2021-02-18 12:15:14,343 - mmaction - INFO - Environment info: ------------------------------------------------------------ sys.platform: linux Python: 3.7.7 (default, May 7 2020, 21:25:33) [GCC 7.3.0] CUDA available: True GPU 0,1,2,3,4,5,6,7: Tesla V100-SXM2-32GB CUDA_HOME: /mnt/lustre/share/cuda-10.1 NVCC: Cuda compilation tools, release 10.1, V10.1.243 GCC: gcc (GCC) 5.4.0 PyTorch: 1.6.0 PyTorch compiling details: PyTorch built with: - GCC 7.3 - C++ Version: 201402 - Intel(R) Math Kernel Library Version 2020.0.1 Product Build 20200208 for Intel(R) 64 architecture applications - Intel(R) MKL-DNN v1.5.0 (Git Hash e2ac1fac44c5078ca927cb9b90e1b3066a0b2ed0) - OpenMP 201511 (a.k.a. OpenMP 4.5) - NNPACK is enabled - CPU capability usage: AVX2 - CUDA Runtime 10.1 - NVCC architecture flags: -gencode;arch=compute_37,code=sm_37;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_61,code=sm_61;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_37,code=compute_37 - CuDNN 7.6.3 - Magma 2.5.2 - Build settings: BLAS=MKL, BUILD_TYPE=Release, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -fopenmp -DNDEBUG -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DUSE_VULKAN_WRAPPER -O2 -fPIC -Wno-narrowing -Wall -Wextra -Werror=return-type -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-variable -Wno-unused-function -Wno-unused-result -Wno-unused-local-typedefs -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-stringop-overflow -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Wno-stringop-overflow, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, USE_CUDA=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, USE_STATIC_DISPATCH=OFF, TorchVision: 0.7.0 OpenCV: 4.4.0 MMCV: 1.2.6 MMCV Compiler: GCC 5.4 MMCV CUDA Compiler: 10.1 MMAction2: 0.8.0+52cfdee ------------------------------------------------------------ 2021-02-18 12:15:14,345 - mmaction - INFO - Distributed training: True 2021-02-18 12:15:14,345 - mmaction - INFO - Config: /mnt/lustre/xusu/refactor/debug_scsampler/mmaction2/configs/recognition/slowfast/slowfast_r101_8x8x1_256e_kinetics400_rgb.py model = dict( type='Recognizer3D', backbone=dict( type='ResNet3dSlowFast', pretrained=None, resample_rate=4, # tau speed_ratio=4, # alpha channel_ratio=8, # beta_inv slow_pathway=dict( type='resnet3d', depth=101, pretrained=None, lateral=True, fusion_kernel=7, conv1_kernel=(1, 7, 7), dilations=(1, 1, 1, 1), conv1_stride_t=1, pool1_stride_t=1, inflate=(0, 0, 1, 1), norm_eval=False), fast_pathway=dict( type='resnet3d', depth=101, pretrained=None, lateral=False, base_channels=8, conv1_kernel=(5, 7, 7), conv1_stride_t=1, pool1_stride_t=1, norm_eval=False)), cls_head=dict( type='SlowFastHead', in_channels=2304, # 2048+256 num_classes=400, spatial_type='avg', dropout_ratio=0.5)) train_cfg = None test_cfg = dict(average_clips='prob') dataset_type = 'RawframeDataset' data_root = 'data/kinetics400/rawframes_train' data_root_val = 'data/kinetics400/rawframes_val' ann_file_train = 'data/kinetics400/kinetics400_train_list_rawframes.txt' ann_file_val = 'data/kinetics400/kinetics400_val_list_rawframes.txt' ann_file_test = 'data/kinetics400/kinetics400_val_list_rawframes.txt' img_norm_cfg = dict( mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_bgr=False) mc_cfg = dict( server_list_cfg='/mnt/lustre/share/memcached_client/server_list.conf', client_cfg='/mnt/lustre/share/memcached_client/client.conf', sys_path='/mnt/lustre/share/pymc/py3') train_pipeline = [ dict(type='SampleFrames', clip_len=32, frame_interval=2, num_clips=1), dict(type='RawFrameDecode', io_backend='memcached', decoding_backend='turbojpeg', **mc_cfg), 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=32, frame_interval=2, num_clips=1, test_mode=True), dict(type='RawFrameDecode'), dict(type='Resize', scale=(-1, 256)), dict(type='CenterCrop', crop_size=224), 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=32, frame_interval=2, 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=16, workers_per_gpu=4, 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=0.8, 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, warmup='linear', warmup_by_epoch=True, warmup_iters=34) total_epochs = 256 checkpoint_config = dict(interval=4) workflow = [('train', 1)] evaluation = dict( interval=5, metrics=['top_k_accuracy', 'mean_class_accuracy']) log_config = dict( interval=20, hooks=[ dict(type='TextLoggerHook'), # dict(type='TensorboardLoggerHook'), ]) dist_params = dict(backend='nccl') log_level = 'INFO' work_dir = './work_dirs/slowfast_r101_3d_8x8x1_256e_kinetics400_rgb' load_from = None resume_from = None find_unused_parameters = False 2021-02-18 12:16:36,777 - mmaction - INFO - Start running, host: xusu@SH-IDC1-10-198-8-60, work_dir: /mnt/lustre/xusu/refactor/debug_scsampler/mmaction2/work_dirs/slowfast_r101_3d_8x8x1_256e_kinetics400_rgb 2021-02-18 12:16:36,788 - mmaction - INFO - workflow: [('train', 1)], max: 256 epochs 2021-02-18 12:21:38,025 - mmaction - INFO - Epoch [1][20/470] lr: 8.086e-02, eta: 20 days, 23:03:35, time: 15.054, data_time: 12.415, memory: 25994, top1_acc: 0.0088, top5_acc: 0.0353, loss_cls: 5.9484, loss: 5.9484, grad_norm: 1.5104 2021-02-18 12:22:24,556 - mmaction - INFO - Epoch [1][40/470] lr: 8.176e-02, eta: 12 days, 2:12:27, time: 2.318, data_time: 0.005, memory: 25994, top1_acc: 0.0159, top5_acc: 0.0584, loss_cls: 5.7806, loss: 5.7806, grad_norm: 1.5361 2021-02-18 12:23:09,209 - mmaction - INFO - Epoch [1][60/470] lr: 8.266e-02, eta: 9 days, 2:22:07, time: 2.239, data_time: 0.015, memory: 25994, top1_acc: 0.0209, top5_acc: 0.0657, loss_cls: 5.7289, loss: 5.7289, grad_norm: 1.4366 2021-02-18 12:23:56,907 - mmaction - INFO - Epoch [1][80/470] lr: 8.356e-02, eta: 7 days, 15:41:42, time: 2.389, data_time: 0.008, memory: 25994, top1_acc: 0.0212, top5_acc: 0.0805, loss_cls: 5.6267, loss: 5.6267, grad_norm: 1.3093 2021-02-18 12:24:49,400 - mmaction - INFO - Epoch [1][100/470] lr: 8.446e-02, eta: 6 days, 20:23:22, time: 2.614, data_time: 0.004, memory: 25994, top1_acc: 0.0228, top5_acc: 0.0766, loss_cls: 5.6051, loss: 5.6051, grad_norm: 1.2585 2021-02-18 12:25:37,489 - mmaction - INFO - Epoch [1][120/470] lr: 8.536e-02, eta: 6 days, 6:21:49, time: 2.407, data_time: 0.015, memory: 25994, top1_acc: 0.0230, top5_acc: 0.0827, loss_cls: 5.5698, loss: 5.5698, grad_norm: 1.2147 2021-02-18 12:26:33,948 - mmaction - INFO - Epoch [1][140/470] lr: 8.626e-02, eta: 5 days, 22:20:43, time: 2.827, data_time: 0.015, memory: 25994, top1_acc: 0.0275, top5_acc: 0.0896, loss_cls: 5.5315, loss: 5.5315, grad_norm: 1.1903 2021-02-18 12:27:23,529 - mmaction - INFO - Epoch [1][160/470] lr: 8.716e-02, eta: 5 days, 14:52:12, time: 2.478, data_time: 0.008, memory: 25994, top1_acc: 0.0267, top5_acc: 0.0924, loss_cls: 5.5073, loss: 5.5073, grad_norm: 1.1744 2021-02-18 12:28:37,961 - mmaction - INFO - Epoch [1][180/470] lr: 8.807e-02, eta: 5 days, 13:40:19, time: 3.724, data_time: 0.014, memory: 25994, top1_acc: 0.0252, top5_acc: 0.0949, loss_cls: 5.4872, loss: 5.4872, grad_norm: 1.1303 2021-02-18 12:29:29,021 - mmaction - INFO - Epoch [1][200/470] lr: 8.897e-02, eta: 5 days, 8:46:18, time: 2.544, data_time: 0.007, memory: 25994, top1_acc: 0.0293, top5_acc: 0.1070, loss_cls: 5.4422, loss: 5.4422, grad_norm: 1.1144 2021-02-18 12:30:14,205 - mmaction - INFO - Epoch [1][220/470] lr: 8.987e-02, eta: 5 days, 3:55:44, time: 2.270, data_time: 0.017, memory: 25994, top1_acc: 0.0344, top5_acc: 0.1146, loss_cls: 5.4176, loss: 5.4176, grad_norm: 1.1002 2021-02-18 12:31:11,404 - mmaction - INFO - Epoch [1][240/470] lr: 9.077e-02, eta: 5 days, 1:30:46, time: 2.853, data_time: 0.010, memory: 25994, top1_acc: 0.0349, top5_acc: 0.1092, loss_cls: 5.4198, loss: 5.4198, grad_norm: 1.0676 2021-02-18 12:32:00,082 - mmaction - INFO - Epoch [1][260/470] lr: 9.167e-02, eta: 4 days, 22:23:22, time: 2.433, data_time: 0.017, memory: 25994, top1_acc: 0.0359, top5_acc: 0.1154, loss_cls: 5.3762, loss: 5.3762, grad_norm: 1.0478 2021-02-18 12:32:44,877 - mmaction - INFO - Epoch [1][280/470] lr: 9.257e-02, eta: 4 days, 19:13:46, time: 2.232, data_time: 0.020, memory: 25994, top1_acc: 0.0364, top5_acc: 0.1157, loss_cls: 5.3810, loss: 5.3810, grad_norm: 1.0515 2021-02-18 12:33:36,599 - mmaction - INFO - Epoch [1][300/470] lr: 9.347e-02, eta: 4 days, 17:18:50, time: 2.602, data_time: 0.023, memory: 25994, top1_acc: 0.0394, top5_acc: 0.1251, loss_cls: 5.3322, loss: 5.3322, grad_norm: 1.0503 2021-02-18 12:34:22,489 - mmaction - INFO - Epoch [1][320/470] lr: 9.437e-02, eta: 4 days, 14:59:26, time: 2.293, data_time: 0.009, memory: 25994, top1_acc: 0.0403, top5_acc: 0.1233, loss_cls: 5.3454, loss: 5.3454, grad_norm: 1.0110 2021-02-18 12:35:07,540 - mmaction - INFO - Epoch [1][340/470] lr: 9.527e-02, eta: 4 days, 12:51:39, time: 2.253, data_time: 0.007, memory: 25994, top1_acc: 0.0387, top5_acc: 0.1232, loss_cls: 5.3284, loss: 5.3284, grad_norm: 0.9936 2021-02-18 12:35:57,852 - mmaction - INFO - Epoch [1][360/470] lr: 9.618e-02, eta: 4 days, 11:27:16, time: 2.516, data_time: 0.006, memory: 25994, top1_acc: 0.0427, top5_acc: 0.1316, loss_cls: 5.3067, loss: 5.3067, grad_norm: 0.9956 2021-02-18 12:36:48,817 - mmaction - INFO - Epoch [1][380/470] lr: 9.708e-02, eta: 4 days, 10:14:36, time: 2.544, data_time: 0.006, memory: 25994, top1_acc: 0.0443, top5_acc: 0.1312, loss_cls: 5.3004, loss: 5.3004, grad_norm: 0.9752 2021-02-18 12:37:34,769 - mmaction - INFO - Epoch [1][400/470] lr: 9.798e-02, eta: 4 days, 8:45:06, time: 2.304, data_time: 0.009, memory: 25994, top1_acc: 0.0466, top5_acc: 0.1370, loss_cls: 5.2734, loss: 5.2734, grad_norm: 0.9850 2021-02-18 12:38:24,066 - mmaction - INFO - Epoch [1][420/470] lr: 9.888e-02, eta: 4 days, 7:38:51, time: 2.460, data_time: 0.007, memory: 25994, top1_acc: 0.0439, top5_acc: 0.1381, loss_cls: 5.2930, loss: 5.2930, grad_norm: 0.9952 2021-02-18 12:39:15,359 - mmaction - INFO - Epoch [1][440/470] lr: 9.978e-02, eta: 4 days, 6:48:33, time: 2.570, data_time: 0.012, memory: 25994, top1_acc: 0.0442, top5_acc: 0.1393, loss_cls: 5.2717, loss: 5.2717, grad_norm: 0.9431 2021-02-18 12:40:06,014 - mmaction - INFO - Epoch [1][460/470] lr: 1.007e-01, eta: 4 days, 5:59:04, time: 2.530, data_time: 0.006, memory: 25994, top1_acc: 0.0515, top5_acc: 0.1397, loss_cls: 5.2710, loss: 5.2710, grad_norm: 0.9501 2021-02-18 12:45:39,084 - mmaction - INFO - Epoch [2][20/470] lr: 1.020e-01, eta: 4 days, 19:34:42, time: 14.619, data_time: 12.253, memory: 25994, top1_acc: 0.0455, top5_acc: 0.1392, loss_cls: 5.2131, loss: 5.2131, grad_norm: 0.9533 2021-02-18 12:46:25,717 - mmaction - INFO - Epoch [2][40/470] lr: 1.029e-01, eta: 4 days, 18:03:59, time: 2.328, data_time: 0.016, memory: 25994, top1_acc: 0.0440, top5_acc: 0.1422, loss_cls: 5.2204, loss: 5.2204, grad_norm: 0.9598 2021-02-18 12:47:10,003 - mmaction - INFO - Epoch [2][60/470] lr: 1.038e-01, eta: 4 days, 16:31:43, time: 2.218, data_time: 0.019, memory: 25994, top1_acc: 0.0496, top5_acc: 0.1494, loss_cls: 5.2085, loss: 5.2085, grad_norm: 0.9475 2021-02-18 12:48:16,636 - mmaction - INFO - Epoch [2][80/470] lr: 1.047e-01, eta: 4 days, 16:27:14, time: 3.336, data_time: 0.012, memory: 25994, top1_acc: 0.0478, top5_acc: 0.1472, loss_cls: 5.1994, loss: 5.1994, grad_norm: 0.9055 2021-02-18 12:49:03,457 - mmaction - INFO - Epoch [2][100/470] lr: 1.056e-01, eta: 4 days, 15:12:49, time: 2.333, data_time: 0.014, memory: 25994, top1_acc: 0.0498, top5_acc: 0.1492, loss_cls: 5.1744, loss: 5.1744, grad_norm: 0.9250 2021-02-18 12:49:47,949 - mmaction - INFO - Epoch [2][120/470] lr: 1.065e-01, eta: 4 days, 13:56:01, time: 2.225, data_time: 0.019, memory: 25994, top1_acc: 0.0468, top5_acc: 0.1516, loss_cls: 5.1684, loss: 5.1684, grad_norm: 0.9531 2021-02-18 12:50:58,997 - mmaction - INFO - Epoch [2][140/470] lr: 1.074e-01, eta: 4 days, 14:11:25, time: 3.558, data_time: 0.027, memory: 25994, top1_acc: 0.0501, top5_acc: 0.1557, loss_cls: 5.1699, loss: 5.1699, grad_norm: 0.9645 2021-02-18 12:51:44,758 - mmaction - INFO - Epoch [2][160/470] lr: 1.083e-01, eta: 4 days, 13:05:36, time: 2.292, data_time: 0.011, memory: 25994, top1_acc: 0.0523, top5_acc: 0.1594, loss_cls: 5.1532, loss: 5.1532, grad_norm: 0.9437 2021-02-18 12:52:37,056 - mmaction - INFO - Epoch [2][180/470] lr: 1.092e-01, eta: 4 days, 12:23:03, time: 2.606, data_time: 0.002, memory: 25994, top1_acc: 0.0532, top5_acc: 0.1574, loss_cls: 5.1583, loss: 5.1583, grad_norm: 0.9055 2021-02-18 12:53:27,006 - mmaction - INFO - Epoch [2][200/470] lr: 1.101e-01, eta: 4 days, 11:36:39, time: 2.500, data_time: 0.018, memory: 25994, top1_acc: 0.0548, top5_acc: 0.1661, loss_cls: 5.1400, loss: 5.1400, grad_norm: 0.9071 2021-02-18 12:54:14,601 - mmaction - INFO - Epoch [2][220/470] lr: 1.110e-01, eta: 4 days, 10:45:31, time: 2.372, data_time: 0.012, memory: 25994, top1_acc: 0.0550, top5_acc: 0.1618, loss_cls: 5.1293, loss: 5.1293, grad_norm: 0.9400 2021-02-18 12:55:00,884 - mmaction - INFO - Epoch [2][240/470] lr: 1.119e-01, eta: 4 days, 9:54:23, time: 2.321, data_time: 0.021, memory: 25994, top1_acc: 0.0557, top5_acc: 0.1671, loss_cls: 5.0990, loss: 5.0990, grad_norm: 0.9347 2021-02-18 12:55:45,256 - mmaction - INFO - Epoch [2][260/470] lr: 1.128e-01, eta: 4 days, 9:00:37, time: 2.222, data_time: 0.016, memory: 25994, top1_acc: 0.0536, top5_acc: 0.1643, loss_cls: 5.1082, loss: 5.1082, grad_norm: 0.9232 2021-02-18 12:56:31,091 - mmaction - INFO - Epoch [2][280/470] lr: 1.137e-01, eta: 4 days, 8:13:05, time: 2.286, data_time: 0.012, memory: 25994, top1_acc: 0.0594, top5_acc: 0.1729, loss_cls: 5.0732, loss: 5.0732, grad_norm: 0.9109 2021-02-18 12:57:32,511 - mmaction - INFO - Epoch [2][300/470] lr: 1.146e-01, eta: 4 days, 8:08:03, time: 3.061, data_time: 0.018, memory: 25994, top1_acc: 0.0584, top5_acc: 0.1745, loss_cls: 5.0706, loss: 5.0706, grad_norm: 0.9020 2021-02-18 12:58:28,377 - mmaction - INFO - Epoch [2][320/470] lr: 1.155e-01, eta: 4 days, 7:50:15, time: 2.803, data_time: 0.034, memory: 25994, top1_acc: 0.0582, top5_acc: 0.1769, loss_cls: 5.0680, loss: 5.0680, grad_norm: 0.9220 2021-02-18 12:59:16,563 - mmaction - INFO - Epoch [2][340/470] lr: 1.164e-01, eta: 4 days, 7:14:22, time: 2.419, data_time: 0.017, memory: 25994, top1_acc: 0.0565, top5_acc: 0.1668, loss_cls: 5.0824, loss: 5.0824, grad_norm: 0.9425 2021-02-18 13:00:10,832 - mmaction - INFO - Epoch [2][360/470] lr: 1.173e-01, eta: 4 days, 6:54:01, time: 2.707, data_time: 0.003, memory: 25994, top1_acc: 0.0591, top5_acc: 0.1740, loss_cls: 5.0658, loss: 5.0658, grad_norm: 0.8945 2021-02-18 13:01:03,907 - mmaction - INFO - Epoch [2][380/470] lr: 1.182e-01, eta: 4 days, 6:31:53, time: 2.650, data_time: 0.012, memory: 25994, top1_acc: 0.0573, top5_acc: 0.1703, loss_cls: 5.0861, loss: 5.0861, grad_norm: 0.9470 2021-02-18 13:01:54,066 - mmaction - INFO - Epoch [2][400/470] lr: 1.191e-01, eta: 4 days, 6:04:23, time: 2.511, data_time: 0.015, memory: 25994, top1_acc: 0.0573, top5_acc: 0.1807, loss_cls: 5.0263, loss: 5.0263, grad_norm: 0.8985 2021-02-18 13:02:57,354 - mmaction - INFO - Epoch [2][420/470] lr: 1.201e-01, eta: 4 days, 6:07:19, time: 3.165, data_time: 0.018, memory: 25994, top1_acc: 0.0645, top5_acc: 0.1806, loss_cls: 5.0230, loss: 5.0230, grad_norm: 0.8587 2021-02-18 13:03:51,518 - mmaction - INFO - Epoch [2][440/470] lr: 1.210e-01, eta: 4 days, 5:49:25, time: 2.692, data_time: 0.038, memory: 25994, top1_acc: 0.0606, top5_acc: 0.1783, loss_cls: 5.0198, loss: 5.0198, grad_norm: 0.9109 2021-02-18 13:05:03,140 - mmaction - INFO - Epoch [2][460/470] lr: 1.219e-01, eta: 4 days, 6:10:40, time: 3.591, data_time: 0.033, memory: 25994, top1_acc: 0.0612, top5_acc: 0.1869, loss_cls: 5.0233, loss: 5.0233, grad_norm: 0.8822 2021-02-18 13:11:38,274 - mmaction - INFO - Epoch [3][20/470] lr: 1.232e-01, eta: 4 days, 14:37:02, time: 16.877, data_time: 13.681, memory: 25994, top1_acc: 0.0635, top5_acc: 0.1913, loss_cls: 4.9742, loss: 4.9742, grad_norm: 0.8942 2021-02-18 13:12:22,290 - mmaction - INFO - Epoch [3][40/470] lr: 1.241e-01, eta: 4 days, 13:49:59, time: 2.204, data_time: 0.009, memory: 25994, top1_acc: 0.0692, top5_acc: 0.1943, loss_cls: 4.9559, loss: 4.9559, grad_norm: 0.9437 2021-02-18 13:13:08,733 - mmaction - INFO - Epoch [3][60/470] lr: 1.250e-01, eta: 4 days, 13:09:29, time: 2.323, data_time: 0.004, memory: 25994, top1_acc: 0.0660, top5_acc: 0.1920, loss_cls: 4.9660, loss: 4.9660, grad_norm: 0.9106 2021-02-18 13:13:59,248 - mmaction - INFO - Epoch [3][80/470] lr: 1.259e-01, eta: 4 days, 12:38:24, time: 2.524, data_time: 0.003, memory: 25994, top1_acc: 0.0676, top5_acc: 0.1991, loss_cls: 4.9290, loss: 4.9290, grad_norm: 0.9018 2021-02-18 13:14:54,307 - mmaction - INFO - Epoch [3][100/470] lr: 1.268e-01, eta: 4 days, 12:16:58, time: 2.747, data_time: 0.005, memory: 25994, top1_acc: 0.0671, top5_acc: 0.1890, loss_cls: 4.9611, loss: 4.9611, grad_norm: 0.9178 2021-02-18 13:15:45,423 - mmaction - INFO - Epoch [3][120/470] lr: 1.277e-01, eta: 4 days, 11:49:21, time: 2.561, data_time: 0.023, memory: 25994, top1_acc: 0.0678, top5_acc: 0.1962, loss_cls: 4.9329, loss: 4.9329, grad_norm: 0.8892 2021-02-18 13:16:31,700 - mmaction - INFO - Epoch [3][140/470] lr: 1.286e-01, eta: 4 days, 11:13:43, time: 2.316, data_time: 0.007, memory: 25994, top1_acc: 0.0678, top5_acc: 0.1974, loss_cls: 4.9266, loss: 4.9266, grad_norm: 0.9037 2021-02-18 13:17:20,527 - mmaction - INFO - Epoch [3][160/470] lr: 1.295e-01, eta: 4 days, 10:43:53, time: 2.441, data_time: 0.003, memory: 25994, top1_acc: 0.0770, top5_acc: 0.2063, loss_cls: 4.8960, loss: 4.8960, grad_norm: 0.9209 2021-02-18 13:18:07,473 - mmaction - INFO - Epoch [3][180/470] lr: 1.304e-01, eta: 4 days, 10:11:43, time: 2.347, data_time: 0.011, memory: 25994, top1_acc: 0.0685, top5_acc: 0.1991, loss_cls: 4.9141, loss: 4.9141, grad_norm: 0.8865 2021-02-18 13:18:56,624 - mmaction - INFO - Epoch [3][200/470] lr: 1.313e-01, eta: 4 days, 9:44:33, time: 2.458, data_time: 0.004, memory: 25994, top1_acc: 0.0747, top5_acc: 0.2036, loss_cls: 4.8944, loss: 4.8944, grad_norm: 0.9036 2021-02-18 13:19:48,970 - mmaction - INFO - Epoch [3][220/470] lr: 1.322e-01, eta: 4 days, 9:23:45, time: 2.618, data_time: 0.004, memory: 25994, top1_acc: 0.0738, top5_acc: 0.2031, loss_cls: 4.8987, loss: 4.8987, grad_norm: 0.8781 2021-02-18 13:20:38,574 - mmaction - INFO - Epoch [3][240/470] lr: 1.331e-01, eta: 4 days, 8:54:13, time: 2.338, data_time: 0.006, memory: 25994, top1_acc: 0.0717, top5_acc: 0.2008, loss_cls: 4.8962, loss: 4.8962, grad_norm: 0.8601 2021-02-18 13:21:27,239 - mmaction - INFO - Epoch [3][260/470] lr: 1.340e-01, eta: 4 days, 8:33:23, time: 2.572, data_time: 0.146, memory: 25994, top1_acc: 0.0771, top5_acc: 0.2143, loss_cls: 4.8459, loss: 4.8459, grad_norm: 0.9004 2021-02-18 13:22:13,995 - mmaction - INFO - Epoch [3][280/470] lr: 1.349e-01, eta: 4 days, 8:05:34, time: 2.337, data_time: 0.013, memory: 25994, top1_acc: 0.0800, top5_acc: 0.2155, loss_cls: 4.8547, loss: 4.8547, grad_norm: 0.8871 2021-02-18 13:23:01,461 - mmaction - INFO - Epoch [3][300/470] lr: 1.358e-01, eta: 4 days, 7:39:37, time: 2.369, data_time: 0.009, memory: 25994, top1_acc: 0.0719, top5_acc: 0.2019, loss_cls: 4.9007, loss: 4.9007, grad_norm: 0.9138 2021-02-18 13:23:47,617 - mmaction - INFO - Epoch [3][320/470] lr: 1.367e-01, eta: 4 days, 7:12:46, time: 2.314, data_time: 0.013, memory: 25994, top1_acc: 0.0774, top5_acc: 0.2120, loss_cls: 4.8483, loss: 4.8483, grad_norm: 0.8640 2021-02-18 13:24:34,244 - mmaction - INFO - Epoch [3][340/470] lr: 1.376e-01, eta: 4 days, 6:47:19, time: 2.333, data_time: 0.009, memory: 25994, top1_acc: 0.0766, top5_acc: 0.2132, loss_cls: 4.8425, loss: 4.8425, grad_norm: 0.8459 2021-02-18 13:25:18,628 - mmaction - INFO - Epoch [3][360/470] lr: 1.385e-01, eta: 4 days, 6:19:04, time: 2.217, data_time: 0.003, memory: 25994, top1_acc: 0.0797, top5_acc: 0.2136, loss_cls: 4.8369, loss: 4.8369, grad_norm: 0.8848 2021-02-18 13:26:05,201 - mmaction - INFO - Epoch [3][380/470] lr: 1.394e-01, eta: 4 days, 5:55:03, time: 2.330, data_time: 0.006, memory: 25994, top1_acc: 0.0711, top5_acc: 0.2103, loss_cls: 4.8565, loss: 4.8565, grad_norm: 0.8771 2021-02-18 13:26:51,187 - mmaction - INFO - Epoch [3][400/470] lr: 1.403e-01, eta: 4 days, 5:30:48, time: 2.298, data_time: 0.005, memory: 25994, top1_acc: 0.0796, top5_acc: 0.2221, loss_cls: 4.8165, loss: 4.8165, grad_norm: 0.8694 2021-02-18 13:27:36,305 - mmaction - INFO - Epoch [3][420/470] lr: 1.412e-01, eta: 4 days, 5:06:00, time: 2.256, data_time: 0.007, memory: 25994, top1_acc: 0.0802, top5_acc: 0.2251, loss_cls: 4.7982, loss: 4.7982, grad_norm: 0.8427 2021-02-18 13:28:21,659 - mmaction - INFO - Epoch [3][440/470] lr: 1.421e-01, eta: 4 days, 4:42:14, time: 2.268, data_time: 0.005, memory: 25994, top1_acc: 0.0853, top5_acc: 0.2278, loss_cls: 4.7769, loss: 4.7769, grad_norm: 0.8899 2021-02-18 13:29:09,367 - mmaction - INFO - Epoch [3][460/470] lr: 1.430e-01, eta: 4 days, 4:22:29, time: 2.386, data_time: 0.005, memory: 25994, top1_acc: 0.0781, top5_acc: 0.2196, loss_cls: 4.8051, loss: 4.8051, grad_norm: 0.8826 2021-02-18 13:34:13,235 - mmaction - INFO - Epoch [4][20/470] lr: 1.443e-01, eta: 4 days, 8:19:22, time: 13.161, data_time: 10.746, memory: 25994, top1_acc: 0.0810, top5_acc: 0.2284, loss_cls: 4.7720, loss: 4.7720, grad_norm: 0.8946 2021-02-18 13:34:57,020 - mmaction - INFO - Epoch [4][40/470] lr: 1.452e-01, eta: 4 days, 7:52:02, time: 2.197, data_time: 0.014, memory: 25994, top1_acc: 0.0835, top5_acc: 0.2275, loss_cls: 4.7800, loss: 4.7800, grad_norm: 0.8772 2021-02-18 13:35:45,432 - mmaction - INFO - Epoch [4][60/470] lr: 1.461e-01, eta: 4 days, 7:31:22, time: 2.417, data_time: 0.003, memory: 25994, top1_acc: 0.0847, top5_acc: 0.2339, loss_cls: 4.7501, loss: 4.7501, grad_norm: 0.8451 2021-02-18 13:36:30,604 - mmaction - INFO - Epoch [4][80/470] lr: 1.470e-01, eta: 4 days, 7:07:07, time: 2.263, data_time: 0.007, memory: 25994, top1_acc: 0.0855, top5_acc: 0.2354, loss_cls: 4.7405, loss: 4.7405, grad_norm: 0.8543 2021-02-18 13:37:17,026 - mmaction - INFO - Epoch [4][100/470] lr: 1.479e-01, eta: 4 days, 6:44:58, time: 2.319, data_time: 0.004, memory: 25994, top1_acc: 0.0855, top5_acc: 0.2393, loss_cls: 4.7609, loss: 4.7609, grad_norm: 0.8868 2021-02-18 13:38:02,877 - mmaction - INFO - Epoch [4][120/470] lr: 1.488e-01, eta: 4 days, 6:22:41, time: 2.293, data_time: 0.008, memory: 25994, top1_acc: 0.0895, top5_acc: 0.2404, loss_cls: 4.7283, loss: 4.7283, grad_norm: 0.8474 2021-02-18 13:38:59,284 - mmaction - INFO - Epoch [4][140/470] lr: 1.497e-01, eta: 4 days, 6:14:25, time: 2.819, data_time: 0.005, memory: 25994, top1_acc: 0.0859, top5_acc: 0.2327, loss_cls: 4.7263, loss: 4.7263, grad_norm: 0.8437 2021-02-18 13:39:44,137 - mmaction - INFO - Epoch [4][160/470] lr: 1.506e-01, eta: 4 days, 5:51:42, time: 2.239, data_time: 0.007, memory: 25994, top1_acc: 0.0941, top5_acc: 0.2421, loss_cls: 4.7192, loss: 4.7192, grad_norm: 0.8639 2021-02-18 13:40:40,267 - mmaction - INFO - Epoch [4][180/470] lr: 1.515e-01, eta: 4 days, 5:43:44, time: 2.809, data_time: 0.019, memory: 25994, top1_acc: 0.0857, top5_acc: 0.2369, loss_cls: 4.7301, loss: 4.7301, grad_norm: 0.8557 2021-02-18 13:41:36,594 - mmaction - INFO - Epoch [4][200/470] lr: 1.524e-01, eta: 4 days, 5:35:59, time: 2.811, data_time: 0.048, memory: 25994, top1_acc: 0.0903, top5_acc: 0.2398, loss_cls: 4.7211, loss: 4.7211, grad_norm: 0.8420 2021-02-18 13:42:34,387 - mmaction - INFO - Epoch [4][220/470] lr: 1.533e-01, eta: 4 days, 5:30:31, time: 2.899, data_time: 0.015, memory: 25994, top1_acc: 0.0919, top5_acc: 0.2494, loss_cls: 4.6983, loss: 4.6983, grad_norm: 0.8697 2021-02-18 13:43:19,514 - mmaction - INFO - Epoch [4][240/470] lr: 1.542e-01, eta: 4 days, 5:09:42, time: 2.253, data_time: 0.002, memory: 25994, top1_acc: 0.0897, top5_acc: 0.2479, loss_cls: 4.7014, loss: 4.7014, grad_norm: 0.8789 2021-02-18 13:44:11,096 - mmaction - INFO - Epoch [4][260/470] lr: 1.551e-01, eta: 4 days, 4:57:08, time: 2.582, data_time: 0.014, memory: 25994, top1_acc: 0.0868, top5_acc: 0.2397, loss_cls: 4.7034, loss: 4.7034, grad_norm: 0.8308 2021-02-18 13:44:59,969 - mmaction - INFO - Epoch [4][280/470] lr: 1.560e-01, eta: 4 days, 4:41:33, time: 2.441, data_time: 0.014, memory: 25994, top1_acc: 0.0927, top5_acc: 0.2538, loss_cls: 4.6459, loss: 4.6459, grad_norm: 0.8821 2021-02-18 13:45:57,732 - mmaction - INFO - Epoch [4][300/470] lr: 1.569e-01, eta: 4 days, 4:36:28, time: 2.880, data_time: 0.020, memory: 25994, top1_acc: 0.0946, top5_acc: 0.2568, loss_cls: 4.6573, loss: 4.6573, grad_norm: 0.8549 2021-02-18 13:46:42,129 - mmaction - INFO - Epoch [4][320/470] lr: 1.578e-01, eta: 4 days, 4:16:39, time: 2.231, data_time: 0.018, memory: 25994, top1_acc: 0.0895, top5_acc: 0.2492, loss_cls: 4.6822, loss: 4.6822, grad_norm: 0.8669 2021-02-18 13:47:28,586 - mmaction - INFO - Epoch [4][340/470] lr: 1.587e-01, eta: 4 days, 3:59:18, time: 2.321, data_time: 0.017, memory: 25994, top1_acc: 0.0995, top5_acc: 0.2591, loss_cls: 4.6406, loss: 4.6406, grad_norm: 0.8288 2021-02-18 13:49:38,580 - mmaction - INFO - Epoch [4][360/470] lr: 1.597e-01, eta: 4 days, 5:15:32, time: 6.496, data_time: 0.007, memory: 25994, top1_acc: 0.0993, top5_acc: 0.2659, loss_cls: 4.6168, loss: 4.6168, grad_norm: 0.8428 2021-02-18 13:50:30,918 - mmaction - INFO - Epoch [4][380/470] lr: 1.606e-01, eta: 4 days, 5:04:23, time: 2.616, data_time: 0.012, memory: 25994, top1_acc: 0.1032, top5_acc: 0.2611, loss_cls: 4.6418, loss: 4.6418, grad_norm: 0.8755 2021-02-18 13:51:57,762 - mmaction - INFO - Epoch [4][400/470] lr: 1.615e-01, eta: 4 days, 5:31:17, time: 4.349, data_time: 0.017, memory: 25994, top1_acc: 0.1006, top5_acc: 0.2691, loss_cls: 4.6139, loss: 4.6139, grad_norm: 0.8723 2021-02-18 13:52:42,293 - mmaction - INFO - Epoch [4][420/470] lr: 1.624e-01, eta: 4 days, 5:11:40, time: 2.223, data_time: 0.006, memory: 25994, top1_acc: 0.0949, top5_acc: 0.2573, loss_cls: 4.6372, loss: 4.6372, grad_norm: 0.8588 2021-02-18 13:53:26,080 - mmaction - INFO - Epoch [4][440/470] lr: 1.633e-01, eta: 4 days, 4:51:48, time: 2.192, data_time: 0.009, memory: 25994, top1_acc: 0.1026, top5_acc: 0.2650, loss_cls: 4.6000, loss: 4.6000, grad_norm: 0.8461 2021-02-18 13:54:18,342 - mmaction - INFO - Epoch [4][460/470] lr: 1.642e-01, eta: 4 days, 4:41:15, time: 2.613, data_time: 0.005, memory: 25994, top1_acc: 0.1014, top5_acc: 0.2614, loss_cls: 4.6038, loss: 4.6038, grad_norm: 0.8672 2021-02-18 13:55:00,377 - mmaction - INFO - Saving checkpoint at 4 epochs 2021-02-18 14:00:10,443 - mmaction - INFO - Epoch [5][20/470] lr: 1.655e-01, eta: 4 days, 8:24:37, time: 15.415, data_time: 13.059, memory: 25994, top1_acc: 0.1026, top5_acc: 0.2654, loss_cls: 4.6005, loss: 4.6005, grad_norm: 0.8424 2021-02-18 14:00:54,405 - mmaction - INFO - Epoch [5][40/470] lr: 1.664e-01, eta: 4 days, 8:03:25, time: 2.194, data_time: 0.003, memory: 25994, top1_acc: 0.1053, top5_acc: 0.2714, loss_cls: 4.5776, loss: 4.5776, grad_norm: 0.8449 2021-02-18 14:06:00,493 - mmaction - INFO - Epoch [5][60/470] lr: 1.673e-01, eta: 4 days, 12:09:06, time: 15.295, data_time: 0.010, memory: 25994, top1_acc: 0.1074, top5_acc: 0.2733, loss_cls: 4.5393, loss: 4.5393, grad_norm: 0.8604 2021-02-18 14:06:53,519 - mmaction - INFO - Epoch [5][80/470] lr: 1.682e-01, eta: 4 days, 11:55:20, time: 2.660, data_time: 0.018, memory: 25994, top1_acc: 0.1070, top5_acc: 0.2747, loss_cls: 4.5576, loss: 4.5576, grad_norm: 0.8584 2021-02-18 14:07:40,282 - mmaction - INFO - Epoch [5][100/470] lr: 1.691e-01, eta: 4 days, 11:35:27, time: 2.340, data_time: 0.009, memory: 25994, top1_acc: 0.1062, top5_acc: 0.2715, loss_cls: 4.5582, loss: 4.5582, grad_norm: 0.8758 2021-02-18 14:08:28,545 - mmaction - INFO - Epoch [5][120/470] lr: 1.700e-01, eta: 4 days, 11:17:27, time: 2.415, data_time: 0.007, memory: 25994, top1_acc: 0.1111, top5_acc: 0.2811, loss_cls: 4.5274, loss: 4.5274, grad_norm: 0.8588 2021-02-18 14:09:17,910 - mmaction - INFO - Epoch [5][140/470] lr: 1.709e-01, eta: 4 days, 11:00:47, time: 2.466, data_time: 0.074, memory: 25994, top1_acc: 0.1093, top5_acc: 0.2785, loss_cls: 4.5540, loss: 4.5540, grad_norm: 0.8649 2021-02-18 14:10:02,091 - mmaction - INFO - Epoch [5][160/470] lr: 1.718e-01, eta: 4 days, 10:39:29, time: 2.210, data_time: 0.016, memory: 25994, top1_acc: 0.1049, top5_acc: 0.2797, loss_cls: 4.5401, loss: 4.5401, grad_norm: 0.8556 2021-02-18 14:10:46,218 - mmaction - INFO - Epoch [5][180/470] lr: 1.727e-01, eta: 4 days, 10:18:29, time: 2.206, data_time: 0.006, memory: 25994, top1_acc: 0.1102, top5_acc: 0.2800, loss_cls: 4.5219, loss: 4.5219, grad_norm: 0.8340 2021-02-18 14:11:32,890 - mmaction - INFO - Epoch [5][200/470] lr: 1.736e-01, eta: 4 days, 10:00:20, time: 2.335, data_time: 0.006, memory: 25994, top1_acc: 0.1183, top5_acc: 0.2925, loss_cls: 4.4799, loss: 4.4799, grad_norm: 0.8562 2021-02-18 14:12:18,260 - mmaction - INFO - Epoch [5][220/470] lr: 1.745e-01, eta: 4 days, 9:41:15, time: 2.268, data_time: 0.012, memory: 25994, top1_acc: 0.1125, top5_acc: 0.2835, loss_cls: 4.5019, loss: 4.5019, grad_norm: 0.8607 2021-02-18 14:13:09,071 - mmaction - INFO - Epoch [5][240/470] lr: 1.754e-01, eta: 4 days, 9:27:33, time: 2.539, data_time: 0.007, memory: 25994, top1_acc: 0.1117, top5_acc: 0.2919, loss_cls: 4.4980, loss: 4.4980, grad_norm: 0.8681 2021-02-18 14:13:54,609 - mmaction - INFO - Epoch [5][260/470] lr: 1.763e-01, eta: 4 days, 9:09:19, time: 2.280, data_time: 0.008, memory: 25994, top1_acc: 0.1116, top5_acc: 0.2934, loss_cls: 4.5111, loss: 4.5111, grad_norm: 0.8416 2021-02-18 14:14:39,456 - mmaction - INFO - Epoch [5][280/470] lr: 1.772e-01, eta: 4 days, 8:50:39, time: 2.238, data_time: 0.014, memory: 25994, top1_acc: 0.1207, top5_acc: 0.2964, loss_cls: 4.4563, loss: 4.4563, grad_norm: 0.9065 2021-02-18 14:15:24,950 - mmaction - INFO - Epoch [5][300/470] lr: 1.781e-01, eta: 4 days, 8:33:03, time: 2.279, data_time: 0.009, memory: 25994, top1_acc: 0.1098, top5_acc: 0.2862, loss_cls: 4.4847, loss: 4.4847, grad_norm: 0.8497 2021-02-18 14:16:11,135 - mmaction - INFO - Epoch [5][320/470] lr: 1.790e-01, eta: 4 days, 8:16:17, time: 2.308, data_time: 0.005, memory: 25994, top1_acc: 0.1178, top5_acc: 0.2945, loss_cls: 4.4802, loss: 4.4802, grad_norm: 0.8793 2021-02-18 14:16:57,410 - mmaction - INFO - Epoch [5][340/470] lr: 1.799e-01, eta: 4 days, 7:59:47, time: 2.307, data_time: 0.004, memory: 25994, top1_acc: 0.1169, top5_acc: 0.2897, loss_cls: 4.4983, loss: 4.4983, grad_norm: 0.8886 2021-02-18 14:17:43,402 - mmaction - INFO - Epoch [5][360/470] lr: 1.808e-01, eta: 4 days, 7:43:32, time: 2.305, data_time: 0.012, memory: 25994, top1_acc: 0.1195, top5_acc: 0.2949, loss_cls: 4.4590, loss: 4.4590, grad_norm: 0.8579 2021-02-18 14:18:32,906 - mmaction - INFO - Epoch [5][380/470] lr: 1.817e-01, eta: 4 days, 7:30:31, time: 2.475, data_time: 0.029, memory: 25994, top1_acc: 0.1184, top5_acc: 0.2907, loss_cls: 4.4627, loss: 4.4627, grad_norm: 0.8607 2021-02-18 14:19:29,982 - mmaction - INFO - Epoch [5][400/470] lr: 1.826e-01, eta: 4 days, 7:24:11, time: 2.851, data_time: 0.031, memory: 25994, top1_acc: 0.1231, top5_acc: 0.3118, loss_cls: 4.4001, loss: 4.4001, grad_norm: 0.8803 2021-02-18 14:20:17,091 - mmaction - INFO - Epoch [5][420/470] lr: 1.835e-01, eta: 4 days, 7:09:31, time: 2.357, data_time: 0.037, memory: 25994, top1_acc: 0.1225, top5_acc: 0.2937, loss_cls: 4.4488, loss: 4.4488, grad_norm: 0.8829 2021-02-18 14:21:09,670 - mmaction - INFO - Epoch [5][440/470] lr: 1.844e-01, eta: 4 days, 6:59:30, time: 2.618, data_time: 0.006, memory: 25994, top1_acc: 0.1239, top5_acc: 0.3039, loss_cls: 4.4329, loss: 4.4329, grad_norm: 0.8783 2021-02-18 14:21:55,974 - mmaction - INFO - Epoch [5][460/470] lr: 1.853e-01, eta: 4 days, 6:44:48, time: 2.330, data_time: 0.029, memory: 25994, top1_acc: 0.1179, top5_acc: 0.2949, loss_cls: 4.4503, loss: 4.4503, grad_norm: 0.8597 2021-02-18 14:33:03,401 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-18 14:33:04,188 - mmaction - INFO - top1_acc 0.1102 top5_acc 0.2834 2021-02-18 14:33:04,188 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-18 14:33:04,261 - mmaction - INFO - mean_acc 0.1101 2021-02-18 14:33:04,270 - mmaction - INFO - Epoch(val) [5][470] top1_acc: 0.1102, top5_acc: 0.2834, mean_class_accuracy: 0.1101 2021-02-18 14:37:50,203 - mmaction - INFO - Epoch [6][20/470] lr: 1.866e-01, eta: 4 days, 9:22:17, time: 14.291, data_time: 11.995, memory: 25994, top1_acc: 0.1246, top5_acc: 0.3092, loss_cls: 4.3797, loss: 4.3797, grad_norm: 0.8756 2021-02-18 14:38:53,350 - mmaction - INFO - Epoch [6][40/470] lr: 1.875e-01, eta: 4 days, 9:20:10, time: 3.152, data_time: 0.048, memory: 25994, top1_acc: 0.1282, top5_acc: 0.3090, loss_cls: 4.3832, loss: 4.3832, grad_norm: 0.8751 2021-02-18 14:42:08,234 - mmaction - INFO - Epoch [6][60/470] lr: 1.884e-01, eta: 4 days, 11:05:39, time: 9.750, data_time: 0.018, memory: 25994, top1_acc: 0.1240, top5_acc: 0.3190, loss_cls: 4.3817, loss: 4.3817, grad_norm: 0.8869 2021-02-18 14:42:55,192 - mmaction - INFO - Epoch [6][80/470] lr: 1.893e-01, eta: 4 days, 10:49:33, time: 2.341, data_time: 0.061, memory: 25994, top1_acc: 0.1305, top5_acc: 0.3144, loss_cls: 4.3573, loss: 4.3573, grad_norm: 0.9221 2021-02-18 14:43:41,615 - mmaction - INFO - Epoch [6][100/470] lr: 1.902e-01, eta: 4 days, 10:33:27, time: 2.326, data_time: 0.017, memory: 25994, top1_acc: 0.1319, top5_acc: 0.3182, loss_cls: 4.3664, loss: 4.3664, grad_norm: 0.8908 2021-02-18 14:44:26,622 - mmaction - INFO - Epoch [6][120/470] lr: 1.911e-01, eta: 4 days, 10:16:27, time: 2.254, data_time: 0.007, memory: 25994, top1_acc: 0.1359, top5_acc: 0.3192, loss_cls: 4.3338, loss: 4.3338, grad_norm: 0.8868 2021-02-18 14:45:16,018 - mmaction - INFO - Epoch [6][140/470] lr: 1.920e-01, eta: 4 days, 10:03:05, time: 2.468, data_time: 0.004, memory: 25994, top1_acc: 0.1320, top5_acc: 0.3244, loss_cls: 4.3359, loss: 4.3359, grad_norm: 0.8722 2021-02-18 14:46:00,033 - mmaction - INFO - Epoch [6][160/470] lr: 1.929e-01, eta: 4 days, 9:45:39, time: 2.194, data_time: 0.005, memory: 25994, top1_acc: 0.1310, top5_acc: 0.3216, loss_cls: 4.3485, loss: 4.3485, grad_norm: 0.9057 2021-02-18 14:46:44,495 - mmaction - INFO - Epoch [6][180/470] lr: 1.938e-01, eta: 4 days, 9:29:00, time: 2.229, data_time: 0.015, memory: 25994, top1_acc: 0.1321, top5_acc: 0.3229, loss_cls: 4.3355, loss: 4.3355, grad_norm: 0.8915 2021-02-18 14:48:10,921 - mmaction - INFO - Epoch [6][200/470] lr: 1.947e-01, eta: 4 days, 9:44:50, time: 4.322, data_time: 0.008, memory: 25994, top1_acc: 0.1360, top5_acc: 0.3274, loss_cls: 4.3217, loss: 4.3217, grad_norm: 0.8887 2021-02-18 14:48:59,093 - mmaction - INFO - Epoch [6][220/470] lr: 1.956e-01, eta: 4 days, 9:31:10, time: 2.408, data_time: 0.006, memory: 25994, top1_acc: 0.1330, top5_acc: 0.3209, loss_cls: 4.3255, loss: 4.3255, grad_norm: 0.9034 2021-02-18 14:49:42,596 - mmaction - INFO - Epoch [6][240/470] lr: 1.965e-01, eta: 4 days, 9:14:07, time: 2.171, data_time: 0.005, memory: 25994, top1_acc: 0.1350, top5_acc: 0.3248, loss_cls: 4.3140, loss: 4.3140, grad_norm: 0.8839 2021-02-18 14:50:30,230 - mmaction - INFO - Epoch [6][260/470] lr: 1.974e-01, eta: 4 days, 9:00:29, time: 2.383, data_time: 0.008, memory: 25994, top1_acc: 0.1313, top5_acc: 0.3194, loss_cls: 4.3284, loss: 4.3284, grad_norm: 0.9084 2021-02-18 14:51:16,856 - mmaction - INFO - Epoch [6][280/470] lr: 1.983e-01, eta: 4 days, 8:46:20, time: 2.335, data_time: 0.010, memory: 25994, top1_acc: 0.1312, top5_acc: 0.3268, loss_cls: 4.3064, loss: 4.3064, grad_norm: 0.8798 2021-02-18 14:52:04,971 - mmaction - INFO - Epoch [6][300/470] lr: 1.992e-01, eta: 4 days, 8:33:26, time: 2.406, data_time: 0.004, memory: 25994, top1_acc: 0.1399, top5_acc: 0.3307, loss_cls: 4.3021, loss: 4.3021, grad_norm: 0.8903 2021-02-18 14:52:49,206 - mmaction - INFO - Epoch [6][320/470] lr: 2.001e-01, eta: 4 days, 8:17:52, time: 2.211, data_time: 0.005, memory: 25994, top1_acc: 0.1434, top5_acc: 0.3332, loss_cls: 4.2853, loss: 4.2853, grad_norm: 0.9061 2021-02-18 14:53:34,769 - mmaction - INFO - Epoch [6][340/470] lr: 2.010e-01, eta: 4 days, 8:03:25, time: 2.273, data_time: 0.005, memory: 25994, top1_acc: 0.1328, top5_acc: 0.3289, loss_cls: 4.3063, loss: 4.3063, grad_norm: 0.9119 2021-02-18 14:54:20,322 - mmaction - INFO - Epoch [6][360/470] lr: 2.019e-01, eta: 4 days, 7:49:17, time: 2.281, data_time: 0.012, memory: 25994, top1_acc: 0.1429, top5_acc: 0.3336, loss_cls: 4.3093, loss: 4.3093, grad_norm: 0.8895 2021-02-18 14:55:05,673 - mmaction - INFO - Epoch [6][380/470] lr: 2.028e-01, eta: 4 days, 7:35:10, time: 2.270, data_time: 0.007, memory: 25994, top1_acc: 0.1405, top5_acc: 0.3407, loss_cls: 4.2580, loss: 4.2580, grad_norm: 0.8824 2021-02-18 14:55:53,740 - mmaction - INFO - Epoch [6][400/470] lr: 2.037e-01, eta: 4 days, 7:23:03, time: 2.395, data_time: 0.008, memory: 25994, top1_acc: 0.1471, top5_acc: 0.3438, loss_cls: 4.2544, loss: 4.2544, grad_norm: 0.9112 2021-02-18 14:56:38,595 - mmaction - INFO - Epoch [6][420/470] lr: 2.046e-01, eta: 4 days, 7:09:05, time: 2.252, data_time: 0.013, memory: 25994, top1_acc: 0.1430, top5_acc: 0.3431, loss_cls: 4.2595, loss: 4.2595, grad_norm: 0.8992 2021-02-18 14:57:34,990 - mmaction - INFO - Epoch [6][440/470] lr: 2.055e-01, eta: 4 days, 7:03:14, time: 2.818, data_time: 0.018, memory: 25994, top1_acc: 0.1431, top5_acc: 0.3382, loss_cls: 4.2622, loss: 4.2622, grad_norm: 0.9011 2021-02-18 14:58:21,453 - mmaction - INFO - Epoch [6][460/470] lr: 2.064e-01, eta: 4 days, 6:50:36, time: 2.325, data_time: 0.007, memory: 25994, top1_acc: 0.1440, top5_acc: 0.3470, loss_cls: 4.2146, loss: 4.2146, grad_norm: 0.9248 2021-02-18 15:03:29,810 - mmaction - INFO - Epoch [7][20/470] lr: 2.076e-01, eta: 4 days, 8:49:11, time: 13.441, data_time: 10.504, memory: 25994, top1_acc: 0.1431, top5_acc: 0.3534, loss_cls: 4.2015, loss: 4.2015, grad_norm: 0.8934 2021-02-18 15:04:21,199 - mmaction - INFO - Epoch [7][40/470] lr: 2.085e-01, eta: 4 days, 8:39:17, time: 2.567, data_time: 0.007, memory: 25994, top1_acc: 0.1488, top5_acc: 0.3591, loss_cls: 4.1761, loss: 4.1761, grad_norm: 0.9259 2021-02-18 15:05:22,004 - mmaction - INFO - Epoch [7][60/470] lr: 2.094e-01, eta: 4 days, 8:36:02, time: 3.047, data_time: 0.024, memory: 25994, top1_acc: 0.1531, top5_acc: 0.3555, loss_cls: 4.1724, loss: 4.1724, grad_norm: 0.9212 2021-02-18 15:06:16,634 - mmaction - INFO - Epoch [7][80/470] lr: 2.103e-01, eta: 4 days, 8:28:22, time: 2.717, data_time: 0.071, memory: 25994, top1_acc: 0.1515, top5_acc: 0.3481, loss_cls: 4.2232, loss: 4.2232, grad_norm: 0.9129 2021-02-18 15:07:08,429 - mmaction - INFO - Epoch [7][100/470] lr: 2.112e-01, eta: 4 days, 8:19:16, time: 2.604, data_time: 0.024, memory: 25994, top1_acc: 0.1474, top5_acc: 0.3539, loss_cls: 4.1789, loss: 4.1789, grad_norm: 0.9019 2021-02-18 15:07:56,858 - mmaction - INFO - Epoch [7][120/470] lr: 2.121e-01, eta: 4 days, 8:07:48, time: 2.418, data_time: 0.004, memory: 25994, top1_acc: 0.1510, top5_acc: 0.3533, loss_cls: 4.2029, loss: 4.2029, grad_norm: 0.9299 2021-02-18 15:08:50,295 - mmaction - INFO - Epoch [7][140/470] lr: 2.130e-01, eta: 4 days, 7:59:52, time: 2.674, data_time: 0.013, memory: 25994, top1_acc: 0.1576, top5_acc: 0.3647, loss_cls: 4.1376, loss: 4.1376, grad_norm: 0.8887 2021-02-18 15:09:33,876 - mmaction - INFO - Epoch [7][160/470] lr: 2.139e-01, eta: 4 days, 7:45:34, time: 2.182, data_time: 0.006, memory: 25994, top1_acc: 0.1531, top5_acc: 0.3616, loss_cls: 4.1713, loss: 4.1713, grad_norm: 0.9152 2021-02-18 15:10:24,433 - mmaction - INFO - Epoch [7][180/470] lr: 2.148e-01, eta: 4 days, 7:35:56, time: 2.527, data_time: 0.002, memory: 25994, top1_acc: 0.1588, top5_acc: 0.3682, loss_cls: 4.1414, loss: 4.1414, grad_norm: 0.9111 2021-02-18 15:11:10,561 - mmaction - INFO - Epoch [7][200/470] lr: 2.157e-01, eta: 4 days, 7:23:34, time: 2.305, data_time: 0.006, memory: 25994, top1_acc: 0.1525, top5_acc: 0.3622, loss_cls: 4.1593, loss: 4.1593, grad_norm: 0.9197 2021-02-18 15:11:55,225 - mmaction - INFO - Epoch [7][220/470] lr: 2.166e-01, eta: 4 days, 7:10:25, time: 2.233, data_time: 0.006, memory: 25994, top1_acc: 0.1576, top5_acc: 0.3632, loss_cls: 4.1633, loss: 4.1633, grad_norm: 0.9375 2021-02-18 15:12:39,537 - mmaction - INFO - Epoch [7][240/470] lr: 2.175e-01, eta: 4 days, 6:57:13, time: 2.217, data_time: 0.007, memory: 25994, top1_acc: 0.1521, top5_acc: 0.3600, loss_cls: 4.1643, loss: 4.1643, grad_norm: 0.9087 2021-02-18 15:13:27,537 - mmaction - INFO - Epoch [7][260/470] lr: 2.184e-01, eta: 4 days, 6:46:26, time: 2.394, data_time: 0.004, memory: 25994, top1_acc: 0.1577, top5_acc: 0.3635, loss_cls: 4.1536, loss: 4.1536, grad_norm: 0.9068 2021-02-18 15:14:13,768 - mmaction - INFO - Epoch [7][280/470] lr: 2.193e-01, eta: 4 days, 6:34:51, time: 2.319, data_time: 0.010, memory: 25994, top1_acc: 0.1569, top5_acc: 0.3619, loss_cls: 4.1303, loss: 4.1303, grad_norm: 0.9213 2021-02-18 15:15:00,600 - mmaction - INFO - Epoch [7][300/470] lr: 2.202e-01, eta: 4 days, 6:23:38, time: 2.339, data_time: 0.003, memory: 25994, top1_acc: 0.1583, top5_acc: 0.3714, loss_cls: 4.1059, loss: 4.1059, grad_norm: 0.9201 2021-02-18 15:15:51,415 - mmaction - INFO - Epoch [7][320/470] lr: 2.211e-01, eta: 4 days, 6:14:57, time: 2.531, data_time: 0.004, memory: 25994, top1_acc: 0.1564, top5_acc: 0.3630, loss_cls: 4.1415, loss: 4.1415, grad_norm: 0.9130 2021-02-18 15:16:40,888 - mmaction - INFO - Epoch [7][340/470] lr: 2.220e-01, eta: 4 days, 6:05:46, time: 2.484, data_time: 0.026, memory: 25994, top1_acc: 0.1589, top5_acc: 0.3722, loss_cls: 4.1163, loss: 4.1163, grad_norm: 0.8990 2021-02-18 15:17:26,416 - mmaction - INFO - Epoch [7][360/470] lr: 2.229e-01, eta: 4 days, 5:54:09, time: 2.276, data_time: 0.005, memory: 25994, top1_acc: 0.1621, top5_acc: 0.3769, loss_cls: 4.0936, loss: 4.0936, grad_norm: 0.9194 2021-02-18 15:18:12,713 - mmaction - INFO - Epoch [7][380/470] lr: 2.238e-01, eta: 4 days, 5:43:07, time: 2.314, data_time: 0.009, memory: 25994, top1_acc: 0.1610, top5_acc: 0.3703, loss_cls: 4.1256, loss: 4.1256, grad_norm: 0.9143 2021-02-18 15:19:02,922 - mmaction - INFO - Epoch [7][400/470] lr: 2.247e-01, eta: 4 days, 5:34:38, time: 2.513, data_time: 0.006, memory: 25994, top1_acc: 0.1685, top5_acc: 0.3796, loss_cls: 4.0468, loss: 4.0468, grad_norm: 0.9208 2021-02-18 15:19:49,262 - mmaction - INFO - Epoch [7][420/470] lr: 2.256e-01, eta: 4 days, 5:23:55, time: 2.319, data_time: 0.004, memory: 25994, top1_acc: 0.1598, top5_acc: 0.3657, loss_cls: 4.1266, loss: 4.1266, grad_norm: 0.9234 2021-02-18 15:20:36,669 - mmaction - INFO - Epoch [7][440/470] lr: 2.265e-01, eta: 4 days, 5:13:54, time: 2.368, data_time: 0.002, memory: 25994, top1_acc: 0.1613, top5_acc: 0.3751, loss_cls: 4.0885, loss: 4.0885, grad_norm: 0.9151 2021-02-18 15:21:24,797 - mmaction - INFO - Epoch [7][460/470] lr: 2.274e-01, eta: 4 days, 5:04:26, time: 2.405, data_time: 0.004, memory: 25994, top1_acc: 0.1604, top5_acc: 0.3809, loss_cls: 4.0604, loss: 4.0604, grad_norm: 0.9335 2021-02-18 15:26:16,902 - mmaction - INFO - Epoch [8][20/470] lr: 2.287e-01, eta: 4 days, 6:37:37, time: 12.703, data_time: 10.292, memory: 25994, top1_acc: 0.1654, top5_acc: 0.3857, loss_cls: 4.0290, loss: 4.0290, grad_norm: 0.9328 2021-02-18 15:27:02,535 - mmaction - INFO - Epoch [8][40/470] lr: 2.296e-01, eta: 4 days, 6:26:24, time: 2.289, data_time: 0.015, memory: 25994, top1_acc: 0.1622, top5_acc: 0.3769, loss_cls: 4.0821, loss: 4.0821, grad_norm: 0.9227 2021-02-18 15:27:49,151 - mmaction - INFO - Epoch [8][60/470] lr: 2.305e-01, eta: 4 days, 6:15:47, time: 2.331, data_time: 0.007, memory: 25994, top1_acc: 0.1729, top5_acc: 0.3895, loss_cls: 4.0405, loss: 4.0405, grad_norm: 0.9400 2021-02-18 15:28:33,467 - mmaction - INFO - Epoch [8][80/470] lr: 2.314e-01, eta: 4 days, 6:03:59, time: 2.217, data_time: 0.004, memory: 25994, top1_acc: 0.1730, top5_acc: 0.3952, loss_cls: 3.9764, loss: 3.9764, grad_norm: 0.9206 2021-02-18 15:29:17,650 - mmaction - INFO - Epoch [8][100/470] lr: 2.323e-01, eta: 4 days, 5:52:12, time: 2.208, data_time: 0.005, memory: 25994, top1_acc: 0.1675, top5_acc: 0.3860, loss_cls: 4.0515, loss: 4.0515, grad_norm: 0.9383 2021-02-18 15:30:01,940 - mmaction - INFO - Epoch [8][120/470] lr: 2.332e-01, eta: 4 days, 5:40:35, time: 2.212, data_time: 0.005, memory: 25994, top1_acc: 0.1718, top5_acc: 0.3797, loss_cls: 4.0488, loss: 4.0488, grad_norm: 0.9293 2021-02-18 15:30:47,332 - mmaction - INFO - Epoch [8][140/470] lr: 2.341e-01, eta: 4 days, 5:29:47, time: 2.273, data_time: 0.009, memory: 25994, top1_acc: 0.1760, top5_acc: 0.3964, loss_cls: 4.0181, loss: 4.0181, grad_norm: 0.9299 2021-02-18 15:31:34,780 - mmaction - INFO - Epoch [8][160/470] lr: 2.350e-01, eta: 4 days, 5:20:14, time: 2.371, data_time: 0.006, memory: 25994, top1_acc: 0.1714, top5_acc: 0.3852, loss_cls: 4.0367, loss: 4.0367, grad_norm: 0.9140 2021-02-18 15:32:21,460 - mmaction - INFO - Epoch [8][180/470] lr: 2.359e-01, eta: 4 days, 5:10:22, time: 2.335, data_time: 0.008, memory: 25994, top1_acc: 0.1768, top5_acc: 0.3870, loss_cls: 4.0368, loss: 4.0368, grad_norm: 0.9205 2021-02-18 15:33:06,208 - mmaction - INFO - Epoch [8][200/470] lr: 2.368e-01, eta: 4 days, 4:59:31, time: 2.238, data_time: 0.011, memory: 25994, top1_acc: 0.1702, top5_acc: 0.3793, loss_cls: 4.0500, loss: 4.0500, grad_norm: 0.9321 2021-02-18 15:33:50,911 - mmaction - INFO - Epoch [8][220/470] lr: 2.377e-01, eta: 4 days, 4:48:44, time: 2.233, data_time: 0.003, memory: 25994, top1_acc: 0.1759, top5_acc: 0.4033, loss_cls: 3.9913, loss: 3.9913, grad_norm: 0.9110 2021-02-18 15:34:38,200 - mmaction - INFO - Epoch [8][240/470] lr: 2.386e-01, eta: 4 days, 4:39:30, time: 2.364, data_time: 0.005, memory: 25994, top1_acc: 0.1755, top5_acc: 0.3970, loss_cls: 3.9838, loss: 3.9838, grad_norm: 0.9347 2021-02-18 15:35:25,896 - mmaction - INFO - Epoch [8][260/470] lr: 2.395e-01, eta: 4 days, 4:30:36, time: 2.385, data_time: 0.007, memory: 25994, top1_acc: 0.1764, top5_acc: 0.4027, loss_cls: 3.9740, loss: 3.9740, grad_norm: 0.9300 2021-02-18 15:36:21,163 - mmaction - INFO - Epoch [8][280/470] lr: 2.404e-01, eta: 4 days, 4:25:52, time: 2.760, data_time: 0.005, memory: 25994, top1_acc: 0.1849, top5_acc: 0.4043, loss_cls: 3.9654, loss: 3.9654, grad_norm: 0.9302 2021-02-18 15:37:09,208 - mmaction - INFO - Epoch [8][300/470] lr: 2.413e-01, eta: 4 days, 4:17:19, time: 2.403, data_time: 0.009, memory: 25994, top1_acc: 0.1824, top5_acc: 0.3936, loss_cls: 3.9675, loss: 3.9675, grad_norm: 0.9319 2021-02-18 15:37:58,288 - mmaction - INFO - Epoch [8][320/470] lr: 2.422e-01, eta: 4 days, 4:09:22, time: 2.450, data_time: 0.008, memory: 25994, top1_acc: 0.1788, top5_acc: 0.3929, loss_cls: 3.9949, loss: 3.9949, grad_norm: 0.9526 2021-02-18 15:38:47,290 - mmaction - INFO - Epoch [8][340/470] lr: 2.431e-01, eta: 4 days, 4:01:32, time: 2.455, data_time: 0.014, memory: 25994, top1_acc: 0.1788, top5_acc: 0.3947, loss_cls: 3.9845, loss: 3.9845, grad_norm: 0.9230 2021-02-18 15:39:32,925 - mmaction - INFO - Epoch [8][360/470] lr: 2.440e-01, eta: 4 days, 3:51:56, time: 2.281, data_time: 0.007, memory: 25994, top1_acc: 0.1807, top5_acc: 0.4004, loss_cls: 3.9851, loss: 3.9851, grad_norm: 0.9343 2021-02-18 15:40:18,460 - mmaction - INFO - Epoch [8][380/470] lr: 2.449e-01, eta: 4 days, 3:42:25, time: 2.280, data_time: 0.007, memory: 25994, top1_acc: 0.1781, top5_acc: 0.4009, loss_cls: 3.9649, loss: 3.9649, grad_norm: 0.9276 2021-02-18 15:41:03,833 - mmaction - INFO - Epoch [8][400/470] lr: 2.458e-01, eta: 4 days, 3:32:51, time: 2.267, data_time: 0.005, memory: 25994, top1_acc: 0.1791, top5_acc: 0.4055, loss_cls: 3.9561, loss: 3.9561, grad_norm: 0.9544 2021-02-18 15:41:50,594 - mmaction - INFO - Epoch [8][420/470] lr: 2.467e-01, eta: 4 days, 3:24:01, time: 2.327, data_time: 0.010, memory: 25994, top1_acc: 0.1896, top5_acc: 0.4168, loss_cls: 3.8935, loss: 3.8935, grad_norm: 0.9226 2021-02-18 15:42:37,344 - mmaction - INFO - Epoch [8][440/470] lr: 2.476e-01, eta: 4 days, 3:15:23, time: 2.339, data_time: 0.027, memory: 25994, top1_acc: 0.1876, top5_acc: 0.4086, loss_cls: 3.9571, loss: 3.9571, grad_norm: 0.9448 2021-02-18 15:43:22,032 - mmaction - INFO - Epoch [8][460/470] lr: 2.485e-01, eta: 4 days, 3:05:53, time: 2.246, data_time: 0.017, memory: 25994, top1_acc: 0.1873, top5_acc: 0.4146, loss_cls: 3.9234, loss: 3.9234, grad_norm: 0.9479 2021-02-18 15:43:59,682 - mmaction - INFO - Saving checkpoint at 8 epochs 2021-02-18 15:47:56,802 - mmaction - INFO - Epoch [9][20/470] lr: 2.497e-01, eta: 4 days, 4:18:06, time: 11.767, data_time: 9.381, memory: 25994, top1_acc: 0.1868, top5_acc: 0.4146, loss_cls: 3.9080, loss: 3.9080, grad_norm: 0.9405 2021-02-18 15:48:42,449 - mmaction - INFO - Epoch [9][40/470] lr: 2.506e-01, eta: 4 days, 4:08:43, time: 2.282, data_time: 0.010, memory: 25994, top1_acc: 0.1871, top5_acc: 0.4135, loss_cls: 3.9045, loss: 3.9045, grad_norm: 0.9577 2021-02-18 15:49:28,347 - mmaction - INFO - Epoch [9][60/470] lr: 2.515e-01, eta: 4 days, 3:59:35, time: 2.297, data_time: 0.005, memory: 25994, top1_acc: 0.1905, top5_acc: 0.4229, loss_cls: 3.8804, loss: 3.8804, grad_norm: 0.9514 2021-02-18 15:50:14,477 - mmaction - INFO - Epoch [9][80/470] lr: 2.524e-01, eta: 4 days, 3:50:38, time: 2.306, data_time: 0.004, memory: 25994, top1_acc: 0.2000, top5_acc: 0.4306, loss_cls: 3.8386, loss: 3.8386, grad_norm: 0.9455 2021-02-18 15:50:59,049 - mmaction - INFO - Epoch [9][100/470] lr: 2.533e-01, eta: 4 days, 3:40:57, time: 2.226, data_time: 0.003, memory: 25994, top1_acc: 0.1935, top5_acc: 0.4200, loss_cls: 3.8815, loss: 3.8815, grad_norm: 0.9527 2021-02-18 15:51:44,528 - mmaction - INFO - Epoch [9][120/470] lr: 2.542e-01, eta: 4 days, 3:31:53, time: 2.276, data_time: 0.007, memory: 25994, top1_acc: 0.1916, top5_acc: 0.4222, loss_cls: 3.9005, loss: 3.9005, grad_norm: 0.9488 2021-02-18 15:52:28,489 - mmaction - INFO - Epoch [9][140/470] lr: 2.551e-01, eta: 4 days, 3:22:06, time: 2.198, data_time: 0.003, memory: 25994, top1_acc: 0.1953, top5_acc: 0.4283, loss_cls: 3.8592, loss: 3.8592, grad_norm: 0.9208 2021-02-18 15:53:11,953 - mmaction - INFO - Epoch [9][160/470] lr: 2.560e-01, eta: 4 days, 3:12:09, time: 2.171, data_time: 0.005, memory: 25994, top1_acc: 0.1959, top5_acc: 0.4236, loss_cls: 3.8728, loss: 3.8728, grad_norm: 0.9388 2021-02-18 15:53:55,003 - mmaction - INFO - Epoch [9][180/470] lr: 2.569e-01, eta: 4 days, 3:02:08, time: 2.154, data_time: 0.005, memory: 25994, top1_acc: 0.2001, top5_acc: 0.4271, loss_cls: 3.8506, loss: 3.8506, grad_norm: 0.9470 2021-02-18 15:54:39,915 - mmaction - INFO - Epoch [9][200/470] lr: 2.578e-01, eta: 4 days, 2:53:05, time: 2.244, data_time: 0.005, memory: 25994, top1_acc: 0.1947, top5_acc: 0.4222, loss_cls: 3.8598, loss: 3.8598, grad_norm: 0.9425 2021-02-18 15:55:24,369 - mmaction - INFO - Epoch [9][220/470] lr: 2.587e-01, eta: 4 days, 2:43:53, time: 2.219, data_time: 0.004, memory: 25994, top1_acc: 0.1921, top5_acc: 0.4204, loss_cls: 3.8818, loss: 3.8818, grad_norm: 0.9606 2021-02-18 15:56:08,932 - mmaction - INFO - Epoch [9][240/470] lr: 2.596e-01, eta: 4 days, 2:34:53, time: 2.232, data_time: 0.009, memory: 25994, top1_acc: 0.1976, top5_acc: 0.4231, loss_cls: 3.8904, loss: 3.8904, grad_norm: 0.9406 2021-02-18 15:56:53,407 - mmaction - INFO - Epoch [9][260/470] lr: 2.605e-01, eta: 4 days, 2:25:54, time: 2.225, data_time: 0.008, memory: 25994, top1_acc: 0.1925, top5_acc: 0.4231, loss_cls: 3.8708, loss: 3.8708, grad_norm: 0.9399 2021-02-18 15:57:46,288 - mmaction - INFO - Epoch [9][280/470] lr: 2.614e-01, eta: 4 days, 2:21:01, time: 2.644, data_time: 0.005, memory: 25994, top1_acc: 0.2085, top5_acc: 0.4368, loss_cls: 3.8203, loss: 3.8203, grad_norm: 0.9300 2021-02-18 15:58:30,709 - mmaction - INFO - Epoch [9][300/470] lr: 2.623e-01, eta: 4 days, 2:12:08, time: 2.222, data_time: 0.004, memory: 25994, top1_acc: 0.1996, top5_acc: 0.4259, loss_cls: 3.8423, loss: 3.8423, grad_norm: 0.9538 2021-02-18 15:59:15,591 - mmaction - INFO - Epoch [9][320/470] lr: 2.631e-01, eta: 4 days, 2:03:34, time: 2.245, data_time: 0.003, memory: 25994, top1_acc: 0.2007, top5_acc: 0.4296, loss_cls: 3.8484, loss: 3.8484, grad_norm: 0.9455 2021-02-18 16:00:01,052 - mmaction - INFO - Epoch [9][340/470] lr: 2.640e-01, eta: 4 days, 1:55:19, time: 2.271, data_time: 0.002, memory: 25994, top1_acc: 0.2013, top5_acc: 0.4403, loss_cls: 3.7999, loss: 3.7999, grad_norm: 0.9673 2021-02-18 16:00:44,995 - mmaction - INFO - Epoch [9][360/470] lr: 2.649e-01, eta: 4 days, 1:46:27, time: 2.199, data_time: 0.006, memory: 25994, top1_acc: 0.2001, top5_acc: 0.4308, loss_cls: 3.8196, loss: 3.8196, grad_norm: 0.9414 2021-02-18 16:01:30,213 - mmaction - INFO - Epoch [9][380/470] lr: 2.658e-01, eta: 4 days, 1:38:14, time: 2.258, data_time: 0.002, memory: 25994, top1_acc: 0.1965, top5_acc: 0.4284, loss_cls: 3.8584, loss: 3.8584, grad_norm: 0.9367 2021-02-18 16:02:13,261 - mmaction - INFO - Epoch [9][400/470] lr: 2.667e-01, eta: 4 days, 1:29:08, time: 2.156, data_time: 0.006, memory: 25994, top1_acc: 0.2033, top5_acc: 0.4353, loss_cls: 3.8154, loss: 3.8154, grad_norm: 0.9359 2021-02-18 16:02:59,312 - mmaction - INFO - Epoch [9][420/470] lr: 2.676e-01, eta: 4 days, 1:21:28, time: 2.302, data_time: 0.003, memory: 25994, top1_acc: 0.2127, top5_acc: 0.4456, loss_cls: 3.7766, loss: 3.7766, grad_norm: 0.9521 2021-02-18 16:03:46,813 - mmaction - INFO - Epoch [9][440/470] lr: 2.685e-01, eta: 4 days, 1:14:32, time: 2.374, data_time: 0.004, memory: 25994, top1_acc: 0.2044, top5_acc: 0.4373, loss_cls: 3.8137, loss: 3.8137, grad_norm: 0.9347 2021-02-18 16:04:30,811 - mmaction - INFO - Epoch [9][460/470] lr: 2.694e-01, eta: 4 days, 1:06:02, time: 2.198, data_time: 0.004, memory: 25994, top1_acc: 0.2045, top5_acc: 0.4318, loss_cls: 3.7963, loss: 3.7963, grad_norm: 0.9467 2021-02-18 16:09:07,155 - mmaction - INFO - Epoch [10][20/470] lr: 2.706e-01, eta: 4 days, 2:13:35, time: 12.101, data_time: 9.808, memory: 25994, top1_acc: 0.2142, top5_acc: 0.4510, loss_cls: 3.7415, loss: 3.7415, grad_norm: 0.9462 2021-02-18 16:09:50,662 - mmaction - INFO - Epoch [10][40/470] lr: 2.715e-01, eta: 4 days, 2:04:39, time: 2.173, data_time: 0.003, memory: 25994, top1_acc: 0.2112, top5_acc: 0.4456, loss_cls: 3.7559, loss: 3.7559, grad_norm: 0.9631 2021-02-18 16:10:38,557 - mmaction - INFO - Epoch [10][60/470] lr: 2.724e-01, eta: 4 days, 1:57:40, time: 2.381, data_time: 0.011, memory: 25994, top1_acc: 0.2142, top5_acc: 0.4430, loss_cls: 3.7580, loss: 3.7580, grad_norm: 0.9918 2021-02-18 16:11:24,387 - mmaction - INFO - Epoch [10][80/470] lr: 2.733e-01, eta: 4 days, 1:50:06, time: 2.309, data_time: 0.028, memory: 25994, top1_acc: 0.2153, top5_acc: 0.4553, loss_cls: 3.7286, loss: 3.7286, grad_norm: 0.9538 2021-02-18 16:12:08,298 - mmaction - INFO - Epoch [10][100/470] lr: 2.742e-01, eta: 4 days, 1:41:31, time: 2.189, data_time: 0.005, memory: 25994, top1_acc: 0.2188, top5_acc: 0.4509, loss_cls: 3.7096, loss: 3.7096, grad_norm: 0.9743 2021-02-18 16:12:53,665 - mmaction - INFO - Epoch [10][120/470] lr: 2.751e-01, eta: 4 days, 1:33:46, time: 2.273, data_time: 0.011, memory: 25994, top1_acc: 0.2181, top5_acc: 0.4545, loss_cls: 3.7064, loss: 3.7064, grad_norm: 0.9552 2021-02-18 16:13:37,604 - mmaction - INFO - Epoch [10][140/470] lr: 2.760e-01, eta: 4 days, 1:25:25, time: 2.199, data_time: 0.006, memory: 25994, top1_acc: 0.2146, top5_acc: 0.4451, loss_cls: 3.7510, loss: 3.7510, grad_norm: 0.9504 2021-02-18 16:14:26,068 - mmaction - INFO - Epoch [10][160/470] lr: 2.769e-01, eta: 4 days, 1:19:05, time: 2.419, data_time: 0.003, memory: 25994, top1_acc: 0.2104, top5_acc: 0.4524, loss_cls: 3.7416, loss: 3.7416, grad_norm: 0.9695 2021-02-18 16:15:12,931 - mmaction - INFO - Epoch [10][180/470] lr: 2.778e-01, eta: 4 days, 1:12:06, time: 2.341, data_time: 0.008, memory: 25994, top1_acc: 0.2107, top5_acc: 0.4496, loss_cls: 3.7513, loss: 3.7513, grad_norm: 0.9797 2021-02-18 16:16:01,530 - mmaction - INFO - Epoch [10][200/470] lr: 2.787e-01, eta: 4 days, 1:06:01, time: 2.436, data_time: 0.014, memory: 25994, top1_acc: 0.2118, top5_acc: 0.4379, loss_cls: 3.7444, loss: 3.7444, grad_norm: 0.9578 2021-02-18 16:16:49,710 - mmaction - INFO - Epoch [10][220/470] lr: 2.796e-01, eta: 4 days, 0:59:41, time: 2.403, data_time: 0.005, memory: 25994, top1_acc: 0.2157, top5_acc: 0.4506, loss_cls: 3.7282, loss: 3.7282, grad_norm: 0.9569 2021-02-18 16:17:33,429 - mmaction - INFO - Epoch [10][240/470] lr: 2.805e-01, eta: 4 days, 0:51:35, time: 2.192, data_time: 0.010, memory: 25994, top1_acc: 0.2132, top5_acc: 0.4445, loss_cls: 3.7839, loss: 3.7839, grad_norm: 0.9546 2021-02-18 16:18:21,367 - mmaction - INFO - Epoch [10][260/470] lr: 2.814e-01, eta: 4 days, 0:45:18, time: 2.396, data_time: 0.004, memory: 25994, top1_acc: 0.2161, top5_acc: 0.4576, loss_cls: 3.7363, loss: 3.7363, grad_norm: 0.9547 2021-02-18 16:19:07,569 - mmaction - INFO - Epoch [10][280/470] lr: 2.823e-01, eta: 4 days, 0:38:20, time: 2.310, data_time: 0.008, memory: 25994, top1_acc: 0.2175, top5_acc: 0.4508, loss_cls: 3.7220, loss: 3.7220, grad_norm: 0.9555 2021-02-18 16:19:53,503 - mmaction - INFO - Epoch [10][300/470] lr: 2.832e-01, eta: 4 days, 0:31:19, time: 2.297, data_time: 0.006, memory: 25994, top1_acc: 0.2118, top5_acc: 0.4493, loss_cls: 3.7421, loss: 3.7421, grad_norm: 0.9665 2021-02-18 16:20:38,975 - mmaction - INFO - Epoch [10][320/470] lr: 2.841e-01, eta: 4 days, 0:24:06, time: 2.269, data_time: 0.003, memory: 25994, top1_acc: 0.2189, top5_acc: 0.4563, loss_cls: 3.7090, loss: 3.7090, grad_norm: 0.9479 2021-02-18 16:21:24,177 - mmaction - INFO - Epoch [10][340/470] lr: 2.850e-01, eta: 4 days, 0:16:55, time: 2.265, data_time: 0.007, memory: 25994, top1_acc: 0.2285, top5_acc: 0.4654, loss_cls: 3.6652, loss: 3.6652, grad_norm: 0.9411 2021-02-18 16:22:10,151 - mmaction - INFO - Epoch [10][360/470] lr: 2.859e-01, eta: 4 days, 0:10:01, time: 2.293, data_time: 0.002, memory: 25994, top1_acc: 0.2195, top5_acc: 0.4596, loss_cls: 3.7088, loss: 3.7088, grad_norm: 0.9740 2021-02-18 16:23:07,515 - mmaction - INFO - Epoch [10][380/470] lr: 2.868e-01, eta: 4 days, 0:08:02, time: 2.873, data_time: 0.011, memory: 25994, top1_acc: 0.2200, top5_acc: 0.4544, loss_cls: 3.7352, loss: 3.7352, grad_norm: 0.9633 2021-02-18 16:23:54,019 - mmaction - INFO - Epoch [10][400/470] lr: 2.877e-01, eta: 4 days, 0:01:30, time: 2.326, data_time: 0.004, memory: 25994, top1_acc: 0.2169, top5_acc: 0.4603, loss_cls: 3.6862, loss: 3.6862, grad_norm: 0.9493 2021-02-18 16:24:41,509 - mmaction - INFO - Epoch [10][420/470] lr: 2.886e-01, eta: 3 days, 23:55:24, time: 2.372, data_time: 0.003, memory: 25994, top1_acc: 0.2248, top5_acc: 0.4659, loss_cls: 3.6729, loss: 3.6729, grad_norm: 0.9697 2021-02-18 16:25:30,492 - mmaction - INFO - Epoch [10][440/470] lr: 2.895e-01, eta: 3 days, 23:49:58, time: 2.449, data_time: 0.006, memory: 25994, top1_acc: 0.2162, top5_acc: 0.4534, loss_cls: 3.7104, loss: 3.7104, grad_norm: 0.9573 2021-02-18 16:26:16,962 - mmaction - INFO - Epoch [10][460/470] lr: 2.904e-01, eta: 3 days, 23:43:32, time: 2.321, data_time: 0.006, memory: 25994, top1_acc: 0.2271, top5_acc: 0.4637, loss_cls: 3.6896, loss: 3.6896, grad_norm: 0.9686 2021-02-18 16:34:08,533 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-18 16:34:09,298 - mmaction - INFO - top1_acc 0.2212 top5_acc 0.4703 2021-02-18 16:34:09,299 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-18 16:34:09,353 - mmaction - INFO - mean_acc 0.2210 2021-02-18 16:34:09,360 - mmaction - INFO - Epoch(val) [10][470] top1_acc: 0.2212, top5_acc: 0.4703, mean_class_accuracy: 0.2210 2021-02-18 16:38:20,552 - mmaction - INFO - Epoch [11][20/470] lr: 2.915e-01, eta: 4 days, 0:48:02, time: 12.552, data_time: 10.255, memory: 25994, top1_acc: 0.2272, top5_acc: 0.4624, loss_cls: 3.6877, loss: 3.6877, grad_norm: 0.9613 2021-02-18 16:39:05,345 - mmaction - INFO - Epoch [11][40/470] lr: 2.924e-01, eta: 4 days, 0:40:46, time: 2.245, data_time: 0.008, memory: 25994, top1_acc: 0.2321, top5_acc: 0.4709, loss_cls: 3.6368, loss: 3.6368, grad_norm: 0.9584 2021-02-18 16:39:52,030 - mmaction - INFO - Epoch [11][60/470] lr: 2.933e-01, eta: 4 days, 0:34:17, time: 2.334, data_time: 0.005, memory: 25994, top1_acc: 0.2204, top5_acc: 0.4658, loss_cls: 3.6533, loss: 3.6533, grad_norm: 0.9819 2021-02-18 16:40:37,663 - mmaction - INFO - Epoch [11][80/470] lr: 2.942e-01, eta: 4 days, 0:27:25, time: 2.281, data_time: 0.005, memory: 25994, top1_acc: 0.2257, top5_acc: 0.4706, loss_cls: 3.6397, loss: 3.6397, grad_norm: 0.9571 2021-02-18 16:41:26,659 - mmaction - INFO - Epoch [11][100/470] lr: 2.951e-01, eta: 4 days, 0:21:49, time: 2.432, data_time: 0.015, memory: 25994, top1_acc: 0.2352, top5_acc: 0.4766, loss_cls: 3.6149, loss: 3.6149, grad_norm: 0.9788 2021-02-18 16:42:17,039 - mmaction - INFO - Epoch [11][120/470] lr: 2.960e-01, eta: 4 days, 0:16:52, time: 2.508, data_time: 0.032, memory: 25994, top1_acc: 0.2274, top5_acc: 0.4692, loss_cls: 3.6440, loss: 3.6440, grad_norm: 0.9568 2021-02-18 16:43:01,658 - mmaction - INFO - Epoch [11][140/470] lr: 2.969e-01, eta: 4 days, 0:09:56, time: 2.255, data_time: 0.033, memory: 25994, top1_acc: 0.2262, top5_acc: 0.4631, loss_cls: 3.6675, loss: 3.6675, grad_norm: 0.9617 2021-02-18 16:43:50,659 - mmaction - INFO - Epoch [11][160/470] lr: 2.978e-01, eta: 4 days, 0:04:38, time: 2.454, data_time: 0.008, memory: 25994, top1_acc: 0.2309, top5_acc: 0.4662, loss_cls: 3.6625, loss: 3.6625, grad_norm: 0.9687 2021-02-18 16:44:39,430 - mmaction - INFO - Epoch [11][180/470] lr: 2.987e-01, eta: 3 days, 23:59:14, time: 2.438, data_time: 0.009, memory: 25994, top1_acc: 0.2299, top5_acc: 0.4769, loss_cls: 3.6323, loss: 3.6323, grad_norm: 0.9780 2021-02-18 16:45:23,805 - mmaction - INFO - Epoch [11][200/470] lr: 2.996e-01, eta: 3 days, 23:52:07, time: 2.214, data_time: 0.004, memory: 25994, top1_acc: 0.2278, top5_acc: 0.4685, loss_cls: 3.6415, loss: 3.6415, grad_norm: 0.9444 2021-02-18 16:46:09,134 - mmaction - INFO - Epoch [11][220/470] lr: 3.005e-01, eta: 3 days, 23:45:28, time: 2.268, data_time: 0.013, memory: 25994, top1_acc: 0.2270, top5_acc: 0.4688, loss_cls: 3.6601, loss: 3.6601, grad_norm: 0.9584 2021-02-18 16:46:56,513 - mmaction - INFO - Epoch [11][240/470] lr: 3.014e-01, eta: 3 days, 23:39:41, time: 2.373, data_time: 0.006, memory: 25994, top1_acc: 0.2338, top5_acc: 0.4664, loss_cls: 3.6563, loss: 3.6563, grad_norm: 0.9607 2021-02-18 16:47:42,349 - mmaction - INFO - Epoch [11][260/470] lr: 3.023e-01, eta: 3 days, 23:33:19, time: 2.292, data_time: 0.003, memory: 25994, top1_acc: 0.2319, top5_acc: 0.4796, loss_cls: 3.6128, loss: 3.6128, grad_norm: 0.9536 2021-02-18 16:48:32,481 - mmaction - INFO - Epoch [11][280/470] lr: 3.032e-01, eta: 3 days, 23:28:31, time: 2.489, data_time: 0.004, memory: 25994, top1_acc: 0.2330, top5_acc: 0.4713, loss_cls: 3.6275, loss: 3.6275, grad_norm: 0.9863 2021-02-18 16:49:17,805 - mmaction - INFO - Epoch [11][300/470] lr: 3.041e-01, eta: 3 days, 23:22:10, time: 2.283, data_time: 0.023, memory: 25994, top1_acc: 0.2332, top5_acc: 0.4732, loss_cls: 3.6389, loss: 3.6389, grad_norm: 0.9786 2021-02-18 16:50:02,341 - mmaction - INFO - Epoch [11][320/470] lr: 3.050e-01, eta: 3 days, 23:15:27, time: 2.228, data_time: 0.006, memory: 25994, top1_acc: 0.2394, top5_acc: 0.4846, loss_cls: 3.5884, loss: 3.5884, grad_norm: 0.9576 2021-02-18 16:50:48,178 - mmaction - INFO - Epoch [11][340/470] lr: 3.059e-01, eta: 3 days, 23:09:14, time: 2.290, data_time: 0.003, memory: 25994, top1_acc: 0.2335, top5_acc: 0.4765, loss_cls: 3.6131, loss: 3.6131, grad_norm: 0.9804 2021-02-18 16:51:35,074 - mmaction - INFO - Epoch [11][360/470] lr: 3.068e-01, eta: 3 days, 23:03:21, time: 2.328, data_time: 0.006, memory: 25994, top1_acc: 0.2309, top5_acc: 0.4672, loss_cls: 3.6511, loss: 3.6511, grad_norm: 0.9661 2021-02-18 16:52:32,608 - mmaction - INFO - Epoch [11][380/470] lr: 3.077e-01, eta: 3 days, 23:01:44, time: 2.885, data_time: 0.022, memory: 25994, top1_acc: 0.2376, top5_acc: 0.4772, loss_cls: 3.5862, loss: 3.5862, grad_norm: 0.9452 2021-02-18 16:53:25,079 - mmaction - INFO - Epoch [11][400/470] lr: 3.086e-01, eta: 3 days, 22:58:13, time: 2.633, data_time: 0.013, memory: 25994, top1_acc: 0.2387, top5_acc: 0.4741, loss_cls: 3.6094, loss: 3.6094, grad_norm: 0.9624 2021-02-18 16:54:13,082 - mmaction - INFO - Epoch [11][420/470] lr: 3.095e-01, eta: 3 days, 22:52:54, time: 2.391, data_time: 0.008, memory: 25994, top1_acc: 0.2322, top5_acc: 0.4797, loss_cls: 3.6058, loss: 3.6058, grad_norm: 0.9513 2021-02-18 16:54:59,104 - mmaction - INFO - Epoch [11][440/470] lr: 3.104e-01, eta: 3 days, 22:46:59, time: 2.304, data_time: 0.013, memory: 25994, top1_acc: 0.2359, top5_acc: 0.4779, loss_cls: 3.6114, loss: 3.6114, grad_norm: 0.9705 2021-02-18 16:55:46,326 - mmaction - INFO - Epoch [11][460/470] lr: 3.113e-01, eta: 3 days, 22:41:33, time: 2.366, data_time: 0.017, memory: 25994, top1_acc: 0.2413, top5_acc: 0.4833, loss_cls: 3.5761, loss: 3.5761, grad_norm: 0.9648 2021-02-18 17:01:17,038 - mmaction - INFO - Epoch [12][20/470] lr: 3.124e-01, eta: 3 days, 23:53:36, time: 14.384, data_time: 11.960, memory: 25994, top1_acc: 0.2421, top5_acc: 0.4854, loss_cls: 3.5665, loss: 3.5665, grad_norm: 0.9551 2021-02-18 17:02:02,091 - mmaction - INFO - Epoch [12][40/470] lr: 3.133e-01, eta: 3 days, 23:47:07, time: 2.255, data_time: 0.005, memory: 25994, top1_acc: 0.2476, top5_acc: 0.4907, loss_cls: 3.5454, loss: 3.5454, grad_norm: 0.9672 2021-02-18 17:02:51,110 - mmaction - INFO - Epoch [12][60/470] lr: 3.142e-01, eta: 3 days, 23:42:07, time: 2.450, data_time: 0.004, memory: 25994, top1_acc: 0.2396, top5_acc: 0.4852, loss_cls: 3.5523, loss: 3.5523, grad_norm: 0.9841 2021-02-18 17:03:43,182 - mmaction - INFO - Epoch [12][80/470] lr: 3.151e-01, eta: 3 days, 23:38:14, time: 2.598, data_time: 0.005, memory: 25994, top1_acc: 0.2519, top5_acc: 0.4919, loss_cls: 3.5445, loss: 3.5445, grad_norm: 0.9598 2021-02-18 17:04:28,322 - mmaction - INFO - Epoch [12][100/470] lr: 3.160e-01, eta: 3 days, 23:31:54, time: 2.258, data_time: 0.015, memory: 25994, top1_acc: 0.2530, top5_acc: 0.4931, loss_cls: 3.5238, loss: 3.5238, grad_norm: 0.9758 2021-02-18 17:05:18,311 - mmaction - INFO - Epoch [12][120/470] lr: 3.169e-01, eta: 3 days, 23:27:23, time: 2.503, data_time: 0.010, memory: 25994, top1_acc: 0.2468, top5_acc: 0.4931, loss_cls: 3.5602, loss: 3.5602, grad_norm: 0.9647 2021-02-18 17:06:07,255 - mmaction - INFO - Epoch [12][140/470] lr: 3.178e-01, eta: 3 days, 23:22:28, time: 2.444, data_time: 0.006, memory: 25994, top1_acc: 0.2472, top5_acc: 0.4854, loss_cls: 3.5415, loss: 3.5415, grad_norm: 0.9537 2021-02-18 17:06:51,690 - mmaction - INFO - Epoch [12][160/470] lr: 3.186e-01, eta: 3 days, 23:16:00, time: 2.226, data_time: 0.010, memory: 25994, top1_acc: 0.2392, top5_acc: 0.4926, loss_cls: 3.5489, loss: 3.5489, grad_norm: 0.9688 2021-02-18 17:07:38,015 - mmaction - INFO - Epoch [12][180/470] lr: 3.195e-01, eta: 3 days, 23:10:13, time: 2.314, data_time: 0.004, memory: 25994, top1_acc: 0.2456, top5_acc: 0.4938, loss_cls: 3.5442, loss: 3.5442, grad_norm: 0.9699 2021-02-18 17:08:24,611 - mmaction - INFO - Epoch [12][200/470] lr: 3.204e-01, eta: 3 days, 23:04:36, time: 2.332, data_time: 0.010, memory: 25994, top1_acc: 0.2464, top5_acc: 0.4960, loss_cls: 3.5355, loss: 3.5355, grad_norm: 0.9614 2021-02-18 17:09:12,503 - mmaction - INFO - Epoch [12][220/470] lr: 3.213e-01, eta: 3 days, 22:59:28, time: 2.395, data_time: 0.003, memory: 25994, top1_acc: 0.2424, top5_acc: 0.4933, loss_cls: 3.5434, loss: 3.5434, grad_norm: 0.9645 2021-02-18 17:09:58,657 - mmaction - INFO - Epoch [12][240/470] lr: 3.222e-01, eta: 3 days, 22:53:41, time: 2.299, data_time: 0.007, memory: 25994, top1_acc: 0.2441, top5_acc: 0.4912, loss_cls: 3.5403, loss: 3.5403, grad_norm: 0.9754 2021-02-18 17:10:45,530 - mmaction - INFO - Epoch [12][260/470] lr: 3.231e-01, eta: 3 days, 22:48:16, time: 2.345, data_time: 0.011, memory: 25994, top1_acc: 0.2355, top5_acc: 0.4814, loss_cls: 3.5921, loss: 3.5921, grad_norm: 0.9850 2021-02-18 17:11:34,634 - mmaction - INFO - Epoch [12][280/470] lr: 3.240e-01, eta: 3 days, 22:43:42, time: 2.462, data_time: 0.012, memory: 25994, top1_acc: 0.2482, top5_acc: 0.4932, loss_cls: 3.5515, loss: 3.5515, grad_norm: 0.9572 2021-02-18 17:12:19,980 - mmaction - INFO - Epoch [12][300/470] lr: 3.249e-01, eta: 3 days, 22:37:48, time: 2.268, data_time: 0.010, memory: 25994, top1_acc: 0.2454, top5_acc: 0.4862, loss_cls: 3.5505, loss: 3.5505, grad_norm: 0.9474 2021-02-18 17:13:05,501 - mmaction - INFO - Epoch [12][320/470] lr: 3.258e-01, eta: 3 days, 22:31:59, time: 2.272, data_time: 0.005, memory: 25994, top1_acc: 0.2438, top5_acc: 0.4900, loss_cls: 3.5734, loss: 3.5734, grad_norm: 0.9504 2021-02-18 17:13:51,252 - mmaction - INFO - Epoch [12][340/470] lr: 3.267e-01, eta: 3 days, 22:26:19, time: 2.291, data_time: 0.008, memory: 25994, top1_acc: 0.2512, top5_acc: 0.4918, loss_cls: 3.5257, loss: 3.5257, grad_norm: 0.9598 2021-02-18 17:14:39,379 - mmaction - INFO - Epoch [12][360/470] lr: 3.276e-01, eta: 3 days, 22:21:29, time: 2.405, data_time: 0.004, memory: 25994, top1_acc: 0.2532, top5_acc: 0.4950, loss_cls: 3.5199, loss: 3.5199, grad_norm: 0.9649 2021-02-18 17:15:25,590 - mmaction - INFO - Epoch [12][380/470] lr: 3.285e-01, eta: 3 days, 22:15:59, time: 2.305, data_time: 0.010, memory: 25994, top1_acc: 0.2502, top5_acc: 0.4851, loss_cls: 3.5439, loss: 3.5439, grad_norm: 0.9701 2021-02-18 17:16:09,915 - mmaction - INFO - Epoch [12][400/470] lr: 3.294e-01, eta: 3 days, 22:09:56, time: 2.219, data_time: 0.011, memory: 25994, top1_acc: 0.2464, top5_acc: 0.4837, loss_cls: 3.5661, loss: 3.5661, grad_norm: 0.9507 2021-02-18 17:16:56,264 - mmaction - INFO - Epoch [12][420/470] lr: 3.303e-01, eta: 3 days, 22:04:37, time: 2.321, data_time: 0.007, memory: 25994, top1_acc: 0.2511, top5_acc: 0.4950, loss_cls: 3.5271, loss: 3.5271, grad_norm: 0.9617 2021-02-18 17:17:43,568 - mmaction - INFO - Epoch [12][440/470] lr: 3.312e-01, eta: 3 days, 21:59:35, time: 2.356, data_time: 0.006, memory: 25994, top1_acc: 0.2518, top5_acc: 0.4928, loss_cls: 3.5326, loss: 3.5326, grad_norm: 0.9748 2021-02-18 17:18:28,374 - mmaction - INFO - Epoch [12][460/470] lr: 3.321e-01, eta: 3 days, 21:53:50, time: 2.249, data_time: 0.014, memory: 25994, top1_acc: 0.2470, top5_acc: 0.4959, loss_cls: 3.5199, loss: 3.5199, grad_norm: 0.9645 2021-02-18 17:19:08,218 - mmaction - INFO - Saving checkpoint at 12 epochs 2021-02-18 17:23:30,815 - mmaction - INFO - Epoch [13][20/470] lr: 3.332e-01, eta: 3 days, 22:50:39, time: 13.052, data_time: 10.706, memory: 25994, top1_acc: 0.2575, top5_acc: 0.5023, loss_cls: 3.4866, loss: 3.4866, grad_norm: 0.9758 2021-02-18 17:24:20,520 - mmaction - INFO - Epoch [13][40/470] lr: 3.341e-01, eta: 3 days, 22:46:20, time: 2.485, data_time: 0.004, memory: 25994, top1_acc: 0.2621, top5_acc: 0.5048, loss_cls: 3.4767, loss: 3.4767, grad_norm: 0.9627 2021-02-18 17:25:06,739 - mmaction - INFO - Epoch [13][60/470] lr: 3.350e-01, eta: 3 days, 22:40:28, time: 2.249, data_time: 0.003, memory: 25994, top1_acc: 0.2577, top5_acc: 0.4991, loss_cls: 3.4709, loss: 3.4709, grad_norm: 0.9644 2021-02-18 17:25:52,897 - mmaction - INFO - Epoch [13][80/470] lr: 3.358e-01, eta: 3 days, 22:35:25, time: 2.365, data_time: 0.065, memory: 25994, top1_acc: 0.2517, top5_acc: 0.5089, loss_cls: 3.4628, loss: 3.4628, grad_norm: 0.9754 2021-02-18 17:26:37,179 - mmaction - INFO - Epoch [13][100/470] lr: 3.367e-01, eta: 3 days, 22:29:25, time: 2.220, data_time: 0.009, memory: 