loss_cls: 1.3296, loss: 1.3296, grad_norm: 2.5130 2020-10-06 17:22:07,697 - mmaction - INFO - Epoch [209][220/297] lr: 3.371e-02, eta: 7:38:57, time: 1.532, data_time: 0.007, memory: 5820, top1_acc: 0.6557, top5_acc: 0.8564, loss_cls: 1.3708, loss: 1.3708, grad_norm: 2.5423 2020-10-06 17:22:37,344 - mmaction - INFO - Epoch [209][240/297] lr: 3.371e-02, eta: 7:38:16, time: 1.485, data_time: 0.009, memory: 5820, top1_acc: 0.6607, top5_acc: 0.8582, loss_cls: 1.3550, loss: 1.3550, grad_norm: 2.4978 2020-10-06 17:23:09,904 - mmaction - INFO - Epoch [209][260/297] lr: 3.371e-02, eta: 7:37:35, time: 1.627, data_time: 0.005, memory: 5820, top1_acc: 0.6660, top5_acc: 0.8578, loss_cls: 1.3432, loss: 1.3432, grad_norm: 2.4523 2020-10-06 17:23:37,116 - mmaction - INFO - Epoch [209][280/297] lr: 3.371e-02, eta: 7:36:53, time: 1.361, data_time: 0.009, memory: 5820, top1_acc: 0.6635, top5_acc: 0.8600, loss_cls: 1.3537, loss: 1.3537, grad_norm: 2.4770 2020-10-06 17:27:24,917 - mmaction - INFO - Epoch [210][20/297] lr: 3.236e-02, eta: 7:36:10, time: 10.054, data_time: 5.977, memory: 5820, top1_acc: 0.6660, top5_acc: 0.8596, loss_cls: 1.3462, loss: 1.3462, grad_norm: 2.4346 2020-10-06 17:27:55,728 - mmaction - INFO - Epoch [210][40/297] lr: 3.236e-02, eta: 7:35:28, time: 1.541, data_time: 0.007, memory: 5820, top1_acc: 0.6727, top5_acc: 0.8682, loss_cls: 1.2886, loss: 1.2886, grad_norm: 2.4760 2020-10-06 17:28:24,254 - mmaction - INFO - Epoch [210][60/297] lr: 3.236e-02, eta: 7:34:47, time: 1.425, data_time: 0.007, memory: 5820, top1_acc: 0.6674, top5_acc: 0.8607, loss_cls: 1.3174, loss: 1.3174, grad_norm: 2.4692 2020-10-06 17:28:56,631 - mmaction - INFO - Epoch [210][80/297] lr: 3.236e-02, eta: 7:34:06, time: 1.617, data_time: 0.009, memory: 5820, top1_acc: 0.6697, top5_acc: 0.8590, loss_cls: 1.3208, loss: 1.3208, grad_norm: 2.4672 2020-10-06 17:29:25,738 - mmaction - INFO - Epoch [210][100/297] lr: 3.236e-02, eta: 7:33:24, time: 1.458, data_time: 0.007, memory: 5820, top1_acc: 0.6646, top5_acc: 0.8580, loss_cls: 1.3244, loss: 1.3244, grad_norm: 2.5039 2020-10-06 17:29:56,576 - mmaction - INFO - Epoch [210][120/297] lr: 3.236e-02, eta: 7:32:43, time: 1.536, data_time: 0.007, memory: 5820, top1_acc: 0.6660, top5_acc: 0.8646, loss_cls: 1.3102, loss: 1.3102, grad_norm: 2.5474 2020-10-06 17:30:27,433 - mmaction - INFO - Epoch [210][140/297] lr: 3.236e-02, eta: 7:32:02, time: 1.549, data_time: 0.012, memory: 5820, top1_acc: 0.6629, top5_acc: 0.8668, loss_cls: 1.3050, loss: 1.3050, grad_norm: 2.5212 2020-10-06 17:30:56,899 - mmaction - INFO - Epoch [210][160/297] lr: 3.236e-02, eta: 7:31:21, time: 1.474, data_time: 0.007, memory: 5820, top1_acc: 0.6664, top5_acc: 0.8625, loss_cls: 1.3106, loss: 1.3106, grad_norm: 2.5062 2020-10-06 17:31:31,613 - mmaction - INFO - Epoch [210][180/297] lr: 3.236e-02, eta: 7:30:40, time: 1.735, data_time: 0.008, memory: 5820, top1_acc: 0.6557, top5_acc: 0.8570, loss_cls: 1.3608, loss: 1.3608, grad_norm: 2.5596 2020-10-06 17:32:01,468 - mmaction - INFO - Epoch [210][200/297] lr: 3.236e-02, eta: 7:29:59, time: 1.493, data_time: 0.006, memory: 5820, top1_acc: 0.6635, top5_acc: 0.8562, loss_cls: 1.3369, loss: 1.3369, grad_norm: 2.5243 2020-10-06 17:32:29,463 - mmaction - INFO - Epoch [210][220/297] lr: 3.236e-02, eta: 7:29:17, time: 1.400, data_time: 0.005, memory: 5820, top1_acc: 0.6697, top5_acc: 0.8629, loss_cls: 1.3253, loss: 1.3253, grad_norm: 2.5000 2020-10-06 17:32:58,250 - mmaction - INFO - Epoch [210][240/297] lr: 3.236e-02, eta: 7:28:36, time: 1.438, data_time: 0.009, memory: 5820, top1_acc: 0.6645, top5_acc: 0.8574, loss_cls: 1.3362, loss: 1.3362, grad_norm: 2.5011 2020-10-06 17:33:30,342 - mmaction - INFO - Epoch [210][260/297] lr: 3.236e-02, eta: 7:27:55, time: 1.606, data_time: 0.024, memory: 5820, top1_acc: 0.6654, top5_acc: 0.8637, loss_cls: 1.3163, loss: 1.3163, grad_norm: 2.5044 2020-10-06 17:34:00,243 - mmaction - INFO - Epoch [210][280/297] lr: 3.236e-02, eta: 7:27:14, time: 1.495, data_time: 0.006, memory: 5820, top1_acc: 0.6777, top5_acc: 0.8641, loss_cls: 1.2893, loss: 1.2893, grad_norm: 2.4903 2020-10-06 17:37:57,754 - mmaction - INFO - Epoch [211][20/297] lr: 3.103e-02, eta: 7:26:31, time: 10.458, data_time: 4.871, memory: 5820, top1_acc: 0.6707, top5_acc: 0.8658, loss_cls: 1.2876, loss: 1.2876, grad_norm: 2.5154 2020-10-06 17:38:29,325 - mmaction - INFO - Epoch [211][40/297] lr: 3.103e-02, eta: 7:25:50, time: 1.577, data_time: 0.008, memory: 5820, top1_acc: 0.6852, top5_acc: 0.8746, loss_cls: 1.2400, loss: 1.2400, grad_norm: 2.4464 2020-10-06 17:38:58,506 - mmaction - INFO - Epoch [211][60/297] lr: 3.103e-02, eta: 7:25:09, time: 1.461, data_time: 0.008, memory: 5820, top1_acc: 0.6813, top5_acc: 0.8689, loss_cls: 1.2624, loss: 1.2624, grad_norm: 2.4964 2020-10-06 17:39:29,042 - mmaction - INFO - Epoch [211][80/297] lr: 3.103e-02, eta: 7:24:27, time: 1.526, data_time: 0.006, memory: 5820, top1_acc: 0.6807, top5_acc: 0.8682, loss_cls: 1.2674, loss: 1.2674, grad_norm: 2.4720 2020-10-06 17:39:59,376 - mmaction - INFO - Epoch [211][100/297] lr: 3.103e-02, eta: 7:23:46, time: 1.516, data_time: 0.006, memory: 5820, top1_acc: 0.6656, top5_acc: 0.8631, loss_cls: 1.3117, loss: 1.3117, grad_norm: 2.5401 2020-10-06 17:40:28,975 - mmaction - INFO - Epoch [211][120/297] lr: 3.103e-02, eta: 7:23:05, time: 1.480, data_time: 0.006, memory: 5820, top1_acc: 0.6744, top5_acc: 0.8730, loss_cls: 1.2604, loss: 1.2604, grad_norm: 2.5318 2020-10-06 17:40:58,051 - mmaction - INFO - Epoch [211][140/297] lr: 3.103e-02, eta: 7:22:23, time: 1.454, data_time: 0.006, memory: 5820, top1_acc: 0.6639, top5_acc: 0.8621, loss_cls: 1.3065, loss: 1.3065, grad_norm: 2.5338 2020-10-06 17:41:27,479 - mmaction - INFO - Epoch [211][160/297] lr: 3.103e-02, eta: 7:21:42, time: 1.472, data_time: 0.008, memory: 5820, top1_acc: 0.6596, top5_acc: 0.8613, loss_cls: 1.3232, loss: 1.3232, grad_norm: 2.5751 2020-10-06 17:41:58,612 - mmaction - INFO - Epoch [211][180/297] lr: 3.103e-02, eta: 7:21:01, time: 1.556, data_time: 0.007, memory: 5820, top1_acc: 0.6654, top5_acc: 0.8564, loss_cls: 1.3298, loss: 1.3298, grad_norm: 2.5094 2020-10-06 17:42:27,607 - mmaction - INFO - Epoch [211][200/297] lr: 3.103e-02, eta: 7:20:20, time: 1.451, data_time: 0.007, memory: 5820, top1_acc: 0.6703, top5_acc: 0.8607, loss_cls: 1.3074, loss: 1.3074, grad_norm: 2.5193 2020-10-06 17:42:59,215 - mmaction - INFO - Epoch [211][220/297] lr: 3.103e-02, eta: 7:19:39, time: 1.574, data_time: 0.008, memory: 5820, top1_acc: 0.6672, top5_acc: 0.8670, loss_cls: 1.3019, loss: 1.3019, grad_norm: 2.5723 2020-10-06 17:43:28,784 - mmaction - INFO - Epoch [211][240/297] lr: 3.103e-02, eta: 7:18:57, time: 1.485, data_time: 0.012, memory: 5820, top1_acc: 0.6652, top5_acc: 0.8674, loss_cls: 1.3045, loss: 1.3045, grad_norm: 2.5498 2020-10-06 17:43:58,975 - mmaction - INFO - Epoch [211][260/297] lr: 3.103e-02, eta: 7:18:16, time: 1.506, data_time: 0.006, memory: 5820, top1_acc: 0.6625, top5_acc: 0.8498, loss_cls: 1.3704, loss: 1.3704, grad_norm: 2.5746 2020-10-06 17:44:28,656 - mmaction - INFO - Epoch [211][280/297] lr: 3.103e-02, eta: 7:17:35, time: 1.486, data_time: 0.010, memory: 5820, top1_acc: 0.6686, top5_acc: 0.8652, loss_cls: 1.2999, loss: 1.2999, grad_norm: 2.5800 2020-10-06 17:48:17,406 - mmaction - INFO - Epoch [212][20/297] lr: 2.973e-02, eta: 7:16:50, time: 10.178, data_time: 5.843, memory: 5820, top1_acc: 0.6689, top5_acc: 0.8705, loss_cls: 1.2691, loss: 1.2691, grad_norm: 2.4979 2020-10-06 17:48:49,920 - mmaction - INFO - Epoch [212][40/297] lr: 2.973e-02, eta: 7:16:09, time: 1.625, data_time: 0.010, memory: 5820, top1_acc: 0.6766, top5_acc: 0.8650, loss_cls: 1.2700, loss: 1.2700, grad_norm: 2.5088 2020-10-06 17:49:16,625 - mmaction - INFO - Epoch [212][60/297] lr: 2.973e-02, eta: 7:15:27, time: 1.335, data_time: 0.004, memory: 5820, top1_acc: 0.6705, top5_acc: 0.8666, loss_cls: 1.2902, loss: 1.2902, grad_norm: 2.5930 2020-10-06 17:49:48,767 - mmaction - INFO - Epoch [212][80/297] lr: 2.973e-02, eta: 7:14:47, time: 1.610, data_time: 0.009, memory: 5820, top1_acc: 0.6869, top5_acc: 0.8623, loss_cls: 1.2666, loss: 1.2666, grad_norm: 2.4926 2020-10-06 17:50:18,417 - mmaction - INFO - Epoch [212][100/297] lr: 2.973e-02, eta: 7:14:05, time: 1.482, data_time: 0.006, memory: 5820, top1_acc: 0.6711, top5_acc: 0.8635, loss_cls: 1.2964, loss: 1.2964, grad_norm: 2.5691 2020-10-06 17:50:46,627 - mmaction - INFO - Epoch [212][120/297] lr: 2.973e-02, eta: 7:13:24, time: 1.407, data_time: 0.008, memory: 5820, top1_acc: 0.6689, top5_acc: 0.8627, loss_cls: 1.3057, loss: 1.3057, grad_norm: 2.5720 2020-10-06 17:51:16,491 - mmaction - INFO - Epoch [212][140/297] lr: 2.973e-02, eta: 7:12:43, time: 1.494, data_time: 0.011, memory: 5820, top1_acc: 0.6781, top5_acc: 0.8666, loss_cls: 1.2883, loss: 1.2883, grad_norm: 2.5626 2020-10-06 17:51:47,713 - mmaction - INFO - Epoch [212][160/297] lr: 2.973e-02, eta: 7:12:02, time: 1.562, data_time: 0.008, memory: 5820, top1_acc: 0.6592, top5_acc: 0.8609, loss_cls: 1.3416, loss: 1.3416, grad_norm: 2.6029 2020-10-06 17:52:16,443 - mmaction - INFO - Epoch [212][180/297] lr: 2.973e-02, eta: 7:11:20, time: 1.434, data_time: 0.007, memory: 5820, top1_acc: 0.6646, top5_acc: 0.8660, loss_cls: 1.3182, loss: 1.3182, grad_norm: 2.6110 2020-10-06 17:52:47,762 - mmaction - INFO - Epoch [212][200/297] lr: 2.973e-02, eta: 7:10:39, time: 1.570, data_time: 0.012, memory: 5820, top1_acc: 0.6795, top5_acc: 0.8646, loss_cls: 1.2698, loss: 1.2698, grad_norm: 2.5207 2020-10-06 17:53:18,732 - mmaction - INFO - Epoch [212][220/297] lr: 2.973e-02, eta: 7:09:58, time: 1.547, data_time: 0.006, memory: 5820, top1_acc: 0.6592, top5_acc: 0.8662, loss_cls: 1.3220, loss: 1.3220, grad_norm: 2.6011 2020-10-06 17:53:47,656 - mmaction - INFO - Epoch [212][240/297] lr: 2.973e-02, eta: 7:09:17, time: 1.448, data_time: 0.006, memory: 5820, top1_acc: 0.6613, top5_acc: 0.8568, loss_cls: 1.3376, loss: 1.3376, grad_norm: 2.6023 2020-10-06 17:54:17,289 - mmaction - INFO - Epoch [212][260/297] lr: 2.973e-02, eta: 7:08:36, time: 1.478, data_time: 0.073, memory: 5820, top1_acc: 0.6766, top5_acc: 0.8693, loss_cls: 1.2747, loss: 1.2747, grad_norm: 2.4737 2020-10-06 17:54:47,273 - mmaction - INFO - Epoch [212][280/297] lr: 2.973e-02, eta: 7:07:54, time: 1.501, data_time: 0.011, memory: 5820, top1_acc: 0.6707, top5_acc: 0.8650, loss_cls: 1.2953, loss: 1.2953, grad_norm: 2.5808 2020-10-06 17:58:22,828 - mmaction - INFO - Epoch [213][20/297] lr: 2.845e-02, eta: 7:07:06, time: 9.456, data_time: 4.780, memory: 5820, top1_acc: 0.6801, top5_acc: 0.8719, loss_cls: 1.2588, loss: 1.2588, grad_norm: 2.5277 2020-10-06 17:58:53,737 - mmaction - INFO - Epoch [213][40/297] lr: 2.845e-02, eta: 7:06:25, time: 1.554, data_time: 0.016, memory: 5820, top1_acc: 0.6855, top5_acc: 0.8695, loss_cls: 1.2403, loss: 1.2403, grad_norm: 2.5403 2020-10-06 17:59:21,872 - mmaction - INFO - Epoch [213][60/297] lr: 2.845e-02, eta: 7:05:43, time: 1.405, data_time: 0.004, memory: 5820, top1_acc: 0.6771, top5_acc: 0.8605, loss_cls: 1.2810, loss: 1.2810, grad_norm: 2.5307 2020-10-06 17:59:52,832 - mmaction - INFO - Epoch [213][80/297] lr: 2.845e-02, eta: 7:05:02, time: 1.544, data_time: 0.008, memory: 5820, top1_acc: 0.6852, top5_acc: 0.8688, loss_cls: 1.2412, loss: 1.2412, grad_norm: 2.5178 2020-10-06 18:00:26,720 - mmaction - INFO - Epoch [213][100/297] lr: 2.845e-02, eta: 7:04:22, time: 1.692, data_time: 0.010, memory: 5820, top1_acc: 0.6721, top5_acc: 0.8684, loss_cls: 1.2880, loss: 1.2880, grad_norm: 2.5572 2020-10-06 18:00:56,301 - mmaction - INFO - Epoch [213][120/297] lr: 2.845e-02, eta: 7:03:41, time: 1.486, data_time: 0.109, memory: 5820, top1_acc: 0.6648, top5_acc: 0.8654, loss_cls: 1.2864, loss: 1.2864, grad_norm: 2.5835 2020-10-06 18:01:29,014 - mmaction - INFO - Epoch [213][140/297] lr: 2.845e-02, eta: 7:03:00, time: 1.636, data_time: 0.008, memory: 5820, top1_acc: 0.6814, top5_acc: 0.8678, loss_cls: 1.2546, loss: 1.2546, grad_norm: 2.5434 2020-10-06 18:01:56,580 - mmaction - INFO - Epoch [213][160/297] lr: 2.845e-02, eta: 7:02:18, time: 1.378, data_time: 0.003, memory: 5820, top1_acc: 0.6777, top5_acc: 0.8656, loss_cls: 1.2746, loss: 1.2746, grad_norm: 2.5732 2020-10-06 18:02:27,452 - mmaction - INFO - Epoch [213][180/297] lr: 2.845e-02, eta: 7:01:37, time: 1.543, data_time: 0.008, memory: 5820, top1_acc: 0.6746, top5_acc: 0.8691, loss_cls: 1.2745, loss: 1.2745, grad_norm: 2.6107 2020-10-06 18:03:00,512 - mmaction - INFO - Epoch [213][200/297] lr: 2.845e-02, eta: 7:00:57, time: 1.655, data_time: 0.009, memory: 5820, top1_acc: 0.6809, top5_acc: 0.8633, loss_cls: 1.2630, loss: 1.2630, grad_norm: 2.5281 2020-10-06 18:03:29,485 - mmaction - INFO - Epoch [213][220/297] lr: 2.845e-02, eta: 7:00:16, time: 1.440, data_time: 0.004, memory: 5820, top1_acc: 0.6658, top5_acc: 0.8549, loss_cls: 1.3370, loss: 1.3370, grad_norm: 2.6316 2020-10-06 18:04:00,220 - mmaction - INFO - Epoch [213][240/297] lr: 2.845e-02, eta: 6:59:35, time: 1.543, data_time: 0.016, memory: 5820, top1_acc: 0.6697, top5_acc: 0.8627, loss_cls: 1.3006, loss: 1.3006, grad_norm: 2.6126 2020-10-06 18:04:31,121 - mmaction - INFO - Epoch [213][260/297] lr: 2.845e-02, eta: 6:58:54, time: 1.546, data_time: 0.007, memory: 5820, top1_acc: 0.6686, top5_acc: 0.8592, loss_cls: 1.3243, loss: 1.3243, grad_norm: 2.6455 2020-10-06 18:04:59,935 - mmaction - INFO - Epoch [213][280/297] lr: 2.845e-02, eta: 6:58:12, time: 1.440, data_time: 0.007, memory: 5820, top1_acc: 0.6805, top5_acc: 0.8703, loss_cls: 1.2624, loss: 1.2624, grad_norm: 2.6043 2020-10-06 18:08:51,813 - mmaction - INFO - Epoch [214][20/297] lr: 2.721e-02, eta: 6:57:26, time: 10.154, data_time: 5.791, memory: 5820, top1_acc: 0.6875, top5_acc: 0.8760, loss_cls: 1.2291, loss: 1.2291, grad_norm: 2.5783 2020-10-06 18:09:23,047 - mmaction - INFO - Epoch [214][40/297] lr: 2.721e-02, eta: 6:56:45, time: 1.563, data_time: 0.010, memory: 5820, top1_acc: 0.6873, top5_acc: 0.8805, loss_cls: 1.2140, loss: 1.2140, grad_norm: 2.6030 2020-10-06 18:09:52,723 - mmaction - INFO - Epoch [214][60/297] lr: 2.721e-02, eta: 6:56:04, time: 1.481, data_time: 0.005, memory: 5820, top1_acc: 0.6873, top5_acc: 0.8691, loss_cls: 1.2352, loss: 1.2352, grad_norm: 2.5785 2020-10-06 18:10:22,209 - mmaction - INFO - Epoch [214][80/297] lr: 2.721e-02, eta: 6:55:23, time: 1.477, data_time: 0.010, memory: 5820, top1_acc: 0.6809, top5_acc: 0.8711, loss_cls: 1.2518, loss: 1.2518, grad_norm: 2.5677 2020-10-06 18:10:52,468 - mmaction - INFO - Epoch [214][100/297] lr: 2.721e-02, eta: 6:54:42, time: 1.513, data_time: 0.008, memory: 5820, top1_acc: 0.6762, top5_acc: 0.8654, loss_cls: 1.3025, loss: 1.3025, grad_norm: 2.6210 2020-10-06 18:11:21,763 - mmaction - INFO - Epoch [214][120/297] lr: 2.721e-02, eta: 6:54:00, time: 1.461, data_time: 0.006, memory: 5820, top1_acc: 0.6730, top5_acc: 0.8637, loss_cls: 1.2810, loss: 1.2810, grad_norm: 2.6060 2020-10-06 18:11:51,826 - mmaction - INFO - Epoch [214][140/297] lr: 2.721e-02, eta: 6:53:19, time: 1.506, data_time: 0.011, memory: 5820, top1_acc: 0.6758, top5_acc: 0.8697, loss_cls: 1.2751, loss: 1.2751, grad_norm: 2.5924 2020-10-06 18:12:22,323 - mmaction - INFO - Epoch [214][160/297] lr: 2.721e-02, eta: 6:52:38, time: 1.526, data_time: 0.007, memory: 5820, top1_acc: 0.6832, top5_acc: 0.8672, loss_cls: 1.2481, loss: 1.2481, grad_norm: 2.5906 2020-10-06 18:12:49,567 - mmaction - INFO - Epoch [214][180/297] lr: 2.721e-02, eta: 6:51:57, time: 1.360, data_time: 0.004, memory: 5820, top1_acc: 0.6861, top5_acc: 0.8711, loss_cls: 1.2379, loss: 1.2379, grad_norm: 2.6127 2020-10-06 18:13:20,288 - mmaction - INFO - Epoch [214][200/297] lr: 2.721e-02, eta: 6:51:16, time: 1.536, data_time: 0.009, memory: 5820, top1_acc: 0.6811, top5_acc: 0.8721, loss_cls: 1.2596, loss: 1.2596, grad_norm: 2.6435 2020-10-06 18:13:50,943 - mmaction - INFO - Epoch [214][220/297] lr: 2.721e-02, eta: 6:50:35, time: 1.534, data_time: 0.008, memory: 5820, top1_acc: 0.6795, top5_acc: 0.8662, loss_cls: 1.2869, loss: 1.2869, grad_norm: 2.5886 2020-10-06 18:14:21,825 - mmaction - INFO - Epoch [214][240/297] lr: 2.721e-02, eta: 6:49:54, time: 1.541, data_time: 0.007, memory: 5820, top1_acc: 0.6895, top5_acc: 0.8777, loss_cls: 1.2060, loss: 1.2060, grad_norm: 2.5727 2020-10-06 18:14:52,766 - mmaction - INFO - Epoch [214][260/297] lr: 2.721e-02, eta: 6:49:13, time: 1.549, data_time: 0.009, memory: 5820, top1_acc: 0.6750, top5_acc: 0.8607, loss_cls: 1.2936, loss: 1.2936, grad_norm: 2.6941 2020-10-06 18:15:21,222 - mmaction - INFO - Epoch [214][280/297] lr: 2.721e-02, eta: 6:48:31, time: 1.424, data_time: 0.008, memory: 5820, top1_acc: 0.6738, top5_acc: 0.8662, loss_cls: 1.2821, loss: 1.2821, grad_norm: 2.6418 2020-10-06 18:18:58,529 - mmaction - INFO - Epoch [215][20/297] lr: 2.598e-02, eta: 6:47:42, time: 9.507, data_time: 5.447, memory: 5820, top1_acc: 0.6893, top5_acc: 0.8754, loss_cls: 1.2282, loss: 1.2282, grad_norm: 2.5596 2020-10-06 18:19:27,976 - mmaction - INFO - Epoch [215][40/297] lr: 2.598e-02, eta: 6:47:01, time: 1.472, data_time: 0.007, memory: 5820, top1_acc: 0.6836, top5_acc: 0.8654, loss_cls: 1.2623, loss: 1.2623, grad_norm: 2.6160 2020-10-06 18:19:57,353 - mmaction - INFO - Epoch [215][60/297] lr: 2.598e-02, eta: 6:46:19, time: 1.466, data_time: 0.008, memory: 5820, top1_acc: 0.7066, top5_acc: 0.8820, loss_cls: 1.1704, loss: 1.1704, grad_norm: 2.5964 2020-10-06 18:20:28,098 - mmaction - INFO - Epoch [215][80/297] lr: 2.598e-02, eta: 6:45:39, time: 1.541, data_time: 0.012, memory: 5820, top1_acc: 0.6920, top5_acc: 0.8680, loss_cls: 1.2517, loss: 1.2517, grad_norm: 2.6085 2020-10-06 18:20:56,876 - mmaction - INFO - Epoch [215][100/297] lr: 2.598e-02, eta: 6:44:57, time: 1.440, data_time: 0.005, memory: 5820, top1_acc: 0.6822, top5_acc: 0.8750, loss_cls: 1.2346, loss: 1.2346, grad_norm: 2.6137 2020-10-06 18:21:27,607 - mmaction - INFO - Epoch [215][120/297] lr: 2.598e-02, eta: 6:44:16, time: 1.536, data_time: 0.006, memory: 5820, top1_acc: 0.6941, top5_acc: 0.8695, loss_cls: 1.2315, loss: 1.2315, grad_norm: 2.6109 2020-10-06 18:21:58,864 - mmaction - INFO - Epoch [215][140/297] lr: 2.598e-02, eta: 6:43:35, time: 1.554, data_time: 0.006, memory: 5820, top1_acc: 0.6893, top5_acc: 0.8748, loss_cls: 1.2324, loss: 1.2324, grad_norm: 2.6547 2020-10-06 18:22:27,717 - mmaction - INFO - Epoch [215][160/297] lr: 2.598e-02, eta: 6:42:54, time: 1.449, data_time: 0.011, memory: 5820, top1_acc: 0.6867, top5_acc: 0.8703, loss_cls: 1.2425, loss: 1.2425, grad_norm: 2.6166 2020-10-06 18:22:56,914 - mmaction - INFO - Epoch [215][180/297] lr: 2.598e-02, eta: 6:42:13, time: 1.462, data_time: 0.009, memory: 5820, top1_acc: 0.6719, top5_acc: 0.8717, loss_cls: 1.2612, loss: 1.2612, grad_norm: 2.6621 2020-10-06 18:23:27,255 - mmaction - INFO - Epoch [215][200/297] lr: 2.598e-02, eta: 6:41:32, time: 1.517, data_time: 0.007, memory: 5820, top1_acc: 0.6871, top5_acc: 0.8736, loss_cls: 1.2206, loss: 1.2206, grad_norm: 2.6190 2020-10-06 18:23:56,410 - mmaction - INFO - Epoch [215][220/297] lr: 