25994, top1_acc: 0.2529, top5_acc: 0.4979, loss_cls: 3.5021, loss: 3.5021, grad_norm: 0.9681 2021-02-18 17:27:24,108 - mmaction - INFO - Epoch [13][120/470] lr: 3.376e-01, eta: 3 days, 22:24:18, time: 2.345, data_time: 0.003, memory: 25994, top1_acc: 0.2528, top5_acc: 0.5012, loss_cls: 3.4871, loss: 3.4871, grad_norm: 0.9735 2021-02-18 17:28:09,849 - mmaction - INFO - Epoch [13][140/470] lr: 3.385e-01, eta: 3 days, 22:18:49, time: 2.287, data_time: 0.007, memory: 25994, top1_acc: 0.2541, top5_acc: 0.5086, loss_cls: 3.4594, loss: 3.4594, grad_norm: 0.9634 2021-02-18 17:28:55,950 - mmaction - INFO - Epoch [13][160/470] lr: 3.394e-01, eta: 3 days, 22:13:29, time: 2.303, data_time: 0.005, memory: 25994, top1_acc: 0.2540, top5_acc: 0.5029, loss_cls: 3.4751, loss: 3.4751, grad_norm: 0.9676 2021-02-18 17:29:42,005 - mmaction - INFO - Epoch [13][180/470] lr: 3.403e-01, eta: 3 days, 22:08:12, time: 2.306, data_time: 0.011, memory: 25994, top1_acc: 0.2641, top5_acc: 0.5028, loss_cls: 3.4754, loss: 3.4754, grad_norm: 0.9661 2021-02-18 17:30:28,859 - mmaction - INFO - Epoch [13][200/470] lr: 3.412e-01, eta: 3 days, 22:03:08, time: 2.337, data_time: 0.004, memory: 25994, top1_acc: 0.2554, top5_acc: 0.5036, loss_cls: 3.4711, loss: 3.4711, grad_norm: 0.9749 2021-02-18 17:31:34,857 - mmaction - INFO - Epoch [13][220/470] lr: 3.421e-01, eta: 3 days, 22:04:25, time: 3.305, data_time: 0.010, memory: 25994, top1_acc: 0.2575, top5_acc: 0.5101, loss_cls: 3.4472, loss: 3.4472, grad_norm: 0.9641 2021-02-18 17:32:27,724 - mmaction - INFO - Epoch [13][240/470] lr: 3.430e-01, eta: 3 days, 22:01:22, time: 2.642, data_time: 0.005, memory: 25994, top1_acc: 0.2639, top5_acc: 0.5095, loss_cls: 3.4448, loss: 3.4448, grad_norm: 0.9576 2021-02-18 17:33:15,550 - mmaction - INFO - Epoch [13][260/470] lr: 3.439e-01, eta: 3 days, 21:56:44, time: 2.393, data_time: 0.008, memory: 25994, top1_acc: 0.2555, top5_acc: 0.5057, loss_cls: 3.4556, loss: 3.4556, grad_norm: 0.9567 2021-02-18 17:33:59,197 - mmaction - INFO - Epoch [13][280/470] lr: 3.448e-01, eta: 3 days, 21:50:45, time: 2.181, data_time: 0.003, memory: 25994, top1_acc: 0.2572, top5_acc: 0.5020, loss_cls: 3.4603, loss: 3.4603, grad_norm: 0.9636 2021-02-18 17:34:49,425 - mmaction - INFO - Epoch [13][300/470] lr: 3.457e-01, eta: 3 days, 21:46:56, time: 2.511, data_time: 0.007, memory: 25994, top1_acc: 0.2613, top5_acc: 0.5060, loss_cls: 3.4679, loss: 3.4679, grad_norm: 0.9592 2021-02-18 17:35:38,310 - mmaction - INFO - Epoch [13][320/470] lr: 3.466e-01, eta: 3 days, 21:42:43, time: 2.445, data_time: 0.006, memory: 25994, top1_acc: 0.2545, top5_acc: 0.5042, loss_cls: 3.4868, loss: 3.4868, grad_norm: 0.9736 2021-02-18 17:36:25,517 - mmaction - INFO - Epoch [13][340/470] lr: 3.475e-01, eta: 3 days, 21:37:58, time: 2.360, data_time: 0.014, memory: 25994, top1_acc: 0.2592, top5_acc: 0.5107, loss_cls: 3.4659, loss: 3.4659, grad_norm: 0.9728 2021-02-18 17:37:11,638 - mmaction - INFO - Epoch [13][360/470] lr: 3.484e-01, eta: 3 days, 21:32:54, time: 2.306, data_time: 0.009, memory: 25994, top1_acc: 0.2676, top5_acc: 0.5151, loss_cls: 3.4247, loss: 3.4247, grad_norm: 0.9674 2021-02-18 17:37:56,893 - mmaction - INFO - Epoch [13][380/470] lr: 3.493e-01, eta: 3 days, 21:27:36, time: 2.263, data_time: 0.004, memory: 25994, top1_acc: 0.2680, top5_acc: 0.5179, loss_cls: 3.4424, loss: 3.4424, grad_norm: 0.9871 2021-02-18 17:38:43,045 - mmaction - INFO - Epoch [13][400/470] lr: 3.502e-01, eta: 3 days, 21:22:37, time: 2.308, data_time: 0.007, memory: 25994, top1_acc: 0.2620, top5_acc: 0.5085, loss_cls: 3.4432, loss: 3.4432, grad_norm: 0.9425 2021-02-18 17:39:28,569 - mmaction - INFO - Epoch [13][420/470] lr: 3.511e-01, eta: 3 days, 21:17:26, time: 2.273, data_time: 0.009, memory: 25994, top1_acc: 0.2611, top5_acc: 0.5115, loss_cls: 3.4584, loss: 3.4584, grad_norm: 0.9738 2021-02-18 17:40:17,411 - mmaction - INFO - Epoch [13][440/470] lr: 3.520e-01, eta: 3 days, 21:13:22, time: 2.445, data_time: 0.007, memory: 25994, top1_acc: 0.2659, top5_acc: 0.5153, loss_cls: 3.4311, loss: 3.4311, grad_norm: 0.9534 2021-02-18 17:41:02,796 - mmaction - INFO - Epoch [13][460/470] lr: 3.529e-01, eta: 3 days, 21:08:13, time: 2.269, data_time: 0.006, memory: 25994, top1_acc: 0.2700, top5_acc: 0.5226, loss_cls: 3.3856, loss: 3.3856, grad_norm: 0.9698 2021-02-18 17:45:43,374 - mmaction - INFO - Epoch [14][20/470] lr: 3.539e-01, eta: 3 days, 21:55:12, time: 12.207, data_time: 9.789, memory: 25994, top1_acc: 0.2666, top5_acc: 0.5186, loss_cls: 3.3966, loss: 3.3966, grad_norm: 0.9714 2021-02-18 17:46:30,052 - mmaction - INFO - Epoch [14][40/470] lr: 3.548e-01, eta: 3 days, 21:50:19, time: 2.333, data_time: 0.006, memory: 25994, top1_acc: 0.2660, top5_acc: 0.5195, loss_cls: 3.4061, loss: 3.4061, grad_norm: 0.9829 2021-02-18 17:47:15,430 - mmaction - INFO - Epoch [14][60/470] lr: 3.557e-01, eta: 3 days, 21:45:05, time: 2.270, data_time: 0.004, memory: 25994, top1_acc: 0.2721, top5_acc: 0.5213, loss_cls: 3.4019, loss: 3.4019, grad_norm: 0.9677 2021-02-18 17:47:59,531 - mmaction - INFO - Epoch [14][80/470] lr: 3.566e-01, eta: 3 days, 21:39:29, time: 2.205, data_time: 0.004, memory: 25994, top1_acc: 0.2690, top5_acc: 0.5204, loss_cls: 3.3811, loss: 3.3811, grad_norm: 0.9845 2021-02-18 17:48:47,761 - mmaction - INFO - Epoch [14][100/470] lr: 3.575e-01, eta: 3 days, 21:35:01, time: 2.387, data_time: 0.005, memory: 25994, top1_acc: 0.2683, top5_acc: 0.5170, loss_cls: 3.4200, loss: 3.4200, grad_norm: 0.9887 2021-02-18 17:49:33,873 - mmaction - INFO - Epoch [14][120/470] lr: 3.584e-01, eta: 3 days, 21:30:14, time: 2.331, data_time: 0.041, memory: 25994, top1_acc: 0.2614, top5_acc: 0.5178, loss_cls: 3.3876, loss: 3.3876, grad_norm: 0.9775 2021-02-18 17:50:20,796 - mmaction - INFO - Epoch [14][140/470] lr: 3.593e-01, eta: 3 days, 21:25:35, time: 2.346, data_time: 0.003, memory: 25994, top1_acc: 0.2595, top5_acc: 0.5122, loss_cls: 3.4278, loss: 3.4278, grad_norm: 0.9661 2021-02-18 17:51:07,101 - mmaction - INFO - Epoch [14][160/470] lr: 3.602e-01, eta: 3 days, 21:20:44, time: 2.312, data_time: 0.003, memory: 25994, top1_acc: 0.2760, top5_acc: 0.5260, loss_cls: 3.3606, loss: 3.3606, grad_norm: 0.9783 2021-02-18 17:51:52,241 - mmaction - INFO - Epoch [14][180/470] lr: 3.611e-01, eta: 3 days, 21:15:34, time: 2.253, data_time: 0.010, memory: 25994, top1_acc: 0.2726, top5_acc: 0.5234, loss_cls: 3.3930, loss: 3.3930, grad_norm: 0.9671 2021-02-18 17:52:39,886 - mmaction - INFO - Epoch [14][200/470] lr: 3.619e-01, eta: 3 days, 21:11:15, time: 2.390, data_time: 0.016, memory: 25994, top1_acc: 0.2636, top5_acc: 0.5160, loss_cls: 3.4134, loss: 3.4134, grad_norm: 0.9769 2021-02-18 17:53:30,505 - mmaction - INFO - Epoch [14][220/470] lr: 3.628e-01, eta: 3 days, 21:07:47, time: 2.531, data_time: 0.008, memory: 25994, top1_acc: 0.2684, top5_acc: 0.5194, loss_cls: 3.4053, loss: 3.4053, grad_norm: 0.9604 2021-02-18 17:54:20,031 - mmaction - INFO - Epoch [14][240/470] lr: 3.637e-01, eta: 3 days, 21:04:02, time: 2.477, data_time: 0.011, memory: 25994, top1_acc: 0.2738, top5_acc: 0.5266, loss_cls: 3.3827, loss: 3.3827, grad_norm: 0.9636 2021-02-18 17:55:03,662 - mmaction - INFO - Epoch [14][260/470] lr: 3.646e-01, eta: 3 days, 20:58:32, time: 2.181, data_time: 0.003, memory: 25994, top1_acc: 0.2718, top5_acc: 0.5173, loss_cls: 3.4000, loss: 3.4000, grad_norm: 0.9667 2021-02-18 17:55:47,500 - mmaction - INFO - Epoch [14][280/470] lr: 3.655e-01, eta: 3 days, 20:53:07, time: 2.192, data_time: 0.004, memory: 25994, top1_acc: 0.2753, top5_acc: 0.5183, loss_cls: 3.3946, loss: 3.3946, grad_norm: 0.9841 2021-02-18 17:56:32,909 - mmaction - INFO - Epoch [14][300/470] lr: 3.664e-01, eta: 3 days, 20:48:09, time: 2.262, data_time: 0.004, memory: 25994, top1_acc: 0.2665, top5_acc: 0.5178, loss_cls: 3.4282, loss: 3.4282, grad_norm: 0.9653 2021-02-18 17:57:17,753 - mmaction - INFO - Epoch [14][320/470] lr: 3.673e-01, eta: 3 days, 20:43:08, time: 2.248, data_time: 0.012, memory: 25994, top1_acc: 0.2711, top5_acc: 0.5246, loss_cls: 3.3794, loss: 3.3794, grad_norm: 0.9784 2021-02-18 17:58:21,287 - mmaction - INFO - Epoch [14][340/470] lr: 3.682e-01, eta: 3 days, 20:43:37, time: 3.178, data_time: 0.007, memory: 25994, top1_acc: 0.2738, top5_acc: 0.5219, loss_cls: 3.4011, loss: 3.4011, grad_norm: 0.9584 2021-02-18 17:59:06,184 - mmaction - INFO - Epoch [14][360/470] lr: 3.691e-01, eta: 3 days, 20:38:36, time: 2.243, data_time: 0.007, memory: 25994, top1_acc: 0.2710, top5_acc: 0.5220, loss_cls: 3.3827, loss: 3.3827, grad_norm: 0.9709 2021-02-18 17:59:53,162 - mmaction - INFO - Epoch [14][380/470] lr: 3.700e-01, eta: 3 days, 20:34:13, time: 2.346, data_time: 0.009, memory: 25994, top1_acc: 0.2722, top5_acc: 0.5286, loss_cls: 3.3553, loss: 3.3553, grad_norm: 0.9560 2021-02-18 18:00:39,414 - mmaction - INFO - Epoch [14][400/470] lr: 3.709e-01, eta: 3 days, 20:29:41, time: 2.318, data_time: 0.009, memory: 25994, top1_acc: 0.2778, top5_acc: 0.5324, loss_cls: 3.3499, loss: 3.3499, grad_norm: 0.9769 2021-02-18 18:01:27,230 - mmaction - INFO - Epoch [14][420/470] lr: 3.718e-01, eta: 3 days, 20:25:36, time: 2.391, data_time: 0.006, memory: 25994, top1_acc: 0.2777, top5_acc: 0.5271, loss_cls: 3.3619, loss: 3.3619, grad_norm: 0.9691 2021-02-18 18:02:15,431 - mmaction - INFO - Epoch [14][440/470] lr: 3.727e-01, eta: 3 days, 20:21:38, time: 2.409, data_time: 0.011, memory: 25994, top1_acc: 0.2776, top5_acc: 0.5279, loss_cls: 3.3767, loss: 3.3767, grad_norm: 0.9878 2021-02-18 18:03:00,877 - mmaction - INFO - Epoch [14][460/470] lr: 3.736e-01, eta: 3 days, 20:16:55, time: 2.274, data_time: 0.005, memory: 25994, top1_acc: 0.2812, top5_acc: 0.5272, loss_cls: 3.3423, loss: 3.3423, grad_norm: 0.9770 2021-02-18 18:07:55,040 - mmaction - INFO - Epoch [15][20/470] lr: 3.745e-01, eta: 3 days, 21:02:45, time: 12.614, data_time: 10.319, memory: 25994, top1_acc: 0.2736, top5_acc: 0.5247, loss_cls: 3.3788, loss: 3.3788, grad_norm: 0.9737 2021-02-18 18:08:41,690 - mmaction - INFO - Epoch [15][40/470] lr: 3.754e-01, eta: 3 days, 20:58:15, time: 2.331, data_time: 0.009, memory: 25994, top1_acc: 0.2789, top5_acc: 0.5372, loss_cls: 3.3368, loss: 3.3368, grad_norm: 0.9713 2021-02-18 18:09:28,491 - mmaction - INFO - Epoch [15][60/470] lr: 3.763e-01, eta: 3 days, 20:53:51, time: 2.346, data_time: 0.009, memory: 25994, top1_acc: 0.2831, top5_acc: 0.5338, loss_cls: 3.3405, loss: 3.3405, grad_norm: 0.9786 2021-02-18 18:10:20,395 - mmaction - INFO - Epoch [15][80/470] lr: 3.772e-01, eta: 3 days, 20:50:53, time: 2.593, data_time: 0.004, memory: 25994, top1_acc: 0.2870, top5_acc: 0.5401, loss_cls: 3.2958, loss: 3.2958, grad_norm: 0.9813 2021-02-18 18:11:04,341 - mmaction - INFO - Epoch [15][100/470] lr: 3.781e-01, eta: 3 days, 20:45:42, time: 2.199, data_time: 0.005, memory: 25994, top1_acc: 0.2757, top5_acc: 0.5248, loss_cls: 3.3596, loss: 3.3596, grad_norm: 1.0003 2021-02-18 18:11:51,698 - mmaction - INFO - Epoch [15][120/470] lr: 3.790e-01, eta: 3 days, 20:41:28, time: 2.363, data_time: 0.003, memory: 25994, top1_acc: 0.2808, top5_acc: 0.5307, loss_cls: 3.3460, loss: 3.3460, grad_norm: 0.9713 2021-02-18 18:12:38,491 - mmaction - INFO - Epoch [15][140/470] lr: 3.799e-01, eta: 3 days, 20:37:09, time: 2.344, data_time: 0.009, memory: 25994, top1_acc: 0.2855, top5_acc: 0.5437, loss_cls: 3.3031, loss: 3.3031, grad_norm: 0.9618 2021-02-18 18:13:22,777 - mmaction - INFO - Epoch [15][160/470] lr: 3.808e-01, eta: 3 days, 20:32:06, time: 2.210, data_time: 0.004, memory: 25994, top1_acc: 0.2803, top5_acc: 0.5374, loss_cls: 3.3115, loss: 3.3115, grad_norm: 0.9709 2021-02-18 18:14:12,838 - mmaction - INFO - Epoch [15][180/470] lr: 3.817e-01, eta: 3 days, 20:28:44, time: 2.507, data_time: 0.011, memory: 25994, top1_acc: 0.2827, top5_acc: 0.5388, loss_cls: 3.3196, loss: 3.3196, grad_norm: 0.9926 2021-02-18 18:15:00,026 - mmaction - INFO - Epoch [15][200/470] lr: 3.826e-01, eta: 3 days, 20:24:30, time: 2.349, data_time: 0.005, memory: 25994, top1_acc: 0.2860, top5_acc: 0.5328, loss_cls: 3.3216, loss: 3.3216, grad_norm: 0.9707 2021-02-18 18:15:46,031 - mmaction - INFO - Epoch [15][220/470] lr: 3.835e-01, eta: 3 days, 20:20:05, time: 2.311, data_time: 0.017, memory: 25994, top1_acc: 0.2718, top5_acc: 0.5250, loss_cls: 3.3846, loss: 3.3846, grad_norm: 0.9716 2021-02-18 18:16:29,879 - mmaction - INFO - Epoch [15][240/470] lr: 3.844e-01, eta: 3 days, 20:15:01, time: 2.189, data_time: 0.005, memory: 25994, top1_acc: 0.2807, top5_acc: 0.5367, loss_cls: 3.3200, loss: 3.3200, grad_norm: 0.9696 2021-02-18 18:17:14,726 - mmaction - INFO - Epoch [15][260/470] lr: 3.853e-01, eta: 3 days, 20:10:16, time: 2.246, data_time: 0.020, memory: 25994, top1_acc: 0.2828, top5_acc: 0.5381, loss_cls: 3.3043, loss: 3.3043, grad_norm: 0.9786 2021-02-18 18:17:59,954 - mmaction - INFO - Epoch [15][280/470] lr: 3.862e-01, eta: 3 days, 20:05:39, time: 2.261, data_time: 0.006, memory: 25994, top1_acc: 0.2745, top5_acc: 0.5290, loss_cls: 3.3519, loss: 3.3519, grad_norm: 0.9737 2021-02-18 18:18:50,288 - mmaction - INFO - Epoch [15][300/470] lr: 3.871e-01, eta: 3 days, 20:02:23, time: 2.507, data_time: 0.007, memory: 25994, top1_acc: 0.2846, top5_acc: 0.5326, loss_cls: 3.3131, loss: 3.3131, grad_norm: 0.9728 2021-02-18 18:19:43,938 - mmaction - INFO - Epoch [15][320/470] lr: 3.880e-01, eta: 3 days, 19:58:56, time: 2.467, data_time: 0.014, memory: 25994, top1_acc: 0.2805, top5_acc: 0.5353, loss_cls: 3.3340, loss: 3.3340, grad_norm: 0.9674 2021-02-18 18:20:36,135 - mmaction - INFO - Epoch [15][340/470] lr: 3.889e-01, eta: 3 days, 19:57:30, time: 2.834, data_time: 0.236, memory: 25994, top1_acc: 0.2844, top5_acc: 0.5373, loss_cls: 3.3085, loss: 3.3085, grad_norm: 0.9814 2021-02-18 18:21:23,988 - mmaction - INFO - Epoch [15][360/470] lr: 3.898e-01, eta: 3 days, 19:53:31, time: 2.369, data_time: 0.007, memory: 25994, top1_acc: 0.2889, top5_acc: 0.5362, loss_cls: 3.3093, loss: 3.3093, grad_norm: 0.9771 2021-02-18 18:22:13,967 - mmaction - INFO - Epoch [15][380/470] lr: 3.906e-01, eta: 3 days, 19:50:25, time: 2.524, data_time: 0.029, memory: 25994, top1_acc: 0.2811, top5_acc: 0.5282, loss_cls: 3.3437, loss: 3.3437, grad_norm: 0.9736 2021-02-18 18:23:12,223 - mmaction - INFO - Epoch [15][400/470] lr: 3.915e-01, eta: 3 days, 19:49:24, time: 2.908, data_time: 0.259, memory: 25994, top1_acc: 0.2773, top5_acc: 0.5308, loss_cls: 3.3414, loss: 3.3414, grad_norm: 0.9786 2021-02-18 18:23:59,602 - mmaction - INFO - Epoch [15][420/470] lr: 3.924e-01, eta: 3 days, 19:45:29, time: 2.373, data_time: 0.007, memory: 25994, top1_acc: 0.2850, top5_acc: 0.5388, loss_cls: 3.3142, loss: 3.3142, grad_norm: 0.9703 2021-02-18 18:24:52,071 - mmaction - INFO - Epoch [15][440/470] lr: 3.933e-01, eta: 3 days, 19:42:57, time: 2.624, data_time: 0.004, memory: 25994, top1_acc: 0.2736, top5_acc: 0.5294, loss_cls: 3.3297, loss: 3.3297, grad_norm: 0.9691 2021-02-18 18:25:49,787 - mmaction - INFO - Epoch [15][460/470] lr: 3.942e-01, eta: 3 days, 19:41:46, time: 2.874, data_time: 0.006, memory: 25994, top1_acc: 0.2906, top5_acc: 0.5345, loss_cls: 3.3093, loss: 3.3093, grad_norm: 0.9656 2021-02-18 18:33:34,673 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-18 18:33:35,415 - mmaction - INFO - top1_acc 0.2971 top5_acc 0.5697 2021-02-18 18:33:35,415 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-18 18:33:35,465 - mmaction - INFO - mean_acc 0.2970 2021-02-18 18:33:35,480 - mmaction - INFO - Epoch(val) [15][470] top1_acc: 0.2971, top5_acc: 0.5697, mean_class_accuracy: 0.2970 2021-02-18 18:37:55,937 - mmaction - INFO - Epoch [16][20/470] lr: 3.951e-01, eta: 3 days, 20:26:29, time: 13.021, data_time: 10.545, memory: 25994, top1_acc: 0.2930, top5_acc: 0.5485, loss_cls: 3.2509, loss: 3.2509, grad_norm: 0.9797 2021-02-18 18:38:42,793 - mmaction - INFO - Epoch [16][40/470] lr: 3.960e-01, eta: 3 days, 20:22:19, time: 2.338, data_time: 0.006, memory: 25994, top1_acc: 0.2878, top5_acc: 0.5287, loss_cls: 3.3198, loss: 3.3198, grad_norm: 0.9784 2021-02-18 18:39:33,450 - mmaction - INFO - Epoch [16][60/470] lr: 3.969e-01, eta: 3 days, 20:19:12, time: 2.536, data_time: 0.009, memory: 25994, top1_acc: 0.2845, top5_acc: 0.5439, loss_cls: 3.2857, loss: 3.2857, grad_norm: 0.9792 2021-02-18 18:40:21,224 - mmaction - INFO - Epoch [16][80/470] lr: 3.978e-01, eta: 3 days, 20:15:19, time: 2.387, data_time: 0.008, memory: 25994, top1_acc: 0.2895, top5_acc: 0.5350, loss_cls: 3.2852, loss: 3.2852, grad_norm: 0.9668 2021-02-18 18:41:07,031 - mmaction - INFO - Epoch [16][100/470] lr: 3.987e-01, eta: 3 days, 20:10:57, time: 2.293, data_time: 0.010, memory: 25994, top1_acc: 0.2878, top5_acc: 0.5410, loss_cls: 3.3025, loss: 3.3025, grad_norm: 0.9848 2021-02-18 18:41:51,638 - mmaction - INFO - Epoch [16][120/470] lr: 3.996e-01, eta: 3 days, 20:06:18, time: 2.232, data_time: 0.009, memory: 25994, top1_acc: 0.2893, top5_acc: 0.5460, loss_cls: 3.2675, loss: 3.2675, grad_norm: 0.9750 2021-02-18 18:42:41,500 - mmaction - INFO - Epoch [16][140/470] lr: 4.005e-01, eta: 3 days, 20:02:41, time: 2.427, data_time: 0.005, memory: 25994, top1_acc: 0.2867, top5_acc: 0.5444, loss_cls: 3.2667, loss: 3.2667, grad_norm: 0.9973 2021-02-18 18:43:32,834 - mmaction - INFO - Epoch [16][160/470] lr: 4.014e-01, eta: 3 days, 20:00:08, time: 2.627, data_time: 0.075, memory: 25994, top1_acc: 0.2830, top5_acc: 0.5318, loss_cls: 3.3234, loss: 3.3234, grad_norm: 0.9809 2021-02-18 18:44:21,210 - mmaction - INFO - Epoch [16][180/470] lr: 4.023e-01, eta: 3 days, 19:56:31, time: 2.424, data_time: 0.013, memory: 25994, top1_acc: 0.2901, top5_acc: 0.5456, loss_cls: 3.2685, loss: 3.2685, grad_norm: 0.9748 2021-02-18 18:45:12,417 - mmaction - INFO - Epoch [16][200/470] lr: 4.032e-01, eta: 3 days, 19:53:37, time: 2.555, data_time: 0.005, memory: 25994, top1_acc: 0.2956, top5_acc: 0.5502, loss_cls: 3.2674, loss: 3.2674, grad_norm: 0.9750 2021-02-18 18:46:00,320 - mmaction - INFO - Epoch [16][220/470] lr: 4.041e-01, eta: 3 days, 19:49:55, time: 2.401, data_time: 0.012, memory: 25994, top1_acc: 0.2801, top5_acc: 0.5348, loss_cls: 3.3174, loss: 3.3174, grad_norm: 0.9835 2021-02-18 18:46:44,899 - mmaction - INFO - Epoch [16][240/470] lr: 4.050e-01, eta: 3 days, 19:45:20, time: 2.227, data_time: 0.006, memory: 25994, top1_acc: 0.2873, top5_acc: 0.5431, loss_cls: 3.2824, loss: 3.2824, grad_norm: 0.9597 2021-02-18 18:47:31,086 - mmaction - INFO - Epoch [16][260/470] lr: 4.059e-01, eta: 3 days, 19:41:12, time: 2.310, data_time: 0.007, memory: 25994, top1_acc: 0.2843, top5_acc: 0.5344, loss_cls: 3.3069, loss: 3.3069, grad_norm: 0.9603 2021-02-18 18:48:22,822 - mmaction - INFO - Epoch [16][280/470] lr: 4.068e-01, eta: 3 days, 19:38:29, time: 2.581, data_time: 0.009, memory: 25994, top1_acc: 0.2827, top5_acc: 0.5363, loss_cls: 3.3005, loss: 3.3005, grad_norm: 0.9757 2021-02-18 18:49:09,338 - mmaction - INFO - Epoch [16][300/470] lr: 4.076e-01, eta: 3 days, 19:34:29, time: 2.328, data_time: 0.012, memory: 25994, top1_acc: 0.2913, top5_acc: 0.5399, loss_cls: 3.3002, loss: 3.3002, grad_norm: 0.9693 2021-02-18 18:49:56,561 - mmaction - INFO - Epoch [16][320/470] lr: 4.085e-01, eta: 3 days, 19:30:40, time: 2.363, data_time: 0.018, memory: 25994, top1_acc: 0.2813, top5_acc: 0.5343, loss_cls: 3.3073, loss: 3.3073, grad_norm: 0.9755 2021-02-18 18:50:43,116 - mmaction - INFO - Epoch [16][340/470] lr: 4.094e-01, eta: 3 days, 19:26:40, time: 2.321, data_time: 0.008, memory: 25994, top1_acc: 0.2902, top5_acc: 0.5397, loss_cls: 3.2899, loss: 3.2899, grad_norm: 0.9779 2021-02-18 18:51:36,158 - mmaction - INFO - Epoch [16][360/470] lr: 4.103e-01, eta: 3 days, 19:24:24, time: 2.660, data_time: 0.014, memory: 25994, top1_acc: 0.2907, top5_acc: 0.5481, loss_cls: 3.2680, loss: 3.2680, grad_norm: 0.9581 2021-02-18 18:52:22,751 - mmaction - INFO - Epoch [16][380/470] lr: 4.112e-01, eta: 3 days, 19:20:28, time: 2.331, data_time: 0.006, memory: 25994, top1_acc: 0.2889, top5_acc: 0.5450, loss_cls: 3.2859, loss: 3.2859, grad_norm: 0.9843 2021-02-18 18:53:07,651 - mmaction - INFO - Epoch [16][400/470] lr: 4.121e-01, eta: 3 days, 19:16:07, time: 2.243, data_time: 0.007, memory: 25994, top1_acc: 0.2970, top5_acc: 0.5536, loss_cls: 3.2405, loss: 3.2405, grad_norm: 0.9634 2021-02-18 18:53:53,393 - mmaction - INFO - Epoch [16][420/470] lr: 4.130e-01, eta: 3 days, 19:12:01, time: 2.289, data_time: 0.006, memory: 25994, top1_acc: 0.2954, top5_acc: 0.5448, loss_cls: 3.2899, loss: 3.2899, grad_norm: 0.9638 2021-02-18 18:54:38,256 - mmaction - INFO - Epoch [16][440/470] lr: 4.139e-01, eta: 3 days, 19:07:42, time: 2.242, data_time: 0.009, memory: 25994, top1_acc: 0.2960, top5_acc: 0.5450, loss_cls: 3.2439, loss: 3.2439, grad_norm: 0.9627 2021-02-18 18:55:27,849 - mmaction - INFO - Epoch [16][460/470] lr: 4.148e-01, eta: 3 days, 19:04:35, time: 2.480, data_time: 0.006, memory: 25994, top1_acc: 0.2954, top5_acc: 0.5503, loss_cls: 3.2377, loss: 3.2377, grad_norm: 0.9640 2021-02-18 18:56:11,836 - mmaction - INFO - Saving checkpoint at 16 epochs 2021-02-18 19:01:21,249 - mmaction - INFO - Epoch [17][20/470] lr: 4.156e-01, eta: 3 days, 19:58:04, time: 15.378, data_time: 12.886, memory: 25994, top1_acc: 0.2989, top5_acc: 0.5537, loss_cls: 3.2174, loss: 3.2174, grad_norm: 0.9668 2021-02-18 19:02:10,260 - mmaction - INFO - Epoch [17][40/470] lr: 4.165e-01, eta: 3 days, 19:54:35, time: 2.432, data_time: 0.003, memory: 25994, top1_acc: 0.3007, top5_acc: 0.5524, loss_cls: 3.2290, loss: 3.2290, grad_norm: 0.9770 2021-02-18 19:02:58,385 - mmaction - INFO - Epoch [17][60/470] lr: 4.174e-01, eta: 3 days, 19:51:05, time: 2.425, data_time: 0.021, memory: 25994, top1_acc: 0.3029, top5_acc: 0.5578, loss_cls: 3.2113, loss: 3.2113, grad_norm: 0.9816 2021-02-18 19:04:01,361 - mmaction - INFO - Epoch [17][80/470] lr: 4.183e-01, eta: 3 days, 19:51:10, time: 3.148, data_time: 0.004, memory: 25994, top1_acc: 0.2964, top5_acc: 0.5502, loss_cls: 3.2426, loss: 3.2426, grad_norm: 0.9618 2021-02-18 19:04:52,376 - mmaction - INFO - Epoch [17][100/470] lr: 4.192e-01, eta: 3 days, 19:48:09, time: 2.521, data_time: 0.006, memory: 25994, top1_acc: 0.2950, top5_acc: 0.5514, loss_cls: 3.2349, loss: 3.2349, grad_norm: 0.9712 2021-02-18 19:05:42,047 - mmaction - INFO - Epoch [17][120/470] lr: 4.201e-01, eta: 3 days, 19:45:07, time: 2.514, data_time: 0.035, memory: 25994, top1_acc: 0.3030, top5_acc: 0.5548, loss_cls: 3.2325, loss: 3.2325, grad_norm: 0.9712 2021-02-18 19:06:26,194 - mmaction - INFO - Epoch [17][140/470] lr: 4.210e-01, eta: 3 days, 19:40:35, time: 2.207, data_time: 0.006, memory: 25994, top1_acc: 0.2982, top5_acc: 0.5480, loss_cls: 3.2421, loss: 3.2421, grad_norm: 0.9640 2021-02-18 19:07:13,800 - mmaction - INFO - Epoch [17][160/470] lr: 4.219e-01, eta: 3 days, 19:36:54, time: 2.375, data_time: 0.003, memory: 25994, top1_acc: 0.3025, top5_acc: 0.5564, loss_cls: 3.2118, loss: 3.2118, grad_norm: 0.9740 2021-02-18 19:08:01,889 - mmaction - INFO - Epoch [17][180/470] lr: 4.228e-01, eta: 3 days, 19:33:23, time: 2.407, data_time: 0.014, memory: 25994, top1_acc: 0.2958, top5_acc: 0.5500, loss_cls: 3.2625, loss: 3.2625, grad_norm: 0.9864 2021-02-18 19:08:50,143 - mmaction - INFO - Epoch [17][200/470] lr: 4.237e-01, eta: 3 days, 19:29:55, time: 2.415, data_time: 0.006, memory: 25994, top1_acc: 0.3027, top5_acc: 0.5541, loss_cls: 3.2145, loss: 3.2145, grad_norm: 0.9811 2021-02-18 19:09:37,024 - mmaction - INFO - Epoch [17][220/470] lr: 4.246e-01, eta: 3 days, 19:26:08, time: 2.346, data_time: 0.010, memory: 25994, top1_acc: 0.3001, top5_acc: 0.5490, loss_cls: 3.2280, loss: 3.2280, grad_norm: 0.9711 2021-02-18 19:10:31,899 - mmaction - INFO - Epoch [17][240/470] lr: 4.255e-01, eta: 3 days, 19:24:13, time: 2.727, data_time: 0.004, memory: 25994, top1_acc: 0.2946, top5_acc: 0.5477, loss_cls: 3.2634, loss: 3.2634, grad_norm: 0.9693 2021-02-18 19:11:18,647 - mmaction - INFO - Epoch [17][260/470] lr: 4.264e-01, eta: 3 days, 19:20:29, time: 2.353, data_time: 0.026, memory: 25994, top1_acc: 0.2956, top5_acc: 0.5464, loss_cls: 3.2558, loss: 3.2558, grad_norm: 0.9699 2021-02-18 19:12:08,709 - mmaction - INFO - Epoch [17][280/470] lr: 4.272e-01, eta: 3 days, 19:17:29, time: 2.500, data_time: 0.008, memory: 25994, top1_acc: 0.2893, top5_acc: 0.5418, loss_cls: 3.2828, loss: 3.2828, grad_norm: 0.9590 2021-02-18 19:12:59,920 - mmaction - INFO - Epoch [17][300/470] lr: 4.281e-01, eta: 3 days, 19:14:44, time: 2.550, data_time: 0.007, memory: 25994, top1_acc: 0.2965, top5_acc: 0.5507, loss_cls: 3.2523, loss: 3.2523, grad_norm: 0.9648 2021-02-18 19:13:46,821 - mmaction - INFO - Epoch [17][320/470] lr: 4.290e-01, eta: 3 days, 19:11:04, time: 2.356, data_time: 0.018, memory: 25994, top1_acc: 0.3006, top5_acc: 0.5539, loss_cls: 3.2257, loss: 3.2257, grad_norm: 0.9545 2021-02-18 19:14:34,964 - mmaction - INFO - Epoch [17][340/470] lr: 4.299e-01, eta: 3 days, 19:07:40, time: 2.410, data_time: 0.010, memory: 25994, top1_acc: 0.3027, top5_acc: 0.5502, loss_cls: 3.2276, loss: 3.2276, grad_norm: 0.9682 2021-02-18 19:15:21,891 - mmaction - INFO - Epoch [17][360/470] lr: 4.308e-01, eta: 3 days, 19:03:58, time: 2.343, data_time: 0.004, memory: 25994, top1_acc: 0.2994, top5_acc: 0.5534, loss_cls: 3.2280, loss: 3.2280, grad_norm: 0.9762 2021-02-18 19:16:08,465 - mmaction - INFO - Epoch [17][380/470] lr: 4.317e-01, eta: 3 days, 19:00:13, time: 2.333, data_time: 0.011, memory: 25994, top1_acc: 0.3033, top5_acc: 0.5536, loss_cls: 3.2253, loss: 3.2253, grad_norm: 0.9688 2021-02-18 19:16:53,795 - mmaction - INFO - Epoch [17][400/470] lr: 4.326e-01, eta: 3 days, 18:56:10, time: 2.263, data_time: 0.005, memory: 25994, top1_acc: 0.3028, top5_acc: 0.5482, loss_cls: 3.2378, loss: 3.2378, grad_norm: 0.9635 2021-02-18 19:17:40,776 - mmaction - INFO - Epoch [17][420/470] lr: 4.335e-01, eta: 3 days, 18:52:33, time: 2.352, data_time: 0.007, memory: 25994, top1_acc: 0.3009, top5_acc: 0.5505, loss_cls: 3.2358, loss: 3.2358, grad_norm: 0.9543 2021-02-18 19:18:29,246 - mmaction - INFO - Epoch [17][440/470] lr: 4.344e-01, eta: 3 days, 18:49:17, time: 2.423, data_time: 0.008, memory: 25994, top1_acc: 0.2938, top5_acc: 0.5529, loss_cls: 3.2348, loss: 3.2348, grad_norm: 0.9631 2021-02-18 19:19:18,664 - mmaction - INFO - Epoch [17][460/470] lr: 4.353e-01, eta: 3 days, 18:46:16, time: 2.471, data_time: 0.004, memory: 25994, top1_acc: 0.3003, top5_acc: 0.5499, loss_cls: 3.2227, loss: 3.2227, grad_norm: 0.9625 2021-02-18 19:24:59,477 - mmaction - INFO - Epoch [18][20/470] lr: 4.361e-01, eta: 3 days, 19:34:03, time: 14.898, data_time: 12.318, memory: 25994, top1_acc: 0.2998, top5_acc: 0.5575, loss_cls: 3.2085, loss: 3.2085, grad_norm: 0.9632 2021-02-18 19:25:44,508 - mmaction - INFO - Epoch [18][40/470] lr: 4.370e-01, eta: 3 days, 19:29:52, time: 2.247, data_time: 0.009, memory: 25994, top1_acc: 0.3149, top5_acc: 0.5674, loss_cls: 3.1612, loss: 3.1612, grad_norm: 0.9836 2021-02-18 19:26:32,320 - mmaction - INFO - Epoch [18][60/470] lr: 4.379e-01, eta: 3 days, 19:26:22, time: 2.392, data_time: 0.014, memory: 25994, top1_acc: 0.3086, top5_acc: 0.5648, loss_cls: 3.1913, loss: 3.1913, grad_norm: 0.9701 2021-02-18 19:27:21,148 - mmaction - INFO - Epoch [18][80/470] lr: 4.388e-01, eta: 3 days, 19:23:08, time: 2.446, data_time: 0.013, memory: 25994, top1_acc: 0.3013, top5_acc: 0.5573, loss_cls: 3.2027, loss: 3.2027, grad_norm: 0.9886 2021-02-18 19:28:08,485 - mmaction - INFO - Epoch [18][100/470] lr: 4.396e-01, eta: 3 days, 19:19:32, time: 2.365, data_time: 0.008, memory: 25994, top1_acc: 0.3014, top5_acc: 0.5536, loss_cls: 3.2168, loss: 3.2168, grad_norm: 0.9718 2021-02-18 19:28:56,628 - mmaction - INFO - Epoch [18][120/470] lr: 4.405e-01, eta: 3 days, 19:16:08, time: 2.403, data_time: 0.009, memory: 25994, top1_acc: 0.3083, top5_acc: 0.5562, loss_cls: 3.1890, loss: 3.1890, grad_norm: 0.9748 2021-02-18 19:29:42,030 - mmaction - INFO - Epoch [18][140/470] lr: 4.414e-01, eta: 3 days, 19:12:10, time: 2.279, data_time: 0.016, memory: 25994, top1_acc: 0.2963, top5_acc: 0.5467, loss_cls: 3.2436, loss: 3.2436, grad_norm: 0.9751 2021-02-18 19:30:29,968 - mmaction - INFO - Epoch [18][160/470] lr: 4.423e-01, eta: 3 days, 19:08:46, time: 2.396, data_time: 0.005, memory: 25994, top1_acc: 0.2994, top5_acc: 0.5519, loss_cls: 3.2145, loss: 3.2145, grad_norm: 0.9511 2021-02-18 19:31:17,102 - mmaction - INFO - Epoch [18][180/470] lr: 4.432e-01, eta: 3 days, 19:05:11, time: 2.357, data_time: 0.005, memory: 25994, top1_acc: 0.2984, top5_acc: 0.5596, loss_cls: 3.1940, loss: 3.1940, grad_norm: 0.9557 2021-02-18 19:32:11,066 - mmaction - INFO - Epoch [18][200/470] lr: 4.441e-01, eta: 3 days, 19:03:10, time: 2.696, data_time: 0.006, memory: 25994, top1_acc: 0.3034, top5_acc: 0.5567, loss_cls: 3.2256, loss: 3.2256, grad_norm: 0.9613 2021-02-18 19:32:55,006 - mmaction - INFO - Epoch [18][220/470] lr: 4.450e-01, eta: 3 days, 18:58:52, time: 2.191, data_time: 0.007, memory: 25994, top1_acc: 0.3028, top5_acc: 0.5596, loss_cls: 3.2049, loss: 3.2049, grad_norm: 0.9682 2021-02-18 19:33:39,791 - mmaction - INFO - Epoch [18][240/470] lr: 4.459e-01, eta: 3 days, 18:54:48, time: 2.240, data_time: 0.015, memory: 25994, top1_acc: 0.2999, top5_acc: 0.5469, loss_cls: 3.2493, loss: 3.2493, grad_norm: 0.9854 2021-02-18 19:34:26,176 - mmaction - INFO - Epoch [18][260/470] lr: 4.468e-01, eta: 3 days, 18:51:08, time: 2.328, data_time: 0.020, memory: 25994, top1_acc: 0.3050, top5_acc: 0.5655, loss_cls: 3.1817, loss: 3.1817, grad_norm: 0.9599 2021-02-18 19:35:12,758 - mmaction - INFO - Epoch [18][280/470] lr: 4.477e-01, eta: 3 days, 18:47:30, time: 2.326, data_time: 0.003, memory: 25994, top1_acc: 0.2947, top5_acc: 0.5587, loss_cls: 3.2038, loss: 3.2038, grad_norm: 0.9705 2021-02-18 19:36:08,862 - mmaction - INFO - Epoch [18][300/470] lr: 4.486e-01, eta: 3 days, 18:46:02, time: 2.807, data_time: 0.010, memory: 25994, top1_acc: 0.2982, top5_acc: 0.5569, loss_cls: 3.2138, loss: 3.2138, grad_norm: 0.9502 2021-02-18 19:36:59,591 - mmaction - INFO - Epoch [18][320/470] lr: 4.494e-01, eta: 3 days, 18:43:19, time: 2.531, data_time: 0.004, memory: 25994, top1_acc: 0.3070, top5_acc: 0.5589, loss_cls: 3.2020, loss: 3.2020, grad_norm: 0.9553 2021-02-18 19:37:48,266 - mmaction - INFO - Epoch [18][340/470] lr: 4.503e-01, eta: 3 days, 18:40:12, time: 2.436, data_time: 0.011, memory: 25994, top1_acc: 0.3056, top5_acc: 0.5647, loss_cls: 3.1930, loss: 3.1930, grad_norm: 0.9670 2021-02-18 19:38:34,090 - mmaction - INFO - Epoch [18][360/470] lr: 4.512e-01, eta: 3 days, 18:36:27, time: 2.296, data_time: 0.007, memory: 25994, top1_acc: 0.3093, top5_acc: 0.5574, loss_cls: 3.1971, loss: 3.1971, grad_norm: 0.9491 2021-02-18 19:39:21,013 - mmaction - INFO - Epoch [18][380/470] lr: 4.521e-01, eta: 3 days, 18:32:58, time: 2.347, data_time: 0.004, memory: 25994, top1_acc: 0.3013, top5_acc: 0.5592, loss_cls: 3.1857, loss: 3.1857, grad_norm: 0.9593 2021-02-18 19:40:14,035 - mmaction - INFO - Epoch [18][400/470] lr: 4.530e-01, eta: 3 days, 18:30:49, time: 2.648, data_time: 0.006, memory: 25994, top1_acc: 0.2990, top5_acc: 0.5570, loss_cls: 3.2140, loss: 3.2140, grad_norm: 0.9715 2021-02-18 19:41:03,321 - mmaction - INFO - Epoch [18][420/470] lr: 4.539e-01, eta: 3 days, 18:27:52, time: 2.467, data_time: 0.008, memory: 25994, top1_acc: 0.3042, top5_acc: 0.5586, loss_cls: 3.2123, loss: 3.2123, grad_norm: 0.9707 2021-02-18 19:41:52,605 - mmaction - INFO - Epoch [18][440/470] lr: 4.548e-01, eta: 3 days, 18:24:56, time: 2.464, data_time: 0.004, memory: 25994, top1_acc: 0.3000, top5_acc: 0.5562, loss_cls: 3.2316, loss: 3.2316, grad_norm: 0.9697 2021-02-18 19:42:40,381 - mmaction - INFO - Epoch [18][460/470] lr: 4.557e-01, eta: 3 days, 18:21:40, time: 2.389, data_time: 0.004, memory: 25994, top1_acc: 0.3051, top5_acc: 0.5577, loss_cls: 3.1970, loss: 3.1970, grad_norm: 0.9512 2021-02-18 19:47:59,232 - mmaction - INFO - Epoch [19][20/470] lr: 4.564e-01, eta: 3 days, 19:01:37, time: 13.779, data_time: 11.295, memory: 25994, top1_acc: 0.3135, top5_acc: 0.5638, loss_cls: 3.1588, loss: 3.1588, grad_norm: 0.9556 2021-02-18 19:48:44,256 - mmaction - INFO - Epoch [19][40/470] lr: 4.573e-01, eta: 3 days, 18:57:40, time: 2.252, data_time: 0.006, memory: 25994, top1_acc: 0.3095, top5_acc: 0.5609, loss_cls: 3.1781, loss: 3.1781, grad_norm: 0.9639 2021-02-18 19:49:36,828 - mmaction - INFO - Epoch [19][60/470] lr: 4.582e-01, eta: 3 days, 18:55:22, time: 2.628, data_time: 0.005, memory: 25994, top1_acc: 0.3060, top5_acc: 0.5639, loss_cls: 3.1712, loss: 3.1712, grad_norm: 0.9395 2021-02-18 19:50:26,497 - mmaction - INFO - Epoch [19][80/470] lr: 4.591e-01, eta: 3 days, 18:52:28, time: 2.484, data_time: 0.008, memory: 25994, top1_acc: 0.3129, top5_acc: 0.5575, loss_cls: 3.1695, loss: 3.1695, grad_norm: 0.9520 2021-02-18 19:51:15,782 - mmaction - INFO - Epoch [19][100/470] lr: 4.600e-01, eta: 3 days, 18:49:27, time: 2.460, data_time: 0.003, memory: 25994, top1_acc: 0.3044, top5_acc: 0.5564, loss_cls: 3.2003, loss: 3.2003, grad_norm: 0.9518 2021-02-18 19:52:01,146 - mmaction - INFO - Epoch [19][120/470] lr: 4.609e-01, eta: 3 days, 18:45:38, time: 2.272, data_time: 0.026, memory: 25994, top1_acc: 0.3063, top5_acc: 0.5582, loss_cls: 3.1909, loss: 3.1909, grad_norm: 0.9447 2021-02-18 19:52:53,413 - mmaction - INFO - Epoch [19][140/470] lr: 4.618e-01, eta: 3 days, 18:43:19, time: 2.612, data_time: 0.012, memory: 25994, top1_acc: 0.3099, top5_acc: 0.5638, loss_cls: 3.1761, loss: 3.1761, grad_norm: 0.9411 2021-02-18 19:53:38,799 - mmaction - INFO - Epoch [19][160/470] lr: 4.627e-01, eta: 3 days, 18:39:30, time: 2.266, data_time: 0.006, memory: 25994, top1_acc: 0.3166, top5_acc: 0.5682, loss_cls: 3.1384, loss: 3.1384, grad_norm: 0.9508 2021-02-18 19:54:25,223 - mmaction - INFO - Epoch [19][180/470] lr: 4.635e-01, eta: 3 days, 18:35:56, time: 2.321, data_time: 0.010, memory: 25994, top1_acc: 0.3032, top5_acc: 0.5630, loss_cls: 3.1917, loss: 3.1917, grad_norm: 0.9707 2021-02-18 19:55:13,844 - mmaction - INFO - Epoch [19][200/470] lr: 4.644e-01, eta: 3 days, 18:32:52, time: 2.435, data_time: 0.014, memory: 25994, top1_acc: 0.3023, top5_acc: 0.5639, loss_cls: 3.1893, loss: 3.1893, grad_norm: 0.9611 2021-02-18 19:56:04,493 - mmaction - INFO - Epoch [19][220/470] lr: 4.653e-01, eta: 3 days, 18:30:15, time: 2.534, data_time: 0.006, memory: 25994, top1_acc: 0.3023, top5_acc: 0.5569, loss_cls: 3.1979, loss: 3.1979, grad_norm: 0.9527 2021-02-18 19:56:50,323 - mmaction - INFO - Epoch [19][240/470] lr: 4.662e-01, eta: 3 days, 18:26:36, time: 2.292, data_time: 0.004, memory: 25994, top1_acc: 0.2992, top5_acc: 0.5537, loss_cls: 3.2076, loss: 3.2076, grad_norm: 0.9567 2021-02-18 19:57:44,062 - mmaction - INFO - Epoch [19][260/470] lr: 4.671e-01, eta: 3 days, 18:24:37, time: 2.680, data_time: 0.004, memory: 25994, top1_acc: 0.3025, top5_acc: 0.5587, loss_cls: 3.1824, loss: 3.1824, grad_norm: 0.9703 2021-02-18 19:58:30,208 - mmaction - INFO - Epoch [19][280/470] lr: 4.680e-01, eta: 3 days, 18:21:05, time: 2.313, data_time: 0.011, memory: 25994, top1_acc: 0.3129, top5_acc: 0.5646, loss_cls: 3.1612, loss: 3.1612, grad_norm: 0.9683 2021-02-18 19:59:17,851 - mmaction - INFO - Epoch [19][300/470] lr: 4.689e-01, eta: 3 days, 18:17:51, time: 2.382, data_time: 0.005, memory: 25994, top1_acc: 0.3088, top5_acc: 0.5678, loss_cls: 3.1597, loss: 3.1597, grad_norm: 0.9548 2021-02-18 20:00:05,478 - mmaction - INFO - Epoch [19][320/470] lr: 4.698e-01, eta: 3 days, 18:14:37, time: 2.381, data_time: 0.004, memory: 25994, top1_acc: 0.3137, top5_acc: 0.5621, loss_cls: 3.1645, loss: 3.1645, grad_norm: 0.9628 2021-02-18 20:00:52,276 - mmaction - INFO - Epoch [19][340/470] lr: 4.707e-01, eta: 3 days, 18:11:13, time: 2.338, data_time: 0.004, memory: 25994, top1_acc: 0.2964, top5_acc: 0.5544, loss_cls: 3.2179, loss: 3.2179, grad_norm: 0.9655 2021-02-18 20:01:41,035 - mmaction - INFO - Epoch [19][360/470] lr: 4.716e-01, eta: 3 days, 18:08:13, time: 2.430, data_time: 0.008, memory: 25994, top1_acc: 0.3005, top5_acc: 0.5591, loss_cls: 3.1824, loss: 3.1824, grad_norm: 0.9425 2021-02-18 20:02:25,305 - mmaction - INFO - Epoch [19][380/470] lr: 4.724e-01, eta: 3 days, 18:04:21, time: 2.222, data_time: 0.015, memory: 25994, top1_acc: 0.3073, top5_acc: 0.5609, loss_cls: 3.1960, loss: 3.1960, grad_norm: 0.9405 2021-02-18 20:03:13,446 - mmaction - INFO - Epoch [19][400/470] lr: 4.733e-01, eta: 3 days, 18:01:17, time: 2.408, data_time: 0.011, memory: 25994, top1_acc: 0.3118, top5_acc: 0.5648, loss_cls: 3.1585, loss: 3.1585, grad_norm: 0.9403 2021-02-18 20:04:14,411 - mmaction - INFO - Epoch [19][420/470] lr: 4.742e-01, eta: 3 days, 18:00:54, time: 3.047, data_time: 0.008, memory: 25994, top1_acc: 0.3082, top5_acc: 0.5618, loss_cls: 3.1796, loss: 3.1796, grad_norm: 0.9446 2021-02-18 20:05:03,307 - mmaction - INFO - Epoch [19][440/470] lr: 4.751e-01, eta: 3 days, 17:58:00, time: 2.443, data_time: 0.009, memory: 25994, top1_acc: 0.3137, top5_acc: 0.5659, loss_cls: 3.1556, loss: 3.1556, grad_norm: 0.9511 2021-02-18 20:05:52,164 - mmaction - INFO - Epoch [19][460/470] lr: 4.760e-01, eta: 3 days, 17:55:06, time: 2.446, data_time: 0.008, memory: 25994, top1_acc: 0.3050, top5_acc: 0.5575, loss_cls: 3.2027, loss: 3.2027, grad_norm: 0.9488 2021-02-18 20:11:36,200 - mmaction - INFO - Epoch [20][20/470] lr: 4.767e-01, eta: 3 days, 18:38:36, time: 15.193, data_time: 12.757, memory: 25994, top1_acc: 0.3093, top5_acc: 0.5588, loss_cls: 3.1636, loss: 3.1636, grad_norm: 0.9605 2021-02-18 20:12:20,479 - mmaction - INFO - Epoch [20][40/470] lr: 4.776e-01, eta: 3 days, 18:34:39, time: 2.214, data_time: 0.005, memory: 25994, top1_acc: 0.3084, top5_acc: 0.5687, loss_cls: 3.1627, loss: 3.1627, grad_norm: 0.9540 2021-02-18 20:13:06,195 - mmaction - INFO - Epoch [20][60/470] lr: 4.784e-01, eta: 3 days, 18:31:01, time: 2.285, data_time: 0.006, memory: 25994, top1_acc: 0.3160, top5_acc: 0.5714, loss_cls: 3.1281, loss: 3.1281, grad_norm: 0.9403 2021-02-18 20:13:52,175 - mmaction - INFO - Epoch [20][80/470] lr: 4.793e-01, eta: 3 days, 18:27:28, time: 2.299, data_time: 0.004, memory: 25994, top1_acc: 0.3124, top5_acc: 0.5741, loss_cls: 3.1307, loss: 3.1307, grad_norm: 0.9629 2021-02-18 20:14:38,440 - mmaction - INFO - Epoch [20][100/470] lr: 4.802e-01, eta: 3 days, 18:23:58, time: 2.313, data_time: 0.006, memory: 25994, top1_acc: 0.3178, top5_acc: 0.5770, loss_cls: 3.1183, loss: 3.1183, grad_norm: 0.9643 2021-02-18 20:15:24,776 - mmaction - INFO - Epoch [20][120/470] lr: 4.811e-01, eta: 3 days, 18:20:30, time: 2.314, data_time: 0.003, memory: 25994, top1_acc: 0.3054, top5_acc: 0.5666, loss_cls: 3.1859, loss: 3.1859, grad_norm: 0.9628 2021-02-18 20:16:09,859 - mmaction - INFO - Epoch [20][140/470] lr: 4.820e-01, eta: 3 days, 18:16:48, time: 2.257, data_time: 0.008, memory: 25994, top1_acc: 0.3078, top5_acc: 0.5656, loss_cls: 3.1725, loss: 3.1725, grad_norm: 0.9437 2021-02-18 20:16:55,765 - mmaction - INFO - Epoch [20][160/470] lr: 4.829e-01, eta: 3 days, 18:13:16, time: 2.293, data_time: 0.004, memory: 25994, top1_acc: 0.3038, top5_acc: 0.5557, loss_cls: 3.1897, loss: 3.1897, grad_norm: 0.9557 2021-02-18 20:17:45,610 - mmaction - INFO - Epoch [20][180/470] lr: 4.838e-01, eta: 3 days, 18:10:33, time: 2.495, data_time: 0.008, memory: 25994, top1_acc: 0.3179, top5_acc: 0.5627, loss_cls: 3.1498, loss: 3.1498, grad_norm: 0.9387 2021-02-18 20:18:30,949 - mmaction - INFO - Epoch [20][200/470] lr: 4.847e-01, eta: 3 days, 18:06:56, time: 2.266, data_time: 0.005, memory: 25994, top1_acc: 0.3146, top5_acc: 0.5719, loss_cls: 3.1489, loss: 3.1489, grad_norm: 0.9418 2021-02-18 20:19:24,411 - mmaction - INFO - Epoch [20][220/470] lr: 4.856e-01, eta: 3 days, 18:04:58, time: 2.673, data_time: 0.008, memory: 25994, top1_acc: 0.3079, top5_acc: 0.5627, loss_cls: 3.1763, loss: 3.1763, grad_norm: 0.9232 2021-02-18 20:20:10,623 - mmaction - INFO - Epoch [20][240/470] lr: 4.864e-01, eta: 3 days, 18:01:33, time: 2.309, data_time: 0.005, memory: 25994, top1_acc: 0.3219, top5_acc: 0.5614, loss_cls: 3.1442, loss: 3.1442, grad_norm: 0.9610 2021-02-18 20:20:56,326 - mmaction - INFO - Epoch [20][260/470] lr: 4.873e-01, eta: 3 days, 17:58:01, time: 2.283, data_time: 0.015, memory: 25994, top1_acc: 0.3254, top5_acc: 0.5749, loss_cls: 3.1169, loss: 3.1169, grad_norm: 0.9397 2021-02-18 20:21:42,879 - mmaction - INFO - Epoch [20][280/470] lr: 4.882e-01, eta: 3 days, 17:54:41, time: 2.328, data_time: 0.008, memory: 25994, top1_acc: 0.3173, top5_acc: 0.5657, loss_cls: 3.1498, loss: 3.1498, grad_norm: 0.9433 2021-02-18 20:22:28,980 - mmaction - INFO - Epoch [20][300/470] lr: 4.891e-01, eta: 3 days, 17:50:57, time: 2.224, data_time: 0.011, memory: 25994, top1_acc: 0.3151, top5_acc: 0.5699, loss_cls: 3.1236, loss: 3.1236, grad_norm: 0.9574 2021-02-18 20:23:22,948 - mmaction - INFO - Epoch [20][320/470] lr: 4.900e-01, eta: 3 days, 17:49:28, time: 2.782, data_time: 0.114, memory: 25994, top1_acc: 0.3130, top5_acc: 0.5632, loss_cls: 3.1640, loss: 3.1640, grad_norm: 0.9427 2021-02-18 20:24:07,533 - mmaction - INFO - Epoch [20][340/470] lr: 4.909e-01, eta: 3 days, 17:45:47, time: 2.230, data_time: 0.005, memory: 25994, top1_acc: 0.3132, top5_acc: 0.5688, loss_cls: 3.1607, loss: 3.1607, grad_norm: 0.9370 2021-02-18 20:24:56,832 - mmaction - INFO - Epoch [20][360/470] lr: 4.918e-01, eta: 3 days, 17:43:01, time: 2.462, data_time: 0.003, memory: 25994, top1_acc: 0.3180, top5_acc: 0.5740, loss_cls: 3.1213, loss: 3.1213, grad_norm: 0.9622 2021-02-18 20:25:46,178 - mmaction - INFO - Epoch [20][380/470] lr: 4.927e-01, eta: 3 days, 17:40:18, time: 2.470, data_time: 0.006, memory: 25994, top1_acc: 0.3133, top5_acc: 0.5652, loss_cls: 3.1707, loss: 3.1707, grad_norm: 0.9442 2021-02-18 20:26:36,198 - mmaction - INFO - Epoch [20][400/470] lr: 4.936e-01, eta: 3 days, 17:37:43, time: 2.500, data_time: 0.003, memory: 25994, top1_acc: 0.3135, top5_acc: 0.5622, loss_cls: 3.1549, loss: 3.1549, grad_norm: 0.9324 2021-02-18 20:27:26,259 - mmaction - INFO - Epoch [20][420/470] lr: 4.944e-01, eta: 3 days, 17:35:09, time: 2.503, data_time: 0.005, memory: 25994, top1_acc: 0.3134, top5_acc: 0.5707, loss_cls: 3.1518, loss: 3.1518, grad_norm: 0.9471 2021-02-18 20:28:15,373 - mmaction - INFO - Epoch [20][440/470] lr: 4.953e-01, eta: 3 days, 17:32:23, time: 2.452, data_time: 0.005, memory: 25994, top1_acc: 0.3134, top5_acc: 0.5690, loss_cls: 3.1505, loss: 3.1505, grad_norm: 0.9549 2021-02-18 20:29:01,571 - mmaction - INFO - Epoch [20][460/470] lr: 4.962e-01, eta: 3 days, 17:29:06, time: 2.315, data_time: 0.012, memory: 25994, top1_acc: 0.3104, top5_acc: 0.5587, loss_cls: 3.1866, loss: 3.1866, grad_norm: 0.9424 2021-02-18 20:29:44,520 - mmaction - INFO - Saving checkpoint at 20 epochs 2021-02-18 20:37:49,493 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-18 20:37:50,350 - mmaction - INFO - top1_acc 0.3224 top5_acc 0.5944 2021-02-18 20:37:50,350 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-18 20:37:50,409 - mmaction - INFO - mean_acc 0.3223 2021-02-18 20:37:50,422 - mmaction - INFO - Epoch(val) [20][470] top1_acc: 0.3224, top5_acc: 0.5944, mean_class_accuracy: 0.3223 2021-02-18 20:42:04,565 - mmaction - INFO - Epoch [21][20/470] lr: 4.968e-01, eta: 3 days, 18:00:22, time: 12.693, data_time: 10.211, memory: 25994, top1_acc: 0.3193, top5_acc: 0.5781, loss_cls: 3.1142, loss: 3.1142, grad_norm: 0.9572 2021-02-18 20:42:53,397 - mmaction - INFO - Epoch [21][40/470] lr: 4.977e-01, eta: 3 days, 17:57:32, time: 2.451, data_time: 0.015, memory: 25994, top1_acc: 0.3237, top5_acc: 0.5735, loss_cls: 3.1299, loss: 3.1299, grad_norm: 0.9350 2021-02-18 20:43:41,991 - mmaction - INFO - Epoch [21][60/470] lr: 4.986e-01, eta: 3 days, 17:54:39, time: 2.428, data_time: 0.005, memory: 25994, top1_acc: 0.3177, top5_acc: 0.5746, loss_cls: 3.0983, loss: 3.0983, grad_norm: 0.9536 2021-02-18 20:44:30,096 - mmaction - INFO - Epoch [21][80/470] lr: 4.995e-01, eta: 3 days, 17:51:40, time: 2.405, data_time: 0.026, memory: 25994, top1_acc: 0.3148, top5_acc: 0.5718, loss_cls: 3.1419, loss: 3.1419, grad_norm: 0.9508 2021-02-18 20:45:19,354 - mmaction - INFO - Epoch [21][100/470] lr: 5.004e-01, eta: 3 days, 17:48:56, time: 2.466, data_time: 0.006, memory: 25994, top1_acc: 0.3110, top5_acc: 0.5730, loss_cls: 3.1428, loss: 3.1428, grad_norm: 0.9629 2021-02-18 20:46:06,394 - mmaction - INFO - Epoch [21][120/470] lr: 5.013e-01, eta: 3 days, 17:45:46, time: 2.351, data_time: 0.003, memory: 25994, top1_acc: 0.3137, top5_acc: 0.5658, loss_cls: 3.1606, loss: 3.1606, grad_norm: 0.9518 2021-02-18 20:46:54,089 - mmaction - INFO - Epoch [21][140/470] lr: 5.022e-01, eta: 3 days, 17:42:44, time: 2.385, data_time: 0.008, memory: 25994, top1_acc: 0.3119, top5_acc: 0.5665, loss_cls: 3.1636, loss: 3.1636, grad_norm: 0.9476 2021-02-18 20:47:39,898 - mmaction - INFO - Epoch [21][160/470] lr: 5.030e-01, eta: 3 days, 17:39:21, time: 2.290, data_time: 0.006, memory: 25994, top1_acc: 0.3129, top5_acc: 0.5758, loss_cls: 3.1305, loss: 3.1305, grad_norm: 0.9666 2021-02-18 20:48:30,825 - mmaction - INFO - Epoch [21][180/470] lr: 5.039e-01, eta: 3 days, 17:36:57, time: 2.544, data_time: 0.005, memory: 25994, top1_acc: 0.3152, top5_acc: 0.5742, loss_cls: 3.1220, loss: 3.1220, grad_norm: 0.9373 2021-02-18 20:49:18,894 - mmaction - INFO - Epoch [21][200/470] lr: 5.048e-01, eta: 3 days, 17:34:02, time: 2.406, data_time: 0.007, memory: 25994, top1_acc: 0.3205, top5_acc: 0.5718, loss_cls: 3.1216, loss: 3.1216, grad_norm: 0.9461 2021-02-18 20:50:07,941 - mmaction - INFO - Epoch [21][220/470] lr: 5.057e-01, eta: 3 days, 17:31:18, time: 2.452, data_time: 0.008, memory: 25994, top1_acc: 0.3164, top5_acc: 0.5765, loss_cls: 3.1363, loss: 3.1363, grad_norm: 0.9437 2021-02-18 20:50:53,455 - mmaction - INFO - Epoch [21][240/470] lr: 5.066e-01, eta: 3 days, 17:27:40, time: 2.218, data_time: 0.009, memory: 25994, top1_acc: 0.3057, top5_acc: 0.5635, loss_cls: 3.1676, loss: 3.1676, grad_norm: 0.9416 2021-02-18 20:51:40,716 - mmaction - INFO - Epoch [21][260/470] lr: 5.075e-01, eta: 3 days, 17:24:50, time: 2.421, data_time: 0.061, memory: 25994, top1_acc: 0.3212, top5_acc: 0.5730, loss_cls: 3.1172, loss: 3.1172, grad_norm: 0.9456 2021-02-18 20:52:28,777 - mmaction - INFO - Epoch [21][280/470] lr: 5.084e-01, eta: 3 days, 17:21:55, time: 2.397, data_time: 0.004, memory: 25994, top1_acc: 0.3193, top5_acc: 0.5704, loss_cls: 3.1161, loss: 3.1161, grad_norm: 0.9328 2021-02-18 20:53:23,419 - mmaction - INFO - Epoch [21][300/470] lr: 5.093e-01, eta: 3 days, 17:20:10, time: 2.703, data_time: 0.010, memory: 25994, top1_acc: 0.3148, top5_acc: 0.5690, loss_cls: 3.1351, loss: 3.1351, grad_norm: 0.9391 2021-02-18 20:54:09,871 - mmaction - INFO - Epoch [21][320/470] lr: 5.101e-01, eta: 3 days, 17:17:07, time: 2.358, data_time: 0.052, memory: 25994, top1_acc: 0.3090, top5_acc: 0.5583, loss_cls: 3.1890, loss: 3.1890, grad_norm: 0.9428 2021-02-18 20:54:55,670 - mmaction - INFO - Epoch [21][340/470] lr: 5.110e-01, eta: 3 days, 17:13:47, time: 2.282, data_time: 0.005, memory: 25994, top1_acc: 0.3128, top5_acc: 0.5698, loss_cls: 3.1309, loss: 3.1309, grad_norm: 0.9478 2021-02-18 20:55:40,776 - mmaction - INFO - Epoch [21][360/470] lr: 5.119e-01, eta: 3 days, 17:10:23, time: 2.263, data_time: 0.011, memory: 25994, top1_acc: 0.3190, top5_acc: 0.5763, loss_cls: 3.1103, loss: 3.1103, grad_norm: 0.9234 2021-02-18 20:56:24,765 - mmaction - INFO - Epoch [21][380/470] lr: 5.128e-01, eta: 3 days, 17:06:46, time: 2.199, data_time: 0.010, memory: 25994, top1_acc: 0.3078, top5_acc: 0.5688, loss_cls: 3.1436, loss: 3.1436, grad_norm: 0.9466 2021-02-18 20:57:13,283 - mmaction - INFO - Epoch [21][400/470] lr: 5.137e-01, eta: 3 days, 17:03:59, time: 2.419, data_time: 0.004, memory: 25994, top1_acc: 0.3132, top5_acc: 0.5629, loss_cls: 3.1574, loss: 3.1574, grad_norm: 0.9237 2021-02-18 20:58:15,101 - mmaction - INFO - Epoch [21][420/470] lr: 5.146e-01, eta: 3 days, 17:03:45, time: 3.097, data_time: 0.011, memory: 25994, top1_acc: 0.3181, top5_acc: 0.5691, loss_cls: 3.1451, loss: 3.1451, grad_norm: 0.9522 2021-02-18 20:59:02,462 - mmaction - INFO - Epoch [21][440/470] lr: 5.155e-01, eta: 3 days, 17:00:48, time: 2.370, data_time: 0.005, memory: 25994, top1_acc: 0.3094, top5_acc: 0.5606, loss_cls: 3.1795, loss: 3.1795, grad_norm: 0.9403 2021-02-18 20:59:53,080 - mmaction - INFO - Epoch [21][460/470] lr: 5.164e-01, eta: 3 days, 16:58:25, time: 2.522, data_time: 0.004, memory: 25994, top1_acc: 0.3186, top5_acc: 0.5771, loss_cls: 3.1121, loss: 3.1121, grad_norm: 0.9337 2021-02-18 21:07:33,189 - mmaction - INFO - Epoch [22][20/470] lr: 5.169e-01, eta: 3 days, 17:58:21, time: 20.844, data_time: 13.636, memory: 25994, top1_acc: 0.3273, top5_acc: 0.5866, loss_cls: 3.0627, loss: 3.0627, grad_norm: 0.9462 2021-02-18 21:08:25,276 - mmaction - INFO - Epoch [22][40/470] lr: 5.178e-01, eta: 3 days, 17:56:14, time: 2.626, data_time: 0.025, memory: 25994, top1_acc: 0.3233, top5_acc: 0.5812, loss_cls: 3.1236, loss: 3.1236, grad_norm: 0.9413 2021-02-18 21:09:22,724 - mmaction - INFO - Epoch [22][60/470] lr: 5.187e-01, eta: 3 days, 17:55:02, time: 2.872, data_time: 0.003, memory: 25994, top1_acc: 0.3104, top5_acc: 0.5743, loss_cls: 3.1249, loss: 3.1249, grad_norm: 0.9449 2021-02-18 21:10:28,167 - mmaction - INFO - Epoch [22][80/470] lr: 5.195e-01, eta: 3 days, 17:55:18, time: 3.267, data_time: 0.009, memory: 25994, top1_acc: 0.3174, top5_acc: 0.5659, loss_cls: 3.1346, loss: 3.1346, grad_norm: 0.9393 2021-02-18 21:11:17,602 - mmaction - INFO - Epoch [22][100/470] lr: 5.204e-01, eta: 3 days, 17:52:38, time: 2.476, data_time: 0.012, memory: 25994, top1_acc: 0.3199, top5_acc: 0.5740, loss_cls: 3.1037, loss: 3.1037, grad_norm: 0.9583 2021-02-18 21:12:06,399 - mmaction - INFO - Epoch [22][120/470] lr: 5.213e-01, eta: 3 days, 17:49:48, time: 2.432, data_time: 0.009, memory: 25994, top1_acc: 0.3171, top5_acc: 0.5723, loss_cls: 3.1149, loss: 3.1149, grad_norm: 0.9279 2021-02-18 21:13:01,395 - mmaction - INFO - Epoch [22][140/470] lr: 5.222e-01, eta: 3 days, 17:47:58, time: 2.697, data_time: 0.018, memory: 25994, top1_acc: 0.3114, top5_acc: 0.5749, loss_cls: 3.1254, loss: 3.1254, grad_norm: 0.9421 2021-02-18 21:16:11,268 - mmaction - INFO - Epoch [22][160/470] lr: 5.231e-01, eta: 3 days, 18:11:16, time: 9.555, data_time: 0.068, memory: 25994, top1_acc: 0.3201, top5_acc: 0.5696, loss_cls: 3.1225, loss: 3.1225, grad_norm: 0.9366 2021-02-18 21:17:15,435 - mmaction - INFO - Epoch [22][180/470] lr: 5.240e-01, eta: 3 days, 18:11:09, time: 3.180, data_time: 0.006, memory: 25994, top1_acc: 0.3176, top5_acc: 0.5749, loss_cls: 3.1218, loss: 3.1218, grad_norm: 0.9418 2021-02-18 21:18:03,293 - mmaction - INFO - Epoch [22][200/470] lr: 5.249e-01, eta: 3 days, 18:08:16, time: 2.423, data_time: 0.033, memory: 25994, top1_acc: 0.3210, top5_acc: 0.5747, loss_cls: 3.1052, loss: 3.1052, grad_norm: 0.9321 2021-02-18 21:18:50,582 - mmaction - INFO - Epoch [22][220/470] lr: 5.257e-01, eta: 3 days, 18:05:10, time: 2.361, data_time: 0.003, memory: 25994, top1_acc: 0.3137, top5_acc: 0.5698, loss_cls: 3.1444, loss: 3.1444, grad_norm: 0.9314 2021-02-18 21:19:37,250 - mmaction - INFO - Epoch [22][240/470] lr: 5.266e-01, eta: 3 days, 18:01:59, time: 2.336, data_time: 0.010, memory: 25994, top1_acc: 0.3130, top5_acc: 0.5676, loss_cls: 3.1343, loss: 3.1343, grad_norm: 0.9332 2021-02-18 21:20:25,631 - mmaction - INFO - Epoch [22][260/470] lr: 5.275e-01, eta: 3 days, 17:59:07, time: 2.418, data_time: 0.004, memory: 25994, top1_acc: 0.3167, top5_acc: 0.5782, loss_cls: 3.0984, loss: 3.0984, grad_norm: 0.9251 2021-02-18 21:21:13,268 - mmaction - INFO - Epoch [22][280/470] lr: 5.284e-01, eta: 3 days, 17:56:05, time: 2.374, data_time: 0.010, memory: 25994, top1_acc: 0.3232, top5_acc: 0.5793, loss_cls: 3.0801, loss: 3.0801, grad_norm: 0.9275 2021-02-18 21:22:01,543 - mmaction - INFO - Epoch [22][300/470] lr: 5.293e-01, eta: 3 days, 17:53:13, time: 2.414, data_time: 0.016, memory: 25994, top1_acc: 0.3248, top5_acc: 0.5746, loss_cls: 3.1159, loss: 3.1159, grad_norm: 0.9442 2021-02-18 21:22:58,268 - mmaction - INFO - Epoch [22][320/470] lr: 5.302e-01, eta: 3 days, 17:51:54, time: 2.845, data_time: 0.020, memory: 25994, top1_acc: 0.3163, top5_acc: 0.5761, loss_cls: 3.1241, loss: 3.1241, grad_norm: 0.9436 2021-02-18 21:23:52,591 - mmaction - INFO - Epoch [22][340/470] lr: 5.311e-01, eta: 3 days, 17:50:07, time: 2.717, data_time: 0.007, memory: 25994, top1_acc: 0.3189, top5_acc: 0.5756, loss_cls: 3.1146, loss: 3.1146, grad_norm: 0.9249 2021-02-18 21:24:54,921 - mmaction - INFO - Epoch [22][360/470] lr: 5.320e-01, eta: 3 days, 17:49:43, time: 3.095, data_time: 0.012, memory: 25994, top1_acc: 0.3160, top5_acc: 0.5687, loss_cls: 3.1444, loss: 3.1444, grad_norm: 0.9239 2021-02-18 21:25:53,178 - mmaction - INFO - Epoch [22][380/470] lr: 5.328e-01, eta: 3 days, 17:48:42, time: 2.928, data_time: 0.026, memory: 25994, top1_acc: 0.3247, top5_acc: 0.5754, loss_cls: 3.1135, loss: 3.1135, grad_norm: 0.9417 2021-02-18 21:26:39,620 - mmaction - INFO - Epoch [22][400/470] lr: 5.337e-01, eta: 3 days, 17:45:31, time: 2.323, data_time: 0.011, memory: 25994, top1_acc: 0.3150, top5_acc: 0.5716, loss_cls: 3.1401, loss: 3.1401, grad_norm: 0.9261 2021-02-18 21:27:28,611 - mmaction - INFO - Epoch [22][420/470] lr: 5.346e-01, eta: 3 days, 17:42:48, time: 2.447, data_time: 0.010, memory: 25994, top1_acc: 0.3135, top5_acc: 0.5701, loss_cls: 3.1534, loss: 3.1534, grad_norm: 0.9337 2021-02-18 21:28:18,595 - mmaction - INFO - Epoch [22][440/470] lr: 5.355e-01, eta: 3 days, 17:40:17, time: 2.501, data_time: 0.013, memory: 25994, top1_acc: 0.3215, top5_acc: 0.5732, loss_cls: 3.1187, loss: 3.1187, grad_norm: 0.9290 2021-02-18 21:29:11,667 - mmaction - INFO - Epoch [22][460/470] lr: 5.364e-01, eta: 3 days, 17:38:17, time: 2.646, data_time: 0.009, memory: 25994, top1_acc: 0.3209, top5_acc: 0.5715, loss_cls: 3.1195, loss: 3.1195, grad_norm: 0.9237 2021-02-18 21:36:01,302 - mmaction - INFO - Epoch [23][20/470] lr: 5.368e-01, eta: 3 days, 18:26:21, time: 18.403, data_time: 14.889, memory: 25994, top1_acc: 0.3307, top5_acc: 0.5831, loss_cls: 3.0539, loss: 3.0539, grad_norm: 0.9447 2021-02-18 21:36:50,397 - mmaction - INFO - Epoch [23][40/470] lr: 5.377e-01, eta: 3 days, 18:23:34, time: 2.454, data_time: 0.005, memory: 25994, top1_acc: 0.3085, top5_acc: 0.5620, loss_cls: 3.1432, loss: 3.1432, grad_norm: 0.9427 2021-02-18 21:37:37,035 - mmaction - INFO - Epoch [23][60/470] lr: 5.386e-01, eta: 3 days, 18:20:23, time: 2.334, data_time: 0.007, memory: 25994, top1_acc: 0.3206, top5_acc: 0.5821, loss_cls: 3.0894, loss: 3.0894, grad_norm: 0.9219 2021-02-18 21:38:30,348 - mmaction - INFO - Epoch [23][80/470] lr: 5.395e-01, eta: 3 days, 18:18:21, time: 2.662, data_time: 0.005, memory: 25994, top1_acc: 0.3324, top5_acc: 0.5830, loss_cls: 3.0618, loss: 3.0618, grad_norm: 0.9307 2021-02-18 21:39:17,377 - mmaction - INFO - Epoch [23][100/470] lr: 5.404e-01, eta: 3 days, 18:15:12, time: 2.341, data_time: 0.009, memory: 25994, top1_acc: 0.3163, top5_acc: 0.5710, loss_cls: 3.1240, loss: 3.1240, grad_norm: 0.9431 2021-02-18 21:40:01,766 - mmaction - INFO - Epoch [23][120/470] lr: 5.413e-01, eta: 3 days, 18:11:41, time: 2.233, data_time: 0.023, memory: 25994, top1_acc: 0.3191, top5_acc: 0.5725, loss_cls: 3.1165, loss: 3.1165, grad_norm: 0.9369 2021-02-18 21:40:50,320 - mmaction - INFO - Epoch [23][140/470] lr: 5.421e-01, eta: 3 days, 18:08:49, time: 2.420, data_time: 0.005, memory: 25994, top1_acc: 0.3241, top5_acc: 0.5750, loss_cls: 3.1135, loss: 3.1135, grad_norm: 0.9247 2021-02-18 21:41:39,158 - mmaction - INFO - Epoch [23][160/470] lr: 5.430e-01, eta: 3 days, 18:06:05, time: 2.450, data_time: 0.014, memory: 25994, top1_acc: 0.3200, top5_acc: 0.5732, loss_cls: 3.1240, loss: 3.1240, grad_norm: 0.9358 2021-02-18 21:42:33,069 - mmaction - INFO - Epoch [23][180/470] lr: 5.439e-01, eta: 3 days, 18:04:12, time: 2.695, data_time: 0.005, memory: 25994, top1_acc: 0.3203, top5_acc: 0.5754, loss_cls: 3.1147, loss: 3.1147, grad_norm: 0.9363 2021-02-18 21:43:22,531 - mmaction - INFO - Epoch [23][200/470] lr: 5.448e-01, eta: 3 days, 18:01:31, time: 2.466, data_time: 0.004, memory: 25994, top1_acc: 0.3204, top5_acc: 0.5790, loss_cls: 3.1177, loss: 3.1177, grad_norm: 0.9328 2021-02-18 21:44:09,556 - mmaction - INFO - Epoch [23][220/470] lr: 5.457e-01, eta: 3 days, 17:58:29, time: 2.359, data_time: 0.022, memory: 25994, top1_acc: 0.3106, top5_acc: 0.5706, loss_cls: 3.1499, loss: 3.1499, grad_norm: 0.9325 2021-02-18 21:44:57,320 - mmaction - INFO - Epoch [23][240/470] lr: 5.466e-01, eta: 3 days, 17:55:33, time: 2.389, data_time: 0.005, memory: 25994, top1_acc: 0.3130, top5_acc: 0.5679, loss_cls: 3.1576, loss: 3.1576, grad_norm: 0.9189 2021-02-18 21:45:41,937 - mmaction - INFO - Epoch [23][260/470] lr: 5.475e-01, eta: 3 days, 17:52:05, time: 2.231, data_time: 0.006, memory: 25994, top1_acc: 0.3227, top5_acc: 0.5748, loss_cls: 3.0960, loss: 3.0960, grad_norm: 0.9267 2021-02-18 21:46:28,482 - mmaction - INFO - Epoch [23][280/470] lr: 5.483e-01, eta: 3 days, 17:48:57, time: 2.322, data_time: 0.005, memory: 25994, top1_acc: 0.3170, top5_acc: 0.5674, loss_cls: 3.1393, loss: 3.1393, grad_norm: 0.9296 2021-02-18 21:47:15,148 - mmaction - INFO - Epoch [23][300/470] lr: 5.492e-01, eta: 3 days, 17:45:52, time: 2.338, data_time: 0.010, memory: 25994, top1_acc: 0.3145, top5_acc: 0.5657, loss_cls: 3.1561, loss: 3.1561, grad_norm: 0.9287 2021-02-18 21:48:02,503 - mmaction - INFO - Epoch [23][320/470] lr: 5.501e-01, eta: 3 days, 17:42:54, time: 2.367, data_time: 0.004, memory: 25994, top1_acc: 0.3279, top5_acc: 0.5807, loss_cls: 3.1001, loss: 3.1001, grad_norm: 0.9365 2021-02-18 21:48:53,965 - mmaction - INFO - Epoch [23][340/470] lr: 5.510e-01, eta: 3 days, 17:40:39, time: 2.573, data_time: 0.008, memory: 25994, top1_acc: 0.3231, top5_acc: 0.5729, loss_cls: 3.1064, loss: 3.1064, grad_norm: 0.9362 2021-02-18 21:49:43,136 - mmaction - INFO - Epoch [23][360/470] lr: 5.519e-01, eta: 3 days, 17:38:00, time: 2.458, data_time: 0.007, memory: 25994, top1_acc: 0.3251, top5_acc: 0.5776, loss_cls: 3.1062, loss: 3.1062, grad_norm: 0.9332 2021-02-18 21:50:31,145 - mmaction - INFO - Epoch [23][380/470] lr: 5.528e-01, eta: 3 days, 17:35:09, time: 2.396, data_time: 0.005, memory: 25994, top1_acc: 0.3109, top5_acc: 0.5721, loss_cls: 3.1318, loss: 3.1318, grad_norm: 0.9052 2021-02-18 21:51:16,084 - mmaction - INFO - Epoch [23][400/470] lr: 5.536e-01, eta: 3 days, 17:31:50, time: 2.252, data_time: 0.011, memory: 25994, top1_acc: 0.3227, top5_acc: 0.5794, loss_cls: 3.1089, loss: 3.1089, grad_norm: 0.9292 2021-02-18 21:52:13,352 - mmaction - INFO - Epoch [23][420/470] lr: 5.545e-01, eta: 3 days, 17:30:32, time: 2.850, data_time: 0.011, memory: 25994, top1_acc: 0.3166, top5_acc: 0.5740, loss_cls: 3.1344, loss: 3.1344, grad_norm: 0.9216 2021-02-18 21:53:02,738 - mmaction - INFO - Epoch [23][440/470] lr: 5.554e-01, eta: 3 days, 17:28:00, time: 2.482, data_time: 0.023, memory: 25994, top1_acc: 0.3231, top5_acc: 0.5716, loss_cls: 3.1289, loss: 3.1289, grad_norm: 0.9093 2021-02-18 21:53:53,659 - mmaction - INFO - Epoch [23][460/470] lr: 5.563e-01, eta: 3 days, 17:25:40, time: 2.541, data_time: 0.007, memory: 25994, top1_acc: 0.3116, top5_acc: 0.5780, loss_cls: 3.1356, loss: 3.1356, grad_norm: 0.9303 2021-02-18 21:59:40,690 - mmaction - INFO - Epoch [24][20/470] lr: 5.567e-01, eta: 3 days, 18:00:30, time: 15.181, data_time: 11.877, memory: 25994, top1_acc: 0.3210, top5_acc: 0.5808, loss_cls: 3.1035, loss: 3.1035, grad_norm: 0.9342 2021-02-18 22:00:42,825 - mmaction - INFO - Epoch [24][40/470] lr: 5.576e-01, eta: 3 days, 17:59:59, time: 3.101, data_time: 0.032, memory: 25994, top1_acc: 0.3158, top5_acc: 0.5759, loss_cls: 3.1471, loss: 3.1471, grad_norm: 0.9469 2021-02-18 22:01:31,949 - mmaction - INFO - Epoch [24][60/470] lr: 5.584e-01, eta: 3 days, 17:57:21, time: 2.468, data_time: 0.019, memory: 25994, top1_acc: 0.3243, top5_acc: 0.5781, loss_cls: 3.0930, loss: 3.0930, grad_norm: 0.9284 2021-02-18 22:02:42,151 - mmaction - INFO - Epoch [24][80/470] lr: 5.593e-01, eta: 3 days, 17:58:12, time: 3.507, data_time: 0.007, memory: 25994, top1_acc: 0.3169, top5_acc: 0.5721, loss_cls: 3.1231, loss: 3.1231, grad_norm: 0.9095 2021-02-18 22:03:36,553 - mmaction - INFO - Epoch [24][100/470] lr: 5.602e-01, eta: 3 days, 17:56:26, time: 2.725, data_time: 0.014, memory: 25994, top1_acc: 0.3272, top5_acc: 0.5882, loss_cls: 3.0904, loss: 3.0904, grad_norm: 0.9230 2021-02-18 22:04:35,673 - mmaction - INFO - Epoch [24][120/470] lr: 5.611e-01, eta: 3 days, 17:55:26, time: 2.956, data_time: 0.010, memory: 25994, top1_acc: 0.3191, top5_acc: 0.5771, loss_cls: 3.0946, loss: 3.0946, grad_norm: 0.9328 2021-02-18 22:05:20,825 - mmaction - INFO - Epoch [24][140/470] lr: 5.620e-01, eta: 3 days, 17:52:07, time: 2.257, data_time: 0.006, memory: 25994, top1_acc: 0.3140, top5_acc: 0.5693, loss_cls: 3.1354, loss: 3.1354, grad_norm: 0.9288 2021-02-18 22:06:08,961 - mmaction - INFO - Epoch [24][160/470] lr: 5.629e-01, eta: 3 days, 17:49:16, time: 2.401, data_time: 0.004, memory: 25994, top1_acc: 0.3310, top5_acc: 0.5801, loss_cls: 3.0850, loss: 3.0850, grad_norm: 0.9217 2021-02-18 22:07:00,890 - mmaction - INFO - Epoch [24][180/470] lr: 5.637e-01, eta: 3 days, 17:47:05, time: 2.596, data_time: 0.015, memory: 25994, top1_acc: 0.3235, top5_acc: 0.5814, loss_cls: 3.0975, loss: 3.0975, grad_norm: 0.9282 2021-02-18 22:07:47,974 - mmaction - INFO - Epoch [24][200/470] lr: 5.646e-01, eta: 3 days, 17:44:06, time: 2.349, data_time: 0.009, memory: 25994, top1_acc: 0.3146, top5_acc: 0.5706, loss_cls: 3.1211, loss: 3.1211, grad_norm: 0.9248 2021-02-18 22:08:38,527 - mmaction - INFO - Epoch [24][220/470] lr: 5.655e-01, eta: 3 days, 17:41:43, time: 2.536, data_time: 0.025, memory: 25994, top1_acc: 0.3275, top5_acc: 0.5793, loss_cls: 3.0922, loss: 3.0922, grad_norm: 0.9106 2021-02-18 22:09:26,282 - mmaction - INFO - Epoch [24][240/470] lr: 5.664e-01, eta: 3 days, 17:38:52, time: 2.386, data_time: 0.008, memory: 25994, top1_acc: 0.3137, top5_acc: 0.5731, loss_cls: 3.1270, loss: 3.1270, grad_norm: 0.9238 2021-02-18 22:10:19,342 - mmaction - INFO - Epoch [24][260/470] lr: 5.673e-01, eta: 3 days, 17:36:54, time: 2.655, data_time: 0.009, memory: 25994, top1_acc: 0.3206, top5_acc: 0.5806, loss_cls: 3.0844, loss: 3.0844, grad_norm: 0.9160 2021-02-18 22:11:06,903 - mmaction - INFO - Epoch [24][280/470] lr: 5.682e-01, eta: 3 days, 17:34:02, time: 2.377, data_time: 0.005, memory: 25994, top1_acc: 0.3288, top5_acc: 0.5805, loss_cls: 3.0800, loss: 3.0800, grad_norm: 0.9244 2021-02-18 22:11:55,996 - mmaction - INFO - Epoch [24][300/470] lr: 5.690e-01, eta: 3 days, 17:31:24, time: 2.449, data_time: 0.008, memory: 25994, top1_acc: 0.3164, top5_acc: 0.5747, loss_cls: 3.1186, loss: 3.1186, grad_norm: 0.9203 2021-02-18 22:12:43,822 - mmaction - INFO - Epoch [24][320/470] lr: 5.699e-01, eta: 3 days, 17:28:36, time: 2.399, data_time: 0.012, memory: 25994, top1_acc: 0.3183, top5_acc: 0.5740, loss_cls: 3.1322, loss: 3.1322, grad_norm: 0.9233 2021-02-18 22:13:30,923 - mmaction - INFO - Epoch [24][340/470] lr: 5.708e-01, eta: 3 days, 17:25:41, time: 2.356, data_time: 0.004, memory: 25994, top1_acc: 0.3159, top5_acc: 0.5720, loss_cls: 3.1589, loss: 3.1589, grad_norm: 0.9115 2021-02-18 22:14:17,996 - mmaction - INFO - Epoch [24][360/470] lr: 5.717e-01, eta: 3 days, 17:22:46, time: 2.354, data_time: 0.007, memory: 25994, top1_acc: 0.3249, top5_acc: 0.5739, loss_cls: 3.1109, loss: 3.1109, grad_norm: 0.9198 2021-02-18 22:15:09,439 - mmaction - INFO - Epoch [24][380/470] lr: 5.726e-01, eta: 3 days, 17:20:33, time: 2.572, data_time: 0.006, memory: 25994, top1_acc: 0.3323, top5_acc: 0.5843, loss_cls: 3.0716, loss: 3.0716, grad_norm: 0.9088 2021-02-18 22:15:57,278 - mmaction - INFO - Epoch [24][400/470] lr: 5.735e-01, eta: 3 days, 17:17:46, time: 2.392, data_time: 0.002, memory: 25994, top1_acc: 0.3226, top5_acc: 0.5789, loss_cls: 3.0970, loss: 3.0970, grad_norm: 0.9038 2021-02-18 22:16:47,216 - mmaction - INFO - Epoch [24][420/470] lr: 5.743e-01, eta: 3 days, 17:15:20, time: 2.495, data_time: 0.005, memory: 25994, top1_acc: 0.3318, top5_acc: 0.5802, loss_cls: 3.0900, loss: 3.0900, grad_norm: 0.9332 2021-02-18 22:17:32,597 - mmaction - INFO - Epoch [24][440/470] lr: 5.752e-01, eta: 3 days, 17:12:10, time: 2.271, data_time: 0.004, memory: 25994, top1_acc: 0.3224, top5_acc: 0.5729, loss_cls: 3.1329, loss: 3.1329, grad_norm: 0.9079 2021-02-18 22:18:22,624 - mmaction - INFO - Epoch [24][460/470] lr: 5.761e-01, eta: 3 days, 17:09:45, time: 2.499, data_time: 0.009, memory: 25994, top1_acc: 0.3274, top5_acc: 0.5784, loss_cls: 3.0987, loss: 3.0987, grad_norm: 0.8981 2021-02-18 22:19:05,543 - mmaction - INFO - Saving checkpoint at 24 epochs 2021-02-18 22:24:17,168 - mmaction - INFO - Epoch [25][20/470] lr: 5.764e-01, eta: 3 days, 17:43:54, time: 15.493, data_time: 13.126, memory: 25994, top1_acc: 0.3293, top5_acc: 0.5875, loss_cls: 3.0707, loss: 3.0707, grad_norm: 0.9293 2021-02-18 22:25:03,998 - mmaction - INFO - Epoch [25][40/470] lr: 5.773e-01, eta: 3 days, 17:40:58, time: 2.354, data_time: 0.017, memory: 25994, top1_acc: 0.3281, top5_acc: 0.5796, loss_cls: 3.0837, loss: 3.0837, grad_norm: 0.9158 2021-02-18 22:26:00,149 - mmaction - INFO - Epoch [25][60/470] lr: 5.782e-01, eta: 3 days, 17:39:29, time: 2.807, data_time: 0.004, memory: 25994, top1_acc: 0.3282, top5_acc: 0.5849, loss_cls: 3.0639, loss: 3.0639, grad_norm: 0.9146 2021-02-18 22:26:59,264 - mmaction - INFO - Epoch [25][80/470] lr: 5.791e-01, eta: 3 days, 17:38:28, time: 2.956, data_time: 0.012, memory: 25994, top1_acc: 0.3197, top5_acc: 0.5765, loss_cls: 3.1176, loss: 3.1176, grad_norm: 0.9136 2021-02-18 22:27:47,909 - mmaction - INFO - Epoch [25][100/470] lr: 5.799e-01, eta: 3 days, 17:35:48, time: 2.433, data_time: 0.004, memory: 25994, top1_acc: 0.3235, top5_acc: 0.5698, loss_cls: 3.1111, loss: 3.1111, grad_norm: 0.9278 2021-02-18 22:28:31,671 - mmaction - INFO - Epoch [25][120/470] lr: 5.808e-01, eta: 3 days, 17:32:21, time: 2.189, data_time: 0.014, memory: 25994, top1_acc: 0.3257, top5_acc: 0.5882, loss_cls: 3.0746, loss: 3.0746, grad_norm: 0.9181 2021-02-18 22:29:29,986 - mmaction - INFO - Epoch [25][140/470] lr: 5.817e-01, eta: 3 days, 17:31:13, time: 2.915, data_time: 0.007, memory: 25994, top1_acc: 0.3288, top5_acc: 0.5793, loss_cls: 3.0988, loss: 3.0988, grad_norm: 0.9098 2021-02-18 22:30:20,037 - mmaction - INFO - Epoch [25][160/470] lr: 5.826e-01, eta: 3 days, 17:28:47, time: 2.503, data_time: 0.012, memory: 25994, top1_acc: 0.3245, top5_acc: 0.5781, loss_cls: 3.0935, loss: 3.0935, grad_norm: 0.9276 2021-02-18 22:31:07,727 - mmaction - INFO - Epoch [25][180/470] lr: 5.835e-01, eta: 3 days, 17:25:58, time: 2.380, data_time: 0.003, memory: 25994, top1_acc: 0.3191, top5_acc: 0.5737, loss_cls: 3.1254, loss: 3.1254, grad_norm: 0.9297 2021-02-18 22:32:08,358 - mmaction - INFO - Epoch [25][200/470] lr: 5.843e-01, eta: 3 days, 17:25:13, time: 3.031, data_time: 0.008, memory: 25994, top1_acc: 0.3307, top5_acc: 0.5804, loss_cls: 3.0814, loss: 3.0814, grad_norm: 0.9037 2021-02-18 22:32:56,808 - mmaction - INFO - Epoch [25][220/470] lr: 5.852e-01, eta: 3 days, 17:22:33, time: 2.428, data_time: 0.009, memory: 25994, top1_acc: 0.3297, top5_acc: 0.5854, loss_cls: 3.0697, loss: 3.0697, grad_norm: 0.9140 2021-02-18 22:33:51,318 - mmaction - INFO - Epoch [25][240/470] lr: 5.861e-01, eta: 3 days, 17:20:51, time: 2.726, data_time: 0.017, memory: 25994, top1_acc: 0.3147, top5_acc: 0.5692, loss_cls: 3.1353, loss: 3.1353, grad_norm: 0.9214 2021-02-18 22:34:41,670 - mmaction - INFO - Epoch [25][260/470] lr: 5.870e-01, eta: 3 days, 17:18:29, time: 2.518, data_time: 0.012, memory: 25994, top1_acc: 0.3255, top5_acc: 0.5809, loss_cls: 3.0913, loss: 3.0913, grad_norm: 0.9172 2021-02-18 22:35:33,262 - mmaction - INFO - Epoch [25][280/470] lr: 5.879e-01, eta: 3 days, 17:16:11, time: 2.537, data_time: 0.006, memory: 25994, top1_acc: 0.3233, top5_acc: 0.5755, loss_cls: 3.0886, loss: 3.0886, grad_norm: 0.9260 2021-02-18 22:36:19,208 - mmaction - INFO - Epoch [25][300/470] lr: 5.888e-01, eta: 3 days, 17:13:16, time: 2.340, data_time: 0.048, memory: 25994, top1_acc: 0.3216, top5_acc: 0.5841, loss_cls: 3.0941, loss: 3.0941, grad_norm: 0.9253 2021-02-18 22:37:04,533 - mmaction - INFO - Epoch [25][320/470] lr: 5.896e-01, eta: 3 days, 17:10:09, time: 2.267, data_time: 0.027, memory: 25994, top1_acc: 0.3199, top5_acc: 0.5687, loss_cls: 3.1273, loss: 3.1273, grad_norm: 0.9213 2021-02-18 22:37:59,734 - mmaction - INFO - Epoch [25][340/470] lr: 5.905e-01, eta: 3 days, 17:08:33, time: 2.759, data_time: 0.028, memory: 25994, top1_acc: 0.3262, top5_acc: 0.5773, loss_cls: 3.1049, loss: 3.1049, grad_norm: 0.9090 2021-02-18 22:38:46,668 - mmaction - INFO - Epoch [25][360/470] lr: 5.914e-01, eta: 3 days, 17:05:41, time: 2.345, data_time: 0.007, memory: 25994, top1_acc: 0.3181, top5_acc: 0.5751, loss_cls: 3.1384, loss: 3.1384, grad_norm: 0.9117 2021-02-18 22:39:40,306 - mmaction - INFO - Epoch [25][380/470] lr: 5.923e-01, eta: 3 days, 17:03:52, time: 2.683, data_time: 0.007, memory: 25994, top1_acc: 0.3279, top5_acc: 0.5823, loss_cls: 3.0808, loss: 3.0808, grad_norm: 0.9179 2021-02-18 22:40:30,437 - mmaction - INFO - Epoch [25][400/470] lr: 5.932e-01, eta: 3 days, 17:01:30, time: 2.505, data_time: 0.006, memory: 25994, top1_acc: 0.3194, top5_acc: 0.5781, loss_cls: 3.1184, loss: 3.1184, grad_norm: 0.9079 2021-02-18 22:41:14,759 - mmaction - INFO - Epoch [25][420/470] lr: 5.940e-01, eta: 3 days, 16:58:15, time: 2.218, data_time: 0.013, memory: 25994, top1_acc: 0.3190, top5_acc: 0.5710, loss_cls: 3.1132, loss: 3.1132, grad_norm: 0.9055 2021-02-18 22:42:08,649 - mmaction - INFO - Epoch [25][440/470] lr: 5.949e-01, eta: 3 days, 16:56:29, time: 2.694, data_time: 0.005, memory: 25994, top1_acc: 0.3229, top5_acc: 0.5800, loss_cls: 3.1196, loss: 3.1196, grad_norm: 0.9117 2021-02-18 22:42:52,609 - mmaction - INFO - Epoch [25][460/470] lr: 5.958e-01, eta: 3 days, 16:53:11, time: 2.199, data_time: 0.005, memory: 25994, top1_acc: 0.3315, top5_acc: 0.5820, loss_cls: 3.0995, loss: 3.0995, grad_norm: 0.9081 2021-02-18 22:51:34,878 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-18 22:51:35,713 - mmaction - INFO - top1_acc 0.3050 top5_acc 0.5694 2021-02-18 22:51:35,714 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-18 22:51:35,771 - mmaction - INFO - mean_acc 0.3047 2021-02-18 22:51:35,786 - mmaction - INFO - Epoch(val) [25][470] top1_acc: 0.3050, top5_acc: 0.5694, mean_class_accuracy: 0.3047 2021-02-18 22:56:18,660 - mmaction - INFO - Epoch [26][20/470] lr: 5.960e-01, eta: 3 days, 17:21:36, time: 14.139, data_time: 11.643, memory: 25994, top1_acc: 0.3159, top5_acc: 0.5689, loss_cls: 3.1393, loss: 3.1393, grad_norm: 0.9222 2021-02-18 22:57:06,715 - mmaction - INFO - Epoch [26][40/470] lr: 5.969e-01, eta: 3 days, 17:18:53, time: 2.404, data_time: 0.014, memory: 25994, top1_acc: 0.3236, top5_acc: 0.5826, loss_cls: 3.0864, loss: 3.0864, grad_norm: 0.9192 2021-02-18 22:57:55,570 - mmaction - INFO - Epoch [26][60/470] lr: 5.978e-01, eta: 3 days, 17:16:17, time: 2.435, data_time: 0.009, memory: 25994, top1_acc: 0.3293, top5_acc: 0.5788, loss_cls: 3.0903, loss: 3.0903, grad_norm: 0.9111 2021-02-18 22:58:44,909 - mmaction - INFO - Epoch [26][80/470] lr: 5.987e-01, eta: 3 days, 17:13:48, time: 2.475, data_time: 0.011, memory: 25994, top1_acc: 0.3238, top5_acc: 0.5788, loss_cls: 3.0915, loss: 