2.598e-02, eta: 6:40:51, time: 1.458, data_time: 0.008, memory: 5820, top1_acc: 0.6777, top5_acc: 0.8686, loss_cls: 1.2567, loss: 1.2567, grad_norm: 2.6527 2020-10-06 18:24:26,137 - mmaction - INFO - Epoch [215][240/297] lr: 2.598e-02, eta: 6:40:10, time: 1.486, data_time: 0.008, memory: 5820, top1_acc: 0.6900, top5_acc: 0.8771, loss_cls: 1.2058, loss: 1.2058, grad_norm: 2.6202 2020-10-06 18:24:54,930 - mmaction - INFO - Epoch [215][260/297] lr: 2.598e-02, eta: 6:39:28, time: 1.439, data_time: 0.007, memory: 5820, top1_acc: 0.6699, top5_acc: 0.8639, loss_cls: 1.3037, loss: 1.3037, grad_norm: 2.6751 2020-10-06 18:25:25,699 - mmaction - INFO - Epoch [215][280/297] lr: 2.598e-02, eta: 6:38:48, time: 1.540, data_time: 0.008, memory: 5820, top1_acc: 0.6760, top5_acc: 0.8652, loss_cls: 1.2813, loss: 1.2813, grad_norm: 2.6509 2020-10-06 18:29:15,206 - mmaction - INFO - Epoch [216][20/297] lr: 2.479e-02, eta: 6:38:00, time: 10.223, data_time: 4.770, memory: 5820, top1_acc: 0.6941, top5_acc: 0.8748, loss_cls: 1.2172, loss: 1.2172, grad_norm: 2.5811 2020-10-06 18:29:45,427 - mmaction - INFO - Epoch [216][40/297] lr: 2.479e-02, eta: 6:37:19, time: 1.511, data_time: 0.009, memory: 5820, top1_acc: 0.6984, top5_acc: 0.8811, loss_cls: 1.1928, loss: 1.1928, grad_norm: 2.5477 2020-10-06 18:30:16,434 - mmaction - INFO - Epoch [216][60/297] lr: 2.479e-02, eta: 6:36:38, time: 1.528, data_time: 0.008, memory: 5820, top1_acc: 0.6854, top5_acc: 0.8719, loss_cls: 1.2288, loss: 1.2288, grad_norm: 2.6369 2020-10-06 18:30:45,329 - mmaction - INFO - Epoch [216][80/297] lr: 2.479e-02, eta: 6:35:57, time: 1.466, data_time: 0.031, memory: 5820, top1_acc: 0.6955, top5_acc: 0.8756, loss_cls: 1.2130, loss: 1.2130, grad_norm: 2.5968 2020-10-06 18:31:15,910 - mmaction - INFO - Epoch [216][100/297] lr: 2.479e-02, eta: 6:35:16, time: 1.526, data_time: 0.010, memory: 5820, top1_acc: 0.6855, top5_acc: 0.8748, loss_cls: 1.2351, loss: 1.2351, grad_norm: 2.6553 2020-10-06 18:31:47,010 - mmaction - INFO - Epoch [216][120/297] lr: 2.479e-02, eta: 6:34:35, time: 1.544, data_time: 0.011, memory: 5820, top1_acc: 0.6748, top5_acc: 0.8633, loss_cls: 1.2941, loss: 1.2941, grad_norm: 2.7003 2020-10-06 18:32:15,199 - mmaction - INFO - Epoch [216][140/297] lr: 2.479e-02, eta: 6:33:54, time: 1.427, data_time: 0.019, memory: 5820, top1_acc: 0.6814, top5_acc: 0.8715, loss_cls: 1.2482, loss: 1.2482, grad_norm: 2.6255 2020-10-06 18:32:44,682 - mmaction - INFO - Epoch [216][160/297] lr: 2.479e-02, eta: 6:33:13, time: 1.473, data_time: 0.006, memory: 5820, top1_acc: 0.6857, top5_acc: 0.8709, loss_cls: 1.2400, loss: 1.2400, grad_norm: 2.6441 2020-10-06 18:33:14,540 - mmaction - INFO - Epoch [216][180/297] lr: 2.479e-02, eta: 6:32:32, time: 1.493, data_time: 0.007, memory: 5820, top1_acc: 0.7000, top5_acc: 0.8795, loss_cls: 1.1986, loss: 1.1986, grad_norm: 2.6399 2020-10-06 18:33:43,170 - mmaction - INFO - Epoch [216][200/297] lr: 2.479e-02, eta: 6:31:50, time: 1.429, data_time: 0.006, memory: 5820, top1_acc: 0.6893, top5_acc: 0.8717, loss_cls: 1.2222, loss: 1.2222, grad_norm: 2.6396 2020-10-06 18:34:17,401 - mmaction - INFO - Epoch [216][220/297] lr: 2.479e-02, eta: 6:31:10, time: 1.714, data_time: 0.010, memory: 5820, top1_acc: 0.6773, top5_acc: 0.8641, loss_cls: 1.2571, loss: 1.2571, grad_norm: 2.6651 2020-10-06 18:34:46,286 - mmaction - INFO - Epoch [216][240/297] lr: 2.479e-02, eta: 6:30:29, time: 1.441, data_time: 0.004, memory: 5820, top1_acc: 0.6822, top5_acc: 0.8682, loss_cls: 1.2651, loss: 1.2651, grad_norm: 2.6814 2020-10-06 18:35:14,844 - mmaction - INFO - Epoch [216][260/297] lr: 2.479e-02, eta: 6:29:48, time: 1.429, data_time: 0.010, memory: 5820, top1_acc: 0.6883, top5_acc: 0.8686, loss_cls: 1.2438, loss: 1.2438, grad_norm: 2.6184 2020-10-06 18:35:45,540 - mmaction - INFO - Epoch [216][280/297] lr: 2.479e-02, eta: 6:29:07, time: 1.535, data_time: 0.009, memory: 5820, top1_acc: 0.6834, top5_acc: 0.8725, loss_cls: 1.2407, loss: 1.2407, grad_norm: 2.6337 2020-10-06 18:36:11,178 - mmaction - INFO - Saving checkpoint at 216 epochs 2020-10-06 18:39:27,419 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-06 18:39:27,684 - mmaction - INFO - top1_acc 0.7026 top5_acc 0.8938 2020-10-06 18:39:27,684 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-06 18:39:27,723 - mmaction - INFO - mean_acc 0.7029 2020-10-06 18:39:27,726 - mmaction - INFO - Now best checkpoint is epoch_216.pth 2020-10-06 18:39:27,773 - mmaction - INFO - Epoch(val) [216][297] top1_acc: 0.7026, top5_acc: 0.8938, mean_class_accuracy: 0.7029 2020-10-06 18:42:34,781 - mmaction - INFO - Epoch [217][20/297] lr: 2.362e-02, eta: 6:28:16, time: 9.348, data_time: 5.139, memory: 5820, top1_acc: 0.7008, top5_acc: 0.8807, loss_cls: 1.1670, loss: 1.1670, grad_norm: 2.5920 2020-10-06 18:43:05,754 - mmaction - INFO - Epoch [217][40/297] lr: 2.362e-02, eta: 6:27:35, time: 1.548, data_time: 0.008, memory: 5820, top1_acc: 0.6953, top5_acc: 0.8707, loss_cls: 1.2102, loss: 1.2102, grad_norm: 2.6438 2020-10-06 18:43:33,337 - mmaction - INFO - Epoch [217][60/297] lr: 2.362e-02, eta: 6:26:53, time: 1.378, data_time: 0.005, memory: 5820, top1_acc: 0.6971, top5_acc: 0.8705, loss_cls: 1.1966, loss: 1.1966, grad_norm: 2.6126 2020-10-06 18:44:04,979 - mmaction - INFO - Epoch [217][80/297] lr: 2.362e-02, eta: 6:26:13, time: 1.581, data_time: 0.012, memory: 5820, top1_acc: 0.6883, top5_acc: 0.8717, loss_cls: 1.2088, loss: 1.2088, grad_norm: 2.6500 2020-10-06 18:44:32,233 - mmaction - INFO - Epoch [217][100/297] lr: 2.362e-02, eta: 6:25:31, time: 1.364, data_time: 0.009, memory: 5820, top1_acc: 0.6869, top5_acc: 0.8699, loss_cls: 1.2235, loss: 1.2235, grad_norm: 2.6953 2020-10-06 18:45:03,392 - mmaction - INFO - Epoch [217][120/297] lr: 2.362e-02, eta: 6:24:50, time: 1.560, data_time: 0.013, memory: 5820, top1_acc: 0.7043, top5_acc: 0.8789, loss_cls: 1.1716, loss: 1.1716, grad_norm: 2.6073 2020-10-06 18:45:33,462 - mmaction - INFO - Epoch [217][140/297] lr: 2.362e-02, eta: 6:24:09, time: 1.503, data_time: 0.014, memory: 5820, top1_acc: 0.6963, top5_acc: 0.8781, loss_cls: 1.2067, loss: 1.2067, grad_norm: 2.6306 2020-10-06 18:46:04,224 - mmaction - INFO - Epoch [217][160/297] lr: 2.362e-02, eta: 6:23:29, time: 1.535, data_time: 0.012, memory: 5820, top1_acc: 0.6941, top5_acc: 0.8789, loss_cls: 1.2065, loss: 1.2065, grad_norm: 2.6726 2020-10-06 18:46:34,136 - mmaction - INFO - Epoch [217][180/297] lr: 2.362e-02, eta: 6:22:48, time: 1.499, data_time: 0.011, memory: 5820, top1_acc: 0.6875, top5_acc: 0.8773, loss_cls: 1.2444, loss: 1.2444, grad_norm: 2.7129 2020-10-06 18:47:04,217 - mmaction - INFO - Epoch [217][200/297] lr: 2.362e-02, eta: 6:22:07, time: 1.502, data_time: 0.006, memory: 5820, top1_acc: 0.6912, top5_acc: 0.8764, loss_cls: 1.2183, loss: 1.2183, grad_norm: 2.6781 2020-10-06 18:47:33,997 - mmaction - INFO - Epoch [217][220/297] lr: 2.362e-02, eta: 6:21:26, time: 1.489, data_time: 0.008, memory: 5820, top1_acc: 0.6848, top5_acc: 0.8682, loss_cls: 1.2387, loss: 1.2387, grad_norm: 2.7028 2020-10-06 18:48:03,766 - mmaction - INFO - Epoch [217][240/297] lr: 2.362e-02, eta: 6:20:45, time: 1.491, data_time: 0.010, memory: 5820, top1_acc: 0.6877, top5_acc: 0.8707, loss_cls: 1.2290, loss: 1.2290, grad_norm: 2.7128 2020-10-06 18:48:33,254 - mmaction - INFO - Epoch [217][260/297] lr: 2.362e-02, eta: 6:20:04, time: 1.476, data_time: 0.007, memory: 5820, top1_acc: 0.6811, top5_acc: 0.8730, loss_cls: 1.2464, loss: 1.2464, grad_norm: 2.7143 2020-10-06 18:49:01,665 - mmaction - INFO - Epoch [217][280/297] lr: 2.362e-02, eta: 6:19:23, time: 1.417, data_time: 0.006, memory: 5820, top1_acc: 0.6840, top5_acc: 0.8832, loss_cls: 1.2097, loss: 1.2097, grad_norm: 2.7173 2020-10-06 18:52:33,601 - mmaction - INFO - Epoch [218][20/297] lr: 2.247e-02, eta: 6:18:30, time: 9.363, data_time: 5.501, memory: 5820, top1_acc: 0.6924, top5_acc: 0.8762, loss_cls: 1.1946, loss: 1.1946, grad_norm: 2.7116 2020-10-06 18:53:04,407 - mmaction - INFO - Epoch [218][40/297] lr: 2.247e-02, eta: 6:17:50, time: 1.543, data_time: 0.010, memory: 5820, top1_acc: 0.6932, top5_acc: 0.8748, loss_cls: 1.2211, loss: 1.2211, grad_norm: 2.6856 2020-10-06 18:53:32,917 - mmaction - INFO - Epoch [218][60/297] lr: 2.247e-02, eta: 6:17:09, time: 1.424, data_time: 0.004, memory: 5820, top1_acc: 0.7064, top5_acc: 0.8768, loss_cls: 1.1824, loss: 1.1824, grad_norm: 2.6743 2020-10-06 18:54:02,710 - mmaction - INFO - Epoch [218][80/297] lr: 2.247e-02, eta: 6:16:28, time: 1.488, data_time: 0.009, memory: 5820, top1_acc: 0.7012, top5_acc: 0.8785, loss_cls: 1.1501, loss: 1.1501, grad_norm: 2.6239 2020-10-06 18:54:32,863 - mmaction - INFO - Epoch [218][100/297] lr: 2.247e-02, eta: 6:15:47, time: 1.509, data_time: 0.009, memory: 5820, top1_acc: 0.6984, top5_acc: 0.8834, loss_cls: 1.1740, loss: 1.1740, grad_norm: 2.6780 2020-10-06 18:55:00,425 - mmaction - INFO - Epoch [218][120/297] lr: 2.247e-02, eta: 6:15:05, time: 1.365, data_time: 0.008, memory: 5820, top1_acc: 0.6992, top5_acc: 0.8777, loss_cls: 1.1788, loss: 1.1788, grad_norm: 2.6703 2020-10-06 18:55:31,623 - mmaction - INFO - Epoch [218][140/297] lr: 2.247e-02, eta: 6:14:25, time: 1.575, data_time: 0.023, memory: 5820, top1_acc: 0.7078, top5_acc: 0.8844, loss_cls: 1.1676, loss: 1.1676, grad_norm: 2.6900 2020-10-06 18:56:01,272 - mmaction - INFO - Epoch [218][160/297] lr: 2.247e-02, eta: 6:13:44, time: 1.483, data_time: 0.007, memory: 5820, top1_acc: 0.7006, top5_acc: 0.8777, loss_cls: 1.1987, loss: 1.1987, grad_norm: 2.7063 2020-10-06 18:56:31,035 - mmaction - INFO - Epoch [218][180/297] lr: 2.247e-02, eta: 6:13:03, time: 1.477, data_time: 0.006, memory: 5820, top1_acc: 0.6922, top5_acc: 0.8756, loss_cls: 1.2163, loss: 1.2163, grad_norm: 2.6768 2020-10-06 18:57:01,393 - mmaction - INFO - Epoch [218][200/297] lr: 2.247e-02, eta: 6:12:22, time: 1.528, data_time: 0.019, memory: 5820, top1_acc: 0.6896, top5_acc: 0.8754, loss_cls: 1.2083, loss: 1.2083, grad_norm: 2.7028 2020-10-06 18:57:31,572 - mmaction - INFO - Epoch [218][220/297] lr: 2.247e-02, eta: 6:11:41, time: 1.509, data_time: 0.007, memory: 5820, top1_acc: 0.7008, top5_acc: 0.8854, loss_cls: 1.1725, loss: 1.1725, grad_norm: 2.6953 2020-10-06 18:58:00,183 - mmaction - INFO - Epoch [218][240/297] lr: 2.247e-02, eta: 6:11:00, time: 1.430, data_time: 0.005, memory: 5820, top1_acc: 0.6850, top5_acc: 0.8660, loss_cls: 1.2678, loss: 1.2678, grad_norm: 2.7018 2020-10-06 18:58:31,539 - mmaction - INFO - Epoch [218][260/297] lr: 2.247e-02, eta: 6:10:19, time: 1.567, data_time: 0.008, memory: 5820, top1_acc: 0.6937, top5_acc: 0.8701, loss_cls: 1.2197, loss: 1.2197, grad_norm: 2.6624 2020-10-06 18:59:00,066 - mmaction - INFO - Epoch [218][280/297] lr: 2.247e-02, eta: 6:09:38, time: 1.427, data_time: 0.007, memory: 5820, top1_acc: 0.6920, top5_acc: 0.8727, loss_cls: 1.2183, loss: 1.2183, grad_norm: 2.6878 2020-10-06 19:02:08,006 - mmaction - INFO - Epoch [219][20/297] lr: 2.136e-02, eta: 6:08:41, time: 8.145, data_time: 6.624, memory: 5820, top1_acc: 0.7045, top5_acc: 0.8748, loss_cls: 1.1829, loss: 1.1829, grad_norm: 2.5876 2020-10-06 19:02:36,265 - mmaction - INFO - Epoch [219][40/297] lr: 2.136e-02, eta: 6:08:00, time: 1.414, data_time: 0.009, memory: 5820, top1_acc: 0.7025, top5_acc: 0.8785, loss_cls: 1.1869, loss: 1.1869, grad_norm: 2.6998 2020-10-06 19:03:05,241 - mmaction - INFO - Epoch [219][60/297] lr: 2.136e-02, eta: 6:07:19, time: 1.449, data_time: 0.007, memory: 5820, top1_acc: 0.6967, top5_acc: 0.8729, loss_cls: 1.2067, loss: 1.2067, grad_norm: 2.6992 2020-10-06 19:03:35,562 - mmaction - INFO - Epoch [219][80/297] lr: 2.136e-02, eta: 6:06:38, time: 1.515, data_time: 0.006, memory: 5820, top1_acc: 0.7090, top5_acc: 0.8883, loss_cls: 1.1354, loss: 1.1354, grad_norm: 2.6508 2020-10-06 19:04:05,733 - mmaction - INFO - Epoch [219][100/297] lr: 2.136e-02, eta: 6:05:57, time: 1.507, data_time: 0.007, memory: 5820, top1_acc: 0.7105, top5_acc: 0.8797, loss_cls: 1.1367, loss: 1.1367, grad_norm: 2.6980 2020-10-06 19:04:34,412 - mmaction - INFO - Epoch [219][120/297] lr: 2.136e-02, eta: 6:05:16, time: 1.437, data_time: 0.006, memory: 5820, top1_acc: 0.6971, top5_acc: 0.8713, loss_cls: 1.2181, loss: 1.2181, grad_norm: 2.7513 2020-10-06 19:05:06,407 - mmaction - INFO - Epoch [219][140/297] lr: 2.136e-02, eta: 6:04:36, time: 1.598, data_time: 0.007, memory: 5820, top1_acc: 0.7018, top5_acc: 0.8775, loss_cls: 1.1794, loss: 1.1794, grad_norm: 2.6544 2020-10-06 19:05:35,382 - mmaction - INFO - Epoch [219][160/297] lr: 2.136e-02, eta: 6:03:55, time: 1.446, data_time: 0.005, memory: 5820, top1_acc: 0.6908, top5_acc: 0.8730, loss_cls: 1.2064, loss: 1.2064, grad_norm: 2.7258 2020-10-06 19:06:05,405 - mmaction - INFO - Epoch [219][180/297] lr: 2.136e-02, eta: 6:03:14, time: 1.504, data_time: 0.010, memory: 5820, top1_acc: 0.6848, top5_acc: 0.8688, loss_cls: 1.2362, loss: 1.2362, grad_norm: 2.7869 2020-10-06 19:06:36,140 - mmaction - INFO - Epoch [219][200/297] lr: 2.136e-02, eta: 6:02:33, time: 1.536, data_time: 0.008, memory: 5820, top1_acc: 0.6947, top5_acc: 0.8752, loss_cls: 1.2046, loss: 1.2046, grad_norm: 2.7134 2020-10-06 19:07:05,707 - mmaction - INFO - Epoch [219][220/297] lr: 2.136e-02, eta: 6:01:52, time: 1.473, data_time: 0.007, memory: 5820, top1_acc: 0.6904, top5_acc: 0.8703, loss_cls: 1.2350, loss: 1.2350, grad_norm: 2.7586 2020-10-06 19:07:35,952 - mmaction - INFO - Epoch [219][240/297] lr: 2.136e-02, eta: 6:01:12, time: 1.519, data_time: 0.013, memory: 5820, top1_acc: 0.7027, top5_acc: 0.8807, loss_cls: 1.1691, loss: 1.1691, grad_norm: 2.7019 2020-10-06 19:08:04,954 - mmaction - INFO - Epoch [219][260/297] lr: 2.136e-02, eta: 6:00:31, time: 1.449, data_time: 0.007, memory: 5820, top1_acc: 0.6994, top5_acc: 0.8814, loss_cls: 1.1843, loss: 1.1843, grad_norm: 2.7642 2020-10-06 19:08:34,299 - mmaction - INFO - Epoch [219][280/297] lr: 2.136e-02, eta: 5:59:50, time: 1.467, data_time: 0.007, memory: 5820, top1_acc: 0.6943, top5_acc: 0.8770, loss_cls: 1.1950, loss: 1.1950, grad_norm: 2.7657 2020-10-06 19:12:12,215 - mmaction - INFO - Epoch [220][20/297] lr: 2.027e-02, eta: 5:58:57, time: 9.530, data_time: 4.768, memory: 5820, top1_acc: 0.7146, top5_acc: 0.8902, loss_cls: 1.1166, loss: 1.1166, grad_norm: 2.6749 2020-10-06 19:12:42,236 - mmaction - INFO - Epoch [220][40/297] lr: 2.027e-02, eta: 5:58:16, time: 1.527, data_time: 0.033, memory: 5820, top1_acc: 0.7078, top5_acc: 0.8834, loss_cls: 1.1599, loss: 1.1599, grad_norm: 2.7235 2020-10-06 19:13:10,598 - mmaction - INFO - Epoch [220][60/297] lr: 2.027e-02, eta: 5:57:35, time: 1.416, data_time: 0.007, memory: 5820, top1_acc: 0.7033, top5_acc: 0.8791, loss_cls: 1.1663, loss: 1.1663, grad_norm: 2.7243 2020-10-06 19:13:41,604 - mmaction - INFO - Epoch [220][80/297] lr: 2.027e-02, eta: 5:56:55, time: 1.552, data_time: 0.010, memory: 5820, top1_acc: 0.7139, top5_acc: 0.8762, loss_cls: 1.1547, loss: 1.1547, grad_norm: 2.6883 2020-10-06 19:14:12,238 - mmaction - INFO - Epoch [220][100/297] lr: 2.027e-02, eta: 5:56:14, time: 1.532, data_time: 0.009, memory: 5820, top1_acc: 0.7141, top5_acc: 0.8826, loss_cls: 1.1462, loss: 1.1462, grad_norm: 2.7422 2020-10-06 19:14:41,345 - mmaction - INFO - Epoch [220][120/297] lr: 2.027e-02, eta: 5:55:33, time: 1.452, data_time: 0.004, memory: 5820, top1_acc: 0.6975, top5_acc: 0.8766, loss_cls: 1.1928, loss: 1.1928, grad_norm: 2.7468 2020-10-06 19:15:11,147 - mmaction - INFO - Epoch [220][140/297] lr: 2.027e-02, eta: 5:54:52, time: 1.494, data_time: 0.012, memory: 5820, top1_acc: 0.7084, top5_acc: 0.8764, loss_cls: 1.1738, loss: 1.1738, grad_norm: 2.7108 2020-10-06 19:15:41,216 - mmaction - INFO - Epoch [220][160/297] lr: 2.027e-02, eta: 5:54:11, time: 1.503, data_time: 0.006, memory: 5820, top1_acc: 0.6957, top5_acc: 0.8752, loss_cls: 1.1935, loss: 1.1935, grad_norm: 2.7539 2020-10-06 19:16:11,406 - mmaction - INFO - Epoch [220][180/297] lr: 2.027e-02, eta: 5:53:31, time: 1.508, data_time: 0.008, memory: 5820, top1_acc: 0.6982, top5_acc: 0.8793, loss_cls: 1.1872, loss: 1.1872, grad_norm: 2.8122 2020-10-06 19:16:40,950 - mmaction - INFO - Epoch [220][200/297] lr: 2.027e-02, eta: 5:52:50, time: 1.479, data_time: 0.011, memory: 5820, top1_acc: 0.7047, top5_acc: 0.8818, loss_cls: 1.1573, loss: 1.1573, grad_norm: 2.7441 2020-10-06 19:17:11,258 - mmaction - INFO - Epoch [220][220/297] lr: 2.027e-02, eta: 5:52:09, time: 1.517, data_time: 0.004, memory: 5820, top1_acc: 0.7059, top5_acc: 0.8779, loss_cls: 1.1905, loss: 1.1905, grad_norm: 2.7388 2020-10-06 19:17:40,058 - mmaction - INFO - Epoch [220][240/297] lr: 2.027e-02, eta: 5:51:28, time: 1.439, data_time: 0.007, memory: 5820, top1_acc: 0.7057, top5_acc: 0.8871, loss_cls: 1.1523, loss: 1.1523, grad_norm: 2.7099 2020-10-06 19:18:10,410 - mmaction - INFO - Epoch [220][260/297] lr: 2.027e-02, eta: 5:50:47, time: 1.518, data_time: 0.008, memory: 5820, top1_acc: 0.7064, top5_acc: 0.8816, loss_cls: 1.1576, loss: 1.1576, grad_norm: 2.7538 2020-10-06 19:18:40,147 - mmaction - INFO - Epoch [220][280/297] lr: 2.027e-02, eta: 5:50:06, time: 1.486, data_time: 0.007, memory: 5820, top1_acc: 0.6943, top5_acc: 0.8832, loss_cls: 1.1714, loss: 1.1714, grad_norm: 2.8216 2020-10-06 19:22:12,299 - mmaction - INFO - Epoch [221][20/297] lr: 1.920e-02, eta: 5:49:12, time: 9.238, data_time: 5.494, memory: 5820, top1_acc: 0.7207, top5_acc: 0.8830, loss_cls: 1.1285, loss: 1.1285, grad_norm: 2.6917 2020-10-06 19:22:43,315 - mmaction - INFO - Epoch [221][40/297] lr: 1.920e-02, eta: 5:48:32, time: 1.555, data_time: 0.014, memory: 5820, top1_acc: 0.7217, top5_acc: 0.8902, loss_cls: 1.0955, loss: 1.0955, grad_norm: 2.6557 2020-10-06 19:23:11,901 - mmaction - INFO - Epoch [221][60/297] lr: 1.920e-02, eta: 5:47:51, time: 1.429, data_time: 0.005, memory: 5820, top1_acc: 0.7045, top5_acc: 0.8828, loss_cls: 1.1522, loss: 1.1522, grad_norm: 2.7508 2020-10-06 19:23:42,457 - mmaction - INFO - Epoch [221][80/297] lr: 1.920e-02, eta: 5:47:10, time: 1.520, data_time: 0.008, memory: 5820, top1_acc: 0.7105, top5_acc: 0.8787, loss_cls: 1.1495, loss: 1.1495, grad_norm: 2.7474 2020-10-06 19:24:12,932 - mmaction - INFO - Epoch [221][100/297] lr: 1.920e-02, eta: 5:46:29, time: 1.533, data_time: 0.016, memory: 5820, top1_acc: 0.7098, top5_acc: 0.8777, loss_cls: 1.1607, loss: 1.1607, grad_norm: 2.7539 2020-10-06 19:24:41,793 - mmaction - INFO - Epoch [221][120/297] lr: 1.920e-02, eta: 5:45:48, time: 1.443, data_time: 0.007, memory: 5820, top1_acc: 0.7039, top5_acc: 0.8760, loss_cls: 1.1951, loss: 1.1951, grad_norm: 2.8354 2020-10-06 19:25:12,203 - mmaction - INFO - Epoch [221][140/297] lr: 1.920e-02, eta: 5:45:08, time: 1.521, data_time: 0.007, memory: 5820, top1_acc: 0.7111, top5_acc: 0.8873, loss_cls: 1.1281, loss: 1.1281, grad_norm: 2.7136 2020-10-06 19:25:42,282 - mmaction - INFO - Epoch [221][160/297] lr: 1.920e-02, eta: 5:44:27, time: 1.502, data_time: 0.004, memory: 5820, top1_acc: 0.7113, top5_acc: 0.8832, loss_cls: 1.1537, loss: 1.1537, grad_norm: 2.7732 2020-10-06 19:26:12,043 - mmaction - INFO - Epoch [221][180/297] lr: 1.920e-02, eta: 