3.0915, grad_norm: 0.9171 2021-02-18 22:59:33,416 - mmaction - INFO - Epoch [26][100/470] lr: 5.995e-01, eta: 3 days, 17:11:11, time: 2.426, data_time: 0.011, memory: 25994, top1_acc: 0.3191, top5_acc: 0.5719, loss_cls: 3.1147, loss: 3.1147, grad_norm: 0.9045 2021-02-18 23:00:25,960 - mmaction - INFO - Epoch [26][120/470] lr: 6.004e-01, eta: 3 days, 17:09:10, time: 2.620, data_time: 0.005, memory: 25994, top1_acc: 0.3277, top5_acc: 0.5835, loss_cls: 3.0615, loss: 3.0615, grad_norm: 0.9188 2021-02-18 23:01:15,088 - mmaction - INFO - Epoch [26][140/470] lr: 6.013e-01, eta: 3 days, 17:06:39, time: 2.457, data_time: 0.011, memory: 25994, top1_acc: 0.3312, top5_acc: 0.5873, loss_cls: 3.0731, loss: 3.0731, grad_norm: 0.9069 2021-02-18 23:01:59,115 - mmaction - INFO - Epoch [26][160/470] lr: 6.022e-01, eta: 3 days, 17:03:23, time: 2.205, data_time: 0.015, memory: 25994, top1_acc: 0.3287, top5_acc: 0.5829, loss_cls: 3.0918, loss: 3.0918, grad_norm: 0.8988 2021-02-18 23:02:49,035 - mmaction - INFO - Epoch [26][180/470] lr: 6.031e-01, eta: 3 days, 17:00:47, time: 2.425, data_time: 0.006, memory: 25994, top1_acc: 0.3282, top5_acc: 0.5830, loss_cls: 3.0932, loss: 3.0932, grad_norm: 0.9189 2021-02-18 23:03:43,757 - mmaction - INFO - Epoch [26][200/470] lr: 6.039e-01, eta: 3 days, 16:59:20, time: 2.805, data_time: 0.076, memory: 25994, top1_acc: 0.3183, top5_acc: 0.5845, loss_cls: 3.0878, loss: 3.0878, grad_norm: 0.9170 2021-02-18 23:04:32,758 - mmaction - INFO - Epoch [26][220/470] lr: 6.048e-01, eta: 3 days, 16:56:50, time: 2.452, data_time: 0.014, memory: 25994, top1_acc: 0.3224, top5_acc: 0.5762, loss_cls: 3.1026, loss: 3.1026, grad_norm: 0.9012 2021-02-18 23:05:20,712 - mmaction - INFO - Epoch [26][240/470] lr: 6.057e-01, eta: 3 days, 16:54:11, time: 2.400, data_time: 0.008, memory: 25994, top1_acc: 0.3210, top5_acc: 0.5793, loss_cls: 3.1042, loss: 3.1042, grad_norm: 0.9205 2021-02-18 23:06:13,480 - mmaction - INFO - Epoch [26][260/470] lr: 6.066e-01, eta: 3 days, 16:52:14, time: 2.639, data_time: 0.006, memory: 25994, top1_acc: 0.3215, top5_acc: 0.5781, loss_cls: 3.1148, loss: 3.1148, grad_norm: 0.9268 2021-02-18 23:07:07,624 - mmaction - INFO - Epoch [26][280/470] lr: 6.075e-01, eta: 3 days, 16:50:31, time: 2.707, data_time: 0.004, memory: 25994, top1_acc: 0.3177, top5_acc: 0.5683, loss_cls: 3.1499, loss: 3.1499, grad_norm: 0.8924 2021-02-18 23:07:56,284 - mmaction - INFO - Epoch [26][300/470] lr: 6.083e-01, eta: 3 days, 16:47:58, time: 2.431, data_time: 0.007, memory: 25994, top1_acc: 0.3345, top5_acc: 0.5858, loss_cls: 3.0599, loss: 3.0599, grad_norm: 0.8973 2021-02-18 23:08:53,224 - mmaction - INFO - Epoch [26][320/470] lr: 6.092e-01, eta: 3 days, 16:46:39, time: 2.844, data_time: 0.008, memory: 25994, top1_acc: 0.3321, top5_acc: 0.5820, loss_cls: 3.0650, loss: 3.0650, grad_norm: 0.9153 2021-02-18 23:09:46,802 - mmaction - INFO - Epoch [26][340/470] lr: 6.101e-01, eta: 3 days, 16:44:52, time: 2.684, data_time: 0.015, memory: 25994, top1_acc: 0.3134, top5_acc: 0.5692, loss_cls: 3.1518, loss: 3.1518, grad_norm: 0.9199 2021-02-18 23:10:33,531 - mmaction - INFO - Epoch [26][360/470] lr: 6.110e-01, eta: 3 days, 16:42:03, time: 2.337, data_time: 0.008, memory: 25994, top1_acc: 0.3139, top5_acc: 0.5687, loss_cls: 3.1249, loss: 3.1249, grad_norm: 0.8867 2021-02-18 23:11:21,089 - mmaction - INFO - Epoch [26][380/470] lr: 6.119e-01, eta: 3 days, 16:39:21, time: 2.375, data_time: 0.005, memory: 25994, top1_acc: 0.3210, top5_acc: 0.5747, loss_cls: 3.1039, loss: 3.1039, grad_norm: 0.9117 2021-02-18 23:12:29,020 - mmaction - INFO - Epoch [26][400/470] lr: 6.127e-01, eta: 3 days, 16:39:42, time: 3.399, data_time: 0.013, memory: 25994, top1_acc: 0.3237, top5_acc: 0.5841, loss_cls: 3.0935, loss: 3.0935, grad_norm: 0.9085 2021-02-18 23:13:23,535 - mmaction - INFO - Epoch [26][420/470] lr: 6.136e-01, eta: 3 days, 16:38:02, time: 2.719, data_time: 0.007, memory: 25994, top1_acc: 0.3200, top5_acc: 0.5782, loss_cls: 3.1105, loss: 3.1105, grad_norm: 0.9068 2021-02-18 23:14:10,700 - mmaction - INFO - Epoch [26][440/470] lr: 6.145e-01, eta: 3 days, 16:35:17, time: 2.354, data_time: 0.011, memory: 25994, top1_acc: 0.3172, top5_acc: 0.5742, loss_cls: 3.1274, loss: 3.1274, grad_norm: 0.9037 2021-02-18 23:14:59,244 - mmaction - INFO - Epoch [26][460/470] lr: 6.154e-01, eta: 3 days, 16:32:47, time: 2.435, data_time: 0.015, memory: 25994, top1_acc: 0.3252, top5_acc: 0.5768, loss_cls: 3.0918, loss: 3.0918, grad_norm: 0.9124 2021-02-18 23:21:16,959 - mmaction - INFO - Epoch [27][20/470] lr: 6.155e-01, eta: 3 days, 17:06:59, time: 16.543, data_time: 13.986, memory: 25994, top1_acc: 0.3338, top5_acc: 0.5857, loss_cls: 3.0786, loss: 3.0786, grad_norm: 0.9047 2021-02-18 23:22:06,055 - mmaction - INFO - Epoch [27][40/470] lr: 6.164e-01, eta: 3 days, 17:04:30, time: 2.457, data_time: 0.012, memory: 25994, top1_acc: 0.3217, top5_acc: 0.5812, loss_cls: 3.0828, loss: 3.0828, grad_norm: 0.9244 2021-02-18 23:22:50,579 - mmaction - INFO - Epoch [27][60/470] lr: 6.173e-01, eta: 3 days, 17:01:20, time: 2.228, data_time: 0.005, memory: 25994, top1_acc: 0.3219, top5_acc: 0.5795, loss_cls: 3.0783, loss: 3.0783, grad_norm: 0.9154 2021-02-18 23:23:39,801 - mmaction - INFO - Epoch [27][80/470] lr: 6.181e-01, eta: 3 days, 16:58:51, time: 2.457, data_time: 0.010, memory: 25994, top1_acc: 0.3312, top5_acc: 0.5830, loss_cls: 3.0806, loss: 3.0806, grad_norm: 0.9106 2021-02-18 23:24:28,154 - mmaction - INFO - Epoch [27][100/470] lr: 6.190e-01, eta: 3 days, 16:56:16, time: 2.416, data_time: 0.007, memory: 25994, top1_acc: 0.3229, top5_acc: 0.5741, loss_cls: 3.1167, loss: 3.1167, grad_norm: 0.9022 2021-02-18 23:25:15,878 - mmaction - INFO - Epoch [27][120/470] lr: 6.199e-01, eta: 3 days, 16:53:36, time: 2.391, data_time: 0.008, memory: 25994, top1_acc: 0.3255, top5_acc: 0.5791, loss_cls: 3.0816, loss: 3.0816, grad_norm: 0.9008 2021-02-18 23:26:04,798 - mmaction - INFO - Epoch [27][140/470] lr: 6.208e-01, eta: 3 days, 16:51:06, time: 2.442, data_time: 0.013, memory: 25994, top1_acc: 0.3285, top5_acc: 0.5795, loss_cls: 3.1066, loss: 3.1066, grad_norm: 0.8988 2021-02-18 23:26:55,876 - mmaction - INFO - Epoch [27][160/470] lr: 6.217e-01, eta: 3 days, 16:48:56, time: 2.557, data_time: 0.007, memory: 25994, top1_acc: 0.3270, top5_acc: 0.5744, loss_cls: 3.1120, loss: 3.1120, grad_norm: 0.9147 2021-02-18 23:27:44,581 - mmaction - INFO - Epoch [27][180/470] lr: 6.225e-01, eta: 3 days, 16:46:25, time: 2.436, data_time: 0.007, memory: 25994, top1_acc: 0.3212, top5_acc: 0.5750, loss_cls: 3.1086, loss: 3.1086, grad_norm: 0.9038 2021-02-18 23:28:36,714 - mmaction - INFO - Epoch [27][200/470] lr: 6.234e-01, eta: 3 days, 16:44:23, time: 2.598, data_time: 0.014, memory: 25994, top1_acc: 0.3255, top5_acc: 0.5788, loss_cls: 3.1063, loss: 3.1063, grad_norm: 0.8980 2021-02-18 23:29:21,932 - mmaction - INFO - Epoch [27][220/470] lr: 6.243e-01, eta: 3 days, 16:41:23, time: 2.269, data_time: 0.011, memory: 25994, top1_acc: 0.3213, top5_acc: 0.5711, loss_cls: 3.1155, loss: 3.1155, grad_norm: 0.8906 2021-02-18 23:30:14,383 - mmaction - INFO - Epoch [27][240/470] lr: 6.252e-01, eta: 3 days, 16:39:22, time: 2.602, data_time: 0.007, memory: 25994, top1_acc: 0.3267, top5_acc: 0.5810, loss_cls: 3.1055, loss: 3.1055, grad_norm: 0.9170 2021-02-18 23:31:00,069 - mmaction - INFO - Epoch [27][260/470] lr: 6.260e-01, eta: 3 days, 16:36:30, time: 2.304, data_time: 0.029, memory: 25994, top1_acc: 0.3315, top5_acc: 0.5908, loss_cls: 3.0713, loss: 3.0713, grad_norm: 0.9033 2021-02-18 23:31:51,035 - mmaction - INFO - Epoch [27][280/470] lr: 6.269e-01, eta: 3 days, 16:34:20, time: 2.547, data_time: 0.003, memory: 25994, top1_acc: 0.3184, top5_acc: 0.5782, loss_cls: 3.1053, loss: 3.1053, grad_norm: 0.9047 2021-02-18 23:32:38,442 - mmaction - INFO - Epoch [27][300/470] lr: 6.278e-01, eta: 3 days, 16:31:38, time: 2.364, data_time: 0.006, memory: 25994, top1_acc: 0.3271, top5_acc: 0.5785, loss_cls: 3.0791, loss: 3.0791, grad_norm: 0.9049 2021-02-18 23:33:29,324 - mmaction - INFO - Epoch [27][320/470] lr: 6.287e-01, eta: 3 days, 16:29:30, time: 2.552, data_time: 0.012, memory: 25994, top1_acc: 0.3142, top5_acc: 0.5660, loss_cls: 3.1513, loss: 3.1513, grad_norm: 0.9059 2021-02-18 23:34:15,488 - mmaction - INFO - Epoch [27][340/470] lr: 6.296e-01, eta: 3 days, 16:26:40, time: 2.307, data_time: 0.010, memory: 25994, top1_acc: 0.3159, top5_acc: 0.5680, loss_cls: 3.1548, loss: 3.1548, grad_norm: 0.9002 2021-02-18 23:35:06,889 - mmaction - INFO - Epoch [27][360/470] lr: 6.304e-01, eta: 3 days, 16:24:34, time: 2.567, data_time: 0.004, memory: 25994, top1_acc: 0.3239, top5_acc: 0.5765, loss_cls: 3.1159, loss: 3.1159, grad_norm: 0.9024 2021-02-18 23:36:02,719 - mmaction - INFO - Epoch [27][380/470] lr: 6.313e-01, eta: 3 days, 16:23:08, time: 2.795, data_time: 0.012, memory: 25994, top1_acc: 0.3221, top5_acc: 0.5685, loss_cls: 3.1370, loss: 3.1370, grad_norm: 0.8915 2021-02-18 23:36:50,373 - mmaction - INFO - Epoch [27][400/470] lr: 6.322e-01, eta: 3 days, 16:20:30, time: 2.377, data_time: 0.003, memory: 25994, top1_acc: 0.3311, top5_acc: 0.5802, loss_cls: 3.0973, loss: 3.0973, grad_norm: 0.8853 2021-02-18 23:37:41,779 - mmaction - INFO - Epoch [27][420/470] lr: 6.331e-01, eta: 3 days, 16:18:25, time: 2.566, data_time: 0.010, memory: 25994, top1_acc: 0.3301, top5_acc: 0.5799, loss_cls: 3.1000, loss: 3.1000, grad_norm: 0.8948 2021-02-18 23:38:32,900 - mmaction - INFO - Epoch [27][440/470] lr: 6.340e-01, eta: 3 days, 16:16:19, time: 2.559, data_time: 0.016, memory: 25994, top1_acc: 0.3146, top5_acc: 0.5727, loss_cls: 3.1250, loss: 3.1250, grad_norm: 0.9015 2021-02-18 23:39:19,151 - mmaction - INFO - Epoch [27][460/470] lr: 6.348e-01, eta: 3 days, 16:13:33, time: 2.319, data_time: 0.012, memory: 25994, top1_acc: 0.3256, top5_acc: 0.5765, loss_cls: 3.0923, loss: 3.0923, grad_norm: 0.9007 2021-02-18 23:45:31,057 - mmaction - INFO - Epoch [28][20/470] lr: 6.349e-01, eta: 3 days, 16:45:46, time: 16.366, data_time: 12.794, memory: 25994, top1_acc: 0.3283, top5_acc: 0.5896, loss_cls: 3.0292, loss: 3.0292, grad_norm: 0.9026 2021-02-18 23:46:17,493 - mmaction - INFO - Epoch [28][40/470] lr: 6.357e-01, eta: 3 days, 16:42:55, time: 2.310, data_time: 0.006, memory: 25994, top1_acc: 0.3229, top5_acc: 0.5744, loss_cls: 3.0946, loss: 3.0946, grad_norm: 0.8905 2021-02-18 23:47:04,426 - mmaction - INFO - Epoch [28][60/470] lr: 6.366e-01, eta: 3 days, 16:40:13, time: 2.358, data_time: 0.015, memory: 25994, top1_acc: 0.3247, top5_acc: 0.5802, loss_cls: 3.0827, loss: 3.0827, grad_norm: 0.8924 2021-02-18 23:47:54,176 - mmaction - INFO - Epoch [28][80/470] lr: 6.375e-01, eta: 3 days, 16:37:52, time: 2.484, data_time: 0.006, memory: 25994, top1_acc: 0.3200, top5_acc: 0.5772, loss_cls: 3.1211, loss: 3.1211, grad_norm: 0.9008 2021-02-18 23:48:49,816 - mmaction - INFO - Epoch [28][100/470] lr: 6.384e-01, eta: 3 days, 16:35:16, time: 2.389, data_time: 0.009, memory: 25994, top1_acc: 0.3286, top5_acc: 0.5864, loss_cls: 3.0683, loss: 3.0683, grad_norm: 0.8975 2021-02-18 23:49:41,637 - mmaction - INFO - Epoch [28][120/470] lr: 6.393e-01, eta: 3 days, 16:34:19, time: 2.984, data_time: 0.403, memory: 25994, top1_acc: 0.3237, top5_acc: 0.5796, loss_cls: 3.1070, loss: 3.1070, grad_norm: 0.8889 2021-02-18 23:50:41,222 - mmaction - INFO - Epoch [28][140/470] lr: 6.401e-01, eta: 3 days, 16:33:21, time: 2.972, data_time: 0.007, memory: 25994, top1_acc: 0.3290, top5_acc: 0.5854, loss_cls: 3.0581, loss: 3.0581, grad_norm: 0.9004 2021-02-18 23:51:29,443 - mmaction - INFO - Epoch [28][160/470] lr: 6.410e-01, eta: 3 days, 16:30:51, time: 2.421, data_time: 0.014, memory: 25994, top1_acc: 0.3157, top5_acc: 0.5753, loss_cls: 3.1113, loss: 3.1113, grad_norm: 0.9183 2021-02-18 23:52:13,365 - mmaction - INFO - Epoch [28][180/470] lr: 6.419e-01, eta: 3 days, 16:27:43, time: 2.196, data_time: 0.003, memory: 25994, top1_acc: 0.3223, top5_acc: 0.5742, loss_cls: 3.1177, loss: 3.1177, grad_norm: 0.8919 2021-02-18 23:53:03,636 - mmaction - INFO - Epoch [28][200/470] lr: 6.428e-01, eta: 3 days, 16:25:29, time: 2.513, data_time: 0.005, memory: 25994, top1_acc: 0.3269, top5_acc: 0.5785, loss_cls: 3.0863, loss: 3.0863, grad_norm: 0.8924 2021-02-18 23:53:51,365 - mmaction - INFO - Epoch [28][220/470] lr: 6.436e-01, eta: 3 days, 16:22:54, time: 2.388, data_time: 0.004, memory: 25994, top1_acc: 0.3185, top5_acc: 0.5774, loss_cls: 3.1254, loss: 3.1254, grad_norm: 0.9023 2021-02-18 23:54:41,063 - mmaction - INFO - Epoch [28][240/470] lr: 6.445e-01, eta: 3 days, 16:20:34, time: 2.481, data_time: 0.003, memory: 25994, top1_acc: 0.3292, top5_acc: 0.5831, loss_cls: 3.0754, loss: 3.0754, grad_norm: 0.8930 2021-02-18 23:55:36,265 - mmaction - INFO - Epoch [28][260/470] lr: 6.454e-01, eta: 3 days, 16:19:02, time: 2.763, data_time: 0.010, memory: 25994, top1_acc: 0.3220, top5_acc: 0.5819, loss_cls: 3.1357, loss: 3.1357, grad_norm: 0.9015 2021-02-18 23:56:28,825 - mmaction - INFO - Epoch [28][280/470] lr: 6.463e-01, eta: 3 days, 16:17:07, time: 2.622, data_time: 0.008, memory: 25994, top1_acc: 0.3163, top5_acc: 0.5723, loss_cls: 3.1353, loss: 3.1353, grad_norm: 0.8908 2021-02-18 23:57:17,634 - mmaction - INFO - Epoch [28][300/470] lr: 6.471e-01, eta: 3 days, 16:14:43, time: 2.448, data_time: 0.017, memory: 25994, top1_acc: 0.3253, top5_acc: 0.5750, loss_cls: 3.0917, loss: 3.0917, grad_norm: 0.9030 2021-02-18 23:58:13,601 - mmaction - INFO - Epoch [28][320/470] lr: 6.480e-01, eta: 3 days, 16:13:17, time: 2.797, data_time: 0.004, memory: 25994, top1_acc: 0.3313, top5_acc: 0.5842, loss_cls: 3.0684, loss: 3.0684, grad_norm: 0.9049 2021-02-18 23:59:07,967 - mmaction - INFO - Epoch [28][340/470] lr: 6.489e-01, eta: 3 days, 16:11:37, time: 2.716, data_time: 0.006, memory: 25994, top1_acc: 0.3235, top5_acc: 0.5769, loss_cls: 3.1127, loss: 3.1127, grad_norm: 0.8954 2021-02-18 23:59:52,561 - mmaction - INFO - Epoch [28][360/470] lr: 6.498e-01, eta: 3 days, 16:08:38, time: 2.228, data_time: 0.010, memory: 25994, top1_acc: 0.3226, top5_acc: 0.5789, loss_cls: 3.1117, loss: 3.1117, grad_norm: 0.8712 2021-02-19 00:00:46,920 - mmaction - INFO - Epoch [28][380/470] lr: 6.507e-01, eta: 3 days, 16:06:59, time: 2.717, data_time: 0.013, memory: 25994, top1_acc: 0.3133, top5_acc: 0.5749, loss_cls: 3.1292, loss: 3.1292, grad_norm: 0.9047 2021-02-19 00:01:36,338 - mmaction - INFO - Epoch [28][400/470] lr: 6.515e-01, eta: 3 days, 16:04:42, time: 2.479, data_time: 0.010, memory: 25994, top1_acc: 0.3205, top5_acc: 0.5681, loss_cls: 3.1155, loss: 3.1155, grad_norm: 0.8739 2021-02-19 00:02:27,121 - mmaction - INFO - Epoch [28][420/470] lr: 6.524e-01, eta: 3 days, 16:02:33, time: 2.534, data_time: 0.002, memory: 25994, top1_acc: 0.3184, top5_acc: 0.5731, loss_cls: 3.1175, loss: 3.1175, grad_norm: 0.8913 2021-02-19 00:03:15,439 - mmaction - INFO - Epoch [28][440/470] lr: 6.533e-01, eta: 3 days, 16:00:06, time: 2.417, data_time: 0.009, memory: 25994, top1_acc: 0.3205, top5_acc: 0.5730, loss_cls: 3.1129, loss: 3.1129, grad_norm: 0.8887 2021-02-19 00:04:04,552 - mmaction - INFO - Epoch [28][460/470] lr: 6.542e-01, eta: 3 days, 15:57:45, time: 2.450, data_time: 0.007, memory: 25994, top1_acc: 0.3161, top5_acc: 0.5727, loss_cls: 3.1342, loss: 3.1342, grad_norm: 0.8853 2021-02-19 00:05:09,202 - mmaction - INFO - Saving checkpoint at 28 epochs 2021-02-19 00:10:07,597 - mmaction - INFO - Epoch [29][20/470] lr: 6.541e-01, eta: 3 days, 16:24:25, time: 14.822, data_time: 12.502, memory: 25994, top1_acc: 0.3278, top5_acc: 0.5784, loss_cls: 3.1044, loss: 3.1044, grad_norm: 0.8907 2021-02-19 00:10:53,527 - mmaction - INFO - Epoch [29][40/470] lr: 6.550e-01, eta: 3 days, 16:21:36, time: 2.297, data_time: 0.007, memory: 25994, top1_acc: 0.3374, top5_acc: 0.5888, loss_cls: 3.0380, loss: 3.0380, grad_norm: 0.8884 2021-02-19 00:11:45,831 - mmaction - INFO - Epoch [29][60/470] lr: 6.559e-01, eta: 3 days, 16:19:39, time: 2.612, data_time: 0.007, memory: 25994, top1_acc: 0.3268, top5_acc: 0.5836, loss_cls: 3.0581, loss: 3.0581, grad_norm: 0.8930 2021-02-19 00:12:31,580 - mmaction - INFO - Epoch [29][80/470] lr: 6.567e-01, eta: 3 days, 16:16:50, time: 2.290, data_time: 0.020, memory: 25994, top1_acc: 0.3200, top5_acc: 0.5717, loss_cls: 3.1201, loss: 3.1201, grad_norm: 0.8887 2021-02-19 00:13:16,951 - mmaction - INFO - Epoch [29][100/470] lr: 6.576e-01, eta: 3 days, 16:13:57, time: 2.267, data_time: 0.004, memory: 25994, top1_acc: 0.3182, top5_acc: 0.5806, loss_cls: 3.0973, loss: 3.0973, grad_norm: 0.9017 2021-02-19 00:14:06,080 - mmaction - INFO - Epoch [29][120/470] lr: 6.585e-01, eta: 3 days, 16:11:35, time: 2.453, data_time: 0.016, memory: 25994, top1_acc: 0.3194, top5_acc: 0.5769, loss_cls: 3.1344, loss: 3.1344, grad_norm: 0.8939 2021-02-19 00:15:04,925 - mmaction - INFO - Epoch [29][140/470] lr: 6.594e-01, eta: 3 days, 16:10:33, time: 2.948, data_time: 0.010, memory: 25994, top1_acc: 0.3271, top5_acc: 0.5823, loss_cls: 3.0718, loss: 3.0718, grad_norm: 0.9023 2021-02-19 00:15:51,017 - mmaction - INFO - Epoch [29][160/470] lr: 6.602e-01, eta: 3 days, 16:07:47, time: 2.302, data_time: 0.011, memory: 25994, top1_acc: 0.3287, top5_acc: 0.5830, loss_cls: 3.0921, loss: 3.0921, grad_norm: 0.8769 2021-02-19 00:16:49,694 - mmaction - INFO - Epoch [29][180/470] lr: 6.611e-01, eta: 3 days, 16:06:43, time: 2.935, data_time: 0.009, memory: 25994, top1_acc: 0.3232, top5_acc: 0.5736, loss_cls: 3.1035, loss: 3.1035, grad_norm: 0.9012 2021-02-19 00:17:40,253 - mmaction - INFO - Epoch [29][200/470] lr: 6.620e-01, eta: 3 days, 16:04:34, time: 2.530, data_time: 0.006, memory: 25994, top1_acc: 0.3244, top5_acc: 0.5817, loss_cls: 3.0899, loss: 3.0899, grad_norm: 0.8877 2021-02-19 00:18:34,245 - mmaction - INFO - Epoch [29][220/470] lr: 6.629e-01, eta: 3 days, 16:02:52, time: 2.700, data_time: 0.004, memory: 25994, top1_acc: 0.3232, top5_acc: 0.5810, loss_cls: 3.0984, loss: 3.0984, grad_norm: 0.9044 2021-02-19 00:19:38,920 - mmaction - INFO - Epoch [29][240/470] lr: 6.637e-01, eta: 3 days, 16:02:36, time: 3.233, data_time: 0.010, memory: 25994, top1_acc: 0.3137, top5_acc: 0.5744, loss_cls: 3.1337, loss: 3.1337, grad_norm: 0.8893 2021-02-19 00:20:26,039 - mmaction - INFO - Epoch [29][260/470] lr: 6.646e-01, eta: 3 days, 15:59:59, time: 2.354, data_time: 0.009, memory: 25994, top1_acc: 0.3232, top5_acc: 0.5769, loss_cls: 3.1124, loss: 3.1124, grad_norm: 0.8821 2021-02-19 00:21:12,763 - mmaction - INFO - Epoch [29][280/470] lr: 6.655e-01, eta: 3 days, 15:57:20, time: 2.338, data_time: 0.010, memory: 25994, top1_acc: 0.3242, top5_acc: 0.5738, loss_cls: 3.1221, loss: 3.1221, grad_norm: 0.8961 2021-02-19 00:21:59,100 - mmaction - INFO - Epoch [29][300/470] lr: 6.664e-01, eta: 3 days, 15:54:39, time: 2.319, data_time: 0.005, memory: 25994, top1_acc: 0.3220, top5_acc: 0.5724, loss_cls: 3.0977, loss: 3.0977, grad_norm: 0.8784 2021-02-19 00:22:48,103 - mmaction - INFO - Epoch [29][320/470] lr: 6.672e-01, eta: 3 days, 15:52:18, time: 2.448, data_time: 0.004, memory: 25994, top1_acc: 0.3159, top5_acc: 0.5723, loss_cls: 3.1194, loss: 3.1194, grad_norm: 0.8989 2021-02-19 00:23:40,972 - mmaction - INFO - Epoch [29][340/470] lr: 6.681e-01, eta: 3 days, 15:50:28, time: 2.638, data_time: 0.008, memory: 25994, top1_acc: 0.3141, top5_acc: 0.5688, loss_cls: 3.1447, loss: 3.1447, grad_norm: 0.8717 2021-02-19 00:24:33,987 - mmaction - INFO - Epoch [29][360/470] lr: 6.690e-01, eta: 3 days, 15:48:40, time: 2.654, data_time: 0.012, memory: 25994, top1_acc: 0.3144, top5_acc: 0.5661, loss_cls: 3.1628, loss: 3.1628, grad_norm: 0.8770 2021-02-19 00:25:26,145 - mmaction - INFO - Epoch [29][380/470] lr: 6.698e-01, eta: 3 days, 15:46:46, time: 2.611, data_time: 0.008, memory: 25994, top1_acc: 0.3246, top5_acc: 0.5790, loss_cls: 3.0982, loss: 3.0982, grad_norm: 0.8783 2021-02-19 00:26:12,665 - mmaction - INFO - Epoch [29][400/470] lr: 6.707e-01, eta: 3 days, 15:44:07, time: 2.327, data_time: 0.003, memory: 25994, top1_acc: 0.3198, top5_acc: 0.5730, loss_cls: 3.1209, loss: 3.1209, grad_norm: 0.8858 2021-02-19 00:26:59,499 - mmaction - INFO - Epoch [29][420/470] lr: 6.716e-01, eta: 3 days, 15:41:31, time: 2.342, data_time: 0.006, memory: 25994, top1_acc: 0.3137, top5_acc: 0.5745, loss_cls: 3.1375, loss: 3.1375, grad_norm: 0.8840 2021-02-19 00:27:52,233 - mmaction - INFO - Epoch [29][440/470] lr: 6.725e-01, eta: 3 days, 15:39:41, time: 2.635, data_time: 0.004, memory: 25994, top1_acc: 0.3209, top5_acc: 0.5733, loss_cls: 3.1269, loss: 3.1269, grad_norm: 0.8811 2021-02-19 00:28:39,716 - mmaction - INFO - Epoch [29][460/470] lr: 6.733e-01, eta: 3 days, 15:37:11, time: 2.375, data_time: 0.004, memory: 25994, top1_acc: 0.3117, top5_acc: 0.5708, loss_cls: 3.1454, loss: 3.1454, grad_norm: 0.8939 2021-02-19 00:35:37,123 - mmaction - INFO - Epoch [30][20/470] lr: 6.732e-01, eta: 3 days, 16:13:11, time: 18.819, data_time: 13.469, memory: 25994, top1_acc: 0.3287, top5_acc: 0.5800, loss_cls: 3.0848, loss: 3.0848, grad_norm: 0.8761 2021-02-19 00:36:21,449 - mmaction - INFO - Epoch [30][40/470] lr: 6.741e-01, eta: 3 days, 16:10:11, time: 2.207, data_time: 0.010, memory: 25994, top1_acc: 0.3268, top5_acc: 0.5764, loss_cls: 3.0979, loss: 3.0979, grad_norm: 0.8800 2021-02-19 00:37:06,890 - mmaction - INFO - Epoch [30][60/470] lr: 6.749e-01, eta: 3 days, 16:07:21, time: 2.268, data_time: 0.022, memory: 25994, top1_acc: 0.3238, top5_acc: 0.5822, loss_cls: 3.0932, loss: 3.0932, grad_norm: 0.8845 2021-02-19 00:37:56,737 - mmaction - INFO - Epoch [30][80/470] lr: 6.758e-01, eta: 3 days, 16:05:08, time: 2.503, data_time: 0.018, memory: 25994, top1_acc: 0.3206, top5_acc: 0.5804, loss_cls: 3.1024, loss: 3.1024, grad_norm: 0.8854 2021-02-19 00:38:42,127 - mmaction - INFO - Epoch [30][100/470] lr: 6.767e-01, eta: 3 days, 16:02:18, time: 2.265, data_time: 0.009, memory: 25994, top1_acc: 0.3267, top5_acc: 0.5818, loss_cls: 3.1061, loss: 3.1061, grad_norm: 0.8961 2021-02-19 00:39:30,029 - mmaction - INFO - Epoch [30][120/470] lr: 6.776e-01, eta: 3 days, 15:59:51, time: 2.404, data_time: 0.016, memory: 25994, top1_acc: 0.3278, top5_acc: 0.5771, loss_cls: 3.0908, loss: 3.0908, grad_norm: 0.8785 2021-02-19 00:40:19,881 - mmaction - INFO - Epoch [30][140/470] lr: 6.784e-01, eta: 3 days, 15:57:37, time: 2.491, data_time: 0.012, memory: 25994, top1_acc: 0.3265, top5_acc: 0.5797, loss_cls: 3.0997, loss: 3.0997, grad_norm: 0.8773 2021-02-19 00:41:05,980 - mmaction - INFO - Epoch [30][160/470] lr: 6.793e-01, eta: 3 days, 15:54:55, time: 2.308, data_time: 0.020, memory: 25994, top1_acc: 0.3230, top5_acc: 0.5814, loss_cls: 3.0696, loss: 3.0696, grad_norm: 0.8915 2021-02-19 00:41:56,477 - mmaction - INFO - Epoch [30][180/470] lr: 6.802e-01, eta: 3 days, 15:52:45, time: 2.516, data_time: 0.027, memory: 25994, top1_acc: 0.3236, top5_acc: 0.5782, loss_cls: 3.1166, loss: 3.1166, grad_norm: 0.8833 2021-02-19 00:42:42,211 - mmaction - INFO - Epoch [30][200/470] lr: 6.811e-01, eta: 3 days, 15:50:02, time: 2.296, data_time: 0.011, memory: 25994, top1_acc: 0.3253, top5_acc: 0.5836, loss_cls: 3.0743, loss: 3.0743, grad_norm: 0.8895 2021-02-19 00:43:27,793 - mmaction - INFO - Epoch [30][220/470] lr: 6.819e-01, eta: 3 days, 15:47:16, time: 2.276, data_time: 0.006, memory: 25994, top1_acc: 0.3222, top5_acc: 0.5692, loss_cls: 3.1197, loss: 3.1197, grad_norm: 0.8895 2021-02-19 00:44:15,899 - mmaction - INFO - Epoch [30][240/470] lr: 6.828e-01, eta: 3 days, 15:44:50, time: 2.405, data_time: 0.006, memory: 25994, top1_acc: 0.3124, top5_acc: 0.5692, loss_cls: 3.1482, loss: 3.1482, grad_norm: 0.8872 2021-02-19 00:45:04,644 - mmaction - INFO - Epoch [30][260/470] lr: 6.837e-01, eta: 3 days, 15:42:30, time: 2.439, data_time: 0.008, memory: 25994, top1_acc: 0.3106, top5_acc: 0.5609, loss_cls: 3.1652, loss: 3.1652, grad_norm: 0.8629 2021-02-19 00:45:52,216 - mmaction - INFO - Epoch [30][280/470] lr: 6.845e-01, eta: 3 days, 15:40:01, time: 2.380, data_time: 0.005, memory: 25994, top1_acc: 0.3210, top5_acc: 0.5720, loss_cls: 3.1438, loss: 3.1438, grad_norm: 0.8831 2021-02-19 00:46:43,303 - mmaction - INFO - Epoch [30][300/470] lr: 6.854e-01, eta: 3 days, 15:37:58, time: 2.554, data_time: 0.020, memory: 25994, top1_acc: 0.3251, top5_acc: 0.5904, loss_cls: 3.0822, loss: 3.0822, grad_norm: 0.8651 2021-02-19 00:47:30,815 - mmaction - INFO - Epoch [30][320/470] lr: 6.863e-01, eta: 3 days, 15:35:29, time: 2.375, data_time: 0.010, memory: 25994, top1_acc: 0.3283, top5_acc: 0.5820, loss_cls: 3.0830, loss: 3.0830, grad_norm: 0.8762 2021-02-19 00:48:34,700 - mmaction - INFO - Epoch [30][340/470] lr: 6.872e-01, eta: 3 days, 15:35:05, time: 3.194, data_time: 0.009, memory: 25994, top1_acc: 0.3191, top5_acc: 0.5740, loss_cls: 3.1283, loss: 3.1283, grad_norm: 0.8862 2021-02-19 00:49:39,831 - mmaction - INFO - Epoch [30][360/470] lr: 6.880e-01, eta: 3 days, 15:34:49, time: 3.252, data_time: 0.005, memory: 25994, top1_acc: 0.3194, top5_acc: 0.5768, loss_cls: 3.1165, loss: 3.1165, grad_norm: 0.8895 2021-02-19 00:50:32,965 - mmaction - INFO - Epoch [30][380/470] lr: 6.889e-01, eta: 3 days, 15:33:01, time: 2.645, data_time: 0.014, memory: 25994, top1_acc: 0.3270, top5_acc: 0.5742, loss_cls: 3.1257, loss: 3.1257, grad_norm: 0.8935 2021-02-19 00:51:38,675 - mmaction - INFO - Epoch [30][400/470] lr: 6.898e-01, eta: 3 days, 15:32:51, time: 3.292, data_time: 0.026, memory: 25994, top1_acc: 0.3212, top5_acc: 0.5761, loss_cls: 3.0996, loss: 3.0996, grad_norm: 0.8757 2021-02-19 00:52:27,926 - mmaction - INFO - Epoch [30][420/470] lr: 6.907e-01, eta: 3 days, 15:30:35, time: 2.454, data_time: 0.016, memory: 25994, top1_acc: 0.3190, top5_acc: 0.5726, loss_cls: 3.1215, loss: 3.1215, grad_norm: 0.8708 2021-02-19 00:53:11,944 - mmaction - INFO - Epoch [30][440/470] lr: 6.915e-01, eta: 3 days, 15:27:43, time: 2.221, data_time: 0.024, memory: 25994, top1_acc: 0.3264, top5_acc: 0.5895, loss_cls: 3.0479, loss: 3.0479, grad_norm: 0.8761 2021-02-19 00:54:07,416 - mmaction - INFO - Epoch [30][460/470] lr: 6.924e-01, eta: 3 days, 15:26:15, time: 2.772, data_time: 0.006, memory: 25994, top1_acc: 0.3236, top5_acc: 0.5788, loss_cls: 3.0959, loss: 3.0959, grad_norm: 0.8775 2021-02-19 01:02:44,186 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-19 01:02:45,032 - mmaction - INFO - top1_acc 0.3277 top5_acc 0.5909 2021-02-19 01:02:45,033 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-19 01:02:45,100 - mmaction - INFO - mean_acc 0.3277 2021-02-19 01:02:45,109 - mmaction - INFO - Epoch(val) [30][470] top1_acc: 0.3277, top5_acc: 0.5909, mean_class_accuracy: 0.3277 2021-02-19 01:07:42,442 - mmaction - INFO - Epoch [31][20/470] lr: 6.922e-01, eta: 3 days, 15:50:52, time: 14.858, data_time: 12.528, memory: 25994, top1_acc: 0.3341, top5_acc: 0.5825, loss_cls: 3.0628, loss: 3.0628, grad_norm: 0.8823 2021-02-19 01:08:27,830 - mmaction - INFO - Epoch [31][40/470] lr: 6.930e-01, eta: 3 days, 15:48:07, time: 2.274, data_time: 0.012, memory: 25994, top1_acc: 0.3203, top5_acc: 0.5708, loss_cls: 3.1272, loss: 3.1272, grad_norm: 0.8992 2021-02-19 01:09:16,353 - mmaction - INFO - Epoch [31][60/470] lr: 6.939e-01, eta: 3 days, 15:45:45, time: 2.427, data_time: 0.007, memory: 25994, top1_acc: 0.3215, top5_acc: 0.5718, loss_cls: 3.1247, loss: 3.1247, grad_norm: 0.8705 2021-02-19 01:10:01,928 - mmaction - INFO - Epoch [31][80/470] lr: 6.948e-01, eta: 3 days, 15:43:01, time: 2.276, data_time: 0.004, memory: 25994, top1_acc: 0.3367, top5_acc: 0.5823, loss_cls: 3.0731, loss: 3.0731, grad_norm: 0.8810 2021-02-19 01:10:48,633 - mmaction - INFO - Epoch [31][100/470] lr: 6.956e-01, eta: 3 days, 15:40:26, time: 2.338, data_time: 0.006, memory: 25994, top1_acc: 0.3263, top5_acc: 0.5873, loss_cls: 3.0509, loss: 3.0509, grad_norm: 0.8764 2021-02-19 01:11:33,079 - mmaction - INFO - Epoch [31][120/470] lr: 6.965e-01, eta: 3 days, 15:37:34, time: 2.221, data_time: 0.004, memory: 25994, top1_acc: 0.3258, top5_acc: 0.5846, loss_cls: 3.0767, loss: 3.0767, grad_norm: 0.8875 2021-02-19 01:12:20,946 - mmaction - INFO - Epoch [31][140/470] lr: 6.974e-01, eta: 3 days, 15:35:08, time: 2.393, data_time: 0.007, memory: 25994, top1_acc: 0.3237, top5_acc: 0.5800, loss_cls: 3.0967, loss: 3.0967, grad_norm: 0.8750 2021-02-19 01:13:07,048 - mmaction - INFO - Epoch [31][160/470] lr: 6.983e-01, eta: 3 days, 15:32:30, time: 2.304, data_time: 0.005, memory: 25994, top1_acc: 0.3273, top5_acc: 0.5772, loss_cls: 3.0864, loss: 3.0864, grad_norm: 0.8711 2021-02-19 01:13:51,353 - mmaction - INFO - Epoch [31][180/470] lr: 6.991e-01, eta: 3 days, 15:29:38, time: 2.217, data_time: 0.006, memory: 25994, top1_acc: 0.3210, top5_acc: 0.5754, loss_cls: 3.1204, loss: 3.1204, grad_norm: 0.8890 2021-02-19 01:14:46,610 - mmaction - INFO - Epoch [31][200/470] lr: 7.000e-01, eta: 3 days, 15:28:08, time: 2.763, data_time: 0.003, memory: 25994, top1_acc: 0.3120, top5_acc: 0.5709, loss_cls: 3.1643, loss: 3.1643, grad_norm: 0.8645 2021-02-19 01:15:32,572 - mmaction - INFO - Epoch [31][220/470] lr: 7.009e-01, eta: 3 days, 15:25:29, time: 2.297, data_time: 0.004, memory: 25994, top1_acc: 0.3214, top5_acc: 0.5833, loss_cls: 3.0947, loss: 3.0947, grad_norm: 0.8702 2021-02-19 01:16:18,969 - mmaction - INFO - Epoch [31][240/470] lr: 7.017e-01, eta: 3 days, 15:22:53, time: 2.315, data_time: 0.006, memory: 25994, top1_acc: 0.3339, top5_acc: 0.5856, loss_cls: 3.0615, loss: 3.0615, grad_norm: 0.8636 2021-02-19 01:17:04,532 - mmaction - INFO - Epoch [31][260/470] lr: 7.026e-01, eta: 3 days, 15:20:12, time: 2.284, data_time: 0.010, memory: 25994, top1_acc: 0.3186, top5_acc: 0.5820, loss_cls: 3.0988, loss: 3.0988, grad_norm: 0.8813 2021-02-19 01:17:50,834 - mmaction - INFO - Epoch [31][280/470] lr: 7.035e-01, eta: 3 days, 15:17:37, time: 2.312, data_time: 0.005, memory: 25994, top1_acc: 0.3237, top5_acc: 0.5779, loss_cls: 3.0931, loss: 3.0931, grad_norm: 0.8868 2021-02-19 01:18:39,391 - mmaction - INFO - Epoch [31][300/470] lr: 7.043e-01, eta: 3 days, 15:15:18, time: 2.431, data_time: 0.007, memory: 25994, top1_acc: 0.3196, top5_acc: 0.5706, loss_cls: 3.1356, loss: 3.1356, grad_norm: 0.8857 2021-02-19 01:19:28,990 - mmaction - INFO - Epoch [31][320/470] lr: 7.052e-01, eta: 3 days, 15:13:08, time: 2.479, data_time: 0.004, memory: 25994, top1_acc: 0.3136, top5_acc: 0.5720, loss_cls: 3.1307, loss: 3.1307, grad_norm: 0.8745 2021-02-19 01:20:15,662 - mmaction - INFO - Epoch [31][340/470] lr: 7.061e-01, eta: 3 days, 15:10:36, time: 2.333, data_time: 0.004, memory: 25994, top1_acc: 0.3261, top5_acc: 0.5815, loss_cls: 3.0950, loss: 3.0950, grad_norm: 0.8777 2021-02-19 01:21:03,859 - mmaction - INFO - Epoch [31][360/470] lr: 7.070e-01, eta: 3 days, 15:08:15, time: 2.410, data_time: 0.005, memory: 25994, top1_acc: 0.3134, top5_acc: 0.5727, loss_cls: 3.1162, loss: 3.1162, grad_norm: 0.8771 2021-02-19 01:21:53,080 - mmaction - INFO - Epoch [31][380/470] lr: 7.078e-01, eta: 3 days, 15:06:02, time: 2.453, data_time: 0.010, memory: 25994, top1_acc: 0.3187, top5_acc: 0.5729, loss_cls: 3.1392, loss: 3.1392, grad_norm: 0.8708 2021-02-19 01:22:41,000 - mmaction - INFO - Epoch [31][400/470] lr: 7.087e-01, eta: 3 days, 15:03:40, time: 2.402, data_time: 0.014, memory: 25994, top1_acc: 0.3151, top5_acc: 0.5675, loss_cls: 3.1424, loss: 3.1424, grad_norm: 0.8835 2021-02-19 01:23:27,794 - mmaction - INFO - Epoch [31][420/470] lr: 7.096e-01, eta: 3 days, 15:01:10, time: 2.340, data_time: 0.006, memory: 25994, top1_acc: 0.3211, top5_acc: 0.5683, loss_cls: 3.1370, loss: 3.1370, grad_norm: 0.8581 2021-02-19 01:24:13,932 - mmaction - INFO - Epoch [31][440/470] lr: 7.104e-01, eta: 3 days, 14:58:37, time: 2.310, data_time: 0.006, memory: 25994, top1_acc: 0.3257, top5_acc: 0.5758, loss_cls: 3.1186, loss: 3.1186, grad_norm: 0.8784 2021-02-19 01:24:58,819 - mmaction - INFO - Epoch [31][460/470] lr: 7.113e-01, eta: 3 days, 14:55:53, time: 2.243, data_time: 0.003, memory: 25994, top1_acc: 0.3187, top5_acc: 0.5643, loss_cls: 3.1578, loss: 3.1578, grad_norm: 0.8735 2021-02-19 01:30:00,900 - mmaction - INFO - Epoch [32][20/470] lr: 7.110e-01, eta: 3 days, 15:14:55, time: 12.932, data_time: 10.593, memory: 25994, top1_acc: 0.3328, top5_acc: 0.5884, loss_cls: 3.0413, loss: 3.0413, grad_norm: 0.8816 2021-02-19 01:30:46,552 - mmaction - INFO - Epoch [32][40/470] lr: 7.118e-01, eta: 3 days, 15:12:17, time: 2.284, data_time: 0.005, memory: 25994, top1_acc: 0.3192, top5_acc: 0.5799, loss_cls: 3.1198, loss: 3.1198, grad_norm: 0.8821 2021-02-19 01:31:35,979 - mmaction - INFO - Epoch [32][60/470] lr: 7.127e-01, eta: 3 days, 15:10:05, time: 2.469, data_time: 0.004, memory: 25994, top1_acc: 0.3257, top5_acc: 0.5792, loss_cls: 3.0974, loss: 3.0974, grad_norm: 0.8745 2021-02-19 01:32:23,531 - mmaction - INFO - Epoch [32][80/470] lr: 7.136e-01, eta: 3 days, 15:07:40, time: 2.380, data_time: 0.006, memory: 25994, top1_acc: 0.3221, top5_acc: 0.5865, loss_cls: 3.1015, loss: 3.1015, grad_norm: 0.8849 2021-02-19 01:33:10,106 - mmaction - INFO - Epoch [32][100/470] lr: 7.144e-01, eta: 3 days, 15:05:09, time: 2.329, data_time: 0.013, memory: 25994, top1_acc: 0.3287, top5_acc: 0.5700, loss_cls: 3.1154, loss: 3.1154, grad_norm: 0.8673 2021-02-19 01:33:56,801 - mmaction - INFO - Epoch [32][120/470] lr: 7.153e-01, eta: 3 days, 15:02:39, time: 2.334, data_time: 0.004, memory: 25994, top1_acc: 0.3271, top5_acc: 0.5817, loss_cls: 3.0953, loss: 3.0953, grad_norm: 0.8800 2021-02-19 01:34:48,379 - mmaction - INFO - Epoch [32][140/470] lr: 7.162e-01, eta: 3 days, 15:00:42, time: 2.570, data_time: 0.006, memory: 25994, top1_acc: 0.3187, top5_acc: 0.5732, loss_cls: 3.1171, loss: 3.1171, grad_norm: 0.8638 2021-02-19 01:35:34,468 - mmaction - INFO - Epoch [32][160/470] lr: 7.171e-01, eta: 3 days, 14:58:09, time: 2.310, data_time: 0.015, memory: 25994, top1_acc: 0.3312, top5_acc: 0.5825, loss_cls: 3.0931, loss: 3.0931, grad_norm: 0.8675 2021-02-19 01:36:18,669 - mmaction - INFO - Epoch [32][180/470] lr: 7.179e-01, eta: 3 days, 14:55:22, time: 2.213, data_time: 0.009, memory: 25994, top1_acc: 0.3265, top5_acc: 0.5773, loss_cls: 3.0827, loss: 3.0827, grad_norm: 0.8687 2021-02-19 01:37:04,352 - mmaction - INFO - Epoch [32][200/470] lr: 7.188e-01, eta: 3 days, 14:52:45, time: 2.282, data_time: 0.005, memory: 25994, top1_acc: 0.3222, top5_acc: 0.5835, loss_cls: 3.0857, loss: 3.0857, grad_norm: 0.8989 2021-02-19 01:37:50,209 - mmaction - INFO - Epoch [32][220/470] lr: 7.197e-01, eta: 3 days, 14:50:09, time: 2.281, data_time: 0.008, memory: 25994, top1_acc: 0.3248, top5_acc: 0.5771, loss_cls: 3.1080, loss: 3.1080, grad_norm: 0.8804 2021-02-19 01:38:37,126 - mmaction - INFO - Epoch [32][240/470] lr: 7.205e-01, eta: 3 days, 14:47:44, time: 2.359, data_time: 0.022, memory: 25994, top1_acc: 0.3167, top5_acc: 0.5710, loss_cls: 3.1534, loss: 3.1534, grad_norm: 0.8560 2021-02-19 01:39:22,757 - mmaction - INFO - Epoch [32][260/470] lr: 7.214e-01, eta: 3 days, 14:45:08, time: 2.282, data_time: 0.009, memory: 25994, top1_acc: 0.3186, top5_acc: 0.5734, loss_cls: 3.1395, loss: 3.1395, grad_norm: 0.8753 2021-02-19 01:40:11,669 - mmaction - INFO - Epoch [32][280/470] lr: 7.223e-01, eta: 3 days, 14:42:55, time: 2.441, data_time: 0.004, memory: 25994, top1_acc: 0.3174, top5_acc: 0.5750, loss_cls: 3.1325, loss: 3.1325, grad_norm: 0.8608 2021-02-19 01:40:57,115 - mmaction - INFO - Epoch [32][300/470] lr: 7.231e-01, eta: 3 days, 14:40:18, time: 2.276, data_time: 0.008, memory: 25994, top1_acc: 0.3232, top5_acc: 0.5750, loss_cls: 3.1150, loss: 3.1150, grad_norm: 0.8699 2021-02-19 01:41:43,013 - mmaction - INFO - Epoch [32][320/470] lr: 7.240e-01, eta: 3 days, 14:37:45, time: 2.296, data_time: 0.004, memory: 25994, top1_acc: 0.3137, top5_acc: 0.5664, loss_cls: 3.1639, loss: 3.1639, grad_norm: 0.8585 2021-02-19 01:42:28,571 - mmaction - INFO - Epoch [32][340/470] lr: 7.249e-01, eta: 3 days, 14:35:10, time: 2.278, data_time: 0.006, memory: 25994, top1_acc: 0.3253, top5_acc: 0.5790, loss_cls: 3.0847, loss: 3.0847, grad_norm: 0.8647 2021-02-19 01:43:12,938 - mmaction - INFO - Epoch [32][360/470] lr: 7.257e-01, eta: 3 days, 14:32:27, time: 2.218, data_time: 0.004, memory: 25994, top1_acc: 0.3228, top5_acc: 0.5748, loss_cls: 3.1113, loss: 3.1113, grad_norm: 0.8730 2021-02-19 01:44:00,572 - mmaction - INFO - Epoch [32][380/470] lr: 7.266e-01, eta: 3 days, 14:30:05, time: 2.373, data_time: 0.005, memory: 25994, top1_acc: 0.3162, top5_acc: 0.5812, loss_cls: 3.1342, loss: 3.1342, grad_norm: 0.8578 2021-02-19 01:44:59,322 - mmaction - INFO - Epoch [32][400/470] lr: 7.275e-01, eta: 3 days, 14:29:00, time: 2.915, data_time: 0.012, memory: 25994, top1_acc: 0.3139, top5_acc: 0.5720, loss_cls: 3.1539, loss: 3.1539, grad_norm: 0.8748 2021-02-19 01:45:51,534 - mmaction - INFO - Epoch [32][420/470] lr: 7.283e-01, eta: 3 days, 14:27:13, time: 2.611, data_time: 0.049, memory: 25994, top1_acc: 0.3180, top5_acc: 0.5819, loss_cls: 3.1111, loss: 3.1111, grad_norm: 0.8560 2021-02-19 01:46:40,714 - mmaction - INFO - Epoch [32][440/470] lr: 7.292e-01, eta: 3 days, 14:25:09, time: 2.489, data_time: 0.035, memory: 25994, top1_acc: 0.3206, top5_acc: 0.5773, loss_cls: 3.1032, loss: 3.1032, grad_norm: 0.8630 2021-02-19 01:47:26,932 - mmaction - INFO - Epoch [32][460/470] lr: 7.301e-01, eta: 3 days, 14:22:39, time: 2.308, data_time: 0.008, memory: 25994, top1_acc: 0.3138, top5_acc: 0.5674, loss_cls: 3.1401, loss: 3.1401, grad_norm: 0.8743 2021-02-19 01:48:05,976 - mmaction - INFO - Saving checkpoint at 32 epochs 2021-02-19 01:52:36,451 - mmaction - INFO - Epoch [33][20/470] lr: 7.296e-01, eta: 3 days, 14:42:10, time: 13.440, data_time: 11.021, memory: 25994, top1_acc: 0.3233, top5_acc: 0.5793, loss_cls: 3.1050, loss: 3.1050, grad_norm: 0.8639 2021-02-19 01:53:21,889 - mmaction - INFO - Epoch [33][40/470] lr: 7.305e-01, eta: 3 days, 14:39:32, time: 2.263, data_time: 0.007, memory: 25994, top1_acc: 0.3279, top5_acc: 0.5777, loss_cls: 3.0963, loss: 3.0963, grad_norm: 0.8813 2021-02-19 01:54:08,703 - mmaction - INFO - Epoch [33][60/470] lr: 7.314e-01, eta: 3 days, 14:37:07, time: 2.347, data_time: 0.017, memory: 25994, top1_acc: 0.3287, top5_acc: 0.5758, loss_cls: 3.1151, loss: 3.1151, grad_norm: 0.8640 2021-02-19 01:54:52,932 - mmaction - INFO - Epoch [33][80/470] lr: 7.322e-01, eta: 3 days, 14:34:24, time: 2.215, data_time: 0.008, memory: 25994, top1_acc: 0.3227, top5_acc: 0.5736, loss_cls: 3.1056, loss: 3.1056, grad_norm: 0.8618 2021-02-19 01:55:40,122 - mmaction - INFO - Epoch [33][100/470] lr: 7.331e-01, eta: 3 days, 14:32:01, time: 2.360, data_time: 0.005, memory: 25994, top1_acc: 0.3220, top5_acc: 0.5751, loss_cls: 3.1212, loss: 3.1212, grad_norm: 0.8635 2021-02-19 01:56:28,417 - mmaction - INFO - Epoch [33][120/470] lr: 7.340e-01, eta: 3 days, 14:29:46, time: 2.415, data_time: 0.007, memory: 25994, top1_acc: 0.3181, top5_acc: 0.5735, loss_cls: 3.1269, loss: 3.1269, grad_norm: 0.8768 2021-02-19 01:57:12,696 - mmaction - INFO - Epoch [33][140/470] lr: 7.348e-01, eta: 3 days, 14:27:03, time: 2.213, data_time: 0.005, memory: 25994, top1_acc: 0.3178, top5_acc: 0.5734, loss_cls: 3.1345, loss: 3.1345, grad_norm: 0.8608 2021-02-19 01:57:59,203 - mmaction - INFO - Epoch [33][160/470] lr: 7.357e-01, eta: 3 days, 14:24:36, time: 2.326, data_time: 0.018, memory: 25994, top1_acc: 0.3284, top5_acc: 0.5823, loss_cls: 3.0738, loss: 3.0738, grad_norm: 0.8568 2021-02-19 01:58:49,716 - mmaction - INFO - Epoch [33][180/470] lr: 7.366e-01, eta: 3 days, 14:22:35, time: 2.515, data_time: 0.008, memory: 25994, top1_acc: 0.3206, top5_acc: 0.5776, loss_cls: 3.1230, loss: 3.1230, grad_norm: 0.8748 2021-02-19 01:59:40,301 - mmaction - INFO - Epoch [33][200/470] lr: 7.374e-01, eta: 3 days, 14:20:38, time: 2.539, data_time: 0.016, memory: 25994, top1_acc: 0.3197, top5_acc: 0.5681, loss_cls: 3.1302, loss: 3.1302, grad_norm: 0.8650 2021-02-19 02:00:28,477 - mmaction - INFO - Epoch [33][220/470] lr: 7.383e-01, eta: 3 days, 14:18:23, time: 2.406, data_time: 0.007, memory: 25994, top1_acc: 0.3192, top5_acc: 0.5729, loss_cls: 3.1210, loss: 3.1210, grad_norm: 0.8478 2021-02-19 02:01:16,441 - mmaction - INFO - Epoch [33][240/470] lr: 7.392e-01, eta: 3 days, 14:16:08, time: 2.402, data_time: 0.008, memory: 25994, top1_acc: 0.3128, top5_acc: 0.5689, loss_cls: 3.1483, loss: 3.1483, grad_norm: 0.8777 2021-02-19 02:02:01,760 - mmaction - INFO - Epoch [33][260/470] lr: 7.400e-01, eta: 3 days, 14:13:34, time: 2.266, data_time: 0.005, memory: 25994, top1_acc: 0.3143, top5_acc: 0.5728, loss_cls: 3.1416, loss: 3.1416, grad_norm: 0.8672 2021-02-19 02:02:45,735 - mmaction - INFO - Epoch [33][280/470] lr: 7.409e-01, eta: 3 days, 14:10:51, time: 2.198, data_time: 0.012, memory: 25994, top1_acc: 0.3303, top5_acc: 0.5795, loss_cls: 3.0739, loss: 3.0739, grad_norm: 0.8441 2021-02-19 02:03:35,271 - mmaction - INFO - Epoch [33][300/470] lr: 7.418e-01, eta: 3 days, 14:08:45, time: 2.472, data_time: 0.004, memory: 25994, top1_acc: 0.3227, top5_acc: 0.5757, loss_cls: 3.1154, loss: 3.1154, grad_norm: 0.8842 2021-02-19 02:04:25,156 - mmaction - INFO - Epoch [33][320/470] lr: 7.426e-01, eta: 3 days, 14:06:44, time: 2.497, data_time: 0.016, memory: 25994, top1_acc: 0.3224, top5_acc: 0.5735, loss_cls: 3.1128, loss: 3.1128, grad_norm: 0.8467 2021-02-19 02:05:15,750 - mmaction - INFO - Epoch [33][340/470] lr: 7.435e-01, eta: 3 days, 14:04:47, time: 2.532, data_time: 0.012, memory: 25994, top1_acc: 0.3148, top5_acc: 0.5681, loss_cls: 3.1355, loss: 3.1355, grad_norm: 0.8660 2021-02-19 02:05:59,768 - mmaction - INFO - Epoch [33][360/470] lr: 7.444e-01, eta: 3 days, 14:02:05, time: 2.195, data_time: 0.008, memory: 25994, top1_acc: 0.3165, top5_acc: 0.5668, loss_cls: 3.1557, loss: 3.1557, grad_norm: 0.8607 2021-02-19 02:06:45,553 - mmaction - INFO - Epoch [33][380/470] lr: 7.452e-01, eta: 3 days, 13:59:36, time: 2.295, data_time: 0.010, memory: 25994, top1_acc: 0.3133, top5_acc: 0.5767, loss_cls: 3.1387, loss: 3.1387, grad_norm: 0.8667 2021-02-19 02:07:37,403 - mmaction - INFO - Epoch [33][400/470] lr: 7.461e-01, eta: 3 days, 13:57:48, time: 2.589, data_time: 0.013, memory: 25994, top1_acc: 0.3134, top5_acc: 0.5640, loss_cls: 3.1492, loss: 3.1492, grad_norm: 0.8456 2021-02-19 02:08:23,167 - mmaction - INFO - Epoch [33][420/470] lr: 7.470e-01, eta: 3 days, 13:55:19, time: 2.286, data_time: 0.009, memory: 25994, top1_acc: 0.3124, top5_acc: 0.5720, loss_cls: 3.1399, loss: 3.1399, grad_norm: 0.8519 2021-02-19 02:09:09,258 - mmaction - INFO - Epoch [33][440/470] lr: 7.478e-01, eta: 3 days, 13:52:52, time: 2.303, data_time: 0.016, memory: 25994, top1_acc: 0.3207, top5_acc: 0.5721, loss_cls: 3.1442, loss: 3.1442, grad_norm: 0.8599 2021-02-19 02:09:56,163 - mmaction - INFO - Epoch [33][460/470] lr: 7.487e-01, eta: 3 days, 13:50:32, time: 2.348, data_time: 0.013, memory: 25994, top1_acc: 0.3064, top5_acc: 0.5637, loss_cls: 3.1904, loss: 3.1904, grad_norm: 0.8644 2021-02-19 02:15:24,452 - mmaction - INFO - Epoch [34][20/470] lr: 7.481e-01, eta: 3 days, 14:11:37, time: 14.453, data_time: 11.902, memory: 25994, top1_acc: 0.3205, top5_acc: 0.5807, loss_cls: 3.0983, loss: 3.0983, grad_norm: 0.8538 2021-02-19 02:16:19,199 - mmaction - INFO - Epoch [34][40/470] lr: 7.490e-01, eta: 3 days, 14:10:14, time: 2.779, data_time: 0.049, memory: 25994, top1_acc: 0.3345, top5_acc: 0.5862, loss_cls: 3.0480, loss: 3.0480, grad_norm: 0.8612 2021-02-19 02:17:09,266 - mmaction - INFO - Epoch [34][60/470] lr: 7.499e-01, eta: 3 days, 14:08:13, time: 2.506, data_time: 0.008, memory: 25994, top1_acc: 0.3169, top5_acc: 0.5701, loss_cls: 3.1447, loss: 3.1447, grad_norm: 0.8640 2021-02-19 02:18:04,533 - mmaction - INFO - Epoch [34][80/470] lr: 7.507e-01, eta: 3 days, 14:06:46, time: 2.754, data_time: 0.005, memory: 25994, top1_acc: 0.3186, top5_acc: 0.5694, loss_cls: 3.1560, loss: 3.1560, grad_norm: 0.8707 2021-02-19 02:18:53,047 - mmaction - INFO - Epoch [34][100/470] lr: 7.516e-01, eta: 3 days, 14:04:37, time: 2.434, data_time: 0.014, memory: 25994, top1_acc: 0.3234, top5_acc: 0.5739, loss_cls: 3.1146, loss: 3.1146, grad_norm: 0.8631 2021-02-19 02:19:42,569 - mmaction - INFO - Epoch [34][120/470] lr: 7.525e-01, eta: 3 days, 14:02:33, time: 2.477, data_time: 0.008, memory: 25994, top1_acc: 0.3271, top5_acc: 0.5768, loss_cls: 3.0904, loss: 3.0904, grad_norm: 0.8568 2021-02-19 02:20:30,381 - mmaction - INFO - Epoch [34][140/470] lr: 7.533e-01, eta: 3 days, 14:00:17, time: 2.390, data_time: 0.005, memory: 25994, top1_acc: 0.3258, top5_acc: 0.5728, loss_cls: 3.1137, loss: 3.1137, grad_norm: 0.8646 2021-02-19 02:21:32,232 - mmaction - INFO - Epoch [34][160/470] lr: 7.542e-01, eta: 3 days, 13:59:34, time: 3.079, data_time: 0.005, memory: 25994, top1_acc: 0.3157, top5_acc: 0.5769, loss_cls: 3.1230, loss: 3.1230, grad_norm: 0.8665 2021-02-19 02:22:22,645 - mmaction - INFO - Epoch [34][180/470] lr: 7.551e-01, eta: 3 days, 13:57:38, time: 2.526, data_time: 0.021, memory: 25994, top1_acc: 0.3269, top5_acc: 0.5741, loss_cls: 3.1025, loss: 3.1025, grad_norm: 0.8490 2021-02-19 02:23:09,564 - mmaction - INFO - Epoch [34][200/470] lr: 7.559e-01, eta: 3 days, 13:55:18, time: 2.352, data_time: 0.014, memory: 25994, top1_acc: 0.3165, top5_acc: 0.5737, loss_cls: 3.1191, loss: 3.1191, grad_norm: 0.8693 2021-02-19 02:23:54,430 - mmaction - INFO - Epoch [34][220/470] lr: 7.568e-01, eta: 3 days, 13:52:43, time: 2.239, data_time: 0.011, memory: 25994, top1_acc: 0.3229, top5_acc: 0.5660, loss_cls: 3.1459, loss: 3.1459, grad_norm: 0.8618 2021-02-19 02:24:41,871 - mmaction - INFO - Epoch [34][240/470] lr: 7.577e-01, eta: 3 days, 13:50:28, time: 2.380, data_time: 0.011, memory: 25994, top1_acc: 0.3106, top5_acc: 0.5721, loss_cls: 3.1548, loss: 3.1548, grad_norm: 0.8620 2021-02-19 02:25:30,198 - mmaction - INFO - Epoch [34][260/470] lr: 7.585e-01, eta: 3 days, 13:48:16, time: 2.412, data_time: 0.009, memory: 25994, top1_acc: 0.3126, top5_acc: 0.5681, loss_cls: 3.1585, loss: 3.1585, grad_norm: 0.8569 2021-02-19 02:26:21,574 - mmaction - INFO - Epoch [34][280/470] lr: 7.594e-01, eta: 3 days, 13:46:27, time: 2.573, data_time: 0.008, memory: 25994, top1_acc: 0.3133, top5_acc: 0.5683, loss_cls: 3.1493, loss: 3.1493, grad_norm: 0.8443 2021-02-19 02:27:09,986 - mmaction - INFO - Epoch [34][300/470] lr: 7.603e-01, eta: 3 days, 13:44:16, time: 2.414, data_time: 0.005, memory: 25994, top1_acc: 0.3213, top5_acc: 0.5795, loss_cls: 3.1124, loss: 3.1124, grad_norm: 0.8548 2021-02-19 02:28:00,328 - mmaction - INFO - Epoch [34][320/470] lr: 7.611e-01, eta: 3 days, 13:42:19, time: 2.513, data_time: 0.012, memory: 25994, top1_acc: 0.3197, top5_acc: 0.5763, loss_cls: 3.1211, loss: 3.1211, grad_norm: 0.8552 2021-02-19 02:28:48,482 - mmaction - INFO - Epoch [34][340/470] lr: 7.620e-01, eta: 3 days, 13:40:08, time: 2.410, data_time: 0.016, memory: 25994, top1_acc: 0.3200, top5_acc: 0.5811, loss_cls: 3.1062, loss: 3.1062, grad_norm: 0.8531 2021-02-19 02:29:34,230 - mmaction - INFO - Epoch [34][360/470] lr: 7.628e-01, eta: 3 days, 13:37:43, time: 2.293, data_time: 0.012, memory: 25994, top1_acc: 0.3155, top5_acc: 0.5689, loss_cls: 3.1422, loss: 3.1422, grad_norm: 0.8566 2021-02-19 02:30:23,530 - mmaction - INFO - Epoch [34][380/470] lr: 7.637e-01, eta: 3 days, 13:35:40, time: 2.464, data_time: 0.009, memory: 25994, top1_acc: 0.3185, top5_acc: 0.5765, loss_cls: 3.1380, loss: 3.1380, grad_norm: 0.8474 2021-02-19 02:31:12,112 - mmaction - INFO - Epoch [34][400/470] lr: 7.646e-01, eta: 3 days, 13:33:32, time: 2.430, data_time: 0.009, memory: 25994, top1_acc: 0.3199, top5_acc: 0.5753, loss_cls: 3.1281, loss: 3.1281, grad_norm: 0.8431 2021-02-19 02:32:00,544 - mmaction - INFO - Epoch [34][420/470] lr: 7.654e-01, eta: 3 days, 13:31:23, time: 2.417, data_time: 0.009, memory: 25994, top1_acc: 0.3185, top5_acc: 0.5753, loss_cls: 3.1152, loss: 3.1152, grad_norm: 0.8590 2021-02-19 02:32:47,965 - mmaction - INFO - Epoch [34][440/470] lr: 7.663e-01, eta: 3 days, 13:29:09, time: 2.376, data_time: 0.014, memory: 25994, top1_acc: 0.3114, top5_acc: 0.5762, loss_cls: 3.1240, loss: 3.1240, grad_norm: 0.8670 2021-02-19 02:33:38,239 - mmaction - INFO - Epoch [34][460/470] lr: 7.672e-01, eta: 3 days, 13:27:14, time: 2.515, data_time: 0.006, memory: 25994, top1_acc: 0.3082, top5_acc: 0.5574, loss_cls: 3.2007, loss: 3.2007, grad_norm: 0.8477 2021-02-19 02:39:28,696 - mmaction - INFO - Epoch [35][20/470] lr: 7.657e-01, eta: 3 days, 13:49:19, time: 15.261, data_time: 12.744, memory: 25994, top1_acc: 0.3248, top5_acc: 0.5906, loss_cls: 3.0572, loss: 3.0572, grad_norm: 0.8624 2021-02-19 02:40:13,455 - mmaction - INFO - Epoch [35][40/470] lr: 7.657e-01, eta: 3 days, 13:46:48, time: 2.256, data_time: 0.025, memory: 25994, top1_acc: 0.3240, top5_acc: 0.5854, loss_cls: 3.0896, loss: 3.0896, grad_norm: 0.8682 2021-02-19 02:41:00,978 - mmaction - INFO - Epoch [35][60/470] lr: 7.657e-01, eta: 3 days, 13:44:31, time: 2.367, data_time: 0.011, memory: 25994, top1_acc: 0.3238, top5_acc: 0.5723, loss_cls: 3.1224, loss: 3.1224, grad_norm: 0.8565 2021-02-19 02:41:48,163 - mmaction - INFO - Epoch [35][80/470] lr: 7.657e-01, eta: 3 days, 13:42:15, time: 2.369, data_time: 0.016, memory: 25994, top1_acc: 0.3285, top5_acc: 0.5798, loss_cls: 3.0934, loss: 3.0934, grad_norm: 0.8447 2021-02-19 02:42:36,540 - mmaction - INFO - Epoch [35][100/470] lr: 7.657e-01, eta: 3 days, 13:40:06, time: 2.417, data_time: 0.006, memory: 25994, top1_acc: 0.3229, top5_acc: 0.5813, loss_cls: 3.0994, loss: 3.0994, grad_norm: 0.8469 2021-02-19 02:43:24,041 - mmaction - INFO - Epoch [35][120/470] lr: 7.657e-01, eta: 3 days, 13:37:51, time: 2.374, data_time: 0.021, memory: 25994, top1_acc: 0.3203, top5_acc: 0.5705, loss_cls: 3.1182, loss: 3.1182, grad_norm: 0.8648 2021-02-19 02:44:09,702 - mmaction - INFO - Epoch [35][140/470] lr: 7.657e-01, eta: 3 days, 13:35:25, time: 2.285, data_time: 0.014, memory: 25994, top1_acc: 0.3272, top5_acc: 0.5834, loss_cls: 3.0728, loss: 3.0728, grad_norm: 0.8389 2021-02-19 02:44:59,888 - mmaction - INFO - Epoch [35][160/470] lr: 7.657e-01, eta: 3 days, 13:33:27, time: 2.504, data_time: 0.006, memory: 25994, top1_acc: 0.3243, top5_acc: 0.5771, loss_cls: 3.1172, loss: 3.1172, grad_norm: 0.8425 2021-02-19 02:45:45,358 - mmaction - INFO - Epoch [35][180/470] lr: 7.657e-01, eta: 3 days, 13:31:01, time: 2.281, data_time: 0.012, memory: 25994, top1_acc: 0.3156, top5_acc: 0.5753, loss_cls: 3.1238, loss: 3.1238, grad_norm: 0.8487 2021-02-19 02:46:36,267 - mmaction - INFO - Epoch [35][200/470] lr: 7.657e-01, eta: 3 days, 13:29:09, time: 2.543, data_time: 0.006, memory: 25994, top1_acc: 0.3255, top5_acc: 0.5738, loss_cls: 3.1301, loss: 3.1301, grad_norm: 0.8600 2021-02-19 02:47:26,697 - mmaction - INFO - Epoch [35][220/470] lr: 7.657e-01, eta: 3 days, 13:27:14, time: 2.521, data_time: 0.010, memory: 25994, top1_acc: 0.3117, top5_acc: 0.5620, loss_cls: 3.1520, loss: 3.1520, grad_norm: 0.8477 2021-02-19 02:48:17,122 - mmaction - INFO - Epoch [35][240/470] lr: 7.657e-01, eta: 3 days, 13:25:19, time: 2.523, data_time: 0.007, memory: 25994, top1_acc: 0.3194, top5_acc: 0.5741, loss_cls: 3.1205, loss: 3.1205, grad_norm: 0.8656 2021-02-19 02:49:04,572 - mmaction - INFO - Epoch [35][260/470] lr: 7.657e-01, eta: 3 days, 13:23:06, time: 2.372, data_time: 0.006, memory: 25994, top1_acc: 0.3198, top5_acc: 0.5760, loss_cls: 3.1259, loss: 3.1259, grad_norm: 0.8423 2021-02-19 02:49:52,394 - mmaction - INFO - Epoch [35][280/470] lr: 7.657e-01, eta: 3 days, 13:20:54, time: 2.386, data_time: 0.006, memory: 25994, top1_acc: 0.3176, top5_acc: 0.5703, loss_cls: 3.1526, loss: 3.1526, grad_norm: 0.8615 2021-02-19 02:50:41,471 - mmaction - INFO - Epoch [35][300/470] lr: 7.657e-01, eta: 3 days, 13:18:52, time: 2.460, data_time: 0.016, memory: 25994, top1_acc: 0.3292, top5_acc: 0.5795, loss_cls: 3.0977, loss: 3.0977, grad_norm: 0.8567 2021-02-19 02:51:42,248 - mmaction - INFO - Epoch [35][320/470] lr: 7.657e-01, eta: 3 days, 13:18:04, time: 3.036, data_time: 0.007, memory: 25994, top1_acc: 0.3216, top5_acc: 0.5697, loss_cls: 3.1339, loss: 3.1339, grad_norm: 0.8745 2021-02-19 02:52:27,502 - mmaction - INFO - Epoch [35][340/470] lr: 7.657e-01, eta: 3 days, 13:15:37, time: 2.265, data_time: 0.008, memory: 25994, top1_acc: 0.3228, top5_acc: 0.5724, loss_cls: 3.1152, loss: 3.1152, grad_norm: 0.8472 2021-02-19 02:53:18,062 - mmaction - INFO - Epoch [35][360/470] lr: 7.657e-01, eta: 3 days, 13:13:44, time: 2.527, data_time: 0.007, memory: 25994, top1_acc: 0.3127, top5_acc: 0.5717, loss_cls: 3.1432, loss: 3.1432, grad_norm: 0.8619 2021-02-19 02:54:26,351 - mmaction - INFO - Epoch [35][380/470] lr: 7.657e-01, eta: 3 days, 13:13:44, time: 3.414, data_time: 0.010, memory: 25994, top1_acc: 0.3204, top5_acc: 0.5795, loss_cls: 3.1249, loss: 3.1249, grad_norm: 0.8582 2021-02-19 02:55:14,624 - mmaction - INFO - Epoch [35][400/470] lr: 7.657e-01, eta: 3 days, 13:11:37, time: 2.414, data_time: 0.008, memory: 25994, top1_acc: 0.3135, top5_acc: 0.5699, loss_cls: 3.1585, loss: 3.1585, grad_norm: 0.8587 2021-02-19 02:56:02,874 - mmaction - INFO - Epoch [35][420/470] lr: 7.657e-01, eta: 3 days, 13:09:29, time: 2.413, data_time: 0.007, memory: 25994, top1_acc: 0.3171, top5_acc: 0.5614, loss_cls: 3.1524, loss: 3.1524, grad_norm: 0.8545 2021-02-19 02:56:53,183 - mmaction - INFO - Epoch [35][440/470] lr: 7.657e-01, eta: 3 days, 13:07:31, time: 2.484, data_time: 0.006, memory: 25994, top1_acc: 0.3177, top5_acc: 0.5734, loss_cls: 3.1282, loss: 3.1282, grad_norm: 0.8436 2021-02-19 02:57:42,325 - mmaction - INFO - Epoch [35][460/470] lr: 7.657e-01, eta: 3 days, 13:05:34, time: 2.487, data_time: 0.041, memory: 25994, top1_acc: 0.3242, top5_acc: 0.5742, loss_cls: 3.1196, loss: 3.1196, grad_norm: 0.8374 2021-02-19 03:05:52,105 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-19 03:05:52,919 - mmaction - INFO - top1_acc 0.3276 top5_acc 0.5965 2021-02-19 03:05:52,920 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-19 03:05:52,982 - mmaction - INFO - mean_acc 0.3276 2021-02-19 03:05:52,993 - mmaction - INFO - Epoch(val) [35][470] top1_acc: 0.3276, top5_acc: 0.5965, mean_class_accuracy: 0.3276 2021-02-19 03:10:43,126 - mmaction - INFO - Epoch [36][20/470] lr: 7.637e-01, eta: 3 days, 13:25:17, time: 14.504, data_time: 11.945, memory: 25994, top1_acc: 0.3229, top5_acc: 0.5756, loss_cls: 3.1245, loss: 3.1245, grad_norm: 0.8549 2021-02-19 03:11:31,979 - mmaction - INFO - Epoch [36][40/470] lr: 7.637e-01, eta: 3 days, 13:23:12, time: 2.440, data_time: 0.007, memory: 25994, top1_acc: 0.3239, top5_acc: 0.5813, loss_cls: 3.1035, loss: 3.1035, grad_norm: 0.8650 2021-02-19 03:12:20,959 - mmaction - INFO - Epoch [36][60/470] lr: 7.637e-01, eta: 3 days, 13:21:07, time: 2.436, data_time: 0.013, memory: 25994, top1_acc: 0.3276, top5_acc: 0.5873, loss_cls: 3.0841, loss: 3.0841, grad_norm: 0.8550 2021-02-19 03:13:07,886 - mmaction - INFO - Epoch [36][80/470] lr: 7.637e-01, eta: 3 days, 13:18:52, time: 2.361, data_time: 0.024, memory: 25994, top1_acc: 0.3265, top5_acc: 0.5779, loss_cls: 3.1098, loss: 3.1098, grad_norm: 0.8624 2021-02-19 03:13:54,501 - mmaction - INFO - Epoch [36][100/470] lr: 7.637e-01, eta: 3 days, 13:16:35, time: 2.332, data_time: 0.007, memory: 25994, top1_acc: 0.3196, top5_acc: 0.5674, loss_cls: 3.1575, loss: 3.1575, grad_norm: 0.8473 2021-02-19 03:14:38,973 - mmaction - INFO - Epoch [36][120/470] lr: 7.637e-01, eta: 3 days, 13:14:03, time: 2.221, data_time: 0.003, memory: 25994, top1_acc: 0.3304, top5_acc: 0.5787, loss_cls: 3.0935, loss: 3.0935, grad_norm: 0.8293 2021-02-19 03:15:24,403 - mmaction - INFO - Epoch [36][140/470] lr: 7.637e-01, eta: 3 days, 13:11:38, time: 2.274, data_time: 0.006, memory: 25994, top1_acc: 0.3162, top5_acc: 0.5756, loss_cls: 3.1291, loss: 3.1291, grad_norm: 0.8514 2021-02-19 03:16:17,276 - mmaction - INFO - Epoch [36][160/470] lr: 7.637e-01, eta: 3 days, 13:10:00, time: 2.644, data_time: 0.005, memory: 25994, top1_acc: 0.3187, top5_acc: 0.5735, loss_cls: 3.1255, loss: 3.1255, grad_norm: 0.8594 2021-02-19 03:17:12,613 - mmaction - INFO - Epoch [36][180/470] lr: 7.637e-01, eta: 3 days, 13:08:37, time: 2.765, data_time: 0.004, memory: 25994, top1_acc: 0.3204, top5_acc: 0.5764, loss_cls: 3.1198, loss: 3.1198, grad_norm: 0.8348 2021-02-19 03:18:04,462 - mmaction - INFO - Epoch [36][200/470] lr: 7.637e-01, eta: 3 days, 13:06:53, time: 2.592, data_time: 0.013, memory: 25994, top1_acc: 0.3182, top5_acc: 0.5812, loss_cls: 3.0912, loss: 3.0912, grad_norm: 0.8806 2021-02-19 03:18:49,767 - mmaction - INFO - Epoch [36][220/470] lr: 7.637e-01, eta: 3 days, 13:04:28, time: 2.263, data_time: 0.009, memory: 25994, top1_acc: 0.3206, top5_acc: 0.5793, loss_cls: 3.1045, loss: 3.1045, grad_norm: 0.8513 2021-02-19 03:19:37,444 - mmaction - INFO - Epoch [36][240/470] lr: 7.637e-01, eta: 3 days, 13:02:18, time: 2.386, data_time: 0.017, memory: 25994, top1_acc: 0.3244, top5_acc: 0.5794, loss_cls: 3.0951, loss: 3.0951, grad_norm: 0.8556 2021-02-19 03:20:39,522 - mmaction - INFO - Epoch [36][260/470] lr: 7.637e-01, eta: 3 days, 13:01:37, time: 3.099, data_time: 0.009, memory: 25994, top1_acc: 0.3190, top5_acc: 0.5772, loss_cls: 3.1183, loss: 3.1183, grad_norm: 0.8523 2021-02-19 03:21:42,456 - mmaction - INFO - Epoch [36][280/470] lr: 7.637e-01, eta: 3 days, 13:01:00, time: 3.137, data_time: 0.012, memory: 25994, top1_acc: 0.3198, top5_acc: 0.5755, loss_cls: 3.1126, loss: 3.1126, grad_norm: 0.8492 2021-02-19 03:22:34,202 - mmaction - INFO - Epoch [36][300/470] lr: 7.637e-01, eta: 3 days, 12:59:17, time: 2.601, data_time: 0.021, memory: 25994, top1_acc: 0.3203, top5_acc: 0.5732, loss_cls: 3.1253, loss: 3.1253, grad_norm: 0.8488 2021-02-19 03:23:21,866 - mmaction - INFO - Epoch [36][320/470] lr: 7.637e-01, eta: 3 days, 12:57:08, time: 2.387, data_time: 0.021, memory: 25994, top1_acc: 0.3169, top5_acc: 0.5773, loss_cls: 3.1305, loss: 3.1305, grad_norm: 0.8634 2021-02-19 03:24:10,334 - mmaction - INFO - Epoch [36][340/470] lr: 7.637e-01, eta: 3 days, 12:55:03, time: 2.420, data_time: 0.004, memory: 25994, top1_acc: 0.3193, top5_acc: 0.5699, loss_cls: 3.1285, loss: 3.1285, grad_norm: 0.8361 2021-02-19 03:24:57,776 - mmaction - INFO - Epoch [36][360/470] lr: 7.637e-01, eta: 3 days, 12:52:53, time: 2.375, data_time: 0.007, memory: 25994, top1_acc: 0.3175, top5_acc: 0.5683, loss_cls: 3.1453, loss: 3.1453, grad_norm: 0.8611 2021-02-19 03:25:45,666 - mmaction - INFO - Epoch [36][380/470] lr: 7.637e-01, eta: 3 days, 12:50:45, time: 2.393, data_time: 0.006, memory: 25994, top1_acc: 0.3212, top5_acc: 0.5784, loss_cls: 3.1054, loss: 3.1054, grad_norm: 0.8402 2021-02-19 03:26:30,058 - mmaction - INFO - Epoch [36][400/470] lr: 7.637e-01, eta: 3 days, 12:48:17, time: 2.221, data_time: 0.007, memory: 25994, top1_acc: 0.3199, top5_acc: 0.5766, loss_cls: 3.1102, loss: 3.1102, grad_norm: 0.8573 2021-02-19 03:27:17,490 - mmaction - INFO - Epoch [36][420/470] lr: 7.637e-01, eta: 3 days, 12:46:06, time: 2.362, data_time: 0.011, memory: 25994, top1_acc: 0.3278, top5_acc: 0.5736, loss_cls: 3.1000, loss: 3.1000, grad_norm: 0.8772 2021-02-19 03:28:04,231 - mmaction - INFO - Epoch [36][440/470] lr: 7.637e-01, eta: 3 days, 12:43:52, time: 2.338, data_time: 0.022, memory: 25994, top1_acc: 0.3223, top5_acc: 0.5746, loss_cls: 3.1166, loss: 3.1166, grad_norm: 0.8431 2021-02-19 03:28:50,678 - mmaction - INFO - Epoch [36][460/470] lr: 7.637e-01, eta: 3 days, 12:41:37, time: 2.329, data_time: 0.016, memory: 25994, top1_acc: 0.3219, top5_acc: 0.5806, loss_cls: 3.1022, loss: 3.1022, grad_norm: 0.8605 2021-02-19 03:29:35,855 - mmaction - INFO - Saving checkpoint at 36 epochs 2021-02-19 03:34:22,836 - mmaction - INFO - Epoch [37][20/470] lr: 7.616e-01, eta: 3 days, 13:00:08, time: 14.249, data_time: 11.873, memory: 25994, top1_acc: 0.3141, top5_acc: 0.5785, loss_cls: 3.1176, loss: 3.1176, grad_norm: 0.8646 2021-02-19 03:35:12,977 - mmaction - INFO - Epoch [37][40/470] lr: 7.616e-01, eta: 3 days, 12:58:12, time: 2.499, data_time: 0.006, memory: 25994, top1_acc: 0.3230, top5_acc: 0.5866, loss_cls: 3.0730, loss: 3.0730, grad_norm: 0.8537 2021-02-19 03:35:58,180 - mmaction - INFO - Epoch [37][60/470] lr: 7.616e-01, eta: 3 days, 12:55:49, time: 2.268, data_time: 0.019, memory: 25994, top1_acc: 0.3154, top5_acc: 0.5772, loss_cls: 3.1169, loss: 3.1169, grad_norm: 0.8415 2021-02-19 03:36:45,169 - mmaction - INFO - Epoch [37][80/470] lr: 7.616e-01, eta: 3 days, 12:53:36, time: 2.350, data_time: 0.004, memory: 25994, top1_acc: 0.3179, top5_acc: 0.5786, loss_cls: 3.0920, loss: 3.0920, grad_norm: 0.8443 2021-02-19 03:37:31,720 - mmaction - INFO - Epoch [37][100/470] lr: 7.616e-01, eta: 3 days, 12:51:20, time: 2.327, data_time: 0.005, memory: 25994, top1_acc: 0.3232, top5_acc: 0.5754, loss_cls: 3.1200, loss: 3.1200, grad_norm: 0.8634 2021-02-19 03:38:24,176 - mmaction - INFO - Epoch [37][120/470] lr: 7.616e-01, eta: 3 days, 12:49:12, time: 2.392, data_time: 0.005, memory: 25994, top1_acc: 0.3275, top5_acc: 0.5795, loss_cls: 3.0849, loss: 3.0849, grad_norm: 0.8516 2021-02-19 03:39:16,281 - mmaction - INFO - Epoch [37][140/470] lr: 7.616e-01, eta: 3 days, 12:47:59, time: 2.837, data_time: 0.285, memory: 25994, top1_acc: 0.3229, top5_acc: 0.5730, loss_cls: 3.1214, loss: 3.1214, grad_norm: 0.8637 2021-02-19 03:40:03,352 - mmaction - INFO - Epoch [37][160/470] lr: 7.616e-01, eta: 3 days, 12:45:47, time: 2.352, data_time: 0.007, memory: 25994, top1_acc: 0.3241, top5_acc: 0.5793, loss_cls: 3.0786, loss: 3.0786, grad_norm: 0.8678 2021-02-19 03:40:49,137 - mmaction - INFO - Epoch [37][180/470] lr: 7.616e-01, eta: 3 days, 12:43:27, time: 2.289, data_time: 0.008, memory: 25994, top1_acc: 0.3172, top5_acc: 0.5813, loss_cls: 3.1075, loss: 3.1075, grad_norm: 0.8554 2021-02-19 03:41:36,448 - mmaction - INFO - Epoch [37][200/470] lr: 7.616e-01, eta: 3 days, 12:41:16, time: 2.362, data_time: 0.007, memory: 25994, top1_acc: 0.3218, top5_acc: 0.5718, loss_cls: 3.1040, loss: 3.1040, grad_norm: 0.8730 2021-02-19 03:42:23,762 - mmaction - INFO - Epoch [37][220/470] lr: 7.616e-01, eta: 3 days, 12:39:07, time: 2.371, data_time: 0.016, memory: 25994, top1_acc: 0.3312, top5_acc: 0.5795, loss_cls: 3.0837, loss: 3.0837, grad_norm: 0.8642 2021-02-19 03:43:14,807 - mmaction - INFO - Epoch [37][240/470] lr: 7.616e-01, eta: 3 days, 12:37:18, time: 2.542, data_time: 0.006, memory: 25994, top1_acc: 0.3196, top5_acc: 0.5716, loss_cls: 3.1321, loss: 3.1321, grad_norm: 0.8546 2021-02-19 03:43:59,021 - mmaction - INFO - Epoch [37][260/470] lr: 7.616e-01, eta: 3 days, 12:34:51, time: 2.213, data_time: 0.020, memory: 25994, top1_acc: 0.3215, top5_acc: 0.5704, loss_cls: 3.1436, loss: 3.1436, grad_norm: 0.8578 2021-02-19 03:44:45,389 - mmaction - INFO - Epoch [37][280/470] lr: 7.616e-01, eta: 3 days, 12:32:36, time: 2.325, data_time: 0.015, memory: 25994, top1_acc: 0.3244, top5_acc: 0.5799, loss_cls: 3.1089, loss: 3.1089, grad_norm: 0.8419 2021-02-19 03:45:32,759 - mmaction - INFO - Epoch [37][300/470] lr: 7.616e-01, eta: 3 days, 12:30:25, time: 2.349, data_time: 0.005, memory: 25994, top1_acc: 0.3249, top5_acc: 0.5780, loss_cls: 3.1161, loss: 3.1161, grad_norm: 0.8429 2021-02-19 03:46:23,108 - mmaction - INFO - Epoch [37][320/470] lr: 7.616e-01, eta: 3 days, 12:28:37, time: 2.538, data_time: 0.025, memory: 25994, top1_acc: 0.3202, top5_acc: 0.5768, loss_cls: 3.1133, loss: 3.1133, grad_norm: 0.8487 2021-02-19 03:47:08,127 - mmaction - INFO - Epoch [37][340/470] lr: 7.616e-01, eta: 3 days, 12:26:14, time: 2.247, data_time: 0.005, memory: 25994, top1_acc: 0.3166, top5_acc: 0.5719, loss_cls: 3.1408, loss: 3.1408, grad_norm: 0.8425 2021-02-19 03:47:56,525 - mmaction - INFO - Epoch [37][360/470] lr: 7.616e-01, eta: 3 days, 12:24:12, time: 2.425, data_time: 0.014, memory: 25994, top1_acc: 0.3193, top5_acc: 0.5808, loss_cls: 3.1141, loss: 3.1141, grad_norm: 0.8733 2021-02-19 03:48:41,886 - mmaction - INFO - Epoch [37][380/470] lr: 7.616e-01, eta: 3 days, 12:21:52, time: 2.266, data_time: 0.004, memory: 25994, top1_acc: 0.3263, top5_acc: 0.5708, loss_cls: 3.1274, loss: 3.1274, grad_norm: 0.8513 2021-02-19 03:49:34,257 - mmaction - INFO - Epoch [37][400/470] lr: 7.616e-01, eta: 3 days, 12:20:14, time: 2.618, data_time: 0.008, memory: 25994, top1_acc: 0.3247, top5_acc: 0.5712, loss_cls: 3.1273, loss: 3.1273, grad_norm: 0.8454 2021-02-19 03:50:21,911 - mmaction - INFO - Epoch [37][420/470] lr: 7.616e-01, eta: 3 days, 12:18:08, time: 2.385, data_time: 0.013, memory: 25994, top1_acc: 0.3219, top5_acc: 0.5781, loss_cls: 3.1157, loss: 3.1157, grad_norm: 0.8471 2021-02-19 03:51:12,555 - mmaction - INFO - Epoch [37][440/470] lr: 7.616e-01, eta: 3 days, 12:16:20, time: 2.532, data_time: 0.004, memory: 25994, top1_acc: 0.3151, top5_acc: 0.5795, loss_cls: 3.1000, loss: 3.1000, grad_norm: 0.8597 2021-02-19 03:51:56,949 - mmaction - INFO - Epoch [37][460/470] lr: 7.616e-01, eta: 3 days, 12:13:55, time: 2.220, data_time: 0.004, memory: 25994, top1_acc: 0.3241, top5_acc: 0.5769, loss_cls: 3.0972, loss: 3.0972, grad_norm: 0.8531 2021-02-19 03:57:27,053 - mmaction - INFO - Epoch [38][20/470] lr: 7.595e-01, eta: 3 days, 12:32:29, time: 14.591, data_time: 12.073, memory: 25994, top1_acc: 0.3172, top5_acc: 0.5800, loss_cls: 3.1053, loss: 3.1053, grad_norm: 0.8630 2021-02-19 03:58:18,522 - mmaction - INFO - Epoch [38][40/470] lr: 7.595e-01, eta: 3 days, 12:30:42, time: 2.549, data_time: 0.006, memory: 25994, top1_acc: 0.3256, top5_acc: 0.5740, loss_cls: 3.1184, loss: 3.1184, grad_norm: 0.8594 2021-02-19 03:59:06,771 - mmaction - INFO - Epoch [38][60/470] lr: 7.595e-01, eta: 3 days, 12:28:41, time: 2.437, data_time: 0.029, memory: 25994, top1_acc: 0.3226, top5_acc: 0.5781, loss_cls: 3.0959, loss: 3.0959, grad_norm: 0.8375 2021-02-19 03:59:52,220 - mmaction - INFO - Epoch [38][80/470] lr: 7.595e-01, eta: 3 days, 12:26:21, time: 2.273, data_time: 0.005, memory: 25994, top1_acc: 0.3388, top5_acc: 0.5937, loss_cls: 3.0317, loss: 3.0317, grad_norm: 0.8632 2021-02-19 04:00:42,005 - mmaction - INFO - Epoch [38][100/470] lr: 7.595e-01, eta: 3 days, 12:24:28, time: 2.489, data_time: 0.006, memory: 25994, top1_acc: 0.3234, top5_acc: 0.5700, loss_cls: 3.1148, loss: 3.1148, grad_norm: 0.8474 2021-02-19 04:01:28,089 - mmaction - INFO - Epoch [38][120/470] lr: 7.595e-01, eta: 3 days, 12:22:12, time: 2.305, data_time: 0.014, memory: 25994, top1_acc: 0.3281, top5_acc: 0.5857, loss_cls: 3.0666, loss: 3.0666, grad_norm: 0.8497 2021-02-19 04:02:17,481 - mmaction - INFO - Epoch [38][140/470] lr: 7.595e-01, eta: 3 days, 12:20:16, time: 2.469, data_time: 0.005, memory: 25994, top1_acc: 0.3268, top5_acc: 0.5858, loss_cls: 3.0775, loss: 3.0775, grad_norm: 0.8397 2021-02-19 04:03:05,200 - mmaction - INFO - Epoch [38][160/470] lr: 7.595e-01, eta: 3 days, 12:18:10, time: 2.385, data_time: 0.004, memory: 25994, top1_acc: 0.3243, top5_acc: 0.5778, loss_cls: 3.1066, loss: 3.1066, grad_norm: 0.8617 2021-02-19 04:03:55,663 - mmaction - INFO - Epoch [38][180/470] lr: 7.595e-01, eta: 3 days, 12:16:21, time: 2.522, data_time: 0.012, memory: 25994, top1_acc: 0.3298, top5_acc: 0.5804, loss_cls: 3.1050, loss: 3.1050, grad_norm: 0.8406 2021-02-19 04:04:43,633 - mmaction - INFO - Epoch [38][200/470] lr: 7.595e-01, eta: 3 days, 12:14:17, time: 2.400, data_time: 0.010, memory: 25994, top1_acc: 0.3235, top5_acc: 0.5849, loss_cls: 3.0753, loss: 3.0753, grad_norm: 0.8608 2021-02-19 04:05:28,384 - mmaction - INFO - Epoch [38][220/470] lr: 7.595e-01, eta: 3 days, 12:11:55, time: 2.238, data_time: 0.012, memory: 25994, top1_acc: 0.3156, top5_acc: 0.5658, loss_cls: 3.1630, loss: 3.1630, grad_norm: 0.8530 2021-02-19 04:06:24,646 - mmaction - INFO - Epoch [38][240/470] lr: 7.595e-01, eta: 3 days, 12:10:40, time: 2.813, data_time: 0.006, memory: 25994, top1_acc: 0.3198, top5_acc: 0.5750, loss_cls: 3.1085, loss: 3.1085, grad_norm: 0.8377 2021-02-19 04:07:11,431 - mmaction - INFO - Epoch [38][260/470] lr: 7.595e-01, eta: 3 days, 12:08:29, time: 2.333, data_time: 0.005, memory: 25994, top1_acc: 0.3317, top5_acc: 0.5793, loss_cls: 3.0710, loss: 3.0710, grad_norm: 0.8547 2021-02-19 04:07:59,773 - mmaction - INFO - Epoch [38][280/470] lr: 7.595e-01, eta: 3 days, 12:06:29, time: 2.424, data_time: 0.020, memory: 25994, top1_acc: 0.3222, top5_acc: 0.5725, loss_cls: 3.1147, loss: 3.1147, grad_norm: 0.8589 2021-02-19 04:08:48,504 - mmaction - INFO - Epoch [38][300/470] lr: 7.595e-01, eta: 3 days, 12:04:30, time: 2.437, data_time: 0.007, memory: 25994, top1_acc: 0.3215, top5_acc: 0.5767, loss_cls: 3.1249, loss: 3.1249, grad_norm: 0.8584 2021-02-19 04:09:33,084 - mmaction - INFO - Epoch [38][320/470] lr: 7.595e-01, eta: 3 days, 12:02:08, time: 2.229, data_time: 0.004, memory: 25994, top1_acc: 0.3207, top5_acc: 0.5777, loss_cls: 3.1194, loss: 3.1194, grad_norm: 0.8607 2021-02-19 04:10:19,516 - mmaction - INFO - Epoch [38][340/470] lr: 7.595e-01, eta: 3 days, 11:59:56, time: 2.319, data_time: 0.005, memory: 25994, top1_acc: 0.3164, top5_acc: 0.5740, loss_cls: 3.1199, loss: 3.1199, grad_norm: 0.8399 2021-02-19 04:11:05,861 - mmaction - INFO - Epoch [38][360/470] lr: 7.595e-01, eta: 3 days, 11:57:44, time: 2.320, data_time: 0.009, memory: 25994, top1_acc: 0.3261, top5_acc: 0.5796, loss_cls: 3.1152, loss: 3.1152, grad_norm: 0.8524 2021-02-19 04:12:05,842 - mmaction - INFO - Epoch [38][380/470] lr: 7.595e-01, eta: 3 days, 11:56:51, time: 2.995, data_time: 0.004, memory: 25994, top1_acc: 0.3229, top5_acc: 0.5792, loss_cls: 3.1062, loss: 3.1062, grad_norm: 0.8596 2021-02-19 04:12:53,051 - mmaction - INFO - Epoch [38][400/470] lr: 7.595e-01, eta: 3 days, 11:54:45, time: 2.364, data_time: 0.016, memory: 25994, top1_acc: 0.3187, top5_acc: 0.5846, loss_cls: 3.0926, loss: 3.0926, grad_norm: 0.8678 2021-02-19 04:13:45,648 - mmaction - INFO - Epoch [38][420/470] lr: 7.595e-01, eta: 3 days, 11:53:10, time: 2.629, data_time: 0.007, memory: 25994, top1_acc: 0.3110, top5_acc: 0.5699, loss_cls: 3.1583, loss: 3.1583, grad_norm: 0.8565 2021-02-19 04:14:36,651 - mmaction - INFO - Epoch [38][440/470] lr: 7.595e-01, eta: 3 days, 11:51:25, time: 2.551, data_time: 0.006, memory: 25994, top1_acc: 0.3243, top5_acc: 0.5787, loss_cls: 3.1111, loss: 3.1111, grad_norm: 0.8510 2021-02-19 04:15:27,126 - mmaction - INFO - Epoch [38][460/470] lr: 7.595e-01, eta: 3 days, 11:49:37, time: 2.520, data_time: 0.005, memory: 25994, top1_acc: 0.3234, top5_acc: 0.5821, loss_cls: 3.0955, loss: 3.0955, grad_norm: 0.8470 2021-02-19 04:21:32,961 - mmaction - INFO - Epoch [39][20/470] lr: 7.573e-01, eta: 3 days, 12:09:45, time: 15.726, data_time: 12.848, memory: 25994, top1_acc: 0.3287, top5_acc: 0.5769, loss_cls: 3.0877, loss: 3.0877, grad_norm: 0.8705 2021-02-19 04:22:19,930 - mmaction - INFO - Epoch [39][40/470] lr: 7.573e-01, eta: 3 days, 12:07:36, time: 2.348, data_time: 0.007, memory: 25994, top1_acc: 0.3230, top5_acc: 0.5744, loss_cls: 3.1013, loss: 3.1013, grad_norm: 0.8361 2021-02-19 04:23:05,068 - mmaction - INFO - Epoch [39][60/470] lr: 7.573e-01, eta: 3 days, 12:05:17, time: 2.256, data_time: 0.007, memory: 25994, top1_acc: 0.3246, top5_acc: 0.5764, loss_cls: 3.1112, loss: 3.1112, grad_norm: 0.8553 2021-02-19 04:23:58,378 - mmaction - INFO - Epoch [39][80/470] lr: 7.573e-01, eta: 3 days, 12:03:44, time: 2.664, data_time: 0.008, memory: 25994, top1_acc: 0.3262, top5_acc: 0.5865, loss_cls: 3.0802, loss: 3.0802, grad_norm: 0.8567 2021-02-19 04:24:46,089 - mmaction - INFO - Epoch [39][100/470] lr: 7.573e-01, eta: 3 days, 12:01:39, time: 2.378, data_time: 0.015, memory: 25994, top1_acc: 0.3204, top5_acc: 0.5780, loss_cls: 3.0898, loss: 3.0898, grad_norm: 0.8460 2021-02-19 04:25:36,342 - mmaction - INFO - Epoch [39][120/470] lr: 7.573e-01, eta: 3 days, 11:59:50, time: 2.515, data_time: 0.019, memory: 25994, top1_acc: 0.3258, top5_acc: 0.5830, loss_cls: 3.0846, loss: 3.0846, grad_norm: 0.8531 2021-02-19 04:26:21,571 - mmaction - INFO - Epoch [39][140/470] lr: 7.573e-01, eta: 3 days, 11:57:33, time: 2.270, data_time: 0.021, memory: 25994, top1_acc: 0.3238, top5_acc: 0.5830, loss_cls: 3.0843, loss: 3.0843, grad_norm: 0.8553 2021-02-19 04:27:15,881 - mmaction - INFO - Epoch [39][160/470] lr: 7.573e-01, eta: 3 days, 11:56:07, time: 2.716, data_time: 0.008, memory: 25994, top1_acc: 0.3343, top5_acc: 0.5886, loss_cls: 3.0586, loss: 3.0586, grad_norm: 0.8537 2021-02-19 04:28:06,384 - mmaction - INFO - Epoch [39][180/470] lr: 7.573e-01, eta: 3 days, 11:54:19, time: 2.524, data_time: 0.006, memory: 25994, top1_acc: 0.3290, top5_acc: 0.5822, loss_cls: 3.0868, loss: 3.0868, grad_norm: 0.8536 2021-02-19 04:28:56,588 - mmaction - INFO - Epoch [39][200/470] lr: 7.573e-01, eta: 3 days, 11:52:29, time: 2.504, data_time: 0.005, memory: 25994, top1_acc: 0.3275, top5_acc: 0.5749, loss_cls: 3.1013, loss: 3.1013, grad_norm: 0.8513 2021-02-19 04:29:48,326 - mmaction - INFO - Epoch [39][220/470] lr: 7.573e-01, eta: 3 days, 11:50:49, time: 2.593, data_time: 0.014, memory: 25994, top1_acc: 0.3255, top5_acc: 0.5760, loss_cls: 3.1145, loss: 3.1145, grad_norm: 0.8578 2021-02-19 04:30:36,481 - mmaction - INFO - Epoch [39][240/470] lr: 7.573e-01, eta: 3 days, 11:48:48, time: 2.400, data_time: 0.006, memory: 25994, top1_acc: 0.3238, top5_acc: 0.5762, loss_cls: 3.0979, loss: 3.0979, grad_norm: 0.8503 2021-02-19 04:31:23,814 - mmaction - INFO - Epoch [39][260/470] lr: 7.573e-01, eta: 3 days, 11:46:44, time: 2.374, data_time: 0.013, memory: 25994, top1_acc: 0.3290, top5_acc: 0.5792, loss_cls: 3.0858, loss: 3.0858, grad_norm: 0.8525 2021-02-19 04:32:10,098 - mmaction - INFO - Epoch [39][280/470] lr: 7.573e-01, eta: 3 days, 11:44:33, time: 2.313, data_time: 0.005, memory: 25994, top1_acc: 0.3265, top5_acc: 0.5784, loss_cls: 3.1091, loss: 3.1091, grad_norm: 0.8541 2021-02-19 04:33:00,094 - mmaction - INFO - Epoch [39][300/470] lr: 7.573e-01, eta: 3 days, 11:42:43, time: 2.499, data_time: 0.006, memory: 25994, top1_acc: 0.3221, top5_acc: 0.5803, loss_cls: 3.0955, loss: 3.0955, grad_norm: 0.8459 2021-02-19 04:33:48,399 - mmaction - INFO - Epoch [39][320/470] lr: 7.573e-01, eta: 3 days, 11:40:44, time: 2.418, data_time: 0.005, memory: 25994, top1_acc: 0.3228, top5_acc: 0.5830, loss_cls: 3.0915, loss: 3.0915, grad_norm: 0.8526 2021-02-19 04:34:35,532 - mmaction - INFO - Epoch [39][340/470] lr: 7.573e-01, eta: 3 days, 11:38:39, time: 2.356, data_time: 0.005, memory: 25994, top1_acc: 0.3209, top5_acc: 0.5828, loss_cls: 3.0989, loss: 3.0989, grad_norm: 0.8621 2021-02-19 04:35:24,233 - mmaction - INFO - Epoch [39][360/470] lr: 7.573e-01, eta: 3 days, 11:36:42, time: 2.435, data_time: 0.005, memory: 25994, top1_acc: 0.3297, top5_acc: 0.5790, loss_cls: 3.0895, loss: 3.0895, grad_norm: 0.8434 2021-02-19 04:36:10,336 - mmaction - INFO - Epoch [39][380/470] lr: 7.573e-01, eta: 3 days, 11:34:31, time: 2.306, data_time: 0.010, memory: 25994, top1_acc: 0.3221, top5_acc: 0.5796, loss_cls: 3.0994, loss: 3.0994, grad_norm: 0.8511 2021-02-19 04:37:00,486 - mmaction - INFO - Epoch [39][400/470] lr: 7.573e-01, eta: 3 days, 11:32:43, time: 2.505, data_time: 0.004, memory: 25994, top1_acc: 0.3211, top5_acc: 0.5729, loss_cls: 3.1280, loss: 3.1280, grad_norm: 0.8496 2021-02-19 04:37:48,256 - mmaction - INFO - Epoch [39][420/470] lr: 7.573e-01, eta: 3 days, 11:30:42, time: 2.390, data_time: 0.007, memory: 25994, top1_acc: 0.3298, top5_acc: 0.5754, loss_cls: 3.0970, loss: 3.0970, grad_norm: 0.8508 2021-02-19 04:38:48,619 - mmaction - INFO - Epoch [39][440/470] lr: 7.573e-01, eta: 3 days, 11:29:51, time: 3.014, data_time: 0.004, memory: 25994, top1_acc: 0.3224, top5_acc: 0.5790, loss_cls: 3.0937, loss: 3.0937, grad_norm: 0.8494 2021-02-19 04:39:36,937 - mmaction - INFO - Epoch [39][460/470] lr: 7.573e-01, eta: 3 days, 11:27:52, time: 2.414, data_time: 0.011, memory: 25994, top1_acc: 0.3227, top5_acc: 0.5751, loss_cls: 3.1038, loss: 3.1038, grad_norm: 0.8704 2021-02-19 04:44:46,285 - mmaction - INFO - Epoch [40][20/470] lr: 7.551e-01, eta: 3 days, 11:42:59, time: 13.367, data_time: 11.000, memory: 25994, top1_acc: 0.3251, top5_acc: 0.5805, loss_cls: 3.0794, loss: 3.0794, grad_norm: 0.8424 2021-02-19 04:45:30,735 - mmaction - INFO - Epoch [40][40/470] lr: 7.551e-01, eta: 3 days, 11:40:38, time: 2.223, data_time: 0.009, memory: 25994, top1_acc: 0.3388, top5_acc: 0.5862, loss_cls: 3.0613, loss: 3.0613, grad_norm: 0.8675 2021-02-19 04:46:19,061 - mmaction - INFO - Epoch [40][60/470] lr: 7.551e-01, eta: 3 days, 11:38:39, time: 2.413, data_time: 0.005, memory: 25994, top1_acc: 0.3290, top5_acc: 0.5846, loss_cls: 3.0844, loss: 3.0844, grad_norm: 0.8704 2021-02-19 04:47:07,411 - mmaction - INFO - Epoch [40][80/470] lr: 7.551e-01, eta: 3 days, 11:36:41, time: 2.418, data_time: 0.009, memory: 25994, top1_acc: 0.3235, top5_acc: 0.5761, loss_cls: 3.0960, loss: 3.0960, grad_norm: 0.8598 2021-02-19 04:47:51,705 - mmaction - INFO - Epoch [40][100/470] lr: 7.551e-01, eta: 3 days, 11:34:19, time: 2.212, data_time: 0.008, memory: 25994, top1_acc: 0.3227, top5_acc: 0.5790, loss_cls: 3.0961, loss: 3.0961, grad_norm: 0.8617 2021-02-19 04:48:42,405 - mmaction - INFO - Epoch [40][120/470] lr: 7.551e-01, eta: 3 days, 11:32:35, time: 2.540, data_time: 0.010, memory: 25994, top1_acc: 0.3264, top5_acc: 0.5842, loss_cls: 3.0724, loss: 3.0724, grad_norm: 0.8609 2021-02-19 04:49:28,899 - mmaction - INFO - Epoch [40][140/470] lr: 7.551e-01, eta: 3 days, 11:30:24, time: 2.300, data_time: 0.006, memory: 25994, top1_acc: 0.3310, top5_acc: 0.5851, loss_cls: 3.0732, loss: 3.0732, grad_norm: 0.8602 2021-02-19 04:50:20,026 - mmaction - INFO - Epoch [40][160/470] lr: 7.551e-01, eta: 3 days, 11:28:44, time: 2.579, data_time: 0.031, memory: 25994, top1_acc: 0.3232, top5_acc: 0.5735, loss_cls: 3.1186, loss: 3.1186, grad_norm: 0.8448 2021-02-19 04:51:05,741 - mmaction - INFO - Epoch [40][180/470] lr: 7.551e-01, eta: 3 days, 11:26:31, time: 2.281, data_time: 0.008, memory: 25994, top1_acc: 0.3196, top5_acc: 0.5781, loss_cls: 3.0964, loss: 3.0964, grad_norm: 0.8573 2021-02-19 04:51:54,071 - mmaction - INFO - Epoch [40][200/470] lr: 7.551e-01, eta: 3 days, 11:24:34, time: 2.422, data_time: 0.013, memory: 25994, top1_acc: 0.3298, top5_acc: 0.5896, loss_cls: 3.0457, loss: 3.0457, grad_norm: 0.8611 2021-02-19 04:52:42,731 - mmaction - INFO - Epoch [40][220/470] lr: 7.551e-01, eta: 3 days, 11:22:38, time: 2.431, data_time: 0.005, memory: 25994, top1_acc: 0.3253, top5_acc: 0.5784, loss_cls: 3.0916, loss: 3.0916, grad_norm: 0.8474 2021-02-19 04:53:29,430 - mmaction - INFO - Epoch [40][240/470] lr: 7.551e-01, eta: 3 days, 11:20:28, time: 2.302, data_time: 0.011, memory: 25994, top1_acc: 0.3216, top5_acc: 0.5781, loss_cls: 3.1095, loss: 3.1095, grad_norm: 0.8519 2021-02-19 04:54:22,943 - mmaction - INFO - Epoch [40][260/470] lr: 7.551e-01, eta: 3 days, 11:19:03, time: 2.713, data_time: 0.042, memory: 25994, top1_acc: 0.3259, top5_acc: 0.5844, loss_cls: 3.0808, loss: 3.0808, grad_norm: 0.8600 2021-02-19 04:55:12,305 - mmaction - INFO - Epoch [40][280/470] lr: 7.551e-01, eta: 3 days, 11:17:11, time: 2.463, data_time: 0.005, memory: 25994, top1_acc: 0.3172, top5_acc: 0.5713, loss_cls: 3.1275, loss: 3.1275, grad_norm: 0.8531 2021-02-19 04:55:58,326 - mmaction - INFO - Epoch [40][300/470] lr: 7.551e-01, eta: 3 days, 11:15:02, time: 2.302, data_time: 0.011, memory: 25994, top1_acc: 0.3172, top5_acc: 0.5730, loss_cls: 3.1407, loss: 3.1407, grad_norm: 0.8512 2021-02-19 04:56:47,933 - mmaction - INFO - Epoch [40][320/470] lr: 7.551e-01, eta: 3 days, 11:13:12, time: 2.482, data_time: 0.010, memory: 25994, top1_acc: 0.3190, top5_acc: 0.5804, loss_cls: 3.0979, loss: 3.0979, grad_norm: 0.8531 2021-02-19 04:57:34,836 - mmaction - INFO - Epoch [40][340/470] lr: 7.551e-01, eta: 3 days, 11:11:08, time: 2.345, data_time: 0.010, memory: 25994, top1_acc: 0.3220, top5_acc: 0.5768, loss_cls: 3.1021, loss: 3.1021, grad_norm: 0.8655 2021-02-19 04:58:19,013 - mmaction - INFO - Epoch [40][360/470] lr: 7.551e-01, eta: 3 days, 11:08:49, time: 2.209, data_time: 0.008, memory: 25994, top1_acc: 0.3202, top5_acc: 0.5795, loss_cls: 3.1219, loss: 3.1219, grad_norm: 0.8601 2021-02-19 04:59:07,938 - mmaction - INFO - Epoch [40][380/470] lr: 7.551e-01, eta: 3 days, 11:06:55, time: 2.445, data_time: 0.006, memory: 25994, top1_acc: 0.3250, top5_acc: 0.5812, loss_cls: 3.0862, loss: 3.0862, grad_norm: 0.8615 2021-02-19 04:59:57,793 - mmaction - INFO - Epoch [40][400/470] lr: 7.551e-01, eta: 3 days, 11:05:07, time: 2.491, data_time: 0.015, memory: 25994, top1_acc: 0.3130, top5_acc: 0.5684, loss_cls: 3.1524, loss: 3.1524, grad_norm: 0.8430 2021-02-19 05:00:49,748 - mmaction - INFO - Epoch [40][420/470] lr: 7.551e-01, eta: 3 days, 11:03:29, time: 2.581, data_time: 0.016, memory: 25994, top1_acc: 0.3214, top5_acc: 0.5741, loss_cls: 3.1193, loss: 3.1193, grad_norm: 0.8510 2021-02-19 05:01:40,738 - mmaction - INFO - Epoch [40][440/470] lr: 7.551e-01, eta: 3 days, 11:01:49, time: 2.564, data_time: 0.029, memory: 25994, top1_acc: 0.3254, top5_acc: 0.5793, loss_cls: 3.1021, loss: 3.1021, grad_norm: 0.8610 2021-02-19 05:02:30,632 - mmaction - INFO - Epoch [40][460/470] lr: 7.551e-01, eta: 3 days, 11:00:02, time: 2.501, data_time: 0.011, memory: 25994, top1_acc: 0.3234, top5_acc: 0.5806, loss_cls: 3.1007, loss: 3.1007, grad_norm: 0.8660 2021-02-19 05:03:14,476 - mmaction - INFO - Saving checkpoint at 40 epochs 2021-02-19 05:11:00,697 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-19 05:11:01,540 - mmaction - INFO - top1_acc 0.3576 top5_acc 0.6340 2021-02-19 05:11:01,540 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-19 05:11:01,596 - mmaction - INFO - mean_acc 0.3575 2021-02-19 05:11:01,605 - mmaction - INFO - Epoch(val) [40][470] top1_acc: 0.3576, top5_acc: 0.6340, mean_class_accuracy: 0.3575 2021-02-19 05:15:46,845 - mmaction - INFO - Epoch [41][20/470] lr: 7.528e-01, eta: 3 days, 11:16:15, time: 14.254, data_time: 11.723, memory: 25994, top1_acc: 0.3301, top5_acc: 0.5850, loss_cls: 3.0519, loss: 3.0519, grad_norm: 0.8692 2021-02-19 05:16:49,054 - mmaction - INFO - Epoch [41][40/470] lr: 7.528e-01, eta: 3 days, 11:15:33, time: 3.107, data_time: 0.011, memory: 25994, top1_acc: 0.3229, top5_acc: 0.5845, loss_cls: 3.0804, loss: 3.0804, grad_norm: 0.8540 2021-02-19 05:17:39,144 - mmaction - INFO - Epoch [41][60/470] lr: 7.528e-01, eta: 3 days, 11:13:46, time: 2.509, data_time: 0.009, memory: 25994, top1_acc: 0.3230, top5_acc: 0.5788, loss_cls: 3.1101, loss: 3.1101, grad_norm: 0.8497 2021-02-19 05:18:27,385 - mmaction - INFO - Epoch [41][80/470] lr: 7.528e-01, eta: 3 days, 11:11:49, time: 2.411, data_time: 0.008, memory: 25994, top1_acc: 0.3286, top5_acc: 0.5792, loss_cls: 3.0901, loss: 3.0901, grad_norm: 0.8472 2021-02-19 05:19:14,418 - mmaction - INFO - Epoch [41][100/470] lr: 7.528e-01, eta: 3 days, 11:09:45, time: 2.351, data_time: 0.006, memory: 25994, top1_acc: 0.3268, top5_acc: 0.5862, loss_cls: 3.0748, loss: 3.0748, grad_norm: 0.8568 2021-02-19 05:20:09,201 - mmaction - INFO - Epoch [41][120/470] lr: 7.528e-01, eta: 3 days, 11:08:23, time: 2.741, data_time: 0.006, memory: 25994, top1_acc: 0.3339, top5_acc: 0.5956, loss_cls: 3.0451, loss: 3.0451, grad_norm: 0.8557 2021-02-19 05:20:54,408 - mmaction - INFO - Epoch [41][140/470] lr: 7.528e-01, eta: 3 days, 11:06:10, time: 2.260, data_time: 0.007, memory: 25994, top1_acc: 0.3198, top5_acc: 0.5731, loss_cls: 3.1013, loss: 3.1013, grad_norm: 0.8744 2021-02-19 05:21:49,850 - mmaction - INFO - Epoch [41][160/470] lr: 7.528e-01, eta: 3 days, 11:04:52, time: 2.770, data_time: 0.006, memory: 25994, top1_acc: 0.3258, top5_acc: 0.5736, loss_cls: 3.1049, loss: 3.1049, grad_norm: 0.8451 2021-02-19 05:22:40,232 - mmaction - INFO - Epoch [41][180/470] lr: 7.528e-01, eta: 3 days, 11:03:06, time: 2.514, data_time: 0.008, memory: 25994, top1_acc: 0.3285, top5_acc: 0.5833, loss_cls: 3.0597, loss: 3.0597, grad_norm: 0.8641 2021-02-19 05:23:27,909 - mmaction - INFO - Epoch [41][200/470] lr: 7.528e-01, eta: 3 days, 11:01:07, time: 2.384, data_time: 0.013, memory: 25994, top1_acc: 0.3341, top5_acc: 0.5838, loss_cls: 3.0525, loss: 3.0525, grad_norm: 0.8590 2021-02-19 05:24:14,530 - mmaction - INFO - Epoch [41][220/470] lr: 7.528e-01, eta: 3 days, 10:58:59, time: 2.308, data_time: 0.012, memory: 25994, top1_acc: 0.3265, top5_acc: 0.5843, loss_cls: 3.0921, loss: 3.0921, grad_norm: 0.8696 2021-02-19 05:25:01,789 - mmaction - INFO - Epoch [41][240/470] lr: 7.528e-01, eta: 3 days, 10:57:01, time: 2.392, data_time: 0.035, memory: 25994, top1_acc: 0.3327, top5_acc: 0.5767, loss_cls: 3.0759, loss: 3.0759, grad_norm: 0.8519 2021-02-19 05:25:55,422 - mmaction - INFO - Epoch [41][260/470] lr: 7.528e-01, eta: 3 days, 10:55:34, time: 2.679, data_time: 0.006, memory: 25994, top1_acc: 0.3329, top5_acc: 0.5846, loss_cls: 3.0736, loss: 3.0736, grad_norm: 0.8690 2021-02-19 05:26:47,274 - mmaction - INFO - Epoch [41][280/470] lr: 7.528e-01, eta: 3 days, 10:53:57, time: 2.595, data_time: 0.012, memory: 25994, top1_acc: 0.3301, top5_acc: 0.5835, loss_cls: 3.0854, loss: 3.0854, grad_norm: 0.8605 2021-02-19 05:27:34,980 - mmaction - INFO - Epoch [41][300/470] lr: 7.528e-01, eta: 3 days, 10:51:59, time: 2.384, data_time: 0.009, memory: 25994, top1_acc: 0.3314, top5_acc: 0.5868, loss_cls: 3.0658, loss: 3.0658, grad_norm: 0.8567 2021-02-19 05:28:22,826 - mmaction - INFO - Epoch [41][320/470] lr: 7.528e-01, eta: 3 days, 10:50:01, time: 2.392, data_time: 0.009, memory: 25994, top1_acc: 0.3252, top5_acc: 0.5778, loss_cls: 3.0786, loss: 3.0786, grad_norm: 0.8617 2021-02-19 05:29:11,067 - mmaction - INFO - Epoch [41][340/470] lr: 7.528e-01, eta: 3 days, 10:48:06, time: 2.415, data_time: 0.008, memory: 25994, top1_acc: 0.3208, top5_acc: 0.5771, loss_cls: 3.0924, loss: 3.0924, grad_norm: 0.8502 2021-02-19 05:30:00,036 - mmaction - INFO - Epoch [41][360/470] lr: 7.528e-01, eta: 3 days, 10:46:14, time: 2.448, data_time: 0.006, memory: 25994, top1_acc: 0.3240, top5_acc: 0.5805, loss_cls: 3.0915, loss: 3.0915, grad_norm: 0.8611 2021-02-19 05:30:51,132 - mmaction - INFO - Epoch [41][380/470] lr: 7.528e-01, eta: 3 days, 10:44:34, time: 2.552, data_time: 0.005, memory: 25994, top1_acc: 0.3246, top5_acc: 0.5852, loss_cls: 3.0939, loss: 3.0939, grad_norm: 0.8557 2021-02-19 05:31:40,584 - mmaction - INFO - Epoch [41][400/470] lr: 7.528e-01, eta: 3 days, 10:42:45, time: 2.477, data_time: 0.012, memory: 25994, top1_acc: 0.3215, top5_acc: 0.5806, loss_cls: 3.1088, loss: 3.1088, grad_norm: 0.8613 2021-02-19 05:32:28,578 - mmaction - INFO - Epoch [41][420/470] lr: 7.528e-01, eta: 3 days, 10:40:49, time: 2.397, data_time: 0.005, memory: 25994, top1_acc: 0.3298, top5_acc: 0.5784, loss_cls: 3.0978, loss: 3.0978, grad_norm: 0.8458 2021-02-19 05:33:13,827 - mmaction - INFO - Epoch [41][440/470] lr: 7.528e-01, eta: 3 days, 10:38:38, time: 2.263, data_time: 0.009, memory: 25994, top1_acc: 0.3287, top5_acc: 0.5775, loss_cls: 3.1092, loss: 3.1092, grad_norm: 0.8484 2021-02-19 05:34:02,451 - mmaction - INFO - Epoch [41][460/470] lr: 7.528e-01, eta: 3 days, 10:36:45, time: 2.421, data_time: 0.006, memory: 25994, top1_acc: 0.3260, top5_acc: 0.5837, loss_cls: 3.0842, loss: 3.0842, grad_norm: 0.8624 2021-02-19 05:39:18,751 - mmaction - INFO - Epoch [42][20/470] lr: 7.504e-01, eta: 3 days, 10:51:32, time: 13.729, data_time: 10.918, memory: 25994, top1_acc: 0.3239, top5_acc: 0.5821, loss_cls: 3.0837, loss: 3.0837, grad_norm: 0.8428 2021-02-19 05:40:06,022 - mmaction - INFO - Epoch [42][40/470] lr: 7.504e-01, eta: 3 days, 10:49:31, time: 2.363, data_time: 0.011, memory: 25994, top1_acc: 0.3353, top5_acc: 0.5882, loss_cls: 3.0387, loss: 3.0387, grad_norm: 0.8573 2021-02-19 05:40:53,062 - mmaction - INFO - Epoch [42][60/470] lr: 7.504e-01, eta: 3 days, 10:47:30, time: 2.352, data_time: 0.007, memory: 25994, top1_acc: 0.3302, top5_acc: 0.5854, loss_cls: 3.0631, loss: 3.0631, grad_norm: 0.8671 2021-02-19 05:41:39,381 - mmaction - INFO - Epoch [42][80/470] lr: 7.504e-01, eta: 3 days, 10:45:25, time: 2.318, data_time: 0.008, memory: 25994, top1_acc: 0.3342, top5_acc: 0.5881, loss_cls: 3.0532, loss: 3.0532, grad_norm: 0.8614 2021-02-19 05:42:24,344 - mmaction - INFO - Epoch [42][100/470] lr: 7.504e-01, eta: 3 days, 10:43:12, time: 2.242, data_time: 0.006, memory: 25994, top1_acc: 0.3308, top5_acc: 0.5889, loss_cls: 3.0607, loss: 3.0607, grad_norm: 0.8615 2021-02-19 05:43:13,193 - mmaction - INFO - Epoch [42][120/470] lr: 7.504e-01, eta: 3 days, 10:41:21, time: 2.448, data_time: 0.017, memory: 25994, top1_acc: 0.3268, top5_acc: 0.5882, loss_cls: 3.0744, loss: 3.0744, grad_norm: 0.8654 2021-02-19 05:43:59,469 - mmaction - INFO - Epoch [42][140/470] lr: 7.504e-01, eta: 3 days, 10:39:15, time: 2.312, data_time: 0.005, memory: 25994, top1_acc: 0.3324, top5_acc: 0.5868, loss_cls: 3.0721, loss: 3.0721, grad_norm: 0.8666 2021-02-19 05:44:46,116 - mmaction - INFO - Epoch [42][160/470] lr: 7.504e-01, eta: 3 days, 10:37:12, time: 2.332, data_time: 0.009, memory: 25994, top1_acc: 0.3257, top5_acc: 0.5822, loss_cls: 3.0733, loss: 3.0733, grad_norm: 0.8596 2021-02-19 05:45:33,320 - mmaction - INFO - Epoch [42][180/470] lr: 7.504e-01, eta: 3 days, 10:35:12, time: 2.362, data_time: 0.009, memory: 25994, top1_acc: 0.3319, top5_acc: 0.5813, loss_cls: 3.0933, loss: 3.0933, grad_norm: 0.8568 2021-02-19 05:46:20,096 - mmaction - INFO - Epoch [42][200/470] lr: 7.504e-01, eta: 3 days, 10:33:10, time: 2.339, data_time: 0.007, memory: 25994, top1_acc: 0.3331, top5_acc: 0.5790, loss_cls: 3.0605, loss: 3.0605, grad_norm: 0.8535 2021-02-19 05:47:10,170 - mmaction - INFO - Epoch [42][220/470] lr: 7.504e-01, eta: 3 days, 10:31:20, time: 2.454, data_time: 0.006, memory: 25994, top1_acc: 0.3245, top5_acc: 0.5792, loss_cls: 3.1015, loss: 3.1015, grad_norm: 0.8465 2021-02-19 05:48:01,305 - mmaction - INFO - Epoch [42][240/470] lr: 7.504e-01, eta: 3 days, 10:29:46, time: 2.606, data_time: 0.057, memory: 25994, top1_acc: 0.3249, top5_acc: 0.5852, loss_cls: 3.0875, loss: 3.0875, grad_norm: 0.8626 2021-02-19 05:48:49,745 - mmaction - INFO - Epoch [42][260/470] lr: 7.504e-01, eta: 3 days, 10:27:53, time: 2.418, data_time: 0.008, memory: 25994, top1_acc: 0.3316, top5_acc: 0.5826, loss_cls: 3.0610, loss: 3.0610, grad_norm: 0.8503 2021-02-19 05:49:47,405 - mmaction - INFO - Epoch [42][280/470] lr: 7.504e-01, eta: 3 days, 10:26:47, time: 2.881, data_time: 0.011, memory: 25994, top1_acc: 0.3275, top5_acc: 0.5788, loss_cls: 3.1013, loss: 3.1013, grad_norm: 0.8578 2021-02-19 05:50:32,220 - mmaction - INFO - Epoch [42][300/470] lr: 7.504e-01, eta: 3 days, 10:24:37, time: 2.247, data_time: 0.011, memory: 25994, top1_acc: 0.3251, top5_acc: 0.5862, loss_cls: 3.0644, loss: 3.0644, grad_norm: 0.8636 2021-02-19 05:51:20,016 - mmaction - INFO - Epoch [42][320/470] lr: 7.504e-01, eta: 3 days, 10:22:41, time: 2.388, data_time: 0.008, memory: 25994, top1_acc: 0.3257, top5_acc: 0.5798, loss_cls: 3.1062, loss: 3.1062, grad_norm: 0.8441 2021-02-19 05:52:04,853 - mmaction - INFO - Epoch [42][340/470] lr: 7.504e-01, eta: 3 days, 10:20:29, time: 2.240, data_time: 0.008, memory: 25994, top1_acc: 0.3367, top5_acc: 0.5887, loss_cls: 3.0602, loss: 3.0602, grad_norm: 0.8629 2021-02-19 05:52:55,600 - mmaction - INFO - Epoch [42][360/470] lr: 7.504e-01, eta: 3 days, 10:18:49, time: 2.541, data_time: 0.012, memory: 25994, top1_acc: 0.3213, top5_acc: 0.5840, loss_cls: 3.0806, loss: 3.0806, grad_norm: 0.8499 2021-02-19 05:53:53,625 - mmaction - INFO - Epoch [42][380/470] lr: 7.504e-01, eta: 3 days, 10:17:45, time: 2.896, data_time: 0.014, memory: 25994, top1_acc: 0.3250, top5_acc: 0.5842, loss_cls: 3.0862, loss: 3.0862, grad_norm: 0.8609 2021-02-19 05:54:41,963 - mmaction - INFO - Epoch [42][400/470] lr: 7.504e-01, eta: 3 days, 10:15:53, time: 2.414, data_time: 0.014, memory: 25994, top1_acc: 0.3181, top5_acc: 0.5751, loss_cls: 3.1019, loss: 3.1019, grad_norm: 0.8548 2021-02-19 05:55:31,629 - mmaction - INFO - Epoch [42][420/470] lr: 7.504e-01, eta: 3 days, 10:14:07, time: 2.490, data_time: 0.021, memory: 25994, top1_acc: 0.3238, top5_acc: 0.5750, loss_cls: 3.1094, loss: 3.1094, grad_norm: 0.8620 2021-02-19 05:56:20,149 - mmaction - INFO - Epoch [42][440/470] lr: 7.504e-01, eta: 3 days, 10:12:16, time: 2.427, data_time: 0.009, memory: 25994, top1_acc: 0.3255, top5_acc: 0.5809, loss_cls: 3.0957, loss: 3.0957, grad_norm: 0.8582 2021-02-19 05:57:07,847 - mmaction - INFO - Epoch [42][460/470] lr: 7.504e-01, eta: 3 days, 10:10:20, time: 2.381, data_time: 0.007, memory: 25994, top1_acc: 0.3311, top5_acc: 0.5894, loss_cls: 3.0602, loss: 3.0602, grad_norm: 0.8652 2021-02-19 06:02:42,814 - mmaction - INFO - Epoch [43][20/470] lr: 7.480e-01, eta: 3 days, 10:25:39, time: 14.303, data_time: 11.718, memory: 25994, top1_acc: 0.3304, top5_acc: 0.5852, loss_cls: 3.0632, loss: 3.0632, grad_norm: 0.8577 2021-02-19 06:03:31,944 - mmaction - INFO - Epoch [43][40/470] lr: 7.480e-01, eta: 3 days, 10:23:49, time: 2.456, data_time: 0.010, memory: 25994, top1_acc: 0.3263, top5_acc: 0.5906, loss_cls: 3.0589, loss: 3.0589, grad_norm: 0.8645 2021-02-19 06:04:19,785 - mmaction - INFO - Epoch [43][60/470] lr: 7.480e-01, eta: 3 days, 10:21:53, time: 2.384, data_time: 0.008, memory: 25994, top1_acc: 0.3375, top5_acc: 0.5836, loss_cls: 3.0470, loss: 3.0470, grad_norm: 0.8548 2021-02-19 06:05:04,893 - mmaction - INFO - Epoch [43][80/470] lr: 7.480e-01, eta: 3 days, 10:19:44, time: 2.263, data_time: 0.021, memory: 25994, top1_acc: 0.3311, top5_acc: 0.5819, loss_cls: 3.0783, loss: 3.0783, grad_norm: 0.8565 2021-02-19 06:06:00,729 - mmaction - INFO - Epoch [43][100/470] lr: 7.480e-01, eta: 3 days, 10:18:27, time: 2.772, data_time: 0.010, memory: 25994, top1_acc: 0.3250, top5_acc: 0.5863, loss_cls: 3.0792, loss: 3.0792, grad_norm: 0.8720 2021-02-19 06:06:54,195 - mmaction - INFO - Epoch [43][120/470] lr: 7.480e-01, eta: 3 days, 10:17:03, time: 2.695, data_time: 0.058, memory: 25994, top1_acc: 0.3286, top5_acc: 0.5821, loss_cls: 3.0794, loss: 3.0794, grad_norm: 0.8648 2021-02-19 06:07:45,817 - mmaction - INFO - Epoch [43][140/470] lr: 7.480e-01, eta: 3 days, 10:15:26, time: 2.580, data_time: 0.005, memory: 25994, top1_acc: 0.3317, top5_acc: 0.5937, loss_cls: 3.0416, loss: 3.0416, grad_norm: 0.8696 2021-02-19 06:08:32,581 - mmaction - INFO - Epoch [43][160/470] lr: 7.480e-01, eta: 3 days, 10:13:26, time: 2.335, data_time: 0.006, memory: 25994, top1_acc: 0.3243, top5_acc: 0.5819, loss_cls: 3.1002, loss: 3.1002, grad_norm: 0.8537 2021-02-19 06:09:20,326 - mmaction - INFO - Epoch [43][180/470] lr: 7.480e-01, eta: 3 days, 10:11:30, time: 2.391, data_time: 0.010, memory: 25994, top1_acc: 0.3396, top5_acc: 0.5925, loss_cls: 3.0188, loss: 3.0188, grad_norm: 0.8484 2021-02-19 06:10:15,373 - mmaction - INFO - Epoch [43][200/470] lr: 7.480e-01, eta: 3 days, 10:10:12, time: 2.751, data_time: 0.008, memory: 25994, top1_acc: 0.3350, top5_acc: 0.5843, loss_cls: 3.0758, loss: 3.0758, grad_norm: 0.8698 2021-02-19 06:11:05,995 - mmaction - INFO - Epoch [43][220/470] lr: 7.480e-01, eta: 3 days, 10:08:30, time: 2.525, data_time: 0.022, memory: 25994, top1_acc: 0.3232, top5_acc: 0.5916, loss_cls: 3.0792, loss: 3.0792, grad_norm: 0.8705 2021-02-19 06:12:04,005 - mmaction - INFO - Epoch [43][240/470] lr: 7.480e-01, eta: 3 days, 10:07:27, time: 2.900, data_time: 0.042, memory: 25994, top1_acc: 0.3343, top5_acc: 0.5889, loss_cls: 3.0649, loss: 3.0649, grad_norm: 0.8686 2021-02-19 06:12:55,430 - mmaction - INFO - Epoch [43][260/470] lr: 7.480e-01, eta: 3 days, 10:05:51, time: 2.579, data_time: 0.015, memory: 25994, top1_acc: 0.3260, top5_acc: 0.5771, loss_cls: 3.0957, loss: 3.0957, grad_norm: 0.8621 2021-02-19 06:13:43,103 - mmaction - INFO - Epoch [43][280/470] lr: 7.480e-01, eta: 3 days, 10:03:55, time: 2.378, data_time: 0.005, memory: 25994, top1_acc: 0.3248, top5_acc: 0.5822, loss_cls: 3.0895, loss: 3.0895, grad_norm: 0.8619 2021-02-19 06:14:28,703 - mmaction - INFO - Epoch [43][300/470] lr: 7.480e-01, eta: 3 days, 10:01:50, time: 2.280, data_time: 0.016, memory: 25994, top1_acc: 0.3209, top5_acc: 0.5780, loss_cls: 3.1100, loss: 3.1100, grad_norm: 0.8663 2021-02-19 06:15:17,310 - mmaction - INFO - Epoch [43][320/470] lr: 7.480e-01, eta: 3 days, 9:59:59, time: 2.425, data_time: 0.012, memory: 25994, top1_acc: 0.3236, top5_acc: 0.5782, loss_cls: 3.1098, loss: 3.1098, grad_norm: 0.8449 2021-02-19 06:16:14,672 - mmaction - INFO - Epoch [43][340/470] lr: 7.480e-01, eta: 3 days, 9:58:53, time: 2.877, data_time: 0.021, memory: 25994, top1_acc: 0.3247, top5_acc: 0.5770, loss_cls: 3.1168, loss: 3.1168, grad_norm: 0.8513 2021-02-19 06:17:14,486 - mmaction - INFO - Epoch [43][360/470] lr: 7.480e-01, eta: 3 days, 9:57:59, time: 2.991, data_time: 0.011, memory: 25994, top1_acc: 0.3267, top5_acc: 0.5855, loss_cls: 3.0614, loss: 3.0614, grad_norm: 0.8646 2021-02-19 06:18:07,811 - mmaction - INFO - Epoch [43][380/470] lr: 7.480e-01, eta: 3 days, 9:56:32, time: 2.666, data_time: 0.010, memory: 25994, top1_acc: 0.3285, top5_acc: 0.5809, loss_cls: 3.0807, loss: 3.0807, grad_norm: 0.8715 2021-02-19 06:19:03,305 - mmaction - INFO - Epoch [43][400/470] lr: 7.480e-01, eta: 3 days, 9:55:17, time: 2.773, data_time: 0.012, memory: 25994, top1_acc: 0.3312, top5_acc: 0.5832, loss_cls: 3.0705, loss: 3.0705, grad_norm: 0.8390 2021-02-19 06:19:59,153 - mmaction - INFO - Epoch [43][420/470] lr: 7.480e-01, eta: 3 days, 9:54:03, time: 2.792, data_time: 0.011, memory: 25994, top1_acc: 0.3328, top5_acc: 0.5810, loss_cls: 3.0829, loss: 3.0829, grad_norm: 0.8647 2021-02-19 06:20:46,838 - mmaction - INFO - Epoch [43][440/470] lr: 7.480e-01, eta: 3 days, 9:52:09, time: 2.387, data_time: 0.010, memory: 25994, top1_acc: 0.3349, top5_acc: 0.5875, loss_cls: 3.0511, loss: 3.0511, grad_norm: 0.8470 2021-02-19 06:21:58,168 - mmaction - INFO - Epoch [43][460/470] lr: 7.480e-01, eta: 3 days, 9:52:07, time: 3.522, data_time: 0.008, memory: 25994, top1_acc: 0.3284, top5_acc: 0.5883, loss_cls: 3.0548, loss: 3.0548, grad_norm: 0.8656 2021-02-19 06:27:34,566 - mmaction - INFO - Epoch [44][20/470] lr: 7.456e-01, eta: 3 days, 10:07:11, time: 14.444, data_time: 11.898, memory: 25994, top1_acc: 0.3354, top5_acc: 0.5900, loss_cls: 3.0272, loss: 3.0272, grad_norm: 0.8555 2021-02-19 06:28:22,984 - mmaction - INFO - Epoch [44][40/470] lr: 7.456e-01, eta: 3 days, 10:05:17, time: 2.401, data_time: 0.011, memory: 25994, top1_acc: 0.3312, top5_acc: 0.5888, loss_cls: 3.0574, loss: 3.0574, grad_norm: 0.8605 2021-02-19 06:29:11,288 - mmaction - INFO - Epoch [44][60/470] lr: 7.456e-01, eta: 3 days, 10:03:27, time: 2.431, data_time: 0.028, memory: 25994, top1_acc: 0.3283, top5_acc: 0.5837, loss_cls: 3.0722, loss: 3.0722, grad_norm: 0.8862 2021-02-19 06:30:01,259 - mmaction - INFO - Epoch [44][80/470] lr: 7.456e-01, eta: 3 days, 10:01:43, time: 2.496, data_time: 0.008, memory: 25994, top1_acc: 0.3273, top5_acc: 0.5808, loss_cls: 3.0809, loss: 3.0809, grad_norm: 0.8692 2021-02-19 06:30:48,803 - mmaction - INFO - Epoch [44][100/470] lr: 7.456e-01, eta: 3 days, 9:59:47, time: 2.375, data_time: 0.013, memory: 25994, top1_acc: 0.3379, top5_acc: 0.5894, loss_cls: 3.0241, loss: 3.0241, grad_norm: 0.8515 2021-02-19 06:31:36,001 - mmaction - INFO - Epoch [44][120/470] lr: 7.456e-01, eta: 3 days, 9:57:50, time: 2.361, data_time: 0.018, memory: 25994, top1_acc: 0.3315, top5_acc: 0.5848, loss_cls: 3.0731, loss: 3.0731, grad_norm: 0.8551 2021-02-19 06:32:29,211 - mmaction - INFO - Epoch [44][140/470] lr: 7.456e-01, eta: 3 days, 9:56:23, time: 2.668, data_time: 0.014, memory: 25994, top1_acc: 0.3266, top5_acc: 0.5815, loss_cls: 3.0743, loss: 3.0743, grad_norm: 0.8672 2021-02-19 06:33:16,387 - mmaction - INFO - Epoch [44][160/470] lr: 7.456e-01, eta: 3 days, 9:54:25, time: 2.357, data_time: 0.010, memory: 25994, top1_acc: 0.3366, top5_acc: 0.5890, loss_cls: 3.0389, loss: 3.0389, grad_norm: 0.8538 2021-02-19 06:34:01,495 - mmaction - INFO - Epoch [44][180/470] lr: 7.456e-01, eta: 3 days, 9:52:18, time: 2.252, data_time: 0.017, memory: 25994, top1_acc: 0.3259, top5_acc: 0.5810, loss_cls: 3.0864, loss: 3.0864, grad_norm: 0.8506 2021-02-19 06:34:47,826 - mmaction - INFO - Epoch [44][200/470] lr: 7.456e-01, eta: 3 days, 9:50:18, time: 2.322, data_time: 0.014, memory: 25994, top1_acc: 0.3328, top5_acc: 0.5849, loss_cls: 3.0423, loss: 3.0423, grad_norm: 0.8671 2021-02-19 06:35:33,759 - mmaction - INFO - Epoch [44][220/470] lr: 7.456e-01, eta: 3 days, 9:48:14, time: 2.293, data_time: 0.006, memory: 25994, top1_acc: 0.3347, top5_acc: 0.5989, loss_cls: 3.0057, loss: 3.0057, grad_norm: 0.8705 2021-02-19 06:36:24,360 - mmaction - INFO - Epoch [44][240/470] lr: 7.456e-01, eta: 3 days, 9:46:35, time: 2.534, data_time: 0.016, memory: 25994, top1_acc: 0.3286, top5_acc: 0.5866, loss_cls: 3.0623, loss: 3.0623, grad_norm: 0.8435 2021-02-19 06:37:12,419 - mmaction - INFO - Epoch [44][260/470] lr: 7.456e-01, eta: 3 days, 9:44:43, time: 2.402, data_time: 0.006, memory: 25994, top1_acc: 0.3287, top5_acc: 0.5802, loss_cls: 3.0841, loss: 3.0841, grad_norm: 0.8620 2021-02-19 06:37:59,554 - mmaction - INFO - Epoch [44][280/470] lr: 7.456e-01, eta: 3 days, 9:42:46, time: 2.358, data_time: 0.007, memory: 25994, top1_acc: 0.3319, top5_acc: 0.5854, loss_cls: 3.0612, loss: 3.0612, grad_norm: 0.8523 2021-02-19 06:38:50,670 - mmaction - INFO - Epoch [44][300/470] lr: 7.456e-01, eta: 3 days, 9:41:09, time: 2.550, data_time: 0.004, memory: 25994, top1_acc: 0.3312, top5_acc: 0.5844, loss_cls: 3.0683, loss: 3.0683, grad_norm: 0.8556 2021-02-19 06:39:44,017 - mmaction - INFO - Epoch [44][320/470] lr: 7.456e-01, eta: 3 days, 9:39:43, time: 2.671, data_time: 0.010, memory: 25994, top1_acc: 0.3184, top5_acc: 0.5737, loss_cls: 3.1278, loss: 3.1278, grad_norm: 0.8792 2021-02-19 06:40:32,156 - mmaction - INFO - Epoch [44][340/470] lr: 7.456e-01, eta: 3 days, 9:37:52, time: 2.406, data_time: 0.011, memory: 25994, top1_acc: 0.3250, top5_acc: 0.5824, loss_cls: 3.1206, loss: 3.1206, grad_norm: 0.8434 2021-02-19 06:41:24,645 - mmaction - INFO - Epoch [44][360/470] lr: 7.456e-01, eta: 3 days, 9:36:22, time: 2.627, data_time: 0.006, memory: 25994, top1_acc: 0.3323, top5_acc: 0.5840, loss_cls: 3.0720, loss: 3.0720, grad_norm: 0.8627 2021-02-19 06:42:14,063 - mmaction - INFO - Epoch [44][380/470] lr: 7.456e-01, eta: 3 days, 9:34:36, time: 2.461, data_time: 0.009, memory: 25994, top1_acc: 0.3214, top5_acc: 0.5807, loss_cls: 3.0811, loss: 3.0811, grad_norm: 0.8598 2021-02-19 06:43:05,105 - mmaction - INFO - Epoch [44][400/470] lr: 7.456e-01, eta: 3 days, 9:33:00, time: 2.555, data_time: 0.020, memory: 25994, top1_acc: 0.3365, top5_acc: 0.5849, loss_cls: 3.0583, loss: 3.0583, grad_norm: 0.8623 2021-02-19 06:43:57,423 - mmaction - INFO - Epoch [44][420/470] lr: 7.456e-01, eta: 3 days, 9:31:29, time: 2.619, data_time: 0.012, memory: 25994, top1_acc: 0.3365, top5_acc: 0.5877, loss_cls: 3.0406, loss: 3.0406, grad_norm: 0.8514 2021-02-19 06:44:45,646 - mmaction - INFO - Epoch [44][440/470] lr: 7.456e-01, eta: 3 days, 9:29:39, time: 2.408, data_time: 0.016, memory: 25994, top1_acc: 0.3269, top5_acc: 0.5826, loss_cls: 3.0695, loss: 3.0695, grad_norm: 0.8750 2021-02-19 06:45:37,372 - mmaction - INFO - Epoch [44][460/470] lr: 7.456e-01, eta: 3 days, 9:28:06, time: 2.588, data_time: 0.012, memory: 25994, top1_acc: 0.3284, top5_acc: 0.5833, loss_cls: 3.0683, loss: 3.0683, grad_norm: 0.8599 2021-02-19 06:46:19,539 - mmaction - INFO - Saving checkpoint at 44 epochs 2021-02-19 06:51:15,795 - mmaction - INFO - Epoch [45][20/470] lr: 7.431e-01, eta: 3 days, 9:43:07, time: 14.699, data_time: 12.157, memory: 25994, top1_acc: 0.3366, top5_acc: 0.5904, loss_cls: 3.0409, loss: 3.0409, grad_norm: 0.8627 2021-02-19 06:52:02,816 - mmaction - INFO - Epoch [45][40/470] lr: 7.431e-01, eta: 3 days, 9:41:10, time: 2.350, data_time: 0.016, memory: 25994, top1_acc: 0.3464, top5_acc: 0.6007, loss_cls: 2.9973, loss: 2.9973, grad_norm: 0.8645 2021-02-19 06:52:50,461 - mmaction - INFO - Epoch [45][60/470] lr: 7.431e-01, eta: 3 days, 9:39:17, time: 2.389, data_time: 0.014, memory: 25994, top1_acc: 0.3226, top5_acc: 0.5796, loss_cls: 3.0783, loss: 3.0783, grad_norm: 0.8720 2021-02-19 06:53:57,783 - mmaction - INFO - Epoch [45][80/470] lr: 7.431e-01, eta: 3 days, 9:38:58, time: 3.364, data_time: 0.009, memory: 25994, top1_acc: 0.3312, top5_acc: 0.5880, loss_cls: 3.0452, loss: 3.0452, grad_norm: 0.8632 2021-02-19 06:54:49,403 - mmaction - INFO - Epoch [45][100/470] lr: 7.431e-01, eta: 3 days, 9:37:23, time: 2.582, data_time: 0.007, memory: 25994, top1_acc: 0.3339, top5_acc: 0.5842, loss_cls: 3.0530, loss: 3.0530, grad_norm: 0.8607 2021-02-19 06:55:39,586 - mmaction - INFO - Epoch [45][120/470] lr: 7.431e-01, eta: 3 days, 9:35:41, time: 2.508, data_time: 0.009, memory: 25994, top1_acc: 0.3349, top5_acc: 0.5855, loss_cls: 3.0658, loss: 3.0658, grad_norm: 0.8653 2021-02-19 06:56:36,583 - mmaction - INFO - Epoch [45][140/470] lr: 7.431e-01, eta: 3 days, 9:34:31, time: 2.835, data_time: 0.016, memory: 25994, top1_acc: 0.3260, top5_acc: 0.5802, loss_cls: 3.0805, loss: 3.0805, grad_norm: 0.8723 2021-02-19 06:57:26,025 - mmaction - INFO - Epoch [45][160/470] lr: 7.431e-01, eta: 3 days, 9:32:48, time: 2.485, data_time: 0.022, memory: 25994, top1_acc: 0.3317, top5_acc: 0.5888, loss_cls: 3.0485, loss: 3.0485, grad_norm: 0.8801 2021-02-19 06:58:18,231 - mmaction - INFO - Epoch [45][180/470] lr: 7.431e-01, eta: 3 days, 9:31:16, time: 2.613, data_time: 0.013, memory: 25994, top1_acc: 0.3309, top5_acc: 0.5825, loss_cls: 3.0620, loss: 3.0620, grad_norm: 0.8668 2021-02-19 06:59:07,659 - mmaction - INFO - Epoch [45][200/470] lr: 7.431e-01, eta: 3 days, 9:29:32, time: 2.469, data_time: 0.006, memory: 25994, top1_acc: 0.3283, top5_acc: 0.5790, loss_cls: 3.0762, loss: 3.0762, grad_norm: 0.8631 2021-02-19 06:59:56,520 - mmaction - INFO - Epoch [45][220/470] lr: 7.431e-01, eta: 3 days, 9:27:45, time: 2.446, data_time: 0.008, memory: 25994, top1_acc: 0.3229, top5_acc: 0.5848, loss_cls: 3.0851, loss: 3.0851, grad_norm: 0.8536 2021-02-19 07:00:46,928 - mmaction - INFO - Epoch [45][240/470] lr: 7.431e-01, eta: 3 days, 9:26:04, time: 2.517, data_time: 0.014, memory: 25994, top1_acc: 0.3383, top5_acc: 0.5925, loss_cls: 3.0222, loss: 3.0222, grad_norm: 0.8623 2021-02-19 07:01:33,592 - mmaction - INFO - Epoch [45][260/470] lr: 7.431e-01, eta: 3 days, 9:24:06, time: 2.325, data_time: 0.010, memory: 25994, top1_acc: 0.3269, top5_acc: 0.5773, loss_cls: 3.0969, loss: 3.0969, grad_norm: 0.8503 2021-02-19 07:02:24,195 - mmaction - INFO - Epoch [45][280/470] lr: 7.431e-01, eta: 3 days, 9:22:26, time: 2.511, data_time: 0.018, memory: 25994, top1_acc: 0.3216, top5_acc: 0.5758, loss_cls: 3.1013, loss: 3.1013, grad_norm: 0.8564 2021-02-19 07:03:14,048 - mmaction - INFO - Epoch [45][300/470] lr: 7.431e-01, eta: 3 days, 9:20:45, time: 2.504, data_time: 0.046, memory: 25994, top1_acc: 0.3334, top5_acc: 0.5881, loss_cls: 3.0310, loss: 3.0310, grad_norm: 0.8584 2021-02-19 07:04:03,018 - mmaction - INFO - Epoch [45][320/470] lr: 7.431e-01, eta: 3 days, 9:19:00, time: 2.465, data_time: 0.030, memory: 25994, top1_acc: 0.3361, top5_acc: 0.5878, loss_cls: 3.0544, loss: 3.0544, grad_norm: 0.8677 2021-02-19 07:04:51,916 - mmaction - INFO - Epoch [45][340/470] lr: 7.431e-01, eta: 3 days, 9:17:12, time: 2.431, data_time: 0.014, memory: 25994, top1_acc: 0.3377, top5_acc: 0.5971, loss_cls: 3.0124, loss: 3.0124, grad_norm: 0.8508 2021-02-19 07:05:43,042 - mmaction - INFO - Epoch [45][360/470] lr: 7.431e-01, eta: 3 days, 9:15:38, time: 2.574, data_time: 0.025, memory: 25994, top1_acc: 0.3298, top5_acc: 0.5849, loss_cls: 3.0850, loss: 3.0850, grad_norm: 0.8684 2021-02-19 07:06:33,475 - mmaction - INFO - Epoch [45][380/470] lr: 7.431e-01, eta: 3 days, 9:13:59, time: 2.523, data_time: 0.010, memory: 25994, top1_acc: 0.3278, top5_acc: 0.5781, loss_cls: 3.0708, loss: 3.0708, grad_norm: 0.8554 2021-02-19 07:07:22,906 - mmaction - INFO - Epoch [45][400/470] lr: 7.431e-01, eta: 3 days, 9:12:15, time: 2.461, data_time: 0.006, memory: 25994, top1_acc: 0.3299, top5_acc: 0.5835, loss_cls: 3.0827, loss: 3.0827, grad_norm: 0.8638 2021-02-19 07:08:09,688 - mmaction - INFO - Epoch [45][420/470] lr: 7.431e-01, eta: 3 days, 9:10:20, time: 2.349, data_time: 0.016, memory: 25994, top1_acc: 0.3337, top5_acc: 0.5867, loss_cls: 3.0583, loss: 3.0583, grad_norm: 0.8472 2021-02-19 07:08:56,835 - mmaction - INFO - Epoch [45][440/470] lr: 7.431e-01, eta: 3 days, 9:08:25, time: 2.356, data_time: 0.006, memory: 25994, top1_acc: 0.3283, top5_acc: 0.5829, loss_cls: 3.0648, loss: 3.0648, grad_norm: 0.8809 2021-02-19 07:09:46,768 - mmaction - INFO - Epoch [45][460/470] lr: 7.431e-01, eta: 3 days, 9:06:44, time: 2.493, data_time: 0.011, memory: 25994, top1_acc: 0.3305, top5_acc: 0.5822, loss_cls: 3.0686, loss: 3.0686, grad_norm: 0.8536 2021-02-19 07:18:25,065 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-19 07:18:25,818 - mmaction - INFO - top1_acc 0.3427 top5_acc 0.6086 2021-02-19 07:18:25,818 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-19 07:18:25,871 - mmaction - INFO - mean_acc 0.3426 2021-02-19 07:18:25,878 - mmaction - INFO - Epoch(val) [45][470] top1_acc: 0.3427, top5_acc: 0.6086, mean_class_accuracy: 0.3426 2021-02-19 07:23:27,167 - mmaction - INFO - Epoch [46][20/470] lr: 7.405e-01, eta: 3 days, 9:21:53, time: 15.062, data_time: 12.757, memory: 25994, top1_acc: 0.3311, top5_acc: 0.5776, loss_cls: 3.0836, loss: 3.0836, grad_norm: 0.8647 2021-02-19 07:24:16,295 - mmaction - INFO - Epoch [46][40/470] lr: 7.405e-01, eta: 3 days, 9:20:07, time: 2.451, data_time: 0.008, memory: 25994, top1_acc: 0.3369, top5_acc: 0.5899, loss_cls: 3.0243, loss: 3.0243, grad_norm: 0.8613 2021-02-19 07:25:09,049 - mmaction - INFO - Epoch [46][60/470] lr: 7.405e-01, eta: 3 days, 9:18:39, time: 2.644, data_time: 0.014, memory: 25994, top1_acc: 0.3428, top5_acc: 0.6007, loss_cls: 3.0005, loss: 3.0005, grad_norm: 0.8551 2021-02-19 07:25:57,434 - mmaction - INFO - Epoch [46][80/470] lr: 7.405e-01, eta: 3 days, 9:16:50, time: 2.419, data_time: 0.010, memory: 25994, top1_acc: 0.3385, top5_acc: 0.5974, loss_cls: 3.0152, loss: 3.0152, grad_norm: 0.8784 2021-02-19 07:26:45,530 - mmaction - INFO - Epoch [46][100/470] lr: 7.405e-01, eta: 3 days, 9:14:59, time: 2.400, data_time: 0.005, memory: 25994, top1_acc: 0.3353, top5_acc: 0.5900, loss_cls: 3.0433, loss: 3.0433, grad_norm: 0.8618 2021-02-19 07:27:32,335 - mmaction - INFO - Epoch [46][120/470] lr: 7.405e-01, eta: 3 days, 9:13:03, time: 2.345, data_time: 0.010, memory: 25994, top1_acc: 0.3359, top5_acc: 0.5903, loss_cls: 3.0280, loss: 3.0280, grad_norm: 0.8568 2021-02-19 07:28:19,108 - mmaction - INFO - Epoch [46][140/470] lr: 7.405e-01, eta: 3 days, 9:11:07, time: 2.339, data_time: 0.005, memory: 25994, top1_acc: 0.3330, top5_acc: 0.5921, loss_cls: 3.0258, loss: 3.0258, grad_norm: 0.8682 2021-02-19 07:29:05,313 - mmaction - INFO - Epoch [46][160/470] lr: 7.405e-01, eta: 3 days, 9:09:09, time: 2.311, data_time: 0.016, memory: 25994, top1_acc: 0.3304, top5_acc: 0.5819, loss_cls: 3.0848, loss: 3.0848, grad_norm: 0.8594 2021-02-19 07:29:50,429 - mmaction - INFO - Epoch [46][180/470] lr: 7.405e-01, eta: 3 days, 9:07:05, time: 2.255, data_time: 0.004, memory: 25994, top1_acc: 0.3315, top5_acc: 0.5908, loss_cls: 3.0198, loss: 3.0198, grad_norm: 0.8658 2021-02-19 07:30:36,861 - mmaction - INFO - Epoch [46][200/470] lr: 7.405e-01, eta: 3 days, 9:05:07, time: 2.307, data_time: 0.006, memory: 25994, top1_acc: 0.3390, top5_acc: 0.5924, loss_cls: 3.0095, loss: 3.0095, grad_norm: 0.8676 2021-02-19 07:31:23,587 - mmaction - INFO - Epoch [46][220/470] lr: 7.405e-01, eta: 3 days, 9:03:12, time: 2.350, data_time: 0.027, memory: 25994, top1_acc: 0.3276, top5_acc: 0.5842, loss_cls: 3.0499, loss: 3.0499, grad_norm: 0.8761 2021-02-19 07:32:13,093 - mmaction - INFO - Epoch [46][240/470] lr: 7.405e-01, eta: 3 days, 9:01:29, time: 2.472, data_time: 0.008, memory: 25994, top1_acc: 0.3217, top5_acc: 0.5798, loss_cls: 3.0916, loss: 3.0916, grad_norm: 0.8748 2021-02-19 07:33:01,335 - mmaction - INFO - Epoch [46][260/470] lr: 7.405e-01, eta: 3 days, 8:59:41, time: 2.416, data_time: 0.013, memory: 25994, top1_acc: 0.3263, top5_acc: 0.5799, loss_cls: 3.0844, loss: 3.0844, grad_norm: 0.8634 2021-02-19 07:34:00,292 - mmaction - INFO - Epoch [46][280/470] lr: 7.405e-01, eta: 3 days, 8:58:42, time: 2.945, data_time: 0.006, memory: 25994, top1_acc: 0.3280, top5_acc: 0.5865, loss_cls: 3.0368, loss: 3.0368, grad_norm: 0.8647 2021-02-19 07:34:47,016 - mmaction - INFO - Epoch [46][300/470] lr: 7.405e-01, eta: 3 days, 8:56:46, time: 2.329, data_time: 0.017, memory: 25994, top1_acc: 0.3307, top5_acc: 0.5880, loss_cls: 3.0653, loss: 3.0653, grad_norm: 0.8529 2021-02-19 07:35:33,441 - mmaction - INFO - Epoch [46][320/470] lr: 7.405e-01, eta: 3 days, 8:54:50, time: 2.331, data_time: 0.022, memory: 25994, top1_acc: 0.3302, top5_acc: 0.5944, loss_cls: 3.0533, loss: 3.0533, grad_norm: 0.8644 2021-02-19 07:36:22,260 - mmaction - INFO - Epoch [46][340/470] lr: 7.405e-01, eta: 3 days, 8:53:04, time: 2.439, data_time: 0.005, memory: 25994, top1_acc: 0.3248, top5_acc: 0.5820, loss_cls: 3.1036, loss: 3.1036, grad_norm: 0.8718 2021-02-19 07:37:13,816 - mmaction - INFO - Epoch [46][360/470] lr: 7.405e-01, eta: 3 days, 8:51:31, time: 2.576, data_time: 0.019, memory: 25994, top1_acc: 0.3302, top5_acc: 0.5798, loss_cls: 3.0720, loss: 3.0720, grad_norm: 0.8527 2021-02-19 07:38:04,185 - mmaction - INFO - Epoch [46][380/470] lr: 7.405e-01, eta: 3 days, 8:49:53, time: 2.517, data_time: 0.007, memory: 25994, top1_acc: 0.3366, top5_acc: 0.5941, loss_cls: 3.0212, loss: 3.0212, grad_norm: 0.8618 2021-02-19 07:39:04,184 - mmaction - INFO - Epoch [46][400/470] lr: 7.405e-01, eta: 3 days, 8:48:59, time: 3.002, data_time: 0.011, memory: 25994, top1_acc: 0.3325, top5_acc: 0.5797, loss_cls: 3.0758, loss: 3.0758, grad_norm: 0.8658 2021-02-19 07:39:57,732 - mmaction - INFO - Epoch [46][420/470] lr: 7.405e-01, eta: 3 days, 8:47:36, time: 2.678, data_time: 0.006, memory: 25994, top1_acc: 0.3338, top5_acc: 0.5855, loss_cls: 3.0614, loss: 3.0614, grad_norm: 0.8739 2021-02-19 07:40:49,876 - mmaction - INFO - Epoch [46][440/470] lr: 7.405e-01, eta: 3 days, 8:46:06, time: 2.604, data_time: 0.009, memory: 25994, top1_acc: 0.3284, top5_acc: 0.5857, loss_cls: 3.0764, loss: 3.0764, grad_norm: 0.8703 2021-02-19 07:41:37,046 - mmaction - INFO - Epoch [46][460/470] lr: 7.405e-01, eta: 3 days, 8:44:14, time: 2.361, data_time: 0.010, memory: 25994, top1_acc: 0.3309, top5_acc: 0.5865, loss_cls: 3.0621, loss: 3.0621, grad_norm: 0.8595 2021-02-19 07:46:57,624 - mmaction - INFO - Epoch [47][20/470] lr: 7.379e-01, eta: 3 days, 8:57:17, time: 13.972, data_time: 11.428, memory: 25994, top1_acc: 0.3432, top5_acc: 0.5956, loss_cls: 2.9970, loss: 2.9970, grad_norm: 0.8614 2021-02-19 07:47:45,206 - mmaction - INFO - Epoch [47][40/470] lr: 7.379e-01, eta: 3 days, 8:55:25, time: 2.376, data_time: 0.010, memory: 25994, top1_acc: 0.3307, top5_acc: 0.5833, loss_cls: 3.0616, loss: 3.0616, grad_norm: 0.8794 2021-02-19 07:48:32,619 - mmaction - INFO - Epoch [47][60/470] lr: 7.379e-01, eta: 3 days, 8:53:34, time: 2.377, data_time: 0.012, memory: 25994, top1_acc: 0.3358, top5_acc: 0.5952, loss_cls: 3.0090, loss: 3.0090, grad_norm: 0.8654 2021-02-19 07:49:24,234 - mmaction - INFO - Epoch [47][80/470] lr: 7.379e-01, eta: 3 days, 8:52:01, time: 2.579, data_time: 0.006, memory: 25994, top1_acc: 0.3282, top5_acc: 0.5903, loss_cls: 3.0546, loss: 3.0546, grad_norm: 0.8656 2021-02-19 07:50:19,475 - mmaction - INFO - Epoch [47][100/470] lr: 7.379e-01, eta: 3 days, 8:50:42, time: 2.735, data_time: 0.011, memory: 25994, top1_acc: 0.3298, top5_acc: 0.5851, loss_cls: 3.0646, loss: 3.0646, grad_norm: 0.8719 2021-02-19 07:51:04,616 - mmaction - INFO - Epoch [47][120/470] lr: 7.379e-01, eta: 3 days, 8:48:42, time: 2.281, data_time: 0.037, memory: 25994, top1_acc: 0.3286, top5_acc: 0.5841, loss_cls: 3.0732, loss: 3.0732, grad_norm: 0.8611 2021-02-19 07:51:50,829 - mmaction - INFO - Epoch [47][140/470] lr: 7.379e-01, eta: 3 days, 8:46:44, time: 2.300, data_time: 0.011, memory: 25994, top1_acc: 0.3286, top5_acc: 0.5919, loss_cls: 3.0560, loss: 3.0560, grad_norm: 0.8777 2021-02-19 07:52:40,434 - mmaction - INFO - Epoch [47][160/470] lr: 7.379e-01, eta: 3 days, 8:45:04, time: 2.495, data_time: 0.024, memory: 25994, top1_acc: 0.3350, top5_acc: 0.5884, loss_cls: 3.0465, loss: 3.0465, grad_norm: 0.8601 2021-02-19 07:53:47,963 - mmaction - INFO - Epoch [47][180/470] lr: 7.379e-01, eta: 3 days, 8:44:40, time: 3.344, data_time: 0.009, memory: 25994, top1_acc: 0.3303, top5_acc: 0.5821, loss_cls: 3.0652, loss: 3.0652, grad_norm: 0.8526 2021-02-19 07:54:41,443 - mmaction - INFO - Epoch [47][200/470] lr: 7.379e-01, eta: 3 days, 8:43:19, time: 2.704, data_time: 0.046, memory: 25994, top1_acc: 0.3339, top5_acc: 0.5889, loss_cls: 3.0371, loss: 3.0371, grad_norm: 0.8755 2021-02-19 07:55:30,791 - mmaction - INFO - Epoch [47][220/470] lr: 7.379e-01, eta: 3 days, 8:41:36, time: 2.466, data_time: 0.012, memory: 25994, top1_acc: 0.3272, top5_acc: 0.5858, loss_cls: 3.0605, loss: 3.0605, grad_norm: 0.8507 2021-02-19 07:56:21,081 - mmaction - INFO - Epoch [47][240/470] lr: 7.379e-01, eta: 3 days, 8:39:58, time: 2.516, data_time: 0.019, memory: 25994, top1_acc: 0.3341, top5_acc: 0.5824, loss_cls: 3.0637, loss: 3.0637, grad_norm: 0.8572 2021-02-19 07:57:10,006 - mmaction - INFO - Epoch [47][260/470] lr: 7.379e-01, eta: 3 days, 8:38:14, time: 2.441, data_time: 0.011, memory: 25994, top1_acc: 0.3392, top5_acc: 0.5943, loss_cls: 3.0254, loss: 3.0254, grad_norm: 0.8576 2021-02-19 07:57:58,177 - mmaction - INFO - Epoch [47][280/470] lr: 7.379e-01, eta: 3 days, 8:36:27, time: 2.417, data_time: 0.027, memory: 25994, top1_acc: 0.3362, top5_acc: 0.5917, loss_cls: 3.0550, loss: 3.0550, grad_norm: 0.8538 2021-02-19 07:58:49,528 - mmaction - INFO - Epoch [47][300/470] lr: 7.379e-01, eta: 3 days, 8:34:54, time: 2.566, data_time: 0.005, memory: 25994, top1_acc: 0.3325, top5_acc: 0.5860, loss_cls: 3.0761, loss: 3.0761, grad_norm: 0.8603 2021-02-19 07:59:36,144 - mmaction - INFO - Epoch [47][320/470] lr: 7.379e-01, eta: 3 days, 8:32:59, time: 2.327, data_time: 0.007, memory: 25994, top1_acc: 0.3369, top5_acc: 0.5861, loss_cls: 3.0503, loss: 3.0503, grad_norm: 0.8625 2021-02-19 08:00:30,836 - mmaction - INFO - Epoch [47][340/470] lr: 7.379e-01, eta: 3 days, 8:31:41, time: 2.731, data_time: 0.015, memory: 25994, top1_acc: 0.3239, top5_acc: 0.5792, loss_cls: 3.1007, loss: 3.1007, grad_norm: 0.8670 2021-02-19 08:01:19,695 - mmaction - INFO - Epoch [47][360/470] lr: 7.379e-01, eta: 3 days, 8:29:57, time: 2.449, data_time: 0.019, memory: 25994, top1_acc: 0.3337, top5_acc: 0.5894, loss_cls: 3.0537, loss: 3.0537, grad_norm: 0.8711 2021-02-19 08:02:06,401 - mmaction - INFO - Epoch [47][380/470] lr: 7.379e-01, eta: 3 days, 8:28:04, time: 2.337, data_time: 0.009, memory: 25994, top1_acc: 0.3377, top5_acc: 0.5877, loss_cls: 3.0370, loss: 3.0370, grad_norm: 0.8756 2021-02-19 08:02:54,051 - mmaction - INFO - Epoch [47][400/470] lr: 7.379e-01, eta: 3 days, 8:26:14, time: 2.382, data_time: 0.007, memory: 25994, top1_acc: 0.3306, top5_acc: 0.5825, loss_cls: 3.0738, loss: 3.0738, grad_norm: 0.8515 2021-02-19 08:03:38,484 - mmaction - INFO - Epoch [47][420/470] lr: 7.379e-01, eta: 3 days, 8:24:11, time: 2.223, data_time: 0.007, memory: 25994, top1_acc: 0.3340, top5_acc: 0.5938, loss_cls: 3.0105, loss: 3.0105, grad_norm: 0.8546 2021-02-19 08:04:30,841 - mmaction - INFO - Epoch [47][440/470] lr: 7.379e-01, eta: 3 days, 8:22:42, time: 2.606, data_time: 0.007, memory: 25994, top1_acc: 0.3282, top5_acc: 0.5885, loss_cls: 3.0364, loss: 3.0364, grad_norm: 0.8630 2021-02-19 08:05:22,472 - mmaction - INFO - Epoch [47][460/470] lr: 7.379e-01, eta: 3 days, 8:21:11, time: 2.586, data_time: 0.021, memory: 25994, top1_acc: 0.3294, top5_acc: 0.5898, loss_cls: 3.0569, loss: 3.0569, grad_norm: 0.8615 2021-02-19 08:11:06,292 - mmaction - INFO - Epoch [48][20/470] lr: 7.353e-01, eta: 3 days, 8:35:24, time: 15.011, data_time: 12.180, memory: 25994, top1_acc: 0.3360, top5_acc: 0.5867, loss_cls: 3.0659, loss: 3.0659, grad_norm: 0.8629 2021-02-19 08:12:03,189 - mmaction - INFO - Epoch [48][40/470] lr: 7.353e-01, eta: 3 days, 8:34:16, time: 2.854, data_time: 0.021, memory: 25994, top1_acc: 0.3410, top5_acc: 0.5960, loss_cls: 3.0088, loss: 3.0088, grad_norm: 0.8627 2021-02-19 08:12:54,386 - mmaction - INFO - Epoch [48][60/470] lr: 7.353e-01, eta: 3 days, 8:32:42, time: 2.559, data_time: 0.013, memory: 25994, top1_acc: 0.3386, top5_acc: 0.5995, loss_cls: 2.9947, loss: 2.9947, grad_norm: 0.8746 2021-02-19 08:13:42,033 - mmaction - INFO - Epoch [48][80/470] lr: 7.353e-01, eta: 3 days, 8:30:51, time: 2.370, data_time: 0.012, memory: 25994, top1_acc: 0.3236, top5_acc: 0.5827, loss_cls: 3.0820, loss: 3.0820, grad_norm: 0.8682 2021-02-19 08:14:28,739 - mmaction - INFO - Epoch [48][100/470] lr: 7.353e-01, eta: 3 days, 8:28:59, time: 2.350, data_time: 0.022, memory: 25994, top1_acc: 0.3411, top5_acc: 0.5972, loss_cls: 2.9913, loss: 2.9913, grad_norm: 0.8769 2021-02-19 08:15:17,017 - mmaction - INFO - Epoch [48][120/470] lr: 7.353e-01, eta: 3 days, 8:27:12, time: 2.412, data_time: 0.010, memory: 25994, top1_acc: 0.3342, top5_acc: 0.5866, loss_cls: 3.0398, loss: 3.0398, grad_norm: 0.8796 2021-02-19 08:16:09,656 - mmaction - INFO - Epoch [48][140/470] lr: 7.353e-01, eta: 3 days, 8:25:44, time: 2.626, data_time: 0.011, memory: 25994, top1_acc: 0.3364, top5_acc: 0.5879, loss_cls: 3.0381, loss: 3.0381, grad_norm: 0.8534 2021-02-19 08:16:59,944 - mmaction - INFO - Epoch [48][160/470] lr: 7.353e-01, eta: 3 days, 8:24:06, time: 2.515, data_time: 0.013, memory: 25994, top1_acc: 0.3313, top5_acc: 0.5838, loss_cls: 3.0669, loss: 3.0669, grad_norm: 0.8743 2021-02-19 08:17:46,729 - mmaction - INFO - Epoch [48][180/470] lr: 7.353e-01, eta: 3 days, 8:22:14, time: 2.340, data_time: 0.012, memory: 25994, top1_acc: 0.3334, top5_acc: 0.5866, loss_cls: 3.0641, loss: 3.0641, grad_norm: 0.8726 2021-02-19 08:18:38,929 - mmaction - INFO - Epoch [48][200/470] lr: 7.353e-01, eta: 3 days, 8:20:45, time: 2.613, data_time: 0.017, memory: 25994, top1_acc: 0.3364, top5_acc: 0.5956, loss_cls: 3.0371, loss: 3.0371, grad_norm: 0.8646 2021-02-19 08:19:25,900 - mmaction - INFO - Epoch [48][220/470] lr: 7.353e-01, eta: 3 days, 8:18:53, time: 2.349, data_time: 0.008, memory: 25994, top1_acc: 0.3291, top5_acc: 0.5944, loss_cls: 3.0370, loss: 3.0370, grad_norm: 0.8582 2021-02-19 08:20:17,936 - mmaction - INFO - Epoch [48][240/470] lr: 7.353e-01, eta: 3 days, 8:17:23, time: 2.593, data_time: 0.008, memory: 25994, top1_acc: 0.3333, top5_acc: 0.5772, loss_cls: 3.0997, loss: 3.0997, grad_norm: 0.8612 2021-02-19 08:21:25,438 - mmaction - INFO - Epoch [48][260/470] lr: 7.353e-01, eta: 3 days, 8:17:01, time: 3.379, data_time: 0.016, memory: 25994, top1_acc: 0.3373, top5_acc: 0.5870, loss_cls: 3.0293, loss: 3.0293, grad_norm: 0.8642 2021-02-19 08:22:19,652 - mmaction - INFO - Epoch [48][280/470] lr: 7.353e-01, eta: 3 days, 8:15:42, time: 2.715, data_time: 0.015, memory: 25994, top1_acc: 0.3489, top5_acc: 0.6006, loss_cls: 2.9993, loss: 2.9993, grad_norm: 0.8534 2021-02-19 08:23:11,456 - mmaction - INFO - Epoch [48][300/470] lr: 7.353e-01, eta: 3 days, 8:14:11, time: 2.591, data_time: 0.019, memory: 25994, top1_acc: 0.3304, top5_acc: 0.5863, loss_cls: 3.0803, loss: 3.0803, grad_norm: 0.8792 2021-02-19 08:24:02,425 - mmaction - INFO - Epoch [48][320/470] lr: 7.353e-01, eta: 3 days, 8:12:37, time: 2.549, data_time: 0.009, memory: 25994, top1_acc: 0.3430, top5_acc: 0.5950, loss_cls: 3.0059, loss: 3.0059, grad_norm: 0.8641 2021-02-19 08:24:47,065 - mmaction - INFO - Epoch [48][340/470] lr: 7.353e-01, eta: 3 days, 8:10:36, time: 2.235, data_time: 0.008, memory: 25994, top1_acc: 0.3453, top5_acc: 0.5967, loss_cls: 2.9893, loss: 2.9893, grad_norm: 0.8688 2021-02-19 08:25:36,677 - mmaction - INFO - Epoch [48][360/470] lr: 7.353e-01, eta: 3 days, 8:08:56, time: 2.479, data_time: 0.005, memory: 25994, top1_acc: 0.3360, top5_acc: 0.5952, loss_cls: 3.0308, loss: 3.0308, grad_norm: 0.8598 2021-02-19 08:26:24,893 - mmaction - INFO - Epoch [48][380/470] lr: 7.353e-01, eta: 3 days, 8:07:10, time: 2.408, data_time: 0.006, memory: 25994, top1_acc: 0.3327, top5_acc: 0.5832, loss_cls: 3.0591, loss: 3.0591, grad_norm: 0.8573 2021-02-19 08:27:17,686 - mmaction - INFO - Epoch [48][400/470] lr: 7.353e-01, eta: 3 days, 8:05:44, time: 2.633, data_time: 0.012, memory: 25994, top1_acc: 0.3268, top5_acc: 0.5877, loss_cls: 3.0686, loss: 3.0686, grad_norm: 0.8716 2021-02-19 08:28:05,342 - mmaction - INFO - Epoch [48][420/470] lr: 7.353e-01, eta: 3 days, 8:03:56, time: 2.387, data_time: 0.018, memory: 25994, top1_acc: 0.3352, top5_acc: 0.5899, loss_cls: 3.0382, loss: 3.0382, grad_norm: 0.8825 2021-02-19 08:28:53,515 - mmaction - INFO - Epoch [48][440/470] lr: 7.353e-01, eta: 3 days, 8:02:11, time: 2.415, data_time: 0.016, memory: 25994, top1_acc: 0.3426, top5_acc: 0.5885, loss_cls: 3.0441, loss: 3.0441, grad_norm: 0.8730 2021-02-19 08:29:38,880 - mmaction - INFO - Epoch [48][460/470] lr: 7.353e-01, eta: 3 days, 8:00:13, time: 2.265, data_time: 0.006, memory: 25994, top1_acc: 0.3327, top5_acc: 0.5946, loss_cls: 3.0349, loss: 3.0349, grad_norm: 0.8648 2021-02-19 08:30:22,488 - mmaction - INFO - Saving checkpoint at 48 epochs 2021-02-19 08:35:15,704 - mmaction - INFO - Epoch [49][20/470] lr: 7.326e-01, eta: 3 days, 8:13:22, time: 14.558, data_time: 11.854, memory: 25994, top1_acc: 0.3307, top5_acc: 0.5842, loss_cls: 3.0689, loss: 3.0689, grad_norm: 0.8771 2021-02-19 08:36:02,775 - mmaction - INFO - Epoch [49][40/470] lr: 7.326e-01, eta: 3 days, 8:11:32, time: 2.358, data_time: 0.016, memory: 25994, top1_acc: 0.3377, top5_acc: 0.5952, loss_cls: 3.0071, loss: 3.0071, grad_norm: 0.8633 2021-02-19 08:36:50,102 - mmaction - INFO - Epoch [49][60/470] lr: 7.326e-01, eta: 3 days, 8:09:41, time: 2.358, data_time: 0.005, memory: 25994, top1_acc: 0.3362, top5_acc: 0.5873, loss_cls: 3.0247, loss: 3.0247, grad_norm: 0.8557 2021-02-19 08:37:38,121 - mmaction - INFO - Epoch [49][80/470] lr: 7.326e-01, eta: 3 days, 8:07:54, time: 2.402, data_time: 0.016, memory: 25994, top1_acc: 0.3304, top5_acc: 0.5911, loss_cls: 3.0494, loss: 3.0494, grad_norm: 0.8745 2021-02-19 08:38:32,515 - mmaction - INFO - Epoch [49][100/470] lr: 7.326e-01, eta: 3 days, 8:06:35, time: 2.721, data_time: 0.015, memory: 25994, top1_acc: 0.3311, top5_acc: 0.5847, loss_cls: 3.0599, loss: 3.0599, grad_norm: 0.8618 2021-02-19 08:39:52,333 - mmaction - INFO - Epoch [49][120/470] lr: 7.326e-01, eta: 3 days, 8:07:06, time: 3.995, data_time: 0.020, memory: 25994, top1_acc: 0.3372, top5_acc: 0.5942, loss_cls: 3.0063, loss: 3.0063, grad_norm: 0.8694 2021-02-19 08:40:46,126 - mmaction - INFO - Epoch [49][140/470] lr: 7.326e-01, eta: 3 days, 8:05:43, time: 2.677, data_time: 0.009, memory: 25994, top1_acc: 0.3334, top5_acc: 0.5965, loss_cls: 3.0362, loss: 3.0362, grad_norm: 0.8688 2021-02-19 08:41:36,596 - mmaction - INFO - Epoch [49][160/470] lr: 7.326e-01, eta: 3 days, 8:04:08, time: 2.537, data_time: 0.023, memory: 25994, top1_acc: 0.3416, top5_acc: 0.5947, loss_cls: 3.0162, loss: 3.0162, grad_norm: 0.8669 2021-02-19 08:42:26,420 - mmaction - INFO - Epoch [49][180/470] lr: 7.326e-01, eta: 3 days, 8:02:29, time: 2.492, data_time: 0.006, memory: 25994, top1_acc: 0.3346, top5_acc: 0.5917, loss_cls: 3.0603, loss: 3.0603, grad_norm: 0.8725 2021-02-19 08:43:19,407 - mmaction - INFO - Epoch [49][200/470] lr: 7.326e-01, eta: 3 days, 8:01:04, time: 2.650, data_time: 0.014, memory: 25994, top1_acc: 0.3294, top5_acc: 0.5848, loss_cls: 3.0554, loss: 3.0554, grad_norm: 0.8758 2021-02-19 08:44:08,080 - mmaction - INFO - Epoch [49][220/470] lr: 7.326e-01, eta: 3 days, 7:59:20, time: 2.428, data_time: 0.003, memory: 25994, top1_acc: 0.3341, top5_acc: 0.5892, loss_cls: 3.0384, loss: 3.0384, grad_norm: 0.8454 2021-02-19 08:44:58,585 - mmaction - INFO - Epoch [49][240/470] lr: 7.326e-01, eta: 3 days, 7:57:45, time: 2.528, data_time: 0.013, memory: 25994, top1_acc: 0.3429, top5_acc: 0.5982, loss_cls: 3.0078, loss: 3.0078, grad_norm: 0.8677 2021-02-19 08:45:48,451 - mmaction - INFO - Epoch [49][260/470] lr: 7.326e-01, eta: 3 days, 7:56:07, time: 2.495, data_time: 0.009, memory: 25994, top1_acc: 0.3399, top5_acc: 0.5926, loss_cls: 3.0303, loss: 3.0303, grad_norm: 0.8584 2021-02-19 08:46:38,626 - mmaction - INFO - Epoch [49][280/470] lr: 7.326e-01, eta: 3 days, 7:54:30, time: 2.509, data_time: 0.009, memory: 25994, top1_acc: 0.3366, top5_acc: 0.5923, loss_cls: 3.0202, loss: 3.0202, grad_norm: 0.8636 2021-02-19 08:47:25,198 - mmaction - INFO - Epoch [49][300/470] lr: 7.326e-01, eta: 3 days, 7:52:38, time: 2.323, data_time: 0.007, memory: 25994, top1_acc: 0.3362, top5_acc: 0.5874, loss_cls: 3.0558, loss: 3.0558, grad_norm: 0.8624 2021-02-19 08:48:13,141 - mmaction - INFO - Epoch [49][320/470] lr: 7.326e-01, eta: 3 days, 7:50:52, time: 2.402, data_time: 0.011, memory: 25994, top1_acc: 0.3350, top5_acc: 0.5844, loss_cls: 3.0782, loss: 3.0782, grad_norm: 0.8728 2021-02-19 08:48:59,938 - mmaction - INFO - Epoch [49][340/470] lr: 7.326e-01, eta: 3 days, 7:49:01, time: 2.340, data_time: 0.005, memory: 25994, top1_acc: 0.3304, top5_acc: 0.5813, loss_cls: 3.0939, loss: 3.0939, grad_norm: 0.8749 2021-02-19 08:49:55,285 - mmaction - INFO - Epoch [49][360/470] lr: 7.326e-01, eta: 3 days, 7:47:46, time: 2.759, data_time: 0.007, memory: 25994, top1_acc: 0.3392, top5_acc: 0.5870, loss_cls: 3.0273, loss: 3.0273, grad_norm: 0.8602 2021-02-19 08:50:41,749 - mmaction - INFO - Epoch [49][380/470] lr: 7.326e-01, eta: 3 days, 7:45:53, time: 2.316, data_time: 0.014, memory: 25994, top1_acc: 0.3325, top5_acc: 0.5866, loss_cls: 3.0396, loss: 3.0396, grad_norm: 0.8691 2021-02-19 08:53:18,040 - mmaction - INFO - Epoch [49][400/470] lr: 7.326e-01, eta: 3 days, 7:51:47, time: 7.811, data_time: 0.023, memory: 25994, top1_acc: 0.3295, top5_acc: 0.5844, loss_cls: 3.0672, loss: 3.0672, grad_norm: 0.8620 2021-02-19 08:54:32,438 - mmaction - INFO - Epoch [49][420/470] lr: 7.326e-01, eta: 3 days, 7:51:54, time: 3.733, data_time: 0.024, memory: 25994, top1_acc: 0.3394, top5_acc: 0.5912, loss_cls: 3.0296, loss: 3.0296, grad_norm: 0.8748 2021-02-19 08:55:23,666 - mmaction - INFO - Epoch [49][440/470] lr: 7.326e-01, eta: 3 days, 7:50:21, time: 2.562, data_time: 0.011, memory: 25994, top1_acc: 0.3279, top5_acc: 0.5817, loss_cls: 3.0650, loss: 3.0650, grad_norm: 0.8643 2021-02-19 08:56:11,191 - mmaction - INFO - Epoch [49][460/470] lr: 7.326e-01, eta: 3 days, 7:48:34, time: 2.382, data_time: 0.011, memory: 25994, top1_acc: 0.3364, top5_acc: 0.5785, loss_cls: 3.0594, loss: 3.0594, grad_norm: 0.8635 2021-02-19 09:02:59,574 - mmaction - INFO - Epoch [50][20/470] lr: 7.298e-01, eta: 3 days, 8:06:27, time: 18.188, data_time: 13.338, memory: 25994, top1_acc: 0.3504, top5_acc: 0.5951, loss_cls: 2.9962, loss: 2.9962, grad_norm: 0.8812 2021-02-19 09:03:43,974 - mmaction - INFO - Epoch [50][40/470] lr: 7.298e-01, eta: 3 days, 8:04:25, time: 2.225, data_time: 0.010, memory: 25994, top1_acc: 0.3360, top5_acc: 0.5921, loss_cls: 3.0126, loss: 3.0126, grad_norm: 0.8741 2021-02-19 09:04:29,099 - mmaction - INFO - Epoch [50][60/470] lr: 7.298e-01, eta: 3 days, 8:02:25, time: 2.245, data_time: 0.005, memory: 25994, top1_acc: 0.3382, top5_acc: 0.5910, loss_cls: 2.9850, loss: 2.9850, grad_norm: 0.8603 2021-02-19 09:05:42,409 - mmaction - INFO - Epoch [50][80/470] lr: 7.298e-01, eta: 3 days, 8:02:25, time: 3.666, data_time: 0.021, memory: 25994, top1_acc: 0.3361, top5_acc: 0.5967, loss_cls: 3.0231, loss: 3.0231, grad_norm: 0.8814 2021-02-19 09:06:32,070 - mmaction - INFO - Epoch [50][100/470] lr: 7.298e-01, eta: 3 days, 8:00:46, time: 2.490, data_time: 0.018, memory: 25994, top1_acc: 0.3308, top5_acc: 0.5870, loss_cls: 3.0578, loss: 3.0578, grad_norm: 0.8612 2021-02-19 09:07:17,334 - mmaction - INFO - Epoch [50][120/470] lr: 7.298e-01, eta: 3 days, 7:58:48, time: 2.267, data_time: 0.007, memory: 25994, top1_acc: 0.3422, top5_acc: 0.5975, loss_cls: 2.9984, loss: 2.9984, grad_norm: 0.8625 2021-02-19 09:08:04,114 - mmaction - INFO - Epoch [50][140/470] lr: 7.298e-01, eta: 3 days, 7:56:56, time: 2.336, data_time: 0.009, memory: 25994, top1_acc: 0.3384, top5_acc: 0.5968, loss_cls: 3.0220, loss: 3.0220, grad_norm: 0.8626 2021-02-19 09:09:02,464 - mmaction - INFO - Epoch [50][160/470] lr: 7.298e-01, eta: 3 days, 7:55:53, time: 2.917, data_time: 0.006, memory: 25994, top1_acc: 0.3378, top5_acc: 0.5885, loss_cls: 3.0483, loss: 3.0483, grad_norm: 0.8964 2021-02-19 09:09:55,644 - mmaction - INFO - Epoch [50][180/470] lr: 7.298e-01, eta: 3 days, 7:54:28, time: 2.655, data_time: 0.009, memory: 25994, top1_acc: 0.3379, top5_acc: 0.5857, loss_cls: 3.0538, loss: 3.0538, grad_norm: 0.8642 2021-02-19 09:10:40,204 - mmaction - INFO - Epoch [50][200/470] lr: 7.298e-01, eta: 3 days, 7:52:28, time: 2.233, data_time: 0.016, memory: 25994, top1_acc: 0.3394, top5_acc: 0.5941, loss_cls: 3.0168, loss: 3.0168, grad_norm: 0.8694 2021-02-19 09:11:46,540 - mmaction - INFO - Epoch [50][220/470] lr: 7.298e-01, eta: 3 days, 7:51:58, time: 3.315, data_time: 0.006, memory: 25994, top1_acc: 0.3341, top5_acc: 0.5943, loss_cls: 3.0371, loss: 3.0371, grad_norm: 0.8646 2021-02-19 09:12:38,378 - mmaction - INFO - Epoch [50][240/470] lr: 7.298e-01, eta: 3 days, 7:50:28, time: 2.592, data_time: 0.007, memory: 25994, top1_acc: 0.3306, top5_acc: 0.5869, loss_cls: 3.0614, loss: 3.0614, grad_norm: 0.8620 2021-02-19 09:13:30,499 - mmaction - INFO - Epoch [50][260/470] lr: 7.298e-01, eta: 3 days, 7:48:59, time: 2.609, data_time: 0.011, memory: 25994, top1_acc: 0.3263, top5_acc: 0.5809, loss_cls: 3.0633, loss: 3.0633, grad_norm: 0.8687 2021-02-19 09:14:21,606 - mmaction - INFO - Epoch [50][280/470] lr: 7.298e-01, eta: 3 days, 7:47:26, time: 2.547, data_time: 0.038, memory: 25994, top1_acc: 0.3468, top5_acc: 0.5937, loss_cls: 3.0146, loss: 3.0146, grad_norm: 0.8660 2021-02-19 09:15:12,292 - mmaction - INFO - Epoch [50][300/470] lr: 7.298e-01, eta: 3 days, 7:45:52, time: 2.542, data_time: 0.070, memory: 25994, top1_acc: 0.3321, top5_acc: 0.5959, loss_cls: 3.0184, loss: 3.0184, grad_norm: 0.8714 2021-02-19 09:16:07,492 - mmaction - INFO - Epoch [50][320/470] lr: 7.298e-01, eta: 3 days, 7:44:35, time: 2.755, data_time: 0.017, memory: 25994, top1_acc: 0.3456, top5_acc: 0.5946, loss_cls: 3.0055, loss: 3.0055, grad_norm: 0.8543 2021-02-19 09:16:53,696 - mmaction - INFO - Epoch [50][340/470] lr: 7.298e-01, eta: 3 days, 7:42:43, time: 2.316, data_time: 0.023, memory: 25994, top1_acc: 0.3439, top5_acc: 0.6011, loss_cls: 2.9901, loss: 2.9901, grad_norm: 0.8748 2021-02-19 09:17:52,122 - mmaction - INFO - Epoch [50][360/470] lr: 7.298e-01, eta: 3 days, 7:41:40, time: 2.917, data_time: 0.004, memory: 25994, top1_acc: 0.3436, top5_acc: 0.5958, loss_cls: 3.0057, loss: 3.0057, grad_norm: 0.8773 2021-02-19 09:18:43,372 - mmaction - INFO - Epoch [50][380/470] lr: 7.298e-01, eta: 3 days, 7:40:08, time: 2.566, data_time: 0.012, memory: 25994, top1_acc: 0.3371, top5_acc: 0.5900, loss_cls: 3.0331, loss: 3.0331, grad_norm: 0.8700 2021-02-19 09:19:37,330 - mmaction - INFO - Epoch [50][400/470] lr: 7.298e-01, eta: 3 days, 7:38:47, time: 2.696, data_time: 0.006, memory: 25994, top1_acc: 0.3315, top5_acc: 0.5815, loss_cls: 3.0428, loss: 3.0428, grad_norm: 0.8793 2021-02-19 09:20:40,734 - mmaction - INFO - Epoch [50][420/470] lr: 7.298e-01, eta: 3 days, 7:38:05, time: 3.172, data_time: 0.012, memory: 25994, top1_acc: 0.3345, top5_acc: 0.5832, loss_cls: 3.0706, loss: 3.0706, grad_norm: 0.8772 2021-02-19 09:21:51,080 - mmaction - INFO - Epoch [50][440/470] lr: 7.298e-01, eta: 3 days, 7:37:52, time: 3.518, data_time: 0.008, memory: 25994, top1_acc: 0.3384, top5_acc: 0.5941, loss_cls: 3.0529, loss: 3.0529, grad_norm: 0.8796 2021-02-19 09:22:39,246 - mmaction - INFO - Epoch [50][460/470] lr: 7.298e-01, eta: 3 days, 7:36:07, time: 2.401, data_time: 0.008, memory: 25994, top1_acc: 0.3318, top5_acc: 0.5862, loss_cls: 3.0648, loss: 3.0648, grad_norm: 0.8694 2021-02-19 09:31:05,330 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-19 09:31:06,188 - mmaction - INFO - top1_acc 0.3382 top5_acc 0.6133 2021-02-19 09:31:06,188 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-19 09:31:06,252 - mmaction - INFO - mean_acc 0.3381 2021-02-19 09:31:06,265 - mmaction - INFO - Epoch(val) [50][470] top1_acc: 0.3382, top5_acc: 0.6133, mean_class_accuracy: 0.3381 2021-02-19 09:36:10,099 - mmaction - INFO - Epoch [51][20/470] lr: 7.270e-01, eta: 3 days, 7:49:23, time: 15.188, data_time: 11.796, memory: 25994, top1_acc: 0.3464, top5_acc: 0.5997, loss_cls: 2.9995, loss: 2.9995, grad_norm: 0.8820 2021-02-19 09:37:50,186 - mmaction - INFO - Epoch [51][40/470] lr: 7.270e-01, eta: 3 days, 7:51:11, time: 5.004, data_time: 0.013, memory: 25994, top1_acc: 0.3449, top5_acc: 0.5993, loss_cls: 2.9809, loss: 2.9809, grad_norm: 0.8532 2021-02-19 09:38:39,305 - mmaction - INFO - Epoch [51][60/470] lr: 7.270e-01, eta: 3 days, 7:49:29, time: 2.456, data_time: 0.009, memory: 25994, top1_acc: 0.3435, top5_acc: 0.5938, loss_cls: 2.9929, loss: 2.9929, grad_norm: 0.8837 2021-02-19 09:39:26,862 - mmaction - INFO - Epoch [51][80/470] lr: 7.270e-01, eta: 3 days, 7:47:41, time: 2.377, data_time: 0.006, memory: 25994, top1_acc: 0.3358, top5_acc: 0.5896, loss_cls: 3.0645, loss: 3.0645, grad_norm: 0.8907 2021-02-19 09:40:12,229 - mmaction - INFO - Epoch [51][100/470] lr: 7.270e-01, eta: 3 days, 7:45:44, time: 2.266, data_time: 0.010, memory: 25994, top1_acc: 0.3390, top5_acc: 0.5974, loss_cls: 2.9999, loss: 2.9999, grad_norm: 0.8572 2021-02-19 09:41:40,338 - mmaction - INFO - Epoch [51][120/470] lr: 7.270e-01, eta: 3 days, 7:46:42, time: 4.402, data_time: 0.013, memory: 25994, top1_acc: 0.3395, top5_acc: 0.5885, loss_cls: 3.0415, loss: 3.0415, grad_norm: 0.8546 2021-02-19 09:42:52,442 - mmaction - INFO - Epoch [51][140/470] lr: 7.270e-01, eta: 3 days, 7:46:35, time: 3.611, data_time: 0.013, memory: 25994, top1_acc: 0.3346, top5_acc: 0.6022, loss_cls: 2.9949, loss: 2.9949, grad_norm: 0.8782 2021-02-19 09:43:58,642 - mmaction - INFO - Epoch [51][160/470] lr: 7.270e-01, eta: 3 days, 7:46:04, time: 3.310, data_time: 0.007, memory: 25994, top1_acc: 0.3328, top5_acc: 0.5956, loss_cls: 3.0354, loss: 3.0354, grad_norm: 0.8757 2021-02-19 09:44:55,459 - mmaction - INFO - Epoch [51][180/470] lr: 7.270e-01, eta: 3 days, 7:44:53, time: 2.836, data_time: 0.007, memory: 25994, top1_acc: 0.3396, top5_acc: 0.5963, loss_cls: 3.0036, loss: 3.0036, grad_norm: 0.8690 2021-02-19 09:45:44,176 - mmaction - INFO - Epoch [51][200/470] lr: 7.270e-01, eta: 3 days, 7:43:11, time: 2.442, data_time: 0.011, memory: 25994, top1_acc: 0.3396, top5_acc: 0.5889, loss_cls: 3.0562, loss: 3.0562, grad_norm: 0.8608 2021-02-19 09:46:29,853 - mmaction - INFO - Epoch [51][220/470] lr: 7.270e-01, eta: 3 days, 7:41:15, time: 2.285, data_time: 0.004, memory: 25994, top1_acc: 0.3433, top5_acc: 0.5992, loss_cls: 3.0075, loss: 3.0075, grad_norm: 0.8684 2021-02-19 09:47:16,913 - mmaction - INFO - Epoch [51][240/470] lr: 7.270e-01, eta: 3 days, 7:39:26, time: 2.351, data_time: 0.002, memory: 25994, top1_acc: 0.3327, top5_acc: 0.5932, loss_cls: 3.0307, loss: 3.0307, grad_norm: 0.8673 2021-02-19 09:48:03,923 - mmaction - INFO - Epoch [51][260/470] lr: 7.270e-01, eta: 3 days, 7:37:36, time: 2.346, data_time: 0.006, memory: 25994, top1_acc: 0.3435, top5_acc: 0.5942, loss_cls: 3.0151, loss: 3.0151, grad_norm: 0.8812 2021-02-19 09:48:50,293 - mmaction - INFO - Epoch [51][280/470] lr: 7.270e-01, eta: 3 days, 7:35:44, time: 2.322, data_time: 0.009, memory: 25994, top1_acc: 0.3299, top5_acc: 0.5900, loss_cls: 3.0476, loss: 3.0476, grad_norm: 0.8541 2021-02-19 09:49:44,031 - mmaction - INFO - Epoch [51][300/470] lr: 7.270e-01, eta: 3 days, 7:34:22, time: 2.689, data_time: 0.006, memory: 25994, top1_acc: 0.3316, top5_acc: 0.5954, loss_cls: 3.0123, loss: 3.0123, grad_norm: 0.8700 2021-02-19 09:50:28,746 - mmaction - INFO - Epoch [51][320/470] lr: 7.270e-01, eta: 3 days, 7:32:23, time: 2.234, data_time: 0.003, memory: 25994, top1_acc: 0.3401, top5_acc: 0.5917, loss_cls: 3.0298, loss: 3.0298, grad_norm: 0.8966 2021-02-19 09:51:14,210 - mmaction - INFO - Epoch [51][340/470] lr: 7.270e-01, eta: 3 days, 7:30:27, time: 2.274, data_time: 0.007, memory: 25994, top1_acc: 0.3371, top5_acc: 0.5904, loss_cls: 3.0668, loss: 3.0668, grad_norm: 0.8604 2021-02-19 09:52:03,134 - mmaction - INFO - Epoch [51][360/470] lr: 7.270e-01, eta: 3 days, 7:28:46, time: 2.445, data_time: 0.005, memory: 25994, top1_acc: 0.3364, top5_acc: 0.5936, loss_cls: 3.0059, loss: 3.0059, grad_norm: 0.8659 2021-02-19 09:52:50,389 - mmaction - INFO - Epoch [51][380/470] lr: 7.270e-01, eta: 3 days, 7:26:58, time: 2.363, data_time: 0.006, memory: 25994, top1_acc: 0.3298, top5_acc: 0.5835, loss_cls: 3.0382, loss: 3.0382, grad_norm: 0.8610 2021-02-19 09:53:45,240 - mmaction - INFO - Epoch [51][400/470] lr: 7.270e-01, eta: 3 days, 7:25:40, time: 2.740, data_time: 0.006, memory: 25994, top1_acc: 0.3322, top5_acc: 0.5894, loss_cls: 3.0487, loss: 3.0487, grad_norm: 0.8863 2021-02-19 09:54:34,419 - mmaction - INFO - Epoch [51][420/470] lr: 7.270e-01, eta: 3 days, 7:24:00, time: 2.459, data_time: 0.009, memory: 25994, top1_acc: 0.3363, top5_acc: 0.5943, loss_cls: 3.0158, loss: 3.0158, grad_norm: 0.8659 2021-02-19 09:55:25,080 - mmaction - INFO - Epoch [51][440/470] lr: 7.270e-01, eta: 3 days, 7:22:26, time: 2.529, data_time: 0.008, memory: 25994, top1_acc: 0.3388, top5_acc: 0.5892, loss_cls: 3.0044, loss: 3.0044, grad_norm: 0.8705 2021-02-19 09:56:18,185 - mmaction - INFO - Epoch [51][460/470] lr: 7.270e-01, eta: 3 days, 7:21:00, time: 2.640, data_time: 0.012, memory: 25994, top1_acc: 0.3364, top5_acc: 0.5865, loss_cls: 3.0422, loss: 3.0422, grad_norm: 0.8688 2021-02-19 10:01:49,231 - mmaction - INFO - Epoch [52][20/470] lr: 7.242e-01, eta: 3 days, 7:32:34, time: 14.188, data_time: 11.873, memory: 25994, top1_acc: 0.3432, top5_acc: 0.5981, loss_cls: 2.9760, loss: 2.9760, grad_norm: 0.8741 2021-02-19 10:02:37,501 - mmaction - INFO - Epoch [52][40/470] lr: 7.242e-01, eta: 3 days, 7:30:50, time: 2.417, data_time: 0.008, memory: 25994, top1_acc: 0.3402, top5_acc: 0.5945, loss_cls: 3.0013, loss: 3.0013, grad_norm: 0.8865 2021-02-19 10:03:22,301 - mmaction - INFO - Epoch [52][60/470] lr: 7.242e-01, eta: 3 days, 7:28:51, time: 2.239, data_time: 0.005, memory: 25994, top1_acc: 0.3355, top5_acc: 0.5925, loss_cls: 3.0171, loss: 3.0171, grad_norm: 0.8880 2021-02-19 10:04:08,960 - mmaction - INFO - Epoch [52][80/470] lr: 7.242e-01, eta: 3 days, 7:27:01, time: 2.329, data_time: 0.005, memory: 25994, top1_acc: 0.3424, top5_acc: 0.5894, loss_cls: 3.0208, loss: 3.0208, grad_norm: 0.8714 2021-02-19 10:04:53,644 - mmaction - INFO - Epoch [52][100/470] lr: 7.242e-01, eta: 3 days, 7:25:03, time: 2.239, data_time: 0.015, memory: 25994, top1_acc: 0.3334, top5_acc: 0.5863, loss_cls: 3.0413, loss: 3.0413, grad_norm: 0.8697 