5:43:46, time: 1.490, data_time: 0.008, memory: 5820, top1_acc: 0.7090, top5_acc: 0.8832, loss_cls: 1.1718, loss: 1.1718, grad_norm: 2.7817 2020-10-06 19:26:41,686 - mmaction - INFO - Epoch [221][200/297] lr: 1.920e-02, eta: 5:43:05, time: 1.482, data_time: 0.007, memory: 5820, top1_acc: 0.7025, top5_acc: 0.8818, loss_cls: 1.1676, loss: 1.1676, grad_norm: 2.7871 2020-10-06 19:27:11,766 - mmaction - INFO - Epoch [221][220/297] lr: 1.920e-02, eta: 5:42:25, time: 1.504, data_time: 0.007, memory: 5820, top1_acc: 0.6971, top5_acc: 0.8771, loss_cls: 1.1711, loss: 1.1711, grad_norm: 2.7987 2020-10-06 19:27:42,130 - mmaction - INFO - Epoch [221][240/297] lr: 1.920e-02, eta: 5:41:44, time: 1.519, data_time: 0.008, memory: 5820, top1_acc: 0.7063, top5_acc: 0.8797, loss_cls: 1.1566, loss: 1.1566, grad_norm: 2.7500 2020-10-06 19:28:10,734 - mmaction - INFO - Epoch [221][260/297] lr: 1.920e-02, eta: 5:41:03, time: 1.429, data_time: 0.004, memory: 5820, top1_acc: 0.6916, top5_acc: 0.8736, loss_cls: 1.2088, loss: 1.2088, grad_norm: 2.8289 2020-10-06 19:28:41,451 - mmaction - INFO - Epoch [221][280/297] lr: 1.920e-02, eta: 5:40:23, time: 1.533, data_time: 0.008, memory: 5820, top1_acc: 0.7043, top5_acc: 0.8826, loss_cls: 1.1675, loss: 1.1675, grad_norm: 2.8079 2020-10-06 19:32:26,292 - mmaction - INFO - Epoch [222][20/297] lr: 1.817e-02, eta: 5:39:30, time: 10.006, data_time: 4.772, memory: 5820, top1_acc: 0.7193, top5_acc: 0.8939, loss_cls: 1.0941, loss: 1.0941, grad_norm: 2.7105 2020-10-06 19:32:57,940 - mmaction - INFO - Epoch [222][40/297] lr: 1.817e-02, eta: 5:38:50, time: 1.585, data_time: 0.011, memory: 5820, top1_acc: 0.7162, top5_acc: 0.8854, loss_cls: 1.1153, loss: 1.1153, grad_norm: 2.7491 2020-10-06 19:33:26,646 - mmaction - INFO - Epoch [222][60/297] lr: 1.817e-02, eta: 5:38:09, time: 1.435, data_time: 0.003, memory: 5820, top1_acc: 0.7086, top5_acc: 0.8828, loss_cls: 1.1443, loss: 1.1443, grad_norm: 2.7784 2020-10-06 19:33:57,258 - mmaction - INFO - Epoch [222][80/297] lr: 1.817e-02, eta: 5:37:28, time: 1.527, data_time: 0.007, memory: 5820, top1_acc: 0.6971, top5_acc: 0.8746, loss_cls: 1.1822, loss: 1.1822, grad_norm: 2.8167 2020-10-06 19:34:27,061 - mmaction - INFO - Epoch [222][100/297] lr: 1.817e-02, eta: 5:36:47, time: 1.493, data_time: 0.011, memory: 5820, top1_acc: 0.7092, top5_acc: 0.8869, loss_cls: 1.1225, loss: 1.1225, grad_norm: 2.7556 2020-10-06 19:34:55,414 - mmaction - INFO - Epoch [222][120/297] lr: 1.817e-02, eta: 5:36:06, time: 1.417, data_time: 0.006, memory: 5820, top1_acc: 0.7061, top5_acc: 0.8750, loss_cls: 1.1780, loss: 1.1780, grad_norm: 2.8304 2020-10-06 19:35:25,891 - mmaction - INFO - Epoch [222][140/297] lr: 1.817e-02, eta: 5:35:26, time: 1.524, data_time: 0.009, memory: 5820, top1_acc: 0.7225, top5_acc: 0.8932, loss_cls: 1.0910, loss: 1.0910, grad_norm: 2.7060 2020-10-06 19:35:56,641 - mmaction - INFO - Epoch [222][160/297] lr: 1.817e-02, eta: 5:34:45, time: 1.538, data_time: 0.006, memory: 5820, top1_acc: 0.7143, top5_acc: 0.8846, loss_cls: 1.1289, loss: 1.1289, grad_norm: 2.7271 2020-10-06 19:36:25,402 - mmaction - INFO - Epoch [222][180/297] lr: 1.817e-02, eta: 5:34:04, time: 1.437, data_time: 0.007, memory: 5820, top1_acc: 0.7049, top5_acc: 0.8787, loss_cls: 1.1652, loss: 1.1652, grad_norm: 2.7963 2020-10-06 19:36:54,715 - mmaction - INFO - Epoch [222][200/297] lr: 1.817e-02, eta: 5:33:24, time: 1.467, data_time: 0.007, memory: 5820, top1_acc: 0.7045, top5_acc: 0.8826, loss_cls: 1.1625, loss: 1.1625, grad_norm: 2.8266 2020-10-06 19:37:26,588 - mmaction - INFO - Epoch [222][220/297] lr: 1.817e-02, eta: 5:32:43, time: 1.594, data_time: 0.007, memory: 5820, top1_acc: 0.7021, top5_acc: 0.8838, loss_cls: 1.1596, loss: 1.1596, grad_norm: 2.8287 2020-10-06 19:37:56,370 - mmaction - INFO - Epoch [222][240/297] lr: 1.817e-02, eta: 5:32:02, time: 1.488, data_time: 0.006, memory: 5820, top1_acc: 0.7066, top5_acc: 0.8846, loss_cls: 1.1526, loss: 1.1526, grad_norm: 2.8241 2020-10-06 19:38:25,964 - mmaction - INFO - Epoch [222][260/297] lr: 1.817e-02, eta: 5:31:22, time: 1.479, data_time: 0.007, memory: 5820, top1_acc: 0.7123, top5_acc: 0.8898, loss_cls: 1.1154, loss: 1.1154, grad_norm: 2.8254 2020-10-06 19:38:55,490 - mmaction - INFO - Epoch [222][280/297] lr: 1.817e-02, eta: 5:30:41, time: 1.468, data_time: 0.009, memory: 5820, top1_acc: 0.7023, top5_acc: 0.8834, loss_cls: 1.1686, loss: 1.1686, grad_norm: 2.8526 2020-10-06 19:42:41,606 - mmaction - INFO - Epoch [223][20/297] lr: 1.716e-02, eta: 5:29:48, time: 10.097, data_time: 4.625, memory: 5820, top1_acc: 0.7139, top5_acc: 0.8822, loss_cls: 1.1430, loss: 1.1430, grad_norm: 2.7817 2020-10-06 19:43:12,120 - mmaction - INFO - Epoch [223][40/297] lr: 1.716e-02, eta: 5:29:08, time: 1.527, data_time: 0.010, memory: 5820, top1_acc: 0.7145, top5_acc: 0.8846, loss_cls: 1.1243, loss: 1.1243, grad_norm: 2.7849 2020-10-06 19:43:40,696 - mmaction - INFO - Epoch [223][60/297] lr: 1.716e-02, eta: 5:28:27, time: 1.428, data_time: 0.008, memory: 5820, top1_acc: 0.7082, top5_acc: 0.8842, loss_cls: 1.1429, loss: 1.1429, grad_norm: 2.8249 2020-10-06 19:44:11,333 - mmaction - INFO - Epoch [223][80/297] lr: 1.716e-02, eta: 5:27:46, time: 1.533, data_time: 0.009, memory: 5820, top1_acc: 0.7184, top5_acc: 0.8836, loss_cls: 1.1262, loss: 1.1262, grad_norm: 2.8401 2020-10-06 19:44:41,503 - mmaction - INFO - Epoch [223][100/297] lr: 1.716e-02, eta: 5:27:05, time: 1.508, data_time: 0.007, memory: 5820, top1_acc: 0.7154, top5_acc: 0.8861, loss_cls: 1.1132, loss: 1.1132, grad_norm: 2.8199 2020-10-06 19:45:09,779 - mmaction - INFO - Epoch [223][120/297] lr: 1.716e-02, eta: 5:26:25, time: 1.413, data_time: 0.008, memory: 5820, top1_acc: 0.7146, top5_acc: 0.8887, loss_cls: 1.1146, loss: 1.1146, grad_norm: 2.8525 2020-10-06 19:45:42,682 - mmaction - INFO - Epoch [223][140/297] lr: 1.716e-02, eta: 5:25:44, time: 1.646, data_time: 0.010, memory: 5820, top1_acc: 0.7100, top5_acc: 0.8830, loss_cls: 1.1199, loss: 1.1199, grad_norm: 2.8040 2020-10-06 19:46:11,258 - mmaction - INFO - Epoch [223][160/297] lr: 1.716e-02, eta: 5:25:03, time: 1.429, data_time: 0.004, memory: 5820, top1_acc: 0.7172, top5_acc: 0.8830, loss_cls: 1.1342, loss: 1.1342, grad_norm: 2.8286 2020-10-06 19:46:41,975 - mmaction - INFO - Epoch [223][180/297] lr: 1.716e-02, eta: 5:24:23, time: 1.527, data_time: 0.008, memory: 5820, top1_acc: 0.7113, top5_acc: 0.8869, loss_cls: 1.1267, loss: 1.1267, grad_norm: 2.8143 2020-10-06 19:47:13,949 - mmaction - INFO - Epoch [223][200/297] lr: 1.716e-02, eta: 5:23:43, time: 1.608, data_time: 0.016, memory: 5820, top1_acc: 0.7059, top5_acc: 0.8793, loss_cls: 1.1640, loss: 1.1640, grad_norm: 2.8424 2020-10-06 19:47:42,968 - mmaction - INFO - Epoch [223][220/297] lr: 1.716e-02, eta: 5:23:02, time: 1.449, data_time: 0.007, memory: 5820, top1_acc: 0.7088, top5_acc: 0.8840, loss_cls: 1.1368, loss: 1.1368, grad_norm: 2.8116 2020-10-06 19:48:13,807 - mmaction - INFO - Epoch [223][240/297] lr: 1.716e-02, eta: 5:22:21, time: 1.543, data_time: 0.009, memory: 5820, top1_acc: 0.7113, top5_acc: 0.8832, loss_cls: 1.1381, loss: 1.1381, grad_norm: 2.7769 2020-10-06 19:48:44,534 - mmaction - INFO - Epoch [223][260/297] lr: 1.716e-02, eta: 5:21:41, time: 1.535, data_time: 0.008, memory: 5820, top1_acc: 0.7145, top5_acc: 0.8871, loss_cls: 1.1225, loss: 1.1225, grad_norm: 2.7783 2020-10-06 19:49:12,683 - mmaction - INFO - Epoch [223][280/297] lr: 1.716e-02, eta: 5:21:00, time: 1.408, data_time: 0.008, memory: 5820, top1_acc: 0.7252, top5_acc: 0.8902, loss_cls: 1.0914, loss: 1.0914, grad_norm: 2.7582 2020-10-06 19:53:03,783 - mmaction - INFO - Epoch [224][20/297] lr: 1.618e-02, eta: 5:20:07, time: 10.292, data_time: 5.731, memory: 5820, top1_acc: 0.7252, top5_acc: 0.8875, loss_cls: 1.0997, loss: 1.0997, grad_norm: 2.7495 2020-10-06 19:53:33,239 - mmaction - INFO - Epoch [224][40/297] lr: 1.618e-02, eta: 5:19:26, time: 1.473, data_time: 0.009, memory: 5820, top1_acc: 0.7184, top5_acc: 0.8852, loss_cls: 1.1005, loss: 1.1005, grad_norm: 2.7409 2020-10-06 19:54:01,431 - mmaction - INFO - Epoch [224][60/297] lr: 1.618e-02, eta: 5:18:45, time: 1.408, data_time: 0.006, memory: 5820, top1_acc: 0.7143, top5_acc: 0.8838, loss_cls: 1.1092, loss: 1.1092, grad_norm: 2.7830 2020-10-06 19:54:31,665 - mmaction - INFO - Epoch [224][80/297] lr: 1.618e-02, eta: 5:18:05, time: 1.513, data_time: 0.009, memory: 5820, top1_acc: 0.7145, top5_acc: 0.8832, loss_cls: 1.1177, loss: 1.1177, grad_norm: 2.7617 2020-10-06 19:55:01,836 - mmaction - INFO - Epoch [224][100/297] lr: 1.618e-02, eta: 5:17:24, time: 1.507, data_time: 0.004, memory: 5820, top1_acc: 0.7164, top5_acc: 0.8850, loss_cls: 1.1032, loss: 1.1032, grad_norm: 2.7733 2020-10-06 19:55:30,804 - mmaction - INFO - Epoch [224][120/297] lr: 1.618e-02, eta: 5:16:43, time: 1.450, data_time: 0.010, memory: 5820, top1_acc: 0.7217, top5_acc: 0.8895, loss_cls: 1.1138, loss: 1.1138, grad_norm: 2.8612 2020-10-06 19:56:00,849 - mmaction - INFO - Epoch [224][140/297] lr: 1.618e-02, eta: 5:16:03, time: 1.502, data_time: 0.006, memory: 5820, top1_acc: 0.7146, top5_acc: 0.8850, loss_cls: 1.1156, loss: 1.1156, grad_norm: 2.8116 2020-10-06 19:56:32,128 - mmaction - INFO - Epoch [224][160/297] lr: 1.618e-02, eta: 5:15:22, time: 1.553, data_time: 0.008, memory: 5820, top1_acc: 0.7117, top5_acc: 0.8871, loss_cls: 1.1330, loss: 1.1330, grad_norm: 2.9328 2020-10-06 19:57:01,287 - mmaction - INFO - Epoch [224][180/297] lr: 1.618e-02, eta: 5:14:42, time: 1.468, data_time: 0.016, memory: 5820, top1_acc: 0.7240, top5_acc: 0.8881, loss_cls: 1.1015, loss: 1.1015, grad_norm: 2.8475 2020-10-06 19:57:30,565 - mmaction - INFO - Epoch [224][200/297] lr: 1.618e-02, eta: 5:14:01, time: 1.464, data_time: 0.009, memory: 5820, top1_acc: 0.7105, top5_acc: 0.8840, loss_cls: 1.1329, loss: 1.1329, grad_norm: 2.8413 2020-10-06 19:58:02,034 - mmaction - INFO - Epoch [224][220/297] lr: 1.618e-02, eta: 5:13:21, time: 1.566, data_time: 0.007, memory: 5820, top1_acc: 0.7158, top5_acc: 0.8906, loss_cls: 1.1139, loss: 1.1139, grad_norm: 2.8010 2020-10-06 19:58:30,383 - mmaction - INFO - Epoch [224][240/297] lr: 1.618e-02, eta: 5:12:40, time: 1.424, data_time: 0.011, memory: 5820, top1_acc: 0.7193, top5_acc: 0.8910, loss_cls: 1.1093, loss: 1.1093, grad_norm: 2.8744 2020-10-06 19:59:01,009 - mmaction - INFO - Epoch [224][260/297] lr: 1.618e-02, eta: 5:11:59, time: 1.533, data_time: 0.010, memory: 5820, top1_acc: 0.7189, top5_acc: 0.8932, loss_cls: 1.0719, loss: 1.0719, grad_norm: 2.8280 2020-10-06 19:59:30,938 - mmaction - INFO - Epoch [224][280/297] lr: 1.618e-02, eta: 5:11:19, time: 1.497, data_time: 0.006, memory: 5820, top1_acc: 0.7176, top5_acc: 0.8814, loss_cls: 1.1300, loss: 1.1300, grad_norm: 2.9004 2020-10-06 19:59:54,358 - mmaction - INFO - Saving checkpoint at 224 epochs 2020-10-06 20:02:20,818 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-06 20:02:20,998 - mmaction - INFO - top1_acc 0.7139 top5_acc 0.9010 2020-10-06 20:02:20,999 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-06 20:02:21,028 - mmaction - INFO - mean_acc 0.7141 2020-10-06 20:02:21,028 - mmaction - INFO - Now best checkpoint is epoch_224.pth 2020-10-06 20:02:21,033 - mmaction - INFO - Epoch(val) [224][297] top1_acc: 0.7139, top5_acc: 0.9010, mean_class_accuracy: 0.7141 2020-10-06 20:04:35,637 - mmaction - INFO - Epoch [225][20/297] lr: 1.522e-02, eta: 5:10:15, time: 6.727, data_time: 5.550, memory: 5820, top1_acc: 0.7174, top5_acc: 0.8902, loss_cls: 1.1190, loss: 1.1190, grad_norm: 2.8239 2020-10-06 20:05:05,336 - mmaction - INFO - Epoch [225][40/297] lr: 1.522e-02, eta: 5:09:34, time: 1.487, data_time: 0.058, memory: 5820, top1_acc: 0.7229, top5_acc: 0.8918, loss_cls: 1.0998, loss: 1.0998, grad_norm: 2.8562 2020-10-06 20:05:35,012 - mmaction - INFO - Epoch [225][60/297] lr: 1.522e-02, eta: 5:08:54, time: 1.481, data_time: 0.008, memory: 5820, top1_acc: 0.7229, top5_acc: 0.8838, loss_cls: 1.1143, loss: 1.1143, grad_norm: 2.8940 2020-10-06 20:06:05,312 - mmaction - INFO - Epoch [225][80/297] lr: 1.522e-02, eta: 5:08:13, time: 1.516, data_time: 0.010, memory: 5820, top1_acc: 0.7211, top5_acc: 0.8908, loss_cls: 1.0895, loss: 1.0895, grad_norm: 2.8983 2020-10-06 20:06:39,770 - mmaction - INFO - Epoch [225][100/297] lr: 1.522e-02, eta: 5:07:33, time: 1.723, data_time: 0.008, memory: 5820, top1_acc: 0.7197, top5_acc: 0.8850, loss_cls: 1.1109, loss: 1.1109, grad_norm: 2.8461 2020-10-06 20:07:06,370 - mmaction - INFO - Epoch [225][120/297] lr: 1.522e-02, eta: 5:06:52, time: 1.320, data_time: 0.004, memory: 5820, top1_acc: 0.7242, top5_acc: 0.8816, loss_cls: 1.0982, loss: 1.0982, grad_norm: 2.8297 2020-10-06 20:07:37,196 - mmaction - INFO - Epoch [225][140/297] lr: 1.522e-02, eta: 5:06:12, time: 1.551, data_time: 0.020, memory: 5820, top1_acc: 0.7303, top5_acc: 0.8967, loss_cls: 1.0727, loss: 1.0727, grad_norm: 2.8237 2020-10-06 20:08:07,951 - mmaction - INFO - Epoch [225][160/297] lr: 1.522e-02, eta: 5:05:31, time: 1.541, data_time: 0.009, memory: 5820, top1_acc: 0.7174, top5_acc: 0.8871, loss_cls: 1.1069, loss: 1.1069, grad_norm: 2.8381 2020-10-06 20:08:36,816 - mmaction - INFO - Epoch [225][180/297] lr: 1.522e-02, eta: 5:04:51, time: 1.427, data_time: 0.006, memory: 5820, top1_acc: 0.7174, top5_acc: 0.8865, loss_cls: 1.1040, loss: 1.1040, grad_norm: 2.9114 2020-10-06 20:09:06,962 - mmaction - INFO - Epoch [225][200/297] lr: 1.522e-02, eta: 5:04:10, time: 1.517, data_time: 0.023, memory: 5820, top1_acc: 0.7344, top5_acc: 0.8943, loss_cls: 1.0485, loss: 1.0485, grad_norm: 2.7487 2020-10-06 20:09:36,442 - mmaction - INFO - Epoch [225][220/297] lr: 1.522e-02, eta: 5:03:30, time: 1.480, data_time: 0.013, memory: 5820, top1_acc: 0.7307, top5_acc: 0.8898, loss_cls: 1.0973, loss: 1.0973, grad_norm: 2.8647 2020-10-06 20:10:04,507 - mmaction - INFO - Epoch [225][240/297] lr: 1.522e-02, eta: 5:02:49, time: 1.400, data_time: 0.005, memory: 5820, top1_acc: 0.7221, top5_acc: 0.8939, loss_cls: 1.0972, loss: 1.0972, grad_norm: 2.8749 2020-10-06 20:10:34,732 - mmaction - INFO - Epoch [225][260/297] lr: 1.522e-02, eta: 5:02:08, time: 1.505, data_time: 0.011, memory: 5820, top1_acc: 0.7182, top5_acc: 0.8879, loss_cls: 1.1145, loss: 1.1145, grad_norm: 2.9255 2020-10-06 20:11:06,603 - mmaction - INFO - Epoch [225][280/297] lr: 1.522e-02, eta: 5:01:28, time: 1.597, data_time: 0.016, memory: 5820, top1_acc: 0.7166, top5_acc: 0.8854, loss_cls: 1.1214, loss: 1.1214, grad_norm: 2.8858 2020-10-06 20:14:54,935 - mmaction - INFO - Epoch [226][20/297] lr: 1.430e-02, eta: 5:00:34, time: 10.291, data_time: 5.445, memory: 5820, top1_acc: 0.7242, top5_acc: 0.8883, loss_cls: 1.0893, loss: 1.0893, grad_norm: 2.8041 2020-10-06 20:15:25,668 - mmaction - INFO - Epoch [226][40/297] lr: 1.430e-02, eta: 4:59:54, time: 1.538, data_time: 0.009, memory: 5820, top1_acc: 0.7369, top5_acc: 0.8953, loss_cls: 1.0479, loss: 1.0479, grad_norm: 2.8194 2020-10-06 20:15:54,817 - mmaction - INFO - Epoch [226][60/297] lr: 1.430e-02, eta: 4:59:13, time: 1.453, data_time: 0.005, memory: 5820, top1_acc: 0.7166, top5_acc: 0.8859, loss_cls: 1.0972, loss: 1.0972, grad_norm: 2.8833 2020-10-06 20:16:25,266 - mmaction - INFO - Epoch [226][80/297] lr: 1.430e-02, eta: 4:58:32, time: 1.526, data_time: 0.012, memory: 5820, top1_acc: 0.7326, top5_acc: 0.8947, loss_cls: 1.0513, loss: 1.0513, grad_norm: 2.8157 2020-10-06 20:16:57,010 - mmaction - INFO - Epoch [226][100/297] lr: 1.430e-02, eta: 4:57:52, time: 1.588, data_time: 0.007, memory: 5820, top1_acc: 0.7326, top5_acc: 0.8949, loss_cls: 1.0708, loss: 1.0708, grad_norm: 2.8678 2020-10-06 20:17:24,927 - mmaction - INFO - Epoch [226][120/297] lr: 1.430e-02, eta: 4:57:11, time: 1.394, data_time: 0.004, memory: 5820, top1_acc: 0.7330, top5_acc: 0.8900, loss_cls: 1.0865, loss: 1.0865, grad_norm: 2.9051 2020-10-06 20:17:55,353 - mmaction - INFO - Epoch [226][140/297] lr: 1.430e-02, eta: 4:56:31, time: 1.522, data_time: 0.009, memory: 5820, top1_acc: 0.7248, top5_acc: 0.8852, loss_cls: 1.0788, loss: 1.0788, grad_norm: 2.8487 2020-10-06 20:18:25,615 - mmaction - INFO - Epoch [226][160/297] lr: 1.430e-02, eta: 4:55:50, time: 1.514, data_time: 0.009, memory: 5820, top1_acc: 0.7242, top5_acc: 0.8924, loss_cls: 1.0867, loss: 1.0867, grad_norm: 2.8933 2020-10-06 20:18:53,965 - mmaction - INFO - Epoch [226][180/297] lr: 1.430e-02, eta: 4:55:10, time: 1.417, data_time: 0.006, memory: 5820, top1_acc: 0.7283, top5_acc: 0.8934, loss_cls: 1.0557, loss: 1.0557, grad_norm: 2.8789 2020-10-06 20:19:23,458 - mmaction - INFO - Epoch [226][200/297] lr: 1.430e-02, eta: 4:54:29, time: 1.474, data_time: 0.008, memory: 5820, top1_acc: 0.7262, top5_acc: 0.8939, loss_cls: 1.0677, loss: 1.0677, grad_norm: 2.8909 2020-10-06 20:19:54,022 - mmaction - INFO - Epoch [226][220/297] lr: 1.430e-02, eta: 4:53:49, time: 1.529, data_time: 0.009, memory: 5820, top1_acc: 0.7221, top5_acc: 0.8912, loss_cls: 1.0786, loss: 1.0786, grad_norm: 2.8720 2020-10-06 20:20:23,234 - mmaction - INFO - Epoch [226][240/297] lr: 1.430e-02, eta: 4:53:08, time: 1.461, data_time: 0.009, memory: 5820, top1_acc: 0.7195, top5_acc: 0.8920, loss_cls: 1.0940, loss: 1.0940, grad_norm: 2.9707 2020-10-06 20:20:54,345 - mmaction - INFO - Epoch [226][260/297] lr: 1.430e-02, eta: 4:52:28, time: 1.555, data_time: 0.009, memory: 5820, top1_acc: 0.7234, top5_acc: 0.8887, loss_cls: 1.0898, loss: 1.0898, grad_norm: 2.9340 2020-10-06 20:21:25,826 - mmaction - INFO - Epoch [226][280/297] lr: 1.430e-02, eta: 4:51:48, time: 1.574, data_time: 0.007, memory: 5820, top1_acc: 0.7264, top5_acc: 0.8885, loss_cls: 1.0862, loss: 1.0862, grad_norm: 2.8917 2020-10-06 20:25:25,322 - mmaction - INFO - Epoch [227][20/297] lr: 1.340e-02, eta: 4:50:53, time: 10.514, data_time: 5.815, memory: 5820, top1_acc: 0.7279, top5_acc: 0.8977, loss_cls: 1.0552, loss: 1.0552, grad_norm: 2.8062 2020-10-06 20:25:55,718 - mmaction - INFO - Epoch [227][40/297] lr: 1.340e-02, eta: 4:50:13, time: 1.519, data_time: 0.005, memory: 5820, top1_acc: 0.7338, top5_acc: 0.8934, loss_cls: 1.0484, loss: 1.0484, grad_norm: 2.8591 2020-10-06 20:26:24,346 - mmaction - INFO - Epoch [227][60/297] lr: 1.340e-02, eta: 4:49:32, time: 1.430, data_time: 0.008, memory: 5820, top1_acc: 0.7418, top5_acc: 0.8951, loss_cls: 1.0362, loss: 1.0362, grad_norm: 2.8413 2020-10-06 20:26:54,933 - mmaction - INFO - Epoch [227][80/297] lr: 1.340e-02, eta: 4:48:52, time: 1.530, data_time: 0.008, memory: 5820, top1_acc: 0.7359, top5_acc: 0.8928, loss_cls: 1.0621, loss: 1.0621, grad_norm: 2.8998 2020-10-06 20:27:24,584 - mmaction - INFO - Epoch [227][100/297] lr: 1.340e-02, eta: 4:48:11, time: 1.474, data_time: 0.006, memory: 5820, top1_acc: 0.7285, top5_acc: 0.8914, loss_cls: 1.0687, loss: 1.0687, grad_norm: 2.9055 2020-10-06 20:27:54,216 - mmaction - INFO - Epoch [227][120/297] lr: 1.340e-02, eta: 4:47:31, time: 1.491, data_time: 0.016, memory: 5820, top1_acc: 0.7320, top5_acc: 0.8877, loss_cls: 1.0554, loss: 1.0554, grad_norm: 2.8540 2020-10-06 20:28:24,280 - mmaction - INFO - Epoch [227][140/297] lr: 1.340e-02, eta: 4:46:50, time: 1.503, data_time: 0.006, memory: 5820, top1_acc: 0.7350, top5_acc: 0.8971, loss_cls: 1.0749, loss: 1.0749, grad_norm: 2.9475 2020-10-06 20:28:55,192 - mmaction - INFO - Epoch [227][160/297] lr: 1.340e-02, eta: 4:46:10, time: 1.546, data_time: 0.006, memory: 5820, top1_acc: 0.7236, top5_acc: 0.8875, loss_cls: 1.0975, loss: 1.0975, grad_norm: 2.9567 2020-10-06 20:29:23,790 - mmaction - INFO - Epoch [227][180/297] lr: 1.340e-02, eta: 4:45:29, time: 1.428, data_time: 0.006, memory: 5820, top1_acc: 0.7172, top5_acc: 0.8875, loss_cls: 1.0915, loss: 1.0915, grad_norm: 2.9007 2020-10-06 20:29:55,104 - mmaction - INFO - Epoch [227][200/297] lr: 1.340e-02, eta: 4:44:49, time: 1.566, data_time: 0.009, memory: 5820, top1_acc: 0.7307, top5_acc: 0.8881, loss_cls: 1.0763, loss: 1.0763, grad_norm: 2.8845 2020-10-06 20:30:26,916 - mmaction - INFO - Epoch [227][220/297] lr: 1.340e-02, eta: 4:44:09, time: 1.592, data_time: 0.006, memory: 5820, top1_acc: 0.7281, top5_acc: 0.8908, loss_cls: 1.0634, loss: 1.0634, grad_norm: 2.8692 2020-10-06 20:30:57,752 - mmaction - INFO - Epoch [227][240/297] lr: 1.340e-02, eta: 4:43:29, time: 1.541, data_time: 0.006, memory: 5820, top1_acc: 0.7193, top5_acc: 0.8840, loss_cls: 1.0957, loss: 1.0957, grad_norm: 2.9352 2020-10-06 20:31:25,384 - mmaction - INFO - Epoch [227][260/297] lr: 1.340e-02, eta: 4:42:48, time: 1.381, data_time: 0.008, memory: 5820, top1_acc: 0.7271, top5_acc: 0.8945, loss_cls: 1.0718, loss: 1.0718, grad_norm: 2.9532 2020-10-06 20:31:56,265 - mmaction - INFO - Epoch [227][280/297] lr: 1.340e-02, eta: 4:42:08, time: 1.545, data_time: 0.008, memory: 5820, top1_acc: 0.7250, top5_acc: 0.8906, loss_cls: 1.0837, loss: 1.0837, grad_norm: 2.9520 2020-10-06 20:35:33,190 - mmaction - INFO - Epoch [228][20/297] lr: 1.253e-02, eta: 4:41:10, time: 9.498, data_time: 5.869, memory: 5820, top1_acc: 0.7439, top5_acc: 0.8943, loss_cls: 1.0252, loss: 1.0252, grad_norm: 2.8795 2020-10-06 20:36:03,695 - mmaction - INFO - Epoch [228][40/297] lr: 1.253e-02, eta: 4:40:30, time: 1.517, data_time: 0.021, memory: 5820, top1_acc: 0.7268, top5_acc: 0.8879, loss_cls: 1.0694, loss: 1.0694, grad_norm: 2.9824 2020-10-06 20:36:31,804 - mmaction - INFO - Epoch [228][60/297] lr: 1.253e-02, eta: 4:39:49, time: 1.420, data_time: 0.018, memory: 5820, top1_acc: 0.7354, top5_acc: 0.8955, loss_cls: 1.0345, loss: 1.0345, grad_norm: 2.8687 2020-10-06 20:37:03,851 - mmaction - INFO - Epoch [228][80/297] lr: 1.253e-02, eta: 4:39:09, time: 1.601, data_time: 0.007, memory: 5820, top1_acc: 0.7307, top5_acc: 0.8906, loss_cls: 1.0624, loss: 1.0624, grad_norm: 2.9059 2020-10-06 20:37:35,513 - mmaction - INFO - Epoch [228][100/297] lr: 1.253e-02, eta: 4:38:29, time: 1.584, data_time: 0.006, memory: 5820, top1_acc: 0.7273, top5_acc: 0.8918, loss_cls: 1.0818, loss: 1.0818, grad_norm: 2.9234 2020-10-06 20:38:06,809 - mmaction - INFO - Epoch [228][120/297] lr: 1.253e-02, eta: 4:37:48, time: 1.556, data_time: 0.006, memory: 5820, top1_acc: 0.7232, top5_acc: 0.8869, loss_cls: 1.0892, loss: 1.0892, grad_norm: 2.9436 2020-10-06 20:38:34,316 - mmaction - INFO - Epoch [228][140/297] lr: 1.253e-02, eta: 4:37:08, time: 1.383, data_time: 0.019, memory: 5820, top1_acc: 0.7381, top5_acc: 0.8904, loss_cls: 1.0562, loss: 1.0562, grad_norm: 2.9004 2020-10-06 20:39:04,039 - mmaction - INFO - Epoch [228][160/297] lr: 1.253e-02, eta: 4:36:27, time: 1.487, data_time: 0.009, memory: 5820, top1_acc: 0.7238, top5_acc: 0.8934, loss_cls: 1.0658, loss: 1.0658, grad_norm: 2.9731 2020-10-06 20:39:35,369 - mmaction - INFO - Epoch [228][180/297] lr: 1.253e-02, eta: 4:35:47, time: 1.564, data_time: 0.009, memory: 5820, top1_acc: 0.7338, top5_acc: 0.8883, loss_cls: 1.0727, loss: 1.0727, grad_norm: 2.9052 2020-10-06 20:40:04,244 - mmaction - INFO - Epoch [228][200/297] lr: 1.253e-02, eta: 4:35:06, time: 1.446, data_time: 0.005, memory: 5820, top1_acc: 0.7340, top5_acc: 0.8906, loss_cls: 1.0557, loss: 1.0557, grad_norm: 2.9358 2020-10-06 20:40:34,510 - mmaction - INFO - Epoch [228][220/297] lr: 1.253e-02, eta: 4:34:26, time: 1.514, data_time: 0.008, memory: 5820, top1_acc: 0.7406, top5_acc: 0.8988, loss_cls: 1.0211, loss: 1.0211, grad_norm: 2.9219 2020-10-06 20:41:03,735 - mmaction - INFO - Epoch [228][240/297] lr: 1.253e-02, eta: 4:33:45, time: 1.457, data_time: 0.006, memory: 5820, top1_acc: 0.7242, top5_acc: 0.8924, loss_cls: 1.0787, loss: 1.0787, grad_norm: 2.9524 2020-10-06 20:41:35,827 - mmaction - INFO - Epoch [228][260/297] lr: 1.253e-02, eta: 4:33:05, time: 1.605, data_time: 0.011, memory: 5820, top1_acc: 0.7287, top5_acc: 0.8930, loss_cls: 1.0684, loss: 1.0684, grad_norm: 2.9259 2020-10-06 20:42:04,609 - mmaction - INFO - Epoch [228][280/297] lr: 1.253e-02, eta: 4:32:25, time: 1.440, data_time: 0.007, memory: 5820, top1_acc: 0.7332, top5_acc: 0.8918, loss_cls: 1.0677, loss: 1.0677, grad_norm: 2.9573 2020-10-06 20:45:53,866 - mmaction - INFO - Epoch [229][20/297] lr: 1.169e-02, eta: 4:31:28, time: 10.195, data_time: 4.847, memory: 5820, top1_acc: 0.7436, top5_acc: 0.9006, loss_cls: 1.0200, loss: 1.0200, grad_norm: 2.8791 2020-10-06 20:46:24,315 - mmaction - INFO - Epoch [229][40/297] lr: 1.169e-02, eta: 4:30:48, time: 1.529, data_time: 0.018, memory: 5820, top1_acc: 0.7490, top5_acc: 0.9039, loss_cls: 0.9952, loss: 0.9952, grad_norm: 2.8644 2020-10-06 20:46:52,139 - mmaction - INFO - Epoch [229][60/297] lr: 1.169e-02, eta: 4:30:07, time: 1.386, data_time: 0.005, memory: 5820, top1_acc: 0.7441, top5_acc: 0.8990, loss_cls: 1.0040, loss: 1.0040, grad_norm: 2.9253 2020-10-06 20:47:23,158 - mmaction - INFO - Epoch [229][80/297] lr: 1.169e-02, eta: 4:29:27, time: 1.552, data_time: 0.012, memory: 5820, top1_acc: 0.7402, top5_acc: 0.9012, loss_cls: 1.0154, loss: 1.0154, grad_norm: 2.9409 2020-10-06 20:47:52,790 - mmaction - INFO - Epoch [229][100/297] lr: 1.169e-02, eta: 4:28:47, time: 1.486, data_time: 0.011, memory: 5820, top1_acc: 0.7348, top5_acc: 0.8986, loss_cls: 1.0369, loss: 1.0369, grad_norm: 2.9918 2020-10-06 20:48:21,947 - mmaction - INFO - Epoch [229][120/297] lr: 1.169e-02, eta: 4:28:06, time: 1.455, data_time: 0.007, memory: 5820, top1_acc: 0.7434, top5_acc: 0.9012, loss_cls: 1.0177, loss: 1.0177, grad_norm: 2.9560 2020-10-06 20:48:51,379 - mmaction - INFO - Epoch [229][140/297] lr: 1.169e-02, eta: 4:27:26, time: 1.472, data_time: 0.010, memory: 5820, top1_acc: 0.7322, top5_acc: 0.9000, loss_cls: 1.0372, loss: 1.0372, grad_norm: 2.9755 2020-10-06 20:49:23,244 - mmaction - INFO - Epoch [229][160/297] lr: 1.169e-02, eta: 4:26:46, time: 1.596, data_time: 0.010, memory: 5820, top1_acc: 0.7352, top5_acc: 0.8969, loss_cls: 1.0395, loss: 1.0395, grad_norm: 2.9487 2020-10-06 20:49:52,521 - mmaction - INFO - Epoch [229][180/297] lr: 1.169e-02, eta: 4:26:05, time: 1.463, data_time: 0.004, memory: 5820, top1_acc: 0.7420, top5_acc: 0.8924, loss_cls: 1.0388, loss: 1.0388, grad_norm: 2.9503 2020-10-06 20:50:21,509 - mmaction - INFO - Epoch [229][200/297] lr: 1.169e-02, eta: 4:25:25, time: 1.450, data_time: 0.008, memory: 5820, top1_acc: 0.7406, top5_acc: 0.8943, loss_cls: 1.0311, loss: 1.0311, grad_norm: 2.9035 2020-10-06 20:50:51,496 - mmaction - INFO - Epoch [229][220/297] lr: 1.169e-02, eta: 4:24:44, time: 1.499, data_time: 0.007, memory: 5820, top1_acc: 0.7334, top5_acc: 0.8889, loss_cls: 1.0764, loss: 1.0764, grad_norm: 3.0315 2020-10-06 20:51:21,633 - mmaction - INFO - Epoch [229][240/297] lr: 1.169e-02, eta: 4:24:04, time: 1.506, data_time: 0.007, memory: 5820, top1_acc: 0.7434, top5_acc: 0.8994, loss_cls: 1.0062, loss: 1.0062, grad_norm: 2.9215 2020-10-06 20:51:52,801 - mmaction - INFO - Epoch [229][260/297] lr: 1.169e-02, eta: 4:23:24, time: 1.558, data_time: 0.007, memory: 5820, top1_acc: 0.7303, top5_acc: 0.8910, loss_cls: 1.0639, loss: 1.0639, grad_norm: 3.0028 2020-10-06 20:52:21,863 - mmaction - INFO - Epoch [229][280/297] lr: 1.169e-02, eta: 4:22:43, time: 1.440, data_time: 0.009, memory: 5820, top1_acc: 0.7432, top5_acc: 0.8965, loss_cls: 1.0160, loss: 1.0160, grad_norm: 2.9190 2020-10-06 20:56:18,052 - mmaction - INFO - Epoch [230][20/297] lr: 1.088e-02, eta: 4:21:46, time: 10.167, data_time: 5.428, memory: 5820, top1_acc: 0.7428, top5_acc: 0.8947, loss_cls: 1.0316, loss: 1.0316, grad_norm: 2.9097 2020-10-06 20:56:49,807 - mmaction - INFO - Epoch [230][40/297] lr: 1.088e-02, eta: 4:21:06, time: 1.591, data_time: 0.026, memory: 5820, top1_acc: 0.7453, top5_acc: 0.8973, loss_cls: 1.0193, loss: 1.0193, grad_norm: 2.9040 2020-10-06 20:57:18,566 - mmaction - INFO - Epoch [230][60/297] lr: 1.088e-02, eta: 4:20:26, time: 1.442, data_time: 0.009, memory: 5820, top1_acc: 0.7346, top5_acc: 0.9049, loss_cls: 0.9968, loss: 0.9968, grad_norm: 2.9737 2020-10-06 20:57:49,507 - mmaction - INFO - Epoch [230][80/297] lr: 1.088e-02, eta: 4:19:45, time: 1.547, data_time: 0.007, memory: 5820, top1_acc: 0.7402, top5_acc: 0.9020, loss_cls: 1.0145, loss: 1.0145, grad_norm: 2.9422 2020-10-06 20:58:19,479 - mmaction - INFO - Epoch [230][100/297] lr: 1.088e-02, eta: 4:19:05, time: 1.496, data_time: 0.005, memory: 5820, top1_acc: 0.7389, top5_acc: 0.8988, loss_cls: 1.0176, loss: 1.0176, grad_norm: 2.9070 2020-10-06 20:58:47,463 - mmaction - INFO - Epoch [230][120/297] lr: 1.088e-02, eta: 4:18:24, time: 1.393, data_time: 0.006, memory: 5820, top1_acc: 0.7404, top5_acc: 0.8982, loss_cls: 1.0354, loss: 1.0354, grad_norm: 2.9498 2020-10-06 20:59:16,488 - mmaction - INFO - Epoch [230][140/297] lr: 1.088e-02, eta: 4:17:44, time: 1.460, data_time: 0.027, memory: 5820, top1_acc: 0.7580, top5_acc: 0.9000, loss_cls: 0.9778, loss: 0.9778, grad_norm: 2.9164 2020-10-06 20:59:47,959 - mmaction - INFO - Epoch [230][160/297] lr: 1.088e-02, eta: 4:17:04, time: 1.558, data_time: 0.008, memory: 5820, top1_acc: 0.7447, top5_acc: 0.8973, loss_cls: 1.0087, loss: 1.0087, grad_norm: 2.9094 2020-10-06 21:00:23,454 - mmaction - INFO - Epoch [230][180/297] lr: 1.088e-02, eta: 4:16:24, time: 1.786, data_time: 0.022, memory: 5820, top1_acc: 0.7363, top5_acc: 0.8994, loss_cls: 1.0316, loss: 1.0316, grad_norm: 3.0350 2020-10-06 21:00:53,269 - mmaction - INFO - Epoch [230][200/297] lr: 1.088e-02, eta: 4:15:44, time: 1.491, data_time: 0.024, memory: 5820, top1_acc: 0.7395, top5_acc: 0.9002, loss_cls: 1.0187, loss: 1.0187, grad_norm: 3.0124 2020-10-06 21:01:21,847 - mmaction - INFO - Epoch [230][220/297] lr: 1.088e-02, eta: 4:15:03, time: 1.425, data_time: 0.010, memory: 5820, top1_acc: 0.7467, top5_acc: 0.8988, loss_cls: 1.0127, loss: 1.0127, grad_norm: 2.9494 2020-10-06 21:01:52,625 - mmaction - INFO - Epoch [230][240/297] lr: 1.088e-02, eta: 4:14:23, time: 1.546, data_time: 0.015, memory: 5820, top1_acc: 0.7418, top5_acc: 0.8943, loss_cls: 1.0172, loss: 1.0172, grad_norm: 2.9868 2020-10-06 21:02:23,251 - mmaction - INFO - Epoch [230][260/297] lr: 1.088e-02, eta: 4:13:43, time: 1.533, data_time: 0.009, memory: 5820, top1_acc: 0.7436, top5_acc: 0.9004, loss_cls: 1.0065, loss: 1.0065, grad_norm: 2.9941 2020-10-06 21:02:51,732 - mmaction - INFO - Epoch [230][280/297] lr: 1.088e-02, eta: 4:13:02, time: 1.425, data_time: 0.008, memory: 5820, top1_acc: 0.7414, top5_acc: 0.9037, loss_cls: 0.9980, loss: 0.9980, grad_norm: 2.9786 2020-10-06 21:06:19,151 - mmaction - INFO - Epoch [231][20/297] lr: 1.009e-02, eta: 4:12:02, time: 8.885, data_time: 5.647, memory: 5820, top1_acc: 0.7490, top5_acc: 0.9021, loss_cls: 0.9886, loss: 0.9886, grad_norm: 2.9271 2020-10-06 21:06:48,782 - mmaction - INFO - Epoch [231][40/297] lr: 1.009e-02, eta: 4:11:21, time: 1.479, data_time: 0.007, memory: 5820, top1_acc: 0.7535, top5_acc: 0.9021, loss_cls: 0.9781, loss: 0.9781, grad_norm: 2.8630 2020-10-06 21:07:18,110 - mmaction - INFO - Epoch [231][60/297] lr: 1.009e-02, eta: 4:10:41, time: 1.466, data_time: 0.009, memory: 5820, top1_acc: 0.7438, top5_acc: 0.8961, loss_cls: 1.0113, loss: 1.0113, grad_norm: 2.9304 2020-10-06 21:07:49,228 - mmaction - INFO - Epoch [231][80/297] lr: 1.009e-02, eta: 4:10:01, time: 1.558, data_time: 0.010, memory: 5820, top1_acc: 0.7430, top5_acc: 0.9004, loss_cls: 1.0015, loss: 1.0015, grad_norm: 2.9636 2020-10-06 21:08:20,662 - mmaction - INFO - Epoch [231][100/297] lr: 1.009e-02, eta: 4:09:21, time: 1.569, data_time: 0.007, memory: 5820, top1_acc: 0.7443, top5_acc: 0.9057, loss_cls: 1.0018, loss: 1.0018, grad_norm: 2.9644 2020-10-06 21:08:55,126 - mmaction - INFO - Epoch [231][120/297] lr: 1.009e-02, eta: 4:08:41, time: 1.726, data_time: 0.005, memory: 5820, top1_acc: 0.7559, top5_acc: 0.9037, loss_cls: 0.9724, loss: 0.9724, grad_norm: 2.9705 2020-10-06 21:09:25,265 - mmaction - INFO - Epoch [231][140/297] lr: 1.009e-02, eta: 4:08:01, time: 1.504, data_time: 0.008, memory: 5820, top1_acc: 0.7430, top5_acc: 0.9014, loss_cls: 1.0111, loss: 1.0111, grad_norm: 2.9568 2020-10-06 21:09:52,867 - mmaction - INFO - Epoch [231][160/297] lr: 1.009e-02, eta: 4:07:20, time: 1.379, data_time: 0.005, memory: 5820, top1_acc: 0.7484, top5_acc: 0.9008, loss_cls: 1.0027, loss: 1.0027, grad_norm: 2.9972 2020-10-06 21:10:22,177 - mmaction - INFO - Epoch [231][180/297] lr: 1.009e-02, eta: 4:06:40, time: 1.468, data_time: 0.009, memory: 5820, top1_acc: 0.7484, top5_acc: 0.9023, loss_cls: 0.9987, loss: 0.9987, grad_norm: 3.0004 2020-10-06 21:10:53,512 - mmaction - INFO - Epoch [231][200/297] lr: 1.009e-02, eta: 4:06:00, time: 1.566, data_time: 0.006, memory: 5820, top1_acc: 0.7498, top5_acc: 0.8996, loss_cls: 1.0192, loss: 1.0192, grad_norm: 2.9598 2020-10-06 21:11:26,050 - mmaction - INFO - Epoch [231][220/297] lr: 1.009e-02, eta: 4:05:20, time: 1.628, data_time: 0.004, memory: 5820, top1_acc: 0.7340, top5_acc: 0.8928, loss_cls: 1.0530, loss: 1.0530, grad_norm: 3.0459 2020-10-06 21:11:52,004 - mmaction - INFO - Epoch [231][240/297] lr: 1.009e-02, eta: 4:04:39, time: 1.295, data_time: 0.004, memory: 5820, top1_acc: 0.7414, top5_acc: 0.8955, loss_cls: 1.0394, loss: 1.0394, grad_norm: 3.0024 2020-10-06 21:12:24,286 - mmaction - INFO - Epoch [231][260/297] lr: 1.009e-02, eta: 4:03:59, time: 1.617, data_time: 0.010, memory: 5820, top1_acc: 0.7379, top5_acc: 0.8975, loss_cls: 1.0231, loss: 1.0231, grad_norm: 2.9555 2020-10-06 21:12:54,362 - mmaction - INFO - Epoch [231][280/297] lr: 1.009e-02, eta: 4:03:19, time: 1.502, data_time: 0.007, memory: 5820, top1_acc: 0.7453, top5_acc: 0.9076, loss_cls: 0.9794, loss: 0.9794, grad_norm: 2.9766 2020-10-06 21:16:39,853 - mmaction - INFO - Epoch [232][20/297] lr: 9.339e-03, eta: 4:02:20, time: 9.979, data_time: 6.120, memory: 5820, top1_acc: 0.7512, top5_acc: 0.9031, loss_cls: 0.9763, loss: 0.9763, grad_norm: 2.9788 2020-10-06 21:17:09,849 - mmaction - INFO - Epoch [232][40/297] lr: 9.339e-03, eta: 4:01:39, time: 1.498, data_time: 0.007, memory: 5820, top1_acc: 0.7672, top5_acc: 0.9094, loss_cls: 0.9502, loss: 0.9502, grad_norm: 2.9268 2020-10-06 21:17:38,928 - mmaction - INFO - Epoch [232][60/297] lr: 9.339e-03, eta: 4:00:59, time: 1.453, data_time: 0.009, memory: 5820, top1_acc: 0.7568, top5_acc: 0.9092, loss_cls: 0.9610, loss: 0.9610, grad_norm: 2.9349 2020-10-06 21:18:09,187 - mmaction - INFO - Epoch [232][80/297] lr: 9.339e-03, eta: 4:00:19, time: 1.513, data_time: 0.011, memory: 5820, top1_acc: 0.7516, top5_acc: 0.9053, loss_cls: 0.9879, loss: 0.9879, grad_norm: 3.0419 2020-10-06 21:18:39,185 - mmaction - INFO - Epoch [232][100/297] lr: 9.339e-03, eta: 3:59:39, time: 1.502, data_time: 0.008, memory: 5820, top1_acc: 0.7314, top5_acc: 0.9002, loss_cls: 1.0331, loss: 1.0331, grad_norm: 3.1194 2020-10-06 21:19:10,654 - mmaction - INFO - Epoch [232][120/297] lr: 9.339e-03, eta: 3:58:59, time: 1.570, data_time: 0.009, memory: 5820, top1_acc: 0.7709, top5_acc: 0.9121, loss_cls: 0.9265, loss: 0.9265, grad_norm: 2.8984 2020-10-06 21:19:40,887 - mmaction - INFO - Epoch [232][140/297] lr: 9.339e-03, eta: 3:58:18, time: 1.512, data_time: 0.009, memory: 5820, top1_acc: 0.7555, top5_acc: 0.9068, loss_cls: 0.9675, loss: 0.9675, grad_norm: 3.0233 2020-10-06 21:20:10,066 - mmaction - INFO - Epoch [232][160/297] lr: 9.339e-03, eta: 3:57:38, time: 1.460, data_time: 0.011, memory: 5820, top1_acc: 0.7484, top5_acc: 0.9008, loss_cls: 0.9904, loss: 0.9904, grad_norm: 2.9884 2020-10-06 21:20:40,859 - mmaction - INFO - Epoch [232][180/297] lr: 9.339e-03, eta: 3:56:58, time: 1.528, data_time: 0.009, memory: 5820, top1_acc: 0.7516, top5_acc: 0.9037, loss_cls: 0.9850, loss: 0.9850, grad_norm: 2.9619 2020-10-06 21:21:10,651 - mmaction - INFO - Epoch [232][200/297] lr: 9.339e-03, eta: 3:56:18, time: 1.504, data_time: 0.018, memory: 5820, top1_acc: 0.7432, top5_acc: 0.8998, loss_cls: 1.0152, loss: 1.0152, grad_norm: 3.0157 2020-10-06 21:21:39,526 - mmaction - INFO - Epoch [232][220/297] lr: 9.339e-03, eta: 3:55:37, time: 1.441, data_time: 0.005, memory: 5820, top1_acc: 0.7598, top5_acc: 0.9072, loss_cls: 0.9412, loss: 0.9412, grad_norm: 2.8791 2020-10-06 21:22:09,971 - mmaction - INFO - Epoch [232][240/297] lr: 9.339e-03, eta: 3:54:57, time: 1.517, data_time: 0.010, memory: 5820, top1_acc: 0.7551, top5_acc: 0.9033, loss_cls: 0.9514, loss: 0.9514, grad_norm: 2.9741 2020-10-06 21:22:41,046 - mmaction - INFO - Epoch [232][260/297] lr: 9.339e-03, eta: 3:54:17, time: 1.557, data_time: 0.014, memory: 5820, top1_acc: 0.7406, top5_acc: 0.8973, loss_cls: 1.0186, loss: 1.0186, grad_norm: 3.0399 2020-10-06 21:23:11,163 - mmaction - INFO - Epoch [232][280/297] lr: 9.339e-03, eta: 3:53:37, time: 1.511, data_time: 0.010, memory: 5820, top1_acc: 0.7492, top5_acc: 0.9021, loss_cls: 0.9941, loss: 0.9941, grad_norm: 3.0178 2020-10-06 21:23:36,565 - mmaction - INFO - Saving checkpoint at 232 epochs 2020-10-06 21:26:44,706 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-06 21:26:44,888 - mmaction - INFO - top1_acc 0.7230 top5_acc 0.9026 2020-10-06 21:26:44,888 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-06 21:26:44,907 - mmaction - INFO - mean_acc 0.7231 2020-10-06 21:26:44,908 - mmaction - INFO - Now best checkpoint is epoch_232.pth 2020-10-06 21:26:44,914 - mmaction - INFO - Epoch(val) [232][297] top1_acc: 0.7230, top5_acc: 0.9026, mean_class_accuracy: 0.7231 2020-10-06 21:30:07,182 - mmaction - INFO - Epoch [233][20/297] lr: 8.612e-03, eta: 3:52:38, time: 10.112, data_time: 5.137, memory: 5820, top1_acc: 0.7529, top5_acc: 0.9061, loss_cls: 0.9706, loss: 0.9706, grad_norm: 2.9924 2020-10-06 21:30:40,982 - mmaction - INFO - Epoch [233][40/297] lr: 8.612e-03, eta: 3:51:58, time: 1.686, data_time: 0.009, memory: 5820, top1_acc: 0.7648, top5_acc: 0.9061, loss_cls: 0.9470, loss: 0.9470, grad_norm: 2.9287 2020-10-06 21:31:08,240 - mmaction - INFO - Epoch [233][60/297] lr: 8.612e-03, eta: 3:51:17, time: 1.367, data_time: 0.007, memory: 5820, top1_acc: 0.7502, top5_acc: 0.9021, loss_cls: 0.9825, loss: 0.9825, grad_norm: 3.0184 2020-10-06 21:31:40,337 - mmaction - INFO - Epoch [233][80/297] lr: 8.612e-03, eta: 3:50:37, time: 1.603, data_time: 0.007, memory: 5820, top1_acc: 0.7596, top5_acc: 0.9035, loss_cls: 0.9523, loss: 0.9523, grad_norm: 2.9967 2020-10-06 21:32:09,775 - mmaction - INFO - Epoch [233][100/297] lr: 8.612e-03, eta: 3:49:57, time: 1.466, data_time: 