2021-02-19 10:05:47,749 - mmaction - INFO - Epoch [52][120/470] lr: 7.242e-01, eta: 3 days, 7:23:42, time: 2.705, data_time: 0.011, memory: 25994, top1_acc: 0.3339, top5_acc: 0.5953, loss_cls: 3.0239, loss: 3.0239, grad_norm: 0.8635 2021-02-19 10:06:41,962 - mmaction - INFO - Epoch [52][140/470] lr: 7.242e-01, eta: 3 days, 7:22:22, time: 2.711, data_time: 0.004, memory: 25994, top1_acc: 0.3354, top5_acc: 0.5902, loss_cls: 3.0360, loss: 3.0360, grad_norm: 0.8798 2021-02-19 10:07:31,423 - mmaction - INFO - Epoch [52][160/470] lr: 7.242e-01, eta: 3 days, 7:20:43, time: 2.473, data_time: 0.013, memory: 25994, top1_acc: 0.3429, top5_acc: 0.6009, loss_cls: 2.9890, loss: 2.9890, grad_norm: 0.8778 2021-02-19 10:08:24,089 - mmaction - INFO - Epoch [52][180/470] lr: 7.242e-01, eta: 3 days, 7:18:57, time: 2.380, data_time: 0.004, memory: 25994, top1_acc: 0.3321, top5_acc: 0.6040, loss_cls: 3.0243, loss: 3.0243, grad_norm: 0.8859 2021-02-19 10:09:14,148 - mmaction - INFO - Epoch [52][200/470] lr: 7.242e-01, eta: 3 days, 7:17:40, time: 2.753, data_time: 0.258, memory: 25994, top1_acc: 0.3436, top5_acc: 0.5950, loss_cls: 3.0330, loss: 3.0330, grad_norm: 0.8683 2021-02-19 10:09:59,662 - mmaction - INFO - Epoch [52][220/470] lr: 7.242e-01, eta: 3 days, 7:15:46, time: 2.278, data_time: 0.013, memory: 25994, top1_acc: 0.3453, top5_acc: 0.6030, loss_cls: 2.9954, loss: 2.9954, grad_norm: 0.8726 2021-02-19 10:10:52,215 - mmaction - INFO - Epoch [52][240/470] lr: 7.242e-01, eta: 3 days, 7:14:19, time: 2.628, data_time: 0.010, memory: 25994, top1_acc: 0.3323, top5_acc: 0.5856, loss_cls: 3.0258, loss: 3.0258, grad_norm: 0.8879 2021-02-19 10:11:45,741 - mmaction - INFO - Epoch [52][260/470] lr: 7.242e-01, eta: 3 days, 7:12:57, time: 2.674, data_time: 0.003, memory: 25994, top1_acc: 0.3373, top5_acc: 0.5938, loss_cls: 3.0367, loss: 3.0367, grad_norm: 0.8876 2021-02-19 10:12:34,090 - mmaction - INFO - Epoch [52][280/470] lr: 7.242e-01, eta: 3 days, 7:11:14, time: 2.418, data_time: 0.008, memory: 25994, top1_acc: 0.3450, top5_acc: 0.5912, loss_cls: 3.0088, loss: 3.0088, grad_norm: 0.8615 2021-02-19 10:13:20,657 - mmaction - INFO - Epoch [52][300/470] lr: 7.242e-01, eta: 3 days, 7:09:24, time: 2.331, data_time: 0.011, memory: 25994, top1_acc: 0.3398, top5_acc: 0.5932, loss_cls: 3.0093, loss: 3.0093, grad_norm: 0.8805 2021-02-19 10:14:08,072 - mmaction - INFO - Epoch [52][320/470] lr: 7.242e-01, eta: 3 days, 7:07:37, time: 2.369, data_time: 0.006, memory: 25994, top1_acc: 0.3407, top5_acc: 0.5920, loss_cls: 3.0222, loss: 3.0222, grad_norm: 0.8754 2021-02-19 10:14:53,055 - mmaction - INFO - Epoch [52][340/470] lr: 7.242e-01, eta: 3 days, 7:05:41, time: 2.248, data_time: 0.007, memory: 25994, top1_acc: 0.3424, top5_acc: 0.5996, loss_cls: 2.9967, loss: 2.9967, grad_norm: 0.8739 2021-02-19 10:15:41,473 - mmaction - INFO - Epoch [52][360/470] lr: 7.242e-01, eta: 3 days, 7:03:59, time: 2.422, data_time: 0.008, memory: 25994, top1_acc: 0.3425, top5_acc: 0.5948, loss_cls: 3.0261, loss: 3.0261, grad_norm: 0.8645 2021-02-19 10:16:40,104 - mmaction - INFO - Epoch [52][380/470] lr: 7.242e-01, eta: 3 days, 7:02:57, time: 2.929, data_time: 0.005, memory: 25994, top1_acc: 0.3464, top5_acc: 0.6034, loss_cls: 2.9934, loss: 2.9934, grad_norm: 0.8724 2021-02-19 10:17:28,233 - mmaction - INFO - Epoch [52][400/470] lr: 7.242e-01, eta: 3 days, 7:01:14, time: 2.411, data_time: 0.008, memory: 25994, top1_acc: 0.3386, top5_acc: 0.5890, loss_cls: 3.0262, loss: 3.0262, grad_norm: 0.8795 2021-02-19 10:18:15,859 - mmaction - INFO - Epoch [52][420/470] lr: 7.242e-01, eta: 3 days, 6:59:29, time: 2.382, data_time: 0.006, memory: 25994, top1_acc: 0.3303, top5_acc: 0.5855, loss_cls: 3.0721, loss: 3.0721, grad_norm: 0.8692 2021-02-19 10:19:08,518 - mmaction - INFO - Epoch [52][440/470] lr: 7.242e-01, eta: 3 days, 6:58:03, time: 2.633, data_time: 0.003, memory: 25994, top1_acc: 0.3361, top5_acc: 0.5867, loss_cls: 3.0380, loss: 3.0380, grad_norm: 0.8496 2021-02-19 10:20:02,811 - mmaction - INFO - Epoch [52][460/470] lr: 7.242e-01, eta: 3 days, 6:56:43, time: 2.694, data_time: 0.005, memory: 25994, top1_acc: 0.3326, top5_acc: 0.5882, loss_cls: 3.0134, loss: 3.0134, grad_norm: 0.8703 2021-02-19 10:20:41,295 - mmaction - INFO - Saving checkpoint at 52 epochs 2021-02-19 10:25:43,447 - mmaction - INFO - Epoch [53][20/470] lr: 7.213e-01, eta: 3 days, 7:09:02, time: 15.012, data_time: 12.600, memory: 25994, top1_acc: 0.3398, top5_acc: 0.5953, loss_cls: 3.0008, loss: 3.0008, grad_norm: 0.8618 2021-02-19 10:26:28,450 - mmaction - INFO - Epoch [53][40/470] lr: 7.213e-01, eta: 3 days, 7:07:06, time: 2.247, data_time: 0.003, memory: 25994, top1_acc: 0.3421, top5_acc: 0.6026, loss_cls: 2.9738, loss: 2.9738, grad_norm: 0.8832 2021-02-19 10:27:19,023 - mmaction - INFO - Epoch [53][60/470] lr: 7.213e-01, eta: 3 days, 7:05:32, time: 2.530, data_time: 0.006, memory: 25994, top1_acc: 0.3426, top5_acc: 0.5932, loss_cls: 3.0271, loss: 3.0271, grad_norm: 0.8752 2021-02-19 10:28:11,350 - mmaction - INFO - Epoch [53][80/470] lr: 7.213e-01, eta: 3 days, 7:04:05, time: 2.618, data_time: 0.005, memory: 25994, top1_acc: 0.3399, top5_acc: 0.5934, loss_cls: 3.0263, loss: 3.0263, grad_norm: 0.8694 2021-02-19 10:28:58,535 - mmaction - INFO - Epoch [53][100/470] lr: 7.213e-01, eta: 3 days, 7:02:17, time: 2.350, data_time: 0.008, memory: 25994, top1_acc: 0.3447, top5_acc: 0.5952, loss_cls: 2.9947, loss: 2.9947, grad_norm: 0.8813 2021-02-19 10:29:44,975 - mmaction - INFO - Epoch [53][120/470] lr: 7.213e-01, eta: 3 days, 7:00:28, time: 2.332, data_time: 0.013, memory: 25994, top1_acc: 0.3397, top5_acc: 0.5980, loss_cls: 3.0150, loss: 3.0150, grad_norm: 0.8662 2021-02-19 10:30:32,408 - mmaction - INFO - Epoch [53][140/470] lr: 7.213e-01, eta: 3 days, 6:58:41, time: 2.366, data_time: 0.004, memory: 25994, top1_acc: 0.3409, top5_acc: 0.5968, loss_cls: 2.9905, loss: 2.9905, grad_norm: 0.8831 2021-02-19 10:31:23,152 - mmaction - INFO - Epoch [53][160/470] lr: 7.213e-01, eta: 3 days, 6:57:08, time: 2.531, data_time: 0.009, memory: 25994, top1_acc: 0.3335, top5_acc: 0.5881, loss_cls: 3.0428, loss: 3.0428, grad_norm: 0.8741 2021-02-19 10:32:08,092 - mmaction - INFO - Epoch [53][180/470] lr: 7.213e-01, eta: 3 days, 6:55:13, time: 2.258, data_time: 0.014, memory: 25994, top1_acc: 0.3411, top5_acc: 0.5978, loss_cls: 3.0138, loss: 3.0138, grad_norm: 0.8840 2021-02-19 10:32:54,350 - mmaction - INFO - Epoch [53][200/470] lr: 7.213e-01, eta: 3 days, 6:53:23, time: 2.313, data_time: 0.003, memory: 25994, top1_acc: 0.3367, top5_acc: 0.5891, loss_cls: 3.0422, loss: 3.0422, grad_norm: 0.8704 2021-02-19 10:33:42,224 - mmaction - INFO - Epoch [53][220/470] lr: 7.213e-01, eta: 3 days, 6:51:39, time: 2.394, data_time: 0.003, memory: 25994, top1_acc: 0.3356, top5_acc: 0.5930, loss_cls: 3.0144, loss: 3.0144, grad_norm: 0.8798 2021-02-19 10:34:29,898 - mmaction - INFO - Epoch [53][240/470] lr: 7.213e-01, eta: 3 days, 6:49:54, time: 2.376, data_time: 0.002, memory: 25994, top1_acc: 0.3383, top5_acc: 0.5945, loss_cls: 3.0258, loss: 3.0258, grad_norm: 0.8705 2021-02-19 10:35:14,081 - mmaction - INFO - Epoch [53][260/470] lr: 7.213e-01, eta: 3 days, 6:47:55, time: 2.208, data_time: 0.010, memory: 25994, top1_acc: 0.3398, top5_acc: 0.5951, loss_cls: 3.0319, loss: 3.0319, grad_norm: 0.8893 2021-02-19 10:36:05,550 - mmaction - INFO - Epoch [53][280/470] lr: 7.213e-01, eta: 3 days, 6:46:26, time: 2.578, data_time: 0.012, memory: 25994, top1_acc: 0.3375, top5_acc: 0.5962, loss_cls: 3.0350, loss: 3.0350, grad_norm: 0.8806 2021-02-19 10:36:54,283 - mmaction - INFO - Epoch [53][300/470] lr: 7.213e-01, eta: 3 days, 6:44:46, time: 2.439, data_time: 0.008, memory: 25994, top1_acc: 0.3335, top5_acc: 0.5934, loss_cls: 3.0136, loss: 3.0136, grad_norm: 0.8781 2021-02-19 10:37:42,866 - mmaction - INFO - Epoch [53][320/470] lr: 7.213e-01, eta: 3 days, 6:43:05, time: 2.429, data_time: 0.005, memory: 25994, top1_acc: 0.3386, top5_acc: 0.5930, loss_cls: 3.0590, loss: 3.0590, grad_norm: 0.8667 2021-02-19 10:38:43,457 - mmaction - INFO - Epoch [53][340/470] lr: 7.213e-01, eta: 3 days, 6:42:10, time: 3.018, data_time: 0.030, memory: 25994, top1_acc: 0.3395, top5_acc: 0.5931, loss_cls: 3.0218, loss: 3.0218, grad_norm: 0.8714 2021-02-19 10:39:29,735 - mmaction - INFO - Epoch [53][360/470] lr: 7.213e-01, eta: 3 days, 6:40:21, time: 2.327, data_time: 0.017, memory: 25994, top1_acc: 0.3458, top5_acc: 0.6006, loss_cls: 2.9817, loss: 2.9817, grad_norm: 0.8861 2021-02-19 10:40:13,694 - mmaction - INFO - Epoch [53][380/470] lr: 7.213e-01, eta: 3 days, 6:38:23, time: 2.197, data_time: 0.007, memory: 25994, top1_acc: 0.3368, top5_acc: 0.5990, loss_cls: 2.9777, loss: 2.9777, grad_norm: 0.8684 2021-02-19 10:41:03,682 - mmaction - INFO - Epoch [53][400/470] lr: 7.213e-01, eta: 3 days, 6:36:48, time: 2.499, data_time: 0.011, memory: 25994, top1_acc: 0.3355, top5_acc: 0.5911, loss_cls: 3.0177, loss: 3.0177, grad_norm: 0.8765 2021-02-19 10:41:54,672 - mmaction - INFO - Epoch [53][420/470] lr: 7.213e-01, eta: 3 days, 6:35:16, time: 2.543, data_time: 0.005, memory: 25994, top1_acc: 0.3393, top5_acc: 0.5911, loss_cls: 3.0334, loss: 3.0334, grad_norm: 0.8670 2021-02-19 10:42:43,392 - mmaction - INFO - Epoch [53][440/470] lr: 7.213e-01, eta: 3 days, 6:33:36, time: 2.435, data_time: 0.018, memory: 25994, top1_acc: 0.3366, top5_acc: 0.5912, loss_cls: 3.0391, loss: 3.0391, grad_norm: 0.8750 2021-02-19 10:43:37,634 - mmaction - INFO - Epoch [53][460/470] lr: 7.213e-01, eta: 3 days, 6:32:18, time: 2.711, data_time: 0.018, memory: 25994, top1_acc: 0.3424, top5_acc: 0.5922, loss_cls: 3.0238, loss: 3.0238, grad_norm: 0.8691 2021-02-19 10:49:04,705 - mmaction - INFO - Epoch [54][20/470] lr: 7.183e-01, eta: 3 days, 6:43:26, time: 14.342, data_time: 11.830, memory: 25994, top1_acc: 0.3423, top5_acc: 0.5962, loss_cls: 2.9991, loss: 2.9991, grad_norm: 0.8685 2021-02-19 10:49:51,914 - mmaction - INFO - Epoch [54][40/470] lr: 7.183e-01, eta: 3 days, 6:41:41, time: 2.365, data_time: 0.012, memory: 25994, top1_acc: 0.3363, top5_acc: 0.5991, loss_cls: 3.0109, loss: 3.0109, grad_norm: 0.8729 2021-02-19 10:50:42,685 - mmaction - INFO - Epoch [54][60/470] lr: 7.183e-01, eta: 3 days, 6:40:08, time: 2.536, data_time: 0.007, memory: 25994, top1_acc: 0.3478, top5_acc: 0.6029, loss_cls: 2.9741, loss: 2.9741, grad_norm: 0.8850 2021-02-19 10:51:29,327 - mmaction - INFO - Epoch [54][80/470] lr: 7.183e-01, eta: 3 days, 6:38:20, time: 2.335, data_time: 0.008, memory: 25994, top1_acc: 0.3361, top5_acc: 0.5957, loss_cls: 3.0122, loss: 3.0122, grad_norm: 0.8802 2021-02-19 10:52:17,814 - mmaction - INFO - Epoch [54][100/470] lr: 7.183e-01, eta: 3 days, 6:36:39, time: 2.424, data_time: 0.006, memory: 25994, top1_acc: 0.3358, top5_acc: 0.5922, loss_cls: 3.0043, loss: 3.0043, grad_norm: 0.8664 2021-02-19 10:53:07,705 - mmaction - INFO - Epoch [54][120/470] lr: 7.183e-01, eta: 3 days, 6:35:04, time: 2.494, data_time: 0.009, memory: 25994, top1_acc: 0.3419, top5_acc: 0.5926, loss_cls: 3.0246, loss: 3.0246, grad_norm: 0.8797 2021-02-19 10:54:04,922 - mmaction - INFO - Epoch [54][140/470] lr: 7.183e-01, eta: 3 days, 6:33:56, time: 2.859, data_time: 0.012, memory: 25994, top1_acc: 0.3519, top5_acc: 0.6035, loss_cls: 2.9407, loss: 2.9407, grad_norm: 0.8682 2021-02-19 10:54:49,955 - mmaction - INFO - Epoch [54][160/470] lr: 7.183e-01, eta: 3 days, 6:32:02, time: 2.254, data_time: 0.010, memory: 25994, top1_acc: 0.3442, top5_acc: 0.6011, loss_cls: 2.9974, loss: 2.9974, grad_norm: 0.8712 2021-02-19 10:55:41,298 - mmaction - INFO - Epoch [54][180/470] lr: 7.183e-01, eta: 3 days, 6:30:32, time: 2.568, data_time: 0.023, memory: 25994, top1_acc: 0.3437, top5_acc: 0.5992, loss_cls: 3.0056, loss: 3.0056, grad_norm: 0.8837 2021-02-19 10:56:30,211 - mmaction - INFO - Epoch [54][200/470] lr: 7.183e-01, eta: 3 days, 6:28:54, time: 2.447, data_time: 0.014, memory: 25994, top1_acc: 0.3332, top5_acc: 0.5835, loss_cls: 3.0497, loss: 3.0497, grad_norm: 0.8737 2021-02-19 10:57:17,375 - mmaction - INFO - Epoch [54][220/470] lr: 7.183e-01, eta: 3 days, 6:27:08, time: 2.358, data_time: 0.003, memory: 25994, top1_acc: 0.3352, top5_acc: 0.5812, loss_cls: 3.0601, loss: 3.0601, grad_norm: 0.8780 2021-02-19 10:58:04,212 - mmaction - INFO - Epoch [54][240/470] lr: 7.183e-01, eta: 3 days, 6:25:21, time: 2.342, data_time: 0.004, memory: 25994, top1_acc: 0.3412, top5_acc: 0.5909, loss_cls: 3.0284, loss: 3.0284, grad_norm: 0.8594 2021-02-19 10:58:51,400 - mmaction - INFO - Epoch [54][260/470] lr: 7.183e-01, eta: 3 days, 6:23:36, time: 2.359, data_time: 0.003, memory: 25994, top1_acc: 0.3511, top5_acc: 0.6026, loss_cls: 2.9637, loss: 2.9637, grad_norm: 0.8899 2021-02-19 10:59:39,446 - mmaction - INFO - Epoch [54][280/470] lr: 7.183e-01, eta: 3 days, 6:21:54, time: 2.396, data_time: 0.003, memory: 25994, top1_acc: 0.3379, top5_acc: 0.5942, loss_cls: 3.0082, loss: 3.0082, grad_norm: 0.8723 2021-02-19 11:00:29,377 - mmaction - INFO - Epoch [54][300/470] lr: 7.183e-01, eta: 3 days, 6:20:19, time: 2.499, data_time: 0.010, memory: 25994, top1_acc: 0.3405, top5_acc: 0.5915, loss_cls: 3.0217, loss: 3.0217, grad_norm: 0.8688 2021-02-19 11:01:21,883 - mmaction - INFO - Epoch [54][320/470] lr: 7.183e-01, eta: 3 days, 6:18:54, time: 2.623, data_time: 0.008, memory: 25994, top1_acc: 0.3463, top5_acc: 0.5968, loss_cls: 2.9904, loss: 2.9904, grad_norm: 0.8629 2021-02-19 11:02:07,917 - mmaction - INFO - Epoch [54][340/470] lr: 7.183e-01, eta: 3 days, 6:17:05, time: 2.304, data_time: 0.009, memory: 25994, top1_acc: 0.3374, top5_acc: 0.5930, loss_cls: 3.0325, loss: 3.0325, grad_norm: 0.8913 2021-02-19 11:02:54,490 - mmaction - INFO - Epoch [54][360/470] lr: 7.183e-01, eta: 3 days, 6:15:18, time: 2.333, data_time: 0.020, memory: 25994, top1_acc: 0.3263, top5_acc: 0.5780, loss_cls: 3.0972, loss: 3.0972, grad_norm: 0.8684 2021-02-19 11:03:40,858 - mmaction - INFO - Epoch [54][380/470] lr: 7.183e-01, eta: 3 days, 6:13:30, time: 2.315, data_time: 0.005, memory: 25994, top1_acc: 0.3423, top5_acc: 0.5975, loss_cls: 3.0255, loss: 3.0255, grad_norm: 0.8618 2021-02-19 11:04:31,879 - mmaction - INFO - Epoch [54][400/470] lr: 7.183e-01, eta: 3 days, 6:12:00, time: 2.554, data_time: 0.006, memory: 25994, top1_acc: 0.3272, top5_acc: 0.5869, loss_cls: 3.0647, loss: 3.0647, grad_norm: 0.8848 2021-02-19 11:05:22,265 - mmaction - INFO - Epoch [54][420/470] lr: 7.183e-01, eta: 3 days, 6:10:28, time: 2.517, data_time: 0.003, memory: 25994, top1_acc: 0.3354, top5_acc: 0.5889, loss_cls: 3.0400, loss: 3.0400, grad_norm: 0.8787 2021-02-19 11:06:11,059 - mmaction - INFO - Epoch [54][440/470] lr: 7.183e-01, eta: 3 days, 6:08:49, time: 2.440, data_time: 0.005, memory: 25994, top1_acc: 0.3463, top5_acc: 0.5977, loss_cls: 2.9896, loss: 2.9896, grad_norm: 0.8644 2021-02-19 11:06:58,059 - mmaction - INFO - Epoch [54][460/470] lr: 7.183e-01, eta: 3 days, 6:07:03, time: 2.339, data_time: 0.005, memory: 25994, top1_acc: 0.3524, top5_acc: 0.6045, loss_cls: 2.9542, loss: 2.9542, grad_norm: 0.8794 2021-02-19 11:12:51,480 - mmaction - INFO - Epoch [55][20/470] lr: 7.153e-01, eta: 3 days, 6:19:36, time: 15.698, data_time: 12.505, memory: 25994, top1_acc: 0.3512, top5_acc: 0.6015, loss_cls: 2.9544, loss: 2.9544, grad_norm: 0.8731 2021-02-19 11:13:39,021 - mmaction - INFO - Epoch [55][40/470] lr: 7.153e-01, eta: 3 days, 6:17:52, time: 2.379, data_time: 0.006, memory: 25994, top1_acc: 0.3423, top5_acc: 0.6005, loss_cls: 2.9966, loss: 2.9966, grad_norm: 0.8679 2021-02-19 11:14:26,669 - mmaction - INFO - Epoch [55][60/470] lr: 7.153e-01, eta: 3 days, 6:16:08, time: 2.379, data_time: 0.003, memory: 25994, top1_acc: 0.3431, top5_acc: 0.5999, loss_cls: 2.9951, loss: 2.9951, grad_norm: 0.8705 2021-02-19 11:15:16,464 - mmaction - INFO - Epoch [55][80/470] lr: 7.153e-01, eta: 3 days, 6:14:33, time: 2.488, data_time: 0.006, memory: 25994, top1_acc: 0.3424, top5_acc: 0.5976, loss_cls: 3.0019, loss: 3.0019, grad_norm: 0.8859 2021-02-19 11:16:13,218 - mmaction - INFO - Epoch [55][100/470] lr: 7.153e-01, eta: 3 days, 6:13:24, time: 2.843, data_time: 0.009, memory: 25994, top1_acc: 0.3383, top5_acc: 0.5929, loss_cls: 3.0349, loss: 3.0349, grad_norm: 0.8875 2021-02-19 11:17:07,317 - mmaction - INFO - Epoch [55][120/470] lr: 7.153e-01, eta: 3 days, 6:12:05, time: 2.705, data_time: 0.003, memory: 25994, top1_acc: 0.3407, top5_acc: 0.5920, loss_cls: 3.0159, loss: 3.0159, grad_norm: 0.8836 2021-02-19 11:17:54,632 - mmaction - INFO - Epoch [55][140/470] lr: 7.153e-01, eta: 3 days, 6:10:21, time: 2.366, data_time: 0.005, memory: 25994, top1_acc: 0.3449, top5_acc: 0.5969, loss_cls: 2.9837, loss: 2.9837, grad_norm: 0.8794 2021-02-19 11:18:45,358 - mmaction - INFO - Epoch [55][160/470] lr: 7.153e-01, eta: 3 days, 6:08:50, time: 2.536, data_time: 0.005, memory: 25994, top1_acc: 0.3305, top5_acc: 0.5925, loss_cls: 3.0287, loss: 3.0287, grad_norm: 0.8985 2021-02-19 11:19:33,241 - mmaction - INFO - Epoch [55][180/470] lr: 7.153e-01, eta: 3 days, 6:07:08, time: 2.395, data_time: 0.004, memory: 25994, top1_acc: 0.3337, top5_acc: 0.5805, loss_cls: 3.0708, loss: 3.0708, grad_norm: 0.8604 2021-02-19 11:20:29,455 - mmaction - INFO - Epoch [55][200/470] lr: 7.153e-01, eta: 3 days, 6:05:56, time: 2.808, data_time: 0.004, memory: 25994, top1_acc: 0.3431, top5_acc: 0.5945, loss_cls: 3.0061, loss: 3.0061, grad_norm: 0.8707 2021-02-19 11:21:20,942 - mmaction - INFO - Epoch [55][220/470] lr: 7.153e-01, eta: 3 days, 6:04:28, time: 2.578, data_time: 0.008, memory: 25994, top1_acc: 0.3430, top5_acc: 0.5898, loss_cls: 3.0303, loss: 3.0303, grad_norm: 0.8815 2021-02-19 11:22:14,680 - mmaction - INFO - Epoch [55][240/470] lr: 7.153e-01, eta: 3 days, 6:03:08, time: 2.680, data_time: 0.008, memory: 25994, top1_acc: 0.3461, top5_acc: 0.6009, loss_cls: 2.9943, loss: 2.9943, grad_norm: 0.8888 2021-02-19 11:23:01,758 - mmaction - INFO - Epoch [55][260/470] lr: 7.153e-01, eta: 3 days, 6:01:23, time: 2.359, data_time: 0.010, memory: 25994, top1_acc: 0.3388, top5_acc: 0.6017, loss_cls: 2.9949, loss: 2.9949, grad_norm: 0.8571 2021-02-19 11:23:54,076 - mmaction - INFO - Epoch [55][280/470] lr: 7.153e-01, eta: 3 days, 5:59:57, time: 2.601, data_time: 0.006, memory: 25994, top1_acc: 0.3391, top5_acc: 0.5958, loss_cls: 3.0080, loss: 3.0080, grad_norm: 0.8855 2021-02-19 11:24:43,548 - mmaction - INFO - Epoch [55][300/470] lr: 7.153e-01, eta: 3 days, 5:58:22, time: 2.487, data_time: 0.022, memory: 25994, top1_acc: 0.3433, top5_acc: 0.5941, loss_cls: 2.9949, loss: 2.9949, grad_norm: 0.8748 2021-02-19 11:25:29,212 - mmaction - INFO - Epoch [55][320/470] lr: 7.153e-01, eta: 3 days, 5:56:33, time: 2.286, data_time: 0.013, memory: 25994, top1_acc: 0.3414, top5_acc: 0.5897, loss_cls: 3.0277, loss: 3.0277, grad_norm: 0.8729 2021-02-19 11:26:18,761 - mmaction - INFO - Epoch [55][340/470] lr: 7.153e-01, eta: 3 days, 5:54:58, time: 2.476, data_time: 0.006, memory: 25994, top1_acc: 0.3404, top5_acc: 0.5893, loss_cls: 3.0344, loss: 3.0344, grad_norm: 0.8664 2021-02-19 11:27:05,162 - mmaction - INFO - Epoch [55][360/470] lr: 7.153e-01, eta: 3 days, 5:53:11, time: 2.318, data_time: 0.006, memory: 25994, top1_acc: 0.3426, top5_acc: 0.5974, loss_cls: 3.0070, loss: 3.0070, grad_norm: 0.8644 2021-02-19 11:27:53,582 - mmaction - INFO - Epoch [55][380/470] lr: 7.153e-01, eta: 3 days, 5:51:32, time: 2.426, data_time: 0.010, memory: 25994, top1_acc: 0.3442, top5_acc: 0.6037, loss_cls: 2.9603, loss: 2.9603, grad_norm: 0.8753 2021-02-19 11:28:44,051 - mmaction - INFO - Epoch [55][400/470] lr: 7.153e-01, eta: 3 days, 5:50:00, time: 2.517, data_time: 0.004, memory: 25994, top1_acc: 0.3332, top5_acc: 0.5956, loss_cls: 3.0149, loss: 3.0149, grad_norm: 0.8867 2021-02-19 11:29:38,560 - mmaction - INFO - Epoch [55][420/470] lr: 7.153e-01, eta: 3 days, 5:48:43, time: 2.730, data_time: 0.016, memory: 25994, top1_acc: 0.3310, top5_acc: 0.5941, loss_cls: 3.0373, loss: 3.0373, grad_norm: 0.8861 2021-02-19 11:30:26,584 - mmaction - INFO - Epoch [55][440/470] lr: 7.153e-01, eta: 3 days, 5:47:03, time: 2.399, data_time: 0.007, memory: 25994, top1_acc: 0.3433, top5_acc: 0.5891, loss_cls: 3.0265, loss: 3.0265, grad_norm: 0.8648 2021-02-19 11:31:13,272 - mmaction - INFO - Epoch [55][460/470] lr: 7.153e-01, eta: 3 days, 5:45:17, time: 2.333, data_time: 0.009, memory: 25994, top1_acc: 0.3361, top5_acc: 0.5986, loss_cls: 3.0142, loss: 3.0142, grad_norm: 0.8994 2021-02-19 11:39:37,442 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-19 11:39:38,247 - mmaction - INFO - top1_acc 0.2911 top5_acc 0.5461 2021-02-19 11:39:38,247 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-19 11:39:38,305 - mmaction - INFO - mean_acc 0.2907 2021-02-19 11:39:38,314 - mmaction - INFO - Epoch(val) [55][470] top1_acc: 0.2911, top5_acc: 0.5461, mean_class_accuracy: 0.2907 2021-02-19 11:44:05,485 - mmaction - INFO - Epoch [56][20/470] lr: 7.123e-01, eta: 3 days, 5:54:39, time: 13.356, data_time: 10.857, memory: 25994, top1_acc: 0.3418, top5_acc: 0.5946, loss_cls: 2.9963, loss: 2.9963, grad_norm: 0.8785 2021-02-19 11:44:51,038 - mmaction - INFO - Epoch [56][40/470] lr: 7.123e-01, eta: 3 days, 5:52:49, time: 2.275, data_time: 0.005, memory: 25994, top1_acc: 0.3506, top5_acc: 0.6029, loss_cls: 2.9756, loss: 2.9756, grad_norm: 0.8672 2021-02-19 11:45:40,197 - mmaction - INFO - Epoch [56][60/470] lr: 7.123e-01, eta: 3 days, 5:51:13, time: 2.461, data_time: 0.008, memory: 25994, top1_acc: 0.3435, top5_acc: 0.6025, loss_cls: 2.9686, loss: 2.9686, grad_norm: 0.8842 2021-02-19 11:46:28,887 - mmaction - INFO - Epoch [56][80/470] lr: 7.123e-01, eta: 3 days, 5:49:35, time: 2.435, data_time: 0.011, memory: 25994, top1_acc: 0.3412, top5_acc: 0.6024, loss_cls: 2.9803, loss: 2.9803, grad_norm: 0.8713 2021-02-19 11:47:18,280 - mmaction - INFO - Epoch [56][100/470] lr: 7.123e-01, eta: 3 days, 5:47:58, time: 2.462, data_time: 0.006, memory: 25994, top1_acc: 0.3391, top5_acc: 0.5909, loss_cls: 3.0116, loss: 3.0116, grad_norm: 0.8918 2021-02-19 11:48:06,393 - mmaction - INFO - Epoch [56][120/470] lr: 7.123e-01, eta: 3 days, 5:46:19, time: 2.410, data_time: 0.019, memory: 25994, top1_acc: 0.3370, top5_acc: 0.5909, loss_cls: 3.0436, loss: 3.0436, grad_norm: 0.8867 2021-02-19 11:48:57,315 - mmaction - INFO - Epoch [56][140/470] lr: 7.123e-01, eta: 3 days, 5:44:49, time: 2.548, data_time: 0.009, memory: 25994, top1_acc: 0.3423, top5_acc: 0.5959, loss_cls: 3.0018, loss: 3.0018, grad_norm: 0.8814 2021-02-19 11:49:47,180 - mmaction - INFO - Epoch [56][160/470] lr: 7.123e-01, eta: 3 days, 5:43:15, time: 2.493, data_time: 0.006, memory: 25994, top1_acc: 0.3458, top5_acc: 0.6012, loss_cls: 2.9652, loss: 2.9652, grad_norm: 0.8808 2021-02-19 11:50:34,261 - mmaction - INFO - Epoch [56][180/470] lr: 7.123e-01, eta: 3 days, 5:41:31, time: 2.356, data_time: 0.014, memory: 25994, top1_acc: 0.3423, top5_acc: 0.5914, loss_cls: 3.0111, loss: 3.0111, grad_norm: 0.8832 2021-02-19 11:51:20,436 - mmaction - INFO - Epoch [56][200/470] lr: 7.123e-01, eta: 3 days, 5:39:44, time: 2.309, data_time: 0.006, memory: 25994, top1_acc: 0.3378, top5_acc: 0.5988, loss_cls: 3.0023, loss: 3.0023, grad_norm: 0.8782 2021-02-19 11:52:08,411 - mmaction - INFO - Epoch [56][220/470] lr: 7.123e-01, eta: 3 days, 5:38:04, time: 2.396, data_time: 0.005, memory: 25994, top1_acc: 0.3405, top5_acc: 0.5951, loss_cls: 3.0073, loss: 3.0073, grad_norm: 0.8821 2021-02-19 11:52:54,000 - mmaction - INFO - Epoch [56][240/470] lr: 7.123e-01, eta: 3 days, 5:36:15, time: 2.282, data_time: 0.008, memory: 25994, top1_acc: 0.3355, top5_acc: 0.5956, loss_cls: 3.0178, loss: 3.0178, grad_norm: 0.8712 2021-02-19 11:53:46,155 - mmaction - INFO - Epoch [56][260/470] lr: 7.123e-01, eta: 3 days, 5:34:50, time: 2.606, data_time: 0.004, memory: 25994, top1_acc: 0.3421, top5_acc: 0.5959, loss_cls: 2.9978, loss: 2.9978, grad_norm: 0.8728 2021-02-19 11:54:34,464 - mmaction - INFO - Epoch [56][280/470] lr: 7.123e-01, eta: 3 days, 5:33:11, time: 2.416, data_time: 0.006, memory: 25994, top1_acc: 0.3415, top5_acc: 0.5992, loss_cls: 2.9989, loss: 2.9989, grad_norm: 0.8837 2021-02-19 11:55:19,592 - mmaction - INFO - Epoch [56][300/470] lr: 7.123e-01, eta: 3 days, 5:31:21, time: 2.257, data_time: 0.006, memory: 25994, top1_acc: 0.3422, top5_acc: 0.5927, loss_cls: 3.0397, loss: 3.0397, grad_norm: 0.8882 2021-02-19 11:56:09,921 - mmaction - INFO - Epoch [56][320/470] lr: 7.123e-01, eta: 3 days, 5:29:49, time: 2.511, data_time: 0.012, memory: 25994, top1_acc: 0.3467, top5_acc: 0.5979, loss_cls: 2.9665, loss: 2.9665, grad_norm: 0.8737 2021-02-19 11:56:59,380 - mmaction - INFO - Epoch [56][340/470] lr: 7.123e-01, eta: 3 days, 5:28:15, time: 2.473, data_time: 0.012, memory: 25994, top1_acc: 0.3445, top5_acc: 0.6022, loss_cls: 2.9683, loss: 2.9683, grad_norm: 0.8897 2021-02-19 11:57:51,084 - mmaction - INFO - Epoch [56][360/470] lr: 7.123e-01, eta: 3 days, 5:26:49, time: 2.591, data_time: 0.011, memory: 25994, top1_acc: 0.3378, top5_acc: 0.5903, loss_cls: 3.0105, loss: 3.0105, grad_norm: 0.8813 2021-02-19 11:58:38,467 - mmaction - INFO - Epoch [56][380/470] lr: 7.123e-01, eta: 3 days, 5:25:07, time: 2.364, data_time: 0.006, memory: 25994, top1_acc: 0.3399, top5_acc: 0.5890, loss_cls: 3.0298, loss: 3.0298, grad_norm: 0.8808 2021-02-19 11:59:32,794 - mmaction - INFO - Epoch [56][400/470] lr: 7.123e-01, eta: 3 days, 5:23:50, time: 2.714, data_time: 0.012, memory: 25994, top1_acc: 0.3469, top5_acc: 0.5940, loss_cls: 2.9929, loss: 2.9929, grad_norm: 0.8671 2021-02-19 12:00:19,861 - mmaction - INFO - Epoch [56][420/470] lr: 7.123e-01, eta: 3 days, 5:22:07, time: 2.361, data_time: 0.013, memory: 25994, top1_acc: 0.3463, top5_acc: 0.5938, loss_cls: 2.9895, loss: 2.9895, grad_norm: 0.8628 2021-02-19 12:01:10,085 - mmaction - INFO - Epoch [56][440/470] lr: 7.123e-01, eta: 3 days, 5:20:36, time: 2.510, data_time: 0.004, memory: 25994, top1_acc: 0.3474, top5_acc: 0.6010, loss_cls: 2.9803, loss: 2.9803, grad_norm: 0.8601 2021-02-19 12:01:55,333 - mmaction - INFO - Epoch [56][460/470] lr: 7.123e-01, eta: 3 days, 5:18:47, time: 2.264, data_time: 0.009, memory: 25994, top1_acc: 0.3416, top5_acc: 0.5926, loss_cls: 3.0142, loss: 3.0142, grad_norm: 0.8788 2021-02-19 12:02:36,014 - mmaction - INFO - Saving checkpoint at 56 epochs 2021-02-19 12:07:35,004 - mmaction - INFO - Epoch [57][20/470] lr: 7.092e-01, eta: 3 days, 5:29:39, time: 14.832, data_time: 12.415, memory: 25994, top1_acc: 0.3496, top5_acc: 0.6048, loss_cls: 2.9607, loss: 2.9607, grad_norm: 0.8709 2021-02-19 12:08:22,939 - mmaction - INFO - Epoch [57][40/470] lr: 7.092e-01, eta: 3 days, 5:28:00, time: 2.409, data_time: 0.018, memory: 25994, top1_acc: 0.3448, top5_acc: 0.5982, loss_cls: 2.9905, loss: 2.9905, grad_norm: 0.8636 2021-02-19 12:09:14,644 - mmaction - INFO - Epoch [57][60/470] lr: 7.092e-01, eta: 3 days, 5:26:34, time: 2.585, data_time: 0.005, memory: 25994, top1_acc: 0.3513, top5_acc: 0.6019, loss_cls: 2.9648, loss: 2.9648, grad_norm: 0.8901 2021-02-19 12:10:01,656 - mmaction - INFO - Epoch [57][80/470] lr: 7.092e-01, eta: 3 days, 5:24:50, time: 2.342, data_time: 0.007, memory: 25994, top1_acc: 0.3415, top5_acc: 0.5963, loss_cls: 3.0130, loss: 3.0130, grad_norm: 0.8767 2021-02-19 12:10:51,229 - mmaction - INFO - Epoch [57][100/470] lr: 7.092e-01, eta: 3 days, 5:23:16, time: 2.487, data_time: 0.023, memory: 25994, top1_acc: 0.3431, top5_acc: 0.6021, loss_cls: 2.9852, loss: 2.9852, grad_norm: 0.8853 2021-02-19 12:11:47,312 - mmaction - INFO - Epoch [57][120/470] lr: 7.092e-01, eta: 3 days, 5:22:04, time: 2.792, data_time: 0.005, memory: 25994, top1_acc: 0.3385, top5_acc: 0.5952, loss_cls: 2.9991, loss: 2.9991, grad_norm: 0.8858 2021-02-19 12:12:35,016 - mmaction - INFO - Epoch [57][140/470] lr: 7.092e-01, eta: 3 days, 5:20:24, time: 2.394, data_time: 0.017, memory: 25994, top1_acc: 0.3335, top5_acc: 0.5960, loss_cls: 3.0254, loss: 3.0254, grad_norm: 0.8598 2021-02-19 12:13:25,556 - mmaction - INFO - Epoch [57][160/470] lr: 7.092e-01, eta: 3 days, 5:18:53, time: 2.521, data_time: 0.010, memory: 25994, top1_acc: 0.3387, top5_acc: 0.5945, loss_cls: 3.0135, loss: 3.0135, grad_norm: 0.8767 2021-02-19 12:14:14,382 - mmaction - INFO - Epoch [57][180/470] lr: 7.092e-01, eta: 3 days, 5:17:17, time: 2.438, data_time: 0.015, memory: 25994, top1_acc: 0.3481, top5_acc: 0.6033, loss_cls: 2.9694, loss: 2.9694, grad_norm: 0.8754 2021-02-19 12:15:02,853 - mmaction - INFO - Epoch [57][200/470] lr: 7.092e-01, eta: 3 days, 5:15:40, time: 2.435, data_time: 0.018, memory: 25994, top1_acc: 0.3452, top5_acc: 0.5976, loss_cls: 2.9963, loss: 2.9963, grad_norm: 0.8809 2021-02-19 12:15:52,876 - mmaction - INFO - Epoch [57][220/470] lr: 7.092e-01, eta: 3 days, 5:14:08, time: 2.505, data_time: 0.008, memory: 25994, top1_acc: 0.3461, top5_acc: 0.6005, loss_cls: 2.9829, loss: 2.9829, grad_norm: 0.8979 2021-02-19 12:17:03,743 - mmaction - INFO - Epoch [57][240/470] lr: 7.092e-01, eta: 3 days, 5:13:49, time: 3.542, data_time: 0.004, memory: 25994, top1_acc: 0.3408, top5_acc: 0.5940, loss_cls: 3.0190, loss: 3.0190, grad_norm: 0.8753 2021-02-19 12:17:53,345 - mmaction - INFO - Epoch [57][260/470] lr: 7.092e-01, eta: 3 days, 5:12:16, time: 2.474, data_time: 0.004, memory: 25994, top1_acc: 0.3378, top5_acc: 0.5969, loss_cls: 3.0175, loss: 3.0175, grad_norm: 0.8857 2021-02-19 12:18:41,473 - mmaction - INFO - Epoch [57][280/470] lr: 7.092e-01, eta: 3 days, 5:10:37, time: 2.412, data_time: 0.015, memory: 25994, top1_acc: 0.3330, top5_acc: 0.5938, loss_cls: 3.0173, loss: 3.0173, grad_norm: 0.8783 2021-02-19 12:19:27,387 - mmaction - INFO - Epoch [57][300/470] lr: 7.092e-01, eta: 3 days, 5:08:51, time: 2.297, data_time: 0.004, memory: 25994, top1_acc: 0.3460, top5_acc: 0.5942, loss_cls: 2.9988, loss: 2.9988, grad_norm: 0.8841 2021-02-19 12:20:22,328 - mmaction - INFO - Epoch [57][320/470] lr: 7.092e-01, eta: 3 days, 5:07:36, time: 2.738, data_time: 0.006, memory: 25994, top1_acc: 0.3365, top5_acc: 0.5870, loss_cls: 3.0370, loss: 3.0370, grad_norm: 0.8701 2021-02-19 12:21:09,548 - mmaction - INFO - Epoch [57][340/470] lr: 7.092e-01, eta: 3 days, 5:05:48, time: 2.274, data_time: 0.013, memory: 25994, top1_acc: 0.3441, top5_acc: 0.5979, loss_cls: 2.9797, loss: 2.9797, grad_norm: 0.8790 2021-02-19 12:22:06,122 - mmaction - INFO - Epoch [57][360/470] lr: 7.092e-01, eta: 3 days, 5:04:46, time: 2.918, data_time: 0.100, memory: 25994, top1_acc: 0.3443, top5_acc: 0.5970, loss_cls: 2.9970, loss: 2.9970, grad_norm: 0.8893 2021-02-19 12:22:54,295 - mmaction - INFO - Epoch [57][380/470] lr: 7.092e-01, eta: 3 days, 5:03:08, time: 2.415, data_time: 0.013, memory: 25994, top1_acc: 0.3403, top5_acc: 0.5922, loss_cls: 3.0027, loss: 3.0027, grad_norm: 0.8613 2021-02-19 12:23:40,703 - mmaction - INFO - Epoch [57][400/470] lr: 7.092e-01, eta: 3 days, 5:01:24, time: 2.320, data_time: 0.005, memory: 25994, top1_acc: 0.3393, top5_acc: 0.5958, loss_cls: 3.0097, loss: 3.0097, grad_norm: 0.8875 2021-02-19 12:24:31,058 - mmaction - INFO - Epoch [57][420/470] lr: 7.092e-01, eta: 3 days, 4:59:53, time: 2.518, data_time: 0.005, memory: 25994, top1_acc: 0.3431, top5_acc: 0.5955, loss_cls: 2.9936, loss: 2.9936, grad_norm: 0.8774 2021-02-19 12:25:18,727 - mmaction - INFO - Epoch [57][440/470] lr: 7.092e-01, eta: 3 days, 4:58:13, time: 2.383, data_time: 0.005, memory: 25994, top1_acc: 0.3439, top5_acc: 0.6005, loss_cls: 2.9874, loss: 2.9874, grad_norm: 0.8817 2021-02-19 12:26:10,327 - mmaction - INFO - Epoch [57][460/470] lr: 7.092e-01, eta: 3 days, 4:56:48, time: 2.581, data_time: 0.011, memory: 25994, top1_acc: 0.3339, top5_acc: 0.5950, loss_cls: 3.0175, loss: 3.0175, grad_norm: 0.8782 2021-02-19 12:32:02,736 - mmaction - INFO - Epoch [58][20/470] lr: 7.061e-01, eta: 3 days, 5:08:10, time: 15.505, data_time: 12.860, memory: 25994, top1_acc: 0.3406, top5_acc: 0.5935, loss_cls: 2.9931, loss: 2.9931, grad_norm: 0.8680 2021-02-19 12:32:48,134 - mmaction - INFO - Epoch [58][40/470] lr: 7.061e-01, eta: 3 days, 5:06:22, time: 2.265, data_time: 0.006, memory: 25994, top1_acc: 0.3529, top5_acc: 0.6046, loss_cls: 2.9609, loss: 2.9609, grad_norm: 0.8787 2021-02-19 12:33:41,083 - mmaction - INFO - Epoch [58][60/470] lr: 7.061e-01, eta: 3 days, 5:05:00, time: 2.651, data_time: 0.009, memory: 25994, top1_acc: 0.3429, top5_acc: 0.5991, loss_cls: 2.9935, loss: 2.9935, grad_norm: 0.8820 2021-02-19 12:34:27,673 - mmaction - INFO - Epoch [58][80/470] lr: 7.061e-01, eta: 3 days, 5:03:17, time: 2.332, data_time: 0.009, memory: 25994, top1_acc: 0.3464, top5_acc: 0.6031, loss_cls: 2.9596, loss: 2.9596, grad_norm: 0.8845 2021-02-19 12:35:15,865 - mmaction - INFO - Epoch [58][100/470] lr: 7.061e-01, eta: 3 days, 5:01:39, time: 2.410, data_time: 0.007, memory: 25994, top1_acc: 0.3439, top5_acc: 0.5963, loss_cls: 2.9854, loss: 2.9854, grad_norm: 0.8770 2021-02-19 12:36:03,731 - mmaction - INFO - Epoch [58][120/470] lr: 7.061e-01, eta: 3 days, 4:59:59, time: 2.388, data_time: 0.010, memory: 25994, top1_acc: 0.3411, top5_acc: 0.5927, loss_cls: 3.0048, loss: 3.0048, grad_norm: 0.8758 2021-02-19 12:36:50,893 - mmaction - INFO - Epoch [58][140/470] lr: 7.061e-01, eta: 3 days, 4:58:18, time: 2.363, data_time: 0.019, memory: 25994, top1_acc: 0.3491, top5_acc: 0.6020, loss_cls: 2.9715, loss: 2.9715, grad_norm: 0.8818 2021-02-19 12:37:37,640 - mmaction - INFO - Epoch [58][160/470] lr: 7.061e-01, eta: 3 days, 4:56:34, time: 2.331, data_time: 0.003, memory: 25994, top1_acc: 0.3359, top5_acc: 0.5970, loss_cls: 3.0238, loss: 3.0238, grad_norm: 0.8792 2021-02-19 12:38:37,819 - mmaction - INFO - Epoch [58][180/470] lr: 7.061e-01, eta: 3 days, 4:55:37, time: 2.996, data_time: 0.011, memory: 25994, top1_acc: 0.3447, top5_acc: 0.5927, loss_cls: 3.0162, loss: 3.0162, grad_norm: 0.8853 2021-02-19 12:39:25,749 - mmaction - INFO - Epoch [58][200/470] lr: 7.061e-01, eta: 3 days, 4:53:59, time: 2.413, data_time: 0.024, memory: 25994, top1_acc: 0.3377, top5_acc: 0.5908, loss_cls: 3.0114, loss: 3.0114, grad_norm: 0.8759 2021-02-19 12:40:13,788 - mmaction - INFO - Epoch [58][220/470] lr: 7.061e-01, eta: 3 days, 4:52:21, time: 2.405, data_time: 0.008, memory: 25994, top1_acc: 0.3360, top5_acc: 0.5932, loss_cls: 3.0324, loss: 3.0324, grad_norm: 0.8681 2021-02-19 12:41:03,264 - mmaction - INFO - Epoch [58][240/470] lr: 7.061e-01, eta: 3 days, 4:50:48, time: 2.473, data_time: 0.004, memory: 25994, top1_acc: 0.3457, top5_acc: 0.6022, loss_cls: 2.9794, loss: 2.9794, grad_norm: 0.8916 2021-02-19 12:41:50,459 - mmaction - INFO - Epoch [58][260/470] lr: 7.061e-01, eta: 3 days, 4:49:06, time: 2.343, data_time: 0.006, memory: 25994, top1_acc: 0.3455, top5_acc: 0.6015, loss_cls: 2.9835, loss: 2.9835, grad_norm: 0.8959 2021-02-19 12:42:38,434 - mmaction - INFO - Epoch [58][280/470] lr: 7.061e-01, eta: 3 days, 4:47:29, time: 2.416, data_time: 0.020, memory: 25994, top1_acc: 0.3419, top5_acc: 0.5988, loss_cls: 2.9832, loss: 2.9832, grad_norm: 0.8680 2021-02-19 12:43:28,453 - mmaction - INFO - Epoch [58][300/470] lr: 7.061e-01, eta: 3 days, 4:45:57, time: 2.500, data_time: 0.007, memory: 25994, top1_acc: 0.3380, top5_acc: 0.5954, loss_cls: 3.0201, loss: 3.0201, grad_norm: 0.8925 2021-02-19 12:44:16,179 - mmaction - INFO - Epoch [58][320/470] lr: 7.061e-01, eta: 3 days, 4:44:18, time: 2.387, data_time: 0.007, memory: 25994, top1_acc: 0.3462, top5_acc: 0.6042, loss_cls: 2.9744, loss: 2.9744, grad_norm: 0.8597 2021-02-19 12:45:07,865 - mmaction - INFO - Epoch [58][340/470] lr: 7.061e-01, eta: 3 days, 4:42:53, time: 2.581, data_time: 0.007, memory: 25994, top1_acc: 0.3448, top5_acc: 0.5978, loss_cls: 2.9919, loss: 2.9919, grad_norm: 0.8646 2021-02-19 12:46:00,499 - mmaction - INFO - Epoch [58][360/470] lr: 7.061e-01, eta: 3 days, 4:41:31, time: 2.635, data_time: 0.010, memory: 25994, top1_acc: 0.3424, top5_acc: 0.6004, loss_cls: 3.0070, loss: 3.0070, grad_norm: 0.8949 2021-02-19 12:46:52,491 - mmaction - INFO - Epoch [58][380/470] lr: 7.061e-01, eta: 3 days, 4:40:07, time: 2.600, data_time: 0.005, memory: 25994, top1_acc: 0.3277, top5_acc: 0.5886, loss_cls: 3.0609, loss: 3.0609, grad_norm: 0.8708 2021-02-19 12:47:44,558 - mmaction - INFO - Epoch [58][400/470] lr: 7.061e-01, eta: 3 days, 4:38:43, time: 2.603, data_time: 0.004, memory: 25994, top1_acc: 0.3499, top5_acc: 0.6042, loss_cls: 2.9714, loss: 2.9714, grad_norm: 0.8803 2021-02-19 12:48:36,132 - mmaction - INFO - Epoch [58][420/470] lr: 7.061e-01, eta: 3 days, 4:37:17, time: 2.577, data_time: 0.003, memory: 25994, top1_acc: 0.3455, top5_acc: 0.5979, loss_cls: 3.0000, loss: 3.0000, grad_norm: 0.8918 2021-02-19 12:49:19,929 - mmaction - INFO - Epoch [58][440/470] lr: 7.061e-01, eta: 3 days, 4:35:24, time: 2.182, data_time: 0.010, memory: 25994, top1_acc: 0.3430, top5_acc: 0.5949, loss_cls: 2.9871, loss: 2.9871, grad_norm: 0.8877 2021-02-19 12:50:13,052 - mmaction - INFO - Epoch [58][460/470] lr: 7.061e-01, eta: 3 days, 4:34:04, time: 2.657, data_time: 0.013, memory: 25994, top1_acc: 0.3413, top5_acc: 0.6039, loss_cls: 2.9762, loss: 2.9762, grad_norm: 0.8888 2021-02-19 12:56:26,095 - mmaction - INFO - Epoch [59][20/470] lr: 7.029e-01, eta: 3 days, 4:46:23, time: 16.579, data_time: 13.972, memory: 25994, top1_acc: 0.3456, top5_acc: 0.6021, loss_cls: 2.9823, loss: 2.9823, grad_norm: 0.8732 2021-02-19 12:57:22,166 - mmaction - INFO - Epoch [59][40/470] lr: 7.029e-01, eta: 3 days, 4:45:14, time: 2.818, data_time: 0.019, memory: 25994, top1_acc: 0.3451, top5_acc: 0.6029, loss_cls: 2.9625, loss: 2.9625, grad_norm: 0.8880 2021-02-19 12:58:10,717 - mmaction - INFO - Epoch [59][60/470] lr: 7.029e-01, eta: 3 days, 4:43:36, time: 2.410, data_time: 0.004, memory: 25994, top1_acc: 0.3446, top5_acc: 0.6019, loss_cls: 2.9896, loss: 2.9896, grad_norm: 0.9007 2021-02-19 12:58:57,995 - mmaction - INFO - Epoch [59][80/470] lr: 7.029e-01, eta: 3 days, 4:41:57, time: 2.380, data_time: 0.021, memory: 25994, top1_acc: 0.3458, top5_acc: 0.5951, loss_cls: 2.9877, loss: 2.9877, grad_norm: 0.8856 2021-02-19 12:59:45,085 - mmaction - INFO - Epoch [59][100/470] lr: 7.029e-01, eta: 3 days, 4:40:15, time: 2.354, data_time: 0.004, memory: 25994, top1_acc: 0.3427, top5_acc: 0.6003, loss_cls: 2.9722, loss: 2.9722, grad_norm: 0.8774 2021-02-19 13:00:35,150 - mmaction - INFO - Epoch [59][120/470] lr: 7.029e-01, eta: 3 days, 4:38:44, time: 2.505, data_time: 0.004, memory: 25994, top1_acc: 0.3461, top5_acc: 0.6011, loss_cls: 2.9832, loss: 2.9832, grad_norm: 0.8962 2021-02-19 13:01:28,349 - mmaction - INFO - Epoch [59][140/470] lr: 7.029e-01, eta: 3 days, 4:37:24, time: 2.660, data_time: 0.003, memory: 25994, top1_acc: 0.3312, top5_acc: 0.5934, loss_cls: 3.0097, loss: 3.0097, grad_norm: 0.8778 2021-02-19 13:02:22,025 - mmaction - INFO - Epoch [59][160/470] lr: 7.029e-01, eta: 3 days, 4:36:04, time: 2.662, data_time: 0.015, memory: 25994, top1_acc: 0.3376, top5_acc: 0.5924, loss_cls: 3.0127, loss: 3.0127, grad_norm: 0.8828 2021-02-19 13:03:11,087 - mmaction - INFO - Epoch [59][180/470] lr: 7.029e-01, eta: 3 days, 4:34:30, time: 2.452, data_time: 0.025, memory: 25994, top1_acc: 0.3482, top5_acc: 0.6055, loss_cls: 2.9610, loss: 2.9610, grad_norm: 0.8701 2021-02-19 13:03:57,172 - mmaction - INFO - Epoch [59][200/470] lr: 7.029e-01, eta: 3 days, 4:32:47, time: 2.326, data_time: 0.031, memory: 25994, top1_acc: 0.3408, top5_acc: 0.5982, loss_cls: 3.0053, loss: 3.0053, grad_norm: 0.8772 2021-02-19 13:04:45,861 - mmaction - INFO - Epoch [59][220/470] lr: 7.029e-01, eta: 3 days, 4:31:12, time: 2.435, data_time: 0.004, memory: 25994, top1_acc: 0.3399, top5_acc: 0.5964, loss_cls: 2.9919, loss: 2.9919, grad_norm: 0.8683 2021-02-19 13:05:42,030 - mmaction - INFO - Epoch [59][240/470] lr: 7.029e-01, eta: 3 days, 4:30:01, time: 2.799, data_time: 0.004, memory: 25994, top1_acc: 0.3466, top5_acc: 0.5981, loss_cls: 2.9912, loss: 2.9912, grad_norm: 0.8692 2021-02-19 13:06:29,110 - mmaction - INFO - Epoch [59][260/470] lr: 7.029e-01, eta: 3 days, 4:28:20, time: 2.352, data_time: 0.014, memory: 25994, top1_acc: 0.3349, top5_acc: 0.5940, loss_cls: 3.0288, loss: 3.0288, grad_norm: 0.8883 2021-02-19 13:07:19,288 - mmaction - INFO - Epoch [59][280/470] lr: 7.029e-01, eta: 3 days, 4:26:51, time: 2.520, data_time: 0.021, memory: 25994, top1_acc: 0.3484, top5_acc: 0.5975, loss_cls: 2.9917, loss: 2.9917, grad_norm: 0.8833 2021-02-19 13:08:07,161 - mmaction - INFO - Epoch [59][300/470] lr: 7.029e-01, eta: 3 days, 4:25:13, time: 2.394, data_time: 0.014, memory: 25994, top1_acc: 0.3459, top5_acc: 0.5994, loss_cls: 2.9812, loss: 2.9812, grad_norm: 0.8795 2021-02-19 13:09:02,140 - mmaction - INFO - Epoch [59][320/470] lr: 7.029e-01, eta: 3 days, 4:23:59, time: 2.749, data_time: 0.004, memory: 25994, top1_acc: 0.3448, top5_acc: 0.6005, loss_cls: 2.9762, loss: 2.9762, grad_norm: 0.8828 2021-02-19 13:09:50,915 - mmaction - INFO - Epoch [59][340/470] lr: 7.029e-01, eta: 3 days, 4:22:24, time: 2.430, data_time: 0.005, memory: 25994, top1_acc: 0.3376, top5_acc: 0.5946, loss_cls: 3.0076, loss: 3.0076, grad_norm: 0.8864 2021-02-19 13:10:38,433 - mmaction - INFO - Epoch [59][360/470] lr: 7.029e-01, eta: 3 days, 4:20:45, time: 2.379, data_time: 0.012, memory: 25994, top1_acc: 0.3394, top5_acc: 0.5936, loss_cls: 3.0012, loss: 3.0012, grad_norm: 0.8979 2021-02-19 13:11:24,983 - mmaction - INFO - Epoch [59][380/470] lr: 7.029e-01, eta: 3 days, 4:19:03, time: 2.332, data_time: 0.008, memory: 25994, top1_acc: 0.3490, top5_acc: 0.6065, loss_cls: 2.9642, loss: 2.9642, grad_norm: 0.8949 2021-02-19 13:12:16,147 - mmaction - INFO - Epoch [59][400/470] lr: 7.029e-01, eta: 3 days, 4:17:36, time: 2.540, data_time: 0.002, memory: 25994, top1_acc: 0.3301, top5_acc: 0.5849, loss_cls: 3.0538, loss: 3.0538, grad_norm: 0.8947 2021-02-19 13:13:03,105 - mmaction - INFO - Epoch [59][420/470] lr: 7.029e-01, eta: 3 days, 4:15:56, time: 2.366, data_time: 0.022, memory: 25994, top1_acc: 0.3377, top5_acc: 0.5938, loss_cls: 3.0047, loss: 3.0047, grad_norm: 0.8776 2021-02-19 13:13:51,493 - mmaction - INFO - Epoch [59][440/470] lr: 7.029e-01, eta: 3 days, 4:14:20, time: 2.415, data_time: 0.003, memory: 25994, top1_acc: 0.3506, top5_acc: 0.6063, loss_cls: 2.9760, loss: 2.9760, grad_norm: 0.8794 2021-02-19 13:14:39,849 - mmaction - INFO - Epoch [59][460/470] lr: 7.029e-01, eta: 3 days, 4:12:45, time: 2.422, data_time: 0.007, memory: 25994, top1_acc: 0.3446, top5_acc: 0.5986, loss_cls: 3.0143, loss: 3.0143, grad_norm: 0.8842 2021-02-19 13:20:33,141 - mmaction - INFO - Epoch [60][20/470] lr: 6.997e-01, eta: 3 days, 4:23:48, time: 15.718, data_time: 12.796, memory: 25994, top1_acc: 0.3614, top5_acc: 0.6058, loss_cls: 2.9353, loss: 2.9353, grad_norm: 0.8668 2021-02-19 13:21:30,180 - mmaction - INFO - Epoch [60][40/470] lr: 6.997e-01, eta: 3 days, 4:22:40, time: 2.849, data_time: 0.006, memory: 25994, top1_acc: 0.3563, top5_acc: 0.6067, loss_cls: 2.9417, loss: 2.9417, grad_norm: 0.8837 2021-02-19 13:22:17,280 - mmaction - INFO - Epoch [60][60/470] lr: 6.997e-01, eta: 3 days, 4:21:00, time: 2.355, data_time: 0.009, memory: 25994, top1_acc: 0.3562, top5_acc: 0.6062, loss_cls: 2.9532, loss: 2.9532, grad_norm: 0.8969 2021-02-19 13:23:06,960 - mmaction - INFO - Epoch [60][80/470] lr: 6.997e-01, eta: 3 days, 4:19:29, time: 2.490, data_time: 0.010, memory: 25994, top1_acc: 0.3405, top5_acc: 0.6014, loss_cls: 2.9829, loss: 2.9829, grad_norm: 0.8918 2021-02-19 13:23:57,116 - mmaction - INFO - Epoch [60][100/470] lr: 6.997e-01, eta: 3 days, 4:17:58, time: 2.504, data_time: 0.003, memory: 25994, top1_acc: 0.3403, top5_acc: 0.6020, loss_cls: 2.9674, loss: 2.9674, grad_norm: 0.8876 2021-02-19 13:24:51,197 - mmaction - INFO - Epoch [60][120/470] lr: 6.997e-01, eta: 3 days, 4:16:41, time: 2.705, data_time: 0.015, memory: 25994, top1_acc: 0.3494, top5_acc: 0.6089, loss_cls: 2.9659, loss: 2.9659, grad_norm: 0.8799 2021-02-19 13:25:34,496 - mmaction - INFO - Epoch [60][140/470] lr: 6.997e-01, eta: 3 days, 4:14:49, time: 2.169, data_time: 0.009, memory: 25994, top1_acc: 0.3485, top5_acc: 0.6031, loss_cls: 2.9577, loss: 2.9577, grad_norm: 0.8892 2021-02-19 13:26:20,229 - mmaction - INFO - Epoch [60][160/470] lr: 6.997e-01, eta: 3 days, 4:13:04, time: 2.285, data_time: 0.005, memory: 25994, top1_acc: 0.3360, top5_acc: 0.5986, loss_cls: 3.0149, loss: 3.0149, grad_norm: 0.8935 2021-02-19 13:27:11,025 - mmaction - INFO - Epoch [60][180/470] lr: 6.997e-01, eta: 3 days, 4:11:36, time: 2.534, data_time: 0.006, memory: 25994, top1_acc: 0.3442, top5_acc: 0.5993, loss_cls: 3.0135, loss: 3.0135, grad_norm: 0.8871 2021-02-19 13:27:56,768 - mmaction - INFO - Epoch [60][200/470] lr: 6.997e-01, eta: 3 days, 4:09:52, time: 2.294, data_time: 0.010, memory: 25994, top1_acc: 0.3427, top5_acc: 0.6062, loss_cls: 2.9825, loss: 2.9825, grad_norm: 0.8858 2021-02-19 13:28:43,704 - mmaction - INFO - Epoch [60][220/470] lr: 6.997e-01, eta: 3 days, 4:08:11, time: 2.346, data_time: 0.007, memory: 25994, top1_acc: 0.3440, top5_acc: 0.6051, loss_cls: 2.9752, loss: 2.9752, grad_norm: 0.8876 2021-02-19 13:29:39,399 - mmaction - INFO - Epoch [60][240/470] lr: 6.997e-01, eta: 3 days, 4:06:59, time: 2.774, data_time: 0.006, memory: 25994, top1_acc: 0.3471, top5_acc: 0.6000, loss_cls: 2.9650, loss: 2.9650, grad_norm: 0.8656 2021-02-19 13:30:31,810 - mmaction - INFO - Epoch [60][260/470] lr: 6.997e-01, eta: 3 days, 4:05:38, time: 2.629, data_time: 0.014, memory: 25994, top1_acc: 0.3445, top5_acc: 0.5922, loss_cls: 3.0136, loss: 3.0136, grad_norm: 0.8798 2021-02-19 13:31:20,621 - mmaction - INFO - Epoch [60][280/470] lr: 6.997e-01, eta: 3 days, 4:04:04, time: 2.443, data_time: 0.008, memory: 25994, top1_acc: 0.3475, top5_acc: 0.6059, loss_cls: 2.9576, loss: 2.9576, grad_norm: 0.8790 2021-02-19 13:32:11,065 - mmaction - INFO - Epoch [60][300/470] lr: 6.997e-01, eta: 3 days, 4:02:35, time: 2.517, data_time: 0.004, memory: 25994, top1_acc: 0.3419, top5_acc: 0.5945, loss_cls: 3.0171, loss: 3.0171, grad_norm: 0.8901 2021-02-19 13:32:59,917 - mmaction - INFO - Epoch [60][320/470] lr: 6.997e-01, eta: 3 days, 4:01:01, time: 2.448, data_time: 0.010, memory: 25994, top1_acc: 0.3438, top5_acc: 0.6013, loss_cls: 2.9781, loss: 2.9781, grad_norm: 0.8728 2021-02-19 13:33:48,800 - mmaction - INFO - Epoch [60][340/470] lr: 6.997e-01, eta: 3 days, 3:59:28, time: 2.444, data_time: 0.004, memory: 25994, top1_acc: 0.3462, top5_acc: 0.6057, loss_cls: 2.9707, loss: 2.9707, grad_norm: 0.8883 2021-02-19 13:34:39,450 - mmaction - INFO - Epoch [60][360/470] lr: 6.997e-01, eta: 3 days, 3:57:59, time: 2.521, data_time: 0.003, memory: 25994, top1_acc: 0.3432, top5_acc: 0.5990, loss_cls: 2.9858, loss: 2.9858, grad_norm: 0.8765 2021-02-19 13:35:31,084 - mmaction - INFO - Epoch [60][380/470] lr: 6.997e-01, eta: 3 days, 3:56:36, time: 2.593, data_time: 0.018, memory: 25994, top1_acc: 0.3413, top5_acc: 0.6023, loss_cls: 2.9754, loss: 2.9754, grad_norm: 0.8901 2021-02-19 13:36:18,097 - mmaction - INFO - Epoch [60][400/470] lr: 6.997e-01, eta: 3 days, 3:54:56, time: 2.351, data_time: 0.005, memory: 25994, top1_acc: 0.3448, top5_acc: 0.6052, loss_cls: 2.9560, loss: 2.9560, grad_norm: 0.8691 2021-02-19 13:37:06,811 - mmaction - INFO - Epoch [60][420/470] lr: 6.997e-01, eta: 3 days, 3:53:22, time: 2.434, data_time: 0.004, memory: 25994, top1_acc: 0.3402, top5_acc: 0.5933, loss_cls: 3.0212, loss: 3.0212, grad_norm: 0.8803 2021-02-19 13:37:55,019 - mmaction - INFO - Epoch [60][440/470] lr: 6.997e-01, eta: 3 days, 3:51:47, time: 2.411, data_time: 0.004, memory: 25994, top1_acc: 0.3406, top5_acc: 0.6012, loss_cls: 2.9760, loss: 2.9760, grad_norm: 0.8968 2021-02-19 13:38:40,630 - mmaction - INFO - Epoch [60][460/470] lr: 6.997e-01, eta: 3 days, 3:50:03, time: 2.282, data_time: 0.004, memory: 25994, top1_acc: 0.3412, top5_acc: 0.5944, loss_cls: 3.0094, loss: 3.0094, grad_norm: 0.8950 2021-02-19 13:39:18,247 - mmaction - INFO - Saving checkpoint at 60 epochs 2021-02-19 13:47:31,563 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-19 13:47:32,420 - mmaction - INFO - top1_acc 0.3537 top5_acc 0.6259 2021-02-19 13:47:32,420 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-19 13:47:32,479 - mmaction - INFO - mean_acc 0.3536 2021-02-19 13:47:32,493 - mmaction - INFO - Epoch(val) [60][470] top1_acc: 0.3537, top5_acc: 0.6259, mean_class_accuracy: 0.3536 2021-02-19 13:52:07,162 - mmaction - INFO - Epoch [61][20/470] lr: 6.964e-01, eta: 3 days, 3:58:40, time: 13.732, data_time: 11.189, memory: 25994, top1_acc: 0.3438, top5_acc: 0.5995, loss_cls: 2.9750, loss: 2.9750, grad_norm: 0.8924 2021-02-19 13:52:52,829 - mmaction - INFO - Epoch [61][40/470] lr: 6.964e-01, eta: 3 days, 3:56:56, time: 2.283, data_time: 0.004, memory: 25994, top1_acc: 0.3497, top5_acc: 0.6041, loss_cls: 2.9523, loss: 2.9523, grad_norm: 0.8751 2021-02-19 13:53:53,719 - mmaction - INFO - Epoch [61][60/470] lr: 6.964e-01, eta: 3 days, 3:56:01, time: 3.044, data_time: 0.008, memory: 25994, top1_acc: 0.3490, top5_acc: 0.5968, loss_cls: 2.9788, loss: 2.9788, grad_norm: 0.8898 2021-02-19 13:54:44,250 - mmaction - INFO - Epoch [61][80/470] lr: 6.964e-01, eta: 3 days, 3:54:33, time: 2.526, data_time: 0.007, memory: 25994, top1_acc: 0.3471, top5_acc: 0.6020, loss_cls: 2.9447, loss: 2.9447, grad_norm: 0.8850 2021-02-19 13:55:38,992 - mmaction - INFO - Epoch [61][100/470] lr: 6.964e-01, eta: 3 days, 3:53:18, time: 2.736, data_time: 0.010, memory: 25994, top1_acc: 0.3385, top5_acc: 0.5958, loss_cls: 3.0038, loss: 3.0038, grad_norm: 0.8985 2021-02-19 13:56:26,350 - mmaction - INFO - Epoch [61][120/470] lr: 6.964e-01, eta: 3 days, 3:51:40, time: 2.364, data_time: 0.009, memory: 25994, top1_acc: 0.3475, top5_acc: 0.6023, loss_cls: 2.9780, loss: 2.9780, grad_norm: 0.9009 2021-02-19 13:57:14,102 - mmaction - INFO - Epoch [61][140/470] lr: 6.964e-01, eta: 3 days, 3:50:03, time: 2.394, data_time: 0.009, memory: 25994, top1_acc: 0.3431, top5_acc: 0.5988, loss_cls: 2.9879, loss: 2.9879, grad_norm: 0.8907 2021-02-19 13:58:02,851 - mmaction - INFO - Epoch [61][160/470] lr: 6.964e-01, eta: 3 days, 3:48:29, time: 2.425, data_time: 0.004, memory: 25994, top1_acc: 0.3383, top5_acc: 0.5962, loss_cls: 3.0112, loss: 3.0112, grad_norm: 0.8931 2021-02-19 13:58:49,427 - mmaction - INFO - Epoch [61][180/470] lr: 6.964e-01, eta: 3 days, 3:46:48, time: 2.337, data_time: 0.016, memory: 25994, top1_acc: 0.3393, top5_acc: 0.5984, loss_cls: 2.9990, loss: 2.9990, grad_norm: 0.8912 2021-02-19 13:59:38,199 - mmaction - INFO - Epoch [61][200/470] lr: 6.964e-01, eta: 3 days, 3:45:15, time: 2.436, data_time: 0.008, memory: 25994, top1_acc: 0.3454, top5_acc: 0.6075, loss_cls: 2.9729, loss: 2.9729, grad_norm: 0.8852 2021-02-19 14:00:28,958 - mmaction - INFO - Epoch [61][220/470] lr: 6.964e-01, eta: 3 days, 3:43:48, time: 2.545, data_time: 0.012, memory: 25994, top1_acc: 0.3526, top5_acc: 0.6093, loss_cls: 2.9460, loss: 2.9460, grad_norm: 0.8758 2021-02-19 14:01:16,982 - mmaction - INFO - Epoch [61][240/470] lr: 6.964e-01, eta: 3 days, 3:42:12, time: 2.401, data_time: 0.004, memory: 25994, top1_acc: 0.3384, top5_acc: 0.6020, loss_cls: 2.9945, loss: 2.9945, grad_norm: 0.8925 2021-02-19 14:02:04,863 - mmaction - INFO - Epoch [61][260/470] lr: 6.964e-01, eta: 3 days, 3:40:36, time: 2.393, data_time: 0.005, memory: 25994, top1_acc: 0.3516, top5_acc: 0.6010, loss_cls: 2.9615, loss: 2.9615, grad_norm: 0.8721 2021-02-19 14:02:49,997 - mmaction - INFO - Epoch [61][280/470] lr: 6.964e-01, eta: 3 days, 3:38:51, time: 2.258, data_time: 0.015, memory: 25994, top1_acc: 0.3420, top5_acc: 0.6027, loss_cls: 2.9970, loss: 2.9970, grad_norm: 0.8897 2021-02-19 14:03:39,863 - mmaction - INFO - Epoch [61][300/470] lr: 6.964e-01, eta: 3 days, 3:37:21, time: 2.492, data_time: 0.010, memory: 25994, top1_acc: 0.3374, top5_acc: 0.5933, loss_cls: 3.0178, loss: 3.0178, grad_norm: 0.8882 2021-02-19 14:04:31,171 - mmaction - INFO - Epoch [61][320/470] lr: 6.964e-01, eta: 3 days, 3:35:56, time: 2.567, data_time: 0.005, memory: 25994, top1_acc: 0.3440, top5_acc: 0.6030, loss_cls: 2.9628, loss: 2.9628, grad_norm: 0.8622 2021-02-19 14:05:25,199 - mmaction - INFO - Epoch [61][340/470] lr: 6.964e-01, eta: 3 days, 3:34:40, time: 2.702, data_time: 0.003, memory: 25994, top1_acc: 0.3513, top5_acc: 0.5995, loss_cls: 2.9818, loss: 2.9818, grad_norm: 0.8948 2021-02-19 14:06:14,590 - mmaction - INFO - Epoch [61][360/470] lr: 6.964e-01, eta: 3 days, 3:33:08, time: 2.464, data_time: 0.003, memory: 25994, top1_acc: 0.3496, top5_acc: 0.6047, loss_cls: 2.9441, loss: 2.9441, grad_norm: 0.8878 2021-02-19 14:07:04,280 - mmaction - INFO - Epoch [61][380/470] lr: 6.964e-01, eta: 3 days, 3:31:38, time: 2.485, data_time: 0.010, memory: 25994, top1_acc: 0.3432, top5_acc: 0.5953, loss_cls: 3.0064, loss: 3.0064, grad_norm: 0.8831 2021-02-19 14:07:51,621 - mmaction - INFO - Epoch [61][400/470] lr: 6.964e-01, eta: 3 days, 3:30:01, time: 2.371, data_time: 0.007, memory: 25994, top1_acc: 0.3462, top5_acc: 0.5996, loss_cls: 2.9809, loss: 2.9809, grad_norm: 0.8808 2021-02-19 14:08:54,190 - mmaction - INFO - Epoch [61][420/470] lr: 6.964e-01, eta: 3 days, 3:29:12, time: 3.121, data_time: 0.004, memory: 25994, top1_acc: 0.3443, top5_acc: 0.5984, loss_cls: 2.9985, loss: 2.9985, grad_norm: 0.8850 2021-02-19 14:09:40,556 - mmaction - INFO - Epoch [61][440/470] lr: 6.964e-01, eta: 3 days, 3:27:32, time: 2.325, data_time: 0.011, memory: 25994, top1_acc: 0.3373, top5_acc: 0.5938, loss_cls: 3.0179, loss: 3.0179, grad_norm: 0.8936 2021-02-19 14:10:26,332 - mmaction - INFO - Epoch [61][460/470] lr: 6.964e-01, eta: 3 days, 3:25:49, time: 2.290, data_time: 0.007, memory: 25994, top1_acc: 0.3396, top5_acc: 0.5913, loss_cls: 2.9923, loss: 2.9923, grad_norm: 0.8921 2021-02-19 14:16:31,151 - mmaction - INFO - Epoch [62][20/470] lr: 6.931e-01, eta: 3 days, 3:36:52, time: 16.204, data_time: 12.816, memory: 25994, top1_acc: 0.3470, top5_acc: 0.6016, loss_cls: 2.9595, loss: 2.9595, grad_norm: 0.8933 2021-02-19 14:17:22,022 - mmaction - INFO - Epoch [62][40/470] lr: 6.931e-01, eta: 3 days, 3:35:25, time: 2.545, data_time: 0.005, memory: 25994, top1_acc: 0.3430, top5_acc: 0.6021, loss_cls: 2.9704, loss: 2.9704, grad_norm: 0.9033 2021-02-19 14:18:08,248 - mmaction - INFO - Epoch [62][60/470] lr: 6.931e-01, eta: 3 days, 3:33:44, time: 2.309, data_time: 0.002, memory: 25994, top1_acc: 0.3434, top5_acc: 0.6045, loss_cls: 2.9703, loss: 2.9703, grad_norm: 0.8746 2021-02-19 14:18:58,009 - mmaction - INFO - Epoch [62][80/470] lr: 6.931e-01, eta: 3 days, 3:32:13, time: 2.484, data_time: 0.007, memory: 25994, top1_acc: 0.3561, top5_acc: 0.6091, loss_cls: 2.9326, loss: 2.9326, grad_norm: 0.8880 2021-02-19 14:19:50,707 - mmaction - INFO - Epoch [62][100/470] lr: 6.931e-01, eta: 3 days, 3:30:42, time: 2.472, data_time: 0.009, memory: 25994, top1_acc: 0.3399, top5_acc: 0.6004, loss_cls: 2.9750, loss: 2.9750, grad_norm: 0.8936 2021-02-19 14:20:39,694 - mmaction - INFO - Epoch [62][120/470] lr: 6.931e-01, eta: 3 days, 3:29:20, time: 2.616, data_time: 0.177, memory: 25994, top1_acc: 0.3432, top5_acc: 0.5929, loss_cls: 3.0003, loss: 3.0003, grad_norm: 0.8769 2021-02-19 14:21:36,758 - mmaction - INFO - Epoch [62][140/470] lr: 6.931e-01, eta: 3 days, 3:28:13, time: 2.851, data_time: 0.007, memory: 25994, top1_acc: 0.3438, top5_acc: 0.6067, loss_cls: 2.9479, loss: 2.9479, grad_norm: 0.8986 2021-02-19 14:22:27,095 - mmaction - INFO - Epoch [62][160/470] lr: 6.931e-01, eta: 3 days, 3:26:46, time: 2.522, data_time: 0.011, memory: 25994, top1_acc: 0.3418, top5_acc: 0.6051, loss_cls: 2.9758, loss: 2.9758, grad_norm: 0.8769 2021-02-19 14:23:15,382 - mmaction - INFO - Epoch [62][180/470] lr: 6.931e-01, eta: 3 days, 3:25:11, time: 2.415, data_time: 0.007, memory: 25994, top1_acc: 0.3502, top5_acc: 0.6021, loss_cls: 2.9755, loss: 2.9755, grad_norm: 0.8849 2021-02-19 14:24:05,825 - mmaction - INFO - Epoch [62][200/470] lr: 6.931e-01, eta: 3 days, 3:23:43, time: 2.521, data_time: 0.003, memory: 25994, top1_acc: 0.3534, top5_acc: 0.6116, loss_cls: 2.9505, loss: 2.9505, grad_norm: 0.8944 2021-02-19 14:24:54,046 - mmaction - INFO - Epoch [62][220/470] lr: 6.931e-01, eta: 3 days, 3:22:09, time: 2.409, data_time: 0.004, memory: 25994, top1_acc: 0.3528, top5_acc: 0.6029, loss_cls: 2.9723, loss: 2.9723, grad_norm: 0.8845 2021-02-19 14:25:41,496 - mmaction - INFO - Epoch [62][240/470] lr: 6.931e-01, eta: 3 days, 3:20:32, time: 2.375, data_time: 0.007, memory: 25994, top1_acc: 0.3505, top5_acc: 0.6028, loss_cls: 2.9510, loss: 2.9510, grad_norm: 0.8972 2021-02-19 14:26:31,594 - mmaction - INFO - Epoch [62][260/470] lr: 6.931e-01, eta: 3 days, 3:19:03, time: 2.503, data_time: 0.005, memory: 25994, top1_acc: 0.3442, top5_acc: 0.5998, loss_cls: 2.9831, loss: 2.9831, grad_norm: 0.8953 2021-02-19 14:27:19,088 - mmaction - INFO - Epoch [62][280/470] lr: 6.931e-01, eta: 3 days, 3:17:26, time: 2.363, data_time: 0.006, memory: 25994, top1_acc: 0.3363, top5_acc: 0.5905, loss_cls: 3.0156, loss: 3.0156, grad_norm: 0.8889 2021-02-19 14:28:09,512 - mmaction - INFO - Epoch [62][300/470] lr: 6.931e-01, eta: 3 days, 3:15:59, time: 2.534, data_time: 0.017, memory: 25994, top1_acc: 0.3452, top5_acc: 0.5992, loss_cls: 3.0091, loss: 3.0091, grad_norm: 0.8848 2021-02-19 14:28:53,856 - mmaction - INFO - Epoch [62][320/470] lr: 6.931e-01, eta: 3 days, 3:14:12, time: 2.214, data_time: 0.004, memory: 25994, top1_acc: 0.3472, top5_acc: 0.6008, loss_cls: 2.9682, loss: 2.9682, grad_norm: 0.8729 2021-02-19 14:29:46,162 - mmaction - INFO - Epoch [62][340/470] lr: 6.931e-01, eta: 3 days, 3:12:51, time: 2.617, data_time: 0.020, memory: 25994, top1_acc: 0.3430, top5_acc: 0.5982, loss_cls: 2.9839, loss: 2.9839, grad_norm: 0.8879 2021-02-19 14:30:35,073 - mmaction - INFO - Epoch [62][360/470] lr: 6.931e-01, eta: 3 days, 3:11:19, time: 2.447, data_time: 0.007, memory: 25994, top1_acc: 0.3441, top5_acc: 0.5965, loss_cls: 2.9877, loss: 2.9877, grad_norm: 0.8827 2021-02-19 14:31:29,690 - mmaction - INFO - Epoch [62][380/470] lr: 6.931e-01, eta: 3 days, 3:10:05, time: 2.729, data_time: 0.007, memory: 25994, top1_acc: 0.3427, top5_acc: 0.6005, loss_cls: 2.9943, loss: 2.9943, grad_norm: 0.8867 2021-02-19 14:32:22,210 - mmaction - INFO - Epoch [62][400/470] lr: 6.931e-01, eta: 3 days, 3:08:45, time: 2.627, data_time: 0.006, memory: 25994, top1_acc: 0.3404, top5_acc: 0.5980, loss_cls: 3.0077, loss: 3.0077, grad_norm: 0.8818 2021-02-19 14:33:07,756 - mmaction - INFO - Epoch [62][420/470] lr: 6.931e-01, eta: 3 days, 3:07:02, time: 2.277, data_time: 0.009, memory: 25994, top1_acc: 0.3454, top5_acc: 0.6040, loss_cls: 3.0029, loss: 3.0029, grad_norm: 0.8852 2021-02-19 14:33:56,124 - mmaction - INFO - Epoch [62][440/470] lr: 6.931e-01, eta: 3 days, 3:05:29, time: 2.417, data_time: 0.005, memory: 25994, top1_acc: 0.3476, top5_acc: 0.6020, loss_cls: 2.9967, loss: 2.9967, grad_norm: 0.8744 2021-02-19 14:34:42,803 - mmaction - INFO - Epoch [62][460/470] lr: 6.931e-01, eta: 3 days, 3:03:50, time: 2.331, data_time: 0.010, memory: 25994, top1_acc: 0.3525, top5_acc: 0.6039, loss_cls: 2.9640, loss: 2.9640, grad_norm: 0.8991 2021-02-19 14:40:43,837 - mmaction - INFO - Epoch [63][20/470] lr: 6.897e-01, eta: 3 days, 3:14:22, time: 15.973, data_time: 13.411, memory: 25994, top1_acc: 0.3442, top5_acc: 0.6057, loss_cls: 2.9530, loss: 2.9530, grad_norm: 0.8912 2021-02-19 14:41:28,669 - mmaction - INFO - Epoch [63][40/470] lr: 6.897e-01, eta: 3 days, 3:12:37, time: 2.242, data_time: 0.004, memory: 25994, top1_acc: 0.3442, top5_acc: 0.6019, loss_cls: 2.9748, loss: 2.9748, grad_norm: 0.8972 2021-02-19 14:42:17,341 - mmaction - INFO - Epoch [63][60/470] lr: 6.897e-01, eta: 3 days, 3:11:04, time: 2.432, data_time: 0.004, memory: 25994, top1_acc: 0.3521, top5_acc: 0.6027, loss_cls: 2.9428, loss: 2.9428, grad_norm: 0.8724 2021-02-19 14:43:03,962 - mmaction - INFO - Epoch [63][80/470] lr: 6.897e-01, eta: 3 days, 3:09:24, time: 2.330, data_time: 0.005, memory: 25994, top1_acc: 0.3548, top5_acc: 0.6066, loss_cls: 2.9379, loss: 2.9379, grad_norm: 0.9003 2021-02-19 14:43:50,761 - mmaction - INFO - Epoch [63][100/470] lr: 6.897e-01, eta: 3 days, 3:07:45, time: 2.336, data_time: 0.008, memory: 25994, top1_acc: 0.3499, top5_acc: 0.6000, loss_cls: 2.9563, loss: 2.9563, grad_norm: 0.8977 2021-02-19 14:44:38,493 - mmaction - INFO - Epoch [63][120/470] lr: 6.897e-01, eta: 3 days, 3:06:10, time: 2.392, data_time: 0.010, memory: 25994, top1_acc: 0.3385, top5_acc: 0.5940, loss_cls: 3.0184, loss: 3.0184, grad_norm: 0.8911 2021-02-19 14:45:26,477 - mmaction - INFO - Epoch [63][140/470] lr: 6.897e-01, eta: 3 days, 3:04:35, time: 2.401, data_time: 0.010, memory: 25994, top1_acc: 0.3459, top5_acc: 0.6003, loss_cls: 2.9862, loss: 2.9862, grad_norm: 0.8874 2021-02-19 14:46:14,158 - mmaction - INFO - Epoch [63][160/470] lr: 6.897e-01, eta: 3 days, 3:02:59, time: 2.383, data_time: 0.003, memory: 25994, top1_acc: 0.3444, top5_acc: 0.5998, loss_cls: 2.9791, loss: 2.9791, grad_norm: 0.8944 2021-02-19 14:47:02,521 - mmaction - INFO - Epoch [63][180/470] lr: 6.897e-01, eta: 3 days, 3:01:26, time: 2.417, data_time: 0.009, memory: 25994, top1_acc: 0.3512, top5_acc: 0.6032, loss_cls: 2.9610, loss: 2.9610, grad_norm: 0.8914 2021-02-19 14:47:51,112 - mmaction - INFO - Epoch [63][200/470] lr: 6.897e-01, eta: 3 days, 2:59:53, time: 2.430, data_time: 0.008, memory: 25994, top1_acc: 0.3521, top5_acc: 0.6049, loss_cls: 2.9703, loss: 2.9703, grad_norm: 0.8937 2021-02-19 14:48:39,048 - mmaction - INFO - Epoch [63][220/470] lr: 6.897e-01, eta: 3 days, 2:58:18, time: 2.395, data_time: 0.005, memory: 25994, top1_acc: 0.3533, top5_acc: 0.6034, loss_cls: 2.9706, loss: 2.9706, grad_norm: 0.8881 2021-02-19 14:49:26,979 - mmaction - INFO - Epoch [63][240/470] lr: 6.897e-01, eta: 3 days, 2:56:44, time: 2.399, data_time: 0.007, memory: 25994, top1_acc: 0.3371, top5_acc: 0.5902, loss_cls: 3.0399, loss: 3.0399, grad_norm: 0.8854 2021-02-19 14:50:16,002 - mmaction - INFO - Epoch [63][260/470] lr: 6.897e-01, eta: 3 days, 2:55:13, time: 2.452, data_time: 0.006, memory: 25994, top1_acc: 0.3450, top5_acc: 0.6024, loss_cls: 2.9643, loss: 2.9643, grad_norm: 0.8962 2021-02-19 14:51:03,186 - mmaction - INFO - Epoch [63][280/470] lr: 6.897e-01, eta: 3 days, 2:53:36, time: 2.358, data_time: 0.004, memory: 25994, top1_acc: 0.3475, top5_acc: 0.5968, loss_cls: 3.0058, loss: 3.0058, grad_norm: 0.8776 2021-02-19 14:51:55,045 - mmaction - INFO - Epoch [63][300/470] lr: 6.897e-01, eta: 3 days, 2:52:12, time: 2.576, data_time: 0.020, memory: 25994, top1_acc: 0.3479, top5_acc: 0.6050, loss_cls: 2.9430, loss: 2.9430, grad_norm: 0.8735 2021-02-19 14:52:40,007 - mmaction - INFO - Epoch [63][320/470] lr: 6.897e-01, eta: 3 days, 2:50:30, time: 2.267, data_time: 0.024, memory: 25994, top1_acc: 0.3411, top5_acc: 0.5985, loss_cls: 2.9930, loss: 2.9930, grad_norm: 0.9010 2021-02-19 14:53:40,851 - mmaction - INFO - Epoch [63][340/470] lr: 6.897e-01, eta: 3 days, 2:49:35, time: 3.038, data_time: 0.003, memory: 25994, top1_acc: 0.3370, top5_acc: 0.5999, loss_cls: 3.0006, loss: 3.0006, grad_norm: 0.8927 2021-02-19 14:54:29,116 - mmaction - INFO - Epoch [63][360/470] lr: 6.897e-01, eta: 3 days, 2:48:02, time: 2.416, data_time: 0.008, memory: 25994, top1_acc: 0.3456, top5_acc: 0.6004, loss_cls: 2.9975, loss: 2.9975, grad_norm: 0.8748 2021-02-19 14:55:19,875 - mmaction - INFO - Epoch [63][380/470] lr: 6.897e-01, eta: 3 days, 2:46:36, time: 2.537, data_time: 0.006, memory: 25994, top1_acc: 0.3459, top5_acc: 0.5997, loss_cls: 2.9997, loss: 2.9997, grad_norm: 0.8881 2021-02-19 14:56:07,469 - mmaction - INFO - Epoch [63][400/470] lr: 6.897e-01, eta: 3 days, 2:45:01, time: 2.381, data_time: 0.021, memory: 25994, top1_acc: 0.3455, top5_acc: 0.6013, loss_cls: 2.9848, loss: 2.9848, grad_norm: 0.8823 2021-02-19 14:56:55,536 - mmaction - INFO - Epoch [63][420/470] lr: 6.897e-01, eta: 3 days, 2:43:27, time: 2.403, data_time: 0.006, memory: 25994, top1_acc: 0.3492, top5_acc: 0.5985, loss_cls: 2.9931, loss: 2.9931, grad_norm: 0.8825 2021-02-19 14:57:44,999 - mmaction - INFO - Epoch [63][440/470] lr: 6.897e-01, eta: 3 days, 2:41:58, time: 2.466, data_time: 0.004, memory: 25994, top1_acc: 0.3525, top5_acc: 0.6060, loss_cls: 2.9515, loss: 2.9515, grad_norm: 0.8833 2021-02-19 14:58:30,972 - mmaction - INFO - Epoch [63][460/470] lr: 6.897e-01, eta: 3 days, 2:40:18, time: 2.306, data_time: 0.013, memory: 25994, top1_acc: 0.3442, top5_acc: 0.5950, loss_cls: 2.9839, loss: 2.9839, grad_norm: 0.8994 2021-02-19 15:04:49,660 - mmaction - INFO - Epoch [64][20/470] lr: 6.863e-01, eta: 3 days, 2:51:32, time: 16.907, data_time: 14.621, memory: 25994, top1_acc: 0.3491, top5_acc: 0.6084, loss_cls: 2.9678, loss: 2.9678, grad_norm: 0.9060 2021-02-19 15:05:38,013 - mmaction - INFO - Epoch [64][40/470] lr: 6.863e-01, eta: 3 days, 2:49:59, time: 2.422, data_time: 0.013, memory: 25994, top1_acc: 0.3492, top5_acc: 0.6098, loss_cls: 2.9570, loss: 2.9570, grad_norm: 0.8974 2021-02-19 15:06:26,971 - mmaction - INFO - Epoch [64][60/470] lr: 6.863e-01, eta: 3 days, 2:48:28, time: 2.450, data_time: 0.007, memory: 25994, top1_acc: 0.3565, top5_acc: 0.6081, loss_cls: 2.9297, loss: 2.9297, grad_norm: 0.8953 2021-02-19 15:07:14,253 - mmaction - INFO - Epoch [64][80/470] lr: 6.863e-01, eta: 3 days, 2:46:51, time: 2.355, data_time: 0.005, memory: 25994, top1_acc: 0.3459, top5_acc: 0.6021, loss_cls: 2.9666, loss: 2.9666, grad_norm: 0.9017 2021-02-19 15:08:05,673 - mmaction - INFO - Epoch [64][100/470] lr: 6.863e-01, eta: 3 days, 2:45:27, time: 2.581, data_time: 0.013, memory: 25994, top1_acc: 0.3466, top5_acc: 0.5961, loss_cls: 2.9841, loss: 2.9841, grad_norm: 0.8916 2021-02-19 15:09:05,283 - mmaction - INFO - Epoch [64][120/470] lr: 6.863e-01, eta: 3 days, 2:44:29, time: 2.981, data_time: 0.004, memory: 25994, top1_acc: 0.3451, top5_acc: 0.5975, loss_cls: 3.0123, loss: 3.0123, grad_norm: 0.9023 2021-02-19 15:09:54,123 - mmaction - INFO - Epoch [64][140/470] lr: 6.863e-01, eta: 3 days, 2:42:57, time: 2.437, data_time: 0.009, memory: 25994, top1_acc: 0.3459, top5_acc: 0.6041, loss_cls: 2.9600, loss: 2.9600, grad_norm: 0.8812 2021-02-19 15:10:44,090 - mmaction - INFO - Epoch [64][160/470] lr: 6.863e-01, eta: 3 days, 2:41:29, time: 2.502, data_time: 0.009, memory: 25994, top1_acc: 0.3477, top5_acc: 0.6096, loss_cls: 2.9601, loss: 2.9601, grad_norm: 0.9200 2021-02-19 15:11:37,986 - mmaction - INFO - Epoch [64][180/470] lr: 6.863e-01, eta: 3 days, 2:39:54, time: 2.379, data_time: 0.005, memory: 25994, top1_acc: 0.3404, top5_acc: 0.5991, loss_cls: 3.0000, loss: 3.0000, grad_norm: 0.8892 2021-02-19 15:12:29,928 - mmaction - INFO - Epoch [64][200/470] lr: 6.863e-01, eta: 3 days, 2:38:51, time: 2.908, data_time: 0.328, memory: 25994, top1_acc: 0.3489, top5_acc: 0.5963, loss_cls: 2.9927, loss: 2.9927, grad_norm: 0.8969 2021-02-19 15:13:15,152 - mmaction - INFO - Epoch [64][220/470] lr: 6.863e-01, eta: 3 days, 2:37:08, time: 2.261, data_time: 0.009, memory: 25994, top1_acc: 0.3527, top5_acc: 0.6081, loss_cls: 2.9324, loss: 2.9324, grad_norm: 0.8769 2021-02-19 15:14:02,957 - mmaction - INFO - Epoch [64][240/470] lr: 6.863e-01, eta: 3 days, 2:35:34, time: 2.396, data_time: 0.008, memory: 25994, top1_acc: 0.3555, top5_acc: 0.6062, loss_cls: 2.9526, loss: 2.9526, grad_norm: 0.8961 2021-02-19 15:14:50,052 - mmaction - INFO - Epoch [64][260/470] lr: 6.863e-01, eta: 3 days, 2:33:58, time: 2.355, data_time: 0.005, memory: 25994, top1_acc: 0.3445, top5_acc: 0.5931, loss_cls: 2.9972, loss: 2.9972, grad_norm: 0.8852 2021-02-19 15:15:37,052 - mmaction - INFO - Epoch [64][280/470] lr: 6.863e-01, eta: 3 days, 2:32:21, time: 2.350, data_time: 0.003, memory: 25994, top1_acc: 0.3435, top5_acc: 0.6082, loss_cls: 2.9678, loss: 2.9678, grad_norm: 0.8903 2021-02-19 15:16:42,728 - mmaction - INFO - Epoch [64][300/470] lr: 6.863e-01, eta: 3 days, 2:31:40, time: 3.278, data_time: 0.008, memory: 25994, top1_acc: 0.3458, top5_acc: 0.6000, loss_cls: 2.9728, loss: 2.9728, grad_norm: 0.8795 2021-02-19 15:17:29,136 - mmaction - INFO - Epoch [64][320/470] lr: 6.863e-01, eta: 3 days, 2:30:02, time: 2.324, data_time: 0.009, memory: 25994, top1_acc: 0.3482, top5_acc: 0.6061, loss_cls: 2.9619, loss: 2.9619, grad_norm: 0.8875 2021-02-19 15:18:16,087 - mmaction - INFO - Epoch [64][340/470] lr: 6.863e-01, eta: 3 days, 2:28:26, time: 2.350, data_time: 0.008, memory: 25994, top1_acc: 0.3411, top5_acc: 0.6015, loss_cls: 2.9716, loss: 2.9716, grad_norm: 0.8881 2021-02-19 15:19:06,370 - mmaction - INFO - Epoch [64][360/470] lr: 6.863e-01, eta: 3 days, 2:26:59, time: 2.513, data_time: 0.002, memory: 25994, top1_acc: 0.3503, top5_acc: 0.6007, loss_cls: 2.9731, loss: 2.9731, grad_norm: 0.8840 2021-02-19 15:20:03,450 - mmaction - INFO - Epoch [64][380/470] lr: 6.863e-01, eta: 3 days, 2:25:53, time: 2.853, data_time: 0.004, memory: 25994, top1_acc: 0.3538, top5_acc: 0.6041, loss_cls: 2.9538, loss: 2.9538, grad_norm: 0.8989 2021-02-19 15:20:55,807 - mmaction - INFO - Epoch [64][400/470] lr: 6.863e-01, eta: 3 days, 2:24:32, time: 2.619, data_time: 0.005, memory: 25994, top1_acc: 0.3580, top5_acc: 0.6105, loss_cls: 2.9365, loss: 2.9365, grad_norm: 0.8999 2021-02-19 15:21:50,127 - mmaction - INFO - Epoch [64][420/470] lr: 6.863e-01, eta: 3 days, 2:23:18, time: 2.716, data_time: 0.005, memory: 25994, top1_acc: 0.3473, top5_acc: 0.6047, loss_cls: 2.9797, loss: 2.9797, grad_norm: 0.8965 2021-02-19 15:22:37,848 - mmaction - INFO - Epoch [64][440/470] lr: 6.863e-01, eta: 3 days, 2:21:43, time: 2.373, data_time: 0.006, memory: 25994, top1_acc: 0.3461, top5_acc: 0.5946, loss_cls: 2.9947, loss: 2.9947, grad_norm: 0.8860 2021-02-19 15:23:27,901 - mmaction - INFO - Epoch [64][460/470] lr: 6.863e-01, eta: 3 days, 2:20:17, time: 2.514, data_time: 0.020, memory: 25994, top1_acc: 0.3453, top5_acc: 0.6088, loss_cls: 2.9364, loss: 2.9364, grad_norm: 0.8857 2021-02-19 15:24:08,894 - mmaction - INFO - Saving checkpoint at 64 epochs 2021-02-19 15:29:22,297 - mmaction - INFO - Epoch [65][20/470] lr: 6.828e-01, eta: 3 days, 2:29:54, time: 15.556, data_time: 12.950, memory: 25994, top1_acc: 0.3481, top5_acc: 0.5983, loss_cls: 2.9714, loss: 2.9714, grad_norm: 0.9075 2021-02-19 15:30:10,227 - mmaction - INFO - Epoch [65][40/470] lr: 6.828e-01, eta: 3 days, 2:28:20, time: 2.396, data_time: 0.009, memory: 25994, top1_acc: 0.3489, top5_acc: 0.6062, loss_cls: 2.9288, loss: 2.9288, grad_norm: 0.8890 2021-02-19 15:31:00,340 - mmaction - INFO - Epoch [65][60/470] lr: 6.828e-01, eta: 3 days, 2:26:52, time: 2.503, data_time: 0.015, memory: 25994, top1_acc: 0.3490, top5_acc: 0.6002, loss_cls: 2.9518, loss: 2.9518, grad_norm: 0.9025 2021-02-19 15:31:49,339 - mmaction - INFO - Epoch [65][80/470] lr: 6.828e-01, eta: 3 days, 2:25:22, time: 2.453, data_time: 0.010, memory: 25994, top1_acc: 0.3557, top5_acc: 0.6106, loss_cls: 2.9136, loss: 2.9136, grad_norm: 0.8903 2021-02-19 15:32:39,255 - mmaction - INFO - Epoch [65][100/470] lr: 6.828e-01, eta: 3 days, 2:23:54, time: 2.497, data_time: 0.005, memory: 25994, top1_acc: 0.3455, top5_acc: 0.6003, loss_cls: 2.9771, loss: 2.9771, grad_norm: 0.8990 2021-02-19 15:33:30,901 - mmaction - INFO - Epoch [65][120/470] lr: 6.828e-01, eta: 3 days, 2:22:31, time: 2.578, data_time: 0.005, memory: 25994, top1_acc: 0.3554, top5_acc: 0.6058, loss_cls: 2.9515, loss: 2.9515, grad_norm: 0.8946 2021-02-19 15:35:03,601 - mmaction - INFO - Epoch [65][140/470] lr: 6.828e-01, eta: 3 days, 2:23:08, time: 4.580, data_time: 0.008, memory: 25994, top1_acc: 0.3370, top5_acc: 0.5977, loss_cls: 2.9997, loss: 2.9997, grad_norm: 