0.009, memory: 5820, top1_acc: 0.7506, top5_acc: 0.9020, loss_cls: 0.9694, loss: 0.9694, grad_norm: 2.9696 2020-10-06 21:32:38,001 - mmaction - INFO - Epoch [233][120/297] lr: 8.612e-03, eta: 3:49:17, time: 1.417, data_time: 0.014, memory: 5820, top1_acc: 0.7578, top5_acc: 0.8979, loss_cls: 0.9797, loss: 0.9797, grad_norm: 2.9326 2020-10-06 21:33:08,767 - mmaction - INFO - Epoch [233][140/297] lr: 8.612e-03, eta: 3:48:37, time: 1.540, data_time: 0.007, memory: 5820, top1_acc: 0.7551, top5_acc: 0.9039, loss_cls: 0.9791, loss: 0.9791, grad_norm: 3.0278 2020-10-06 21:33:39,006 - mmaction - INFO - Epoch [233][160/297] lr: 8.612e-03, eta: 3:47:56, time: 1.512, data_time: 0.006, memory: 5820, top1_acc: 0.7428, top5_acc: 0.8971, loss_cls: 1.0049, loss: 1.0049, grad_norm: 3.0859 2020-10-06 21:34:09,005 - mmaction - INFO - Epoch [233][180/297] lr: 8.612e-03, eta: 3:47:16, time: 1.500, data_time: 0.004, memory: 5820, top1_acc: 0.7549, top5_acc: 0.9053, loss_cls: 0.9650, loss: 0.9650, grad_norm: 3.0027 2020-10-06 21:34:37,202 - mmaction - INFO - Epoch [233][200/297] lr: 8.612e-03, eta: 3:46:36, time: 1.408, data_time: 0.006, memory: 5820, top1_acc: 0.7482, top5_acc: 0.9053, loss_cls: 0.9952, loss: 0.9952, grad_norm: 3.0702 2020-10-06 21:35:08,076 - mmaction - INFO - Epoch [233][220/297] lr: 8.612e-03, eta: 3:45:56, time: 1.546, data_time: 0.008, memory: 5820, top1_acc: 0.7432, top5_acc: 0.8961, loss_cls: 1.0188, loss: 1.0188, grad_norm: 3.0618 2020-10-06 21:35:38,401 - mmaction - INFO - Epoch [233][240/297] lr: 8.612e-03, eta: 3:45:16, time: 1.516, data_time: 0.006, memory: 5820, top1_acc: 0.7564, top5_acc: 0.9059, loss_cls: 0.9744, loss: 0.9744, grad_norm: 2.9982 2020-10-06 21:36:07,521 - mmaction - INFO - Epoch [233][260/297] lr: 8.612e-03, eta: 3:44:35, time: 1.453, data_time: 0.005, memory: 5820, top1_acc: 0.7438, top5_acc: 0.8994, loss_cls: 1.0064, loss: 1.0064, grad_norm: 3.0416 2020-10-06 21:36:38,147 - mmaction - INFO - Epoch [233][280/297] lr: 8.612e-03, eta: 3:43:55, time: 1.520, data_time: 0.011, memory: 5820, top1_acc: 0.7443, top5_acc: 0.9010, loss_cls: 1.0041, loss: 1.0041, grad_norm: 3.0763 2020-10-06 21:40:27,668 - mmaction - INFO - Epoch [234][20/297] lr: 7.914e-03, eta: 3:42:56, time: 10.295, data_time: 5.431, memory: 5820, top1_acc: 0.7564, top5_acc: 0.9055, loss_cls: 0.9478, loss: 0.9478, grad_norm: 2.9255 2020-10-06 21:40:58,743 - mmaction - INFO - Epoch [234][40/297] lr: 7.914e-03, eta: 3:42:16, time: 1.554, data_time: 0.007, memory: 5820, top1_acc: 0.7557, top5_acc: 0.9051, loss_cls: 0.9599, loss: 0.9599, grad_norm: 3.0214 2020-10-06 21:41:28,248 - mmaction - INFO - Epoch [234][60/297] lr: 7.914e-03, eta: 3:41:35, time: 1.472, data_time: 0.003, memory: 5820, top1_acc: 0.7586, top5_acc: 0.9039, loss_cls: 0.9536, loss: 0.9536, grad_norm: 2.9945 2020-10-06 21:41:58,076 - mmaction - INFO - Epoch [234][80/297] lr: 7.914e-03, eta: 3:40:55, time: 1.495, data_time: 0.010, memory: 5820, top1_acc: 0.7553, top5_acc: 0.9072, loss_cls: 0.9523, loss: 0.9523, grad_norm: 2.9930 2020-10-06 21:42:29,931 - mmaction - INFO - Epoch [234][100/297] lr: 7.914e-03, eta: 3:40:15, time: 1.590, data_time: 0.006, memory: 5820, top1_acc: 0.7557, top5_acc: 0.9047, loss_cls: 0.9624, loss: 0.9624, grad_norm: 3.0117 2020-10-06 21:42:58,203 - mmaction - INFO - Epoch [234][120/297] lr: 7.914e-03, eta: 3:39:35, time: 1.414, data_time: 0.005, memory: 5820, top1_acc: 0.7656, top5_acc: 0.9123, loss_cls: 0.9313, loss: 0.9313, grad_norm: 2.9774 2020-10-06 21:43:28,217 - mmaction - INFO - Epoch [234][140/297] lr: 7.914e-03, eta: 3:38:55, time: 1.503, data_time: 0.009, memory: 5820, top1_acc: 0.7541, top5_acc: 0.9074, loss_cls: 0.9613, loss: 0.9613, grad_norm: 3.0165 2020-10-06 21:43:57,428 - mmaction - INFO - Epoch [234][160/297] lr: 7.914e-03, eta: 3:38:15, time: 1.460, data_time: 0.006, memory: 5820, top1_acc: 0.7441, top5_acc: 0.8969, loss_cls: 1.0009, loss: 1.0009, grad_norm: 3.0690 2020-10-06 21:44:27,752 - mmaction - INFO - Epoch [234][180/297] lr: 7.914e-03, eta: 3:37:34, time: 1.515, data_time: 0.008, memory: 5820, top1_acc: 0.7510, top5_acc: 0.9033, loss_cls: 0.9805, loss: 0.9805, grad_norm: 3.0480 2020-10-06 21:44:58,717 - mmaction - INFO - Epoch [234][200/297] lr: 7.914e-03, eta: 3:36:54, time: 1.547, data_time: 0.010, memory: 5820, top1_acc: 0.7602, top5_acc: 0.9086, loss_cls: 0.9459, loss: 0.9459, grad_norm: 3.0108 2020-10-06 21:45:30,052 - mmaction - INFO - Epoch [234][220/297] lr: 7.914e-03, eta: 3:36:14, time: 1.569, data_time: 0.008, memory: 5820, top1_acc: 0.7494, top5_acc: 0.8982, loss_cls: 0.9874, loss: 0.9874, grad_norm: 3.0507 2020-10-06 21:45:57,183 - mmaction - INFO - Epoch [234][240/297] lr: 7.914e-03, eta: 3:35:34, time: 1.356, data_time: 0.004, memory: 5820, top1_acc: 0.7535, top5_acc: 0.9020, loss_cls: 0.9836, loss: 0.9836, grad_norm: 3.0465 2020-10-06 21:46:28,080 - mmaction - INFO - Epoch [234][260/297] lr: 7.914e-03, eta: 3:34:54, time: 1.546, data_time: 0.008, memory: 5820, top1_acc: 0.7580, top5_acc: 0.9064, loss_cls: 0.9555, loss: 0.9555, grad_norm: 2.9959 2020-10-06 21:46:58,535 - mmaction - INFO - Epoch [234][280/297] lr: 7.914e-03, eta: 3:34:14, time: 1.523, data_time: 0.006, memory: 5820, top1_acc: 0.7477, top5_acc: 0.9059, loss_cls: 0.9875, loss: 0.9875, grad_norm: 3.0951 2020-10-06 21:50:34,214 - mmaction - INFO - Epoch [235][20/297] lr: 7.245e-03, eta: 3:33:12, time: 9.413, data_time: 5.438, memory: 5820, top1_acc: 0.7641, top5_acc: 0.9141, loss_cls: 0.9200, loss: 0.9200, grad_norm: 2.9657 2020-10-06 21:51:07,858 - mmaction - INFO - Epoch [235][40/297] lr: 7.245e-03, eta: 3:32:32, time: 1.685, data_time: 0.026, memory: 5820, top1_acc: 0.7605, top5_acc: 0.9100, loss_cls: 0.9373, loss: 0.9373, grad_norm: 3.0337 2020-10-06 21:51:33,291 - mmaction - INFO - Epoch [235][60/297] lr: 7.245e-03, eta: 3:31:52, time: 1.270, data_time: 0.007, memory: 5820, top1_acc: 0.7521, top5_acc: 0.9029, loss_cls: 0.9871, loss: 0.9871, grad_norm: 3.1684 2020-10-06 21:52:03,865 - mmaction - INFO - Epoch [235][80/297] lr: 7.245e-03, eta: 3:31:12, time: 1.535, data_time: 0.015, memory: 5820, top1_acc: 0.7582, top5_acc: 0.9051, loss_cls: 0.9617, loss: 0.9617, grad_norm: 3.0767 2020-10-06 21:52:34,363 - mmaction - INFO - Epoch [235][100/297] lr: 7.245e-03, eta: 3:30:32, time: 1.524, data_time: 0.007, memory: 5820, top1_acc: 0.7609, top5_acc: 0.9084, loss_cls: 0.9474, loss: 0.9474, grad_norm: 3.0725 2020-10-06 21:53:04,587 - mmaction - INFO - Epoch [235][120/297] lr: 7.245e-03, eta: 3:29:51, time: 1.512, data_time: 0.007, memory: 5820, top1_acc: 0.7645, top5_acc: 0.9107, loss_cls: 0.9358, loss: 0.9358, grad_norm: 3.0532 2020-10-06 21:53:35,548 - mmaction - INFO - Epoch [235][140/297] lr: 7.245e-03, eta: 3:29:11, time: 1.548, data_time: 0.006, memory: 5820, top1_acc: 0.7551, top5_acc: 0.9045, loss_cls: 0.9649, loss: 0.9649, grad_norm: 3.0803 2020-10-06 21:54:08,069 - mmaction - INFO - Epoch [235][160/297] lr: 7.245e-03, eta: 3:28:32, time: 1.623, data_time: 0.005, memory: 5820, top1_acc: 0.7521, top5_acc: 0.9014, loss_cls: 0.9761, loss: 0.9761, grad_norm: 3.1135 2020-10-06 21:54:34,893 - mmaction - INFO - Epoch [235][180/297] lr: 7.245e-03, eta: 3:27:51, time: 1.344, data_time: 0.006, memory: 5820, top1_acc: 0.7629, top5_acc: 0.9064, loss_cls: 0.9469, loss: 0.9469, grad_norm: 3.0887 2020-10-06 21:55:05,455 - mmaction - INFO - Epoch [235][200/297] lr: 7.245e-03, eta: 3:27:11, time: 1.529, data_time: 0.007, memory: 5820, top1_acc: 0.7611, top5_acc: 0.9109, loss_cls: 0.9325, loss: 0.9325, grad_norm: 3.0813 2020-10-06 21:55:35,652 - mmaction - INFO - Epoch [235][220/297] lr: 7.245e-03, eta: 3:26:31, time: 1.510, data_time: 0.005, memory: 5820, top1_acc: 0.7570, top5_acc: 0.9049, loss_cls: 0.9438, loss: 0.9438, grad_norm: 3.0405 2020-10-06 21:56:08,690 - mmaction - INFO - Epoch [235][240/297] lr: 7.245e-03, eta: 3:25:51, time: 1.651, data_time: 0.008, memory: 5820, top1_acc: 0.7619, top5_acc: 0.9098, loss_cls: 0.9352, loss: 0.9352, grad_norm: 3.0001 2020-10-06 21:56:39,188 - mmaction - INFO - Epoch [235][260/297] lr: 7.245e-03, eta: 3:25:11, time: 1.525, data_time: 0.007, memory: 5820, top1_acc: 0.7621, top5_acc: 0.9059, loss_cls: 0.9483, loss: 0.9483, grad_norm: 3.0619 2020-10-06 21:57:07,954 - mmaction - INFO - Epoch [235][280/297] lr: 7.245e-03, eta: 3:24:31, time: 1.435, data_time: 0.006, memory: 5820, top1_acc: 0.7602, top5_acc: 0.9045, loss_cls: 0.9665, loss: 0.9665, grad_norm: 3.1342 2020-10-06 22:00:51,764 - mmaction - INFO - Epoch [236][20/297] lr: 6.605e-03, eta: 3:23:29, time: 9.779, data_time: 6.571, memory: 5820, top1_acc: 0.7578, top5_acc: 0.9090, loss_cls: 0.9433, loss: 0.9433, grad_norm: 3.0753 2020-10-06 22:01:21,414 - mmaction - INFO - Epoch [236][40/297] lr: 6.605e-03, eta: 3:22:49, time: 1.487, data_time: 0.023, memory: 5820, top1_acc: 0.7590, top5_acc: 0.9084, loss_cls: 0.9274, loss: 0.9274, grad_norm: 3.0400 2020-10-06 22:01:52,328 - mmaction - INFO - Epoch [236][60/297] lr: 6.605e-03, eta: 3:22:09, time: 1.547, data_time: 0.010, memory: 5820, top1_acc: 0.7547, top5_acc: 0.9039, loss_cls: 0.9427, loss: 0.9427, grad_norm: 3.0400 2020-10-06 22:02:21,086 - mmaction - INFO - Epoch [236][80/297] lr: 6.605e-03, eta: 3:21:29, time: 1.437, data_time: 0.007, memory: 5820, top1_acc: 0.7637, top5_acc: 0.9062, loss_cls: 0.9526, loss: 0.9526, grad_norm: 3.0162 2020-10-06 22:02:51,844 - mmaction - INFO - Epoch [236][100/297] lr: 6.605e-03, eta: 3:20:49, time: 1.530, data_time: 0.009, memory: 5820, top1_acc: 0.7670, top5_acc: 0.9090, loss_cls: 0.9194, loss: 0.9194, grad_norm: 3.0362 2020-10-06 22:03:22,337 - mmaction - INFO - Epoch [236][120/297] lr: 6.605e-03, eta: 3:20:09, time: 1.533, data_time: 0.018, memory: 5820, top1_acc: 0.7615, top5_acc: 0.9068, loss_cls: 0.9144, loss: 0.9144, grad_norm: 3.0781 2020-10-06 22:03:52,061 - mmaction - INFO - Epoch [236][140/297] lr: 6.605e-03, eta: 3:19:29, time: 1.486, data_time: 0.007, memory: 5820, top1_acc: 0.7641, top5_acc: 0.9148, loss_cls: 0.9115, loss: 0.9115, grad_norm: 3.0809 2020-10-06 22:04:21,782 - mmaction - INFO - Epoch [236][160/297] lr: 6.605e-03, eta: 3:18:49, time: 1.488, data_time: 0.007, memory: 5820, top1_acc: 0.7619, top5_acc: 0.9135, loss_cls: 0.9173, loss: 0.9173, grad_norm: 3.0853 2020-10-06 22:04:52,087 - mmaction - INFO - Epoch [236][180/297] lr: 6.605e-03, eta: 3:18:09, time: 1.512, data_time: 0.007, memory: 5820, top1_acc: 0.7486, top5_acc: 0.9027, loss_cls: 0.9788, loss: 0.9788, grad_norm: 3.1024 2020-10-06 22:05:21,405 - mmaction - INFO - Epoch [236][200/297] lr: 6.605e-03, eta: 3:17:29, time: 1.469, data_time: 0.009, memory: 5820, top1_acc: 0.7631, top5_acc: 0.9082, loss_cls: 0.9352, loss: 0.9352, grad_norm: 3.1012 2020-10-06 22:05:51,718 - mmaction - INFO - Epoch [236][220/297] lr: 6.605e-03, eta: 3:16:49, time: 1.515, data_time: 0.008, memory: 5820, top1_acc: 0.7561, top5_acc: 0.9059, loss_cls: 0.9412, loss: 0.9412, grad_norm: 3.1523 2020-10-06 22:06:21,921 - mmaction - INFO - Epoch [236][240/297] lr: 6.605e-03, eta: 3:16:09, time: 1.511, data_time: 0.010, memory: 5820, top1_acc: 0.7582, top5_acc: 0.9039, loss_cls: 0.9669, loss: 0.9669, grad_norm: 3.1423 2020-10-06 22:06:51,685 - mmaction - INFO - Epoch [236][260/297] lr: 6.605e-03, eta: 3:15:28, time: 1.477, data_time: 0.005, memory: 5820, top1_acc: 0.7672, top5_acc: 0.9094, loss_cls: 0.9187, loss: 0.9187, grad_norm: 3.0303 2020-10-06 22:07:23,291 - mmaction - INFO - Epoch [236][280/297] lr: 6.605e-03, eta: 3:14:49, time: 1.590, data_time: 0.019, memory: 5820, top1_acc: 0.7531, top5_acc: 0.9049, loss_cls: 0.9639, loss: 0.9639, grad_norm: 3.1738 2020-10-06 22:11:18,653 - mmaction - INFO - Epoch [237][20/297] lr: 5.994e-03, eta: 3:13:47, time: 10.352, data_time: 5.520, memory: 5820, top1_acc: 0.7617, top5_acc: 0.9105, loss_cls: 0.9329, loss: 0.9329, grad_norm: 3.1258 2020-10-06 22:11:48,816 - mmaction - INFO - Epoch [237][40/297] lr: 5.994e-03, eta: 3:13:07, time: 1.511, data_time: 0.017, memory: 5820, top1_acc: 0.7688, top5_acc: 0.9078, loss_cls: 0.9322, loss: 0.9322, grad_norm: 3.1449 2020-10-06 22:12:21,428 - mmaction - INFO - Epoch [237][60/297] lr: 5.994e-03, eta: 3:12:27, time: 1.630, data_time: 0.007, memory: 5820, top1_acc: 0.7639, top5_acc: 0.9053, loss_cls: 0.9527, loss: 0.9527, grad_norm: 3.1028 2020-10-06 22:12:52,003 - mmaction - INFO - Epoch [237][80/297] lr: 5.994e-03, eta: 3:11:47, time: 1.530, data_time: 0.008, memory: 5820, top1_acc: 0.7588, top5_acc: 0.9072, loss_cls: 0.9580, loss: 0.9580, grad_norm: 3.1013 2020-10-06 22:13:22,160 - mmaction - INFO - Epoch [237][100/297] lr: 5.994e-03, eta: 3:11:07, time: 1.505, data_time: 0.007, memory: 5820, top1_acc: 0.7629, top5_acc: 0.9107, loss_cls: 0.9370, loss: 0.9370, grad_norm: 3.1201 2020-10-06 22:13:49,924 - mmaction - INFO - Epoch [237][120/297] lr: 5.994e-03, eta: 3:10:27, time: 1.390, data_time: 0.008, memory: 5820, top1_acc: 0.7553, top5_acc: 0.9088, loss_cls: 0.9400, loss: 0.9400, grad_norm: 3.0945 2020-10-06 22:14:20,790 - mmaction - INFO - Epoch [237][140/297] lr: 5.994e-03, eta: 3:09:47, time: 1.544, data_time: 0.008, memory: 5820, top1_acc: 0.7703, top5_acc: 0.9145, loss_cls: 0.8999, loss: 0.8999, grad_norm: 3.0151 2020-10-06 22:14:50,561 - mmaction - INFO - Epoch [237][160/297] lr: 5.994e-03, eta: 3:09:07, time: 1.488, data_time: 0.005, memory: 5820, top1_acc: 0.7703, top5_acc: 0.9125, loss_cls: 0.8978, loss: 0.8978, grad_norm: 3.0176 2020-10-06 22:15:19,023 - mmaction - INFO - Epoch [237][180/297] lr: 5.994e-03, eta: 3:08:27, time: 1.424, data_time: 0.006, memory: 5820, top1_acc: 0.7648, top5_acc: 0.9109, loss_cls: 0.9020, loss: 0.9020, grad_norm: 3.0694 2020-10-06 22:15:50,723 - mmaction - INFO - Epoch [237][200/297] lr: 5.994e-03, eta: 3:07:47, time: 1.584, data_time: 0.009, memory: 5820, top1_acc: 0.7586, top5_acc: 0.9131, loss_cls: 0.9387, loss: 0.9387, grad_norm: 3.0964 2020-10-06 22:16:22,603 - mmaction - INFO - Epoch [237][220/297] lr: 5.994e-03, eta: 3:07:07, time: 1.593, data_time: 0.006, memory: 5820, top1_acc: 0.7654, top5_acc: 0.9115, loss_cls: 0.9181, loss: 0.9181, grad_norm: 3.0645 2020-10-06 22:16:51,263 - mmaction - INFO - Epoch [237][240/297] lr: 5.994e-03, eta: 3:06:27, time: 1.434, data_time: 0.009, memory: 5820, top1_acc: 0.7693, top5_acc: 0.9141, loss_cls: 0.9077, loss: 0.9077, grad_norm: 3.0304 2020-10-06 22:17:20,998 - mmaction - INFO - Epoch [237][260/297] lr: 5.994e-03, eta: 3:05:47, time: 1.489, data_time: 0.009, memory: 5820, top1_acc: 0.7674, top5_acc: 0.9129, loss_cls: 0.9135, loss: 0.9135, grad_norm: 3.0321 2020-10-06 22:17:51,956 - mmaction - INFO - Epoch [237][280/297] lr: 5.994e-03, eta: 3:05:07, time: 1.547, data_time: 0.006, memory: 5820, top1_acc: 0.7623, top5_acc: 0.9064, loss_cls: 0.9335, loss: 0.9335, grad_norm: 3.1311 2020-10-06 22:21:23,516 - mmaction - INFO - Epoch [238][20/297] lr: 5.412e-03, eta: 3:04:04, time: 9.398, data_time: 5.600, memory: 5820, top1_acc: 0.7691, top5_acc: 0.9105, loss_cls: 0.9071, loss: 0.9071, grad_norm: 3.0146 2020-10-06 22:21:54,435 - mmaction - INFO - Epoch [238][40/297] lr: 5.412e-03, eta: 3:03:24, time: 1.548, data_time: 0.009, memory: 5820, top1_acc: 0.7758, top5_acc: 0.9105, loss_cls: 0.9006, loss: 0.9006, grad_norm: 3.0501 2020-10-06 22:22:23,004 - mmaction - INFO - Epoch [238][60/297] lr: 5.412e-03, eta: 3:02:44, time: 1.429, data_time: 0.004, memory: 5820, top1_acc: 0.7631, top5_acc: 0.9090, loss_cls: 0.9302, loss: 0.9302, grad_norm: 3.1254 2020-10-06 22:22:54,396 - mmaction - INFO - Epoch [238][80/297] lr: 5.412e-03, eta: 3:02:04, time: 1.567, data_time: 0.007, memory: 5820, top1_acc: 0.7748, top5_acc: 0.9170, loss_cls: 0.8680, loss: 0.8680, grad_norm: 3.0394 2020-10-06 22:23:24,022 - mmaction - INFO - Epoch [238][100/297] lr: 5.412e-03, eta: 3:01:24, time: 1.483, data_time: 0.009, memory: 5820, top1_acc: 0.7590, top5_acc: 0.9105, loss_cls: 0.9344, loss: 0.9344, grad_norm: 3.0735 2020-10-06 22:23:53,932 - mmaction - INFO - Epoch [238][120/297] lr: 5.412e-03, eta: 3:00:44, time: 1.495, data_time: 0.007, memory: 5820, top1_acc: 0.7596, top5_acc: 0.9070, loss_cls: 0.9426, loss: 0.9426, grad_norm: 3.1209 2020-10-06 22:24:24,398 - mmaction - INFO - Epoch [238][140/297] lr: 5.412e-03, eta: 3:00:04, time: 1.523, data_time: 0.007, memory: 5820, top1_acc: 0.7697, top5_acc: 0.9148, loss_cls: 0.9090, loss: 0.9090, grad_norm: 3.0792 2020-10-06 22:24:53,783 - mmaction - INFO - Epoch [238][160/297] lr: 5.412e-03, eta: 2:59:24, time: 1.468, data_time: 0.008, memory: 5820, top1_acc: 0.7725, top5_acc: 0.9104, loss_cls: 0.9215, loss: 0.9215, grad_norm: 3.0636 2020-10-06 22:25:23,051 - mmaction - INFO - Epoch [238][180/297] lr: 5.412e-03, eta: 2:58:44, time: 1.466, data_time: 0.010, memory: 5820, top1_acc: 0.7771, top5_acc: 0.9131, loss_cls: 0.8993, loss: 0.8993, grad_norm: 3.0462 2020-10-06 22:25:53,530 - mmaction - INFO - Epoch [238][200/297] lr: 5.412e-03, eta: 2:58:04, time: 1.524, data_time: 0.007, memory: 5820, top1_acc: 0.7691, top5_acc: 0.9111, loss_cls: 0.9155, loss: 0.9155, grad_norm: 3.0730 2020-10-06 22:26:22,149 - mmaction - INFO - Epoch [238][220/297] lr: 5.412e-03, eta: 2:57:24, time: 1.431, data_time: 0.006, memory: 5820, top1_acc: 0.7666, top5_acc: 0.9119, loss_cls: 0.9232, loss: 0.9232, grad_norm: 3.0850 2020-10-06 22:26:54,319 - mmaction - INFO - Epoch [238][240/297] lr: 5.412e-03, eta: 2:56:44, time: 1.608, data_time: 0.008, memory: 5820, top1_acc: 0.7641, top5_acc: 0.9094, loss_cls: 0.9352, loss: 0.9352, grad_norm: 3.1245 2020-10-06 22:27:23,006 - mmaction - INFO - Epoch [238][260/297] lr: 5.412e-03, eta: 2:56:04, time: 1.434, data_time: 0.007, memory: 5820, top1_acc: 0.7619, top5_acc: 0.9102, loss_cls: 0.9348, loss: 0.9348, grad_norm: 3.0958 2020-10-06 22:27:53,316 - mmaction - INFO - Epoch [238][280/297] lr: 5.412e-03, eta: 2:55:24, time: 1.516, data_time: 0.008, memory: 5820, top1_acc: 0.7686, top5_acc: 0.9094, loss_cls: 0.9309, loss: 0.9309, grad_norm: 3.1221 2020-10-06 22:31:33,151 - mmaction - INFO - Epoch [239][20/297] lr: 4.860e-03, eta: 2:54:20, time: 9.433, data_time: 5.429, memory: 5820, top1_acc: 0.7631, top5_acc: 0.9082, loss_cls: 0.9268, loss: 0.9268, grad_norm: 3.0261 2020-10-06 22:32:04,753 - mmaction - INFO - Epoch [239][40/297] lr: 4.860e-03, eta: 2:53:40, time: 1.581, data_time: 0.011, memory: 5820, top1_acc: 0.7672, top5_acc: 0.9070, loss_cls: 0.9122, loss: 0.9122, grad_norm: 3.0652 2020-10-06 22:32:32,447 - mmaction - INFO - Epoch [239][60/297] lr: 4.860e-03, eta: 2:53:00, time: 1.386, data_time: 0.004, memory: 5820, top1_acc: 0.7820, top5_acc: 0.9117, loss_cls: 0.8768, loss: 0.8768, grad_norm: 3.0348 2020-10-06 22:33:02,758 - mmaction - INFO - Epoch [239][80/297] lr: 4.860e-03, eta: 2:52:20, time: 1.511, data_time: 0.008, memory: 5820, top1_acc: 0.7715, top5_acc: 0.9143, loss_cls: 0.9010, loss: 0.9010, grad_norm: 3.1342 2020-10-06 22:33:32,552 - mmaction - INFO - Epoch [239][100/297] lr: 4.860e-03, eta: 2:51:40, time: 1.495, data_time: 0.010, memory: 5820, top1_acc: 0.7688, top5_acc: 0.9148, loss_cls: 0.8994, loss: 0.8994, grad_norm: 3.1251 2020-10-06 22:34:02,682 - mmaction - INFO - Epoch [239][120/297] lr: 4.860e-03, eta: 2:51:00, time: 1.505, data_time: 0.006, memory: 5820, top1_acc: 0.7715, top5_acc: 0.9088, loss_cls: 0.9240, loss: 0.9240, grad_norm: 3.1493 2020-10-06 22:34:34,236 - mmaction - INFO - Epoch [239][140/297] lr: 4.860e-03, eta: 2:50:20, time: 1.569, data_time: 0.009, memory: 5820, top1_acc: 0.7715, top5_acc: 0.9123, loss_cls: 0.8990, loss: 0.8990, grad_norm: 3.0983 2020-10-06 22:35:05,697 - mmaction - INFO - Epoch [239][160/297] lr: 4.860e-03, eta: 2:49:41, time: 1.583, data_time: 0.016, memory: 5820, top1_acc: 0.7656, top5_acc: 0.9145, loss_cls: 0.9057, loss: 0.9057, grad_norm: 3.1671 2020-10-06 22:35:33,920 - mmaction - INFO - Epoch [239][180/297] lr: 4.860e-03, eta: 2:49:01, time: 1.412, data_time: 0.003, memory: 5820, top1_acc: 0.7824, top5_acc: 0.9141, loss_cls: 0.8781, loss: 0.8781, grad_norm: 3.0579 2020-10-06 22:36:05,051 - mmaction - INFO - Epoch [239][200/297] lr: 4.860e-03, eta: 2:48:21, time: 1.555, data_time: 0.006, memory: 5820, top1_acc: 0.7811, top5_acc: 0.9137, loss_cls: 0.8907, loss: 0.8907, grad_norm: 3.0749 2020-10-06 22:36:36,125 - mmaction - INFO - Epoch [239][220/297] lr: 4.860e-03, eta: 2:47:41, time: 1.552, data_time: 0.007, memory: 5820, top1_acc: 0.7664, top5_acc: 0.9111, loss_cls: 0.9172, loss: 0.9172, grad_norm: 3.1663 2020-10-06 22:37:04,151 - mmaction - INFO - Epoch [239][240/297] lr: 4.860e-03, eta: 2:47:01, time: 1.403, data_time: 0.007, memory: 5820, top1_acc: 0.7594, top5_acc: 0.9027, loss_cls: 0.9535, loss: 0.9535, grad_norm: 3.1820 2020-10-06 22:37:34,127 - mmaction - INFO - Epoch [239][260/297] lr: 4.860e-03, eta: 2:46:21, time: 1.500, data_time: 0.008, memory: 5820, top1_acc: 0.7773, top5_acc: 0.9156, loss_cls: 0.8941, loss: 0.8941, grad_norm: 3.1782 2020-10-06 22:38:05,186 - mmaction - INFO - Epoch [239][280/297] lr: 4.860e-03, eta: 2:45:41, time: 1.552, data_time: 0.006, memory: 5820, top1_acc: 0.7672, top5_acc: 0.9143, loss_cls: 0.8958, loss: 0.8958, grad_norm: 3.1346 2020-10-06 22:41:40,699 - mmaction - INFO - Epoch [240][20/297] lr: 4.337e-03, eta: 2:44:37, time: 9.420, data_time: 5.652, memory: 5820, top1_acc: 0.7771, top5_acc: 0.9123, loss_cls: 0.8838, loss: 0.8838, grad_norm: 3.0329 2020-10-06 22:42:10,711 - mmaction - INFO - Epoch [240][40/297] lr: 4.337e-03, eta: 2:43:57, time: 1.504, data_time: 0.008, memory: 5820, top1_acc: 0.7785, top5_acc: 0.9139, loss_cls: 0.8744, loss: 0.8744, grad_norm: 3.1194 2020-10-06 22:42:40,852 - mmaction - INFO - Epoch [240][60/297] lr: 4.337e-03, eta: 2:43:17, time: 1.507, data_time: 0.006, memory: 5820, top1_acc: 0.7781, top5_acc: 0.9213, loss_cls: 0.8662, loss: 0.8662, grad_norm: 3.1392 2020-10-06 22:43:11,326 - mmaction - INFO - Epoch [240][80/297] lr: 4.337e-03, eta: 2:42:37, time: 1.523, data_time: 0.008, memory: 5820, top1_acc: 0.7773, top5_acc: 0.9090, loss_cls: 0.8961, loss: 0.8961, grad_norm: 3.0720 2020-10-06 22:43:44,068 - mmaction - INFO - Epoch [240][100/297] lr: 4.337e-03, eta: 2:41:57, time: 1.638, data_time: 0.007, memory: 5820, top1_acc: 0.7705, top5_acc: 0.9086, loss_cls: 0.9004, loss: 0.9004, grad_norm: 3.1004 2020-10-06 22:44:13,306 - mmaction - INFO - Epoch [240][120/297] lr: 4.337e-03, eta: 2:41:17, time: 1.458, data_time: 0.009, memory: 5820, top1_acc: 0.7721, top5_acc: 0.9158, loss_cls: 0.8866, loss: 0.8866, grad_norm: 3.1383 2020-10-06 22:44:44,670 - mmaction - INFO - Epoch [240][140/297] lr: 4.337e-03, eta: 2:40:37, time: 1.570, data_time: 0.012, memory: 5820, top1_acc: 0.7705, top5_acc: 0.9109, loss_cls: 0.9089, loss: 0.9089, grad_norm: 3.1725 2020-10-06 22:45:15,648 - mmaction - INFO - Epoch [240][160/297] lr: 4.337e-03, eta: 2:39:58, time: 1.550, data_time: 0.008, memory: 5820, top1_acc: 0.7725, top5_acc: 0.9104, loss_cls: 0.8908, loss: 0.8908, grad_norm: 3.1197 2020-10-06 22:45:43,606 - mmaction - INFO - Epoch [240][180/297] lr: 4.337e-03, eta: 2:39:17, time: 1.396, data_time: 0.008, memory: 5820, top1_acc: 0.7783, top5_acc: 0.9156, loss_cls: 0.8737, loss: 0.8737, grad_norm: 3.1187 2020-10-06 22:46:13,442 - mmaction - INFO - Epoch [240][200/297] lr: 4.337e-03, eta: 2:38:38, time: 1.495, data_time: 0.010, memory: 5820, top1_acc: 0.7758, top5_acc: 0.9115, loss_cls: 0.9041, loss: 0.9041, grad_norm: 3.1457 2020-10-06 22:46:43,547 - mmaction - INFO - Epoch [240][220/297] lr: 4.337e-03, eta: 2:37:58, time: 1.506, data_time: 0.007, memory: 5820, top1_acc: 0.7629, top5_acc: 0.9150, loss_cls: 0.9046, loss: 0.9046, grad_norm: 3.1896 2020-10-06 22:47:13,817 - mmaction - INFO - Epoch [240][240/297] lr: 4.337e-03, eta: 2:37:18, time: 1.513, data_time: 0.006, memory: 5820, top1_acc: 0.7639, top5_acc: 0.9078, loss_cls: 0.9346, loss: 0.9346, grad_norm: 3.2082 2020-10-06 22:47:43,951 - mmaction - INFO - Epoch [240][260/297] lr: 4.337e-03, eta: 2:36:38, time: 1.507, data_time: 0.007, memory: 5820, top1_acc: 0.7695, top5_acc: 0.9129, loss_cls: 0.8976, loss: 0.8976, grad_norm: 3.1340 2020-10-06 22:48:12,834 - mmaction - INFO - Epoch [240][280/297] lr: 4.337e-03, eta: 2:35:58, time: 1.443, data_time: 0.006, memory: 5820, top1_acc: 0.7750, top5_acc: 0.9193, loss_cls: 0.8770, loss: 0.8770, grad_norm: 3.1442 2020-10-06 22:48:39,768 - mmaction - INFO - Saving checkpoint at 240 epochs 2020-10-06 22:51:41,198 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-06 22:51:41,398 - mmaction - INFO - top1_acc 0.7321 top5_acc 0.9105 2020-10-06 22:51:41,398 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-06 22:51:41,432 - mmaction - INFO - mean_acc 0.7322 2020-10-06 22:51:41,432 - mmaction - INFO - Now best checkpoint is epoch_240.pth 2020-10-06 22:51:41,442 - mmaction - INFO - Epoch(val) [240][297] top1_acc: 0.7321, top5_acc: 0.9105, mean_class_accuracy: 0.7322 2020-10-06 22:55:01,256 - mmaction - INFO - Epoch [241][20/297] lr: 3.843e-03, eta: 2:34:54, time: 9.984, data_time: 5.156, memory: 5820, top1_acc: 0.7736, top5_acc: 0.9146, loss_cls: 0.8792, loss: 0.8792, grad_norm: 3.0993 2020-10-06 22:55:31,675 - mmaction - INFO - Epoch [241][40/297] lr: 3.843e-03, eta: 2:34:14, time: 1.524, data_time: 0.016, memory: 5820, top1_acc: 0.7736, top5_acc: 0.9174, loss_cls: 0.8923, loss: 0.8923, grad_norm: 3.1409 2020-10-06 22:56:00,154 - mmaction - INFO - Epoch [241][60/297] lr: 3.843e-03, eta: 2:33:34, time: 1.424, data_time: 0.008, memory: 5820, top1_acc: 0.7828, top5_acc: 0.9139, loss_cls: 0.8878, loss: 0.8878, grad_norm: 3.1041 2020-10-06 22:56:30,711 - mmaction - INFO - Epoch [241][80/297] lr: 3.843e-03, eta: 2:32:54, time: 1.529, data_time: 0.009, memory: 5820, top1_acc: 0.7697, top5_acc: 0.9098, loss_cls: 0.9021, loss: 0.9021, grad_norm: 3.1848 2020-10-06 22:57:00,567 - mmaction - INFO - Epoch [241][100/297] lr: 3.843e-03, eta: 2:32:14, time: 1.493, data_time: 0.006, memory: 5820, top1_acc: 0.7709, top5_acc: 0.9211, loss_cls: 0.8645, loss: 0.8645, grad_norm: 3.1348 2020-10-06 22:57:30,134 - mmaction - INFO - Epoch [241][120/297] lr: 3.843e-03, eta: 2:31:34, time: 1.475, data_time: 0.007, memory: 5820, top1_acc: 0.7791, top5_acc: 0.9139, loss_cls: 0.8822, loss: 0.8822, grad_norm: 3.1826 2020-10-06 22:57:59,983 - mmaction - INFO - Epoch [241][140/297] lr: 3.843e-03, eta: 2:30:54, time: 1.496, data_time: 0.010, memory: 5820, top1_acc: 0.7682, top5_acc: 0.9084, loss_cls: 0.9122, loss: 0.9122, grad_norm: 3.1757 2020-10-06 22:58:28,861 - mmaction - INFO - Epoch [241][160/297] lr: 3.843e-03, eta: 2:30:15, time: 1.441, data_time: 0.007, memory: 5820, top1_acc: 0.7754, top5_acc: 0.9113, loss_cls: 0.8936, loss: 0.8936, grad_norm: 3.1581 2020-10-06 22:58:58,374 - mmaction - INFO - Epoch [241][180/297] lr: 3.843e-03, eta: 2:29:35, time: 1.466, data_time: 0.010, memory: 5820, top1_acc: 0.7799, top5_acc: 0.9195, loss_cls: 0.8556, loss: 0.8556, grad_norm: 3.0689 2020-10-06 22:59:32,199 - mmaction - INFO - Epoch [241][200/297] lr: 3.843e-03, eta: 2:28:55, time: 1.696, data_time: 0.020, memory: 5820, top1_acc: 0.7674, top5_acc: 0.9105, loss_cls: 0.9028, loss: 0.9028, grad_norm: 3.1838 2020-10-06 23:00:04,143 - mmaction - INFO - Epoch [241][220/297] lr: 3.843e-03, eta: 2:28:15, time: 1.599, data_time: 0.011, memory: 5820, top1_acc: 0.7756, top5_acc: 0.9141, loss_cls: 0.8812, loss: 0.8812, grad_norm: 3.1051 2020-10-06 23:00:36,329 - mmaction - INFO - Epoch [241][240/297] lr: 3.843e-03, eta: 2:27:36, time: 1.609, data_time: 0.021, memory: 5820, top1_acc: 0.7799, top5_acc: 0.9172, loss_cls: 0.8710, loss: 0.8710, grad_norm: 3.1375 2020-10-06 23:01:05,432 - mmaction - INFO - Epoch [241][260/297] lr: 3.843e-03, eta: 2:26:56, time: 1.461, data_time: 0.023, memory: 5820, top1_acc: 0.7754, top5_acc: 0.9145, loss_cls: 0.8972, loss: 0.8972, grad_norm: 3.1859 2020-10-06 23:01:35,580 - mmaction - INFO - Epoch [241][280/297] lr: 3.843e-03, eta: 2:26:16, time: 1.507, data_time: 0.007, memory: 5820, top1_acc: 0.7758, top5_acc: 0.9092, loss_cls: 0.9008, loss: 0.9008, grad_norm: 3.1364 2020-10-06 23:04:47,309 - mmaction - INFO - Epoch [242][20/297] lr: 3.379e-03, eta: 2:25:09, time: 8.208, data_time: 5.187, memory: 5820, top1_acc: 0.7852, top5_acc: 0.9158, loss_cls: 0.8474, loss: 0.8474, grad_norm: 3.0860 2020-10-06 23:05:18,537 - mmaction - INFO - Epoch [242][40/297] lr: 3.379e-03, eta: 2:24:29, time: 1.562, data_time: 0.009, memory: 5820, top1_acc: 0.7809, top5_acc: 0.9131, loss_cls: 0.8823, loss: 0.8823, grad_norm: 3.0915 2020-10-06 23:05:45,394 - mmaction - INFO - Epoch [242][60/297] lr: 3.379e-03, eta: 2:23:49, time: 1.341, data_time: 0.005, memory: 5820, top1_acc: 0.7713, top5_acc: 0.9162, loss_cls: 0.8865, loss: 0.8865, grad_norm: 3.1550 2020-10-06 23:06:18,179 - mmaction - INFO - Epoch [242][80/297] lr: 3.379e-03, eta: 2:23:09, time: 1.635, data_time: 0.010, memory: 5820, top1_acc: 0.7760, top5_acc: 0.9100, loss_cls: 0.8921, loss: 0.8921, grad_norm: 3.1005 2020-10-06 23:06:48,285 - mmaction - INFO - Epoch [242][100/297] lr: 3.379e-03, eta: 2:22:30, time: 1.511, data_time: 0.012, memory: 5820, top1_acc: 0.7719, top5_acc: 0.9125, loss_cls: 0.9109, loss: 0.9109, grad_norm: 3.1599 2020-10-06 23:07:16,085 - mmaction - INFO - Epoch [242][120/297] lr: 3.379e-03, eta: 2:21:50, time: 1.391, data_time: 0.005, memory: 5820, top1_acc: 0.7777, top5_acc: 0.9150, loss_cls: 0.8795, loss: 0.8795, grad_norm: 3.0814 2020-10-06 23:07:47,162 - mmaction - INFO - Epoch [242][140/297] lr: 3.379e-03, eta: 2:21:10, time: 1.534, data_time: 0.007, memory: 5820, top1_acc: 0.7721, top5_acc: 0.9055, loss_cls: 0.9040, loss: 0.9040, grad_norm: 3.1956 2020-10-06 23:08:16,233 - mmaction - INFO - Epoch [242][160/297] lr: 3.379e-03, eta: 2:20:30, time: 1.467, data_time: 0.027, memory: 5820, top1_acc: 0.7639, top5_acc: 0.9137, loss_cls: 0.9189, loss: 0.9189, grad_norm: 3.2492 2020-10-06 23:08:45,161 - mmaction - INFO - Epoch [242][180/297] lr: 3.379e-03, eta: 2:19:50, time: 1.450, data_time: 0.013, memory: 5820, top1_acc: 0.7791, top5_acc: 0.9119, loss_cls: 0.8863, loss: 0.8863, grad_norm: 3.1815 2020-10-06 23:09:15,506 - mmaction - INFO - Epoch [242][200/297] lr: 3.379e-03, eta: 2:19:10, time: 1.519, data_time: 0.009, memory: 5820, top1_acc: 0.7754, top5_acc: 0.9123, loss_cls: 0.8910, loss: 0.8910, grad_norm: 3.1231 2020-10-06 23:09:46,574 - mmaction - INFO - Epoch [242][220/297] lr: 3.379e-03, eta: 2:18:31, time: 1.553, data_time: 0.007, memory: 5820, top1_acc: 0.7619, top5_acc: 0.9066, loss_cls: 0.9366, loss: 0.9366, grad_norm: 3.2636 2020-10-06 23:10:15,401 - mmaction - INFO - Epoch [242][240/297] lr: 3.379e-03, eta: 2:17:51, time: 1.440, data_time: 0.008, memory: 5820, top1_acc: 0.7707, top5_acc: 0.9105, loss_cls: 0.8962, loss: 0.8962, grad_norm: 3.1544 2020-10-06 23:10:45,512 - mmaction - INFO - Epoch [242][260/297] lr: 3.379e-03, eta: 2:17:11, time: 1.503, data_time: 0.009, memory: 5820, top1_acc: 0.7768, top5_acc: 0.9178, loss_cls: 0.8615, loss: 0.8615, grad_norm: 3.1053 2020-10-06 23:11:16,195 - mmaction - INFO - Epoch [242][280/297] lr: 3.379e-03, eta: 2:16:31, time: 1.535, data_time: 0.011, memory: 5820, top1_acc: 0.7715, top5_acc: 0.9125, loss_cls: 0.8891, loss: 0.8891, grad_norm: 3.1677 2020-10-06 23:14:59,944 - mmaction - INFO - Epoch [243][20/297] lr: 2.944e-03, eta: 2:15:26, time: 10.010, data_time: 5.445, memory: 5820, top1_acc: 0.7896, top5_acc: 0.9215, loss_cls: 0.8428, loss: 0.8428, grad_norm: 3.0858 2020-10-06 23:15:30,498 - mmaction - INFO - Epoch [243][40/297] lr: 2.944e-03, eta: 2:14:46, time: 1.527, data_time: 0.007, memory: 5820, top1_acc: 0.7791, top5_acc: 0.9193, loss_cls: 0.8510, loss: 0.8510, grad_norm: 3.1073 2020-10-06 23:15:59,681 - mmaction - INFO - Epoch [243][60/297] lr: 2.944e-03, eta: 2:14:06, time: 1.460, data_time: 0.007, memory: 5820, top1_acc: 0.7771, top5_acc: 0.9162, loss_cls: 0.8760, loss: 0.8760, grad_norm: 3.1413 2020-10-06 23:16:30,813 - mmaction - INFO - Epoch [243][80/297] lr: 2.944e-03, eta: 2:13:27, time: 1.554, data_time: 0.008, memory: 5820, top1_acc: 0.7816, top5_acc: 0.9168, loss_cls: 0.8685, loss: 0.8685, grad_norm: 3.1498 2020-10-06 23:17:00,838 - mmaction - INFO - Epoch [243][100/297] lr: 2.944e-03, eta: 2:12:47, time: 1.503, data_time: 0.007, memory: 5820, top1_acc: 0.7744, top5_acc: 0.9135, loss_cls: 0.8851, loss: 0.8851, grad_norm: 3.2083 2020-10-06 23:17:29,217 - mmaction - INFO - Epoch [243][120/297] lr: 2.944e-03, eta: 2:12:07, time: 1.418, data_time: 0.007, memory: 5820, top1_acc: 0.7781, top5_acc: 0.9129, loss_cls: 0.8611, loss: 0.8611, grad_norm: 3.1468 2020-10-06 23:18:02,561 - mmaction - INFO - Epoch [243][140/297] lr: 2.944e-03, eta: 2:11:27, time: 1.668, data_time: 0.008, memory: 5820, top1_acc: 0.7760, top5_acc: 0.9086, loss_cls: 0.9122, loss: 0.9122, grad_norm: 3.3007 2020-10-06 23:18:30,086 - mmaction - INFO - Epoch [243][160/297] lr: 2.944e-03, eta: 2:10:48, time: 1.375, data_time: 0.002, memory: 5820, top1_acc: 0.7688, top5_acc: 0.9168, loss_cls: 0.8935, loss: 0.8935, grad_norm: 3.1912 2020-10-06 23:19:00,671 - mmaction - INFO - Epoch [243][180/297] lr: 2.944e-03, eta: 2:10:08, time: 1.530, data_time: 0.009, memory: 5820, top1_acc: 0.7756, top5_acc: 0.9187, loss_cls: 0.8642, loss: 0.8642, grad_norm: 3.1806 2020-10-06 23:19:32,500 - mmaction - INFO - Epoch [243][200/297] lr: 2.944e-03, eta: 2:09:28, time: 1.592, data_time: 0.008, memory: 5820, top1_acc: 0.7822, top5_acc: 0.9158, loss_cls: 0.8689, loss: 0.8689, grad_norm: 3.1973 2020-10-06 23:19:59,596 - mmaction - INFO - Epoch [243][220/297] lr: 2.944e-03, eta: 2:08:48, time: 1.356, data_time: 0.003, memory: 5820, top1_acc: 0.7773, top5_acc: 0.9119, loss_cls: 0.8776, loss: 0.8776, grad_norm: 3.1929 2020-10-06 23:20:29,625 - mmaction - INFO - Epoch [243][240/297] lr: 2.944e-03, eta: 2:08:08, time: 1.500, data_time: 0.006, memory: 5820, top1_acc: 0.7844, top5_acc: 0.9168, loss_cls: 0.8624, loss: 0.8624, grad_norm: 3.1563 2020-10-06 23:20:59,824 - mmaction - INFO - Epoch [243][260/297] lr: 2.944e-03, eta: 2:07:29, time: 1.511, data_time: 0.008, memory: 5820, top1_acc: 0.7721, top5_acc: 0.9141, loss_cls: 0.9008, loss: 0.9008, grad_norm: 3.1973 2020-10-06 23:21:27,552 - mmaction - INFO - Epoch [243][280/297] lr: 2.944e-03, eta: 2:06:49, time: 1.385, data_time: 0.007, memory: 5820, top1_acc: 0.7812, top5_acc: 0.9166, loss_cls: 0.8568, loss: 0.8568, grad_norm: 3.1341 2020-10-06 23:24:58,837 - mmaction - INFO - Epoch [244][20/297] lr: 2.540e-03, eta: 2:05:42, time: 9.198, data_time: 5.533, memory: 5820, top1_acc: 0.7902, top5_acc: 0.9189, loss_cls: 0.8270, loss: 0.8270, grad_norm: 3.0630 2020-10-06 23:25:29,954 - mmaction - INFO - Epoch [244][40/297] lr: 2.540e-03, eta: 2:05:02, time: 1.556, data_time: 0.008, memory: 5820, top1_acc: 0.7811, top5_acc: 0.9121, loss_cls: 0.8678, loss: 0.8678, grad_norm: 3.1571 2020-10-06 23:25:56,916 - mmaction - INFO - Epoch [244][60/297] lr: 2.540e-03, eta: 2:04:23, time: 1.348, data_time: 0.006, memory: 5820, top1_acc: 0.7812, top5_acc: 0.9160, loss_cls: 0.8736, loss: 0.8736, grad_norm: 3.1881 2020-10-06 23:26:26,917 - mmaction - INFO - Epoch [244][80/297] lr: 2.540e-03, eta: 2:03:43, time: 1.499, data_time: 0.007, memory: 5820, top1_acc: 0.7891, top5_acc: 0.9252, loss_cls: 0.8182, loss: 0.8182, grad_norm: 3.1067 2020-10-06 23:26:58,632 - mmaction - INFO - Epoch [244][100/297] lr: 2.540e-03, eta: 2:03:03, time: 1.582, data_time: 0.006, memory: 5820, top1_acc: 0.7908, top5_acc: 0.9221, loss_cls: 0.8356, loss: 0.8356, grad_norm: 3.1334 2020-10-06 23:27:27,801 - mmaction - INFO - Epoch [244][120/297] lr: 2.540e-03, eta: 2:02:23, time: 1.461, data_time: 0.011, memory: 5820, top1_acc: 0.7654, top5_acc: 0.9203, loss_cls: 0.8856, loss: 0.8856, grad_norm: 3.2067 2020-10-06 23:27:56,627 - mmaction - INFO - Epoch [244][140/297] lr: 2.540e-03, eta: 2:01:44, time: 1.442, data_time: 0.009, memory: 5820, top1_acc: 0.7809, top5_acc: 0.9131, loss_cls: 0.8816, loss: 0.8816, grad_norm: 3.1921 2020-10-06 23:28:26,918 - mmaction - INFO - Epoch [244][160/297] lr: 2.540e-03, eta: 2:01:04, time: 1.513, data_time: 0.005, memory: 5820, top1_acc: 0.7775, top5_acc: 0.9088, loss_cls: 0.8831, loss: 0.8831, grad_norm: 3.1464 2020-10-06 23:28:58,189 - mmaction - INFO - Epoch [244][180/297] lr: 2.540e-03, eta: 2:00:24, time: 1.565, data_time: 0.010, memory: 5820, top1_acc: 0.7912, top5_acc: 0.9170, loss_cls: 0.8561, loss: 0.8561, grad_norm: 3.1525 2020-10-06 23:29:27,284 - mmaction - INFO - Epoch [244][200/297] lr: 2.540e-03, eta: 1:59:44, time: 1.452, data_time: 0.004, memory: 5820, top1_acc: 0.7953, top5_acc: 0.9248, loss_cls: 0.8017, loss: 0.8017, grad_norm: 3.0624 2020-10-06 23:29:57,185 - mmaction - INFO - Epoch [244][220/297] lr: 2.540e-03, eta: 1:59:05, time: 1.490, data_time: 0.010, memory: 5820, top1_acc: 0.7820, top5_acc: 0.9174, loss_cls: 0.8428, loss: 0.8428, grad_norm: 3.1851 2020-10-06 23:30:32,301 - mmaction - INFO - Epoch [244][240/297] lr: 2.540e-03, eta: 1:58:25, time: 1.764, data_time: 0.014, memory: 5820, top1_acc: 0.7797, top5_acc: 0.9094, loss_cls: 0.8892, loss: 0.8892, grad_norm: 3.2311 2020-10-06 23:31:02,325 - mmaction - INFO - Epoch [244][260/297] lr: 2.540e-03, eta: 1:57:45, time: 1.500, data_time: 0.004, memory: 5820, top1_acc: 0.7803, top5_acc: 0.9148, loss_cls: 0.8711, loss: 0.8711, grad_norm: 3.1937 2020-10-06 23:31:31,604 - mmaction - INFO - Epoch [244][280/297] lr: 2.540e-03, eta: 1:57:06, time: 1.463, data_time: 0.005, memory: 5820, top1_acc: 0.7789, top5_acc: 0.9160, loss_cls: 0.8819, loss: 0.8819, grad_norm: 3.2023 2020-10-06 23:35:17,998 - mmaction - INFO - Epoch [245][20/297] lr: 2.165e-03, eta: 1:55:59, time: 10.015, data_time: 5.327, memory: 5820, top1_acc: 0.7828, top5_acc: 0.9189, loss_cls: 0.8555, loss: 0.8555, grad_norm: 3.1642 2020-10-06 23:35:48,679 - mmaction - INFO - Epoch [245][40/297] lr: 2.165e-03, eta: 1:55:20, time: 1.525, data_time: 0.005, memory: 5820, top1_acc: 0.7865, top5_acc: 0.9191, loss_cls: 0.8313, loss: 0.8313, grad_norm: 3.1008 2020-10-06 23:36:17,194 - mmaction - INFO - Epoch [245][60/297] lr: 2.165e-03, eta: 1:54:40, time: 1.434, data_time: 0.015, memory: 5820, top1_acc: 0.7750, top5_acc: 0.9143, loss_cls: 0.8849, loss: 0.8849, grad_norm: 3.2060 2020-10-06 23:36:46,889 - mmaction - INFO - Epoch [245][80/297] lr: 2.165e-03, eta: 1:54:00, time: 1.486, data_time: 0.008, memory: 5820, top1_acc: 0.7842, top5_acc: 0.9219, loss_cls: 0.8427, loss: 0.8427, grad_norm: 3.1072 2020-10-06 23:37:17,666 - mmaction - INFO - Epoch [245][100/297] lr: 2.165e-03, eta: 1:53:21, time: 1.539, data_time: 0.008, memory: 5820, top1_acc: 0.7764, top5_acc: 0.9113, loss_cls: 0.8866, loss: 0.8866, grad_norm: 3.1749 2020-10-06 23:37:46,997 - mmaction - INFO - Epoch [245][120/297] lr: 2.165e-03, eta: 1:52:41, time: 1.466, data_time: 0.005, memory: 5820, top1_acc: 0.7906, top5_acc: 0.9137, loss_cls: 0.8593, loss: 0.8593, grad_norm: 3.1031 2020-10-06 23:38:16,436 - mmaction - INFO - Epoch [245][140/297] lr: 2.165e-03, eta: 1:52:01, time: 1.472, data_time: 0.008, memory: 5820, top1_acc: 0.7883, top5_acc: 0.9207, loss_cls: 0.8365, loss: 0.8365, grad_norm: 3.1565 2020-10-06 23:38:46,408 - mmaction - INFO - Epoch [245][160/297] lr: 2.165e-03, eta: 1:51:21, time: 1.499, data_time: 0.006, memory: 5820, top1_acc: 0.7875, top5_acc: 0.9170, loss_cls: 0.8538, loss: 0.8538, grad_norm: 3.1483 2020-10-06 23:39:15,909 - mmaction - INFO - Epoch [245][180/297] lr: 2.165e-03, eta: 1:50:42, time: 1.475, data_time: 0.005, memory: 5820, top1_acc: 0.7811, top5_acc: 0.9156, loss_cls: 0.8722, loss: 0.8722, grad_norm: 3.1685 2020-10-06 23:39:45,841 - mmaction - INFO - Epoch [245][200/297] lr: 2.165e-03, eta: 1:50:02, time: 1.495, data_time: 0.005, memory: 5820, top1_acc: 0.7895, top5_acc: 0.9158, loss_cls: 0.8385, loss: 0.8385, grad_norm: 3.1056 2020-10-06 23:40:15,458 - mmaction - INFO - Epoch [245][220/297] lr: 2.165e-03, eta: 1:49:22, time: 1.481, data_time: 0.007, memory: 5820, top1_acc: 0.7830, top5_acc: 0.9213, loss_cls: 0.8333, loss: 0.8333, grad_norm: 3.1450 2020-10-06 23:40:44,664 - mmaction - INFO - Epoch [245][240/297] lr: 2.165e-03, eta: 1:48:43, time: 1.458, data_time: 0.007, memory: 5820, top1_acc: 0.7773, top5_acc: 0.9127, loss_cls: 0.8649, loss: 0.8649, grad_norm: 3.1565 2020-10-06 23:41:14,520 - mmaction - INFO - Epoch [245][260/297] lr: 2.165e-03, eta: 1:48:03, time: 1.496, data_time: 0.012, memory: 5820, top1_acc: 0.7803, top5_acc: 0.9162, loss_cls: 0.8705, loss: 0.8705, grad_norm: 3.1852 2020-10-06 23:41:44,995 - mmaction - INFO - Epoch [245][280/297] lr: 2.165e-03, eta: 1:47:23, time: 1.522, data_time: 0.007, memory: 5820, top1_acc: 0.7848, top5_acc: 0.9172, loss_cls: 0.8552, loss: 0.8552, grad_norm: 3.1738 2020-10-06 23:45:35,759 - mmaction - INFO - Epoch [246][20/297] lr: 1.819e-03, eta: 1:46:17, time: 10.269, data_time: 4.655, memory: 5820, top1_acc: 0.7859, top5_acc: 0.9152, loss_cls: 0.8527, loss: 0.8527, grad_norm: 3.1708 2020-10-06 23:46:09,695 - mmaction - INFO - Epoch [246][40/297] lr: 1.819e-03, eta: 1:45:37, time: 1.697, data_time: 0.007, memory: 5820, top1_acc: 0.7775, top5_acc: 0.9166, loss_cls: 0.8677, loss: 0.8677, grad_norm: 3.2233 2020-10-06 23:46:37,922 - mmaction - INFO - Epoch [246][60/297] lr: 1.819e-03, eta: 1:44:57, time: 1.411, data_time: 0.006, memory: 5820, top1_acc: 0.7727, top5_acc: 0.9088, loss_cls: 0.8893, loss: 0.8893, grad_norm: 3.2197 2020-10-06 23:47:08,913 - mmaction - INFO - Epoch [246][80/297] lr: 1.819e-03, eta: 1:44:18, time: 1.545, data_time: 0.008, memory: 5820, top1_acc: 0.7965, top5_acc: 0.9187, loss_cls: 0.8420, loss: 0.8420, grad_norm: 3.0644 2020-10-06 23:47:39,562 - mmaction - INFO - Epoch [246][100/297] lr: 1.819e-03, eta: 1:43:38, time: 1.537, data_time: 0.009, memory: 5820, top1_acc: 0.7850, top5_acc: 0.9174, loss_cls: 0.8388, loss: 0.8388, grad_norm: 3.1404 2020-10-06 23:48:08,654 - mmaction - INFO - Epoch [246][120/297] lr: 1.819e-03, eta: 1:42:58, time: 1.453, data_time: 0.006, memory: 5820, top1_acc: 0.7779, top5_acc: 0.9184, loss_cls: 0.8710, loss: 0.8710, grad_norm: 3.1803 2020-10-06 23:48:37,156 - mmaction - INFO - Epoch [246][140/297] lr: 1.819e-03, eta: 1:42:19, time: 1.427, data_time: 0.009, memory: 5820, top1_acc: 0.7855, top5_acc: 0.9180, loss_cls: 0.8571, loss: 0.8571, grad_norm: 3.1935 2020-10-06 23:49:08,855 - mmaction - INFO - Epoch [246][160/297] lr: 1.819e-03, eta: 1:41:39, time: 1.583, data_time: 0.006, memory: 5820, top1_acc: 0.7863, top5_acc: 0.9221, loss_cls: 0.8339, loss: 0.8339, grad_norm: 3.1503 2020-10-06 23:49:35,908 - mmaction - INFO - Epoch [246][180/297] lr: 1.819e-03, eta: 1:40:59, time: 1.355, data_time: 0.008, memory: 5820, top1_acc: 0.7900, top5_acc: 0.9166, loss_cls: 0.8370, loss: 0.8370, grad_norm: 3.0799 2020-10-06 23:50:07,988 - mmaction - INFO - Epoch [246][200/297] lr: 1.819e-03, eta: 1:40:20, time: 1.597, data_time: 0.007, memory: 5820, top1_acc: 0.7766, top5_acc: 0.9131, loss_cls: 0.8728, loss: 0.8728, grad_norm: 3.2059 2020-10-06 23:50:38,927 - mmaction - INFO - Epoch [246][220/297] lr: 1.819e-03, eta: 1:39:40, time: 1.553, data_time: 0.014, memory: 5820, top1_acc: 0.7861, top5_acc: 0.9174, loss_cls: 0.8485, loss: 0.8485, grad_norm: 3.1673 2020-10-06 23:51:07,089 - mmaction - INFO - Epoch [246][240/297] lr: 1.819e-03, eta: 1:39:00, time: 1.407, data_time: 0.004, memory: 5820, top1_acc: 0.7846, top5_acc: 0.9215, loss_cls: 0.8476, loss: 0.8476, grad_norm: 3.2030 2020-10-06 23:51:37,744 - mmaction - INFO - Epoch [246][260/297] lr: 1.819e-03, eta: 1:38:21, time: 1.535, data_time: 0.009, memory: 5820, top1_acc: 0.7803, top5_acc: 0.9186, loss_cls: 0.8515, loss: 0.8515, grad_norm: 3.1935 2020-10-06 23:52:08,395 - mmaction - INFO - Epoch [246][280/297] lr: 1.819e-03, eta: 1:37:41, time: 1.532, data_time: 0.006, memory: 5820, top1_acc: 0.7869, top5_acc: 0.9189, loss_cls: 0.8424, loss: 0.8424, grad_norm: 3.1090 2020-10-06 23:55:51,816 - mmaction - INFO - Epoch [247][20/297] lr: 1.504e-03, eta: 1:36:34, time: 9.885, data_time: 5.732, memory: 5820, top1_acc: 0.7902, top5_acc: 0.9211, loss_cls: 0.8225, loss: 0.8225, grad_norm: 3.1070 2020-10-06 23:56:21,917 - mmaction - INFO - Epoch [247][40/297] lr: 1.504e-03, eta: 1:35:54, time: 1.512, data_time: 0.019, memory: 5820, top1_acc: 0.7896, top5_acc: 0.9252, loss_cls: 0.8065, loss: 0.8065, grad_norm: 3.2057 2020-10-06 23:56:50,251 - mmaction - INFO - Epoch [247][60/297] lr: 1.504e-03, eta: 1:35:14, time: 1.416, data_time: 0.006, memory: 5820, top1_acc: 0.7924, top5_acc: 0.9203, loss_cls: 0.8308, loss: 0.8308, grad_norm: 3.1312 2020-10-06 23:57:21,666 - mmaction - INFO - Epoch [247][80/297] lr: 1.504e-03, eta: 1:34:35, time: 1.566, data_time: 0.007, memory: 5820, top1_acc: 0.7895, top5_acc: 0.9166, loss_cls: 0.8275, loss: 0.8275, grad_norm: 3.1008 2020-10-06 23:57:50,941 - mmaction - INFO - Epoch [247][100/297] lr: 1.504e-03, eta: 1:33:55, time: 1.468, data_time: 0.009, memory: 5820, top1_acc: 0.7893, top5_acc: 0.9238, loss_cls: 0.8364, loss: 0.8364, grad_norm: 3.1891 2020-10-06 23:58:19,908 - mmaction - INFO - Epoch [247][120/297] lr: 1.504e-03, eta: 1:33:15, time: 1.448, data_time: 0.009, memory: 5820, top1_acc: 0.7754, top5_acc: 0.9180, loss_cls: 0.8668, loss: 0.8668, grad_norm: 3.2443 2020-10-06 23:58:50,689 - mmaction - INFO - Epoch [247][140/297] lr: 1.504e-03, eta: 1:32:36, time: 1.527, data_time: 0.008, memory: 5820, top1_acc: 0.7822, top5_acc: 0.9254, loss_cls: 0.8329, loss: 0.8329, grad_norm: 3.1521 2020-10-06 23:59:20,864 - mmaction - INFO - Epoch [247][160/297] lr: 1.504e-03, eta: 1:31:56, time: 1.519, data_time: 0.019, memory: 5820, top1_acc: 0.7766, top5_acc: 0.9102, loss_cls: 0.8817, loss: 0.8817, grad_norm: 3.2223 2020-10-06 23:59:48,096 - mmaction - INFO - Epoch [247][180/297] lr: 1.504e-03, eta: 1:31:16, time: 1.364, data_time: 0.006, memory: 5820, top1_acc: 0.7898, top5_acc: 0.9146, loss_cls: 0.8300, loss: 0.8300, grad_norm: 3.1292 2020-10-07 00:00:24,110 - mmaction - INFO - Epoch [247][200/297] lr: 1.504e-03, eta: 1:30:37, time: 1.800, data_time: 0.008, memory: 5820, top1_acc: 0.7877, top5_acc: 0.9225, loss_cls: 0.8402, loss: 0.8402, grad_norm: 3.2186 2020-10-07 00:00:52,293 - mmaction - INFO - Epoch [247][220/297] lr: 1.504e-03, eta: 1:29:57, time: 1.409, data_time: 0.018, memory: 5820, top1_acc: 0.7781, top5_acc: 0.9187, loss_cls: 0.8506, loss: 0.8506, grad_norm: 3.1871 2020-10-07 00:01:25,468 - mmaction - INFO - Epoch [247][240/297] lr: 1.504e-03, eta: 1:29:18, time: 1.660, data_time: 0.009, memory: 5820, top1_acc: 0.7869, top5_acc: 0.9199, loss_cls: 0.8439, loss: 0.8439, grad_norm: 3.1799 2020-10-07 00:01:54,499 - mmaction - INFO - Epoch [247][260/297] lr: 1.504e-03, eta: 1:28:38, time: 1.447, data_time: 0.006, memory: 5820, top1_acc: 0.7887, top5_acc: 0.9217, loss_cls: 0.8407, loss: 0.8407, grad_norm: 3.1084 2020-10-07 00:02:25,048 - mmaction - INFO - Epoch [247][280/297] lr: 1.504e-03, eta: 1:27:59, time: 1.531, data_time: 0.010, memory: 5820, top1_acc: 0.8004, top5_acc: 0.9238, loss_cls: 0.7970, loss: 0.7970, grad_norm: 3.1341 2020-10-07 00:05:46,041 - mmaction - INFO - Epoch [248][20/297] lr: 1.219e-03, eta: 1:26:50, time: 8.649, data_time: 5.211, memory: 5820, top1_acc: 0.7932, top5_acc: 0.9203, loss_cls: 0.8259, loss: 0.8259, grad_norm: 3.1752 2020-10-07 00:06:15,946 - mmaction - INFO - Epoch [248][40/297] lr: 1.219e-03, eta: 1:26:10, time: 1.503, data_time: 0.023, memory: 5820, top1_acc: 0.7979, top5_acc: 0.9215, loss_cls: 0.8229, loss: 0.8229, grad_norm: 3.1445 2020-10-07 00:06:44,600 - mmaction - INFO - Epoch [248][60/297] lr: 1.219e-03, eta: 1:25:30, time: 1.440, data_time: 0.015, memory: 5820, top1_acc: 0.7826, top5_acc: 0.9156, loss_cls: 0.8666, loss: 0.8666, grad_norm: 3.2579 2020-10-07 00:07:14,407 - mmaction - INFO - Epoch [248][80/297] lr: 1.219e-03, eta: 1:24:51, time: 1.489, data_time: 0.008, memory: 5820, top1_acc: 0.7822, top5_acc: 0.9180, loss_cls: 0.8651, loss: 0.8651, grad_norm: 3.2703 2020-10-07 00:07:45,699 - mmaction - INFO - Epoch [248][100/297] lr: 1.219e-03, eta: 1:24:11, time: 1.566, data_time: 0.009, memory: 5820, top1_acc: 0.7918, top5_acc: 0.9174, loss_cls: 0.8297, loss: 0.8297, grad_norm: 3.1491 2020-10-07 00:08:15,215 - mmaction - INFO - Epoch [248][120/297] lr: 1.219e-03, eta: 1:23:32, time: 1.475, data_time: 0.006, memory: 5820, top1_acc: 0.7889, top5_acc: 0.9217, loss_cls: 0.8486, loss: 0.8486, grad_norm: 3.2388 2020-10-07 00:08:46,080 - mmaction - INFO - Epoch [248][140/297] lr: 1.219e-03, eta: 1:22:52, time: 1.544, data_time: 0.009, memory: 5820, top1_acc: 0.7812, top5_acc: 0.9193, loss_cls: 0.8650, loss: 0.8650, grad_norm: 3.2097 2020-10-07 00:09:15,226 - mmaction - INFO - Epoch [248][160/297] lr: 1.219e-03, eta: 1:22:12, time: 1.458, data_time: 0.005, memory: 5820, top1_acc: 0.7877, top5_acc: 0.9193, loss_cls: 0.8417, loss: 0.8417, grad_norm: 3.2259 2020-10-07 00:09:45,288 - mmaction - INFO - Epoch [248][180/297] lr: 1.219e-03, eta: 1:21:33, time: 1.484, data_time: 0.006, memory: 5820, top1_acc: 0.7914, top5_acc: 0.9211, loss_cls: 0.8409, loss: 0.8409, grad_norm: 3.2329 2020-10-07 00:10:16,294 - mmaction - INFO - Epoch [248][200/297] lr: 1.219e-03, eta: 1:20:53, time: 1.568, data_time: 0.024, memory: 5820, top1_acc: 0.7771, top5_acc: 0.9166, loss_cls: 0.8754, loss: 0.8754, grad_norm: 3.3147 2020-10-07 00:10:46,664 - mmaction - INFO - Epoch [248][220/297] lr: 1.219e-03, eta: 1:20:14, time: 1.519, data_time: 0.008, memory: 5820, top1_acc: 0.7945, top5_acc: 0.9244, loss_cls: 0.8124, loss: 0.8124, grad_norm: 3.1403 2020-10-07 00:11:15,879 - mmaction - INFO - Epoch [248][240/297] lr: 1.219e-03, eta: 1:19:34, time: 1.461, data_time: 0.005, memory: 5820, top1_acc: 0.7906, top5_acc: 0.9189, loss_cls: 0.8280, loss: 0.8280, grad_norm: 3.1112 2020-10-07 00:11:46,338 - mmaction - INFO - Epoch [248][260/297] lr: 1.219e-03, eta: 1:18:55, time: 1.522, data_time: 0.004, memory: 5820, top1_acc: 0.7848, top5_acc: 0.9160, loss_cls: 0.8563, loss: 0.8563, grad_norm: 3.2292 2020-10-07 00:12:15,601 - mmaction - INFO - Epoch [248][280/297] lr: 1.219e-03, eta: 1:18:15, time: 1.464, data_time: 0.006, memory: 5820, top1_acc: 0.7852, top5_acc: 0.9197, loss_cls: 0.8421, loss: 0.8421, grad_norm: 3.2246 2020-10-07 00:12:41,085 - mmaction - INFO - Saving checkpoint at 248 epochs 2020-10-07 00:15:49,655 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-07 00:15:49,860 - mmaction - INFO - top1_acc 0.7303 top5_acc 0.9091 2020-10-07 00:15:49,860 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-07 00:15:49,895 - mmaction - INFO - mean_acc 0.7304 2020-10-07 00:15:49,896 - mmaction - INFO - Epoch(val) [248][297] top1_acc: 0.7303, top5_acc: 0.9091, mean_class_accuracy: 0.7304 2020-10-07 00:18:57,578 - mmaction - INFO - Epoch [249][20/297] lr: 9.631e-04, eta: 1:17:06, time: 9.380, data_time: 4.575, memory: 5820, top1_acc: 0.7873, top5_acc: 0.9160, loss_cls: 0.8386, loss: 0.8386, grad_norm: 3.1739 2020-10-07 00:19:28,067 - mmaction - INFO - Epoch [249][40/297] lr: 9.631e-04, eta: 1:16:27, time: 1.525, data_time: 0.012, memory: 5820, top1_acc: 0.7811, top5_acc: 0.9215, loss_cls: 0.8379, loss: 0.8379, grad_norm: 3.2003 2020-10-07 00:19:56,137 - mmaction - INFO - Epoch [249][60/297] lr: 9.631e-04, eta: 1:15:47, time: 1.406, data_time: 0.005, memory: 5820, top1_acc: 0.7855, top5_acc: 0.9201, loss_cls: 0.8400, loss: 0.8400, grad_norm: 3.2058 2020-10-07 00:20:26,538 - mmaction - INFO - Epoch [249][80/297] lr: 9.631e-04, eta: 1:15:07, time: 1.519, data_time: 0.008, memory: 5820, top1_acc: 0.7803, top5_acc: 0.9230, loss_cls: 0.8517, loss: 0.8517, grad_norm: 3.2831 2020-10-07 00:20:55,969 - mmaction - INFO - Epoch [249][100/297] lr: 9.631e-04, eta: 1:14:28, time: 1.471, data_time: 0.009, memory: 5820, top1_acc: 0.7850, top5_acc: 0.9137, loss_cls: 0.8496, loss: 0.8496, grad_norm: 3.2319 2020-10-07 00:21:24,724 - mmaction - INFO - Epoch [249][120/297] lr: 9.631e-04, eta: 1:13:48, time: 1.439, data_time: 0.009, memory: 5820, top1_acc: 0.7877, top5_acc: 0.9186, loss_cls: 0.8348, loss: 0.8348, grad_norm: 3.1320 2020-10-07 00:21:54,676 - mmaction - INFO - Epoch [249][140/297] lr: 9.631e-04, eta: 1:13:09, time: 1.495, data_time: 0.008, memory: 5820, top1_acc: 0.7885, top5_acc: 0.9207, loss_cls: 0.8344, loss: 0.8344, grad_norm: 3.1951 2020-10-07 00:22:24,337 - mmaction - INFO - Epoch [249][160/297] lr: 9.631e-04, eta: 1:12:29, time: 1.484, data_time: 0.009, memory: 5820, top1_acc: 0.7848, top5_acc: 0.9182, loss_cls: 0.8392, loss: 0.8392, grad_norm: 3.2025 2020-10-07 00:22:53,704 - mmaction - INFO - Epoch [249][180/297] lr: 9.631e-04, eta: 1:11:50, time: 1.470, data_time: 0.010, memory: 5820, top1_acc: 0.7867, top5_acc: 0.9146, loss_cls: 0.8304, loss: 0.8304, grad_norm: 3.1640 2020-10-07 00:23:24,037 - mmaction - INFO - Epoch [249][200/297] lr: 9.631e-04, eta: 1:11:10, time: 1.516, data_time: 0.008, memory: 5820, top1_acc: 0.7908, top5_acc: 0.9201, loss_cls: 0.8184, loss: 0.8184, grad_norm: 3.1787 2020-10-07 00:23:54,263 - mmaction - INFO - Epoch [249][220/297] lr: 9.631e-04, eta: 1:10:31, time: 1.511, data_time: 0.006, memory: 5820, top1_acc: 0.7865, top5_acc: 0.9189, loss_cls: 0.8407, loss: 0.8407, grad_norm: 3.2031 2020-10-07 00:24:22,943 - mmaction - INFO - Epoch [249][240/297] lr: 9.631e-04, eta: 1:09:51, time: 1.434, data_time: 0.007, memory: 5820, top1_acc: 0.7787, top5_acc: 0.9121, loss_cls: 0.8808, loss: 0.8808, grad_norm: 3.2048 2020-10-07 00:24:52,144 - mmaction - INFO - Epoch [249][260/297] lr: 9.631e-04, eta: 1:09:11, time: 1.461, data_time: 0.009, memory: 5820, top1_acc: 0.7908, top5_acc: 0.9221, loss_cls: 0.8349, loss: 0.8349, grad_norm: 3.2560 2020-10-07 00:25:22,730 - mmaction - INFO - Epoch [249][280/297] lr: 9.631e-04, eta: 1:08:32, time: 1.530, data_time: 0.005, memory: 5820, top1_acc: 0.7953, top5_acc: 0.9221, loss_cls: 0.8137, loss: 0.8137, grad_norm: 3.1372 2020-10-07 00:29:06,843 - mmaction - INFO - Epoch [250][20/297] lr: 7.375e-04, eta: 1:07:23, time: 10.043, data_time: 5.328, memory: 5820, top1_acc: 0.7842, top5_acc: 0.9180, loss_cls: 0.8429, loss: 0.8429, grad_norm: 3.1807 2020-10-07 00:29:37,391 - mmaction - INFO - Epoch [250][40/297] lr: 7.375e-04, eta: 1:06:43, time: 1.526, data_time: 0.007, memory: 5820, top1_acc: 0.7951, top5_acc: 0.9229, loss_cls: 0.8153, loss: 0.8153, grad_norm: 3.1755 2020-10-07 00:30:06,138 - mmaction - INFO - Epoch [250][60/297] lr: 7.375e-04, eta: 1:06:04, time: 1.438, data_time: 0.008, memory: 5820, top1_acc: 0.7918, top5_acc: 0.9154, loss_cls: 0.8364, loss: 0.8364, grad_norm: 3.1151 2020-10-07 00:30:37,897 - mmaction - INFO - Epoch [250][80/297] lr: 7.375e-04, eta: 1:05:24, time: 1.585, data_time: 0.008, memory: 5820, top1_acc: 0.7885, top5_acc: 0.9182, loss_cls: 0.8410, loss: 0.8410, grad_norm: 3.1656 2020-10-07 00:31:08,595 - mmaction - INFO - Epoch [250][100/297] lr: 7.375e-04, eta: 1:04:45, time: 1.539, data_time: 0.012, memory: 5820, top1_acc: 0.7887, top5_acc: 0.9162, loss_cls: 0.8478, loss: 0.8478, grad_norm: 3.1743 2020-10-07 00:31:36,768 - mmaction - INFO - Epoch [250][120/297] lr: 7.375e-04, eta: 1:04:05, time: 1.407, data_time: 0.007, memory: 5820, top1_acc: 0.7998, top5_acc: 0.9238, loss_cls: 0.8013, loss: 0.8013, grad_norm: 3.1044 2020-10-07 00:32:10,123 - mmaction - INFO - Epoch [250][140/297] lr: 7.375e-04, eta: 1:03:26, time: 1.657, data_time: 0.008, memory: 5820, top1_acc: 0.7895, top5_acc: 0.9189, loss_cls: 0.8391, loss: 0.8391, grad_norm: 3.1583 2020-10-07 00:32:40,985 - mmaction - INFO - Epoch [250][160/297] lr: 7.375e-04, eta: 1:02:46, time: 1.555, data_time: 0.019, memory: 5820, top1_acc: 0.7945, top5_acc: 0.9201, loss_cls: 0.8057, loss: 0.8057, grad_norm: 3.1112 2020-10-07 00:33:09,765 - mmaction - INFO - Epoch [250][180/297] lr: 7.375e-04, eta: 1:02:07, time: 1.439, data_time: 0.005, memory: 5820, top1_acc: 0.7986, top5_acc: 0.9209, loss_cls: 0.8188, loss: 0.8188, grad_norm: 3.1544 2020-10-07 00:33:39,757 - mmaction - INFO - Epoch [250][200/297] lr: 7.375e-04, eta: 1:01:27, time: 1.500, data_time: 0.009, memory: 5820, top1_acc: 0.7857, top5_acc: 0.9205, loss_cls: 0.8383, loss: 0.8383, grad_norm: 3.1941 2020-10-07 00:34:10,135 - mmaction - INFO - Epoch [250][220/297] lr: 7.375e-04, eta: 1:00:48, time: 1.519, data_time: 0.005, memory: 5820, top1_acc: 0.7877, top5_acc: 0.9158, loss_cls: 0.8484, loss: 0.8484, grad_norm: 3.1255 2020-10-07 00:34:37,831 - mmaction - INFO - Epoch [250][240/297] lr: 7.375e-04, eta: 1:00:08, time: 1.383, data_time: 0.006, memory: 5820, top1_acc: 0.7869, top5_acc: 0.9152, loss_cls: 0.8589, loss: 0.8589, grad_norm: 3.2266 2020-10-07 00:35:07,946 - mmaction - INFO - Epoch [250][260/297] lr: 7.375e-04, eta: 0:59:29, time: 1.506, data_time: 0.004, memory: 5820, top1_acc: 0.7867, top5_acc: 0.9215, loss_cls: 0.8302, loss: 0.8302, grad_norm: 3.1841 2020-10-07 00:35:38,374 - mmaction - INFO - Epoch [250][280/297] lr: 7.375e-04, eta: 0:58:49, time: 1.522, data_time: 0.008, memory: 5820, top1_acc: 0.7867, top5_acc: 0.9139, loss_cls: 0.8506, loss: 0.8506, grad_norm: 3.1705 2020-10-07 00:39:11,582 - mmaction - INFO - Epoch [251][20/297] lr: 5.419e-04, eta: 0:57:40, time: 9.409, data_time: 4.750, memory: 5820, top1_acc: 0.7914, top5_acc: 0.9238, loss_cls: 0.8217, loss: 0.8217, grad_norm: 3.1621 2020-10-07 00:39:41,262 - mmaction - INFO - Epoch [251][40/297] lr: 5.419e-04, eta: 0:57:00, time: 1.484, data_time: 0.010, memory: 