0.8837 2021-02-19 15:35:55,691 - mmaction - INFO - Epoch [65][160/470] lr: 6.828e-01, eta: 3 days, 2:21:49, time: 2.652, data_time: 0.064, memory: 25994, top1_acc: 0.3578, top5_acc: 0.6152, loss_cls: 2.9203, loss: 2.9203, grad_norm: 0.8996 2021-02-19 15:36:43,501 - mmaction - INFO - Epoch [65][180/470] lr: 6.828e-01, eta: 3 days, 2:20:16, time: 2.402, data_time: 0.015, memory: 25994, top1_acc: 0.3582, top5_acc: 0.6098, loss_cls: 2.9330, loss: 2.9330, grad_norm: 0.9051 2021-02-19 15:37:31,287 - mmaction - INFO - Epoch [65][200/470] lr: 6.828e-01, eta: 3 days, 2:18:42, time: 2.390, data_time: 0.005, memory: 25994, top1_acc: 0.3480, top5_acc: 0.6005, loss_cls: 2.9829, loss: 2.9829, grad_norm: 0.9044 2021-02-19 15:38:22,196 - mmaction - INFO - Epoch [65][220/470] lr: 6.828e-01, eta: 3 days, 2:17:17, time: 2.546, data_time: 0.010, memory: 25994, top1_acc: 0.3526, top5_acc: 0.6094, loss_cls: 2.9362, loss: 2.9362, grad_norm: 0.8936 2021-02-19 15:39:11,943 - mmaction - INFO - Epoch [65][240/470] lr: 6.828e-01, eta: 3 days, 2:15:49, time: 2.486, data_time: 0.065, memory: 25994, top1_acc: 0.3437, top5_acc: 0.6033, loss_cls: 2.9765, loss: 2.9765, grad_norm: 0.8969 2021-02-19 15:40:03,445 - mmaction - INFO - Epoch [65][260/470] lr: 6.828e-01, eta: 3 days, 2:14:26, time: 2.576, data_time: 0.004, memory: 25994, top1_acc: 0.3468, top5_acc: 0.6026, loss_cls: 2.9690, loss: 2.9690, grad_norm: 0.8864 2021-02-19 15:40:52,596 - mmaction - INFO - Epoch [65][280/470] lr: 6.828e-01, eta: 3 days, 2:12:56, time: 2.452, data_time: 0.006, memory: 25994, top1_acc: 0.3377, top5_acc: 0.5967, loss_cls: 2.9872, loss: 2.9872, grad_norm: 0.8858 2021-02-19 15:41:43,443 - mmaction - INFO - Epoch [65][300/470] lr: 6.828e-01, eta: 3 days, 2:11:31, time: 2.547, data_time: 0.013, memory: 25994, top1_acc: 0.3490, top5_acc: 0.6040, loss_cls: 2.9855, loss: 2.9855, grad_norm: 0.8826 2021-02-19 15:42:32,756 - mmaction - INFO - Epoch [65][320/470] lr: 6.828e-01, eta: 3 days, 2:10:02, time: 2.466, data_time: 0.005, memory: 25994, top1_acc: 0.3503, top5_acc: 0.6038, loss_cls: 2.9577, loss: 2.9577, grad_norm: 0.8881 2021-02-19 15:43:22,062 - mmaction - INFO - Epoch [65][340/470] lr: 6.828e-01, eta: 3 days, 2:08:33, time: 2.465, data_time: 0.006, memory: 25994, top1_acc: 0.3461, top5_acc: 0.6006, loss_cls: 2.9752, loss: 2.9752, grad_norm: 0.8920 2021-02-19 15:44:09,456 - mmaction - INFO - Epoch [65][360/470] lr: 6.828e-01, eta: 3 days, 2:06:58, time: 2.370, data_time: 0.007, memory: 25994, top1_acc: 0.3518, top5_acc: 0.6094, loss_cls: 2.9614, loss: 2.9614, grad_norm: 0.8866 2021-02-19 15:44:59,483 - mmaction - INFO - Epoch [65][380/470] lr: 6.828e-01, eta: 3 days, 2:05:31, time: 2.501, data_time: 0.005, memory: 25994, top1_acc: 0.3434, top5_acc: 0.6011, loss_cls: 2.9850, loss: 2.9850, grad_norm: 0.8919 2021-02-19 15:45:52,980 - mmaction - INFO - Epoch [65][400/470] lr: 6.828e-01, eta: 3 days, 2:04:14, time: 2.663, data_time: 0.005, memory: 25994, top1_acc: 0.3391, top5_acc: 0.6042, loss_cls: 2.9701, loss: 2.9701, grad_norm: 0.8936 2021-02-19 15:46:45,881 - mmaction - INFO - Epoch [65][420/470] lr: 6.828e-01, eta: 3 days, 2:02:56, time: 2.653, data_time: 0.018, memory: 25994, top1_acc: 0.3533, top5_acc: 0.6120, loss_cls: 2.9519, loss: 2.9519, grad_norm: 0.8906 2021-02-19 15:47:29,477 - mmaction - INFO - Epoch [65][440/470] lr: 6.828e-01, eta: 3 days, 2:01:11, time: 2.186, data_time: 0.014, memory: 25994, top1_acc: 0.3562, top5_acc: 0.6132, loss_cls: 2.9160, loss: 2.9160, grad_norm: 0.8871 2021-02-19 15:48:18,916 - mmaction - INFO - Epoch [65][460/470] lr: 6.828e-01, eta: 3 days, 1:59:41, time: 2.460, data_time: 0.004, memory: 25994, top1_acc: 0.3429, top5_acc: 0.5900, loss_cls: 3.0229, loss: 3.0229, grad_norm: 0.9081 2021-02-19 15:57:51,298 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-19 15:57:52,203 - mmaction - INFO - top1_acc 0.3345 top5_acc 0.5988 2021-02-19 15:57:52,203 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-19 15:57:52,271 - mmaction - INFO - mean_acc 0.3343 2021-02-19 15:57:52,280 - mmaction - INFO - Epoch(val) [65][470] top1_acc: 0.3345, top5_acc: 0.5988, mean_class_accuracy: 0.3343 2021-02-19 16:02:48,588 - mmaction - INFO - Epoch [66][20/470] lr: 6.794e-01, eta: 3 days, 2:08:21, time: 14.810, data_time: 12.208, memory: 25994, top1_acc: 0.3550, top5_acc: 0.6080, loss_cls: 2.9329, loss: 2.9329, grad_norm: 0.8892 2021-02-19 16:03:35,007 - mmaction - INFO - Epoch [66][40/470] lr: 6.794e-01, eta: 3 days, 2:06:42, time: 2.310, data_time: 0.018, memory: 25994, top1_acc: 0.3530, top5_acc: 0.6099, loss_cls: 2.9370, loss: 2.9370, grad_norm: 0.8979 2021-02-19 16:04:28,091 - mmaction - INFO - Epoch [66][60/470] lr: 6.794e-01, eta: 3 days, 2:05:25, time: 2.667, data_time: 0.023, memory: 25994, top1_acc: 0.3497, top5_acc: 0.6015, loss_cls: 2.9634, loss: 2.9634, grad_norm: 0.8937 2021-02-19 16:05:14,773 - mmaction - INFO - Epoch [66][80/470] lr: 6.794e-01, eta: 3 days, 2:03:47, time: 2.323, data_time: 0.004, memory: 25994, top1_acc: 0.3540, top5_acc: 0.6083, loss_cls: 2.9448, loss: 2.9448, grad_norm: 0.8993 2021-02-19 16:06:03,383 - mmaction - INFO - Epoch [66][100/470] lr: 6.794e-01, eta: 3 days, 2:02:17, time: 2.439, data_time: 0.016, memory: 25994, top1_acc: 0.3516, top5_acc: 0.6087, loss_cls: 2.9420, loss: 2.9420, grad_norm: 0.8874 2021-02-19 16:06:49,443 - mmaction - INFO - Epoch [66][120/470] lr: 6.794e-01, eta: 3 days, 2:00:38, time: 2.305, data_time: 0.010, memory: 25994, top1_acc: 0.3570, top5_acc: 0.6139, loss_cls: 2.9019, loss: 2.9019, grad_norm: 0.9048 2021-02-19 16:07:38,475 - mmaction - INFO - Epoch [66][140/470] lr: 6.794e-01, eta: 3 days, 1:59:08, time: 2.445, data_time: 0.009, memory: 25994, top1_acc: 0.3517, top5_acc: 0.5979, loss_cls: 2.9511, loss: 2.9511, grad_norm: 0.8898 2021-02-19 16:08:32,472 - mmaction - INFO - Epoch [66][160/470] lr: 6.794e-01, eta: 3 days, 1:57:53, time: 2.708, data_time: 0.020, memory: 25994, top1_acc: 0.3499, top5_acc: 0.6005, loss_cls: 2.9557, loss: 2.9557, grad_norm: 0.8968 2021-02-19 16:09:20,818 - mmaction - INFO - Epoch [66][180/470] lr: 6.794e-01, eta: 3 days, 1:56:21, time: 2.416, data_time: 0.007, memory: 25994, top1_acc: 0.3516, top5_acc: 0.6071, loss_cls: 2.9305, loss: 2.9305, grad_norm: 0.8932 2021-02-19 16:10:12,663 - mmaction - INFO - Epoch [66][200/470] lr: 6.794e-01, eta: 3 days, 1:55:00, time: 2.593, data_time: 0.007, memory: 25994, top1_acc: 0.3545, top5_acc: 0.6162, loss_cls: 2.9068, loss: 2.9068, grad_norm: 0.8928 2021-02-19 16:11:00,352 - mmaction - INFO - Epoch [66][220/470] lr: 6.794e-01, eta: 3 days, 1:53:26, time: 2.386, data_time: 0.005, memory: 25994, top1_acc: 0.3400, top5_acc: 0.6002, loss_cls: 2.9976, loss: 2.9976, grad_norm: 0.8920 2021-02-19 16:11:57,379 - mmaction - INFO - Epoch [66][240/470] lr: 6.794e-01, eta: 3 days, 1:52:19, time: 2.840, data_time: 0.004, memory: 25994, top1_acc: 0.3515, top5_acc: 0.5990, loss_cls: 2.9786, loss: 2.9786, grad_norm: 0.9013 2021-02-19 16:12:45,904 - mmaction - INFO - Epoch [66][260/470] lr: 6.794e-01, eta: 3 days, 1:50:49, time: 2.436, data_time: 0.014, memory: 25994, top1_acc: 0.3454, top5_acc: 0.6059, loss_cls: 2.9680, loss: 2.9680, grad_norm: 0.9084 2021-02-19 16:13:42,773 - mmaction - INFO - Epoch [66][280/470] lr: 6.794e-01, eta: 3 days, 1:49:42, time: 2.834, data_time: 0.006, memory: 25994, top1_acc: 0.3540, top5_acc: 0.6072, loss_cls: 2.9417, loss: 2.9417, grad_norm: 0.9014 2021-02-19 16:14:31,835 - mmaction - INFO - Epoch [66][300/470] lr: 6.794e-01, eta: 3 days, 1:48:13, time: 2.463, data_time: 0.019, memory: 25994, top1_acc: 0.3437, top5_acc: 0.5983, loss_cls: 2.9965, loss: 2.9965, grad_norm: 0.8878 2021-02-19 16:15:21,891 - mmaction - INFO - Epoch [66][320/470] lr: 6.794e-01, eta: 3 days, 1:46:46, time: 2.496, data_time: 0.005, memory: 25994, top1_acc: 0.3486, top5_acc: 0.6009, loss_cls: 2.9556, loss: 2.9556, grad_norm: 0.8988 2021-02-19 16:16:14,751 - mmaction - INFO - Epoch [66][340/470] lr: 6.794e-01, eta: 3 days, 1:45:28, time: 2.648, data_time: 0.010, memory: 25994, top1_acc: 0.3431, top5_acc: 0.6027, loss_cls: 2.9750, loss: 2.9750, grad_norm: 0.8996 2021-02-19 16:17:09,417 - mmaction - INFO - Epoch [66][360/470] lr: 6.794e-01, eta: 3 days, 1:44:15, time: 2.732, data_time: 0.008, memory: 25994, top1_acc: 0.3508, top5_acc: 0.6074, loss_cls: 2.9535, loss: 2.9535, grad_norm: 0.8979 2021-02-19 16:17:57,003 - mmaction - INFO - Epoch [66][380/470] lr: 6.794e-01, eta: 3 days, 1:42:42, time: 2.383, data_time: 0.010, memory: 25994, top1_acc: 0.3514, top5_acc: 0.6099, loss_cls: 2.9504, loss: 2.9504, grad_norm: 0.8947 2021-02-19 16:18:46,265 - mmaction - INFO - Epoch [66][400/470] lr: 6.794e-01, eta: 3 days, 1:41:13, time: 2.463, data_time: 0.006, memory: 25994, top1_acc: 0.3432, top5_acc: 0.6000, loss_cls: 2.9860, loss: 2.9860, grad_norm: 0.8913 2021-02-19 16:19:38,636 - mmaction - INFO - Epoch [66][420/470] lr: 6.794e-01, eta: 3 days, 1:39:52, time: 2.592, data_time: 0.021, memory: 25994, top1_acc: 0.3522, top5_acc: 0.6026, loss_cls: 2.9568, loss: 2.9568, grad_norm: 0.8965 2021-02-19 16:20:28,690 - mmaction - INFO - Epoch [66][440/470] lr: 6.794e-01, eta: 3 days, 1:38:27, time: 2.526, data_time: 0.034, memory: 25994, top1_acc: 0.3472, top5_acc: 0.6038, loss_cls: 2.9762, loss: 2.9762, grad_norm: 0.8928 2021-02-19 16:21:30,383 - mmaction - INFO - Epoch [66][460/470] lr: 6.794e-01, eta: 3 days, 1:37:35, time: 3.089, data_time: 0.009, memory: 25994, top1_acc: 0.3467, top5_acc: 0.6008, loss_cls: 2.9735, loss: 2.9735, grad_norm: 0.9017 2021-02-19 16:27:46,946 - mmaction - INFO - Epoch [67][20/470] lr: 6.758e-01, eta: 3 days, 1:47:57, time: 16.813, data_time: 14.270, memory: 25994, top1_acc: 0.3524, top5_acc: 0.6114, loss_cls: 2.9245, loss: 2.9245, grad_norm: 0.8995 2021-02-19 16:28:46,504 - mmaction - INFO - Epoch [67][40/470] lr: 6.758e-01, eta: 3 days, 1:46:57, time: 2.966, data_time: 0.016, memory: 25994, top1_acc: 0.3625, top5_acc: 0.6121, loss_cls: 2.9041, loss: 2.9041, grad_norm: 0.8891 2021-02-19 16:29:37,130 - mmaction - INFO - Epoch [67][60/470] lr: 6.758e-01, eta: 3 days, 1:45:33, time: 2.548, data_time: 0.035, memory: 25994, top1_acc: 0.3563, top5_acc: 0.6089, loss_cls: 2.9248, loss: 2.9248, grad_norm: 0.8845 2021-02-19 16:30:27,071 - mmaction - INFO - Epoch [67][80/470] lr: 6.758e-01, eta: 3 days, 1:44:06, time: 2.501, data_time: 0.012, memory: 25994, top1_acc: 0.3510, top5_acc: 0.6104, loss_cls: 2.9417, loss: 2.9417, grad_norm: 0.9041 2021-02-19 16:31:15,221 - mmaction - INFO - Epoch [67][100/470] lr: 6.758e-01, eta: 3 days, 1:42:34, time: 2.404, data_time: 0.006, memory: 25994, top1_acc: 0.3546, top5_acc: 0.6111, loss_cls: 2.9163, loss: 2.9163, grad_norm: 0.8888 2021-02-19 16:32:05,230 - mmaction - INFO - Epoch [67][120/470] lr: 6.758e-01, eta: 3 days, 1:41:07, time: 2.505, data_time: 0.008, memory: 25994, top1_acc: 0.3516, top5_acc: 0.5995, loss_cls: 2.9528, loss: 2.9528, grad_norm: 0.8898 2021-02-19 16:32:54,340 - mmaction - INFO - Epoch [67][140/470] lr: 6.758e-01, eta: 3 days, 1:39:38, time: 2.453, data_time: 0.005, memory: 25994, top1_acc: 0.3618, top5_acc: 0.6123, loss_cls: 2.9162, loss: 2.9162, grad_norm: 0.9063 2021-02-19 16:33:44,223 - mmaction - INFO - Epoch [67][160/470] lr: 6.758e-01, eta: 3 days, 1:38:11, time: 2.490, data_time: 0.008, memory: 25994, top1_acc: 0.3478, top5_acc: 0.6027, loss_cls: 2.9683, loss: 2.9683, grad_norm: 0.8999 2021-02-19 16:34:29,695 - mmaction - INFO - Epoch [67][180/470] lr: 6.758e-01, eta: 3 days, 1:36:32, time: 2.278, data_time: 0.013, memory: 25994, top1_acc: 0.3489, top5_acc: 0.6017, loss_cls: 2.9898, loss: 2.9898, grad_norm: 0.9081 2021-02-19 16:35:14,959 - mmaction - INFO - Epoch [67][200/470] lr: 6.758e-01, eta: 3 days, 1:34:52, time: 2.264, data_time: 0.006, memory: 25994, top1_acc: 0.3524, top5_acc: 0.6012, loss_cls: 2.9782, loss: 2.9782, grad_norm: 0.9008 2021-02-19 16:36:07,022 - mmaction - INFO - Epoch [67][220/470] lr: 6.758e-01, eta: 3 days, 1:33:31, time: 2.603, data_time: 0.006, memory: 25994, top1_acc: 0.3602, top5_acc: 0.6122, loss_cls: 2.9138, loss: 2.9138, grad_norm: 0.9013 2021-02-19 16:36:57,270 - mmaction - INFO - Epoch [67][240/470] lr: 6.758e-01, eta: 3 days, 1:32:05, time: 2.511, data_time: 0.006, memory: 25994, top1_acc: 0.3517, top5_acc: 0.6019, loss_cls: 2.9716, loss: 2.9716, grad_norm: 0.8996 2021-02-19 16:37:52,252 - mmaction - INFO - Epoch [67][260/470] lr: 6.758e-01, eta: 3 days, 1:30:53, time: 2.750, data_time: 0.009, memory: 25994, top1_acc: 0.3473, top5_acc: 0.6064, loss_cls: 2.9546, loss: 2.9546, grad_norm: 0.8782 2021-02-19 16:38:56,093 - mmaction - INFO - Epoch [67][280/470] lr: 6.758e-01, eta: 3 days, 1:30:06, time: 3.187, data_time: 0.006, memory: 25994, top1_acc: 0.3571, top5_acc: 0.6042, loss_cls: 2.9497, loss: 2.9497, grad_norm: 0.8798 2021-02-19 16:39:41,370 - mmaction - INFO - Epoch [67][300/470] lr: 6.758e-01, eta: 3 days, 1:28:27, time: 2.269, data_time: 0.012, memory: 25994, top1_acc: 0.3548, top5_acc: 0.6106, loss_cls: 2.9168, loss: 2.9168, grad_norm: 0.8981 2021-02-19 16:40:33,518 - mmaction - INFO - Epoch [67][320/470] lr: 6.758e-01, eta: 3 days, 1:27:06, time: 2.597, data_time: 0.006, memory: 25994, top1_acc: 0.3470, top5_acc: 0.6006, loss_cls: 2.9754, loss: 2.9754, grad_norm: 0.9098 2021-02-19 16:41:21,717 - mmaction - INFO - Epoch [67][340/470] lr: 6.758e-01, eta: 3 days, 1:25:35, time: 2.412, data_time: 0.015, memory: 25994, top1_acc: 0.3463, top5_acc: 0.5995, loss_cls: 2.9712, loss: 2.9712, grad_norm: 0.8841 2021-02-19 16:42:11,930 - mmaction - INFO - Epoch [67][360/470] lr: 6.758e-01, eta: 3 days, 1:24:09, time: 2.511, data_time: 0.015, memory: 25994, top1_acc: 0.3458, top5_acc: 0.5992, loss_cls: 2.9983, loss: 2.9983, grad_norm: 0.9138 2021-02-19 16:43:06,134 - mmaction - INFO - Epoch [67][380/470] lr: 6.758e-01, eta: 3 days, 1:22:54, time: 2.692, data_time: 0.015, memory: 25994, top1_acc: 0.3433, top5_acc: 0.6114, loss_cls: 2.9490, loss: 2.9490, grad_norm: 0.8907 2021-02-19 16:43:53,935 - mmaction - INFO - Epoch [67][400/470] lr: 6.758e-01, eta: 3 days, 1:21:23, time: 2.418, data_time: 0.032, memory: 25994, top1_acc: 0.3458, top5_acc: 0.5980, loss_cls: 2.9760, loss: 2.9760, grad_norm: 0.9114 2021-02-19 16:44:44,592 - mmaction - INFO - Epoch [67][420/470] lr: 6.758e-01, eta: 3 days, 1:19:59, time: 2.527, data_time: 0.007, memory: 25994, top1_acc: 0.3551, top5_acc: 0.6114, loss_cls: 2.9320, loss: 2.9320, grad_norm: 0.8955 2021-02-19 16:45:36,109 - mmaction - INFO - Epoch [67][440/470] lr: 6.758e-01, eta: 3 days, 1:18:37, time: 2.580, data_time: 0.012, memory: 25994, top1_acc: 0.3478, top5_acc: 0.6014, loss_cls: 2.9826, loss: 2.9826, grad_norm: 0.9057 2021-02-19 16:46:25,928 - mmaction - INFO - Epoch [67][460/470] lr: 6.758e-01, eta: 3 days, 1:17:11, time: 2.490, data_time: 0.018, memory: 25994, top1_acc: 0.3403, top5_acc: 0.5945, loss_cls: 2.9945, loss: 2.9945, grad_norm: 0.9035 2021-02-19 16:52:47,368 - mmaction - INFO - Epoch [68][20/470] lr: 6.722e-01, eta: 3 days, 1:27:26, time: 16.947, data_time: 13.467, memory: 25994, top1_acc: 0.3578, top5_acc: 0.6162, loss_cls: 2.9149, loss: 2.9149, grad_norm: 0.9156 2021-02-19 16:53:46,548 - mmaction - INFO - Epoch [68][40/470] lr: 6.722e-01, eta: 3 days, 1:26:25, time: 2.953, data_time: 0.010, memory: 25994, top1_acc: 0.3526, top5_acc: 0.6086, loss_cls: 2.9492, loss: 2.9492, grad_norm: 0.8857 2021-02-19 16:54:33,145 - mmaction - INFO - Epoch [68][60/470] lr: 6.722e-01, eta: 3 days, 1:24:49, time: 2.333, data_time: 0.021, memory: 25994, top1_acc: 0.3480, top5_acc: 0.6131, loss_cls: 2.9070, loss: 2.9070, grad_norm: 0.8978 2021-02-19 16:55:21,166 - mmaction - INFO - Epoch [68][80/470] lr: 6.722e-01, eta: 3 days, 1:23:17, time: 2.398, data_time: 0.006, memory: 25994, top1_acc: 0.3548, top5_acc: 0.6103, loss_cls: 2.9337, loss: 2.9337, grad_norm: 0.9039 2021-02-19 16:56:09,635 - mmaction - INFO - Epoch [68][100/470] lr: 6.722e-01, eta: 3 days, 1:21:47, time: 2.428, data_time: 0.013, memory: 25994, top1_acc: 0.3574, top5_acc: 0.6104, loss_cls: 2.9325, loss: 2.9325, grad_norm: 0.9048 2021-02-19 16:56:57,137 - mmaction - INFO - Epoch [68][120/470] lr: 6.722e-01, eta: 3 days, 1:20:13, time: 2.377, data_time: 0.005, memory: 25994, top1_acc: 0.3508, top5_acc: 0.6102, loss_cls: 2.9415, loss: 2.9415, grad_norm: 0.8943 2021-02-19 16:57:45,970 - mmaction - INFO - Epoch [68][140/470] lr: 6.722e-01, eta: 3 days, 1:18:44, time: 2.440, data_time: 0.003, memory: 25994, top1_acc: 0.3554, top5_acc: 0.6075, loss_cls: 2.9484, loss: 2.9484, grad_norm: 0.8957 2021-02-19 16:58:35,983 - mmaction - INFO - Epoch [68][160/470] lr: 6.722e-01, eta: 3 days, 1:17:17, time: 2.494, data_time: 0.005, memory: 25994, top1_acc: 0.3599, top5_acc: 0.6131, loss_cls: 2.9126, loss: 2.9126, grad_norm: 0.9061 2021-02-19 16:59:27,012 - mmaction - INFO - Epoch [68][180/470] lr: 6.722e-01, eta: 3 days, 1:15:54, time: 2.559, data_time: 0.012, memory: 25994, top1_acc: 0.3485, top5_acc: 0.6062, loss_cls: 2.9472, loss: 2.9472, grad_norm: 0.8986 2021-02-19 17:00:14,186 - mmaction - INFO - Epoch [68][200/470] lr: 6.722e-01, eta: 3 days, 1:14:20, time: 2.358, data_time: 0.004, memory: 25994, top1_acc: 0.3611, top5_acc: 0.6112, loss_cls: 2.9107, loss: 2.9107, grad_norm: 0.8966 2021-02-19 17:01:03,252 - mmaction - INFO - Epoch [68][220/470] lr: 6.722e-01, eta: 3 days, 1:12:52, time: 2.454, data_time: 0.004, memory: 25994, top1_acc: 0.3485, top5_acc: 0.6069, loss_cls: 2.9660, loss: 2.9660, grad_norm: 0.9120 2021-02-19 17:01:51,975 - mmaction - INFO - Epoch [68][240/470] lr: 6.722e-01, eta: 3 days, 1:11:22, time: 2.436, data_time: 0.007, memory: 25994, top1_acc: 0.3591, top5_acc: 0.6107, loss_cls: 2.9245, loss: 2.9245, grad_norm: 0.8950 2021-02-19 17:02:37,071 - mmaction - INFO - Epoch [68][260/470] lr: 6.722e-01, eta: 3 days, 1:09:43, time: 2.255, data_time: 0.008, memory: 25994, top1_acc: 0.3460, top5_acc: 0.6068, loss_cls: 2.9756, loss: 2.9756, grad_norm: 0.9127 2021-02-19 17:03:23,513 - mmaction - INFO - Epoch [68][280/470] lr: 6.722e-01, eta: 3 days, 1:08:07, time: 2.320, data_time: 0.010, memory: 25994, top1_acc: 0.3495, top5_acc: 0.6004, loss_cls: 2.9793, loss: 2.9793, grad_norm: 0.9014 2021-02-19 17:04:11,976 - mmaction - INFO - Epoch [68][300/470] lr: 6.722e-01, eta: 3 days, 1:06:37, time: 2.425, data_time: 0.006, memory: 25994, top1_acc: 0.3564, top5_acc: 0.6041, loss_cls: 2.9465, loss: 2.9465, grad_norm: 0.9049 2021-02-19 17:05:05,023 - mmaction - INFO - Epoch [68][320/470] lr: 6.722e-01, eta: 3 days, 1:05:19, time: 2.653, data_time: 0.008, memory: 25994, top1_acc: 0.3494, top5_acc: 0.5988, loss_cls: 2.9939, loss: 2.9939, grad_norm: 0.8885 2021-02-19 17:05:56,550 - mmaction - INFO - Epoch [68][340/470] lr: 6.722e-01, eta: 3 days, 1:03:58, time: 2.573, data_time: 0.006, memory: 25994, top1_acc: 0.3461, top5_acc: 0.6067, loss_cls: 2.9440, loss: 2.9440, grad_norm: 0.8967 2021-02-19 17:06:43,831 - mmaction - INFO - Epoch [68][360/470] lr: 6.722e-01, eta: 3 days, 1:02:25, time: 2.366, data_time: 0.008, memory: 25994, top1_acc: 0.3567, top5_acc: 0.6087, loss_cls: 2.9120, loss: 2.9120, grad_norm: 0.9001 2021-02-19 17:07:30,245 - mmaction - INFO - Epoch [68][380/470] lr: 6.722e-01, eta: 3 days, 1:00:49, time: 2.315, data_time: 0.006, memory: 25994, top1_acc: 0.3515, top5_acc: 0.6006, loss_cls: 2.9611, loss: 2.9611, grad_norm: 0.8944 2021-02-19 17:08:29,997 - mmaction - INFO - Epoch [68][400/470] lr: 6.722e-01, eta: 3 days, 0:59:43, time: 2.856, data_time: 0.072, memory: 25994, top1_acc: 0.3538, top5_acc: 0.6092, loss_cls: 2.9193, loss: 2.9193, grad_norm: 0.8945 2021-02-19 17:09:19,672 - mmaction - INFO - Epoch [68][420/470] lr: 6.722e-01, eta: 3 days, 0:58:24, time: 2.616, data_time: 0.144, memory: 25994, top1_acc: 0.3455, top5_acc: 0.5956, loss_cls: 2.9847, loss: 2.9847, grad_norm: 0.8892 2021-02-19 17:10:05,809 - mmaction - INFO - Epoch [68][440/470] lr: 6.722e-01, eta: 3 days, 0:56:48, time: 2.312, data_time: 0.011, memory: 25994, top1_acc: 0.3532, top5_acc: 0.6021, loss_cls: 2.9492, loss: 2.9492, grad_norm: 0.9013 2021-02-19 17:10:54,453 - mmaction - INFO - Epoch [68][460/470] lr: 6.722e-01, eta: 3 days, 0:55:19, time: 2.433, data_time: 0.006, memory: 25994, top1_acc: 0.3424, top5_acc: 0.6001, loss_cls: 2.9882, loss: 2.9882, grad_norm: 0.8924 2021-02-19 17:11:35,422 - mmaction - INFO - Saving checkpoint at 68 epochs 2021-02-19 17:17:43,688 - mmaction - INFO - Epoch [69][20/470] lr: 6.686e-01, eta: 3 days, 1:06:29, time: 18.208, data_time: 14.292, memory: 25994, top1_acc: 0.3447, top5_acc: 0.6100, loss_cls: 2.9359, loss: 2.9359, grad_norm: 0.9010 2021-02-19 17:18:28,926 - mmaction - INFO - Epoch [69][40/470] lr: 6.686e-01, eta: 3 days, 1:04:50, time: 2.265, data_time: 0.009, memory: 25994, top1_acc: 0.3565, top5_acc: 0.6175, loss_cls: 2.8875, loss: 2.8875, grad_norm: 0.9005 2021-02-19 17:19:21,544 - mmaction - INFO - Epoch [69][60/470] lr: 6.686e-01, eta: 3 days, 1:03:31, time: 2.623, data_time: 0.004, memory: 25994, top1_acc: 0.3548, top5_acc: 0.6092, loss_cls: 2.9263, loss: 2.9263, grad_norm: 0.8883 2021-02-19 17:20:14,309 - mmaction - INFO - Epoch [69][80/470] lr: 6.686e-01, eta: 3 days, 1:02:13, time: 2.647, data_time: 0.024, memory: 25994, top1_acc: 0.3605, top5_acc: 0.6137, loss_cls: 2.8984, loss: 2.8984, grad_norm: 0.9051 2021-02-19 17:21:15,017 - mmaction - INFO - Epoch [69][100/470] lr: 6.686e-01, eta: 3 days, 1:01:16, time: 3.013, data_time: 0.008, memory: 25994, top1_acc: 0.3531, top5_acc: 0.6152, loss_cls: 2.9231, loss: 2.9231, grad_norm: 0.8875 2021-02-19 17:22:03,865 - mmaction - INFO - Epoch [69][120/470] lr: 6.686e-01, eta: 3 days, 0:59:47, time: 2.461, data_time: 0.027, memory: 25994, top1_acc: 0.3497, top5_acc: 0.6139, loss_cls: 2.9320, loss: 2.9320, grad_norm: 0.9159 2021-02-19 17:22:55,928 - mmaction - INFO - Epoch [69][140/470] lr: 6.686e-01, eta: 3 days, 0:58:27, time: 2.605, data_time: 0.007, memory: 25994, top1_acc: 0.3549, top5_acc: 0.6118, loss_cls: 2.9484, loss: 2.9484, grad_norm: 0.8935 2021-02-19 17:23:42,877 - mmaction - INFO - Epoch [69][160/470] lr: 6.686e-01, eta: 3 days, 0:56:53, time: 2.346, data_time: 0.007, memory: 25994, top1_acc: 0.3544, top5_acc: 0.6086, loss_cls: 2.9531, loss: 2.9531, grad_norm: 0.9038 2021-02-19 17:24:33,078 - mmaction - INFO - Epoch [69][180/470] lr: 6.686e-01, eta: 3 days, 0:55:28, time: 2.509, data_time: 0.012, memory: 25994, top1_acc: 0.3535, top5_acc: 0.6063, loss_cls: 2.9242, loss: 2.9242, grad_norm: 0.8947 2021-02-19 17:25:26,192 - mmaction - INFO - Epoch [69][200/470] lr: 6.686e-01, eta: 3 days, 0:54:11, time: 2.660, data_time: 0.009, memory: 25994, top1_acc: 0.3555, top5_acc: 0.6064, loss_cls: 2.9417, loss: 2.9417, grad_norm: 0.9100 2021-02-19 17:26:11,429 - mmaction - INFO - Epoch [69][220/470] lr: 6.686e-01, eta: 3 days, 0:52:32, time: 2.260, data_time: 0.004, memory: 25994, top1_acc: 0.3559, top5_acc: 0.6122, loss_cls: 2.9396, loss: 2.9396, grad_norm: 0.8997 2021-02-19 17:27:01,891 - mmaction - INFO - Epoch [69][240/470] lr: 6.686e-01, eta: 3 days, 0:51:08, time: 2.523, data_time: 0.007, memory: 25994, top1_acc: 0.3510, top5_acc: 0.5985, loss_cls: 2.9822, loss: 2.9822, grad_norm: 0.9019 2021-02-19 17:27:51,958 - mmaction - INFO - Epoch [69][260/470] lr: 6.686e-01, eta: 3 days, 0:49:42, time: 2.496, data_time: 0.007, memory: 25994, top1_acc: 0.3511, top5_acc: 0.6019, loss_cls: 2.9549, loss: 2.9549, grad_norm: 0.8922 2021-02-19 17:28:40,989 - mmaction - INFO - Epoch [69][280/470] lr: 6.686e-01, eta: 3 days, 0:48:13, time: 2.445, data_time: 0.014, memory: 25994, top1_acc: 0.3564, top5_acc: 0.6119, loss_cls: 2.9202, loss: 2.9202, grad_norm: 0.8987 2021-02-19 17:29:27,486 - mmaction - INFO - Epoch [69][300/470] lr: 6.686e-01, eta: 3 days, 0:46:39, time: 2.341, data_time: 0.021, memory: 25994, top1_acc: 0.3488, top5_acc: 0.6067, loss_cls: 2.9555, loss: 2.9555, grad_norm: 0.8981 2021-02-19 17:30:15,493 - mmaction - INFO - Epoch [69][320/470] lr: 6.686e-01, eta: 3 days, 0:45:08, time: 2.395, data_time: 0.005, memory: 25994, top1_acc: 0.3559, top5_acc: 0.6103, loss_cls: 2.9292, loss: 2.9292, grad_norm: 0.8838 2021-02-19 17:31:02,814 - mmaction - INFO - Epoch [69][340/470] lr: 6.686e-01, eta: 3 days, 0:43:36, time: 2.373, data_time: 0.012, memory: 25994, top1_acc: 0.3516, top5_acc: 0.6084, loss_cls: 2.9439, loss: 2.9439, grad_norm: 0.9073 2021-02-19 17:31:54,384 - mmaction - INFO - Epoch [69][360/470] lr: 6.686e-01, eta: 3 days, 0:42:15, time: 2.578, data_time: 0.004, memory: 25994, top1_acc: 0.3525, top5_acc: 0.6030, loss_cls: 2.9727, loss: 2.9727, grad_norm: 0.9116 2021-02-19 17:32:41,524 - mmaction - INFO - Epoch [69][380/470] lr: 6.686e-01, eta: 3 days, 0:40:41, time: 2.348, data_time: 0.005, memory: 25994, top1_acc: 0.3513, top5_acc: 0.6113, loss_cls: 2.9432, loss: 2.9432, grad_norm: 0.8907 2021-02-19 17:33:27,184 - mmaction - INFO - Epoch [69][400/470] lr: 6.686e-01, eta: 3 days, 0:39:04, time: 2.289, data_time: 0.014, memory: 25994, top1_acc: 0.3491, top5_acc: 0.6048, loss_cls: 2.9522, loss: 2.9522, grad_norm: 0.9137 2021-02-19 17:34:14,857 - mmaction - INFO - Epoch [69][420/470] lr: 6.686e-01, eta: 3 days, 0:37:33, time: 2.380, data_time: 0.007, memory: 25994, top1_acc: 0.3521, top5_acc: 0.6063, loss_cls: 2.9422, loss: 2.9422, grad_norm: 0.8941 2021-02-19 17:34:59,410 - mmaction - INFO - Epoch [69][440/470] lr: 6.686e-01, eta: 3 days, 0:35:53, time: 2.231, data_time: 0.014, memory: 25994, top1_acc: 0.3462, top5_acc: 0.6012, loss_cls: 2.9773, loss: 2.9773, grad_norm: 0.8981 2021-02-19 17:35:46,828 - mmaction - INFO - Epoch [69][460/470] lr: 6.686e-01, eta: 3 days, 0:34:21, time: 2.372, data_time: 0.017, memory: 25994, top1_acc: 0.3492, top5_acc: 0.5985, loss_cls: 2.9804, loss: 2.9804, grad_norm: 0.8939 2021-02-19 17:41:33,191 - mmaction - INFO - Epoch [70][20/470] lr: 6.650e-01, eta: 3 days, 0:42:40, time: 15.316, data_time: 12.594, memory: 25994, top1_acc: 0.3513, top5_acc: 0.6051, loss_cls: 2.9567, loss: 2.9567, grad_norm: 0.9033 2021-02-19 17:42:21,770 - mmaction - INFO - Epoch [70][40/470] lr: 6.650e-01, eta: 3 days, 0:41:11, time: 2.430, data_time: 0.014, memory: 25994, top1_acc: 0.3434, top5_acc: 0.6081, loss_cls: 2.9484, loss: 2.9484, grad_norm: 0.8937 2021-02-19 17:43:09,051 - mmaction - INFO - Epoch [70][60/470] lr: 6.650e-01, eta: 3 days, 0:39:38, time: 2.371, data_time: 0.011, memory: 25994, top1_acc: 0.3605, top5_acc: 0.6275, loss_cls: 2.8659, loss: 2.8659, grad_norm: 0.9129 2021-02-19 17:43:57,353 - mmaction - INFO - Epoch [70][80/470] lr: 6.650e-01, eta: 3 days, 0:38:08, time: 2.414, data_time: 0.004, memory: 25994, top1_acc: 0.3491, top5_acc: 0.6088, loss_cls: 2.9288, loss: 2.9288, grad_norm: 0.9022 2021-02-19 17:44:43,545 - mmaction - INFO - Epoch [70][100/470] lr: 6.650e-01, eta: 3 days, 0:36:32, time: 2.310, data_time: 0.006, memory: 25994, top1_acc: 0.3500, top5_acc: 0.6119, loss_cls: 2.9317, loss: 2.9317, grad_norm: 0.9018 2021-02-19 17:45:31,900 - mmaction - INFO - Epoch [70][120/470] lr: 6.650e-01, eta: 3 days, 0:35:03, time: 2.420, data_time: 0.007, memory: 25994, top1_acc: 0.3516, top5_acc: 0.6128, loss_cls: 2.9084, loss: 2.9084, grad_norm: 0.8999 2021-02-19 17:46:21,092 - mmaction - INFO - Epoch [70][140/470] lr: 6.650e-01, eta: 3 days, 0:33:35, time: 2.459, data_time: 0.004, memory: 25994, top1_acc: 0.3554, top5_acc: 0.6114, loss_cls: 2.9259, loss: 2.9259, grad_norm: 0.9066 2021-02-19 17:47:08,418 - mmaction - INFO - Epoch [70][160/470] lr: 6.650e-01, eta: 3 days, 0:32:03, time: 2.367, data_time: 0.004, memory: 25994, top1_acc: 0.3504, top5_acc: 0.5994, loss_cls: 2.9497, loss: 2.9497, grad_norm: 0.9233 2021-02-19 17:47:54,673 - mmaction - INFO - Epoch [70][180/470] lr: 6.650e-01, eta: 3 days, 0:30:26, time: 2.289, data_time: 0.004, memory: 25994, top1_acc: 0.3530, top5_acc: 0.6072, loss_cls: 2.9445, loss: 2.9445, grad_norm: 0.8936 2021-02-19 17:48:43,434 - mmaction - INFO - Epoch [70][200/470] lr: 6.650e-01, eta: 3 days, 0:28:59, time: 2.460, data_time: 0.026, memory: 25994, top1_acc: 0.3533, top5_acc: 0.6110, loss_cls: 2.9396, loss: 2.9396, grad_norm: 0.8962 2021-02-19 17:49:27,726 - mmaction - INFO - Epoch [70][220/470] lr: 6.650e-01, eta: 3 days, 0:27:19, time: 2.212, data_time: 0.006, memory: 25994, top1_acc: 0.3603, top5_acc: 0.6133, loss_cls: 2.9144, loss: 2.9144, grad_norm: 0.9037 2021-02-19 17:50:18,514 - mmaction - INFO - Epoch [70][240/470] lr: 6.650e-01, eta: 3 days, 0:25:56, time: 2.544, data_time: 0.007, memory: 25994, top1_acc: 0.3547, top5_acc: 0.6085, loss_cls: 2.9395, loss: 2.9395, grad_norm: 0.9175 2021-02-19 17:51:04,032 - mmaction - INFO - Epoch [70][260/470] lr: 6.650e-01, eta: 3 days, 0:24:19, time: 2.276, data_time: 0.003, memory: 25994, top1_acc: 0.3447, top5_acc: 0.6026, loss_cls: 2.9850, loss: 2.9850, grad_norm: 0.9037 2021-02-19 17:51:51,993 - mmaction - INFO - Epoch [70][280/470] lr: 6.650e-01, eta: 3 days, 0:22:49, time: 2.396, data_time: 0.003, memory: 25994, top1_acc: 0.3521, top5_acc: 0.6083, loss_cls: 2.9400, loss: 2.9400, grad_norm: 0.8986 2021-02-19 17:52:42,751 - mmaction - INFO - Epoch [70][300/470] lr: 6.650e-01, eta: 3 days, 0:21:26, time: 2.535, data_time: 0.016, memory: 25994, top1_acc: 0.3506, top5_acc: 0.6056, loss_cls: 2.9594, loss: 2.9594, grad_norm: 0.8922 2021-02-19 17:53:45,026 - mmaction - INFO - Epoch [70][320/470] lr: 6.650e-01, eta: 3 days, 0:20:34, time: 3.115, data_time: 0.008, memory: 25994, top1_acc: 0.3466, top5_acc: 0.6047, loss_cls: 2.9619, loss: 2.9619, grad_norm: 0.9025 2021-02-19 17:54:32,043 - mmaction - INFO - Epoch [70][340/470] lr: 6.650e-01, eta: 3 days, 0:19:01, time: 2.356, data_time: 0.007, memory: 25994, top1_acc: 0.3517, top5_acc: 0.6062, loss_cls: 2.9259, loss: 2.9259, grad_norm: 0.8969 2021-02-19 17:55:24,042 - mmaction - INFO - Epoch [70][360/470] lr: 6.650e-01, eta: 3 days, 0:17:42, time: 2.600, data_time: 0.002, memory: 25994, top1_acc: 0.3518, top5_acc: 0.6031, loss_cls: 2.9529, loss: 2.9529, grad_norm: 0.8910 2021-02-19 17:56:14,105 - mmaction - INFO - Epoch [70][380/470] lr: 6.650e-01, eta: 3 days, 0:16:17, time: 2.503, data_time: 0.002, memory: 25994, top1_acc: 0.3480, top5_acc: 0.6045, loss_cls: 2.9527, loss: 2.9527, grad_norm: 0.9081 2021-02-19 17:57:03,971 - mmaction - INFO - Epoch [70][400/470] lr: 6.650e-01, eta: 3 days, 0:14:52, time: 2.485, data_time: 0.002, memory: 25994, top1_acc: 0.3509, top5_acc: 0.6083, loss_cls: 2.9477, loss: 2.9477, grad_norm: 0.9080 2021-02-19 17:57:53,240 - mmaction - INFO - Epoch [70][420/470] lr: 6.650e-01, eta: 3 days, 0:13:25, time: 2.472, data_time: 0.018, memory: 25994, top1_acc: 0.3529, top5_acc: 0.6069, loss_cls: 2.9290, loss: 2.9290, grad_norm: 0.9003 2021-02-19 17:58:46,848 - mmaction - INFO - Epoch [70][440/470] lr: 6.650e-01, eta: 3 days, 0:12:10, time: 2.679, data_time: 0.010, memory: 25994, top1_acc: 0.3612, top5_acc: 0.6146, loss_cls: 2.9193, loss: 2.9193, grad_norm: 0.8935 2021-02-19 17:59:39,083 - mmaction - INFO - Epoch [70][460/470] lr: 6.650e-01, eta: 3 days, 0:10:52, time: 2.612, data_time: 0.009, memory: 25994, top1_acc: 0.3560, top5_acc: 0.6069, loss_cls: 2.9345, loss: 2.9345, grad_norm: 0.9091 2021-02-19 18:08:17,161 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-19 18:08:17,931 - mmaction - INFO - top1_acc 0.3472 top5_acc 0.6165 2021-02-19 18:08:17,931 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-19 18:08:17,990 - mmaction - INFO - mean_acc 0.3472 2021-02-19 18:08:18,084 - mmaction - INFO - Epoch(val) [70][470] top1_acc: 0.3472, top5_acc: 0.6165, mean_class_accuracy: 0.3472 2021-02-19 18:13:29,148 - mmaction - INFO - Epoch [71][20/470] lr: 6.613e-01, eta: 3 days, 0:19:11, time: 15.547, data_time: 13.158, memory: 25994, top1_acc: 0.3526, top5_acc: 0.6060, loss_cls: 2.9305, loss: 2.9305, grad_norm: 0.9143 2021-02-19 18:14:18,999 - mmaction - INFO - Epoch [71][40/470] lr: 6.613e-01, eta: 3 days, 0:17:45, time: 2.479, data_time: 0.008, memory: 25994, top1_acc: 0.3612, top5_acc: 0.6105, loss_cls: 2.9085, loss: 2.9085, grad_norm: 0.8822 2021-02-19 18:15:05,929 - mmaction - INFO - Epoch [71][60/470] lr: 6.613e-01, eta: 3 days, 0:16:13, time: 2.362, data_time: 0.019, memory: 25994, top1_acc: 0.3561, top5_acc: 0.6072, loss_cls: 2.9283, loss: 2.9283, grad_norm: 0.9029 2021-02-19 18:16:01,376 - mmaction - INFO - Epoch [71][80/470] lr: 6.613e-01, eta: 3 days, 0:14:55, time: 2.624, data_time: 0.007, memory: 25994, top1_acc: 0.3581, top5_acc: 0.6137, loss_cls: 2.9182, loss: 2.9182, grad_norm: 0.8983 2021-02-19 18:17:00,589 - mmaction - INFO - Epoch [71][100/470] lr: 6.613e-01, eta: 3 days, 0:14:02, time: 3.106, data_time: 0.156, memory: 25994, top1_acc: 0.3501, top5_acc: 0.6018, loss_cls: 2.9646, loss: 2.9646, grad_norm: 0.9001 2021-02-19 18:17:50,803 - mmaction - INFO - Epoch [71][120/470] lr: 6.613e-01, eta: 3 days, 0:12:38, time: 2.509, data_time: 0.009, memory: 25994, top1_acc: 0.3558, top5_acc: 0.6200, loss_cls: 2.9029, loss: 2.9029, grad_norm: 0.9110 2021-02-19 18:18:41,930 - mmaction - INFO - Epoch [71][140/470] lr: 6.613e-01, eta: 3 days, 0:11:16, time: 2.562, data_time: 0.014, memory: 25994, top1_acc: 0.3559, top5_acc: 0.6125, loss_cls: 2.9175, loss: 2.9175, grad_norm: 0.9028 2021-02-19 18:19:29,742 - mmaction - INFO - Epoch [71][160/470] lr: 6.613e-01, eta: 3 days, 0:09:46, time: 2.391, data_time: 0.013, memory: 25994, top1_acc: 0.3636, top5_acc: 0.6166, loss_cls: 2.9001, loss: 2.9001, grad_norm: 0.9106 2021-02-19 18:20:23,388 - mmaction - INFO - Epoch [71][180/470] lr: 6.613e-01, eta: 3 days, 0:08:30, time: 2.677, data_time: 0.006, memory: 25994, top1_acc: 0.3488, top5_acc: 0.6104, loss_cls: 2.9389, loss: 2.9389, grad_norm: 0.9068 2021-02-19 18:21:20,505 - mmaction - INFO - Epoch [71][200/470] lr: 6.613e-01, eta: 3 days, 0:07:24, time: 2.842, data_time: 0.012, memory: 25994, top1_acc: 0.3514, top5_acc: 0.6042, loss_cls: 2.9500, loss: 2.9500, grad_norm: 0.8972 2021-02-19 18:22:06,766 - mmaction - INFO - Epoch [71][220/470] lr: 6.613e-01, eta: 3 days, 0:05:50, time: 2.331, data_time: 0.031, memory: 25994, top1_acc: 0.3583, top5_acc: 0.6144, loss_cls: 2.8996, loss: 2.8996, grad_norm: 0.9161 2021-02-19 18:22:53,905 - mmaction - INFO - Epoch [71][240/470] lr: 6.613e-01, eta: 3 days, 0:04:18, time: 2.358, data_time: 0.004, memory: 25994, top1_acc: 0.3507, top5_acc: 0.6072, loss_cls: 2.9458, loss: 2.9458, grad_norm: 0.9124 2021-02-19 18:23:43,202 - mmaction - INFO - Epoch [71][260/470] lr: 6.613e-01, eta: 3 days, 0:02:51, time: 2.461, data_time: 0.003, memory: 25994, top1_acc: 0.3513, top5_acc: 0.6112, loss_cls: 2.9419, loss: 2.9419, grad_norm: 0.9157 2021-02-19 18:24:31,380 - mmaction - INFO - Epoch [71][280/470] lr: 6.613e-01, eta: 3 days, 0:01:22, time: 2.410, data_time: 0.011, memory: 25994, top1_acc: 0.3521, top5_acc: 0.6066, loss_cls: 2.9498, loss: 2.9498, grad_norm: 0.9221 2021-02-19 18:25:21,863 - mmaction - INFO - Epoch [71][300/470] lr: 6.613e-01, eta: 2 days, 23:59:59, time: 2.527, data_time: 0.006, memory: 25994, top1_acc: 0.3562, top5_acc: 0.6116, loss_cls: 2.9219, loss: 2.9219, grad_norm: 0.8886 2021-02-19 18:26:07,776 - mmaction - INFO - Epoch [71][320/470] lr: 6.613e-01, eta: 2 days, 23:58:24, time: 2.296, data_time: 0.010, memory: 25994, top1_acc: 0.3513, top5_acc: 0.6038, loss_cls: 2.9549, loss: 2.9549, grad_norm: 0.8976 2021-02-19 18:26:59,535 - mmaction - INFO - Epoch [71][340/470] lr: 6.613e-01, eta: 2 days, 23:57:04, time: 2.588, data_time: 0.008, memory: 25994, top1_acc: 0.3585, top5_acc: 0.6104, loss_cls: 2.9105, loss: 2.9105, grad_norm: 0.9040 2021-02-19 18:27:49,421 - mmaction - INFO - Epoch [71][360/470] lr: 6.613e-01, eta: 2 days, 23:55:39, time: 2.494, data_time: 0.008, memory: 25994, top1_acc: 0.3559, top5_acc: 0.6025, loss_cls: 2.9635, loss: 2.9635, grad_norm: 0.8963 2021-02-19 18:28:36,606 - mmaction - INFO - Epoch [71][380/470] lr: 6.613e-01, eta: 2 days, 23:54:08, time: 2.359, data_time: 0.004, memory: 25994, top1_acc: 0.3537, top5_acc: 0.6045, loss_cls: 2.9348, loss: 2.9348, grad_norm: 0.8905 2021-02-19 18:29:25,121 - mmaction - INFO - Epoch [71][400/470] lr: 6.613e-01, eta: 2 days, 23:52:40, time: 2.423, data_time: 0.008, memory: 25994, top1_acc: 0.3568, top5_acc: 0.6076, loss_cls: 2.9294, loss: 2.9294, grad_norm: 0.9146 2021-02-19 18:30:14,809 - mmaction - INFO - Epoch [71][420/470] lr: 6.613e-01, eta: 2 days, 23:51:14, time: 2.483, data_time: 0.010, memory: 25994, top1_acc: 0.3478, top5_acc: 0.5984, loss_cls: 2.9634, loss: 2.9634, grad_norm: 0.8866 2021-02-19 18:31:06,413 - mmaction - INFO - Epoch [71][440/470] lr: 6.613e-01, eta: 2 days, 23:49:54, time: 2.572, data_time: 0.036, memory: 25994, top1_acc: 0.3472, top5_acc: 0.6000, loss_cls: 2.9606, loss: 2.9606, grad_norm: 0.9097 2021-02-19 18:31:58,298 - mmaction - INFO - Epoch [71][460/470] lr: 6.613e-01, eta: 2 days, 23:48:35, time: 2.599, data_time: 0.016, memory: 25994, top1_acc: 0.3592, top5_acc: 0.6091, loss_cls: 2.9267, loss: 2.9267, grad_norm: 0.8999 2021-02-19 18:38:01,641 - mmaction - INFO - Epoch [72][20/470] lr: 6.575e-01, eta: 2 days, 23:57:15, time: 16.163, data_time: 13.490, memory: 25994, top1_acc: 0.3617, top5_acc: 0.6143, loss_cls: 2.8957, loss: 2.8957, grad_norm: 0.9070 2021-02-19 18:38:54,584 - mmaction - INFO - Epoch [72][40/470] lr: 6.575e-01, eta: 2 days, 23:55:59, time: 2.662, data_time: 0.026, memory: 25994, top1_acc: 0.3518, top5_acc: 0.6084, loss_cls: 2.9527, loss: 2.9527, grad_norm: 0.9181 2021-02-19 18:39:46,292 - mmaction - INFO - Epoch [72][60/470] lr: 6.575e-01, eta: 2 days, 23:54:39, time: 2.585, data_time: 0.004, memory: 25994, top1_acc: 0.3494, top5_acc: 0.6040, loss_cls: 2.9625, loss: 2.9625, grad_norm: 0.9001 2021-02-19 18:40:37,957 - mmaction - INFO - Epoch [72][80/470] lr: 6.575e-01, eta: 2 days, 23:53:19, time: 2.580, data_time: 0.010, memory: 25994, top1_acc: 0.3583, top5_acc: 0.6057, loss_cls: 2.9290, loss: 2.9290, grad_norm: 0.9144 2021-02-19 18:41:25,888 - mmaction - INFO - Epoch [72][100/470] lr: 6.575e-01, eta: 2 days, 23:51:49, time: 2.397, data_time: 0.009, memory: 25994, top1_acc: 0.3483, top5_acc: 0.6076, loss_cls: 2.9507, loss: 2.9507, grad_norm: 0.8994 2021-02-19 18:42:15,971 - mmaction - INFO - Epoch [72][120/470] lr: 6.575e-01, eta: 2 days, 23:50:25, time: 2.498, data_time: 0.007, memory: 25994, top1_acc: 0.3616, top5_acc: 0.6171, loss_cls: 2.9051, loss: 2.9051, grad_norm: 0.9224 2021-02-19 18:43:04,568 - mmaction - INFO - Epoch [72][140/470] lr: 6.575e-01, eta: 2 days, 23:48:57, time: 2.438, data_time: 0.017, memory: 25994, top1_acc: 0.3590, top5_acc: 0.6119, loss_cls: 2.9183, loss: 2.9183, grad_norm: 0.9113 2021-02-19 18:43:52,438 - mmaction - INFO - Epoch [72][160/470] lr: 6.575e-01, eta: 2 days, 23:47:27, time: 2.383, data_time: 0.004, memory: 25994, top1_acc: 0.3475, top5_acc: 0.6097, loss_cls: 2.9296, loss: 2.9296, grad_norm: 0.9143 2021-02-19 18:44:43,123 - mmaction - INFO - Epoch [72][180/470] lr: 6.575e-01, eta: 2 days, 23:46:04, time: 2.542, data_time: 0.017, memory: 25994, top1_acc: 0.3513, top5_acc: 0.6094, loss_cls: 2.9261, loss: 2.9261, grad_norm: 0.8975 2021-02-19 18:45:36,880 - mmaction - INFO - Epoch [72][200/470] lr: 6.575e-01, eta: 2 days, 23:44:50, time: 2.682, data_time: 0.012, memory: 25994, top1_acc: 0.3594, top5_acc: 0.6110, loss_cls: 2.9090, loss: 2.9090, grad_norm: 0.9016 2021-02-19 18:46:22,896 - mmaction - INFO - Epoch [72][220/470] lr: 6.575e-01, eta: 2 days, 23:43:16, time: 2.309, data_time: 0.013, memory: 25994, top1_acc: 0.3525, top5_acc: 0.6089, loss_cls: 2.9317, loss: 2.9317, grad_norm: 0.9030 2021-02-19 18:47:12,489 - mmaction - INFO - Epoch [72][240/470] lr: 6.575e-01, eta: 2 days, 23:41:50, time: 2.474, data_time: 0.007, memory: 25994, top1_acc: 0.3484, top5_acc: 0.6097, loss_cls: 2.9516, loss: 2.9516, grad_norm: 0.9198 2021-02-19 18:48:04,381 - mmaction - INFO - Epoch [72][260/470] lr: 6.575e-01, eta: 2 days, 23:40:31, time: 2.591, data_time: 0.010, memory: 25994, top1_acc: 0.3463, top5_acc: 0.6011, loss_cls: 2.9370, loss: 2.9370, grad_norm: 0.9064 2021-02-19 18:48:56,694 - mmaction - INFO - Epoch [72][280/470] lr: 6.575e-01, eta: 2 days, 23:39:12, time: 2.611, data_time: 0.039, memory: 25994, top1_acc: 0.3520, top5_acc: 0.6051, loss_cls: 2.9521, loss: 2.9521, grad_norm: 0.9059 2021-02-19 18:49:43,230 - mmaction - INFO - Epoch [72][300/470] lr: 6.575e-01, eta: 2 days, 23:37:40, time: 2.341, data_time: 0.019, memory: 25994, top1_acc: 0.3531, top5_acc: 0.6084, loss_cls: 2.9212, loss: 2.9212, grad_norm: 0.9039 2021-02-19 18:50:28,769 - mmaction - INFO - Epoch [72][320/470] lr: 6.575e-01, eta: 2 days, 23:36:04, time: 2.273, data_time: 0.006, memory: 25994, top1_acc: 0.3611, top5_acc: 0.6107, loss_cls: 2.9331, loss: 2.9331, grad_norm: 0.9002 2021-02-19 18:51:13,742 - mmaction - INFO - Epoch [72][340/470] lr: 6.575e-01, eta: 2 days, 23:34:28, time: 2.251, data_time: 0.012, memory: 25994, top1_acc: 0.3539, top5_acc: 0.6053, loss_cls: 2.9466, loss: 2.9466, grad_norm: 0.9088 2021-02-19 18:52:01,155 - mmaction - INFO - Epoch [72][360/470] lr: 6.575e-01, eta: 2 days, 23:32:57, time: 2.372, data_time: 0.009, memory: 25994, top1_acc: 0.3547, top5_acc: 0.6091, loss_cls: 2.9337, loss: 2.9337, grad_norm: 0.9068 2021-02-19 18:52:50,931 - mmaction - INFO - Epoch [72][380/470] lr: 6.575e-01, eta: 2 days, 23:31:33, time: 2.489, data_time: 0.003, memory: 25994, top1_acc: 0.3623, top5_acc: 0.6113, loss_cls: 2.9122, loss: 2.9122, grad_norm: 0.8987 2021-02-19 18:53:40,178 - mmaction - INFO - Epoch [72][400/470] lr: 6.575e-01, eta: 2 days, 23:30:07, time: 2.461, data_time: 0.005, memory: 25994, top1_acc: 0.3573, top5_acc: 0.6108, loss_cls: 2.9234, loss: 2.9234, grad_norm: 0.8950 2021-02-19 18:54:32,445 - mmaction - INFO - Epoch [72][420/470] lr: 6.575e-01, eta: 2 days, 23:28:49, time: 2.613, data_time: 0.005, memory: 25994, top1_acc: 0.3573, top5_acc: 0.6105, loss_cls: 2.9175, loss: 2.9175, grad_norm: 0.9106 2021-02-19 18:55:19,197 - mmaction - INFO - Epoch [72][440/470] lr: 6.575e-01, eta: 2 days, 23:27:17, time: 2.337, data_time: 0.006, memory: 25994, top1_acc: 0.3541, top5_acc: 0.6048, loss_cls: 2.9525, loss: 2.9525, grad_norm: 0.9076 2021-02-19 18:56:06,169 - mmaction - INFO - Epoch [72][460/470] lr: 6.575e-01, eta: 2 days, 23:25:45, time: 2.345, data_time: 0.005, memory: 25994, top1_acc: 0.3551, top5_acc: 0.6063, loss_cls: 2.9314, loss: 2.9314, grad_norm: 0.8889 2021-02-19 18:56:47,123 - mmaction - INFO - Saving checkpoint at 72 epochs 2021-02-19 19:02:05,376 - mmaction - INFO - Epoch [73][20/470] lr: 6.538e-01, eta: 2 days, 23:33:56, time: 15.819, data_time: 13.310, memory: 25994, top1_acc: 0.3490, top5_acc: 0.6114, loss_cls: 2.9308, loss: 2.9308, grad_norm: 0.9131 2021-02-19 19:02:52,833 - mmaction - INFO - Epoch [73][40/470] lr: 6.538e-01, eta: 2 days, 23:32:26, time: 2.372, data_time: 0.005, memory: 25994, top1_acc: 0.3525, top5_acc: 0.6085, loss_cls: 2.9366, loss: 2.9366, grad_norm: 0.9125 2021-02-19 19:03:39,021 - mmaction - INFO - Epoch [73][60/470] lr: 6.538e-01, eta: 2 days, 23:30:52, time: 2.310, data_time: 0.005, memory: 25994, top1_acc: 0.3523, top5_acc: 0.6097, loss_cls: 2.9321, loss: 2.9321, grad_norm: 0.9078 2021-02-19 19:04:27,446 - mmaction - INFO - Epoch [73][80/470] lr: 6.538e-01, eta: 2 days, 23:29:24, time: 2.420, data_time: 0.006, memory: 25994, top1_acc: 0.3522, top5_acc: 0.6122, loss_cls: 2.9193, loss: 2.9193, grad_norm: 0.9174 2021-02-19 19:05:15,626 - mmaction - INFO - Epoch [73][100/470] lr: 6.538e-01, eta: 2 days, 23:27:55, time: 2.404, data_time: 0.014, memory: 25994, top1_acc: 0.3525, top5_acc: 0.6098, loss_cls: 2.9296, loss: 2.9296, grad_norm: 0.9119 2021-02-19 19:06:01,583 - mmaction - INFO - Epoch [73][120/470] lr: 6.538e-01, eta: 2 days, 23:26:21, time: 2.304, data_time: 0.012, memory: 25994, top1_acc: 0.3576, top5_acc: 0.6129, loss_cls: 2.9046, loss: 2.9046, grad_norm: 0.9080 2021-02-19 19:06:52,608 - mmaction - INFO - Epoch [73][140/470] lr: 6.538e-01, eta: 2 days, 23:25:00, time: 2.542, data_time: 0.006, memory: 25994, top1_acc: 0.3563, top5_acc: 0.6166, loss_cls: 2.9227, loss: 2.9227, grad_norm: 0.9034 2021-02-19 19:07:38,770 - mmaction - INFO - Epoch [73][160/470] lr: 6.538e-01, eta: 2 days, 23:23:26, time: 2.318, data_time: 0.014, memory: 25994, top1_acc: 0.3625, top5_acc: 0.6166, loss_cls: 2.8730, loss: 2.8730, grad_norm: 0.9127 2021-02-19 19:08:32,767 - mmaction - INFO - Epoch [73][180/470] lr: 6.538e-01, eta: 2 days, 23:22:13, time: 2.697, data_time: 0.003, memory: 25994, top1_acc: 0.3511, top5_acc: 0.6035, loss_cls: 2.9507, loss: 2.9507, grad_norm: 0.9015 2021-02-19 19:09:22,388 - mmaction - INFO - Epoch [73][200/470] lr: 6.538e-01, eta: 2 days, 23:20:48, time: 2.483, data_time: 0.007, memory: 25994, top1_acc: 0.3566, top5_acc: 0.6070, loss_cls: 2.9333, loss: 2.9333, grad_norm: 0.8940 2021-02-19 19:10:12,645 - mmaction - INFO - Epoch [73][220/470] lr: 6.538e-01, eta: 2 days, 23:19:25, time: 2.513, data_time: 0.005, memory: 25994, top1_acc: 0.3558, top5_acc: 0.6122, loss_cls: 2.9310, loss: 2.9310, grad_norm: 0.9120 2021-02-19 19:10:59,347 - mmaction - INFO - Epoch [73][240/470] lr: 6.538e-01, eta: 2 days, 23:17:53, time: 2.335, data_time: 0.008, memory: 25994, top1_acc: 0.3522, top5_acc: 0.6104, loss_cls: 2.9349, loss: 2.9349, grad_norm: 0.9173 2021-02-19 19:11:55,451 - mmaction - INFO - Epoch [73][260/470] lr: 6.538e-01, eta: 2 days, 23:16:45, time: 2.806, data_time: 0.004, memory: 25994, top1_acc: 0.3474, top5_acc: 0.6021, loss_cls: 2.9596, loss: 2.9596, grad_norm: 0.9196 2021-02-19 19:12:45,867 - mmaction - INFO - Epoch [73][280/470] lr: 6.538e-01, eta: 2 days, 23:15:22, time: 2.521, data_time: 0.004, memory: 25994, top1_acc: 0.3547, top5_acc: 0.6067, loss_cls: 2.9341, loss: 2.9341, grad_norm: 0.9249 2021-02-19 19:13:32,709 - mmaction - INFO - Epoch [73][300/470] lr: 6.538e-01, eta: 2 days, 23:13:51, time: 2.340, data_time: 0.005, memory: 25994, top1_acc: 0.3612, top5_acc: 0.6102, loss_cls: 2.9147, loss: 2.9147, grad_norm: 0.8967 2021-02-19 19:14:20,060 - mmaction - INFO - Epoch [73][320/470] lr: 6.538e-01, eta: 2 days, 23:12:20, time: 2.361, data_time: 0.005, memory: 25994, top1_acc: 0.3455, top5_acc: 0.6058, loss_cls: 2.9537, loss: 2.9537, grad_norm: 0.9209 2021-02-19 19:15:10,487 - mmaction - INFO - Epoch [73][340/470] lr: 6.538e-01, eta: 2 days, 23:10:58, time: 2.528, data_time: 0.021, memory: 25994, top1_acc: 0.3501, top5_acc: 0.6130, loss_cls: 2.9168, loss: 2.9168, grad_norm: 0.9080 2021-02-19 19:16:07,695 - mmaction - INFO - Epoch [73][360/470] lr: 6.538e-01, eta: 2 days, 23:09:51, time: 2.828, data_time: 0.007, memory: 25994, top1_acc: 0.3484, top5_acc: 0.6065, loss_cls: 2.9536, loss: 2.9536, grad_norm: 0.9065 2021-02-19 19:17:05,140 - mmaction - INFO - Epoch [73][380/470] lr: 6.538e-01, eta: 2 days, 23:08:48, time: 2.905, data_time: 0.044, memory: 25994, top1_acc: 0.3584, top5_acc: 0.6123, loss_cls: 2.9075, loss: 2.9075, grad_norm: 0.9080 2021-02-19 19:17:51,422 - mmaction - INFO - Epoch [73][400/470] lr: 6.538e-01, eta: 2 days, 23:07:15, time: 2.312, data_time: 0.004, memory: 25994, top1_acc: 0.3561, top5_acc: 0.6097, loss_cls: 2.9366, loss: 2.9366, grad_norm: 0.9129 2021-02-19 19:18:41,783 - mmaction - INFO - Epoch [73][420/470] lr: 6.538e-01, eta: 2 days, 23:05:53, time: 2.520, data_time: 0.007, memory: 25994, top1_acc: 0.3599, top5_acc: 0.6164, loss_cls: 2.9065, loss: 2.9065, grad_norm: 0.9224 2021-02-19 19:19:30,877 - mmaction - INFO - Epoch [73][440/470] lr: 6.538e-01, eta: 2 days, 23:04:28, time: 2.453, data_time: 0.006, memory: 25994, top1_acc: 0.3542, top5_acc: 0.6072, loss_cls: 2.9247, loss: 2.9247, grad_norm: 0.8971 2021-02-19 19:20:26,803 - mmaction - INFO - Epoch [73][460/470] lr: 6.538e-01, eta: 2 days, 23:03:19, time: 2.796, data_time: 0.007, memory: 25994, top1_acc: 0.3531, top5_acc: 0.6091, loss_cls: 2.9207, loss: 2.9207, grad_norm: 0.9076 2021-02-19 19:26:15,416 - mmaction - INFO - Epoch [74][20/470] lr: 6.499e-01, eta: 2 days, 23:10:56, time: 15.360, data_time: 12.658, memory: 25994, top1_acc: 0.3605, top5_acc: 0.6163, loss_cls: 2.8754, loss: 2.8754, grad_norm: 0.9084 2021-02-19 19:27:01,338 - mmaction - INFO - Epoch [74][40/470] lr: 6.499e-01, eta: 2 days, 23:09:22, time: 2.299, data_time: 0.012, memory: 25994, top1_acc: 0.3685, top5_acc: 0.6184, loss_cls: 2.8605, loss: 2.8605, grad_norm: 0.9157 2021-02-19 19:27:49,767 - mmaction - INFO - Epoch [74][60/470] lr: 6.499e-01, eta: 2 days, 23:07:55, time: 2.419, data_time: 0.004, memory: 25994, top1_acc: 0.3534, top5_acc: 0.6152, loss_cls: 2.9071, loss: 2.9071, grad_norm: 0.9167 2021-02-19 19:28:40,768 - mmaction - INFO - Epoch [74][80/470] lr: 6.499e-01, eta: 2 days, 23:06:34, time: 2.551, data_time: 0.007, memory: 25994, top1_acc: 0.3532, top5_acc: 0.6124, loss_cls: 2.9316, loss: 2.9316, grad_norm: 0.9177 2021-02-19 19:29:28,934 - mmaction - INFO - Epoch [74][100/470] lr: 6.499e-01, eta: 2 days, 23:05:05, time: 2.406, data_time: 0.005, memory: 25994, top1_acc: 0.3560, top5_acc: 0.6155, loss_cls: 2.9100, loss: 2.9100, grad_norm: 0.9098 2021-02-19 19:30:15,519 - mmaction - INFO - Epoch [74][120/470] lr: 6.499e-01, eta: 2 days, 23:03:34, time: 2.332, data_time: 0.006, memory: 25994, top1_acc: 0.3582, top5_acc: 0.6171, loss_cls: 2.8898, loss: 2.8898, grad_norm: 0.9082 2021-02-19 19:31:00,533 - mmaction - INFO - Epoch [74][140/470] lr: 6.499e-01, eta: 2 days, 23:01:58, time: 2.250, data_time: 0.009, memory: 25994, top1_acc: 0.3598, top5_acc: 0.6153, loss_cls: 2.9004, loss: 2.9004, grad_norm: 0.9009 2021-02-19 19:31:49,159 - mmaction - INFO - Epoch [74][160/470] lr: 6.499e-01, eta: 2 days, 23:00:31, time: 2.432, data_time: 0.006, memory: 25994, top1_acc: 0.3582, top5_acc: 0.6131, loss_cls: 2.9110, loss: 2.9110, grad_norm: 0.8994 2021-02-19 19:32:40,684 - mmaction - INFO - Epoch [74][180/470] lr: 6.499e-01, eta: 2 days, 22:59:11, time: 2.571, data_time: 0.005, memory: 25994, top1_acc: 0.3521, top5_acc: 0.6133, loss_cls: 2.9266, loss: 2.9266, grad_norm: 0.9280 2021-02-19 19:33:31,902 - mmaction - INFO - Epoch [74][200/470] lr: 6.499e-01, eta: 2 days, 22:57:51, time: 2.567, data_time: 0.010, memory: 25994, top1_acc: 0.3537, top5_acc: 0.6090, loss_cls: 2.9405, loss: 2.9405, grad_norm: 0.8977 2021-02-19 19:34:23,377 - mmaction - INFO - Epoch [74][220/470] lr: 6.499e-01, eta: 2 days, 22:56:31, time: 2.565, data_time: 0.007, memory: 25994, top1_acc: 0.3582, top5_acc: 0.6126, loss_cls: 2.9310, loss: 2.9310, grad_norm: 0.9030 2021-02-19 19:35:13,157 - mmaction - INFO - Epoch [74][240/470] lr: 6.499e-01, eta: 2 days, 22:55:07, time: 2.480, data_time: 0.014, memory: 25994, top1_acc: 0.3440, top5_acc: 0.6052, loss_cls: 2.9534, loss: 2.9534, grad_norm: 0.9131 2021-02-19 19:36:02,571 - mmaction - INFO - Epoch [74][260/470] lr: 6.499e-01, eta: 2 days, 22:53:43, time: 2.490, data_time: 0.023, memory: 25994, top1_acc: 0.3502, top5_acc: 0.6097, loss_cls: 2.9171, loss: 2.9171, grad_norm: 0.9071 2021-02-19 19:36:51,464 - mmaction - INFO - Epoch [74][280/470] lr: 6.499e-01, eta: 2 days, 22:52:17, time: 2.443, data_time: 0.003, memory: 25994, top1_acc: 0.3556, top5_acc: 0.6146, loss_cls: 2.9264, loss: 2.9264, grad_norm: 0.9114 2021-02-19 19:37:46,409 - mmaction - INFO - Epoch [74][300/470] lr: 6.499e-01, eta: 2 days, 22:51:06, time: 2.745, data_time: 0.006, memory: 25994, top1_acc: 0.3604, top5_acc: 0.6114, loss_cls: 2.9228, loss: 2.9228, grad_norm: 0.9023 2021-02-19 19:38:34,692 - mmaction - INFO - Epoch [74][320/470] lr: 6.499e-01, eta: 2 days, 22:49:39, time: 2.416, data_time: 0.013, memory: 25994, top1_acc: 0.3562, top5_acc: 0.6083, loss_cls: 2.9109, loss: 2.9109, grad_norm: 0.9109 2021-02-19 19:39:25,265 - mmaction - INFO - Epoch [74][340/470] lr: 6.499e-01, eta: 2 days, 22:48:18, time: 2.529, data_time: 0.017, memory: 25994, top1_acc: 0.3584, top5_acc: 0.6078, loss_cls: 2.9448, loss: 2.9448, grad_norm: 0.9188 2021-02-19 19:40:17,362 - mmaction - INFO - Epoch [74][360/470] lr: 6.499e-01, eta: 2 days, 22:47:00, time: 2.604, data_time: 0.004, memory: 25994, top1_acc: 0.3588, top5_acc: 0.6034, loss_cls: 2.9317, loss: 2.9317, grad_norm: 0.9074 2021-02-19 19:41:02,655 - mmaction - INFO - Epoch [74][380/470] lr: 6.499e-01, eta: 2 days, 22:45:25, time: 2.265, data_time: 0.008, memory: 25994, top1_acc: 0.3573, top5_acc: 0.6144, loss_cls: 2.9357, loss: 2.9357, grad_norm: 0.9202 2021-02-19 19:41:53,693 - mmaction - INFO - Epoch [74][400/470] lr: 6.499e-01, eta: 2 days, 22:44:05, time: 2.550, data_time: 0.004, memory: 25994, top1_acc: 0.3479, top5_acc: 0.6021, loss_cls: 2.9556, loss: 2.9556, grad_norm: 0.9124 2021-02-19 19:42:41,631 - mmaction - INFO - Epoch [74][420/470] lr: 6.499e-01, eta: 2 days, 22:42:36, time: 2.391, data_time: 0.011, memory: 25994, top1_acc: 0.3642, top5_acc: 0.6127, loss_cls: 2.9085, loss: 2.9085, grad_norm: 0.8952 2021-02-19 19:43:33,356 - mmaction - INFO - Epoch [74][440/470] lr: 6.499e-01, eta: 2 days, 22:41:18, time: 2.594, data_time: 0.011, memory: 25994, top1_acc: 0.3590, top5_acc: 0.6155, loss_cls: 2.9090, loss: 2.9090, grad_norm: 0.9113 2021-02-19 19:44:26,774 - mmaction - INFO - Epoch [74][460/470] lr: 6.499e-01, eta: 2 days, 22:40:04, time: 2.670, data_time: 0.004, memory: 25994, top1_acc: 0.3574, top5_acc: 0.6115, loss_cls: 2.9127, loss: 2.9127, grad_norm: 0.9211 2021-02-19 19:50:40,473 - mmaction - INFO - Epoch [75][20/470] lr: 6.461e-01, eta: 2 days, 22:48:33, time: 16.635, data_time: 13.767, memory: 25994, top1_acc: 0.3585, top5_acc: 0.6143, loss_cls: 2.8831, loss: 2.8831, grad_norm: 0.9212 2021-02-19 19:51:30,127 - mmaction - INFO - Epoch [75][40/470] lr: 6.461e-01, eta: 2 days, 22:47:09, time: 2.483, data_time: 0.010, memory: 25994, top1_acc: 0.3658, top5_acc: 0.6215, loss_cls: 2.8446, loss: 2.8446, grad_norm: 0.9129 2021-02-19 19:52:20,895 - mmaction - INFO - Epoch [75][60/470] lr: 6.461e-01, eta: 2 days, 22:45:48, time: 2.542, data_time: 0.008, memory: 25994, top1_acc: 0.3648, top5_acc: 0.6205, loss_cls: 2.8966, loss: 2.8966, grad_norm: 0.9246 2021-02-19 19:53:06,051 - mmaction - INFO - Epoch [75][80/470] lr: 6.461e-01, eta: 2 days, 22:44:13, time: 2.258, data_time: 0.006, memory: 25994, top1_acc: 0.3540, top5_acc: 0.6105, loss_cls: 2.9170, loss: 2.9170, grad_norm: 0.9111 2021-02-19 19:54:09,508 - mmaction - INFO - Epoch [75][100/470] lr: 6.461e-01, eta: 2 days, 22:43:22, time: 3.169, data_time: 0.005, memory: 25994, top1_acc: 0.3579, top5_acc: 0.6117, loss_cls: 2.9178, loss: 2.9178, grad_norm: 0.9091 2021-02-19 19:54:59,296 - mmaction - INFO - Epoch [75][120/470] lr: 6.461e-01, eta: 2 days, 22:41:58, time: 2.479, data_time: 0.010, memory: 25994, top1_acc: 0.3527, top5_acc: 0.6107, loss_cls: 2.9144, loss: 2.9144, grad_norm: 0.9171 2021-02-19 19:55:49,019 - mmaction - INFO - Epoch [75][140/470] lr: 6.461e-01, eta: 2 days, 22:40:35, time: 2.498, data_time: 0.017, memory: 25994, top1_acc: 0.3569, top5_acc: 0.6248, loss_cls: 2.8934, loss: 2.8934, grad_norm: 0.9190 2021-02-19 19:56:40,345 - mmaction - INFO - Epoch [75][160/470] lr: 6.461e-01, eta: 2 days, 22:39:16, time: 2.569, data_time: 0.008, memory: 25994, top1_acc: 0.3604, top5_acc: 0.6253, loss_cls: 2.8672, loss: 2.8672, grad_norm: 0.9071 2021-02-19 19:57:29,059 - mmaction - INFO - Epoch [75][180/470] lr: 6.461e-01, eta: 2 days, 22:37:49, time: 2.435, data_time: 0.003, memory: 25994, top1_acc: 0.3504, top5_acc: 0.6019, loss_cls: 2.9623, loss: 2.9623, grad_norm: 0.9141 2021-02-19 19:58:17,252 - mmaction - INFO - Epoch [75][200/470] lr: 6.461e-01, eta: 2 days, 22:36:22, time: 2.409, data_time: 0.004, memory: 25994, top1_acc: 0.3571, top5_acc: 0.6106, loss_cls: 2.9153, loss: 2.9153, grad_norm: 0.8979 2021-02-19 19:59:06,649 - mmaction - INFO - Epoch [75][220/470] lr: 6.461e-01, eta: 2 days, 22:34:57, time: 2.464, data_time: 0.004, memory: 25994, top1_acc: 0.3533, top5_acc: 0.6138, loss_cls: 2.9212, loss: 2.9212, grad_norm: 0.9177 2021-02-19 19:59:54,066 - mmaction - INFO - Epoch [75][240/470] lr: 6.461e-01, eta: 2 days, 22:33:29, time: 2.377, data_time: 0.009, memory: 25994, top1_acc: 0.3614, top5_acc: 0.6121, loss_cls: 2.9097, loss: 2.9097, grad_norm: 0.8906 2021-02-19 20:00:42,530 - mmaction - INFO - Epoch [75][260/470] lr: 6.461e-01, eta: 2 days, 22:32:02, time: 2.420, data_time: 0.009, memory: 25994, top1_acc: 0.3563, top5_acc: 0.6028, loss_cls: 2.9277, loss: 2.9277, grad_norm: 0.9284 2021-02-19 20:01:29,247 - mmaction - INFO - Epoch [75][280/470] lr: 6.461e-01, eta: 2 days, 22:30:31, time: 2.337, data_time: 0.013, memory: 25994, top1_acc: 0.3538, top5_acc: 0.6150, loss_cls: 2.9235, loss: 2.9235, grad_norm: 0.9054 2021-02-19 20:02:19,342 - mmaction - INFO - Epoch [75][300/470] lr: 6.461e-01, eta: 2 days, 22:29:09, time: 2.506, data_time: 0.012, memory: 25994, top1_acc: 0.3533, top5_acc: 0.6094, loss_cls: 2.9195, loss: 2.9195, grad_norm: 0.9186 2021-02-19 20:03:10,637 - mmaction - INFO - Epoch [75][320/470] lr: 6.461e-01, eta: 2 days, 22:27:49, time: 2.564, data_time: 0.006, memory: 25994, top1_acc: 0.3632, top5_acc: 0.6226, loss_cls: 2.8710, loss: 2.8710, grad_norm: 0.9262 2021-02-19 20:03:57,618 - mmaction - INFO - Epoch [75][340/470] lr: 6.461e-01, eta: 2 days, 22:26:19, time: 2.349, data_time: 0.010, memory: 25994, top1_acc: 0.3583, top5_acc: 0.6171, loss_cls: 2.9030, loss: 2.9030, grad_norm: 0.9193 2021-02-19 20:04:43,747 - mmaction - INFO - Epoch [75][360/470] lr: 6.461e-01, eta: 2 days, 22:24:47, time: 2.305, data_time: 0.002, memory: 25994, top1_acc: 0.3553, top5_acc: 0.6163, loss_cls: 2.9068, loss: 2.9068, grad_norm: 0.9110 2021-02-19 20:05:31,249 - mmaction - INFO - Epoch [75][380/470] lr: 6.461e-01, eta: 2 days, 22:23:18, time: 2.366, data_time: 0.010, memory: 25994, top1_acc: 0.3593, top5_acc: 0.6097, loss_cls: 2.9243, loss: 2.9243, grad_norm: 0.9045 2021-02-19 20:06:17,090 - mmaction - INFO - Epoch [75][400/470] lr: 6.461e-01, eta: 2 days, 22:21:46, time: 2.302, data_time: 0.015, memory: 25994, top1_acc: 0.3481, top5_acc: 0.6049, loss_cls: 2.9590, loss: 2.9590, grad_norm: 0.9079 2021-02-19 20:07:11,060 - mmaction - INFO - Epoch [75][420/470] lr: 6.461e-01, eta: 2 days, 22:20:33, time: 2.697, data_time: 0.013, memory: 25994, top1_acc: 0.3484, top5_acc: 0.6014, loss_cls: 2.9546, loss: 2.9546, grad_norm: 0.9090 2021-02-19 20:07:57,050 - mmaction - INFO - Epoch [75][440/470] lr: 6.461e-01, eta: 2 days, 22:19:01, time: 2.297, data_time: 0.006, memory: 25994, top1_acc: 0.3575, top5_acc: 0.6038, loss_cls: 2.9536, loss: 2.9536, grad_norm: 0.9100 2021-02-19 20:08:46,808 - mmaction - INFO - Epoch [75][460/470] lr: 6.461e-01, eta: 2 days, 22:17:38, time: 2.492, data_time: 0.015, memory: 25994, top1_acc: 0.3559, top5_acc: 0.6149, loss_cls: 2.9172, loss: 2.9172, grad_norm: 0.9055 2021-02-19 20:18:55,504 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-19 20:18:56,372 - mmaction - INFO - top1_acc 0.3861 top5_acc 0.6562 2021-02-19 20:18:56,372 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-19 20:18:56,462 - mmaction - INFO - mean_acc 0.3862 2021-02-19 20:18:56,472 - mmaction - INFO - Epoch(val) [75][470] top1_acc: 0.3861, top5_acc: 0.6562, mean_class_accuracy: 0.3862 2021-02-19 20:24:43,670 - mmaction - INFO - Epoch [76][20/470] lr: 6.422e-01, eta: 2 days, 22:26:31, time: 17.355, data_time: 15.042, memory: 25994, top1_acc: 0.3621, top5_acc: 0.6103, loss_cls: 2.8888, loss: 2.8888, grad_norm: 0.9053 2021-02-19 20:25:29,622 - mmaction - INFO - Epoch [76][40/470] lr: 6.422e-01, eta: 2 days, 22:24:58, time: 2.294, data_time: 0.015, memory: 25994, top1_acc: 0.3623, top5_acc: 0.6190, loss_cls: 2.8897, loss: 2.8897, grad_norm: 0.9155 2021-02-19 20:26:17,961 - mmaction - INFO - Epoch [76][60/470] lr: 6.422e-01, eta: 2 days, 22:23:31, time: 2.416, data_time: 0.009, memory: 25994, top1_acc: 0.3645, top5_acc: 0.6204, loss_cls: 2.8603, loss: 2.8603, grad_norm: 0.9086 2021-02-19 20:27:01,988 - mmaction - INFO - Epoch [76][80/470] lr: 6.422e-01, eta: 2 days, 22:21:54, time: 2.205, data_time: 0.010, memory: 25994, top1_acc: 0.3603, top5_acc: 0.6160, loss_cls: 2.8854, loss: 2.8854, grad_norm: 0.9060 2021-02-19 20:27:52,802 - mmaction - INFO - Epoch [76][100/470] lr: 6.422e-01, eta: 2 days, 22:20:33, time: 2.527, data_time: 0.004, memory: 25994, top1_acc: 0.3567, top5_acc: 0.6145, loss_cls: 2.9106, loss: 2.9106, grad_norm: 0.9309 2021-02-19 20:28:41,955 - mmaction - INFO - Epoch [76][120/470] lr: 6.422e-01, eta: 2 days, 22:19:08, time: 2.466, data_time: 0.020, memory: 25994, top1_acc: 0.3553, top5_acc: 0.6109, loss_cls: 2.9180, loss: 2.9180, grad_norm: 0.9132 2021-02-19 20:29:30,353 - mmaction - INFO - Epoch [76][140/470] lr: 6.422e-01, eta: 2 days, 22:17:42, time: 2.425, data_time: 0.011, memory: 25994, top1_acc: 0.3642, top5_acc: 0.6147, loss_cls: 2.9052, loss: 2.9052, grad_norm: 0.9135 2021-02-19 20:30:20,175 - mmaction - INFO - Epoch [76][160/470] lr: 6.422e-01, eta: 2 days, 22:16:18, time: 2.479, data_time: 0.012, memory: 25994, top1_acc: 0.3691, top5_acc: 0.6242, loss_cls: 2.8595, loss: 2.8595, grad_norm: 0.9255 2021-02-19 20:31:08,698 - mmaction - INFO - Epoch [76][180/470] lr: 6.422e-01, eta: 2 days, 22:14:53, time: 2.432, data_time: 0.018, memory: 25994, top1_acc: 0.3571, top5_acc: 0.6026, loss_cls: 2.9345, loss: 2.9345, grad_norm: 0.9233 2021-02-19 20:31:56,757 - mmaction - INFO - Epoch [76][200/470] lr: 6.422e-01, eta: 2 days, 22:13:26, time: 2.409, data_time: 0.016, memory: 25994, top1_acc: 0.3544, top5_acc: 0.6056, loss_cls: 2.9356, loss: 2.9356, grad_norm: 0.9076 2021-02-19 20:32:41,976 - mmaction - INFO - Epoch [76][220/470] lr: 6.422e-01, eta: 2 days, 22:11:52, time: 2.262, data_time: 0.010, memory: 25994, top1_acc: 0.3537, top5_acc: 0.6102, loss_cls: 2.9349, loss: 2.9349, grad_norm: 0.9224 2021-02-19 20:33:30,291 - mmaction - INFO - Epoch [76][240/470] lr: 6.422e-01, eta: 2 days, 22:10:25, time: 2.415, data_time: 0.005, memory: 25994, top1_acc: 0.3438, top5_acc: 0.6083, loss_cls: 2.9701, loss: 2.9701, grad_norm: 0.9312 2021-02-19 20:34:18,601 - mmaction - INFO - Epoch [76][260/470] lr: 6.422e-01, eta: 2 days, 22:08:59, time: 2.416, data_time: 0.014, memory: 25994, top1_acc: 0.3646, top5_acc: 0.6111, loss_cls: 2.9007, loss: 2.9007, grad_norm: 0.9087 2021-02-19 20:35:12,164 - mmaction - INFO - Epoch [76][280/470] lr: 6.422e-01, eta: 2 days, 22:07:44, time: 2.665, data_time: 0.011, memory: 25994, top1_acc: 0.3570, top5_acc: 0.6082, loss_cls: 2.9303, loss: 2.9303, grad_norm: 0.9210 2021-02-19 20:35:57,979 - mmaction - INFO - Epoch [76][300/470] lr: 6.422e-01, eta: 2 days, 22:06:13, time: 2.303, data_time: 0.018, memory: 25994, top1_acc: 0.3597, top5_acc: 0.6110, loss_cls: 2.9207, loss: 2.9207, grad_norm: 0.9049 2021-02-19 20:36:45,318 - mmaction - INFO - Epoch [76][320/470] lr: 6.422e-01, eta: 2 days, 22:04:44, time: 2.361, data_time: 0.007, memory: 25994, top1_acc: 0.3554, top5_acc: 0.6123, loss_cls: 2.9178, loss: 2.9178, grad_norm: 0.9058 2021-02-19 20:37:33,602 - mmaction - INFO - Epoch [76][340/470] lr: 6.422e-01, eta: 2 days, 22:03:18, time: 2.421, data_time: 0.013, memory: 25994, top1_acc: 0.3569, top5_acc: 0.6106, loss_cls: 2.9274, loss: 2.9274, grad_norm: 0.8912 2021-02-19 20:38:20,056 - mmaction - INFO - Epoch [76][360/470] lr: 6.422e-01, eta: 2 days, 22:01:47, time: 2.324, data_time: 0.006, memory: 25994, top1_acc: 0.3608, top5_acc: 0.6234, loss_cls: 2.8700, loss: 2.8700, grad_norm: 0.9305 2021-02-19 20:39:17,380 - mmaction - INFO - Epoch [76][380/470] lr: 6.422e-01, eta: 2 days, 22:00:42, time: 2.864, data_time: 0.007, memory: 25994, top1_acc: 0.3459, top5_acc: 0.6053, loss_cls: 2.9586, loss: 2.9586, grad_norm: 0.9140 2021-02-19 20:40:05,538 - mmaction - INFO - Epoch [76][400/470] lr: 6.422e-01, eta: 2 days, 21:59:16, time: 2.408, data_time: 0.008, memory: 25994, top1_acc: 0.3502, top5_acc: 0.6015, loss_cls: 2.9674, loss: 2.9674, grad_norm: 0.9058 2021-02-19 20:40:53,097 - mmaction - INFO - Epoch [76][420/470] lr: 6.422e-01, eta: 2 days, 21:57:48, time: 2.379, data_time: 0.006, memory: 25994, top1_acc: 0.3602, top5_acc: 0.6136, loss_cls: 2.9101, loss: 2.9101, grad_norm: 0.9166 2021-02-19 20:41:39,897 - mmaction - INFO - Epoch [76][440/470] lr: 6.422e-01, eta: 2 days, 21:56:18, time: 2.340, data_time: 0.006, memory: 25994, top1_acc: 0.3537, top5_acc: 0.6095, loss_cls: 2.9310, loss: 2.9310, grad_norm: 0.9077 2021-02-19 20:42:30,344 - mmaction - INFO - Epoch [76][460/470] lr: 6.422e-01, eta: 2 days, 21:54:57, time: 2.522, data_time: 0.005, memory: 25994, top1_acc: 0.3527, top5_acc: 0.6056, loss_cls: 2.9460, loss: 2.9460, grad_norm: 0.9101 2021-02-19 20:43:11,186 - mmaction - INFO - Saving checkpoint at 76 epochs 2021-02-19 20:49:29,257 - mmaction - INFO - Epoch [77][20/470] lr: 6.383e-01, eta: 2 days, 22:04:46, time: 18.781, data_time: 16.200, memory: 25994, top1_acc: 0.3704, top5_acc: 0.6202, loss_cls: 2.8678, loss: 2.8678, grad_norm: 0.9166 2021-02-19 20:50:23,967 - mmaction - INFO - Epoch [77][40/470] lr: 6.383e-01, eta: 2 days, 22:03:35, time: 2.735, data_time: 0.006, memory: 25994, top1_acc: 0.3605, top5_acc: 0.6130, loss_cls: 2.9030, loss: 2.9030, grad_norm: 0.9099 2021-02-19 20:51:08,829 - mmaction - INFO - Epoch [77][60/470] lr: 6.383e-01, eta: 2 days, 22:01:59, time: 2.227, data_time: 0.007, memory: 25994, top1_acc: 0.3624, top5_acc: 0.6136, loss_cls: 2.9101, loss: 2.9101, grad_norm: 0.9216 2021-02-19 20:52:07,316 - mmaction - INFO - Epoch [77][80/470] lr: 6.383e-01, eta: 2 days, 22:00:58, time: 2.943, data_time: 0.025, memory: 25994, top1_acc: 0.3568, top5_acc: 0.6082, loss_cls: 2.9323, loss: 2.9323, grad_norm: 0.9152 2021-02-19 20:52:57,748 - mmaction - INFO - Epoch [77][100/470] lr: 6.383e-01, eta: 2 days, 21:59:36, time: 2.512, data_time: 0.010, memory: 25994, top1_acc: 0.3588, top5_acc: 0.6123, loss_cls: 2.8889, loss: 2.8889, grad_norm: 0.9141 2021-02-19 20:53:55,421 - mmaction - INFO - Epoch [77][120/470] lr: 6.383e-01, eta: 2 days, 21:58:32, time: 2.886, data_time: 0.017, memory: 25994, top1_acc: 0.3566, top5_acc: 0.6186, loss_cls: 2.8983, loss: 2.8983, grad_norm: 0.9298 2021-02-19 20:54:42,072 - mmaction - INFO - Epoch [77][140/470] lr: 6.383e-01, eta: 2 days, 21:57:02, time: 2.339, data_time: 0.013, memory: 25994, top1_acc: 0.3636, top5_acc: 0.6150, loss_cls: 2.9061, loss: 2.9061, grad_norm: 0.9004 2021-02-19 20:55:29,628 - mmaction - INFO - Epoch [77][160/470] lr: 6.383e-01, eta: 2 days, 21:55:34, time: 2.377, data_time: 0.006, memory: 25994, top1_acc: 0.3614, top5_acc: 0.6146, loss_cls: 2.8985, loss: 2.8985, grad_norm: 0.9187 2021-02-19 20:56:16,673 - mmaction - INFO - Epoch [77][180/470] lr: 6.383e-01, eta: 2 days, 21:54:05, time: 2.353, data_time: 0.018, memory: 25994, top1_acc: 0.3632, top5_acc: 0.6139, loss_cls: 2.8954, loss: 2.8954, grad_norm: 0.9147 2021-02-19 20:57:02,712 - mmaction - INFO - Epoch [77][200/470] lr: 6.383e-01, eta: 2 days, 21:52:33, time: 2.303, data_time: 0.006, memory: 25994, top1_acc: 0.3517, top5_acc: 0.6160, loss_cls: 2.9159, loss: 2.9159, grad_norm: 0.9251 2021-02-19 20:57:53,561 - mmaction - INFO - Epoch [77][220/470] lr: 6.383e-01, eta: 2 days, 21:51:13, time: 2.542, data_time: 0.003, memory: 25994, top1_acc: 0.3682, top5_acc: 0.6191, loss_cls: 2.8784, loss: 2.8784, grad_norm: 0.9163 2021-02-19 20:58:42,435 - mmaction - INFO - Epoch [77][240/470] lr: 6.383e-01, eta: 2 days, 21:49:48, time: 2.442, data_time: 0.009, memory: 25994, top1_acc: 0.3603, top5_acc: 0.6108, loss_cls: 2.9176, loss: 2.9176, grad_norm: 0.9072 2021-02-19 20:59:28,313 - mmaction - INFO - Epoch [77][260/470] lr: 6.383e-01, eta: 2 days, 21:48:16, time: 2.295, data_time: 0.006, memory: 25994, top1_acc: 0.3565, top5_acc: 0.6146, loss_cls: 2.9166, loss: 2.9166, grad_norm: 0.9059 2021-02-19 21:00:15,471 - mmaction - INFO - Epoch [77][280/470] lr: 6.383e-01, eta: 2 days, 21:46:47, time: 2.357, data_time: 0.006, memory: 25994, top1_acc: 0.3648, top5_acc: 0.6194, loss_cls: 2.8880, loss: 2.8880, grad_norm: 0.9309 2021-02-19 21:01:07,047 - mmaction - INFO - Epoch [77][300/470] lr: 6.383e-01, eta: 2 days, 21:45:29, time: 2.573, data_time: 0.006, memory: 25994, top1_acc: 0.3545, top5_acc: 0.6037, loss_cls: 2.9477, loss: 2.9477, grad_norm: 0.9265 2021-02-19 21:01:53,630 - mmaction - INFO - Epoch [77][320/470] lr: 6.383e-01, eta: 2 days, 21:43:59, time: 2.336, data_time: 0.015, memory: 25994, top1_acc: 0.3585, top5_acc: 0.6122, loss_cls: 2.9152, loss: 2.9152, grad_norm: 0.9138 2021-02-19 21:02:43,620 - mmaction - INFO - Epoch [77][340/470] lr: 6.383e-01, eta: 2 days, 21:42:37, time: 2.500, data_time: 0.008, memory: 25994, top1_acc: 0.3566, top5_acc: 0.6072, loss_cls: 2.9243, loss: 2.9243, grad_norm: 0.9111 2021-02-19 21:03:31,311 - mmaction - INFO - Epoch [77][360/470] lr: 6.383e-01, eta: 2 days, 21:41:10, time: 2.379, data_time: 0.005, memory: 25994, top1_acc: 0.3538, top5_acc: 0.6084, loss_cls: 2.9297, loss: 2.9297, grad_norm: 0.9150 2021-02-19 21:04:21,508 - mmaction - INFO - Epoch [77][380/470] lr: 6.383e-01, eta: 2 days, 21:39:49, time: 2.518, data_time: 0.018, memory: 25994, top1_acc: 0.3573, top5_acc: 0.6184, loss_cls: 2.8965, loss: 2.8965, grad_norm: 0.9135 2021-02-19 21:05:06,866 - mmaction - INFO - Epoch [77][400/470] lr: 6.383e-01, eta: 2 days, 21:38:16, time: 2.265, data_time: 0.006, memory: 25994, top1_acc: 0.3564, top5_acc: 0.6104, loss_cls: 2.9036, loss: 2.9036, grad_norm: 0.9182 2021-02-19 21:06:01,225 - mmaction - INFO - Epoch [77][420/470] lr: 6.383e-01, eta: 2 days, 21:37:04, time: 2.716, data_time: 0.006, memory: 25994, top1_acc: 0.3576, top5_acc: 0.6152, loss_cls: 2.9063, loss: 2.9063, grad_norm: 0.9323 2021-02-19 21:06:50,592 - mmaction - INFO - Epoch [77][440/470] lr: 6.383e-01, eta: 2 days, 21:35:41, time: 2.470, data_time: 0.010, memory: 25994, top1_acc: 0.3623, top5_acc: 0.6129, loss_cls: 2.9118, loss: 2.9118, grad_norm: 0.9243 2021-02-19 21:07:38,719 - mmaction - INFO - Epoch [77][460/470] lr: 6.383e-01, eta: 2 days, 21:34:15, time: 2.406, data_time: 0.007, memory: 25994, top1_acc: 0.3566, top5_acc: 0.6061, loss_cls: 2.9348, loss: 2.9348, grad_norm: 0.9130 2021-02-19 21:14:07,796 - mmaction - INFO - Epoch [78][20/470] lr: 6.343e-01, eta: 2 days, 21:42:40, time: 17.261, data_time: 13.956, memory: 25994, top1_acc: 0.3562, top5_acc: 0.6169, loss_cls: 2.9221, loss: 2.9221, grad_norm: 0.9097 2021-02-19 21:14:54,292 - mmaction - INFO - Epoch [78][40/470] lr: 6.343e-01, eta: 2 days, 21:41:10, time: 2.322, data_time: 0.009, memory: 25994, top1_acc: 0.3605, top5_acc: 0.6183, loss_cls: 2.8898, loss: 2.8898, grad_norm: 0.9063 2021-02-19 21:15:43,779 - mmaction - INFO - Epoch [78][60/470] lr: 6.343e-01, eta: 2 days, 21:39:46, time: 2.458, data_time: 0.008, memory: 25994, top1_acc: 0.3620, top5_acc: 0.6200, loss_cls: 2.8841, loss: 2.8841, grad_norm: 0.9214 2021-02-19 21:16:33,905 - mmaction - INFO - Epoch [78][80/470] lr: 6.343e-01, eta: 2 days, 21:38:25, time: 2.527, data_time: 0.027, memory: 25994, top1_acc: 0.3636, top5_acc: 0.6189, loss_cls: 2.8645, loss: 2.8645, grad_norm: 0.9148 2021-02-19 21:17:19,364 - mmaction - INFO - Epoch [78][100/470] lr: 6.343e-01, eta: 2 days, 21:36:52, time: 2.273, data_time: 0.004, memory: 25994, top1_acc: 0.3555, top5_acc: 0.6192, loss_cls: 2.8926, loss: 2.8926, grad_norm: 0.9249 2021-02-19 21:18:07,143 - mmaction - INFO - Epoch [78][120/470] lr: 6.343e-01, eta: 2 days, 21:35:25, time: 2.390, data_time: 0.004, memory: 25994, top1_acc: 0.3644, top5_acc: 0.6208, loss_cls: 2.8907, loss: 2.8907, grad_norm: 0.9130 2021-02-19 21:18:51,332 - mmaction - INFO - Epoch [78][140/470] lr: 6.343e-01, eta: 2 days, 21:33:50, time: 2.209, data_time: 0.004, memory: 25994, top1_acc: 0.3646, top5_acc: 0.6160, loss_cls: 