5820, top1_acc: 0.7967, top5_acc: 0.9248, loss_cls: 0.8100, loss: 0.8100, grad_norm: 3.1742 2020-10-07 00:40:10,699 - mmaction - INFO - Epoch [251][60/297] lr: 5.419e-04, eta: 0:56:21, time: 1.473, data_time: 0.009, memory: 5820, top1_acc: 0.7773, top5_acc: 0.9107, loss_cls: 0.8744, loss: 0.8744, grad_norm: 3.2203 2020-10-07 00:40:41,220 - mmaction - INFO - Epoch [251][80/297] lr: 5.419e-04, eta: 0:55:41, time: 1.525, data_time: 0.007, memory: 5820, top1_acc: 0.7885, top5_acc: 0.9236, loss_cls: 0.8168, loss: 0.8168, grad_norm: 3.1845 2020-10-07 00:41:11,105 - mmaction - INFO - Epoch [251][100/297] lr: 5.419e-04, eta: 0:55:02, time: 1.494, data_time: 0.008, memory: 5820, top1_acc: 0.7869, top5_acc: 0.9148, loss_cls: 0.8501, loss: 0.8501, grad_norm: 3.2395 2020-10-07 00:41:40,429 - mmaction - INFO - Epoch [251][120/297] lr: 5.419e-04, eta: 0:54:22, time: 1.465, data_time: 0.008, memory: 5820, top1_acc: 0.7924, top5_acc: 0.9211, loss_cls: 0.8215, loss: 0.8215, grad_norm: 3.1562 2020-10-07 00:42:10,700 - mmaction - INFO - Epoch [251][140/297] lr: 5.419e-04, eta: 0:53:43, time: 1.516, data_time: 0.010, memory: 5820, top1_acc: 0.7863, top5_acc: 0.9176, loss_cls: 0.8497, loss: 0.8497, grad_norm: 3.2124 2020-10-07 00:42:40,892 - mmaction - INFO - Epoch [251][160/297] lr: 5.419e-04, eta: 0:53:03, time: 1.507, data_time: 0.007, memory: 5820, top1_acc: 0.7811, top5_acc: 0.9176, loss_cls: 0.8639, loss: 0.8639, grad_norm: 3.2114 2020-10-07 00:43:10,946 - mmaction - INFO - Epoch [251][180/297] lr: 5.419e-04, eta: 0:52:24, time: 1.506, data_time: 0.010, memory: 5820, top1_acc: 0.7801, top5_acc: 0.9207, loss_cls: 0.8442, loss: 0.8442, grad_norm: 3.2300 2020-10-07 00:43:41,084 - mmaction - INFO - Epoch [251][200/297] lr: 5.419e-04, eta: 0:51:44, time: 1.506, data_time: 0.007, memory: 5820, top1_acc: 0.7908, top5_acc: 0.9195, loss_cls: 0.8204, loss: 0.8204, grad_norm: 3.1910 2020-10-07 00:44:12,292 - mmaction - INFO - Epoch [251][220/297] lr: 5.419e-04, eta: 0:51:05, time: 1.561, data_time: 0.008, memory: 5820, top1_acc: 0.7926, top5_acc: 0.9205, loss_cls: 0.8178, loss: 0.8178, grad_norm: 3.1462 2020-10-07 00:44:41,159 - mmaction - INFO - Epoch [251][240/297] lr: 5.419e-04, eta: 0:50:25, time: 1.442, data_time: 0.008, memory: 5820, top1_acc: 0.7811, top5_acc: 0.9160, loss_cls: 0.8598, loss: 0.8598, grad_norm: 3.2421 2020-10-07 00:45:11,502 - mmaction - INFO - Epoch [251][260/297] lr: 5.419e-04, eta: 0:49:46, time: 1.518, data_time: 0.009, memory: 5820, top1_acc: 0.7895, top5_acc: 0.9203, loss_cls: 0.8331, loss: 0.8331, grad_norm: 3.2794 2020-10-07 00:45:41,366 - mmaction - INFO - Epoch [251][280/297] lr: 5.419e-04, eta: 0:49:07, time: 1.494, data_time: 0.008, memory: 5820, top1_acc: 0.7846, top5_acc: 0.9168, loss_cls: 0.8504, loss: 0.8504, grad_norm: 3.1679 2020-10-07 00:49:18,258 - mmaction - INFO - Epoch [252][20/297] lr: 3.764e-04, eta: 0:47:56, time: 9.623, data_time: 7.901, memory: 5820, top1_acc: 0.7893, top5_acc: 0.9164, loss_cls: 0.8326, loss: 0.8326, grad_norm: 3.1682 2020-10-07 00:49:48,809 - mmaction - INFO - Epoch [252][40/297] lr: 3.764e-04, eta: 0:47:17, time: 1.528, data_time: 0.009, memory: 5820, top1_acc: 0.7947, top5_acc: 0.9223, loss_cls: 0.8175, loss: 0.8175, grad_norm: 3.2359 2020-10-07 00:50:17,429 - mmaction - INFO - Epoch [252][60/297] lr: 3.764e-04, eta: 0:46:37, time: 1.430, data_time: 0.007, memory: 5820, top1_acc: 0.7801, top5_acc: 0.9170, loss_cls: 0.8657, loss: 0.8657, grad_norm: 3.3074 2020-10-07 00:50:47,878 - mmaction - INFO - Epoch [252][80/297] lr: 3.764e-04, eta: 0:45:58, time: 1.519, data_time: 0.009, memory: 5820, top1_acc: 0.7914, top5_acc: 0.9197, loss_cls: 0.8191, loss: 0.8191, grad_norm: 3.1848 2020-10-07 00:51:18,036 - mmaction - INFO - Epoch [252][100/297] lr: 3.764e-04, eta: 0:45:19, time: 1.513, data_time: 0.013, memory: 5820, top1_acc: 0.7969, top5_acc: 0.9223, loss_cls: 0.8013, loss: 0.8013, grad_norm: 3.0894 2020-10-07 00:51:46,466 - mmaction - INFO - Epoch [252][120/297] lr: 3.764e-04, eta: 0:44:39, time: 1.421, data_time: 0.007, memory: 5820, top1_acc: 0.7898, top5_acc: 0.9270, loss_cls: 0.8102, loss: 0.8102, grad_norm: 3.1644 2020-10-07 00:52:16,167 - mmaction - INFO - Epoch [252][140/297] lr: 3.764e-04, eta: 0:44:00, time: 1.485, data_time: 0.008, memory: 5820, top1_acc: 0.7826, top5_acc: 0.9197, loss_cls: 0.8406, loss: 0.8406, grad_norm: 3.2264 2020-10-07 00:52:46,208 - mmaction - INFO - Epoch [252][160/297] lr: 3.764e-04, eta: 0:43:20, time: 1.501, data_time: 0.008, memory: 5820, top1_acc: 0.7914, top5_acc: 0.9197, loss_cls: 0.8178, loss: 0.8178, grad_norm: 3.1340 2020-10-07 00:53:15,916 - mmaction - INFO - Epoch [252][180/297] lr: 3.764e-04, eta: 0:42:41, time: 1.484, data_time: 0.010, memory: 5820, top1_acc: 0.7881, top5_acc: 0.9205, loss_cls: 0.8267, loss: 0.8267, grad_norm: 3.2010 2020-10-07 00:53:48,071 - mmaction - INFO - Epoch [252][200/297] lr: 3.764e-04, eta: 0:42:01, time: 1.611, data_time: 0.011, memory: 5820, top1_acc: 0.7893, top5_acc: 0.9213, loss_cls: 0.8195, loss: 0.8195, grad_norm: 3.2060 2020-10-07 00:54:15,730 - mmaction - INFO - Epoch [252][220/297] lr: 3.764e-04, eta: 0:41:22, time: 1.376, data_time: 0.007, memory: 5820, top1_acc: 0.7982, top5_acc: 0.9260, loss_cls: 0.8015, loss: 0.8015, grad_norm: 3.1431 2020-10-07 00:54:46,247 - mmaction - INFO - Epoch [252][240/297] lr: 3.764e-04, eta: 0:40:43, time: 1.534, data_time: 0.016, memory: 5820, top1_acc: 0.7869, top5_acc: 0.9145, loss_cls: 0.8585, loss: 0.8585, grad_norm: 3.2283 2020-10-07 00:55:15,508 - mmaction - INFO - Epoch [252][260/297] lr: 3.764e-04, eta: 0:40:03, time: 1.461, data_time: 0.007, memory: 5820, top1_acc: 0.7992, top5_acc: 0.9182, loss_cls: 0.8152, loss: 0.8152, grad_norm: 3.1072 2020-10-07 00:55:44,132 - mmaction - INFO - Epoch [252][280/297] lr: 3.764e-04, eta: 0:39:24, time: 1.433, data_time: 0.009, memory: 5820, top1_acc: 0.7908, top5_acc: 0.9187, loss_cls: 0.8321, loss: 0.8321, grad_norm: 3.1800 2020-10-07 00:59:22,073 - mmaction - INFO - Epoch [253][20/297] lr: 2.409e-04, eta: 0:38:13, time: 9.584, data_time: 8.107, memory: 5820, top1_acc: 0.7900, top5_acc: 0.9236, loss_cls: 0.8236, loss: 0.8236, grad_norm: 3.1394 2020-10-07 00:59:51,777 - mmaction - INFO - Epoch [253][40/297] lr: 2.409e-04, eta: 0:37:34, time: 1.469, data_time: 0.075, memory: 5820, top1_acc: 0.7910, top5_acc: 0.9166, loss_cls: 0.8285, loss: 0.8285, grad_norm: 3.1330 2020-10-07 01:00:25,744 - mmaction - INFO - Epoch [253][60/297] lr: 2.409e-04, eta: 0:36:54, time: 1.711, data_time: 0.420, memory: 5820, top1_acc: 0.7805, top5_acc: 0.9109, loss_cls: 0.8792, loss: 0.8792, grad_norm: 3.2348 2020-10-07 01:00:54,543 - mmaction - INFO - Epoch [253][80/297] lr: 2.409e-04, eta: 0:36:15, time: 1.429, data_time: 0.402, memory: 5820, top1_acc: 0.7908, top5_acc: 0.9213, loss_cls: 0.8142, loss: 0.8142, grad_norm: 3.1783 2020-10-07 01:01:24,056 - mmaction - INFO - Epoch [253][100/297] lr: 2.409e-04, eta: 0:35:35, time: 1.490, data_time: 0.590, memory: 5820, top1_acc: 0.7787, top5_acc: 0.9113, loss_cls: 0.8699, loss: 0.8699, grad_norm: 3.2647 2020-10-07 01:01:55,333 - mmaction - INFO - Epoch [253][120/297] lr: 2.409e-04, eta: 0:34:56, time: 1.564, data_time: 0.551, memory: 5820, top1_acc: 0.7871, top5_acc: 0.9184, loss_cls: 0.8357, loss: 0.8357, grad_norm: 3.1820 2020-10-07 01:02:25,737 - mmaction - INFO - Epoch [253][140/297] lr: 2.409e-04, eta: 0:34:17, time: 1.518, data_time: 0.198, memory: 5820, top1_acc: 0.7984, top5_acc: 0.9207, loss_cls: 0.8016, loss: 0.8016, grad_norm: 3.1467 2020-10-07 01:02:57,801 - mmaction - INFO - Epoch [253][160/297] lr: 2.409e-04, eta: 0:33:37, time: 1.606, data_time: 0.015, memory: 5820, top1_acc: 0.7930, top5_acc: 0.9217, loss_cls: 0.8387, loss: 0.8387, grad_norm: 3.2211 2020-10-07 01:03:28,289 - mmaction - INFO - Epoch [253][180/297] lr: 2.409e-04, eta: 0:32:58, time: 1.524, data_time: 0.008, memory: 5820, top1_acc: 0.7809, top5_acc: 0.9154, loss_cls: 0.8423, loss: 0.8423, grad_norm: 3.1710 2020-10-07 01:03:58,850 - mmaction - INFO - Epoch [253][200/297] lr: 2.409e-04, eta: 0:32:19, time: 1.529, data_time: 0.008, memory: 5820, top1_acc: 0.7801, top5_acc: 0.9184, loss_cls: 0.8348, loss: 0.8348, grad_norm: 3.1855 2020-10-07 01:04:28,146 - mmaction - INFO - Epoch [253][220/297] lr: 2.409e-04, eta: 0:31:39, time: 1.452, data_time: 0.008, memory: 5820, top1_acc: 0.7887, top5_acc: 0.9180, loss_cls: 0.8379, loss: 0.8379, grad_norm: 3.2380 2020-10-07 01:04:59,300 - mmaction - INFO - Epoch [253][240/297] lr: 2.409e-04, eta: 0:31:00, time: 1.567, data_time: 0.020, memory: 5820, top1_acc: 0.7941, top5_acc: 0.9195, loss_cls: 0.8280, loss: 0.8280, grad_norm: 3.2077 2020-10-07 01:05:27,756 - mmaction - INFO - Epoch [253][260/297] lr: 2.409e-04, eta: 0:30:20, time: 1.426, data_time: 0.011, memory: 5820, top1_acc: 0.7941, top5_acc: 0.9223, loss_cls: 0.8116, loss: 0.8116, grad_norm: 3.2133 2020-10-07 01:05:58,094 - mmaction - INFO - Epoch [253][280/297] lr: 2.409e-04, eta: 0:29:41, time: 1.515, data_time: 0.008, memory: 5820, top1_acc: 0.7922, top5_acc: 0.9207, loss_cls: 0.8116, loss: 0.8116, grad_norm: 3.1794 2020-10-07 01:09:52,993 - mmaction - INFO - Epoch [254][20/297] lr: 1.355e-04, eta: 0:28:30, time: 10.317, data_time: 9.340, memory: 5820, top1_acc: 0.7881, top5_acc: 0.9213, loss_cls: 0.8247, loss: 0.8247, grad_norm: 3.1996 2020-10-07 01:10:23,236 - mmaction - INFO - Epoch [254][40/297] lr: 1.355e-04, eta: 0:27:51, time: 1.526, data_time: 0.768, memory: 5820, top1_acc: 0.7939, top5_acc: 0.9201, loss_cls: 0.8170, loss: 0.8170, grad_norm: 3.1356 2020-10-07 01:10:52,485 - mmaction - INFO - Epoch [254][60/297] lr: 1.355e-04, eta: 0:27:11, time: 1.465, data_time: 0.331, memory: 5820, top1_acc: 0.7896, top5_acc: 0.9232, loss_cls: 0.8189, loss: 0.8189, grad_norm: 3.2148 2020-10-07 01:11:25,051 - mmaction - INFO - Epoch [254][80/297] lr: 1.355e-04, eta: 0:26:32, time: 1.629, data_time: 0.009, memory: 5820, top1_acc: 0.7967, top5_acc: 0.9215, loss_cls: 0.8157, loss: 0.8157, grad_norm: 3.1860 2020-10-07 01:11:51,522 - mmaction - INFO - Epoch [254][100/297] lr: 1.355e-04, eta: 0:25:53, time: 1.323, data_time: 0.008, memory: 5820, top1_acc: 0.7937, top5_acc: 0.9189, loss_cls: 0.8371, loss: 0.8371, grad_norm: 3.1650 2020-10-07 01:12:22,096 - mmaction - INFO - Epoch [254][120/297] lr: 1.355e-04, eta: 0:25:13, time: 1.527, data_time: 0.008, memory: 5820, top1_acc: 0.7979, top5_acc: 0.9209, loss_cls: 0.8024, loss: 0.8024, grad_norm: 3.1295 2020-10-07 01:12:52,017 - mmaction - INFO - Epoch [254][140/297] lr: 1.355e-04, eta: 0:24:34, time: 1.497, data_time: 0.010, memory: 5820, top1_acc: 0.7857, top5_acc: 0.9199, loss_cls: 0.8301, loss: 0.8301, grad_norm: 3.2043 2020-10-07 01:13:21,464 - mmaction - INFO - Epoch [254][160/297] lr: 1.355e-04, eta: 0:23:54, time: 1.471, data_time: 0.008, memory: 5820, top1_acc: 0.7953, top5_acc: 0.9166, loss_cls: 0.8338, loss: 0.8338, grad_norm: 3.2016 2020-10-07 01:13:52,393 - mmaction - INFO - Epoch [254][180/297] lr: 1.355e-04, eta: 0:23:15, time: 1.547, data_time: 0.010, memory: 5820, top1_acc: 0.7963, top5_acc: 0.9178, loss_cls: 0.8178, loss: 0.8178, grad_norm: 3.1022 2020-10-07 01:14:22,542 - mmaction - INFO - Epoch [254][200/297] lr: 1.355e-04, eta: 0:22:36, time: 1.509, data_time: 0.009, memory: 5820, top1_acc: 0.7920, top5_acc: 0.9160, loss_cls: 0.8330, loss: 0.8330, grad_norm: 3.1814 2020-10-07 01:14:52,361 - mmaction - INFO - Epoch [254][220/297] lr: 1.355e-04, eta: 0:21:56, time: 1.491, data_time: 0.007, memory: 5820, top1_acc: 0.7914, top5_acc: 0.9229, loss_cls: 0.8240, loss: 0.8240, grad_norm: 3.1349 2020-10-07 01:15:22,053 - mmaction - INFO - Epoch [254][240/297] lr: 1.355e-04, eta: 0:21:17, time: 1.483, data_time: 0.007, memory: 5820, top1_acc: 0.7822, top5_acc: 0.9207, loss_cls: 0.8601, loss: 0.8601, grad_norm: 3.2271 2020-10-07 01:15:53,435 - mmaction - INFO - Epoch [254][260/297] lr: 1.355e-04, eta: 0:20:38, time: 1.566, data_time: 0.008, memory: 5820, top1_acc: 0.7861, top5_acc: 0.9170, loss_cls: 0.8428, loss: 0.8428, grad_norm: 3.2273 2020-10-07 01:16:21,273 - mmaction - INFO - Epoch [254][280/297] lr: 1.355e-04, eta: 0:19:58, time: 1.387, data_time: 0.011, memory: 5820, top1_acc: 0.7801, top5_acc: 0.9146, loss_cls: 0.8506, loss: 0.8506, grad_norm: 3.1732 2020-10-07 01:19:52,540 - mmaction - INFO - Epoch [255][20/297] lr: 6.024e-05, eta: 0:18:47, time: 9.190, data_time: 7.278, memory: 5820, top1_acc: 0.7879, top5_acc: 0.9195, loss_cls: 0.8250, loss: 0.8250, grad_norm: 3.1785 2020-10-07 01:20:23,289 - mmaction - INFO - Epoch [255][40/297] lr: 6.024e-05, eta: 0:18:07, time: 1.539, data_time: 0.009, memory: 5820, top1_acc: 0.7937, top5_acc: 0.9193, loss_cls: 0.8267, loss: 0.8267, grad_norm: 3.1516 2020-10-07 01:20:51,899 - mmaction - INFO - Epoch [255][60/297] lr: 6.024e-05, eta: 0:17:28, time: 1.430, data_time: 0.007, memory: 5820, top1_acc: 0.7838, top5_acc: 0.9160, loss_cls: 0.8450, loss: 0.8450, grad_norm: 3.2052 2020-10-07 01:21:23,268 - mmaction - INFO - Epoch [255][80/297] lr: 6.024e-05, eta: 0:16:49, time: 1.565, data_time: 0.008, memory: 5820, top1_acc: 0.7770, top5_acc: 0.9088, loss_cls: 0.8851, loss: 0.8851, grad_norm: 3.2598 2020-10-07 01:21:51,642 - mmaction - INFO - Epoch [255][100/297] lr: 6.024e-05, eta: 0:16:09, time: 1.412, data_time: 0.012, memory: 5820, top1_acc: 0.7918, top5_acc: 0.9187, loss_cls: 0.8132, loss: 0.8132, grad_norm: 3.1559 2020-10-07 01:22:21,345 - mmaction - INFO - Epoch [255][120/297] lr: 6.024e-05, eta: 0:15:30, time: 1.495, data_time: 0.018, memory: 5820, top1_acc: 0.7945, top5_acc: 0.9258, loss_cls: 0.8010, loss: 0.8010, grad_norm: 3.1262 2020-10-07 01:22:53,351 - mmaction - INFO - Epoch [255][140/297] lr: 6.024e-05, eta: 0:14:51, time: 1.600, data_time: 0.007, memory: 5820, top1_acc: 0.7895, top5_acc: 0.9264, loss_cls: 0.8017, loss: 0.8017, grad_norm: 3.1679 2020-10-07 01:23:22,126 - mmaction - INFO - Epoch [255][160/297] lr: 6.024e-05, eta: 0:14:11, time: 1.436, data_time: 0.008, memory: 5820, top1_acc: 0.7822, top5_acc: 0.9186, loss_cls: 0.8472, loss: 0.8472, grad_norm: 3.2640 2020-10-07 01:23:51,767 - mmaction - INFO - Epoch [255][180/297] lr: 6.024e-05, eta: 0:13:32, time: 1.484, data_time: 0.011, memory: 5820, top1_acc: 0.7924, top5_acc: 0.9213, loss_cls: 0.8327, loss: 0.8327, grad_norm: 3.1932 2020-10-07 01:24:22,406 - mmaction - INFO - Epoch [255][200/297] lr: 6.024e-05, eta: 0:12:53, time: 1.533, data_time: 0.009, memory: 5820, top1_acc: 0.7904, top5_acc: 0.9154, loss_cls: 0.8354, loss: 0.8354, grad_norm: 3.1753 2020-10-07 01:24:51,743 - mmaction - INFO - Epoch [255][220/297] lr: 6.024e-05, eta: 0:12:13, time: 1.464, data_time: 0.008, memory: 5820, top1_acc: 0.7877, top5_acc: 0.9266, loss_cls: 0.8114, loss: 0.8114, grad_norm: 3.1739 2020-10-07 01:25:21,123 - mmaction - INFO - Epoch [255][240/297] lr: 6.024e-05, eta: 0:11:34, time: 1.472, data_time: 0.011, memory: 5820, top1_acc: 0.7898, top5_acc: 0.9223, loss_cls: 0.8140, loss: 0.8140, grad_norm: 3.1645 2020-10-07 01:25:52,069 - mmaction - INFO - Epoch [255][260/297] lr: 6.024e-05, eta: 0:10:55, time: 1.535, data_time: 0.008, memory: 5820, top1_acc: 0.7951, top5_acc: 0.9205, loss_cls: 0.8116, loss: 0.8116, grad_norm: 3.1650 2020-10-07 01:26:23,134 - mmaction - INFO - Epoch [255][280/297] lr: 6.024e-05, eta: 0:10:16, time: 1.566, data_time: 0.020, memory: 5820, top1_acc: 0.7859, top5_acc: 0.9211, loss_cls: 0.8442, loss: 0.8442, grad_norm: 3.2620 2020-10-07 01:30:14,485 - mmaction - INFO - Epoch [256][20/297] lr: 1.506e-05, eta: 0:09:04, time: 10.328, data_time: 8.887, memory: 5820, top1_acc: 0.7928, top5_acc: 0.9178, loss_cls: 0.8176, loss: 0.8176, grad_norm: 3.1236 2020-10-07 01:30:44,001 - mmaction - INFO - Epoch [256][40/297] lr: 1.506e-05, eta: 0:08:24, time: 1.477, data_time: 0.023, memory: 5820, top1_acc: 0.7943, top5_acc: 0.9215, loss_cls: 0.8116, loss: 0.8116, grad_norm: 3.1598 2020-10-07 01:31:13,369 - mmaction - INFO - Epoch [256][60/297] lr: 1.506e-05, eta: 0:07:45, time: 1.465, data_time: 0.020, memory: 5820, top1_acc: 0.7850, top5_acc: 0.9154, loss_cls: 0.8512, loss: 0.8512, grad_norm: 3.1414 2020-10-07 01:31:43,795 - mmaction - INFO - Epoch [256][80/297] lr: 1.506e-05, eta: 0:07:06, time: 1.525, data_time: 0.011, memory: 5820, top1_acc: 0.7930, top5_acc: 0.9254, loss_cls: 0.8163, loss: 0.8163, grad_norm: 3.2310 2020-10-07 01:32:13,456 - mmaction - INFO - Epoch [256][100/297] lr: 1.506e-05, eta: 0:06:26, time: 1.482, data_time: 0.008, memory: 5820, top1_acc: 0.7895, top5_acc: 0.9186, loss_cls: 0.8398, loss: 0.8398, grad_norm: 3.2253 2020-10-07 01:32:43,064 - mmaction - INFO - Epoch [256][120/297] lr: 1.506e-05, eta: 0:05:47, time: 1.481, data_time: 0.008, memory: 5820, top1_acc: 0.7928, top5_acc: 0.9166, loss_cls: 0.8343, loss: 0.8343, grad_norm: 3.1973 2020-10-07 01:33:12,407 - mmaction - INFO - Epoch [256][140/297] lr: 1.506e-05, eta: 0:05:08, time: 1.467, data_time: 0.007, memory: 5820, top1_acc: 0.7947, top5_acc: 0.9230, loss_cls: 0.8117, loss: 0.8117, grad_norm: 3.1448 2020-10-07 01:33:45,864 - mmaction - INFO - Epoch [256][160/297] lr: 1.506e-05, eta: 0:04:28, time: 1.673, data_time: 0.008, memory: 5820, top1_acc: 0.7881, top5_acc: 0.9166, loss_cls: 0.8391, loss: 0.8391, grad_norm: 3.1416 2020-10-07 01:34:14,863 - mmaction - INFO - Epoch [256][180/297] lr: 1.506e-05, eta: 0:03:49, time: 1.448, data_time: 0.007, memory: 5820, top1_acc: 0.7898, top5_acc: 0.9182, loss_cls: 0.8378, loss: 0.8378, grad_norm: 3.2015 2020-10-07 01:34:45,415 - mmaction - INFO - Epoch [256][200/297] lr: 1.506e-05, eta: 0:03:10, time: 1.529, data_time: 0.009, memory: 5820, top1_acc: 0.8037, top5_acc: 0.9279, loss_cls: 0.7790, loss: 0.7790, grad_norm: 3.1191 2020-10-07 01:35:16,440 - mmaction - INFO - Epoch [256][220/297] lr: 1.506e-05, eta: 0:02:31, time: 1.548, data_time: 0.008, memory: 5820, top1_acc: 0.7916, top5_acc: 0.9232, loss_cls: 0.8324, loss: 0.8324, grad_norm: 3.2024 2020-10-07 01:35:44,917 - mmaction - INFO - Epoch [256][240/297] lr: 1.506e-05, eta: 0:01:51, time: 1.424, data_time: 0.011, memory: 5820, top1_acc: 0.7924, top5_acc: 0.9217, loss_cls: 0.8141, loss: 0.8141, grad_norm: 3.1522 2020-10-07 01:36:15,187 - mmaction - INFO - Epoch [256][260/297] lr: 1.506e-05, eta: 0:01:12, time: 1.517, data_time: 0.012, memory: 5820, top1_acc: 0.7990, top5_acc: 0.9234, loss_cls: 0.8065, loss: 0.8065, grad_norm: 3.1459 2020-10-07 01:36:45,523 - mmaction - INFO - Epoch [256][280/297] lr: 1.506e-05, eta: 0:00:33, time: 1.517, data_time: 0.007, memory: 5820, top1_acc: 0.7943, top5_acc: 0.9211, loss_cls: 0.8127, loss: 0.8127, grad_norm: 3.1903 2020-10-07 01:37:10,913 - mmaction - INFO - Saving checkpoint at 256 epochs 2020-10-07 01:40:30,825 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-07 01:40:31,008 - mmaction - INFO - top1_acc 0.7282 top5_acc 0.9119 2020-10-07 01:40:31,009 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-07 01:40:31,040 - mmaction - INFO - mean_acc 0.7284 2020-10-07 01:40:31,042 - mmaction - INFO - Epoch(val) [256][297] top1_acc: 0.7282, top5_acc: 0.9119, mean_class_accuracy: 0.7284