2.9016, loss: 2.9016, grad_norm: 0.9224 2021-02-19 21:19:39,533 - mmaction - INFO - Epoch [78][160/470] lr: 6.343e-01, eta: 2 days, 21:32:24, time: 2.407, data_time: 0.002, memory: 25994, top1_acc: 0.3605, top5_acc: 0.6114, loss_cls: 2.9235, loss: 2.9235, grad_norm: 0.9118 2021-02-19 21:20:40,610 - mmaction - INFO - Epoch [78][180/470] lr: 6.343e-01, eta: 2 days, 21:31:28, time: 3.057, data_time: 0.142, memory: 25994, top1_acc: 0.3568, top5_acc: 0.6152, loss_cls: 2.9257, loss: 2.9257, grad_norm: 0.9110 2021-02-19 21:21:42,290 - mmaction - INFO - Epoch [78][200/470] lr: 6.343e-01, eta: 2 days, 21:30:32, time: 3.074, data_time: 0.005, memory: 25994, top1_acc: 0.3591, top5_acc: 0.6175, loss_cls: 2.8924, loss: 2.8924, grad_norm: 0.9212 2021-02-19 21:22:28,288 - mmaction - INFO - Epoch [78][220/470] lr: 6.343e-01, eta: 2 days, 21:29:01, time: 2.307, data_time: 0.017, memory: 25994, top1_acc: 0.3550, top5_acc: 0.6037, loss_cls: 2.9349, loss: 2.9349, grad_norm: 0.9143 2021-02-19 21:23:17,300 - mmaction - INFO - Epoch [78][240/470] lr: 6.343e-01, eta: 2 days, 21:27:37, time: 2.452, data_time: 0.005, memory: 25994, top1_acc: 0.3631, top5_acc: 0.6178, loss_cls: 2.8957, loss: 2.8957, grad_norm: 0.9112 2021-02-19 21:24:05,969 - mmaction - INFO - Epoch [78][260/470] lr: 6.343e-01, eta: 2 days, 21:26:13, time: 2.434, data_time: 0.003, memory: 25994, top1_acc: 0.3722, top5_acc: 0.6220, loss_cls: 2.8545, loss: 2.8545, grad_norm: 0.9243 2021-02-19 21:24:51,894 - mmaction - INFO - Epoch [78][280/470] lr: 6.343e-01, eta: 2 days, 21:24:42, time: 2.296, data_time: 0.003, memory: 25994, top1_acc: 0.3553, top5_acc: 0.6090, loss_cls: 2.9175, loss: 2.9175, grad_norm: 0.9253 2021-02-19 21:25:39,771 - mmaction - INFO - Epoch [78][300/470] lr: 6.343e-01, eta: 2 days, 21:23:15, time: 2.393, data_time: 0.002, memory: 25994, top1_acc: 0.3673, top5_acc: 0.6162, loss_cls: 2.8886, loss: 2.8886, grad_norm: 0.8981 2021-02-19 21:26:26,008 - mmaction - INFO - Epoch [78][320/470] lr: 6.343e-01, eta: 2 days, 21:21:45, time: 2.307, data_time: 0.003, memory: 25994, top1_acc: 0.3680, top5_acc: 0.6154, loss_cls: 2.8829, loss: 2.8829, grad_norm: 0.9084 2021-02-19 21:27:12,346 - mmaction - INFO - Epoch [78][340/470] lr: 6.343e-01, eta: 2 days, 21:20:14, time: 2.313, data_time: 0.008, memory: 25994, top1_acc: 0.3577, top5_acc: 0.6206, loss_cls: 2.8800, loss: 2.8800, grad_norm: 0.9147 2021-02-19 21:27:57,990 - mmaction - INFO - Epoch [78][360/470] lr: 6.343e-01, eta: 2 days, 21:18:43, time: 2.286, data_time: 0.017, memory: 25994, top1_acc: 0.3643, top5_acc: 0.6115, loss_cls: 2.9022, loss: 2.9022, grad_norm: 0.9163 2021-02-19 21:28:44,592 - mmaction - INFO - Epoch [78][380/470] lr: 6.343e-01, eta: 2 days, 21:17:14, time: 2.334, data_time: 0.010, memory: 25994, top1_acc: 0.3686, top5_acc: 0.6262, loss_cls: 2.8689, loss: 2.8689, grad_norm: 0.9299 2021-02-19 21:29:35,639 - mmaction - INFO - Epoch [78][400/470] lr: 6.343e-01, eta: 2 days, 21:15:54, time: 2.534, data_time: 0.002, memory: 25994, top1_acc: 0.3621, top5_acc: 0.6149, loss_cls: 2.8948, loss: 2.8948, grad_norm: 0.9286 2021-02-19 21:30:23,217 - mmaction - INFO - Epoch [78][420/470] lr: 6.343e-01, eta: 2 days, 21:14:28, time: 2.396, data_time: 0.023, memory: 25994, top1_acc: 0.3554, top5_acc: 0.6070, loss_cls: 2.9257, loss: 2.9257, grad_norm: 0.9178 2021-02-19 21:31:09,111 - mmaction - INFO - Epoch [78][440/470] lr: 6.343e-01, eta: 2 days, 21:12:57, time: 2.293, data_time: 0.005, memory: 25994, top1_acc: 0.3601, top5_acc: 0.6117, loss_cls: 2.9188, loss: 2.9188, grad_norm: 0.9254 2021-02-19 21:31:59,276 - mmaction - INFO - Epoch [78][460/470] lr: 6.343e-01, eta: 2 days, 21:11:36, time: 2.497, data_time: 0.007, memory: 25994, top1_acc: 0.3559, top5_acc: 0.6102, loss_cls: 2.9332, loss: 2.9332, grad_norm: 0.9155 2021-02-19 21:37:37,003 - mmaction - INFO - Epoch [79][20/470] lr: 6.303e-01, eta: 2 days, 21:17:57, time: 14.784, data_time: 11.633, memory: 25994, top1_acc: 0.3548, top5_acc: 0.6100, loss_cls: 2.9376, loss: 2.9376, grad_norm: 0.9300 2021-02-19 21:38:33,369 - mmaction - INFO - Epoch [79][40/470] lr: 6.303e-01, eta: 2 days, 21:16:50, time: 2.820, data_time: 0.008, memory: 25994, top1_acc: 0.3629, top5_acc: 0.6198, loss_cls: 2.8889, loss: 2.8889, grad_norm: 0.9138 2021-02-19 21:39:18,368 - mmaction - INFO - Epoch [79][60/470] lr: 6.303e-01, eta: 2 days, 21:15:17, time: 2.248, data_time: 0.006, memory: 25994, top1_acc: 0.3670, top5_acc: 0.6234, loss_cls: 2.8619, loss: 2.8619, grad_norm: 0.9120 2021-02-19 21:40:02,266 - mmaction - INFO - Epoch [79][80/470] lr: 6.303e-01, eta: 2 days, 21:13:41, time: 2.192, data_time: 0.004, memory: 25994, top1_acc: 0.3535, top5_acc: 0.6140, loss_cls: 2.9066, loss: 2.9066, grad_norm: 0.9309 2021-02-19 21:40:47,756 - mmaction - INFO - Epoch [79][100/470] lr: 6.303e-01, eta: 2 days, 21:12:09, time: 2.261, data_time: 0.009, memory: 25994, top1_acc: 0.3599, top5_acc: 0.6147, loss_cls: 2.9202, loss: 2.9202, grad_norm: 0.9181 2021-02-19 21:41:33,604 - mmaction - INFO - Epoch [79][120/470] lr: 6.303e-01, eta: 2 days, 21:10:38, time: 2.305, data_time: 0.026, memory: 25994, top1_acc: 0.3601, top5_acc: 0.6189, loss_cls: 2.9054, loss: 2.9054, grad_norm: 0.9198 2021-02-19 21:42:20,740 - mmaction - INFO - Epoch [79][140/470] lr: 6.303e-01, eta: 2 days, 21:09:10, time: 2.358, data_time: 0.012, memory: 25994, top1_acc: 0.3589, top5_acc: 0.6211, loss_cls: 2.8810, loss: 2.8810, grad_norm: 0.9151 2021-02-19 21:43:08,333 - mmaction - INFO - Epoch [79][160/470] lr: 6.303e-01, eta: 2 days, 21:07:44, time: 2.384, data_time: 0.009, memory: 25994, top1_acc: 0.3603, top5_acc: 0.6185, loss_cls: 2.8875, loss: 2.8875, grad_norm: 0.9379 2021-02-19 21:43:53,921 - mmaction - INFO - Epoch [79][180/470] lr: 6.303e-01, eta: 2 days, 21:06:12, time: 2.280, data_time: 0.003, memory: 25994, top1_acc: 0.3644, top5_acc: 0.6256, loss_cls: 2.8758, loss: 2.8758, grad_norm: 0.9150 2021-02-19 21:44:41,473 - mmaction - INFO - Epoch [79][200/470] lr: 6.303e-01, eta: 2 days, 21:04:45, time: 2.374, data_time: 0.003, memory: 25994, top1_acc: 0.3534, top5_acc: 0.6081, loss_cls: 2.9295, loss: 2.9295, grad_norm: 0.9174 2021-02-19 21:45:27,067 - mmaction - INFO - Epoch [79][220/470] lr: 6.303e-01, eta: 2 days, 21:03:14, time: 2.282, data_time: 0.006, memory: 25994, top1_acc: 0.3591, top5_acc: 0.6162, loss_cls: 2.8848, loss: 2.8848, grad_norm: 0.9161 2021-02-19 21:46:13,335 - mmaction - INFO - Epoch [79][240/470] lr: 6.303e-01, eta: 2 days, 21:01:45, time: 2.313, data_time: 0.011, memory: 25994, top1_acc: 0.3563, top5_acc: 0.6068, loss_cls: 2.9355, loss: 2.9355, grad_norm: 0.9265 2021-02-19 21:47:00,883 - mmaction - INFO - Epoch [79][260/470] lr: 6.303e-01, eta: 2 days, 21:00:18, time: 2.379, data_time: 0.009, memory: 25994, top1_acc: 0.3656, top5_acc: 0.6163, loss_cls: 2.8739, loss: 2.8739, grad_norm: 0.9277 2021-02-19 21:47:46,345 - mmaction - INFO - Epoch [79][280/470] lr: 6.303e-01, eta: 2 days, 20:58:46, time: 2.272, data_time: 0.003, memory: 25994, top1_acc: 0.3582, top5_acc: 0.6165, loss_cls: 2.9002, loss: 2.9002, grad_norm: 0.9310 2021-02-19 21:48:33,073 - mmaction - INFO - Epoch [79][300/470] lr: 6.303e-01, eta: 2 days, 20:57:18, time: 2.336, data_time: 0.004, memory: 25994, top1_acc: 0.3556, top5_acc: 0.6080, loss_cls: 2.9311, loss: 2.9311, grad_norm: 0.9107 2021-02-19 21:49:18,461 - mmaction - INFO - Epoch [79][320/470] lr: 6.303e-01, eta: 2 days, 20:55:46, time: 2.269, data_time: 0.005, memory: 25994, top1_acc: 0.3679, top5_acc: 0.6211, loss_cls: 2.8829, loss: 2.8829, grad_norm: 0.9099 2021-02-19 21:50:07,483 - mmaction - INFO - Epoch [79][340/470] lr: 6.303e-01, eta: 2 days, 20:54:23, time: 2.452, data_time: 0.005, memory: 25994, top1_acc: 0.3547, top5_acc: 0.6104, loss_cls: 2.9084, loss: 2.9084, grad_norm: 0.9211 2021-02-19 21:50:55,737 - mmaction - INFO - Epoch [79][360/470] lr: 6.303e-01, eta: 2 days, 20:52:58, time: 2.407, data_time: 0.005, memory: 25994, top1_acc: 0.3639, top5_acc: 0.6129, loss_cls: 2.9077, loss: 2.9077, grad_norm: 0.9163 2021-02-19 21:51:41,357 - mmaction - INFO - Epoch [79][380/470] lr: 6.303e-01, eta: 2 days, 20:51:27, time: 2.287, data_time: 0.011, memory: 25994, top1_acc: 0.3624, top5_acc: 0.6115, loss_cls: 2.9282, loss: 2.9282, grad_norm: 0.9129 2021-02-19 21:52:32,423 - mmaction - INFO - Epoch [79][400/470] lr: 6.303e-01, eta: 2 days, 20:50:09, time: 2.548, data_time: 0.011, memory: 25994, top1_acc: 0.3659, top5_acc: 0.6223, loss_cls: 2.8698, loss: 2.8698, grad_norm: 0.9164 2021-02-19 21:53:19,611 - mmaction - INFO - Epoch [79][420/470] lr: 6.303e-01, eta: 2 days, 20:48:42, time: 2.364, data_time: 0.009, memory: 25994, top1_acc: 0.3587, top5_acc: 0.6138, loss_cls: 2.8930, loss: 2.8930, grad_norm: 0.9142 2021-02-19 21:54:09,689 - mmaction - INFO - Epoch [79][440/470] lr: 6.303e-01, eta: 2 days, 20:47:21, time: 2.504, data_time: 0.006, memory: 25994, top1_acc: 0.3549, top5_acc: 0.6118, loss_cls: 2.9214, loss: 2.9214, grad_norm: 0.9189 2021-02-19 21:54:54,652 - mmaction - INFO - Epoch [79][460/470] lr: 6.303e-01, eta: 2 days, 20:45:49, time: 2.250, data_time: 0.005, memory: 25994, top1_acc: 0.3630, top5_acc: 0.6204, loss_cls: 2.8771, loss: 2.8771, grad_norm: 0.9259 2021-02-19 22:00:18,286 - mmaction - INFO - Epoch [80][20/470] lr: 6.263e-01, eta: 2 days, 20:51:40, time: 14.295, data_time: 11.365, memory: 25994, top1_acc: 0.3704, top5_acc: 0.6241, loss_cls: 2.8282, loss: 2.8282, grad_norm: 0.9250 2021-02-19 22:01:06,911 - mmaction - INFO - Epoch [80][40/470] lr: 6.263e-01, eta: 2 days, 20:50:16, time: 2.433, data_time: 0.009, memory: 25994, top1_acc: 0.3664, top5_acc: 0.6190, loss_cls: 2.8692, loss: 2.8692, grad_norm: 0.9326 2021-02-19 22:01:56,381 - mmaction - INFO - Epoch [80][60/470] lr: 6.263e-01, eta: 2 days, 20:48:53, time: 2.467, data_time: 0.004, memory: 25994, top1_acc: 0.3670, top5_acc: 0.6164, loss_cls: 2.9024, loss: 2.9024, grad_norm: 0.9199 2021-02-19 22:02:42,209 - mmaction - INFO - Epoch [80][80/470] lr: 6.263e-01, eta: 2 days, 20:47:23, time: 2.296, data_time: 0.009, memory: 25994, top1_acc: 0.3492, top5_acc: 0.6109, loss_cls: 2.9331, loss: 2.9331, grad_norm: 0.9213 2021-02-19 22:03:28,102 - mmaction - INFO - Epoch [80][100/470] lr: 6.263e-01, eta: 2 days, 20:45:53, time: 2.296, data_time: 0.004, memory: 25994, top1_acc: 0.3645, top5_acc: 0.6235, loss_cls: 2.8737, loss: 2.8737, grad_norm: 0.9150 2021-02-19 22:04:14,993 - mmaction - INFO - Epoch [80][120/470] lr: 6.263e-01, eta: 2 days, 20:44:25, time: 2.340, data_time: 0.012, memory: 25994, top1_acc: 0.3610, top5_acc: 0.6193, loss_cls: 2.8716, loss: 2.8716, grad_norm: 0.9249 2021-02-19 22:05:04,037 - mmaction - INFO - Epoch [80][140/470] lr: 6.263e-01, eta: 2 days, 20:43:02, time: 2.457, data_time: 0.011, memory: 25994, top1_acc: 0.3578, top5_acc: 0.6145, loss_cls: 2.8996, loss: 2.8996, grad_norm: 0.9097 2021-02-19 22:05:52,091 - mmaction - INFO - Epoch [80][160/470] lr: 6.263e-01, eta: 2 days, 20:41:37, time: 2.403, data_time: 0.006, memory: 25994, top1_acc: 0.3649, top5_acc: 0.6152, loss_cls: 2.8719, loss: 2.8719, grad_norm: 0.9123 2021-02-19 22:06:40,435 - mmaction - INFO - Epoch [80][180/470] lr: 6.263e-01, eta: 2 days, 20:40:12, time: 2.417, data_time: 0.003, memory: 25994, top1_acc: 0.3707, top5_acc: 0.6267, loss_cls: 2.8674, loss: 2.8674, grad_norm: 0.9305 2021-02-19 22:07:28,141 - mmaction - INFO - Epoch [80][200/470] lr: 6.263e-01, eta: 2 days, 20:38:46, time: 2.371, data_time: 0.003, memory: 25994, top1_acc: 0.3585, top5_acc: 0.6165, loss_cls: 2.8894, loss: 2.8894, grad_norm: 0.9137 2021-02-19 22:08:15,515 - mmaction - INFO - Epoch [80][220/470] lr: 6.263e-01, eta: 2 days, 20:37:19, time: 2.382, data_time: 0.017, memory: 25994, top1_acc: 0.3621, top5_acc: 0.6123, loss_cls: 2.8935, loss: 2.8935, grad_norm: 0.9214 2021-02-19 22:09:01,986 - mmaction - INFO - Epoch [80][240/470] lr: 6.263e-01, eta: 2 days, 20:35:51, time: 2.320, data_time: 0.004, memory: 25994, top1_acc: 0.3568, top5_acc: 0.6085, loss_cls: 2.9307, loss: 2.9307, grad_norm: 0.9540 2021-02-19 22:09:52,360 - mmaction - INFO - Epoch [80][260/470] lr: 6.263e-01, eta: 2 days, 20:34:30, time: 2.508, data_time: 0.017, memory: 25994, top1_acc: 0.3588, top5_acc: 0.6116, loss_cls: 2.9014, loss: 2.9014, grad_norm: 0.9190 2021-02-19 22:10:38,400 - mmaction - INFO - Epoch [80][280/470] lr: 6.263e-01, eta: 2 days, 20:33:01, time: 2.312, data_time: 0.019, memory: 25994, top1_acc: 0.3524, top5_acc: 0.6047, loss_cls: 2.9376, loss: 2.9376, grad_norm: 0.9242 2021-02-19 22:11:36,534 - mmaction - INFO - Epoch [80][300/470] lr: 6.263e-01, eta: 2 days, 20:31:45, time: 2.592, data_time: 0.018, memory: 25994, top1_acc: 0.3593, top5_acc: 0.6201, loss_cls: 2.8912, loss: 2.8912, grad_norm: 0.9210 2021-02-19 22:12:23,157 - mmaction - INFO - Epoch [80][320/470] lr: 6.263e-01, eta: 2 days, 20:30:31, time: 2.647, data_time: 0.334, memory: 25994, top1_acc: 0.3668, top5_acc: 0.6202, loss_cls: 2.8738, loss: 2.8738, grad_norm: 0.9259 2021-02-19 22:13:11,553 - mmaction - INFO - Epoch [80][340/470] lr: 6.263e-01, eta: 2 days, 20:29:07, time: 2.420, data_time: 0.006, memory: 25994, top1_acc: 0.3620, top5_acc: 0.6163, loss_cls: 2.8999, loss: 2.8999, grad_norm: 0.9267 2021-02-19 22:13:58,510 - mmaction - INFO - Epoch [80][360/470] lr: 6.263e-01, eta: 2 days, 20:27:39, time: 2.344, data_time: 0.007, memory: 25994, top1_acc: 0.3610, top5_acc: 0.6165, loss_cls: 2.9201, loss: 2.9201, grad_norm: 0.9063 2021-02-19 22:14:45,163 - mmaction - INFO - Epoch [80][380/470] lr: 6.263e-01, eta: 2 days, 20:26:12, time: 2.339, data_time: 0.013, memory: 25994, top1_acc: 0.3569, top5_acc: 0.6118, loss_cls: 2.9057, loss: 2.9057, grad_norm: 0.9116 2021-02-19 22:15:34,007 - mmaction - INFO - Epoch [80][400/470] lr: 6.263e-01, eta: 2 days, 20:24:48, time: 2.439, data_time: 0.004, memory: 25994, top1_acc: 0.3598, top5_acc: 0.6225, loss_cls: 2.8753, loss: 2.8753, grad_norm: 0.9308 2021-02-19 22:16:32,973 - mmaction - INFO - Epoch [80][420/470] lr: 6.263e-01, eta: 2 days, 20:23:47, time: 2.941, data_time: 0.035, memory: 25994, top1_acc: 0.3588, top5_acc: 0.6167, loss_cls: 2.8898, loss: 2.8898, grad_norm: 0.9161 2021-02-19 22:17:28,700 - mmaction - INFO - Epoch [80][440/470] lr: 6.263e-01, eta: 2 days, 20:22:40, time: 2.795, data_time: 0.147, memory: 25994, top1_acc: 0.3648, top5_acc: 0.6163, loss_cls: 2.8886, loss: 2.8886, grad_norm: 0.9355 2021-02-19 22:18:17,501 - mmaction - INFO - Epoch [80][460/470] lr: 6.263e-01, eta: 2 days, 20:21:17, time: 2.442, data_time: 0.012, memory: 25994, top1_acc: 0.3599, top5_acc: 0.6161, loss_cls: 2.8754, loss: 2.8754, grad_norm: 0.9184 2021-02-19 22:18:57,071 - mmaction - INFO - Saving checkpoint at 80 epochs 2021-02-19 22:27:38,196 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-19 22:27:38,971 - mmaction - INFO - top1_acc 0.3493 top5_acc 0.6133 2021-02-19 22:27:38,971 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-19 22:27:39,024 - mmaction - INFO - mean_acc 0.3493 2021-02-19 22:27:39,035 - mmaction - INFO - Epoch(val) [80][470] top1_acc: 0.3493, top5_acc: 0.6133, mean_class_accuracy: 0.3493 2021-02-19 22:32:23,670 - mmaction - INFO - Epoch [81][20/470] lr: 6.222e-01, eta: 2 days, 20:26:57, time: 14.230, data_time: 11.882, memory: 25994, top1_acc: 0.3562, top5_acc: 0.6157, loss_cls: 2.9119, loss: 2.9119, grad_norm: 0.9256 2021-02-19 22:33:08,237 - mmaction - INFO - Epoch [81][40/470] lr: 6.222e-01, eta: 2 days, 20:25:24, time: 2.205, data_time: 0.007, memory: 25994, top1_acc: 0.3738, top5_acc: 0.6299, loss_cls: 2.8224, loss: 2.8224, grad_norm: 0.9402 2021-02-19 22:33:54,549 - mmaction - INFO - Epoch [81][60/470] lr: 6.222e-01, eta: 2 days, 20:23:56, time: 2.332, data_time: 0.030, memory: 25994, top1_acc: 0.3593, top5_acc: 0.6184, loss_cls: 2.8944, loss: 2.8944, grad_norm: 0.9295 2021-02-19 22:34:37,853 - mmaction - INFO - Epoch [81][80/470] lr: 6.222e-01, eta: 2 days, 20:22:21, time: 2.170, data_time: 0.010, memory: 25994, top1_acc: 0.3575, top5_acc: 0.6138, loss_cls: 2.8998, loss: 2.8998, grad_norm: 0.9315 2021-02-19 22:35:23,932 - mmaction - INFO - Epoch [81][100/470] lr: 6.222e-01, eta: 2 days, 20:20:51, time: 2.303, data_time: 0.005, memory: 25994, top1_acc: 0.3615, top5_acc: 0.6097, loss_cls: 2.9044, loss: 2.9044, grad_norm: 0.9212 2021-02-19 22:36:11,885 - mmaction - INFO - Epoch [81][120/470] lr: 6.222e-01, eta: 2 days, 20:19:27, time: 2.400, data_time: 0.005, memory: 25994, top1_acc: 0.3569, top5_acc: 0.6144, loss_cls: 2.8967, loss: 2.8967, grad_norm: 0.9168 2021-02-19 22:37:03,396 - mmaction - INFO - Epoch [81][140/470] lr: 6.222e-01, eta: 2 days, 20:18:09, time: 2.569, data_time: 0.002, memory: 25994, top1_acc: 0.3625, top5_acc: 0.6213, loss_cls: 2.8776, loss: 2.8776, grad_norm: 0.9309 2021-02-19 22:37:53,023 - mmaction - INFO - Epoch [81][160/470] lr: 6.222e-01, eta: 2 days, 20:16:48, time: 2.488, data_time: 0.010, memory: 25994, top1_acc: 0.3671, top5_acc: 0.6196, loss_cls: 2.8708, loss: 2.8708, grad_norm: 0.9264 2021-02-19 22:38:44,523 - mmaction - INFO - Epoch [81][180/470] lr: 6.222e-01, eta: 2 days, 20:15:31, time: 2.572, data_time: 0.003, memory: 25994, top1_acc: 0.3646, top5_acc: 0.6210, loss_cls: 2.8826, loss: 2.8826, grad_norm: 0.9116 2021-02-19 22:39:31,774 - mmaction - INFO - Epoch [81][200/470] lr: 6.222e-01, eta: 2 days, 20:14:05, time: 2.365, data_time: 0.008, memory: 25994, top1_acc: 0.3652, top5_acc: 0.6183, loss_cls: 2.8869, loss: 2.8869, grad_norm: 0.9175 2021-02-19 22:40:17,886 - mmaction - INFO - Epoch [81][220/470] lr: 6.222e-01, eta: 2 days, 20:12:36, time: 2.306, data_time: 0.005, memory: 25994, top1_acc: 0.3698, top5_acc: 0.6220, loss_cls: 2.8670, loss: 2.8670, grad_norm: 0.9239 2021-02-19 22:41:06,168 - mmaction - INFO - Epoch [81][240/470] lr: 6.222e-01, eta: 2 days, 20:11:12, time: 2.414, data_time: 0.005, memory: 25994, top1_acc: 0.3574, top5_acc: 0.6145, loss_cls: 2.9013, loss: 2.9013, grad_norm: 0.9387 2021-02-19 22:41:55,573 - mmaction - INFO - Epoch [81][260/470] lr: 6.222e-01, eta: 2 days, 20:09:50, time: 2.460, data_time: 0.004, memory: 25994, top1_acc: 0.3579, top5_acc: 0.6156, loss_cls: 2.9124, loss: 2.9124, grad_norm: 0.9261 2021-02-19 22:42:45,244 - mmaction - INFO - Epoch [81][280/470] lr: 6.222e-01, eta: 2 days, 20:08:29, time: 2.488, data_time: 0.015, memory: 25994, top1_acc: 0.3653, top5_acc: 0.6181, loss_cls: 2.8832, loss: 2.8832, grad_norm: 0.9197 2021-02-19 22:43:29,677 - mmaction - INFO - Epoch [81][300/470] lr: 6.222e-01, eta: 2 days, 20:06:57, time: 2.227, data_time: 0.010, memory: 25994, top1_acc: 0.3654, top5_acc: 0.6154, loss_cls: 2.9028, loss: 2.9028, grad_norm: 0.9165 2021-02-19 22:44:14,711 - mmaction - INFO - Epoch [81][320/470] lr: 6.222e-01, eta: 2 days, 20:05:26, time: 2.251, data_time: 0.006, memory: 25994, top1_acc: 0.3590, top5_acc: 0.6163, loss_cls: 2.9014, loss: 2.9014, grad_norm: 0.9301 2021-02-19 22:45:01,728 - mmaction - INFO - Epoch [81][340/470] lr: 6.222e-01, eta: 2 days, 20:03:59, time: 2.350, data_time: 0.020, memory: 25994, top1_acc: 0.3623, top5_acc: 0.6174, loss_cls: 2.8932, loss: 2.8932, grad_norm: 0.9290 2021-02-19 22:45:46,894 - mmaction - INFO - Epoch [81][360/470] lr: 6.222e-01, eta: 2 days, 20:02:29, time: 2.261, data_time: 0.015, memory: 25994, top1_acc: 0.3607, top5_acc: 0.6181, loss_cls: 2.8813, loss: 2.8813, grad_norm: 0.9198 2021-02-19 22:46:33,634 - mmaction - INFO - Epoch [81][380/470] lr: 6.222e-01, eta: 2 days, 20:01:02, time: 2.338, data_time: 0.005, memory: 25994, top1_acc: 0.3658, top5_acc: 0.6199, loss_cls: 2.8788, loss: 2.8788, grad_norm: 0.9247 2021-02-19 22:47:19,866 - mmaction - INFO - Epoch [81][400/470] lr: 6.222e-01, eta: 2 days, 19:59:34, time: 2.311, data_time: 0.011, memory: 25994, top1_acc: 0.3679, top5_acc: 0.6165, loss_cls: 2.8924, loss: 2.8924, grad_norm: 0.9435 2021-02-19 22:48:05,682 - mmaction - INFO - Epoch [81][420/470] lr: 6.222e-01, eta: 2 days, 19:58:04, time: 2.290, data_time: 0.004, memory: 25994, top1_acc: 0.3563, top5_acc: 0.6138, loss_cls: 2.9112, loss: 2.9112, grad_norm: 0.9163 2021-02-19 22:48:55,061 - mmaction - INFO - Epoch [81][440/470] lr: 6.222e-01, eta: 2 days, 19:56:43, time: 2.469, data_time: 0.006, memory: 25994, top1_acc: 0.3660, top5_acc: 0.6260, loss_cls: 2.8533, loss: 2.8533, grad_norm: 0.9185 2021-02-19 22:49:41,599 - mmaction - INFO - Epoch [81][460/470] lr: 6.222e-01, eta: 2 days, 19:55:16, time: 2.328, data_time: 0.018, memory: 25994, top1_acc: 0.3558, top5_acc: 0.6097, loss_cls: 2.9078, loss: 2.9078, grad_norm: 0.9150 2021-02-19 22:55:21,172 - mmaction - INFO - Epoch [82][20/470] lr: 6.181e-01, eta: 2 days, 20:01:21, time: 14.985, data_time: 12.455, memory: 25994, top1_acc: 0.3654, top5_acc: 0.6171, loss_cls: 2.8847, loss: 2.8847, grad_norm: 0.9253 2021-02-19 22:56:07,321 - mmaction - INFO - Epoch [82][40/470] lr: 6.181e-01, eta: 2 days, 19:59:53, time: 2.312, data_time: 0.010, memory: 25994, top1_acc: 0.3655, top5_acc: 0.6229, loss_cls: 2.8778, loss: 2.8778, grad_norm: 0.9184 2021-02-19 22:56:51,896 - mmaction - INFO - Epoch [82][60/470] lr: 6.181e-01, eta: 2 days, 19:58:21, time: 2.229, data_time: 0.010, memory: 25994, top1_acc: 0.3641, top5_acc: 0.6132, loss_cls: 2.8943, loss: 2.8943, grad_norm: 0.9190 2021-02-19 22:57:39,305 - mmaction - INFO - Epoch [82][80/470] lr: 6.181e-01, eta: 2 days, 19:56:54, time: 2.341, data_time: 0.003, memory: 25994, top1_acc: 0.3585, top5_acc: 0.6163, loss_cls: 2.8824, loss: 2.8824, grad_norm: 0.9312 2021-02-19 22:58:28,628 - mmaction - INFO - Epoch [82][100/470] lr: 6.181e-01, eta: 2 days, 19:55:34, time: 2.495, data_time: 0.035, memory: 25994, top1_acc: 0.3710, top5_acc: 0.6247, loss_cls: 2.8651, loss: 2.8651, grad_norm: 0.9261 2021-02-19 22:59:15,199 - mmaction - INFO - Epoch [82][120/470] lr: 6.181e-01, eta: 2 days, 19:54:06, time: 2.330, data_time: 0.005, memory: 25994, top1_acc: 0.3583, top5_acc: 0.6155, loss_cls: 2.9056, loss: 2.9056, grad_norm: 0.9384 2021-02-19 23:00:02,659 - mmaction - INFO - Epoch [82][140/470] lr: 6.181e-01, eta: 2 days, 19:52:41, time: 2.370, data_time: 0.003, memory: 25994, top1_acc: 0.3607, top5_acc: 0.6168, loss_cls: 2.8923, loss: 2.8923, grad_norm: 0.9248 2021-02-19 23:00:50,647 - mmaction - INFO - Epoch [82][160/470] lr: 6.181e-01, eta: 2 days, 19:51:17, time: 2.403, data_time: 0.006, memory: 25994, top1_acc: 0.3712, top5_acc: 0.6292, loss_cls: 2.8351, loss: 2.8351, grad_norm: 0.9377 2021-02-19 23:01:39,192 - mmaction - INFO - Epoch [82][180/470] lr: 6.181e-01, eta: 2 days, 19:49:54, time: 2.427, data_time: 0.007, memory: 25994, top1_acc: 0.3557, top5_acc: 0.6161, loss_cls: 2.9268, loss: 2.9268, grad_norm: 0.9383 2021-02-19 23:02:25,079 - mmaction - INFO - Epoch [82][200/470] lr: 6.181e-01, eta: 2 days, 19:48:25, time: 2.295, data_time: 0.003, memory: 25994, top1_acc: 0.3627, top5_acc: 0.6215, loss_cls: 2.8726, loss: 2.8726, grad_norm: 0.9280 2021-02-19 23:03:11,022 - mmaction - INFO - Epoch [82][220/470] lr: 6.181e-01, eta: 2 days, 19:46:56, time: 2.295, data_time: 0.005, memory: 25994, top1_acc: 0.3554, top5_acc: 0.6124, loss_cls: 2.9138, loss: 2.9138, grad_norm: 0.9288 2021-02-19 23:03:56,990 - mmaction - INFO - Epoch [82][240/470] lr: 6.181e-01, eta: 2 days, 19:45:28, time: 2.301, data_time: 0.007, memory: 25994, top1_acc: 0.3616, top5_acc: 0.6173, loss_cls: 2.8703, loss: 2.8703, grad_norm: 0.9356 2021-02-19 23:04:42,410 - mmaction - INFO - Epoch [82][260/470] lr: 6.181e-01, eta: 2 days, 19:43:58, time: 2.271, data_time: 0.009, memory: 25994, top1_acc: 0.3563, top5_acc: 0.6111, loss_cls: 2.9069, loss: 2.9069, grad_norm: 0.9295 2021-02-19 23:05:35,818 - mmaction - INFO - Epoch [82][280/470] lr: 6.181e-01, eta: 2 days, 19:42:46, time: 2.669, data_time: 0.006, memory: 25994, top1_acc: 0.3617, top5_acc: 0.6239, loss_cls: 2.8698, loss: 2.8698, grad_norm: 0.9380 2021-02-19 23:06:22,801 - mmaction - INFO - Epoch [82][300/470] lr: 6.181e-01, eta: 2 days, 19:41:20, time: 2.349, data_time: 0.006, memory: 25994, top1_acc: 0.3529, top5_acc: 0.6153, loss_cls: 2.8982, loss: 2.8982, grad_norm: 0.9421 2021-02-19 23:07:07,038 - mmaction - INFO - Epoch [82][320/470] lr: 6.181e-01, eta: 2 days, 19:39:48, time: 2.211, data_time: 0.004, memory: 25994, top1_acc: 0.3548, top5_acc: 0.6076, loss_cls: 2.9148, loss: 2.9148, grad_norm: 0.9222 2021-02-19 23:07:55,880 - mmaction - INFO - Epoch [82][340/470] lr: 6.181e-01, eta: 2 days, 19:38:25, time: 2.440, data_time: 0.018, memory: 25994, top1_acc: 0.3636, top5_acc: 0.6178, loss_cls: 2.8761, loss: 2.8761, grad_norm: 0.9387 2021-02-19 23:08:47,213 - mmaction - INFO - Epoch [82][360/470] lr: 6.181e-01, eta: 2 days, 19:37:09, time: 2.564, data_time: 0.010, memory: 25994, top1_acc: 0.3614, top5_acc: 0.6123, loss_cls: 2.8948, loss: 2.8948, grad_norm: 0.9044 2021-02-19 23:09:36,520 - mmaction - INFO - Epoch [82][380/470] lr: 6.181e-01, eta: 2 days, 19:35:48, time: 2.472, data_time: 0.011, memory: 25994, top1_acc: 0.3634, top5_acc: 0.6171, loss_cls: 2.8894, loss: 2.8894, grad_norm: 0.9353 2021-02-19 23:10:22,365 - mmaction - INFO - Epoch [82][400/470] lr: 6.181e-01, eta: 2 days, 19:34:19, time: 2.291, data_time: 0.007, memory: 25994, top1_acc: 0.3589, top5_acc: 0.6139, loss_cls: 2.9116, loss: 2.9116, grad_norm: 0.9252 2021-02-19 23:11:10,515 - mmaction - INFO - Epoch [82][420/470] lr: 6.181e-01, eta: 2 days, 19:32:56, time: 2.407, data_time: 0.006, memory: 25994, top1_acc: 0.3614, top5_acc: 0.6198, loss_cls: 2.8951, loss: 2.8951, grad_norm: 0.9218 2021-02-19 23:12:08,444 - mmaction - INFO - Epoch [82][440/470] lr: 6.181e-01, eta: 2 days, 19:31:53, time: 2.893, data_time: 0.007, memory: 25994, top1_acc: 0.3510, top5_acc: 0.6102, loss_cls: 2.9245, loss: 2.9245, grad_norm: 0.9177 2021-02-19 23:12:56,909 - mmaction - INFO - Epoch [82][460/470] lr: 6.181e-01, eta: 2 days, 19:30:31, time: 2.427, data_time: 0.017, memory: 25994, top1_acc: 0.3643, top5_acc: 0.6207, loss_cls: 2.8902, loss: 2.8902, grad_norm: 0.9168 2021-02-19 23:18:33,349 - mmaction - INFO - Epoch [83][20/470] lr: 6.140e-01, eta: 2 days, 19:36:22, time: 14.841, data_time: 12.450, memory: 25994, top1_acc: 0.3704, top5_acc: 0.6294, loss_cls: 2.8269, loss: 2.8269, grad_norm: 0.9350 2021-02-19 23:19:17,500 - mmaction - INFO - Epoch [83][40/470] lr: 6.140e-01, eta: 2 days, 19:34:50, time: 2.210, data_time: 0.008, memory: 25994, top1_acc: 0.3579, top5_acc: 0.6180, loss_cls: 2.8772, loss: 2.8772, grad_norm: 0.9509 2021-02-19 23:20:10,751 - mmaction - INFO - Epoch [83][60/470] lr: 6.140e-01, eta: 2 days, 19:33:37, time: 2.662, data_time: 0.004, memory: 25994, top1_acc: 0.3626, top5_acc: 0.6177, loss_cls: 2.8869, loss: 2.8869, grad_norm: 0.9304 2021-02-19 23:20:57,019 - mmaction - INFO - Epoch [83][80/470] lr: 6.140e-01, eta: 2 days, 19:32:09, time: 2.313, data_time: 0.006, memory: 25994, top1_acc: 0.3668, top5_acc: 0.6227, loss_cls: 2.8518, loss: 2.8518, grad_norm: 0.9219 2021-02-19 23:21:51,281 - mmaction - INFO - Epoch [83][100/470] lr: 6.140e-01, eta: 2 days, 19:30:59, time: 2.713, data_time: 0.004, memory: 25994, top1_acc: 0.3743, top5_acc: 0.6278, loss_cls: 2.8361, loss: 2.8361, grad_norm: 0.9377 2021-02-19 23:22:37,943 - mmaction - INFO - Epoch [83][120/470] lr: 6.140e-01, eta: 2 days, 19:29:32, time: 2.334, data_time: 0.008, memory: 25994, top1_acc: 0.3735, top5_acc: 0.6229, loss_cls: 2.8629, loss: 2.8629, grad_norm: 0.9210 2021-02-19 23:23:25,162 - mmaction - INFO - Epoch [83][140/470] lr: 6.140e-01, eta: 2 days, 19:28:07, time: 2.361, data_time: 0.005, memory: 25994, top1_acc: 0.3613, top5_acc: 0.6196, loss_cls: 2.8706, loss: 2.8706, grad_norm: 0.9194 2021-02-19 23:24:09,976 - mmaction - INFO - Epoch [83][160/470] lr: 6.140e-01, eta: 2 days, 19:26:36, time: 2.240, data_time: 0.004, memory: 25994, top1_acc: 0.3662, top5_acc: 0.6229, loss_cls: 2.8666, loss: 2.8666, grad_norm: 0.9447 2021-02-19 23:24:56,757 - mmaction - INFO - Epoch [83][180/470] lr: 6.140e-01, eta: 2 days, 19:25:10, time: 2.339, data_time: 0.005, memory: 25994, top1_acc: 0.3735, top5_acc: 0.6256, loss_cls: 2.8372, loss: 2.8372, grad_norm: 0.9237 2021-02-19 23:25:41,227 - mmaction - INFO - Epoch [83][200/470] lr: 6.140e-01, eta: 2 days, 19:23:38, time: 2.218, data_time: 0.005, memory: 25994, top1_acc: 0.3709, top5_acc: 0.6233, loss_cls: 2.8675, loss: 2.8675, grad_norm: 0.9277 2021-02-19 23:26:30,278 - mmaction - INFO - Epoch [83][220/470] lr: 6.140e-01, eta: 2 days, 19:22:17, time: 2.459, data_time: 0.013, memory: 25994, top1_acc: 0.3745, top5_acc: 0.6283, loss_cls: 2.8279, loss: 2.8279, grad_norm: 0.9310 2021-02-19 23:27:16,052 - mmaction - INFO - Epoch [83][240/470] lr: 6.140e-01, eta: 2 days, 19:20:49, time: 2.289, data_time: 0.004, memory: 25994, top1_acc: 0.3680, top5_acc: 0.6236, loss_cls: 2.8642, loss: 2.8642, grad_norm: 0.9377 2021-02-19 23:28:00,858 - mmaction - INFO - Epoch [83][260/470] lr: 6.140e-01, eta: 2 days, 19:19:19, time: 2.239, data_time: 0.004, memory: 25994, top1_acc: 0.3661, top5_acc: 0.6108, loss_cls: 2.8942, loss: 2.8942, grad_norm: 0.9373 2021-02-19 23:28:47,945 - mmaction - INFO - Epoch [83][280/470] lr: 6.140e-01, eta: 2 days, 19:17:53, time: 2.355, data_time: 0.005, memory: 25994, top1_acc: 0.3547, top5_acc: 0.6140, loss_cls: 2.9148, loss: 2.9148, grad_norm: 0.9458 2021-02-19 23:29:33,058 - mmaction - INFO - Epoch [83][300/470] lr: 6.140e-01, eta: 2 days, 19:16:24, time: 2.256, data_time: 0.002, memory: 25994, top1_acc: 0.3646, top5_acc: 0.6231, loss_cls: 2.8762, loss: 2.8762, grad_norm: 0.9174 2021-02-19 23:30:19,670 - mmaction - INFO - Epoch [83][320/470] lr: 6.140e-01, eta: 2 days, 19:14:57, time: 2.331, data_time: 0.006, memory: 25994, top1_acc: 0.3716, top5_acc: 0.6209, loss_cls: 2.8536, loss: 2.8536, grad_norm: 0.9146 2021-02-19 23:31:07,274 - mmaction - INFO - Epoch [83][340/470] lr: 6.140e-01, eta: 2 days, 19:13:33, time: 2.379, data_time: 0.003, memory: 25994, top1_acc: 0.3672, top5_acc: 0.6214, loss_cls: 2.8726, loss: 2.8726, grad_norm: 0.9222 2021-02-19 23:31:50,934 - mmaction - INFO - Epoch [83][360/470] lr: 6.140e-01, eta: 2 days, 19:12:01, time: 2.184, data_time: 0.006, memory: 25994, top1_acc: 0.3643, top5_acc: 0.6152, loss_cls: 2.8661, loss: 2.8661, grad_norm: 0.9616 2021-02-19 23:32:37,416 - mmaction - INFO - Epoch [83][380/470] lr: 6.140e-01, eta: 2 days, 19:10:34, time: 2.324, data_time: 0.001, memory: 25994, top1_acc: 0.3504, top5_acc: 0.6062, loss_cls: 2.9338, loss: 2.9338, grad_norm: 0.9304 2021-02-19 23:33:20,737 - mmaction - INFO - Epoch [83][400/470] lr: 6.140e-01, eta: 2 days, 19:09:01, time: 2.166, data_time: 0.003, memory: 25994, top1_acc: 0.3558, top5_acc: 0.6027, loss_cls: 2.9361, loss: 2.9361, grad_norm: 0.9254 2021-02-19 23:34:07,052 - mmaction - INFO - Epoch [83][420/470] lr: 6.140e-01, eta: 2 days, 19:07:34, time: 2.317, data_time: 0.006, memory: 25994, top1_acc: 0.3620, top5_acc: 0.6160, loss_cls: 2.8834, loss: 2.8834, grad_norm: 0.9122 2021-02-19 23:34:53,226 - mmaction - INFO - Epoch [83][440/470] lr: 6.140e-01, eta: 2 days, 19:06:07, time: 2.303, data_time: 0.002, memory: 25994, top1_acc: 0.3530, top5_acc: 0.6161, loss_cls: 2.9182, loss: 2.9182, grad_norm: 0.9549 2021-02-19 23:35:37,456 - mmaction - INFO - Epoch [83][460/470] lr: 6.140e-01, eta: 2 days, 19:04:36, time: 2.216, data_time: 0.012, memory: 25994, top1_acc: 0.3561, top5_acc: 0.6142, loss_cls: 2.9303, loss: 2.9303, grad_norm: 0.9255 2021-02-19 23:41:21,871 - mmaction - INFO - Epoch [84][20/470] lr: 6.098e-01, eta: 2 days, 19:10:42, time: 15.374, data_time: 13.100, memory: 25994, top1_acc: 0.3660, top5_acc: 0.6180, loss_cls: 2.8779, loss: 2.8779, grad_norm: 0.9406 2021-02-19 23:42:07,033 - mmaction - INFO - Epoch [84][40/470] lr: 6.098e-01, eta: 2 days, 19:09:13, time: 2.259, data_time: 0.011, memory: 25994, top1_acc: 0.3753, top5_acc: 0.6229, loss_cls: 2.8438, loss: 2.8438, grad_norm: 0.9338 2021-02-19 23:42:53,420 - mmaction - INFO - Epoch [84][60/470] lr: 6.098e-01, eta: 2 days, 19:07:46, time: 2.320, data_time: 0.005, memory: 25994, top1_acc: 0.3658, top5_acc: 0.6143, loss_cls: 2.8707, loss: 2.8707, grad_norm: 0.9293 2021-02-19 23:43:40,136 - mmaction - INFO - Epoch [84][80/470] lr: 6.098e-01, eta: 2 days, 19:06:20, time: 2.336, data_time: 0.007, memory: 25994, top1_acc: 0.3741, top5_acc: 0.6287, loss_cls: 2.8305, loss: 2.8305, grad_norm: 0.9288 2021-02-19 23:44:26,579 - mmaction - INFO - Epoch [84][100/470] lr: 6.098e-01, eta: 2 days, 19:04:53, time: 2.304, data_time: 0.004, memory: 25994, top1_acc: 0.3766, top5_acc: 0.6335, loss_cls: 2.8070, loss: 2.8070, grad_norm: 0.9449 2021-02-19 23:45:14,615 - mmaction - INFO - Epoch [84][120/470] lr: 6.098e-01, eta: 2 days, 19:03:30, time: 2.412, data_time: 0.025, memory: 25994, top1_acc: 0.3731, top5_acc: 0.6262, loss_cls: 2.8475, loss: 2.8475, grad_norm: 0.9267 2021-02-19 23:46:01,318 - mmaction - INFO - Epoch [84][140/470] lr: 6.098e-01, eta: 2 days, 19:02:04, time: 2.342, data_time: 0.013, memory: 25994, top1_acc: 0.3665, top5_acc: 0.6208, loss_cls: 2.8517, loss: 2.8517, grad_norm: 0.9177 2021-02-19 23:46:45,806 - mmaction - INFO - Epoch [84][160/470] lr: 6.098e-01, eta: 2 days, 19:00:34, time: 2.226, data_time: 0.005, memory: 25994, top1_acc: 0.3617, top5_acc: 0.6145, loss_cls: 2.8796, loss: 2.8796, grad_norm: 0.9314 2021-02-19 23:47:34,034 - mmaction - INFO - Epoch [84][180/470] lr: 6.098e-01, eta: 2 days, 18:59:11, time: 2.412, data_time: 0.005, memory: 25994, top1_acc: 0.3590, top5_acc: 0.6211, loss_cls: 2.8690, loss: 2.8690, grad_norm: 0.9348 2021-02-19 23:48:19,369 - mmaction - INFO - Epoch [84][200/470] lr: 6.098e-01, eta: 2 days, 18:57:43, time: 2.265, data_time: 0.006, memory: 25994, top1_acc: 0.3648, top5_acc: 0.6249, loss_cls: 2.8490, loss: 2.8490, grad_norm: 0.9275 2021-02-19 23:49:06,671 - mmaction - INFO - Epoch [84][220/470] lr: 6.098e-01, eta: 2 days, 18:56:18, time: 2.364, data_time: 0.005, memory: 25994, top1_acc: 0.3637, top5_acc: 0.6113, loss_cls: 2.8960, loss: 2.8960, grad_norm: 0.9242 2021-02-19 23:49:54,263 - mmaction - INFO - Epoch [84][240/470] lr: 6.098e-01, eta: 2 days, 18:54:54, time: 2.379, data_time: 0.005, memory: 25994, top1_acc: 0.3668, top5_acc: 0.6188, loss_cls: 2.8814, loss: 2.8814, grad_norm: 0.9274 2021-02-19 23:50:48,011 - mmaction - INFO - Epoch [84][260/470] lr: 6.098e-01, eta: 2 days, 18:53:43, time: 2.687, data_time: 0.044, memory: 25994, top1_acc: 0.3577, top5_acc: 0.6216, loss_cls: 2.8725, loss: 2.8725, grad_norm: 0.9298 2021-02-19 23:51:35,018 - mmaction - INFO - Epoch [84][280/470] lr: 6.098e-01, eta: 2 days, 18:52:18, time: 2.353, data_time: 0.020, memory: 25994, top1_acc: 0.3698, top5_acc: 0.6155, loss_cls: 2.8552, loss: 2.8552, grad_norm: 0.9214 2021-02-19 23:52:20,592 - mmaction - INFO - Epoch [84][300/470] lr: 6.098e-01, eta: 2 days, 18:50:50, time: 2.275, data_time: 0.004, memory: 25994, top1_acc: 0.3663, top5_acc: 0.6205, loss_cls: 2.8581, loss: 2.8581, grad_norm: 0.9237 2021-02-19 23:53:09,391 - mmaction - INFO - Epoch [84][320/470] lr: 6.098e-01, eta: 2 days, 18:49:28, time: 2.438, data_time: 0.008, memory: 25994, top1_acc: 0.3704, top5_acc: 0.6199, loss_cls: 2.8695, loss: 2.8695, grad_norm: 0.9270 2021-02-19 23:54:04,899 - mmaction - INFO - Epoch [84][340/470] lr: 6.098e-01, eta: 2 days, 18:48:21, time: 2.779, data_time: 0.009, memory: 25994, top1_acc: 0.3570, top5_acc: 0.6163, loss_cls: 2.8962, loss: 2.8962, grad_norm: 0.9532 2021-02-19 23:54:54,785 - mmaction - INFO - Epoch [84][360/470] lr: 6.098e-01, eta: 2 days, 18:47:02, time: 2.494, data_time: 0.006, memory: 25994, top1_acc: 0.3639, top5_acc: 0.6174, loss_cls: 2.8932, loss: 2.8932, grad_norm: 0.9288 2021-02-19 23:55:40,725 - mmaction - INFO - Epoch [84][380/470] lr: 6.098e-01, eta: 2 days, 18:45:35, time: 2.299, data_time: 0.004, memory: 25994, top1_acc: 0.3579, top5_acc: 0.6078, loss_cls: 2.9171, loss: 2.9171, grad_norm: 0.9224 2021-02-19 23:56:27,323 - mmaction - INFO - Epoch [84][400/470] lr: 6.098e-01, eta: 2 days, 18:44:10, time: 2.330, data_time: 0.010, memory: 25994, top1_acc: 0.3626, top5_acc: 0.6169, loss_cls: 2.8995, loss: 2.8995, grad_norm: 0.9389 2021-02-19 23:57:16,117 - mmaction - INFO - Epoch [84][420/470] lr: 6.098e-01, eta: 2 days, 18:42:48, time: 2.435, data_time: 0.004, memory: 25994, top1_acc: 0.3672, top5_acc: 0.6160, loss_cls: 2.8941, loss: 2.8941, grad_norm: 0.9222 2021-02-19 23:58:04,710 - mmaction - INFO - Epoch [84][440/470] lr: 6.098e-01, eta: 2 days, 18:41:27, time: 2.432, data_time: 0.012, memory: 25994, top1_acc: 0.3608, top5_acc: 0.6153, loss_cls: 2.9169, loss: 2.9169, grad_norm: 0.9294 2021-02-19 23:58:48,487 - mmaction - INFO - Epoch [84][460/470] lr: 6.098e-01, eta: 2 days, 18:39:56, time: 2.191, data_time: 0.008, memory: 25994, top1_acc: 0.3654, top5_acc: 0.6205, loss_cls: 2.8752, loss: 2.8752, grad_norm: 0.9252 2021-02-19 23:59:28,220 - mmaction - INFO - Saving checkpoint at 84 epochs 2021-02-20 00:04:08,952 - mmaction - INFO - Epoch [85][20/470] lr: 6.056e-01, eta: 2 days, 18:44:53, time: 13.895, data_time: 11.494, memory: 25994, top1_acc: 0.3641, top5_acc: 0.6140, loss_cls: 2.8982, loss: 2.8982, grad_norm: 0.9296 2021-02-20 00:04:54,838 - mmaction - INFO - Epoch [85][40/470] lr: 6.056e-01, eta: 2 days, 18:43:25, time: 2.276, data_time: 0.010, memory: 25994, top1_acc: 0.3684, top5_acc: 0.6241, loss_cls: 2.8594, loss: 2.8594, grad_norm: 0.9382 2021-02-20 00:05:40,903 - mmaction - INFO - Epoch [85][60/470] lr: 6.056e-01, eta: 2 days, 18:41:59, time: 2.323, data_time: 0.023, memory: 25994, top1_acc: 0.3690, top5_acc: 0.6250, loss_cls: 2.8334, loss: 2.8334, grad_norm: 0.9562 2021-02-20 00:06:26,169 - mmaction - INFO - Epoch [85][80/470] lr: 6.056e-01, eta: 2 days, 18:40:30, time: 2.255, data_time: 0.005, memory: 25994, top1_acc: 0.3725, top5_acc: 0.6312, loss_cls: 2.8343, loss: 2.8343, grad_norm: 0.9386 2021-02-20 00:07:11,081 - mmaction - INFO - Epoch [85][100/470] lr: 6.056e-01, eta: 2 days, 18:39:01, time: 2.253, data_time: 0.012, memory: 25994, top1_acc: 0.3740, top5_acc: 0.6319, loss_cls: 2.8407, loss: 2.8407, grad_norm: 0.9465 2021-02-20 00:08:02,526 - mmaction - INFO - Epoch [85][120/470] lr: 6.056e-01, eta: 2 days, 18:37:46, time: 2.572, data_time: 0.016, memory: 25994, top1_acc: 0.3646, top5_acc: 0.6235, loss_cls: 2.8770, loss: 2.8770, grad_norm: 0.9366 2021-02-20 00:08:49,436 - mmaction - INFO - Epoch [85][140/470] lr: 6.056e-01, eta: 2 days, 18:36:21, time: 2.345, data_time: 0.005, memory: 25994, top1_acc: 0.3623, top5_acc: 0.6226, loss_cls: 2.8754, loss: 2.8754, grad_norm: 0.9299 2021-02-20 00:09:35,905 - mmaction - INFO - Epoch [85][160/470] lr: 6.056e-01, eta: 2 days, 18:34:55, time: 2.323, data_time: 0.008, memory: 25994, top1_acc: 0.3760, top5_acc: 0.6266, loss_cls: 2.8160, loss: 2.8160, grad_norm: 0.9399 2021-02-20 00:10:20,215 - mmaction - INFO - Epoch [85][180/470] lr: 6.056e-01, eta: 2 days, 18:33:25, time: 2.217, data_time: 0.005, memory: 25994, top1_acc: 0.3683, top5_acc: 0.6210, loss_cls: 2.8773, loss: 2.8773, grad_norm: 0.9247 2021-02-20 00:11:05,714 - mmaction - INFO - Epoch [85][200/470] lr: 6.056e-01, eta: 2 days, 18:31:57, time: 2.276, data_time: 0.006, memory: 25994, top1_acc: 0.3549, top5_acc: 0.6179, loss_cls: 2.8837, loss: 2.8837, grad_norm: 0.9416 2021-02-20 00:11:54,398 - mmaction - INFO - Epoch [85][220/470] lr: 6.056e-01, eta: 2 days, 18:30:36, time: 2.433, data_time: 0.002, memory: 25994, top1_acc: 0.3649, top5_acc: 0.6238, loss_cls: 2.8647, loss: 2.8647, grad_norm: 0.9296 2021-02-20 00:12:44,076 - mmaction - INFO - Epoch [85][240/470] lr: 6.056e-01, eta: 2 days, 18:29:17, time: 2.482, data_time: 0.007, memory: 25994, top1_acc: 0.3744, top5_acc: 0.6285, loss_cls: 2.8315, loss: 2.8315, grad_norm: 0.9281 2021-02-20 00:13:29,737 - mmaction - INFO - Epoch [85][260/470] lr: 6.056e-01, eta: 2 days, 18:27:50, time: 2.284, data_time: 0.005, memory: 25994, top1_acc: 0.3752, top5_acc: 0.6298, loss_cls: 2.8327, loss: 2.8327, grad_norm: 0.9358 2021-02-20 00:14:15,317 - mmaction - INFO - Epoch [85][280/470] lr: 6.056e-01, eta: 2 days, 18:26:22, time: 2.279, data_time: 0.003, memory: 25994, top1_acc: 0.3718, top5_acc: 0.6206, loss_cls: 2.8336, loss: 2.8336, grad_norm: 0.9425 2021-02-20 00:15:02,641 - mmaction - INFO - Epoch [85][300/470] lr: 6.056e-01, eta: 2 days, 18:24:58, time: 2.357, data_time: 0.004, memory: 25994, top1_acc: 0.3605, top5_acc: 0.6231, loss_cls: 2.8714, loss: 2.8714, grad_norm: 0.9392 2021-02-20 00:15:50,877 - mmaction - INFO - Epoch [85][320/470] lr: 6.056e-01, eta: 2 days, 18:23:36, time: 2.416, data_time: 0.019, memory: 25994, top1_acc: 0.3609, top5_acc: 0.6203, loss_cls: 2.8936, loss: 2.8936, grad_norm: 0.9236 2021-02-20 00:16:43,695 - mmaction - INFO - Epoch [85][340/470] lr: 6.056e-01, eta: 2 days, 18:22:24, time: 2.647, data_time: 0.010, memory: 25994, top1_acc: 0.3638, top5_acc: 0.6207, loss_cls: 2.8680, loss: 2.8680, grad_norm: 0.9336 2021-02-20 00:17:30,913 - mmaction - INFO - Epoch [85][360/470] lr: 6.056e-01, eta: 2 days, 18:21:00, time: 2.359, data_time: 0.005, memory: 25994, top1_acc: 0.3592, top5_acc: 0.6150, loss_cls: 2.8926, loss: 2.8926, grad_norm: 0.9453 2021-02-20 00:18:15,802 - mmaction - INFO - Epoch [85][380/470] lr: 6.056e-01, eta: 2 days, 18:19:32, time: 2.248, data_time: 0.006, memory: 25994, top1_acc: 0.3660, top5_acc: 0.6154, loss_cls: 2.8849, loss: 2.8849, grad_norm: 0.9253 2021-02-20 00:19:03,531 - mmaction - INFO - Epoch [85][400/470] lr: 6.056e-01, eta: 2 days, 18:18:09, time: 2.384, data_time: 0.006, memory: 25994, top1_acc: 0.3667, top5_acc: 0.6130, loss_cls: 2.8863, loss: 2.8863, grad_norm: 0.9368 2021-02-20 00:19:48,107 - mmaction - INFO - Epoch [85][420/470] lr: 6.056e-01, eta: 2 days, 18:16:40, time: 2.230, data_time: 0.021, memory: 25994, top1_acc: 0.3615, top5_acc: 0.6166, loss_cls: 2.8888, loss: 2.8888, grad_norm: 0.9357 2021-02-20 00:20:37,834 - mmaction - INFO - Epoch [85][440/470] lr: 6.056e-01, eta: 2 days, 18:15:21, time: 2.487, data_time: 0.004, memory: 25994, top1_acc: 0.3634, top5_acc: 0.6142, loss_cls: 2.8904, loss: 2.8904, grad_norm: 0.9318 2021-02-20 00:21:37,448 - mmaction - INFO - Epoch [85][460/470] lr: 6.056e-01, eta: 2 days, 18:14:22, time: 2.974, data_time: 0.004, memory: 25994, top1_acc: 0.3629, top5_acc: 0.6100, loss_cls: 2.9049, loss: 2.9049, grad_norm: 0.9255 2021-02-20 00:30:14,343 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-20 00:30:15,156 - mmaction - INFO - top1_acc 0.3793 top5_acc 0.6502 2021-02-20 00:30:15,156 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-20 00:30:15,223 - mmaction - INFO - mean_acc 0.3792 2021-02-20 00:30:15,232 - mmaction - INFO - Epoch(val) [85][470] top1_acc: 0.3793, top5_acc: 0.6502, mean_class_accuracy: 0.3792 2021-02-20 00:34:54,962 - mmaction - INFO - Epoch [86][20/470] lr: 6.014e-01, eta: 2 days, 18:19:16, time: 13.980, data_time: 11.566, memory: 25994, top1_acc: 0.3674, top5_acc: 0.6290, loss_cls: 2.8420, loss: 2.8420, grad_norm: 0.9214 2021-02-20 00:35:42,056 - mmaction - INFO - Epoch [86][40/470] lr: 6.014e-01, eta: 2 days, 18:17:52, time: 2.359, data_time: 0.010, memory: 25994, top1_acc: 0.3688, top5_acc: 0.6281, loss_cls: 2.8400, loss: 2.8400, grad_norm: 0.9362 2021-02-20 00:36:26,117 - mmaction - INFO - Epoch [86][60/470] lr: 6.014e-01, eta: 2 days, 18:16:22, time: 2.202, data_time: 0.003, memory: 25994, top1_acc: 0.3718, top5_acc: 0.6295, loss_cls: 2.8272, loss: 2.8272, grad_norm: 0.9319 2021-02-20 00:37:13,067 - mmaction - INFO - Epoch [86][80/470] lr: 6.014e-01, eta: 2 days, 18:14:57, time: 2.348, data_time: 0.008, memory: 25994, top1_acc: 0.3645, top5_acc: 0.6200, loss_cls: 2.8852, loss: 2.8852, grad_norm: 0.9551 2021-02-20 00:37:58,660 - mmaction - INFO - Epoch [86][100/470] lr: 6.014e-01, eta: 2 days, 18:13:30, time: 2.269, data_time: 0.005, memory: 25994, top1_acc: 0.3605, top5_acc: 0.6198, loss_cls: 2.8921, loss: 2.8921, grad_norm: 0.9329 2021-02-20 00:38:47,619 - mmaction - INFO - Epoch [86][120/470] lr: 6.014e-01, eta: 2 days, 18:12:10, time: 2.460, data_time: 0.017, memory: 25994, top1_acc: 0.3801, top5_acc: 0.6325, loss_cls: 2.8019, loss: 2.8019, grad_norm: 0.9355 2021-02-20 00:39:32,894 - mmaction - INFO - Epoch [86][140/470] lr: 6.014e-01, eta: 2 days, 18:10:42, time: 2.264, data_time: 0.005, memory: 25994, top1_acc: 0.3740, top5_acc: 0.6269, loss_cls: 2.8431, loss: 2.8431, grad_norm: 0.9413 2021-02-20 00:40:19,413 - mmaction - INFO - Epoch [86][160/470] lr: 6.014e-01, eta: 2 days, 18:09:17, time: 2.319, data_time: 0.002, memory: 25994, top1_acc: 0.3689, top5_acc: 0.6249, loss_cls: 2.8603, loss: 2.8603, grad_norm: 0.9371 2021-02-20 00:41:04,160 - mmaction - INFO - Epoch [86][180/470] lr: 6.014e-01, eta: 2 days, 18:07:48, time: 2.243, data_time: 0.010, memory: 25994, top1_acc: 0.3730, top5_acc: 0.6263, loss_cls: 2.8423, loss: 2.8423, grad_norm: 0.9459 2021-02-20 00:41:50,353 - mmaction - INFO - Epoch [86][200/470] lr: 6.014e-01, eta: 2 days, 18:06:23, time: 2.307, data_time: 0.003, memory: 25994, top1_acc: 0.3634, top5_acc: 0.6277, loss_cls: 2.8513, loss: 2.8513, grad_norm: 0.9196 2021-02-20 00:42:35,324 - mmaction - INFO - Epoch [86][220/470] lr: 6.014e-01, eta: 2 days, 18:04:54, time: 2.246, data_time: 0.007, memory: 25994, top1_acc: 0.3695, top5_acc: 0.6247, loss_cls: 2.8658, loss: 2.8658, grad_norm: 0.9337 2021-02-20 00:43:20,221 - mmaction - INFO - Epoch [86][240/470] lr: 6.014e-01, eta: 2 days, 18:03:26, time: 2.247, data_time: 0.009, memory: 25994, top1_acc: 0.3695, top5_acc: 0.6181, loss_cls: 2.8683, loss: 2.8683, grad_norm: 0.9541 2021-02-20 00:44:07,144 - mmaction - INFO - Epoch [86][260/470] lr: 6.014e-01, eta: 2 days, 18:02:02, time: 2.350, data_time: 0.007, memory: 25994, top1_acc: 0.3551, top5_acc: 0.6206, loss_cls: 2.8948, loss: 2.8948, grad_norm: 0.9429 2021-02-20 00:44:52,680 - mmaction - INFO - Epoch [86][280/470] lr: 6.014e-01, eta: 2 days, 18:00:35, time: 2.266, data_time: 0.004, memory: 25994, top1_acc: 0.3594, top5_acc: 0.6205, loss_cls: 2.8700, loss: 2.8700, grad_norm: 0.9477 2021-02-20 00:45:38,600 - mmaction - INFO - Epoch [86][300/470] lr: 6.014e-01, eta: 2 days, 17:59:09, time: 2.306, data_time: 0.024, memory: 25994, top1_acc: 0.3647, top5_acc: 0.6175, loss_cls: 2.8962, loss: 2.8962, grad_norm: 0.9251 2021-02-20 00:46:27,696 - mmaction - INFO - Epoch [86][320/470] lr: 6.014e-01, eta: 2 days, 17:57:50, time: 2.456, data_time: 0.006, memory: 25994, top1_acc: 0.3647, top5_acc: 0.6205, loss_cls: 2.8726, loss: 2.8726, grad_norm: 0.9532 2021-02-20 00:47:13,376 - mmaction - INFO - Epoch [86][340/470] lr: 6.014e-01, eta: 2 days, 17:56:23, time: 2.272, data_time: 0.009, memory: 25994, top1_acc: 0.3757, top5_acc: 0.6225, loss_cls: 2.8441, loss: 2.8441, grad_norm: 0.9449 2021-02-20 00:48:02,623 - mmaction - INFO - Epoch [86][360/470] lr: 6.014e-01, eta: 2 days, 17:55:04, time: 2.472, data_time: 0.020, memory: 25994, top1_acc: 0.3677, top5_acc: 0.6271, loss_cls: 2.8639, loss: 2.8639, grad_norm: 0.9448 2021-02-20 00:48:48,353 - mmaction - INFO - Epoch [86][380/470] lr: 6.014e-01, eta: 2 days, 17:53:38, time: 2.289, data_time: 0.015, memory: 25994, top1_acc: 0.3623, top5_acc: 0.6204, loss_cls: 2.8724, loss: 2.8724, grad_norm: 0.9431 2021-02-20 00:49:34,779 - mmaction - INFO - Epoch [86][400/470] lr: 6.014e-01, eta: 2 days, 17:52:13, time: 2.314, data_time: 0.007, memory: 25994, top1_acc: 0.3690, top5_acc: 0.6223, loss_cls: 2.8723, loss: 2.8723, grad_norm: 0.9376 2021-02-20 00:50:21,109 - mmaction - INFO - Epoch [86][420/470] lr: 6.014e-01, eta: 2 days, 17:50:48, time: 2.324, data_time: 0.012, memory: 25994, top1_acc: 0.3670, top5_acc: 0.6238, loss_cls: 2.8552, loss: 2.8552, grad_norm: 0.9344 2021-02-20 00:51:07,227 - mmaction - INFO - Epoch [86][440/470] lr: 6.014e-01, eta: 2 days, 17:49:22, time: 2.303, data_time: 0.004, memory: 25994, top1_acc: 0.3696, top5_acc: 0.6175, loss_cls: 2.8891, loss: 2.8891, grad_norm: 0.9513 2021-02-20 00:51:52,440 - mmaction - INFO - Epoch [86][460/470] lr: 6.014e-01, eta: 2 days, 17:47:55, time: 2.263, data_time: 0.007, memory: 25994, top1_acc: 0.3608, top5_acc: 0.6215, loss_cls: 2.8789, loss: 2.8789, grad_norm: 0.9351 2021-02-20 00:57:46,279 - mmaction - INFO - Epoch [87][20/470] lr: 5.972e-01, eta: 2 days, 17:53:53, time: 15.762, data_time: 12.959, memory: 25994, top1_acc: 0.3761, top5_acc: 0.6243, loss_cls: 2.8353, loss: 2.8353, grad_norm: 0.9282 2021-02-20 00:58:30,783 - mmaction - INFO - Epoch [87][40/470] lr: 5.972e-01, eta: 2 days, 17:52:25, time: 2.225, data_time: 0.006, memory: 25994, top1_acc: 0.3704, top5_acc: 0.6288, loss_cls: 2.8469, loss: 2.8469, grad_norm: 0.9421 2021-02-20 00:59:17,653 - mmaction - INFO - Epoch [87][60/470] lr: 5.972e-01, eta: 2 days, 17:51:01, time: 2.343, data_time: 0.006, memory: 25994, top1_acc: 0.3813, top5_acc: 0.6332, loss_cls: 2.7899, loss: 2.7899, grad_norm: 0.9359 2021-02-20 01:00:02,485 - mmaction - INFO - Epoch [87][80/470] lr: 5.972e-01, eta: 2 days, 17:49:32, time: 2.241, data_time: 0.005, memory: 25994, top1_acc: 0.3707, top5_acc: 0.6306, loss_cls: 2.8127, loss: 2.8127, grad_norm: 0.9502 2021-02-20 01:00:47,720 - mmaction - INFO - Epoch [87][100/470] lr: 5.972e-01, eta: 2 days, 17:48:05, time: 2.264, data_time: 0.013, memory: 25994, top1_acc: 0.3663, top5_acc: 0.6213, loss_cls: 2.8603, loss: 2.8603, grad_norm: 0.9402 2021-02-20 01:01:39,207 - mmaction - INFO - Epoch [87][120/470] lr: 5.972e-01, eta: 2 days, 17:46:50, time: 2.563, data_time: 0.005, memory: 25994, top1_acc: 0.3660, top5_acc: 0.6241, loss_cls: 2.8523, loss: 2.8523, grad_norm: 0.9429 2021-02-20 01:02:29,288 - mmaction - INFO - Epoch [87][140/470] lr: 5.972e-01, eta: 2 days, 17:45:33, time: 2.516, data_time: 0.019, memory: 25994, top1_acc: 0.3661, top5_acc: 0.6202, loss_cls: 2.8635, loss: 2.8635, grad_norm: 0.9432 2021-02-20 01:03:16,059 - mmaction - INFO - Epoch [87][160/470] lr: 5.972e-01, eta: 2 days, 17:44:09, time: 2.338, data_time: 0.005, memory: 25994, top1_acc: 0.3715, top5_acc: 0.6250, loss_cls: 2.8401, loss: 2.8401, grad_norm: 0.9390 2021-02-20 01:04:05,799 - mmaction - INFO - Epoch [87][180/470] lr: 5.972e-01, eta: 2 days, 17:42:50, time: 2.483, data_time: 0.006, memory: 25994, top1_acc: 0.3710, top5_acc: 0.6291, loss_cls: 2.8449, loss: 2.8449, grad_norm: 0.9356 2021-02-20 01:04:56,408 - mmaction - INFO - Epoch [87][200/470] lr: 5.972e-01, eta: 2 days, 17:41:34, time: 2.535, data_time: 0.010, memory: 25994, top1_acc: 0.3686, top5_acc: 0.6225, loss_cls: 2.8330, loss: 2.8330, grad_norm: 0.9482 2021-02-20 01:05:49,935 - mmaction - INFO - Epoch [87][220/470] lr: 5.972e-01, eta: 2 days, 17:40:23, time: 2.673, data_time: 0.007, memory: 25994, top1_acc: 0.3683, top5_acc: 0.6166, loss_cls: 2.8654, loss: 2.8654, grad_norm: 0.9340 2021-02-20 01:06:40,510 - mmaction - INFO - Epoch [87][240/470] lr: 5.972e-01, eta: 2 days, 17:39:06, time: 2.520, data_time: 0.011, memory: 25994, top1_acc: 0.3768, top5_acc: 0.6345, loss_cls: 2.8002, loss: 2.8002, grad_norm: 0.9406 2021-02-20 01:07:30,884 - mmaction - INFO - Epoch [87][260/470] lr: 5.972e-01, eta: 2 days, 17:37:50, time: 2.525, data_time: 0.016, memory: 25994, top1_acc: 0.3705, top5_acc: 0.6261, loss_cls: 2.8530, loss: 2.8530, grad_norm: 0.9498 2021-02-20 01:08:16,161 - mmaction - INFO - Epoch [87][280/470] lr: 5.972e-01, eta: 2 days, 17:36:23, time: 2.270, data_time: 0.014, memory: 25994, top1_acc: 0.3598, top5_acc: 0.6197, loss_cls: 2.8662, loss: 2.8662, grad_norm: 0.9419 2021-02-20 01:09:14,887 - mmaction - INFO - Epoch [87][300/470] lr: 5.972e-01, eta: 2 days, 17:35:22, time: 2.936, data_time: 0.010, memory: 25994, top1_acc: 0.3666, top5_acc: 0.6159, loss_cls: 2.8829, loss: 2.8829, grad_norm: 0.9392 2021-02-20 01:10:02,190 - mmaction - INFO - Epoch [87][320/470] lr: 5.972e-01, eta: 2 days, 17:33:59, time: 2.360, data_time: 0.005, memory: 25994, top1_acc: 0.3704, top5_acc: 0.6174, loss_cls: 2.8643, loss: 2.8643, grad_norm: 0.9229 2021-02-20 01:10:53,762 - mmaction - INFO - Epoch [87][340/470] lr: 5.972e-01, eta: 2 days, 17:32:45, time: 2.584, data_time: 0.011, memory: 25994, top1_acc: 0.3691, top5_acc: 0.6192, loss_cls: 2.8799, loss: 2.8799, grad_norm: 0.9390 2021-02-20 01:11:48,420 - mmaction - INFO - Epoch [87][360/470] lr: 5.972e-01, eta: 2 days, 17:31:37, time: 2.732, data_time: 0.004, memory: 25994, top1_acc: 0.3683, top5_acc: 0.6220, loss_cls: 2.8622, loss: 2.8622, grad_norm: 0.9421 2021-02-20 01:12:37,646 - mmaction - INFO - Epoch [87][380/470] lr: 5.972e-01, eta: 2 days, 17:30:18, time: 2.463, data_time: 0.005, memory: 25994, top1_acc: 0.3677, top5_acc: 0.6225, loss_cls: 2.8636, loss: 2.8636, grad_norm: 0.9385 2021-02-20 01:13:26,481 - mmaction - INFO - Epoch [87][400/470] lr: 5.972e-01, eta: 2 days, 17:28:58, time: 2.441, data_time: 0.014, memory: 25994, top1_acc: 0.3664, top5_acc: 0.6188, loss_cls: 2.8570, loss: 2.8570, grad_norm: 0.9455 2021-02-20 01:14:13,749 - mmaction - INFO - Epoch [87][420/470] lr: 5.972e-01, eta: 2 days, 17:27:35, time: 2.354, data_time: 0.010, memory: 25994, top1_acc: 0.3713, top5_acc: 0.6229, loss_cls: 2.8600, loss: 2.8600, grad_norm: 0.9371 2021-02-20 01:15:01,197 - mmaction - INFO - Epoch [87][440/470] lr: 5.972e-01, eta: 2 days, 17:26:13, time: 2.381, data_time: 0.015, memory: 25994, top1_acc: 0.3718, top5_acc: 0.6277, loss_cls: 2.8483, loss: 2.8483, grad_norm: 0.9365 2021-02-20 01:15:46,953 - mmaction - INFO - Epoch [87][460/470] lr: 5.972e-01, eta: 2 days, 17:24:47, time: 2.287, data_time: 0.007, memory: 25994, top1_acc: 0.3670, top5_acc: 0.6199, loss_cls: 2.8759, loss: 2.8759, grad_norm: 0.9424 2021-02-20 01:22:37,082 - mmaction - INFO - Epoch [88][20/470] lr: 5.929e-01, eta: 2 days, 17:32:23, time: 18.460, data_time: 15.370, memory: 25994, top1_acc: 0.3778, top5_acc: 0.6312, loss_cls: 2.8077, loss: 2.8077, grad_norm: 0.9345 2021-02-20 01:23:22,382 - mmaction - INFO - Epoch [88][40/470] lr: 5.929e-01, eta: 2 days, 17:30:55, time: 2.259, data_time: 0.005, memory: 25994, top1_acc: 0.3668, top5_acc: 0.6295, loss_cls: 2.8380, loss: 2.8380, grad_norm: 0.9617 2021-02-20 01:24:08,925 - mmaction - INFO - Epoch [88][60/470] lr: 5.929e-01, eta: 2 days, 17:29:31, time: 2.316, data_time: 0.011, memory: 25994, top1_acc: 0.3763, top5_acc: 0.6301, loss_cls: 2.8183, loss: 2.8183, grad_norm: 0.9394 2021-02-20 01:24:56,786 - mmaction - INFO - Epoch [88][80/470] lr: 5.929e-01, eta: 2 days, 17:28:10, time: 2.412, data_time: 0.031, memory: 25994, top1_acc: 0.3751, top5_acc: 0.6350, loss_cls: 2.8221, loss: 2.8221, grad_norm: 0.9553 2021-02-20 01:25:45,910 - mmaction - INFO - Epoch [88][100/470] lr: 5.929e-01, eta: 2 days, 17:26:50, time: 2.456, data_time: 0.005, memory: 25994, top1_acc: 0.3628, top5_acc: 0.6171, loss_cls: 2.8736, loss: 2.8736, grad_norm: 0.9429 2021-02-20 01:26:33,593 - mmaction - INFO - Epoch [88][120/470] lr: 5.929e-01, eta: 2 days, 17:25:28, time: 2.373, data_time: 0.006, memory: 25994, top1_acc: 0.3696, top5_acc: 0.6232, loss_cls: 2.8568, loss: 2.8568, grad_norm: 0.9604 2021-02-20 01:27:28,468 - mmaction - INFO - Epoch [88][140/470] lr: 5.929e-01, eta: 2 days, 17:24:20, time: 2.751, data_time: 0.014, memory: 25994, top1_acc: 0.3689, top5_acc: 0.6277, loss_cls: 2.8295, loss: 2.8295, grad_norm: 0.9402 2021-02-20 01:28:14,981 - mmaction - INFO - Epoch [88][160/470] lr: 5.929e-01, eta: 2 days, 17:22:56, time: 2.330, data_time: 0.015, memory: 25994, top1_acc: 0.3634, top5_acc: 0.6139, loss_cls: 2.8876, loss: 2.8876, grad_norm: 0.9341 2021-02-20 01:29:01,999 - mmaction - INFO - Epoch [88][180/470] lr: 5.929e-01, eta: 2 days, 17:21:33, time: 2.352, data_time: 0.006, memory: 25994, top1_acc: 0.3780, top5_acc: 0.6327, loss_cls: 2.8086, loss: 2.8086, grad_norm: 0.9478 2021-02-20 01:29:46,919 - mmaction - INFO - Epoch [88][200/470] lr: 5.929e-01, eta: 2 days, 17:20:05, time: 2.243, data_time: 0.008, memory: 25994, top1_acc: 0.3600, top5_acc: 0.6254, loss_cls: 2.8491, loss: 2.8491, grad_norm: 0.9505 2021-02-20 01:30:34,215 - mmaction - INFO - Epoch [88][220/470] lr: 5.929e-01, eta: 2 days, 17:18:43, time: 2.363, data_time: 0.006, memory: 25994, top1_acc: 0.3661, top5_acc: 0.6240, loss_cls: 2.8724, loss: 2.8724, grad_norm: 0.9511 2021-02-20 01:31:19,015 - mmaction - INFO - Epoch [88][240/470] lr: 5.929e-01, eta: 2 days, 17:17:15, time: 2.243, data_time: 0.010, memory: 25994, top1_acc: 0.3702, top5_acc: 0.6229, loss_cls: 2.8443, loss: 2.8443, grad_norm: 0.9499 2021-02-20 01:32:02,540 - mmaction - INFO - Epoch [88][260/470] lr: 5.929e-01, eta: 2 days, 17:15:45, time: 2.172, data_time: 0.007, memory: 25994, top1_acc: 0.3621, top5_acc: 0.6259, loss_cls: 2.8577, loss: 2.8577, grad_norm: 0.9525 2021-02-20 01:32:50,190 - mmaction - INFO - Epoch [88][280/470] lr: 5.929e-01, eta: 2 days, 17:14:23, time: 2.377, data_time: 0.013, memory: 25994, top1_acc: 0.3613, top5_acc: 0.6112, loss_cls: 2.8819, loss: 2.8819, grad_norm: 0.9349 2021-02-20 01:33:38,343 - mmaction - INFO - Epoch [88][300/470] lr: 5.929e-01, eta: 2 days, 17:13:03, time: 2.417, data_time: 0.015, memory: 25994, top1_acc: 0.3682, top5_acc: 0.6301, loss_cls: 2.8377, loss: 2.8377, grad_norm: 0.9428 2021-02-20 01:34:25,640 - mmaction - INFO - Epoch [88][320/470] lr: 5.929e-01, eta: 2 days, 17:11:40, time: 2.364, data_time: 0.006, memory: 25994, top1_acc: 0.3681, top5_acc: 0.6264, loss_cls: 2.8478, loss: 2.8478, grad_norm: 0.9480 2021-02-20 01:35:09,645 - mmaction - INFO - Epoch [88][340/470] lr: 5.929e-01, eta: 2 days, 17:10:12, time: 2.202, data_time: 0.003, memory: 25994, top1_acc: 0.3726, top5_acc: 0.6293, loss_cls: 2.8333, loss: 2.8333, grad_norm: 0.9351 2021-02-20 01:35:55,919 - mmaction - INFO - Epoch [88][360/470] lr: 5.929e-01, eta: 2 days, 17:08:47, time: 2.312, data_time: 0.003, memory: 25994, top1_acc: 0.3580, top5_acc: 0.6183, loss_cls: 2.8630, loss: 2.8630, grad_norm: 0.9272 2021-02-20 01:36:44,486 - mmaction - INFO - Epoch [88][380/470] lr: 5.929e-01, eta: 2 days, 17:07:27, time: 2.423, data_time: 0.012, memory: 25994, top1_acc: 0.3668, top5_acc: 0.6262, loss_cls: 2.8443, loss: 2.8443, grad_norm: 0.9408 2021-02-20 01:37:32,537 - mmaction - INFO - Epoch [88][400/470] lr: 5.929e-01, eta: 2 days, 17:06:06, time: 2.408, data_time: 0.009, memory: 25994, top1_acc: 0.3676, top5_acc: 0.6159, loss_cls: 2.8894, loss: 2.8894, grad_norm: 0.9385 2021-02-20 01:38:21,857 - mmaction - INFO - Epoch [88][420/470] lr: 5.929e-01, eta: 2 days, 17:04:48, time: 2.466, data_time: 0.005, memory: 25994, top1_acc: 0.3652, top5_acc: 0.6185, loss_cls: 2.8521, loss: 2.8521, grad_norm: 0.9290 2021-02-20 01:39:07,779 - mmaction - INFO - Epoch [88][440/470] lr: 5.929e-01, eta: 2 days, 17:03:23, time: 2.296, data_time: 0.004, memory: 25994, top1_acc: 0.3656, top5_acc: 0.6159, loss_cls: 2.8761, loss: 2.8761, grad_norm: 0.9335 2021-02-20 01:39:55,083 - mmaction - INFO - Epoch [88][460/470] lr: 5.929e-01, eta: 2 days, 17:02:01, time: 2.366, data_time: 0.007, memory: 25994, top1_acc: 0.3634, top5_acc: 0.6177, loss_cls: 2.8812, loss: 2.8812, grad_norm: 0.9459 2021-02-20 01:40:36,123 - mmaction - INFO - Saving checkpoint at 88 epochs 2021-02-20 01:46:05,815 - mmaction - INFO - Epoch [89][20/470] lr: 5.886e-01, eta: 2 days, 17:08:07, time: 16.378, data_time: 12.903, memory: 25994, top1_acc: 0.3742, top5_acc: 0.6308, loss_cls: 2.8142, loss: 2.8142, grad_norm: 0.9588 2021-02-20 01:46:57,892 - mmaction - INFO - Epoch [89][40/470] lr: 5.886e-01, eta: 2 days, 17:06:54, time: 2.617, data_time: 0.021, memory: 25994, top1_acc: 0.3775, top5_acc: 0.6263, loss_cls: 2.8333, loss: 2.8333, grad_norm: 0.9511 2021-02-20 01:47:43,147 - mmaction - INFO - Epoch [89][60/470] lr: 5.886e-01, eta: 2 days, 17:05:28, time: 2.263, data_time: 0.006, memory: 25994, top1_acc: 0.3767, top5_acc: 0.6245, loss_cls: 2.8260, loss: 2.8260, grad_norm: 0.9224 2021-02-20 01:48:30,900 - mmaction - INFO - Epoch [89][80/470] lr: 5.886e-01, eta: 2 days, 17:04:06, time: 2.388, data_time: 0.005, memory: 25994, top1_acc: 0.3729, top5_acc: 0.6297, loss_cls: 2.8296, loss: 2.8296, grad_norm: 0.9378 2021-02-20 01:49:16,962 - mmaction - INFO - Epoch [89][100/470] lr: 5.886e-01, eta: 2 days, 17:02:41, time: 2.295, data_time: 0.004, memory: 25994, top1_acc: 0.3758, top5_acc: 0.6298, loss_cls: 2.8219, loss: 2.8219, grad_norm: 0.9511 2021-02-20 01:50:04,939 - mmaction - INFO - Epoch [89][120/470] lr: 5.886e-01, eta: 2 days, 17:01:21, time: 2.407, data_time: 0.013, memory: 25994, top1_acc: 0.3652, top5_acc: 0.6225, loss_cls: 2.8574, loss: 2.8574, grad_norm: 0.9621 2021-02-20 01:50:52,464 - mmaction - INFO - Epoch [89][140/470] lr: 5.886e-01, eta: 2 days, 16:59:59, time: 2.378, data_time: 0.005, memory: 25994, top1_acc: 0.3675, top5_acc: 0.6203, loss_cls: 2.8650, loss: 2.8650, grad_norm: 0.9499 2021-02-20 01:51:40,679 - mmaction - INFO - Epoch [89][160/470] lr: 5.886e-01, eta: 2 days, 16:58:38, time: 2.408, data_time: 0.004, memory: 25994, top1_acc: 0.3641, top5_acc: 0.6231, loss_cls: 2.8503, loss: 2.8503, grad_norm: 0.9374 2021-02-20 01:52:25,720 - mmaction - INFO - Epoch [89][180/470] lr: 5.886e-01, eta: 2 days, 16:57:12, time: 2.256, data_time: 0.005, memory: 25994, top1_acc: 0.3689, top5_acc: 0.6263, loss_cls: 2.8689, loss: 2.8689, grad_norm: 0.9428 2021-02-20 01:53:11,517 - mmaction - INFO - Epoch [89][200/470] lr: 5.886e-01, eta: 2 days, 16:55:47, time: 2.290, data_time: 0.005, memory: 25994, top1_acc: 0.3667, top5_acc: 0.6211, loss_cls: 2.8688, loss: 2.8688, grad_norm: 0.9538 2021-02-20 01:54:09,981 - mmaction - INFO - Epoch [89][220/470] lr: 5.886e-01, eta: 2 days, 16:54:45, time: 2.916, data_time: 0.002, memory: 25994, top1_acc: 0.3723, top5_acc: 0.6288, loss_cls: 2.8230, loss: 2.8230, grad_norm: 0.9534 2021-02-20 01:54:54,640 - mmaction - INFO - Epoch [89][240/470] lr: 5.886e-01, eta: 2 days, 16:53:18, time: 2.239, data_time: 0.010, memory: 25994, top1_acc: 0.3762, top5_acc: 0.6338, loss_cls: 2.8177, loss: 2.8177, grad_norm: 0.9403 2021-02-20 01:55:41,239 - mmaction - INFO - Epoch [89][260/470] lr: 5.886e-01, eta: 2 days, 16:51:54, time: 2.312, data_time: 0.003, memory: 25994, top1_acc: 0.3702, top5_acc: 0.6252, loss_cls: 2.8426, loss: 2.8426, grad_norm: 0.9625 2021-02-20 01:56:27,472 - mmaction - INFO - Epoch [89][280/470] lr: 5.886e-01, eta: 2 days, 16:50:31, time: 2.331, data_time: 0.022, memory: 25994, top1_acc: 0.3661, top5_acc: 0.6242, loss_cls: 2.8611, loss: 2.8611, grad_norm: 0.9436 2021-02-20 01:57:15,684 - mmaction - INFO - Epoch [89][300/470] lr: 5.886e-01, eta: 2 days, 16:49:10, time: 2.408, data_time: 0.005, memory: 25994, top1_acc: 0.3644, top5_acc: 0.6207, loss_cls: 2.8507, loss: 2.8507, grad_norm: 0.9532 2021-02-20 01:58:00,402 - mmaction - INFO - Epoch [89][320/470] lr: 5.886e-01, eta: 2 days, 16:47:43, time: 2.233, data_time: 0.007, memory: 25994, top1_acc: 0.3645, top5_acc: 0.6170, loss_cls: 2.8777, loss: 2.8777, grad_norm: 0.9364 2021-02-20 01:58:45,550 - mmaction - INFO - Epoch [89][340/470] lr: 5.886e-01, eta: 2 days, 16:46:17, time: 2.263, data_time: 0.008, memory: 25994, top1_acc: 0.3642, top5_acc: 0.6145, loss_cls: 2.8669, loss: 2.8669, grad_norm: 0.9376 2021-02-20 01:59:31,473 - mmaction - INFO - Epoch [89][360/470] lr: 5.886e-01, eta: 2 days, 16:44:53, time: 2.295, data_time: 0.004, memory: 25994, top1_acc: 0.3717, top5_acc: 0.6188, loss_cls: 2.8661, loss: 2.8661, grad_norm: 0.9473 2021-02-20 02:00:18,151 - mmaction - INFO - Epoch [89][380/470] lr: 5.886e-01, eta: 2 days, 16:43:30, time: 2.334, data_time: 0.006, memory: 25994, top1_acc: 0.3694, top5_acc: 0.6281, loss_cls: 2.8506, loss: 2.8506, grad_norm: 0.9442 2021-02-20 02:01:08,773 - mmaction - INFO - Epoch [89][400/470] lr: 5.886e-01, eta: 2 days, 16:42:14, time: 2.526, data_time: 0.005, memory: 25994, top1_acc: 0.3726, top5_acc: 0.6281, loss_cls: 2.8244, loss: 2.8244, grad_norm: 0.9378 2021-02-20 02:01:54,539 - mmaction - INFO - Epoch [89][420/470] lr: 5.886e-01, eta: 2 days, 16:40:49, time: 2.281, data_time: 0.010, memory: 25994, top1_acc: 0.3718, top5_acc: 0.6271, loss_cls: 2.8573, loss: 2.8573, grad_norm: 0.9528 2021-02-20 02:02:42,678 - mmaction - INFO - Epoch [89][440/470] lr: 5.886e-01, eta: 2 days, 16:39:29, time: 2.405, data_time: 0.016, memory: 25994, top1_acc: 0.3658, top5_acc: 0.6188, loss_cls: 2.8595, loss: 2.8595, grad_norm: 0.9570 2021-02-20 02:03:33,301 - mmaction - INFO - Epoch [89][460/470] lr: 5.886e-01, eta: 2 days, 16:38:13, time: 2.537, data_time: 0.020, memory: 25994, top1_acc: 0.3594, top5_acc: 0.6165, loss_cls: 2.8759, loss: 2.8759, grad_norm: 0.9542 2021-02-20 02:09:57,026 - mmaction - INFO - Epoch [90][20/470] lr: 5.842e-01, eta: 2 days, 16:44:40, time: 17.139, data_time: 14.323, memory: 25994, top1_acc: 0.3727, top5_acc: 0.6278, loss_cls: 2.8326, loss: 2.8326, grad_norm: 0.9372 2021-02-20 02:10:41,038 - mmaction - INFO - Epoch [90][40/470] lr: 5.842e-01, eta: 2 days, 16:43:12, time: 2.201, data_time: 0.007, memory: 25994, top1_acc: 0.3809, top5_acc: 0.6272, loss_cls: 2.8165, loss: 2.8165, grad_norm: 0.9546 2021-02-20 02:11:36,511 - mmaction - INFO - Epoch [90][60/470] lr: 5.842e-01, eta: 2 days, 16:42:00, time: 2.619, data_time: 0.004, memory: 25994, top1_acc: 0.3775, top5_acc: 0.6339, loss_cls: 2.7861, loss: 2.7861, grad_norm: 0.9379 2021-02-20 02:12:26,884 - mmaction - INFO - Epoch [90][80/470] lr: 5.842e-01, eta: 2 days, 16:40:49, time: 2.673, data_time: 0.158, memory: 25994, top1_acc: 0.3862, top5_acc: 0.6399, loss_cls: 2.7854, loss: 2.7854, grad_norm: 0.9524 2021-02-20 02:13:15,662 - mmaction - INFO - Epoch [90][100/470] lr: 5.842e-01, eta: 2 days, 16:39:30, time: 2.431, data_time: 0.004, memory: 25994, top1_acc: 0.3771, top5_acc: 0.6289, loss_cls: 2.8430, loss: 2.8430, grad_norm: 0.9476 2021-02-20 02:14:01,314 - mmaction - INFO - Epoch [90][120/470] lr: 5.842e-01, eta: 2 days, 16:38:05, time: 2.290, data_time: 0.014, memory: 25994, top1_acc: 0.3771, top5_acc: 0.6335, loss_cls: 2.8035, loss: 2.8035, grad_norm: 0.9592 2021-02-20 02:14:49,758 - mmaction - INFO - Epoch [90][140/470] lr: 5.842e-01, eta: 2 days, 16:36:45, time: 2.423, data_time: 0.008, memory: 25994, top1_acc: 0.3718, top5_acc: 0.6314, loss_cls: 2.8175, loss: 2.8175, grad_norm: 0.9439 2021-02-20 02:15:36,670 - mmaction - INFO - Epoch [90][160/470] lr: 5.842e-01, eta: 2 days, 16:35:22, time: 2.336, data_time: 0.004, memory: 25994, top1_acc: 0.3790, top5_acc: 0.6340, loss_cls: 2.7892, loss: 2.7892, grad_norm: 0.9476 2021-02-20 02:16:22,373 - mmaction - INFO - Epoch [90][180/470] lr: 5.842e-01, eta: 2 days, 16:33:58, time: 2.293, data_time: 0.013, memory: 25994, top1_acc: 0.3686, top5_acc: 0.6227, loss_cls: 2.8473, loss: 2.8473, grad_norm: 0.9468 2021-02-20 02:17:10,648 - mmaction - INFO - Epoch [90][200/470] lr: 5.842e-01, eta: 2 days, 16:32:38, time: 2.415, data_time: 0.006, memory: 25994, top1_acc: 0.3662, top5_acc: 0.6287, loss_cls: 2.8265, loss: 2.8265, grad_norm: 0.9456 2021-02-20 02:17:56,904 - mmaction - INFO - Epoch [90][220/470] lr: 5.842e-01, eta: 2 days, 16:31:14, time: 2.312, data_time: 0.007, memory: 25994, top1_acc: 0.3727, top5_acc: 0.6264, loss_cls: 2.8367, loss: 2.8367, grad_norm: 0.9697 2021-02-20 02:18:43,673 - mmaction - INFO - Epoch [90][240/470] lr: 5.842e-01, eta: 2 days, 16:29:51, time: 2.336, data_time: 0.003, memory: 25994, top1_acc: 0.3637, top5_acc: 0.6234, loss_cls: 2.8814, loss: 2.8814, grad_norm: 0.9589 2021-02-20 02:19:27,811 - mmaction - INFO - Epoch [90][260/470] lr: 5.842e-01, eta: 2 days, 16:28:23, time: 2.210, data_time: 0.006, memory: 25994, top1_acc: 0.3770, top5_acc: 0.6257, loss_cls: 2.8166, loss: 2.8166, grad_norm: 0.9450 2021-02-20 02:20:15,961 - mmaction - INFO - Epoch [90][280/470] lr: 5.842e-01, eta: 2 days, 16:27:03, time: 2.406, data_time: 0.004, memory: 25994, top1_acc: 0.3667, top5_acc: 0.6227, loss_cls: 2.8549, loss: 2.8549, grad_norm: 0.9630 2021-02-20 02:21:00,689 - mmaction - INFO - Epoch [90][300/470] lr: 5.842e-01, eta: 2 days, 16:25:37, time: 2.239, data_time: 0.008, memory: 25994, top1_acc: 0.3640, top5_acc: 0.6218, loss_cls: 2.8666, loss: 2.8666, grad_norm: 0.9509 2021-02-20 02:21:47,768 - mmaction - INFO - Epoch [90][320/470] lr: 5.842e-01, eta: 2 days, 16:24:15, time: 2.354, data_time: 0.002, memory: 25994, top1_acc: 0.3737, top5_acc: 0.6313, loss_cls: 2.8297, loss: 2.8297, grad_norm: 0.9441 2021-02-20 02:22:34,708 - mmaction - INFO - Epoch [90][340/470] lr: 5.842e-01, eta: 2 days, 16:22:52, time: 2.344, data_time: 0.005, memory: 25994, top1_acc: 0.3731, top5_acc: 0.6307, loss_cls: 2.8305, loss: 2.8305, grad_norm: 0.9403 2021-02-20 02:23:21,146 - mmaction - INFO - Epoch [90][360/470] lr: 5.842e-01, eta: 2 days, 16:21:29, time: 2.324, data_time: 0.011, memory: 25994, top1_acc: 0.3707, top5_acc: 0.6217, loss_cls: 2.8538, loss: 2.8538, grad_norm: 0.9408 2021-02-20 02:24:09,644 - mmaction - INFO - Epoch [90][380/470] lr: 5.842e-01, eta: 2 days, 16:20:10, time: 2.427, data_time: 0.003, memory: 25994, top1_acc: 0.3650, top5_acc: 0.6245, loss_cls: 2.8498, loss: 2.8498, grad_norm: 0.9539 2021-02-20 02:24:54,747 - mmaction - INFO - Epoch [90][400/470] lr: 5.842e-01, eta: 2 days, 16:18:44, time: 2.251, data_time: 0.003, memory: 25994, top1_acc: 0.3665, top5_acc: 0.6271, loss_cls: 2.8448, loss: 2.8448, grad_norm: 0.9340 2021-02-20 02:25:41,676 - mmaction - INFO - Epoch [90][420/470] lr: 5.842e-01, eta: 2 days, 16:17:22, time: 2.348, data_time: 0.009, memory: 25994, top1_acc: 0.3773, top5_acc: 0.6309, loss_cls: 2.8172, loss: 2.8172, grad_norm: 0.9477 2021-02-20 02:26:27,612 - mmaction - INFO - Epoch [90][440/470] lr: 5.842e-01, eta: 2 days, 16:15:58, time: 2.296, data_time: 0.005, memory: 25994, top1_acc: 0.3750, top5_acc: 0.6381, loss_cls: 2.7826, loss: 2.7826, grad_norm: 0.9637 2021-02-20 02:27:13,525 - mmaction - INFO - Epoch [90][460/470] lr: 5.842e-01, eta: 2 days, 16:14:34, time: 2.297, data_time: 0.010, memory: 25994, top1_acc: 0.3618, top5_acc: 0.6152, loss_cls: 2.8888, loss: 2.8888, grad_norm: 0.9496 2021-02-20 02:37:01,697 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-20 02:37:02,458 - mmaction - INFO - top1_acc 0.3927 top5_acc 0.6649 2021-02-20 02:37:02,458 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-20 02:37:02,512 - mmaction - INFO - mean_acc 0.3926 2021-02-20 02:37:02,524 - mmaction - INFO - Epoch(val) [90][470] top1_acc: 0.3927, top5_acc: 0.6649, mean_class_accuracy: 0.3926 2021-02-20 02:42:05,237 - mmaction - INFO - Epoch [91][20/470] lr: 5.798e-01, eta: 2 days, 16:19:39, time: 15.132, data_time: 12.876, memory: 25994, top1_acc: 0.3768, top5_acc: 0.6200, loss_cls: 2.8152, loss: 2.8152, grad_norm: 0.9465 2021-02-20 02:42:52,979 - mmaction - INFO - Epoch [91][40/470] lr: 5.798e-01, eta: 2 days, 16:18:19, time: 2.385, data_time: 0.002, memory: 25994, top1_acc: 0.3736, top5_acc: 0.6285, loss_cls: 2.8126, loss: 2.8126, grad_norm: 0.9441 2021-02-20 02:43:40,626 - mmaction - INFO - Epoch [91][60/470] lr: 5.798e-01, eta: 2 days, 16:16:57, time: 2.379, data_time: 0.011, memory: 25994, top1_acc: 0.3735, top5_acc: 0.6212, loss_cls: 2.8644, loss: 2.8644, grad_norm: 0.9553 2021-02-20 02:44:27,620 - mmaction - INFO - Epoch [91][80/470] lr: 5.798e-01, eta: 2 days, 16:15:36, time: 2.355, data_time: 0.009, memory: 25994, top1_acc: 0.3687, top5_acc: 0.6311, loss_cls: 2.8278, loss: 2.8278, grad_norm: 0.9502 2021-02-20 02:45:12,709 - mmaction - INFO - Epoch [91][100/470] lr: 5.798e-01, eta: 2 days, 16:14:10, time: 2.253, data_time: 0.006, memory: 25994, top1_acc: 0.3774, top5_acc: 0.6307, loss_cls: 2.8207, loss: 2.8207, grad_norm: 0.9525 2021-02-20 02:46:00,212 - mmaction - INFO - Epoch [91][120/470] lr: 5.798e-01, eta: 2 days, 16:12:49, time: 2.377, data_time: 0.003, memory: 25994, top1_acc: 0.3729, top5_acc: 0.6279, loss_cls: 2.8171, loss: 2.8171, grad_norm: 0.9513 2021-02-20 02:46:44,726 - mmaction - INFO - Epoch [91][140/470] lr: 5.798e-01, eta: 2 days, 16:11:22, time: 2.226, data_time: 0.004, memory: 25994, top1_acc: 0.3735, top5_acc: 0.6330, loss_cls: 2.8220, loss: 2.8220, grad_norm: 0.9604 2021-02-20 02:47:33,827 - mmaction - INFO - Epoch [91][160/470] lr: 5.798e-01, eta: 2 days, 16:10:04, time: 2.454, data_time: 0.006, memory: 25994, top1_acc: 0.3774, top5_acc: 0.6292, loss_cls: 2.8249, loss: 2.8249, grad_norm: 0.9325 2021-02-20 02:48:18,587 - mmaction - INFO - Epoch [91][180/470] lr: 5.798e-01, eta: 2 days, 16:08:38, time: 2.237, data_time: 0.003, memory: 25994, top1_acc: 0.3790, top5_acc: 0.6269, loss_cls: 2.8278, loss: 2.8278, grad_norm: 0.9602 2021-02-20 02:49:08,591 - mmaction - INFO - Epoch [91][200/470] lr: 5.798e-01, eta: 2 days, 16:07:21, time: 2.496, data_time: 0.004, memory: 25994, top1_acc: 0.3699, top5_acc: 0.6313, loss_cls: 2.8504, loss: 2.8504, grad_norm: 0.9570 2021-02-20 02:49:55,051 - mmaction - INFO - Epoch [91][220/470] lr: 5.798e-01, eta: 2 days, 16:05:59, time: 2.324, data_time: 0.009, memory: 25994, top1_acc: 0.3729, top5_acc: 0.6274, loss_cls: 2.8260, loss: 2.8260, grad_norm: 0.9484 2021-02-20 02:50:44,507 - mmaction - INFO - Epoch [91][240/470] lr: 5.798e-01, eta: 2 days, 16:04:41, time: 2.465, data_time: 0.006, memory: 25994, top1_acc: 0.3709, top5_acc: 0.6255, loss_cls: 2.8307, loss: 2.8307, grad_norm: 0.9350 2021-02-20 02:51:33,262 - mmaction - INFO - Epoch [91][260/470] lr: 5.798e-01, eta: 2 days, 16:03:23, time: 2.450, data_time: 0.020, memory: 25994, top1_acc: 0.3695, top5_acc: 0.6242, loss_cls: 2.8695, loss: 2.8695, grad_norm: 0.9585 2021-02-20 02:52:18,151 - mmaction - INFO - Epoch [91][280/470] lr: 5.798e-01, eta: 2 days, 16:01:57, time: 2.243, data_time: 0.005, memory: 25994, top1_acc: 0.3805, top5_acc: 0.6332, loss_cls: 2.8150, loss: 2.8150, grad_norm: 0.9605 2021-02-20 02:53:02,770 - mmaction - INFO - Epoch [91][300/470] lr: 5.798e-01, eta: 2 days, 16:00:31, time: 2.231, data_time: 0.011, memory: 25994, top1_acc: 0.3719, top5_acc: 0.6162, loss_cls: 2.8617, loss: 2.8617, grad_norm: 0.9437 2021-02-20 02:53:58,619 - mmaction - INFO - Epoch [91][320/470] lr: 5.798e-01, eta: 2 days, 15:59:25, time: 2.781, data_time: 0.009, memory: 25994, top1_acc: 0.3666, top5_acc: 0.6298, loss_cls: 2.8386, loss: 2.8386, grad_norm: 0.9438 2021-02-20 02:54:46,655 - mmaction - INFO - Epoch [91][340/470] lr: 5.798e-01, eta: 2 days, 15:58:05, time: 2.407, data_time: 0.019, memory: 25994, top1_acc: 0.3760, top5_acc: 0.6300, loss_cls: 2.8156, loss: 2.8156, grad_norm: 0.9448 2021-02-20 02:55:34,463 - mmaction - INFO - Epoch [91][360/470] lr: 5.798e-01, eta: 2 days, 15:56:45, time: 2.394, data_time: 0.011, memory: 25994, top1_acc: 0.3651, top5_acc: 0.6186, loss_cls: 2.8781, loss: 2.8781, grad_norm: 0.9749 2021-02-20 02:56:20,418 - mmaction - INFO - Epoch [91][380/470] lr: 5.798e-01, eta: 2 days, 15:55:21, time: 2.286, data_time: 0.010, memory: 25994, top1_acc: 0.3771, top5_acc: 0.6276, loss_cls: 2.8223, loss: 2.8223, grad_norm: 0.9407 2021-02-20 02:57:06,708 - mmaction - INFO - Epoch [91][400/470] lr: 5.798e-01, eta: 2 days, 15:53:59, time: 2.322, data_time: 0.018, memory: 25994, top1_acc: 0.3796, top5_acc: 0.6259, loss_cls: 2.8114, loss: 2.8114, grad_norm: 0.9333 2021-02-20 02:57:54,081 - mmaction - INFO - Epoch [91][420/470] lr: 5.798e-01, eta: 2 days, 15:52:38, time: 2.363, data_time: 0.012, memory: 25994, top1_acc: 0.3631, top5_acc: 0.6252, loss_cls: 2.8485, loss: 2.8485, grad_norm: 0.9463 2021-02-20 02:58:39,367 - mmaction - INFO - Epoch [91][440/470] lr: 5.798e-01, eta: 2 days, 15:51:13, time: 2.278, data_time: 0.017, memory: 25994, top1_acc: 0.3843, top5_acc: 0.6326, loss_cls: 2.8108, loss: 2.8108, grad_norm: 0.9566 2021-02-20 02:59:24,555 - mmaction - INFO - Epoch [91][460/470] lr: 5.798e-01, eta: 2 days, 15:49:49, time: 2.259, data_time: 0.005, memory: 25994, top1_acc: 0.3647, top5_acc: 0.6197, loss_cls: 2.8670, loss: 2.8670, grad_norm: 0.9555 2021-02-20 03:05:14,012 - mmaction - INFO - Epoch [92][20/470] lr: 5.754e-01, eta: 2 days, 15:54:57, time: 15.409, data_time: 13.152, memory: 25994, top1_acc: 0.3826, top5_acc: 0.6391, loss_cls: 2.7696, loss: 2.7696, grad_norm: 0.9581 2021-02-20 03:06:00,761 - mmaction - INFO - Epoch [92][40/470] lr: 5.754e-01, eta: 2 days, 15:53:35, time: 2.341, data_time: 0.024, memory: 25994, top1_acc: 0.3847, top5_acc: 0.6382, loss_cls: 2.7808, loss: 2.7808, grad_norm: 0.9547 2021-02-20 03:06:44,792 - mmaction - INFO - Epoch [92][60/470] lr: 5.754e-01, eta: 2 days, 15:52:08, time: 2.204, data_time: 0.006, memory: 25994, top1_acc: 0.3754, top5_acc: 0.6255, loss_cls: 2.8470, loss: 2.8470, grad_norm: 0.9551 2021-02-20 03:07:32,161 - mmaction - INFO - Epoch [92][80/470] lr: 5.754e-01, eta: 2 days, 15:50:47, time: 2.368, data_time: 0.007, memory: 25994, top1_acc: 0.3825, top5_acc: 0.6312, loss_cls: 2.7978, loss: 2.7978, grad_norm: 0.9440 2021-02-20 03:08:16,777 - mmaction - INFO - Epoch [92][100/470] lr: 5.754e-01, eta: 2 days, 15:49:21, time: 2.226, data_time: 0.006, memory: 25994, top1_acc: 0.3837, top5_acc: 0.6370, loss_cls: 2.7964, loss: 2.7964, grad_norm: 0.9459 2021-02-20 03:09:12,624 - mmaction - INFO - Epoch [92][120/470] lr: 5.754e-01, eta: 2 days, 15:48:16, time: 2.799, data_time: 0.008, memory: 25994, top1_acc: 0.3669, top5_acc: 0.6315, loss_cls: 2.8280, loss: 2.8280, grad_norm: 0.9795 2021-02-20 03:09:59,465 - mmaction - INFO - Epoch [92][140/470] lr: 5.754e-01, eta: 2 days, 15:46:54, time: 2.341, data_time: 0.006, memory: 25994, top1_acc: 0.3676, top5_acc: 0.6304, loss_cls: 2.8243, loss: 2.8243, grad_norm: 0.9600 2021-02-20 03:10:51,192 - mmaction - INFO - Epoch [92][160/470] lr: 5.754e-01, eta: 2 days, 15:45:41, time: 2.585, data_time: 0.007, memory: 25994, top1_acc: 0.3724, top5_acc: 0.6189, loss_cls: 2.8598, loss: 2.8598, grad_norm: 0.9433 2021-02-20 03:11:50,164 - mmaction - INFO - Epoch [92][180/470] lr: 5.754e-01, eta: 2 days, 15:44:40, time: 2.944, data_time: 0.005, memory: 25994, top1_acc: 0.3701, top5_acc: 0.6249, loss_cls: 2.8511, loss: 2.8511, grad_norm: 0.9392 2021-02-20 03:12:38,112 - mmaction - INFO - Epoch [92][200/470] lr: 5.754e-01, eta: 2 days, 15:43:21, time: 2.397, data_time: 0.009, memory: 25994, top1_acc: 0.3702, top5_acc: 0.6211, loss_cls: 2.8601, loss: 2.8601, grad_norm: 0.9515 2021-02-20 03:13:22,610 - mmaction - INFO - Epoch [92][220/470] lr: 5.754e-01, eta: 2 days, 15:41:55, time: 2.231, data_time: 0.013, memory: 25994, top1_acc: 0.3746, top5_acc: 0.6282, loss_cls: 2.8299, loss: 2.8299, grad_norm: 0.9394 2021-02-20 03:14:11,547 - mmaction - INFO - Epoch [92][240/470] lr: 5.754e-01, eta: 2 days, 15:40:37, time: 2.442, data_time: 0.004, memory: 25994, top1_acc: 0.3728, top5_acc: 0.6350, loss_cls: 2.7915, loss: 2.7915, grad_norm: 0.9525 2021-02-20 03:14:58,567 - mmaction - INFO - Epoch [92][260/470] lr: 5.754e-01, eta: 2 days, 15:39:16, time: 2.356, data_time: 0.011, memory: 25994, top1_acc: 0.3704, top5_acc: 0.6242, loss_cls: 2.8368, loss: 2.8368, grad_norm: 0.9622 2021-02-20 03:15:45,050 - mmaction - INFO - Epoch [92][280/470] lr: 5.754e-01, eta: 2 days, 15:37:53, time: 2.324, data_time: 0.013, memory: 25994, top1_acc: 0.3701, top5_acc: 0.6292, loss_cls: 2.8013, loss: 2.8013, grad_norm: 0.9667 2021-02-20 03:16:32,787 - mmaction - INFO - Epoch [92][300/470] lr: 5.754e-01, eta: 2 days, 15:36:33, time: 2.385, data_time: 0.007, memory: 25994, top1_acc: 0.3711, top5_acc: 0.6260, loss_cls: 2.8399, loss: 2.8399, grad_norm: 0.9421 2021-02-20 03:17:23,901 - mmaction - INFO - Epoch [92][320/470] lr: 5.754e-01, eta: 2 days, 15:35:19, time: 2.556, data_time: 0.135, memory: 25994, top1_acc: 0.3749, top5_acc: 0.6285, loss_cls: 2.8325, loss: 2.8325, grad_norm: 0.9463 2021-02-20 03:18:14,159 - mmaction - INFO - Epoch [92][340/470] lr: 5.754e-01, eta: 2 days, 15:34:04, time: 2.514, data_time: 0.007, memory: 25994, top1_acc: 0.3791, top5_acc: 0.6391, loss_cls: 2.7886, loss: 2.7886, grad_norm: 0.9590 2021-02-20 03:19:05,106 - mmaction - INFO - Epoch [92][360/470] lr: 5.754e-01, eta: 2 days, 15:32:50, time: 2.543, data_time: 0.005, memory: 25994, top1_acc: 0.3685, top5_acc: 0.6215, loss_cls: 2.8654, loss: 2.8654, grad_norm: 0.9643 2021-02-20 03:19:54,485 - mmaction - INFO - Epoch [92][380/470] lr: 5.754e-01, eta: 2 days, 15:31:33, time: 2.471, data_time: 0.009, memory: 25994, top1_acc: 0.3728, top5_acc: 0.6224, loss_cls: 2.8460, loss: 2.8460, grad_norm: 0.9538 2021-02-20 03:20:41,747 - mmaction - INFO - Epoch [92][400/470] lr: 5.754e-01, eta: 2 days, 15:30:11, time: 2.327, data_time: 0.010, memory: 25994, top1_acc: 0.3622, top5_acc: 0.6223, loss_cls: 2.8751, loss: 2.8751, grad_norm: 0.9439 2021-02-20 03:21:24,687 - mmaction - INFO - Epoch [92][420/470] lr: 5.754e-01, eta: 2 days, 15:28:44, time: 2.186, data_time: 0.044, memory: 25994, top1_acc: 0.3678, top5_acc: 0.6182, loss_cls: 2.8748, loss: 2.8748, grad_norm: 0.9559 2021-02-20 03:22:12,273 - mmaction - INFO - Epoch [92][440/470] lr: 5.754e-01, eta: 2 days, 15:27:23, time: 2.377, data_time: 0.004, memory: 25994, top1_acc: 0.3687, top5_acc: 0.6243, loss_cls: 2.8652, loss: 2.8652, grad_norm: 0.9516 2021-02-20 03:22:58,192 - mmaction - INFO - Epoch [92][460/470] lr: 5.754e-01, eta: 2 days, 15:26:00, time: 2.287, data_time: 0.008, memory: 25994, top1_acc: 0.3748, top5_acc: 0.6244, loss_cls: 2.8650, loss: 2.8650, grad_norm: 0.9482 2021-02-20 03:23:42,235 - mmaction - INFO - Saving checkpoint at 92 epochs 2021-02-20 03:29:30,195 - mmaction - INFO - Epoch [93][20/470] lr: 5.710e-01, eta: 2 days, 15:32:08, time: 17.276, data_time: 14.349, memory: 25994, top1_acc: 0.3782, top5_acc: 0.6393, loss_cls: 2.7837, loss: 2.7837, grad_norm: 0.9555 2021-02-20 03:30:14,804 - mmaction - INFO - Epoch [93][40/470] lr: 5.710e-01, eta: 2 days, 15:30:43, time: 2.233, data_time: 0.009, memory: 25994, top1_acc: 0.3826, top5_acc: 0.6363, loss_cls: 2.8086, loss: 2.8086, grad_norm: 0.9424 2021-02-20 03:31:02,543 - mmaction - INFO - Epoch [93][60/470] lr: 5.710e-01, eta: 2 days, 15:29:23, time: 2.381, data_time: 0.013, memory: 25994, top1_acc: 0.3765, top5_acc: 0.6397, loss_cls: 2.7746, loss: 2.7746, grad_norm: 0.9634 2021-02-20 03:31:54,219 - mmaction - INFO - Epoch [93][80/470] lr: 5.710e-01, eta: 2 days, 15:28:10, time: 2.580, data_time: 0.011, memory: 25994, top1_acc: 0.3671, top5_acc: 0.6271, loss_cls: 2.8368, loss: 2.8368, grad_norm: 0.9599 2021-02-20 03:32:39,603 - mmaction - INFO - Epoch [93][100/470] lr: 5.710e-01, eta: 2 days, 15:26:46, time: 2.281, data_time: 0.019, memory: 25994, top1_acc: 0.3790, top5_acc: 0.6355, loss_cls: 2.7871, loss: 2.7871, grad_norm: 0.9511 2021-02-20 03:33:25,984 - mmaction - INFO - Epoch [93][120/470] lr: 5.710e-01, eta: 2 days, 15:25:23, time: 2.318, data_time: 0.003, memory: 25994, top1_acc: 0.3734, top5_acc: 0.6313, loss_cls: 2.8078, loss: 2.8078, grad_norm: 0.9688 2021-02-20 03:34:10,815 - mmaction - INFO - Epoch [93][140/470] lr: 5.710e-01, eta: 2 days, 15:23:58, time: 2.241, data_time: 0.004, memory: 25994, top1_acc: 0.3691, top5_acc: 0.6234, loss_cls: 2.8463, loss: 2.8463, grad_norm: 0.9593 2021-02-20 03:34:55,596 - mmaction - INFO - Epoch [93][160/470] lr: 5.710e-01, eta: 2 days, 15:22:33, time: 2.240, data_time: 0.004, memory: 25994, top1_acc: 0.3661, top5_acc: 0.6182, loss_cls: 2.8744, loss: 2.8744, grad_norm: 0.9666 2021-02-20 03:35:43,510 - mmaction - INFO - Epoch [93][180/470] lr: 5.710e-01, eta: 2 days, 15:21:14, time: 2.395, data_time: 0.004, memory: 25994, top1_acc: 0.3745, top5_acc: 0.6257, loss_cls: 2.8287, loss: 2.8287, grad_norm: 0.9637 2021-02-20 03:36:28,961 - mmaction - INFO - Epoch [93][200/470] lr: 5.710e-01, eta: 2 days, 15:19:50, time: 2.272, data_time: 0.002, memory: 25994, top1_acc: 0.3698, top5_acc: 0.6227, loss_cls: 2.8503, loss: 2.8503, grad_norm: 0.9674 2021-02-20 03:37:15,115 - mmaction - INFO - Epoch [93][220/470] lr: 5.710e-01, eta: 2 days, 15:18:27, time: 2.308, data_time: 0.005, memory: 25994, top1_acc: 0.3720, top5_acc: 0.6285, loss_cls: 2.8339, loss: 2.8339, grad_norm: 0.9577 2021-02-20 03:38:04,012 - mmaction - INFO - Epoch [93][240/470] lr: 5.710e-01, eta: 2 days, 15:17:10, time: 2.443, data_time: 0.001, memory: 25994, top1_acc: 0.3808, top5_acc: 0.6299, loss_cls: 2.7993, loss: 2.7993, grad_norm: 0.9452 2021-02-20 03:38:56,114 - mmaction - INFO - Epoch [93][260/470] lr: 5.710e-01, eta: 2 days, 15:15:58, time: 2.606, data_time: 0.006, memory: 25994, top1_acc: 0.3854, top5_acc: 0.6318, loss_cls: 2.7884, loss: 2.7884, grad_norm: 0.9530 2021-02-20 03:39:41,662 - mmaction - INFO - Epoch [93][280/470] lr: 5.710e-01, eta: 2 days, 15:14:34, time: 2.274, data_time: 0.004, memory: 25994, top1_acc: 0.3702, top5_acc: 0.6255, loss_cls: 2.8171, loss: 2.8171, grad_norm: 0.9596 2021-02-20 03:40:27,385 - mmaction - INFO - Epoch [93][300/470] lr: 5.710e-01, eta: 2 days, 15:13:11, time: 2.281, data_time: 0.008, memory: 25994, top1_acc: 0.3707, top5_acc: 0.6313, loss_cls: 2.8372, loss: 2.8372, grad_norm: 0.9756 2021-02-20 03:41:14,712 - mmaction - INFO - Epoch [93][320/470] lr: 5.710e-01, eta: 2 days, 15:11:50, time: 2.374, data_time: 0.020, memory: 25994, top1_acc: 0.3666, top5_acc: 0.6202, loss_cls: 2.8770, loss: 2.8770, grad_norm: 0.9497 2021-02-20 03:42:02,940 - mmaction - INFO - Epoch [93][340/470] lr: 5.710e-01, eta: 2 days, 15:10:32, time: 2.413, data_time: 0.005, memory: 25994, top1_acc: 0.3725, top5_acc: 0.6252, loss_cls: 2.8216, loss: 2.8216, grad_norm: 0.9439 2021-02-20 03:42:49,588 - mmaction - INFO - Epoch [93][360/470] lr: 5.710e-01, eta: 2 days, 15:09:10, time: 2.332, data_time: 0.004, memory: 25994, top1_acc: 0.3720, top5_acc: 0.6289, loss_cls: 2.8403, loss: 2.8403, grad_norm: 0.9543 2021-02-20 03:43:37,459 - mmaction - INFO - Epoch [93][380/470] lr: 5.710e-01, eta: 2 days, 15:07:50, time: 2.376, data_time: 0.008, memory: 25994, top1_acc: 0.3699, top5_acc: 0.6292, loss_cls: 2.8299, loss: 2.8299, grad_norm: 0.9513 2021-02-20 03:44:23,339 - mmaction - INFO - Epoch [93][400/470] lr: 5.710e-01, eta: 2 days, 15:06:28, time: 2.306, data_time: 0.033, memory: 25994, top1_acc: 0.3724, top5_acc: 0.6211, loss_cls: 2.8439, loss: 2.8439, grad_norm: 0.9466 2021-02-20 03:45:08,881 - mmaction - INFO - Epoch [93][420/470] lr: 5.710e-01, eta: 2 days, 15:05:05, time: 2.278, data_time: 0.011, memory: 25994, top1_acc: 0.3799, top5_acc: 0.6302, loss_cls: 2.8430, loss: 2.8430, grad_norm: 0.9562 2021-02-20 03:45:56,873 - mmaction - INFO - Epoch [93][440/470] lr: 5.710e-01, eta: 2 days, 15:03:46, time: 2.405, data_time: 0.018, memory: 25994, top1_acc: 0.3814, top5_acc: 0.6329, loss_cls: 2.7859, loss: 2.7859, grad_norm: 0.9398 2021-02-20 03:46:45,666 - mmaction - INFO - Epoch [93][460/470] lr: 5.710e-01, eta: 2 days, 15:02:28, time: 2.439, data_time: 0.005, memory: 25994, top1_acc: 0.3705, top5_acc: 0.6250, loss_cls: 2.8564, loss: 2.8564, grad_norm: 0.9573 2021-02-20 03:52:41,102 - mmaction - INFO - Epoch [94][20/470] lr: 5.666e-01, eta: 2 days, 15:07:34, time: 15.697, data_time: 13.224, memory: 25994, top1_acc: 0.3689, top5_acc: 0.6242, loss_cls: 2.8474, loss: 2.8474, grad_norm: 0.9527 2021-02-20 03:53:31,198 - mmaction - INFO - Epoch [94][40/470] lr: 5.666e-01, eta: 2 days, 15:06:18, time: 2.500, data_time: 0.003, memory: 25994, top1_acc: 0.3777, top5_acc: 0.6376, loss_cls: 2.7754, loss: 2.7754, grad_norm: 0.9514 2021-02-20 03:54:22,331 - mmaction - INFO - Epoch [94][60/470] lr: 5.666e-01, eta: 2 days, 15:05:04, time: 2.562, data_time: 0.239, memory: 25994, top1_acc: 0.3743, top5_acc: 0.6324, loss_cls: 2.8096, loss: 2.8096, grad_norm: 0.9476 2021-02-20 03:55:09,136 - mmaction - INFO - Epoch [94][80/470] lr: 5.666e-01, eta: 2 days, 15:03:43, time: 2.340, data_time: 0.004, memory: 25994, top1_acc: 0.3763, top5_acc: 0.6327, loss_cls: 2.8041, loss: 2.8041, grad_norm: 0.9380 2021-02-20 03:55:55,345 - mmaction - INFO - Epoch [94][100/470] lr: 5.666e-01, eta: 2 days, 15:02:21, time: 2.310, data_time: 0.006, memory: 25994, top1_acc: 0.3795, top5_acc: 0.6370, loss_cls: 2.7847, loss: 2.7847, grad_norm: 0.9709 2021-02-20 03:56:42,784 - mmaction - INFO - Epoch [94][120/470] lr: 5.666e-01, eta: 2 days, 15:01:01, time: 2.373, data_time: 0.003, memory: 25994, top1_acc: 0.3739, top5_acc: 0.6202, loss_cls: 2.8365, loss: 2.8365, grad_norm: 0.9525 2021-02-20 03:57:26,554 - mmaction - INFO - Epoch [94][140/470] lr: 5.666e-01, eta: 2 days, 14:59:34, time: 2.188, data_time: 0.019, memory: 25994, top1_acc: 0.3754, top5_acc: 0.6275, loss_cls: 2.8255, loss: 2.8255, grad_norm: 0.9604 2021-02-20 03:58:11,319 - mmaction - INFO - Epoch [94][160/470] lr: 5.666e-01, eta: 2 days, 14:58:10, time: 2.239, data_time: 0.006, memory: 25994, top1_acc: 0.3723, top5_acc: 0.6266, loss_cls: 2.8426, loss: 2.8426, grad_norm: 0.9317 2021-02-20 03:58:57,812 - mmaction - INFO - Epoch [94][180/470] lr: 5.666e-01, eta: 2 days, 14:56:48, time: 2.322, data_time: 0.004, memory: 25994, top1_acc: 0.3809, top5_acc: 0.6390, loss_cls: 2.7975, loss: 2.7975, grad_norm: 0.9717 2021-02-20 03:59:43,560 - mmaction - INFO - Epoch [94][200/470] lr: 5.666e-01, eta: 2 days, 14:55:25, time: 2.290, data_time: 0.006, memory: 25994, top1_acc: 0.3751, top5_acc: 0.6330, loss_cls: 2.7968, loss: 2.7968, grad_norm: 0.9527 2021-02-20 04:00:29,006 - mmaction - INFO - Epoch [94][220/470] lr: 5.666e-01, eta: 2 days, 14:54:01, time: 2.259, data_time: 0.003, memory: 25994, top1_acc: 0.3784, top5_acc: 0.6362, loss_cls: 2.7956, loss: 2.7956, grad_norm: 0.9447 2021-02-20 04:01:12,817 - mmaction - INFO - Epoch [94][240/470] lr: 5.666e-01, eta: 2 days, 14:52:36, time: 2.203, data_time: 0.020, memory: 25994, top1_acc: 0.3784, top5_acc: 0.6322, loss_cls: 2.8140, loss: 2.8140, grad_norm: 0.9486 2021-02-20 04:01:58,431 - mmaction - INFO - Epoch [94][260/470] lr: 5.666e-01, eta: 2 days, 14:51:13, time: 2.281, data_time: 0.003, memory: 25994, top1_acc: 0.3709, top5_acc: 0.6286, loss_cls: 2.8272, loss: 2.8272, grad_norm: 0.9621 2021-02-20 04:02:43,799 - mmaction - INFO - Epoch [94][280/470] lr: 5.666e-01, eta: 2 days, 14:49:49, time: 2.268, data_time: 0.004, memory: 25994, top1_acc: 0.3688, top5_acc: 0.6199, loss_cls: 2.8610, loss: 2.8610, grad_norm: 0.9741 2021-02-20 04:03:29,616 - mmaction - INFO - Epoch [94][300/470] lr: 5.666e-01, eta: 2 days, 14:48:27, time: 2.291, data_time: 0.005, memory: 25994, top1_acc: 0.3688, top5_acc: 0.6254, loss_cls: 2.8542, loss: 2.8542, grad_norm: 0.9736 2021-02-20 04:04:13,152 - mmaction - INFO - Epoch [94][320/470] lr: 5.666e-01, eta: 2 days, 14:47:00, time: 2.170, data_time: 0.003, memory: 25994, top1_acc: 0.3663, top5_acc: 0.6233, loss_cls: 2.8609, loss: 2.8609, grad_norm: 0.9709 2021-02-20 04:04:58,473 - mmaction - INFO - Epoch [94][340/470] lr: 5.666e-01, eta: 2 days, 14:45:37, time: 2.271, data_time: 0.010, memory: 25994, top1_acc: 0.3688, top5_acc: 0.6293, loss_cls: 2.8351, loss: 2.8351, grad_norm: 0.9518 2021-02-20 04:05:49,189 - mmaction - INFO - Epoch [94][360/470] lr: 5.666e-01, eta: 2 days, 14:44:23, time: 2.530, data_time: 0.004, memory: 25994, top1_acc: 0.3742, top5_acc: 0.6288, loss_cls: 2.8214, loss: 2.8214, grad_norm: 0.9585 2021-02-20 04:06:34,837 - mmaction - INFO - Epoch [94][380/470] lr: 5.666e-01, eta: 2 days, 14:43:00, time: 2.287, data_time: 0.011, memory: 25994, top1_acc: 0.3747, top5_acc: 0.6246, loss_cls: 2.8282, loss: 2.8282, grad_norm: 0.9561 2021-02-20 04:07:20,222 - mmaction - INFO - Epoch [94][400/470] lr: 5.666e-01, eta: 2 days, 14:41:37, time: 2.269, data_time: 0.005, memory: 25994, top1_acc: 0.3686, top5_acc: 0.6257, loss_cls: 2.8344, loss: 2.8344, grad_norm: 0.9575 2021-02-20 04:08:05,706 - mmaction - INFO - Epoch [94][420/470] lr: 5.666e-01, eta: 2 days, 14:40:14, time: 2.277, data_time: 0.006, memory: 25994, top1_acc: 0.3651, top5_acc: 0.6241, loss_cls: 2.8487, loss: 2.8487, grad_norm: 0.9535 2021-02-20 04:08:51,625 - mmaction - INFO - Epoch [94][440/470] lr: 5.666e-01, eta: 2 days, 14:38:52, time: 2.297, data_time: 0.006, memory: 25994, top1_acc: 0.3705, top5_acc: 0.6244, loss_cls: 2.8441, loss: 2.8441, grad_norm: 0.9483 2021-02-20 04:09:39,199 - mmaction - INFO - Epoch [94][460/470] lr: 5.666e-01, eta: 2 days, 14:37:32, time: 2.371, data_time: 0.004, memory: 25994, top1_acc: 0.3769, top5_acc: 0.6293, loss_cls: 2.8003, loss: 2.8003, grad_norm: 0.9618 2021-02-20 04:15:23,406 - mmaction - INFO - Epoch [95][20/470] lr: 5.621e-01, eta: 2 days, 14:42:16, time: 15.265, data_time: 13.008, memory: 25994, top1_acc: 0.3898, top5_acc: 0.6459, loss_cls: 2.7491, loss: 2.7491, grad_norm: 0.9662 2021-02-20 04:16:08,768 - mmaction - INFO - Epoch [95][40/470] lr: 5.621e-01, eta: 2 days, 14:40:53, time: 2.269, data_time: 0.008, memory: 25994, top1_acc: 0.3757, top5_acc: 0.6275, loss_cls: 2.8257, loss: 2.8257, grad_norm: 0.9877 2021-02-20 04:16:53,198 - mmaction - INFO - Epoch [95][60/470] lr: 5.621e-01, eta: 2 days, 14:39:28, time: 2.222, data_time: 0.007, memory: 25994, top1_acc: 0.3763, top5_acc: 0.6232, loss_cls: 2.8250, loss: 2.8250, grad_norm: 0.9646 2021-02-20 04:17:40,522 - mmaction - INFO - Epoch [95][80/470] lr: 5.621e-01, eta: 2 days, 14:38:08, time: 2.365, data_time: 0.022, memory: 25994, top1_acc: 0.3815, top5_acc: 0.6280, loss_cls: 2.7936, loss: 2.7936, grad_norm: 0.9450 2021-02-20 04:18:25,719 - mmaction - INFO - Epoch [95][100/470] lr: 5.621e-01, eta: 2 days, 14:36:45, time: 2.261, data_time: 0.005, memory: 25994, top1_acc: 0.3775, top5_acc: 0.6369, loss_cls: 2.7883, loss: 2.7883, grad_norm: 0.9837 2021-02-20 04:19:13,155 - mmaction - INFO - Epoch [95][120/470] lr: 5.621e-01, eta: 2 days, 14:35:25, time: 2.369, data_time: 0.007, memory: 25994, top1_acc: 0.3850, top5_acc: 0.6403, loss_cls: 2.7614, loss: 2.7614, grad_norm: 0.9528 2021-02-20 04:20:01,713 - mmaction - INFO - Epoch [95][140/470] lr: 5.621e-01, eta: 2 days, 14:34:07, time: 2.428, data_time: 0.008, memory: 25994, top1_acc: 0.3768, top5_acc: 0.6381, loss_cls: 2.7782, loss: 2.7782, grad_norm: 0.9634 2021-02-20 04:20:47,651 - mmaction - INFO - Epoch [95][160/470] lr: 5.621e-01, eta: 2 days, 14:32:45, time: 2.300, data_time: 0.011, memory: 25994, top1_acc: 0.3708, top5_acc: 0.6251, loss_cls: 2.8403, loss: 2.8403, grad_norm: 0.9727 2021-02-20 04:21:41,680 - mmaction - INFO - Epoch [95][180/470] lr: 5.621e-01, eta: 2 days, 14:31:37, time: 2.701, data_time: 0.008, memory: 25994, top1_acc: 0.3750, top5_acc: 0.6239, loss_cls: 2.8189, loss: 2.8189, grad_norm: 0.9548 2021-02-20 04:22:27,048 - mmaction - INFO - Epoch [95][200/470] lr: 5.621e-01, eta: 2 days, 14:30:14, time: 2.266, data_time: 0.002, memory: 25994, top1_acc: 0.3772, top5_acc: 0.6266, loss_cls: 2.8329, loss: 2.8329, grad_norm: 0.9563 2021-02-20 04:23:13,744 - mmaction - INFO - Epoch [95][220/470] lr: 5.621e-01, eta: 2 days, 14:28:53, time: 2.337, data_time: 0.006, memory: 25994, top1_acc: 0.3677, top5_acc: 0.6190, loss_cls: 2.8587, loss: 2.8587, grad_norm: 0.9590 2021-02-20 04:24:00,381 - mmaction - INFO - Epoch [95][240/470] lr: 5.621e-01, eta: 2 days, 14:27:32, time: 2.331, data_time: 0.003, memory: 25994, top1_acc: 0.3837, top5_acc: 0.6260, loss_cls: 2.8142, loss: 2.8142, grad_norm: 0.9601 2021-02-20 04:24:45,691 - mmaction - INFO - Epoch [95][260/470] lr: 5.621e-01, eta: 2 days, 14:26:09, time: 2.265, data_time: 0.005, memory: 25994, top1_acc: 0.3685, top5_acc: 0.6229, loss_cls: 2.8589, loss: 2.8589, grad_norm: 0.9787 2021-02-20 04:25:33,992 - mmaction - INFO - Epoch [95][280/470] lr: 5.621e-01, eta: 2 days, 14:24:51, time: 2.415, data_time: 0.005, memory: 25994, top1_acc: 0.3627, top5_acc: 0.6280, loss_cls: 2.8373, loss: 2.8373, grad_norm: 0.9528 2021-02-20 04:26:21,159 - mmaction - INFO - Epoch [95][300/470] lr: 5.621e-01, eta: 2 days, 14:23:31, time: 2.356, data_time: 0.005, memory: 25994, top1_acc: 0.3682, top5_acc: 0.6297, loss_cls: 2.8276, loss: 2.8276, grad_norm: 0.9431 2021-02-20 04:27:10,109 - mmaction - INFO - Epoch [95][320/470] lr: 5.621e-01, eta: 2 days, 14:22:15, time: 2.451, data_time: 0.005, memory: 25994, top1_acc: 0.3812, top5_acc: 0.6260, loss_cls: 2.8114, loss: 2.8114, grad_norm: 0.9586 2021-02-20 04:27:54,305 - mmaction - INFO - Epoch [95][340/470] lr: 5.621e-01, eta: 2 days, 14:20:50, time: 2.205, data_time: 0.004, memory: 25994, top1_acc: 0.3766, top5_acc: 0.6345, loss_cls: 2.8188, loss: 2.8188, grad_norm: 0.9663 2021-02-20 04:28:40,252 - mmaction - INFO - Epoch [95][360/470] lr: 5.621e-01, eta: 2 days, 14:19:28, time: 2.301, data_time: 0.010, memory: 25994, top1_acc: 0.3782, top5_acc: 0.6268, loss_cls: 2.8315, loss: 2.8315, grad_norm: 0.9559 2021-02-20 04:29:24,656 - mmaction - INFO - Epoch [95][380/470] lr: 5.621e-01, eta: 2 days, 14:18:04, time: 2.221, data_time: 0.005, memory: 25994, top1_acc: 0.3733, top5_acc: 0.6360, loss_cls: 2.8131, loss: 2.8131, grad_norm: 0.9547 2021-02-20 04:30:12,586 - mmaction - INFO - Epoch [95][400/470] lr: 5.621e-01, eta: 2 days, 14:16:45, time: 2.397, data_time: 0.004, memory: 25994, top1_acc: 0.3826, top5_acc: 0.6380, loss_cls: 2.7874, loss: 2.7874, grad_norm: 0.9702 2021-02-20 04:30:58,197 - mmaction - INFO - Epoch [95][420/470] lr: 5.621e-01, eta: 2 days, 14:15:23, time: 2.281, data_time: 0.004, memory: 25994, top1_acc: 0.3654, top5_acc: 0.6174, loss_cls: 2.8661, loss: 2.8661, grad_norm: 0.9489 2021-02-20 04:31:44,497 - mmaction - INFO - Epoch [95][440/470] lr: 5.621e-01, eta: 2 days, 14:14:02, time: 2.300, data_time: 0.002, memory: 25994, top1_acc: 0.3712, top5_acc: 0.6331, loss_cls: 2.8114, loss: 2.8114, grad_norm: 0.9563 2021-02-20 04:32:31,453 - mmaction - INFO - Epoch [95][460/470] lr: 5.621e-01, eta: 2 days, 14:12:42, time: 2.358, data_time: 0.025, memory: 25994, top1_acc: 0.3716, top5_acc: 0.6197, loss_cls: 2.8559, loss: 2.8559, grad_norm: 0.9615 2021-02-20 04:41:39,668 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-20 04:41:40,456 - mmaction - INFO - top1_acc 0.3517 top5_acc 0.6266 2021-02-20 04:41:40,456 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-20 04:41:40,512 - mmaction - INFO - mean_acc 0.3515 2021-02-20 04:41:40,521 - mmaction - INFO - Epoch(val) [95][470] top1_acc: 0.3517, top5_acc: 0.6266, mean_class_accuracy: 0.3515 2021-02-20 04:46:35,861 - mmaction - INFO - Epoch [96][20/470] lr: 5.576e-01, eta: 2 days, 14:17:03, time: 14.761, data_time: 12.475, memory: 25994, top1_acc: 0.3830, top5_acc: 0.6360, loss_cls: 2.7838, loss: 2.7838, grad_norm: 0.9548 2021-02-20 04:47:20,199 - mmaction - INFO - Epoch [96][40/470] lr: 5.576e-01, eta: 2 days, 14:15:38, time: 2.221, data_time: 0.007, memory: 25994, top1_acc: 0.3748, top5_acc: 0.6332, loss_cls: 2.8155, loss: 2.8155, grad_norm: 0.9639 2021-02-20 04:48:04,930 - mmaction - INFO - Epoch [96][60/470] lr: 5.576e-01, eta: 2 days, 14:14:14, time: 2.235, data_time: 0.003, memory: 25994, top1_acc: 0.3794, top5_acc: 0.6419, loss_cls: 2.7716, loss: 2.7716, grad_norm: 0.9682 2021-02-20 04:48:54,939 - mmaction - INFO - Epoch [96][80/470] lr: 5.576e-01, eta: 2 days, 14:12:59, time: 2.497, data_time: 0.006, memory: 25994, top1_acc: 0.3762, top5_acc: 0.6332, loss_cls: 2.8122, loss: 2.8122, grad_norm: 0.9786 2021-02-20 04:49:43,050 - mmaction - INFO - Epoch [96][100/470] lr: 5.576e-01, eta: 2 days, 14:11:41, time: 2.411, data_time: 0.012, memory: 25994, top1_acc: 0.3853, top5_acc: 0.6398, loss_cls: 2.7698, loss: 2.7698, grad_norm: 0.9528 2021-02-20 04:50:31,791 - mmaction - INFO - Epoch [96][120/470] lr: 5.576e-01, eta: 2 days, 14:10:24, time: 2.436, data_time: 0.002, memory: 25994, top1_acc: 0.3802, top5_acc: 0.6337, loss_cls: 2.7876, loss: 2.7876, grad_norm: 0.9558 2021-02-20 04:51:17,197 - mmaction - INFO - Epoch [96][140/470] lr: 5.576e-01, eta: 2 days, 14:09:02, time: 2.271, data_time: 0.004, memory: 25994, top1_acc: 0.3733, top5_acc: 0.6346, loss_cls: 2.8120, loss: 2.8120, grad_norm: 0.9741 2021-02-20 04:52:02,249 - mmaction - INFO - Epoch [96][160/470] lr: 5.576e-01, eta: 2 days, 14:07:39, time: 2.254, data_time: 0.004, memory: 25994, top1_acc: 0.3783, top5_acc: 0.6291, loss_cls: 2.8065, loss: 2.8065, grad_norm: 0.9760 2021-02-20 04:52:49,208 - mmaction - INFO - Epoch [96][180/470] lr: 5.576e-01, eta: 2 days, 14:06:19, time: 2.344, data_time: 0.005, memory: 25994, top1_acc: 0.3781, top5_acc: 0.6304, loss_cls: 2.8117, loss: 2.8117, grad_norm: 0.9725 2021-02-20 04:53:44,686 - mmaction - INFO - Epoch [96][200/470] lr: 5.576e-01, eta: 2 days, 14:05:13, time: 2.776, data_time: 0.009, memory: 25994, top1_acc: 0.3769, top5_acc: 0.6374, loss_cls: 2.7776, loss: 2.7776, grad_norm: 0.9545 2021-02-20 04:54:30,441 - mmaction - INFO - Epoch [96][220/470] lr: 5.576e-01, eta: 2 days, 14:03:51, time: 2.286, data_time: 0.008, memory: 25994, top1_acc: 0.3787, top5_acc: 0.6377, loss_cls: 2.7931, loss: 2.7931, grad_norm: 0.9649 2021-02-20 04:55:15,637 - mmaction - INFO - Epoch [96][240/470] lr: 5.576e-01, eta: 2 days, 14:02:28, time: 2.260, data_time: 0.006, memory: 25994, top1_acc: 0.3733, top5_acc: 0.6308, loss_cls: 2.8073, loss: 2.8073, grad_norm: 0.9562 2021-02-20 04:56:02,903 - mmaction - INFO - Epoch [96][260/470] lr: 5.576e-01, eta: 2 days, 14:01:09, time: 2.364, data_time: 0.019, memory: 25994, top1_acc: 0.3800, top5_acc: 0.6319, loss_cls: 2.8148, loss: 2.8148, grad_norm: 0.9687 2021-02-20 04:56:47,494 - mmaction - INFO - Epoch [96][280/470] lr: 5.576e-01, eta: 2 days, 13:59:45, time: 2.231, data_time: 0.006, memory: 25994, top1_acc: 0.3819, top5_acc: 0.6224, loss_cls: 2.8195, loss: 2.8195, grad_norm: 0.9678 2021-02-20 04:57:35,468 - mmaction - INFO - Epoch [96][300/470] lr: 5.576e-01, eta: 2 days, 13:58:27, time: 2.398, data_time: 0.007, memory: 25994, top1_acc: 0.3745, top5_acc: 0.6345, loss_cls: 2.8202, loss: 2.8202, grad_norm: 0.9761 2021-02-20 04:58:22,158 - mmaction - INFO - Epoch [96][320/470] lr: 5.576e-01, eta: 2 days, 13:57:07, time: 2.334, data_time: 0.003, memory: 25994, top1_acc: 0.3739, top5_acc: 0.6313, loss_cls: 2.8157, loss: 2.8157, grad_norm: 0.9570 2021-02-20 04:59:06,379 - mmaction - INFO - Epoch [96][340/470] lr: 5.576e-01, eta: 2 days, 13:55:43, time: 2.211, data_time: 0.009, memory: 25994, top1_acc: 0.3786, top5_acc: 0.6344, loss_cls: 2.8167, loss: 2.8167, grad_norm: 0.9689 2021-02-20 04:59:52,828 - mmaction - INFO - Epoch [96][360/470] lr: 5.576e-01, eta: 2 days, 13:54:22, time: 2.323, data_time: 0.008, memory: 25994, top1_acc: 0.3746, top5_acc: 0.6221, loss_cls: 2.8414, loss: 2.8414, grad_norm: 0.9775 2021-02-20 05:00:38,041 - mmaction - INFO - Epoch [96][380/470] lr: 5.576e-01, eta: 2 days, 13:53:00, time: 2.263, data_time: 0.013, memory: 25994, top1_acc: 0.3773, top5_acc: 0.6258, loss_cls: 2.8281, loss: 2.8281, grad_norm: 0.9620 2021-02-20 05:01:25,767 - mmaction - INFO - Epoch [96][400/470] lr: 5.576e-01, eta: 2 days, 13:51:41, time: 2.375, data_time: 0.001, memory: 25994, top1_acc: 0.3763, top5_acc: 0.6331, loss_cls: 2.7997, loss: 2.7997, grad_norm: 0.9808 2021-02-20 05:02:11,316 - mmaction - INFO - Epoch [96][420/470] lr: 5.576e-01, eta: 2 days, 13:50:20, time: 2.288, data_time: 0.014, memory: 25994, top1_acc: 0.3781, top5_acc: 0.6333, loss_cls: 2.8142, loss: 2.8142, grad_norm: 0.9632 2021-02-20 05:02:58,808 - mmaction - INFO - Epoch [96][440/470] lr: 5.576e-01, eta: 2 days, 13:49:01, time: 2.375, data_time: 0.013, memory: 25994, top1_acc: 0.3676, top5_acc: 0.6253, loss_cls: 2.8458, loss: 2.8458, grad_norm: 0.9546 2021-02-20 05:03:42,891 - mmaction - INFO - Epoch [96][460/470] lr: 5.576e-01, eta: 2 days, 13:47:37, time: 2.204, data_time: 0.002, memory: 25994, top1_acc: 0.3770, top5_acc: 0.6325, loss_cls: 2.8057, loss: 2.8057, grad_norm: 0.9583 2021-02-20 05:04:24,122 - mmaction - INFO - Saving checkpoint at 96 epochs 2021-02-20 05:09:44,691 - mmaction - INFO - Epoch [97][20/470] lr: 5.531e-01, eta: 2 days, 13:52:30, time: 15.896, data_time: 13.516, memory: 25994, top1_acc: 0.3870, top5_acc: 0.6318, loss_cls: 2.7768, loss: 2.7768, grad_norm: 0.9820 2021-02-20 05:10:30,103 - mmaction - INFO - Epoch [97][40/470] lr: 5.531e-01, eta: 2 days, 13:51:07, time: 2.272, data_time: 0.005, memory: 25994, top1_acc: 0.3793, top5_acc: 0.6301, loss_cls: 2.7938, loss: 2.7938, grad_norm: 0.9597 2021-02-20 05:11:14,690 - mmaction - INFO - Epoch [97][60/470] lr: 5.531e-01, eta: 2 days, 13:49:44, time: 2.227, data_time: 0.001, memory: 25994, top1_acc: 0.3750, top5_acc: 0.6389, loss_cls: 2.7808, loss: 2.7808, grad_norm: 0.9644 2021-02-20 05:11:58,015 - mmaction - INFO - Epoch [97][80/470] lr: 5.531e-01, eta: 2 days, 13:48:18, time: 2.167, data_time: 0.007, memory: 25994, top1_acc: 0.3793, top5_acc: 0.6310, loss_cls: 2.7683, loss: 2.7683, grad_norm: 0.9618 2021-02-20 05:12:45,666 - mmaction - INFO - Epoch [97][100/470] lr: 5.531e-01, eta: 2 days, 13:47:00, time: 2.384, data_time: 0.006, memory: 25994, top1_acc: 0.3758, top5_acc: 0.6355, loss_cls: 2.8079, loss: 2.8079, grad_norm: 0.9876 2021-02-20 05:13:31,047 - mmaction - INFO - Epoch [97][120/470] lr: 5.531e-01, eta: 2 days, 13:45:37, time: 2.265, data_time: 0.004, memory: 25994, top1_acc: 0.3852, top5_acc: 0.6304, loss_cls: 2.7851, loss: 2.7851, grad_norm: 0.9607 2021-02-20 05:14:16,102 - mmaction - INFO - Epoch [97][140/470] lr: 5.531e-01, eta: 2 days, 13:44:15, time: 2.257, data_time: 0.009, memory: 25994, top1_acc: 0.3812, top5_acc: 0.6340, loss_cls: 2.8187, loss: 2.8187, grad_norm: 0.9670 2021-02-20 05:15:03,733 - mmaction - INFO - Epoch [97][160/470] lr: 5.531e-01, eta: 2 days, 13:42:56, time: 2.372, data_time: 0.002, memory: 25994, top1_acc: 0.3809, top5_acc: 0.6346, loss_cls: 2.7866, loss: 2.7866, grad_norm: 0.9709 2021-02-20 05:15:49,579 - mmaction - INFO - Epoch [97][180/470] lr: 5.531e-01, eta: 2 days, 13:41:35, time: 2.302, data_time: 0.015, memory: 25994, top1_acc: 0.3838, top5_acc: 0.6385, loss_cls: 2.7721, loss: 2.7721, grad_norm: 0.9706 2021-02-20 05:16:38,280 - mmaction - INFO - Epoch [97][200/470] lr: 5.531e-01, eta: 2 days, 13:40:18, time: 2.436, data_time: 0.007, memory: 25994, top1_acc: 0.3839, top5_acc: 0.6368, loss_cls: 2.7776, loss: 2.7776, grad_norm: 0.9496 2021-02-20 05:17:25,422 - mmaction - INFO - Epoch [97][220/470] lr: 5.531e-01, eta: 2 days, 13:38:59, time: 2.348, data_time: 0.003, memory: 25994, top1_acc: 0.3799, top5_acc: 0.6312, loss_cls: 2.8001, loss: 2.8001, grad_norm: 0.9632 2021-02-20 05:18:11,285 - mmaction - INFO - Epoch [97][240/470] lr: 5.531e-01, eta: 2 days, 13:37:38, time: 2.303, data_time: 0.019, memory: 25994, top1_acc: 0.3734, top5_acc: 0.6271, loss_cls: 2.8324, loss: 2.8324, grad_norm: 0.9838 2021-02-20 05:18:56,412 - mmaction - INFO - Epoch [97][260/470] lr: 5.531e-01, eta: 2 days, 13:36:15, time: 2.243, data_time: 0.005, memory: 25994, top1_acc: 0.3800, top5_acc: 0.6332, loss_cls: 2.8022, loss: 2.8022, grad_norm: 0.9572 2021-02-20 05:19:39,988 - mmaction - INFO - Epoch [97][280/470] lr: 5.531e-01, eta: 2 days, 13:34:51, time: 2.191, data_time: 0.016, memory: 25994, top1_acc: 0.3717, top5_acc: 0.6351, loss_cls: 2.8036, loss: 2.8036, grad_norm: 0.9699 2021-02-20 05:20:32,109 - mmaction - INFO - Epoch [97][300/470] lr: 5.531e-01, eta: 2 days, 13:33:40, time: 2.602, data_time: 0.004, memory: 25994, top1_acc: 0.3684, top5_acc: 0.6179, loss_cls: 2.8764, loss: 2.8764, grad_norm: 0.9667 2021-02-20 05:21:19,643 - mmaction - INFO - Epoch [97][320/470] lr: 5.531e-01, eta: 2 days, 13:32:21, time: 2.378, data_time: 0.008, memory: 25994, top1_acc: 0.3728, top5_acc: 0.6264, loss_cls: 2.8250, loss: 2.8250, grad_norm: 0.9605 2021-02-20 05:22:03,372 - mmaction - INFO - Epoch [97][340/470] lr: 5.531e-01, eta: 2 days, 13:30:57, time: 2.188, data_time: 0.009, memory: 25994, top1_acc: 0.3689, top5_acc: 0.6318, loss_cls: 2.8253, loss: 2.8253, grad_norm: 0.9690 2021-02-20 05:22:49,865 - mmaction - INFO - Epoch [97][360/470] lr: 5.531e-01, eta: 2 days, 13:29:36, time: 2.319, data_time: 0.005, memory: 25994, top1_acc: 0.3714, top5_acc: 0.6330, loss_cls: 2.8146, loss: 2.8146, grad_norm: 0.9721 2021-02-20 05:23:36,367 - mmaction - INFO - Epoch [97][380/470] lr: 5.531e-01, eta: 2 days, 13:28:16, time: 2.319, data_time: 0.016, memory: 25994, top1_acc: 0.3863, top5_acc: 0.6377, loss_cls: 2.7569, loss: 2.7569, grad_norm: 0.9669 2021-02-20 05:24:21,597 - mmaction - INFO - Epoch [97][400/470] lr: 5.531e-01, eta: 2 days, 13:26:54, time: 2.264, data_time: 0.018, memory: 25994, top1_acc: 0.3755, top5_acc: 0.6352, loss_cls: 2.8252, loss: 2.8252, grad_norm: 0.9748 2021-02-20 05:25:07,439 - mmaction - INFO - Epoch [97][420/470] lr: 5.531e-01, eta: 2 days, 13:25:34, time: 2.302, data_time: 0.013, memory: 25994, top1_acc: 0.3695, top5_acc: 0.6246, loss_cls: 2.8338, loss: 2.8338, grad_norm: 0.9644 2021-02-20 05:25:53,125 - mmaction - INFO - Epoch [97][440/470] lr: 5.531e-01, eta: 2 days, 13:24:12, time: 2.284, data_time: 0.004, memory: 25994, top1_acc: 0.3768, top5_acc: 0.6300, loss_cls: 2.8022, loss: 2.8022, grad_norm: 0.9634 2021-02-20 05:26:40,024 - mmaction - INFO - Epoch [97][460/470] lr: 5.531e-01, eta: 2 days, 13:22:53, time: 2.343, data_time: 0.007, memory: 25994, top1_acc: 0.3737, top5_acc: 0.6295, loss_cls: 2.8168, loss: 2.8168, grad_norm: 0.9650 2021-02-20 05:32:44,015 - mmaction - INFO - Epoch [98][20/470] lr: 5.485e-01, eta: 2 days, 13:27:51, time: 16.232, data_time: 13.923, memory: 25994, top1_acc: 0.3752, top5_acc: 0.6285, loss_cls: 2.8181, loss: 2.8181, grad_norm: 0.9649 2021-02-20 05:33:27,851 - mmaction - INFO - Epoch [98][40/470] lr: 5.485e-01, eta: 2 days, 13:26:26, time: 2.190, data_time: 0.013, memory: 25994, top1_acc: 0.3892, top5_acc: 0.6407, loss_cls: 2.7403, loss: 2.7403, grad_norm: 0.9585 2021-02-20 05:34:13,693 - mmaction - INFO - Epoch [98][60/470] lr: 5.485e-01, eta: 2 days, 13:25:05, time: 2.293, data_time: 0.007, memory: 25994, top1_acc: 0.3764, top5_acc: 0.6370, loss_cls: 2.7938, loss: 2.7938, grad_norm: 0.9824 2021-02-20 05:35:02,814 - mmaction - INFO - Epoch [98][80/470] lr: 5.485e-01, eta: 2 days, 13:23:49, time: 2.440, data_time: 0.005, memory: 25994, top1_acc: 0.3764, top5_acc: 0.6273, loss_cls: 2.8233, loss: 2.8233, grad_norm: 0.9782 2021-02-20 05:35:47,136 - mmaction - INFO - Epoch [98][100/470] lr: 5.485e-01, eta: 2 days, 13:22:26, time: 2.234, data_time: 0.021, memory: 25994, top1_acc: 0.3751, top5_acc: 0.6311, loss_cls: 2.8145, loss: 2.8145, grad_norm: 0.9718 2021-02-20 05:36:34,937 - mmaction - INFO - Epoch [98][120/470] lr: 5.485e-01, eta: 2 days, 13:21:08, time: 2.391, data_time: 0.006, memory: 25994, top1_acc: 0.3862, top5_acc: 0.6408, loss_cls: 2.7865, loss: 2.7865, grad_norm: 0.9630 2021-02-20 05:37:21,630 - mmaction - INFO - Epoch [98][140/470] lr: 5.485e-01, eta: 2 days, 13:19:49, time: 2.334, data_time: 0.003, memory: 25994, top1_acc: 0.3843, top5_acc: 0.6411, loss_cls: 2.7611, loss: 2.7611, grad_norm: 0.9843 2021-02-20 05:38:10,992 - mmaction - INFO - Epoch [98][160/470] lr: 5.485e-01, eta: 2 days, 13:18:34, time: 2.469, data_time: 0.001, memory: 25994, top1_acc: 0.3779, top5_acc: 0.6307, loss_cls: 2.8009, loss: 2.8009, grad_norm: 0.9683 2021-02-20 05:38:55,447 - mmaction - INFO - Epoch [98][180/470] lr: 5.485e-01, eta: 2 days, 13:17:10, time: 2.220, data_time: 0.006, memory: 25994, top1_acc: 0.3841, top5_acc: 0.6360, loss_cls: 2.7798, loss: 2.7798, grad_norm: 0.9638 2021-02-20 05:39:40,938 - mmaction - INFO - Epoch [98][200/470] lr: 5.485e-01, eta: 2 days, 13:15:49, time: 2.277, data_time: 0.006, memory: 25994, top1_acc: 0.3783, top5_acc: 0.6318, loss_cls: 2.7939, loss: 2.7939, grad_norm: 0.9549 2021-02-20 05:40:25,907 - mmaction - INFO - Epoch [98][220/470] lr: 5.485e-01, eta: 2 days, 13:14:26, time: 2.244, data_time: 0.005, memory: 25994, top1_acc: 0.3868, top5_acc: 0.6367, loss_cls: 2.7662, loss: 2.7662, grad_norm: 0.9676 2021-02-20 05:41:10,837 - mmaction - INFO - Epoch [98][240/470] lr: 5.485e-01, eta: 2 days, 13:13:04, time: 2.251, data_time: 0.016, memory: 25994, top1_acc: 0.3768, top5_acc: 0.6346, loss_cls: 2.7809, loss: 2.7809, grad_norm: 0.9771 2021-02-20 05:41:57,500 - mmaction - INFO - Epoch [98][260/470] lr: 5.485e-01, eta: 2 days, 13:11:45, time: 2.333, data_time: 0.005, memory: 25994, top1_acc: 0.3698, top5_acc: 0.6278, loss_cls: 2.8100, loss: 2.8100, grad_norm: 0.9656 2021-02-20 05:42:44,389 - mmaction - INFO - Epoch [98][280/470] lr: 5.485e-01, eta: 2 days, 13:10:26, time: 2.344, data_time: 0.019, memory: 25994, top1_acc: 0.3772, top5_acc: 0.6283, loss_cls: 2.8203, loss: 2.8203, grad_norm: 0.9705 2021-02-20 05:43:30,099 - mmaction - INFO - Epoch [98][300/470] lr: 5.485e-01, eta: 2 days, 13:09:05, time: 2.284, data_time: 0.008, memory: 25994, top1_acc: 0.3745, top5_acc: 0.6236, loss_cls: 2.8386, loss: 2.8386, grad_norm: 0.9668 2021-02-20 05:44:16,128 - mmaction - INFO - Epoch [98][320/470] lr: 5.485e-01, eta: 2 days, 13:07:44, time: 2.302, data_time: 0.009, memory: 25994, top1_acc: 0.3788, top5_acc: 0.6361, loss_cls: 2.7878, loss: 2.7878, grad_norm: 0.9771 2021-02-20 05:45:03,888 - mmaction - INFO - Epoch [98][340/470] lr: 5.485e-01, eta: 2 days, 13:06:27, time: 2.388, data_time: 0.005, memory: 25994, top1_acc: 0.3780, top5_acc: 0.6290, loss_cls: 2.8125, loss: 2.8125, grad_norm: 0.9723 2021-02-20 05:45:48,940 - mmaction - INFO - Epoch [98][360/470] lr: 5.485e-01, eta: 2 days, 13:05:05, time: 2.252, data_time: 0.005, memory: 25994, top1_acc: 0.3750, top5_acc: 0.6241, loss_cls: 2.8099, loss: 2.8099, grad_norm: 0.9759 2021-02-20 05:46:34,460 - mmaction - INFO - Epoch [98][380/470] lr: 5.485e-01, eta: 2 days, 13:03:43, time: 2.271, data_time: 0.002, memory: 25994, top1_acc: 0.3749, top5_acc: 0.6281, loss_cls: 2.8230, loss: 2.8230, grad_norm: 0.9624 2021-02-20 05:47:23,038 - mmaction - INFO - Epoch [98][400/470] lr: 5.485e-01, eta: 2 days, 13:02:27, time: 2.426, data_time: 0.020, memory: 25994, top1_acc: 0.3807, top5_acc: 0.6330, loss_cls: 2.7994, loss: 2.7994, grad_norm: 0.9580 2021-02-20 05:48:08,345 - mmaction - INFO - Epoch [98][420/470] lr: 5.485e-01, eta: 2 days, 13:01:06, time: 2.265, data_time: 0.014, memory: 25994, top1_acc: 0.3759, top5_acc: 0.6318, loss_cls: 2.8105, loss: 2.8105, grad_norm: 0.9663 2021-02-20 05:48:53,353 - mmaction - INFO - Epoch [98][440/470] lr: 5.485e-01, eta: 2 days, 12:59:44, time: 2.260, data_time: 0.017, memory: 25994, top1_acc: 0.3657, top5_acc: 0.6215, loss_cls: 2.8592, loss: 2.8592, grad_norm: 0.9711 2021-02-20 05:49:38,273 - mmaction - INFO - Epoch [98][460/470] lr: 5.485e-01, eta: 2 days, 12:58:22, time: 2.245, data_time: 0.005, memory: 25994, top1_acc: 0.3810, top5_acc: 0.6346, loss_cls: 2.7896, loss: 2.7896, grad_norm: 0.9584 2021-02-20 05:55:30,137 - mmaction - INFO - Epoch [99][20/470] lr: 5.440e-01, eta: 2 days, 13:02:51, time: 15.543, data_time: 13.208, memory: 25994, top1_acc: 0.3801, top5_acc: 0.6435, loss_cls: 2.7613, loss: 2.7613, grad_norm: 0.9740 2021-02-20 05:56:15,569 - mmaction - INFO - Epoch [99][40/470] lr: 5.440e-01, eta: 2 days, 13:01:30, time: 2.274, data_time: 0.008, memory: 25994, top1_acc: 0.3934, top5_acc: 0.6431, loss_cls: 2.7404, loss: 2.7404, grad_norm: 0.9772 2021-02-20 05:57:03,300 - mmaction - INFO - Epoch [99][60/470] lr: 5.440e-01, eta: 2 days, 13:00:12, time: 2.381, data_time: 0.006, memory: 25994, top1_acc: 0.3909, top5_acc: 0.6433, loss_cls: 2.7413, loss: 2.7413, grad_norm: 0.9809 2021-02-20 05:57:48,443 - mmaction - INFO - Epoch [99][80/470] lr: 5.440e-01, eta: 2 days, 12:58:50, time: 2.263, data_time: 0.011, memory: 25994, top1_acc: 0.3871, top5_acc: 0.6382, loss_cls: 2.7818, loss: 2.7818, grad_norm: 0.9899 2021-02-20 05:58:34,856 - mmaction - INFO - Epoch [99][100/470] lr: 5.440e-01, eta: 2 days, 12:57:31, time: 2.318, data_time: 0.004, memory: 25994, top1_acc: 0.3707, top5_acc: 0.6325, loss_cls: 2.8127, loss: 2.8127, grad_norm: 0.9766 2021-02-20 05:59:19,488 - mmaction - INFO - Epoch [99][120/470] lr: 5.440e-01, eta: 2 days, 12:56:08, time: 2.234, data_time: 0.008, memory: 25994, top1_acc: 0.3770, top5_acc: 0.6335, loss_cls: 2.7937, loss: 2.7937, grad_norm: 0.9745 2021-02-20 06:00:06,111 - mmaction - INFO - Epoch [99][140/470] lr: 5.440e-01, eta: 2 days, 12:54:49, time: 2.320, data_time: 0.003, memory: 25994, top1_acc: 0.3721, top5_acc: 0.6324, loss_cls: 2.8124, loss: 2.8124, grad_norm: 0.9659 2021-02-20 06:00:49,920 - mmaction - INFO - Epoch [99][160/470] lr: 5.440e-01, eta: 2 days, 12:53:25, time: 2.187, data_time: 0.016, memory: 25994, top1_acc: 0.3788, top5_acc: 0.6348, loss_cls: 2.7851, loss: 2.7851, grad_norm: 0.9717 2021-02-20 06:01:37,813 - mmaction - INFO - Epoch [99][180/470] lr: 5.440e-01, eta: 2 days, 12:52:08, time: 2.405, data_time: 0.022, memory: 25994, top1_acc: 0.3853, top5_acc: 0.6357, loss_cls: 2.7764, loss: 2.7764, grad_norm: 0.9829 2021-02-20 06:02:24,216 - mmaction - INFO - Epoch [99][200/470] lr: 5.440e-01, eta: 2 days, 12:50:48, time: 2.323, data_time: 0.009, memory: 25994, top1_acc: 0.3814, top5_acc: 0.6318, loss_cls: 2.8198, loss: 2.8198, grad_norm: 0.9743 2021-02-20 06:03:10,670 - mmaction - INFO - Epoch [99][220/470] lr: 5.440e-01, eta: 2 days, 12:49:28, time: 2.309, data_time: 0.007, memory: 25994, top1_acc: 0.3762, top5_acc: 0.6348, loss_cls: 2.7859, loss: 2.7859, grad_norm: 0.9628 2021-02-20 06:03:54,913 - mmaction - INFO - Epoch [99][240/470] lr: 5.440e-01, eta: 2 days, 12:48:06, time: 2.228, data_time: 0.021, memory: 25994, top1_acc: 0.3894, top5_acc: 0.6397, loss_cls: 2.7515, loss: 2.7515, grad_norm: 0.9640 2021-02-20 06:04:45,709 - mmaction - INFO - Epoch [99][260/470] lr: 5.440e-01, eta: 2 days, 12:46:53, time: 2.537, data_time: 0.003, memory: 25994, top1_acc: 0.3842, top5_acc: 0.6326, loss_cls: 2.7742, loss: 2.7742, grad_norm: 0.9664 2021-02-20 06:05:35,816 - mmaction - INFO - Epoch [99][280/470] lr: 5.440e-01, eta: 2 days, 12:45:40, time: 2.504, data_time: 0.008, memory: 25994, top1_acc: 0.3821, top5_acc: 0.6298, loss_cls: 2.8096, loss: 2.8096, grad_norm: 0.9670 2021-02-20 06:06:22,150 - mmaction - INFO - Epoch [99][300/470] lr: 5.440e-01, eta: 2 days, 12:44:20, time: 2.319, data_time: 0.008, memory: 25994, top1_acc: 0.3795, top5_acc: 0.6305, loss_cls: 2.8138, loss: 2.8138, grad_norm: 0.9508 2021-02-20 06:07:07,091 - mmaction - INFO - Epoch [99][320/470] lr: 5.440e-01, eta: 2 days, 12:42:58, time: 2.246, data_time: 0.005, memory: 25994, top1_acc: 0.3726, top5_acc: 0.6355, loss_cls: 2.8180, loss: 2.8180, grad_norm: 0.9792 2021-02-20 06:07:50,845 - mmaction - INFO - Epoch [99][340/470] lr: 5.440e-01, eta: 2 days, 12:41:35, time: 2.189, data_time: 0.009, memory: 25994, top1_acc: 0.3789, top5_acc: 0.6340, loss_cls: 2.8020, loss: 2.8020, grad_norm: 0.9683 2021-02-20 06:08:46,797 - mmaction - INFO - Epoch [99][360/470] lr: 5.440e-01, eta: 2 days, 12:40:31, time: 2.795, data_time: 0.011, memory: 25994, top1_acc: 0.3802, top5_acc: 0.6351, loss_cls: 2.8087, loss: 2.8087, grad_norm: 0.9778 2021-02-20 06:09:34,213 - mmaction - INFO - Epoch [99][380/470] lr: 5.440e-01, eta: 2 days, 12:39:13, time: 2.373, data_time: 0.008, memory: 25994, top1_acc: 0.3804, top5_acc: 0.6343, loss_cls: 2.7971, loss: 2.7971, grad_norm: 0.9695 2021-02-20 06:10:21,203 - mmaction - INFO - Epoch [99][400/470] lr: 5.440e-01, eta: 2 days, 12:37:54, time: 2.343, data_time: 0.006, memory: 25994, top1_acc: 0.3771, top5_acc: 0.6298, loss_cls: 2.8231, loss: 2.8231, grad_norm: 0.9648 2021-02-20 06:11:07,745 - mmaction - INFO - Epoch [99][420/470] lr: 5.440e-01, eta: 2 days, 12:36:35, time: 2.326, data_time: 0.013, memory: 25994, top1_acc: 0.3894, top5_acc: 0.6367, loss_cls: 2.7749, loss: 2.7749, grad_norm: 0.9691 2021-02-20 06:12:09,126 - mmaction - INFO - Epoch [99][440/470] lr: 5.440e-01, eta: 2 days, 12:35:40, time: 3.078, data_time: 0.010, memory: 25994, top1_acc: 0.3758, top5_acc: 0.6309, loss_cls: 2.8144, loss: 2.8144, grad_norm: 0.9853 2021-02-20 06:12:56,625 - mmaction - INFO - Epoch [99][460/470] lr: 5.440e-01, eta: 2 days, 12:34:23, time: 2.372, data_time: 0.003, memory: 25994, top1_acc: 0.3714, top5_acc: 0.6203, loss_cls: 2.8583, loss: 2.8583, grad_norm: 0.9804 2021-02-20 06:18:30,155 - mmaction - INFO - Epoch [100][20/470] lr: 5.394e-01, eta: 2 days, 12:38:19, time: 14.701, data_time: 12.379, memory: 25994, top1_acc: 0.3794, top5_acc: 0.6411, loss_cls: 2.7569, loss: 2.7569, grad_norm: 0.9787 2021-02-20 06:19:17,717 - mmaction - INFO - Epoch [100][40/470] lr: 5.394e-01, eta: 2 days, 12:37:02, time: 2.377, data_time: 0.005, memory: 25994, top1_acc: 0.3847, top5_acc: 0.6402, loss_cls: 2.7673, loss: 2.7673, grad_norm: 0.9681 2021-02-20 06:20:05,767 - mmaction - INFO - Epoch [100][60/470] lr: 5.394e-01, eta: 2 days, 12:35:44, time: 2.382, data_time: 0.006, memory: 25994, top1_acc: 0.3861, top5_acc: 0.6395, loss_cls: 2.7608, loss: 2.7608, grad_norm: 0.9554 2021-02-20 06:20:51,649 - mmaction - INFO - Epoch [100][80/470] lr: 5.394e-01, eta: 2 days, 12:34:25, time: 2.317, data_time: 0.027, memory: 25994, top1_acc: 0.3821, top5_acc: 0.6354, loss_cls: 2.7864, loss: 2.7864, grad_norm: 0.9902 2021-02-20 06:21:45,151 - mmaction - INFO - Epoch [100][100/470] lr: 5.394e-01, eta: 2 days, 12:33:17, time: 2.675, data_time: 0.002, memory: 25994, top1_acc: 0.3772, top5_acc: 0.6313, loss_cls: 2.8006, loss: 2.8006, grad_norm: 0.9811 2021-02-20 06:22:32,399 - mmaction - INFO - Epoch [100][120/470] lr: 5.394e-01, eta: 2 days, 12:31:59, time: 2.361, data_time: 0.005, memory: 25994, top1_acc: 0.3849, top5_acc: 0.6371, loss_cls: 2.7938, loss: 2.7938, grad_norm: 0.9677 2021-02-20 06:23:17,774 - mmaction - INFO - Epoch [100][140/470] lr: 5.394e-01, eta: 2 days, 12:30:38, time: 2.270, data_time: 0.008, memory: 25994, top1_acc: 0.3816, top5_acc: 0.6287, loss_cls: 2.7944, loss: 2.7944, grad_norm: 0.9652 2021-02-20 06:24:02,967 - mmaction - INFO - Epoch [100][160/470] lr: 5.394e-01, eta: 2 days, 12:29:17, time: 2.259, data_time: 0.003, memory: 25994, top1_acc: 0.3755, top5_acc: 0.6334, loss_cls: 2.7847, loss: 2.7847, grad_norm: 0.9600 2021-02-20 06:24:48,927 - mmaction - INFO - Epoch [100][180/470] lr: 5.394e-01, eta: 2 days, 12:27:57, time: 2.296, data_time: 0.004, memory: 25994, top1_acc: 0.3789, top5_acc: 0.6357, loss_cls: 2.7745, loss: 2.7745, grad_norm: 0.9866 2021-02-20 06:25:37,637 - mmaction - INFO - Epoch [100][200/470] lr: 5.394e-01, eta: 2 days, 12:26:41, time: 2.437, data_time: 0.010, memory: 25994, top1_acc: 0.3701, top5_acc: 0.6323, loss_cls: 2.8101, loss: 2.8101, grad_norm: 0.9726 2021-02-20 06:26:23,819 - mmaction - INFO - Epoch [100][220/470] lr: 5.394e-01, eta: 2 days, 12:25:21, time: 2.301, data_time: 0.005, memory: 25994, top1_acc: 0.3787, top5_acc: 0.6339, loss_cls: 2.8003, loss: 2.8003, grad_norm: 0.9788 2021-02-20 06:27:09,095 - mmaction - INFO - Epoch [100][240/470] lr: 5.394e-01, eta: 2 days, 12:24:00, time: 2.264, data_time: 0.013, memory: 25994, top1_acc: 0.3800, top5_acc: 0.6368, loss_cls: 2.7680, loss: 2.7680, grad_norm: 0.9693 2021-02-20 06:27:54,055 - mmaction - INFO - Epoch [100][260/470] lr: 5.394e-01, eta: 2 days, 12:22:39, time: 2.241, data_time: 0.012, memory: 25994, top1_acc: 0.3736, top5_acc: 0.6317, loss_cls: 2.8204, loss: 2.8204, grad_norm: 0.9603 2021-02-20 06:28:37,633 - mmaction - INFO - Epoch [100][280/470] lr: 5.394e-01, eta: 2 days, 12:21:16, time: 2.191, data_time: 0.019, memory: 25994, top1_acc: 0.3870, top5_acc: 0.6409, loss_cls: 2.7535, loss: 2.7535, grad_norm: 0.9812 2021-02-20 06:29:23,367 - mmaction - INFO - Epoch [100][300/470] lr: 5.394e-01, eta: 2 days, 12:19:56, time: 2.287, data_time: 0.009, memory: 25994, top1_acc: 0.3790, top5_acc: 0.6302, loss_cls: 2.7962, loss: 2.7962, grad_norm: 0.9825 2021-02-20 06:30:08,424 - mmaction - INFO - Epoch [100][320/470] lr: 5.394e-01, eta: 2 days, 12:18:35, time: 2.257, data_time: 0.009, memory: 25994, top1_acc: 0.3831, top5_acc: 0.6362, loss_cls: 2.7919, loss: 2.7919, grad_norm: 0.9714 2021-02-20 06:30:52,553 - mmaction - INFO - Epoch [100][340/470] lr: 5.394e-01, eta: 2 days, 12:17:12, time: 2.203, data_time: 0.003, memory: 25994, top1_acc: 0.3793, top5_acc: 0.6263, loss_cls: 2.8234, loss: 2.8234, grad_norm: 0.9783 2021-02-20 06:31:38,648 - mmaction - INFO - Epoch [100][360/470] lr: 5.394e-01, eta: 2 days, 12:15:52, time: 2.306, data_time: 0.007, memory: 25994, top1_acc: 0.3800, top5_acc: 0.6383, loss_cls: 2.8013, loss: 2.8013, grad_norm: 0.9672 2021-02-20 06:32:23,019 - mmaction - INFO - Epoch [100][380/470] lr: 5.394e-01, eta: 2 days, 12:14:30, time: 2.220, data_time: 0.006, memory: 25994, top1_acc: 0.3797, top5_acc: 0.6317, loss_cls: 2.7960, loss: 2.7960, grad_norm: 0.9731 2021-02-20 06:33:09,108 - mmaction - INFO - Epoch [100][400/470] lr: 5.394e-01, eta: 2 days, 12:13:11, time: 2.303, data_time: 0.003, memory: 25994, top1_acc: 0.3771, top5_acc: 0.6407, loss_cls: 2.7652, loss: 2.7652, grad_norm: 0.9796 2021-02-20 06:33:52,014 - mmaction - INFO - Epoch [100][420/470] lr: 5.394e-01, eta: 2 days, 12:11:47, time: 2.148, data_time: 0.006, memory: 25994, top1_acc: 0.3819, top5_acc: 0.6344, loss_cls: 2.7967, loss: 2.7967, grad_norm: 0.9767 2021-02-20 06:34:39,807 - mmaction - INFO - Epoch [100][440/470] lr: 5.394e-01, eta: 2 days, 12:10:30, time: 2.389, data_time: 0.002, memory: 25994, top1_acc: 0.3856, top5_acc: 0.6387, loss_cls: 2.7813, loss: 2.7813, grad_norm: 0.9740 2021-02-20 06:35:24,356 - mmaction - INFO - Epoch [100][460/470] lr: 5.394e-01, eta: 2 days, 12:09:08, time: 2.226, data_time: 0.006, memory: 25994, top1_acc: 0.3791, top5_acc: 0.6331, loss_cls: 2.7910, loss: 2.7910, grad_norm: 0.9847 2021-02-20 06:36:04,087 - mmaction - INFO - Saving checkpoint at 100 epochs 2021-02-20 06:44:02,039 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-20 06:44:02,884 - mmaction - INFO - top1_acc 0.4066 top5_acc 0.6837 2021-02-20 06:44:02,884 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-20 06:44:02,948 - mmaction - INFO - mean_acc 0.4065 2021-02-20 06:44:02,962 - mmaction - INFO - Epoch(val) [100][470] top1_acc: 0.4066, top5_acc: 0.6837, mean_class_accuracy: 0.4065 2021-02-20 06:48:29,959 - mmaction - INFO - Epoch [101][20/470] lr: 5.348e-01, eta: 2 days, 12:12:17, time: 13.345, data_time: 10.984, memory: 25994, top1_acc: 0.3828, top5_acc: 0.6351, loss_cls: 2.7702, loss: 2.7702, grad_norm: 0.9925 2021-02-20 06:49:15,311 - mmaction - INFO - Epoch [101][40/470] lr: 5.348e-01, eta: 2 days, 12:10:57, time: 2.268, data_time: 0.005, memory: 25994, top1_acc: 0.3913, top5_acc: 0.6421, loss_cls: 2.7565, loss: 2.7565, grad_norm: 0.9667 2021-02-20 06:50:00,052 - mmaction - INFO - Epoch [101][60/470] lr: 5.348e-01, eta: 2 days, 12:09:35, time: 2.236, data_time: 0.008, memory: 25994, top1_acc: 0.3891, top5_acc: 0.6397, loss_cls: 2.7595, loss: 2.7595, grad_norm: 0.9678 2021-02-20 06:50:49,327 - mmaction - INFO - Epoch [101][80/470] lr: 5.348e-01, eta: 2 days, 12:08:21, time: 2.464, data_time: 0.008, memory: 25994, top1_acc: 0.3860, top5_acc: 0.6470, loss_cls: 2.7373, loss: 2.7373, grad_norm: 0.9722 2021-02-20 06:51:37,307 - mmaction - INFO - Epoch [101][100/470] lr: 5.348e-01, eta: 2 days, 12:07:04, time: 2.397, data_time: 0.004, memory: 25994, top1_acc: 0.3967, top5_acc: 0.6405, loss_cls: 2.7534, loss: 2.7534, grad_norm: 1.0002 2021-02-20 06:52:22,264 - mmaction - INFO - Epoch [101][120/470] lr: 5.348e-01, eta: 2 days, 12:05:43, time: 2.249, data_time: 0.008, memory: 25994, top1_acc: 0.3823, top5_acc: 0.6294, loss_cls: 2.8074, loss: 2.8074, grad_norm: 0.9699 2021-02-20 06:53:07,955 - mmaction - INFO - Epoch [101][140/470] lr: 5.348e-01, eta: 2 days, 12:04:23, time: 2.286, data_time: 0.008, memory: 25994, top1_acc: 0.3884, top5_acc: 0.6414, loss_cls: 2.7423, loss: 2.7423, grad_norm: 0.9773 2021-02-20 06:53:52,227 - mmaction - INFO - Epoch [101][160/470] lr: 5.348e-01, eta: 2 days, 12:03:01, time: 2.212, data_time: 0.003, memory: 25994, top1_acc: 0.3862, top5_acc: 0.6385, loss_cls: 2.7503, loss: 2.7503, grad_norm: 0.9712 2021-02-20 06:54:36,834 - mmaction - INFO - Epoch [101][180/470] lr: 5.348e-01, eta: 2 days, 12:01:40, time: 2.232, data_time: 0.006, memory: 25994, top1_acc: 0.3849, top5_acc: 0.6379, loss_cls: 2.7657, loss: 2.7657, grad_norm: 0.9989 2021-02-20 06:55:21,342 - mmaction - INFO - Epoch [101][200/470] lr: 5.348e-01, eta: 2 days, 12:00:18, time: 2.226, data_time: 0.006, memory: 25994, top1_acc: 0.3870, top5_acc: 0.6397, loss_cls: 2.7769, loss: 2.7769, grad_norm: 0.9776 2021-02-20 06:56:05,299 - mmaction - INFO - Epoch [101][220/470] lr: 5.348e-01, eta: 2 days, 11:58:56, time: 2.197, data_time: 0.004, memory: 25994, top1_acc: 0.3746, top5_acc: 0.6305, loss_cls: 2.8018, loss: 2.8018, grad_norm: 0.9758 2021-02-20 06:56:51,183 - mmaction - INFO - Epoch [101][240/470] lr: 5.348e-01, eta: 2 days, 11:57:36, time: 2.292, data_time: 0.006, memory: 25994, top1_acc: 0.3845, top5_acc: 0.6397, loss_cls: 2.7704, loss: 2.7704, grad_norm: 0.9519 2021-02-20 06:57:34,863 - mmaction - INFO - Epoch [101][260/470] lr: 5.348e-01, eta: 2 days, 11:56:13, time: 2.187, data_time: 0.025, memory: 25994, top1_acc: 0.3848, top5_acc: 0.6406, loss_cls: 2.7656, loss: 2.7656, grad_norm: 0.9771 2021-02-20 06:58:18,398 - mmaction - INFO - Epoch [101][280/470] lr: 5.348e-01, eta: 2 days, 11:54:50, time: 2.177, data_time: 0.006, memory: 25994, top1_acc: 0.3893, top5_acc: 0.6488, loss_cls: 2.7251, loss: 2.7251, grad_norm: 0.9795 2021-02-20 06:59:03,888 - mmaction - INFO - Epoch [101][300/470] lr: 5.348e-01, eta: 2 days, 11:53:30, time: 2.274, data_time: 0.004, memory: 25994, top1_acc: 0.3780, top5_acc: 0.6302, loss_cls: 2.8092, loss: 2.8092, grad_norm: 1.0045 2021-02-20 06:59:52,652 - mmaction - INFO - Epoch [101][320/470] lr: 5.348e-01, eta: 2 days, 11:52:14, time: 2.413, data_time: 0.004, memory: 25994, top1_acc: 0.3757, top5_acc: 0.6337, loss_cls: 2.8066, loss: 2.8066, grad_norm: 0.9641 2021-02-20 07:00:41,140 - mmaction - INFO - Epoch [101][340/470] lr: 5.348e-01, eta: 2 days, 11:51:00, time: 2.441, data_time: 0.033, memory: 25994, top1_acc: 0.3827, top5_acc: 0.6338, loss_cls: 2.7774, loss: 2.7774, grad_norm: 0.9725 2021-02-20 07:01:29,414 - mmaction - INFO - Epoch [101][360/470] lr: 5.348e-01, eta: 2 days, 11:49:44, time: 2.416, data_time: 0.013, memory: 25994, top1_acc: 0.3789, top5_acc: 0.6409, loss_cls: 2.8026, loss: 2.8026, grad_norm: 0.9792 2021-02-20 07:02:18,367 - mmaction - INFO - Epoch [101][380/470] lr: 5.348e-01, eta: 2 days, 11:48:30, time: 2.453, data_time: 0.010, memory: 25994, top1_acc: 0.3837, top5_acc: 0.6425, loss_cls: 2.7575, loss: 2.7575, grad_norm: 0.9712 2021-02-20 07:03:06,236 - mmaction - INFO - Epoch [101][400/470] lr: 5.348e-01, eta: 2 days, 11:47:13, time: 2.389, data_time: 0.004, memory: 25994, top1_acc: 0.3814, top5_acc: 0.6336, loss_cls: 2.7953, loss: 2.7953, grad_norm: 0.9722 2021-02-20 07:03:54,425 - mmaction - INFO - Epoch [101][420/470] lr: 5.348e-01, eta: 2 days, 11:45:58, time: 2.416, data_time: 0.009, memory: 25994, top1_acc: 0.3858, top5_acc: 0.6345, loss_cls: 2.7798, loss: 2.7798, grad_norm: 0.9613 2021-02-20 07:04:39,777 - mmaction - INFO - Epoch [101][440/470] lr: 5.348e-01, eta: 2 days, 11:44:38, time: 2.262, data_time: 0.004, memory: 25994, top1_acc: 0.3864, top5_acc: 0.6347, loss_cls: 2.7945, loss: 2.7945, grad_norm: 0.9763 2021-02-20 07:05:25,553 - mmaction - INFO - Epoch [101][460/470] lr: 5.348e-01, eta: 2 days, 11:43:18, time: 2.292, data_time: 0.008, memory: 25994, top1_acc: 0.3740, top5_acc: 0.6319, loss_cls: 2.8010, loss: 2.8010, grad_norm: 0.9959 2021-02-20 07:11:36,338 - mmaction - INFO - Epoch [102][20/470] lr: 5.301e-01, eta: 2 days, 11:47:47, time: 16.063, data_time: 13.496, memory: 25994, top1_acc: 0.3909, top5_acc: 0.6479, loss_cls: 2.7345, loss: 2.7345, grad_norm: 0.9796 2021-02-20 07:12:21,828 - mmaction - INFO - Epoch [102][40/470] lr: 5.301e-01, eta: 2 days, 11:46:32, time: 2.460, data_time: 0.188, memory: 25994, top1_acc: 0.3888, top5_acc: 0.6399, loss_cls: 2.7600, loss: 2.7600, grad_norm: 0.9738 2021-02-20 07:13:07,580 - mmaction - INFO - Epoch [102][60/470] lr: 5.301e-01, eta: 2 days, 11:45:13, time: 2.285, data_time: 0.003, memory: 25994, top1_acc: 0.3827, top5_acc: 0.6349, loss_cls: 2.7901, loss: 2.7901, grad_norm: 0.9803 2021-02-20 07:13:55,254 - mmaction - INFO - Epoch [102][80/470] lr: 5.301e-01, eta: 2 days, 11:43:56, time: 2.385, data_time: 0.004, memory: 25994, top1_acc: 0.3772, top5_acc: 0.6288, loss_cls: 2.8090, loss: 2.8090, grad_norm: 0.9729 2021-02-20 07:14:44,904 - mmaction - INFO - Epoch [102][100/470] lr: 5.301e-01, eta: 2 days, 11:42:43, time: 2.484, data_time: 0.004, memory: 25994, top1_acc: 0.3963, top5_acc: 0.6410, loss_cls: 2.7194, loss: 2.7194, grad_norm: 0.9744 2021-02-20 07:15:33,585 - mmaction - INFO - Epoch [102][120/470] lr: 5.301e-01, eta: 2 days, 11:41:27, time: 2.432, data_time: 0.010, memory: 25994, top1_acc: 0.3866, top5_acc: 0.6406, loss_cls: 2.7487, loss: 2.7487, grad_norm: 0.9984 2021-02-20 07:16:23,281 - mmaction - INFO - Epoch [102][140/470] lr: 5.301e-01, eta: 2 days, 11:40:14, time: 2.486, data_time: 0.005, memory: 25994, top1_acc: 0.3792, top5_acc: 0.6356, loss_cls: 2.7699, loss: 2.7699, grad_norm: 0.9812 2021-02-20 07:17:15,190 - mmaction - INFO - Epoch [102][160/470] lr: 5.301e-01, eta: 2 days, 11:39:04, time: 2.593, data_time: 0.003, memory: 25994, top1_acc: 0.3773, top5_acc: 0.6358, loss_cls: 2.7901, loss: 2.7901, grad_norm: 0.9899 2021-02-20 07:18:04,652 - mmaction - INFO - Epoch [102][180/470] lr: 5.301e-01, eta: 2 days, 11:37:50, time: 2.474, data_time: 0.017, memory: 25994, top1_acc: 0.3772, top5_acc: 0.6392, loss_cls: 2.7831, loss: 2.7831, grad_norm: 0.9756 2021-02-20 07:18:49,733 - mmaction - INFO - Epoch [102][200/470] lr: 5.301e-01, eta: 2 days, 11:36:30, time: 2.251, data_time: 0.010, memory: 25994, top1_acc: 0.3890, top5_acc: 0.6445, loss_cls: 2.7377, loss: 2.7377, grad_norm: 0.9952 2021-02-20 07:19:35,355 - mmaction - INFO - Epoch [102][220/470] lr: 5.301e-01, eta: 2 days, 11:35:10, time: 2.287, data_time: 0.011, memory: 25994, top1_acc: 0.3746, top5_acc: 0.6326, loss_cls: 2.8082, loss: 2.8082, grad_norm: 0.9976 2021-02-20 07:20:28,794 - mmaction - INFO - Epoch [102][240/470] lr: 5.301e-01, eta: 2 days, 11:34:03, time: 2.667, data_time: 0.004, memory: 25994, top1_acc: 0.3914, top5_acc: 0.6391, loss_cls: 2.7686, loss: 2.7686, grad_norm: 0.9936 2021-02-20 07:21:22,984 - mmaction - INFO - Epoch [102][260/470] lr: 5.301e-01, eta: 2 days, 11:32:56, time: 2.713, data_time: 0.013, memory: 25994, top1_acc: 0.3816, top5_acc: 0.6406, loss_cls: 2.7465, loss: 2.7465, grad_norm: 0.9718 2021-02-20 07:22:13,066 - mmaction - INFO - Epoch [102][280/470] lr: 5.301e-01, eta: 2 days, 11:31:43, time: 2.502, data_time: 0.006, memory: 25994, top1_acc: 0.3812, top5_acc: 0.6333, loss_cls: 2.7754, loss: 2.7754, grad_norm: 0.9837 2021-02-20 07:22:58,762 - mmaction - INFO - Epoch [102][300/470] lr: 5.301e-01, eta: 2 days, 11:30:24, time: 2.284, data_time: 0.006, memory: 25994, top1_acc: 0.3752, top5_acc: 0.6291, loss_cls: 2.8138, loss: 2.8138, grad_norm: 0.9955 2021-02-20 07:23:45,698 - mmaction - INFO - Epoch [102][320/470] lr: 5.301e-01, eta: 2 days, 11:29:07, time: 2.350, data_time: 0.010, memory: 25994, top1_acc: 0.3849, top5_acc: 0.6385, loss_cls: 2.7803, loss: 2.7803, grad_norm: 0.9854 2021-02-20 07:24:33,396 - mmaction - INFO - Epoch [102][340/470] lr: 5.301e-01, eta: 2 days, 11:27:50, time: 2.378, data_time: 0.005, memory: 25994, top1_acc: 0.3861, top5_acc: 0.6358, loss_cls: 2.7805, loss: 2.7805, grad_norm: 0.9732 2021-02-20 07:25:18,990 - mmaction - INFO - Epoch [102][360/470] lr: 5.301e-01, eta: 2 days, 11:26:31, time: 2.285, data_time: 0.011, memory: 25994, top1_acc: 0.3844, top5_acc: 0.6353, loss_cls: 2.7860, loss: 2.7860, grad_norm: 0.9766 2021-02-20 07:26:05,563 - mmaction - INFO - Epoch [102][380/470] lr: 5.301e-01, eta: 2 days, 11:25:13, time: 2.332, data_time: 0.010, memory: 25994, top1_acc: 0.3803, top5_acc: 0.6364, loss_cls: 2.7813, loss: 2.7813, grad_norm: 0.9792 2021-02-20 07:26:49,422 - mmaction - INFO - Epoch [102][400/470] lr: 5.301e-01, eta: 2 days, 11:23:51, time: 2.192, data_time: 0.007, memory: 25994, top1_acc: 0.3841, top5_acc: 0.6357, loss_cls: 2.7834, loss: 2.7834, grad_norm: 0.9845 2021-02-20 07:27:40,851 - mmaction - INFO - Epoch [102][420/470] lr: 5.301e-01, eta: 2 days, 11:22:40, time: 2.566, data_time: 0.008, memory: 25994, top1_acc: 0.3734, top5_acc: 0.6338, loss_cls: 2.8047, loss: 2.8047, grad_norm: 0.9849 2021-02-20 07:28:27,437 - mmaction - INFO - Epoch [102][440/470] lr: 5.301e-01, eta: 2 days, 11:21:23, time: 2.334, data_time: 0.016, memory: 25994, top1_acc: 0.3794, top5_acc: 0.6310, loss_cls: 2.8117, loss: 2.8117, grad_norm: 0.9818 2021-02-20 07:29:14,391 - mmaction - INFO - Epoch [102][460/470] lr: 5.301e-01, eta: 2 days, 11:20:05, time: 2.347, data_time: 0.006, memory: 25994, top1_acc: 0.3835, top5_acc: 0.6419, loss_cls: 2.7540, loss: 2.7540, grad_norm: 0.9756 2021-02-20 07:35:12,016 - mmaction - INFO - Epoch [103][20/470] lr: 5.255e-01, eta: 2 days, 11:24:25, time: 15.957, data_time: 13.560, memory: 25994, top1_acc: 0.3888, top5_acc: 0.6426, loss_cls: 2.7621, loss: 2.7621, grad_norm: 0.9864 2021-02-20 07:35:58,029 - mmaction - INFO - Epoch [103][40/470] lr: 5.255e-01, eta: 2 days, 11:23:06, time: 2.302, data_time: 0.006, memory: 25994, top1_acc: 0.3904, top5_acc: 0.6413, loss_cls: 2.7458, loss: 2.7458, grad_norm: 0.9882 2021-02-20 07:36:42,457 - mmaction - INFO - Epoch [103][60/470] lr: 5.255e-01, eta: 2 days, 11:21:45, time: 2.223, data_time: 0.004, memory: 25994, top1_acc: 0.3871, top5_acc: 0.6425, loss_cls: 2.7515, loss: 2.7515, grad_norm: 0.9841 2021-02-20 07:37:28,084 - mmaction - INFO - Epoch [103][80/470] lr: 5.255e-01, eta: 2 days, 11:20:25, time: 2.280, data_time: 0.003, memory: 25994, top1_acc: 0.3853, top5_acc: 0.6415, loss_cls: 2.7560, loss: 2.7560, grad_norm: 0.9847 2021-02-20 07:38:12,227 - mmaction - INFO - Epoch [103][100/470] lr: 5.255e-01, eta: 2 days, 11:19:04, time: 2.208, data_time: 0.005, memory: 25994, top1_acc: 0.3983, top5_acc: 0.6420, loss_cls: 2.7365, loss: 2.7365, grad_norm: 0.9893 2021-02-20 07:39:08,539 - mmaction - INFO - Epoch [103][120/470] lr: 5.255e-01, eta: 2 days, 11:18:01, time: 2.816, data_time: 0.004, memory: 25994, top1_acc: 0.3854, top5_acc: 0.6397, loss_cls: 2.7907, loss: 2.7907, grad_norm: 0.9966 2021-02-20 07:39:53,689 - mmaction - INFO - Epoch [103][140/470] lr: 5.255e-01, eta: 2 days, 11:16:40, time: 2.253, data_time: 0.002, memory: 25994, top1_acc: 0.3831, top5_acc: 0.6354, loss_cls: 2.7861, loss: 2.7861, grad_norm: 0.9891 2021-02-20 07:40:37,308 - mmaction - INFO - Epoch [103][160/470] lr: 5.255e-01, eta: 2 days, 11:15:18, time: 2.183, data_time: 0.005, memory: 25994, top1_acc: 0.3705, top5_acc: 0.6264, loss_cls: 2.8310, loss: 2.8310, grad_norm: 0.9901 2021-02-20 07:41:21,541 - mmaction - INFO - Epoch [103][180/470] lr: 5.255e-01, eta: 2 days, 11:13:57, time: 2.205, data_time: 0.004, memory: 25994, top1_acc: 0.3866, top5_acc: 0.6358, loss_cls: 2.7761, loss: 2.7761, grad_norm: 0.9679 2021-02-20 07:42:06,837 - mmaction - INFO - Epoch [103][200/470] lr: 5.255e-01, eta: 2 days, 11:12:37, time: 2.275, data_time: 0.011, memory: 25994, top1_acc: 0.3824, top5_acc: 0.6386, loss_cls: 2.7545, loss: 2.7545, grad_norm: 0.9825 2021-02-20 07:42:50,909 - mmaction - INFO - Epoch [103][220/470] lr: 5.255e-01, eta: 2 days, 11:11:16, time: 2.200, data_time: 0.002, memory: 25994, top1_acc: 0.3914, top5_acc: 0.6438, loss_cls: 2.7332, loss: 2.7332, grad_norm: 0.9791 2021-02-20 07:43:36,027 - mmaction - INFO - Epoch [103][240/470] lr: 5.255e-01, eta: 2 days, 11:09:56, time: 2.255, data_time: 0.004, memory: 25994, top1_acc: 0.3829, top5_acc: 0.6414, loss_cls: 2.7424, loss: 2.7424, grad_norm: 0.9963 2021-02-20 07:44:22,712 - mmaction - INFO - Epoch [103][260/470] lr: 5.255e-01, eta: 2 days, 11:08:38, time: 2.338, data_time: 0.007, memory: 25994, top1_acc: 0.3882, top5_acc: 0.6427, loss_cls: 2.7535, loss: 2.7535, grad_norm: 0.9835 2021-02-20 07:45:08,985 - mmaction - INFO - Epoch [103][280/470] lr: 5.255e-01, eta: 2 days, 11:07:20, time: 2.312, data_time: 0.005, memory: 25994, top1_acc: 0.3726, top5_acc: 0.6310, loss_cls: 2.8073, loss: 2.8073, grad_norm: 0.9985 2021-02-20 07:45:53,129 - mmaction - INFO - Epoch [103][300/470] lr: 5.255e-01, eta: 2 days, 11:05:59, time: 2.207, data_time: 0.005, memory: 25994, top1_acc: 0.3876, top5_acc: 0.6418, loss_cls: 2.7524, loss: 2.7524, grad_norm: 0.9915 2021-02-20 07:46:38,685 - mmaction - INFO - Epoch [103][320/470] lr: 5.255e-01, eta: 2 days, 11:04:40, time: 2.279, data_time: 0.007, memory: 25994, top1_acc: 0.3724, top5_acc: 0.6394, loss_cls: 2.7795, loss: 2.7795, grad_norm: 0.9856 2021-02-20 07:47:24,611 - mmaction - INFO - Epoch [103][340/470] lr: 5.255e-01, eta: 2 days, 11:03:21, time: 2.293, data_time: 0.003, memory: 25994, top1_acc: 0.3808, top5_acc: 0.6385, loss_cls: 2.7915, loss: 2.7915, grad_norm: 0.9744 2021-02-20 07:48:07,942 - mmaction - INFO - Epoch [103][360/470] lr: 5.255e-01, eta: 2 days, 11:01:58, time: 2.165, data_time: 0.007, memory: 25994, top1_acc: 0.3742, top5_acc: 0.6293, loss_cls: 2.8082, loss: 2.8082, grad_norm: 0.9927 2021-02-20 07:48:53,834 - mmaction - INFO - Epoch [103][380/470] lr: 5.255e-01, eta: 2 days, 11:00:40, time: 2.299, data_time: 0.007, memory: 25994, top1_acc: 0.3906, top5_acc: 0.6366, loss_cls: 2.7644, loss: 2.7644, grad_norm: 0.9687 2021-02-20 07:49:39,259 - mmaction - INFO - Epoch [103][400/470] lr: 5.255e-01, eta: 2 days, 10:59:21, time: 2.272, data_time: 0.005, memory: 25994, top1_acc: 0.3923, top5_acc: 0.6427, loss_cls: 2.7602, loss: 2.7602, grad_norm: 0.9872 2021-02-20 07:50:24,082 - mmaction - INFO - Epoch [103][420/470] lr: 5.255e-01, eta: 2 days, 10:58:01, time: 2.239, data_time: 0.004, memory: 25994, top1_acc: 0.3854, top5_acc: 0.6354, loss_cls: 2.8112, loss: 2.8112, grad_norm: 0.9962 2021-02-20 07:51:08,436 - mmaction - INFO - Epoch [103][440/470] lr: 5.255e-01, eta: 2 days, 10:56:40, time: 2.220, data_time: 0.007, memory: 25994, top1_acc: 0.3780, top5_acc: 0.6300, loss_cls: 2.8079, loss: 2.8079, grad_norm: 0.9886 2021-02-20 07:51:53,187 - mmaction - INFO - Epoch [103][460/470] lr: 5.255e-01, eta: 2 days, 10:55:20, time: 2.237, data_time: 0.004, memory: 25994, top1_acc: 0.3834, top5_acc: 0.6338, loss_cls: 2.7910, loss: 2.7910, grad_norm: 0.9811 2021-02-20 07:57:02,721 - mmaction - INFO - Epoch [104][20/470] lr: 5.208e-01, eta: 2 days, 10:58:22, time: 13.534, data_time: 11.210, memory: 25994, top1_acc: 0.3908, top5_acc: 0.6410, loss_cls: 2.7475, loss: 2.7475, grad_norm: 0.9860 2021-02-20 07:57:47,580 - mmaction - INFO - Epoch [104][40/470] lr: 5.208e-01, eta: 2 days, 10:57:02, time: 2.246, data_time: 0.005, memory: 25994, top1_acc: 0.3965, top5_acc: 0.6502, loss_cls: 2.6905, loss: 2.6905, grad_norm: 0.9812 2021-02-20 07:58:33,057 - mmaction - INFO - Epoch [104][60/470] lr: 5.208e-01, eta: 2 days, 10:55:42, time: 2.271, data_time: 0.006, memory: 25994, top1_acc: 0.3884, top5_acc: 0.6456, loss_cls: 2.7202, loss: 2.7202, grad_norm: 1.0134 2021-02-20 07:59:17,267 - mmaction - INFO - Epoch [104][80/470] lr: 5.208e-01, eta: 2 days, 10:54:21, time: 2.209, data_time: 0.006, memory: 25994, top1_acc: 0.3860, top5_acc: 0.6402, loss_cls: 2.7604, loss: 2.7604, grad_norm: 0.9827 2021-02-20 08:00:02,612 - mmaction - INFO - Epoch [104][100/470] lr: 5.208e-01, eta: 2 days, 10:53:02, time: 2.262, data_time: 0.007, memory: 25994, top1_acc: 0.3871, top5_acc: 0.6361, loss_cls: 2.7795, loss: 2.7795, grad_norm: 0.9850 2021-02-20 08:00:50,243 - mmaction - INFO - Epoch [104][120/470] lr: 5.208e-01, eta: 2 days, 10:51:46, time: 2.386, data_time: 0.014, memory: 25994, top1_acc: 0.3832, top5_acc: 0.6411, loss_cls: 2.7695, loss: 2.7695, grad_norm: 1.0010 2021-02-20 08:01:36,094 - mmaction - INFO - Epoch [104][140/470] lr: 5.208e-01, eta: 2 days, 10:50:28, time: 2.293, data_time: 0.007, memory: 25994, top1_acc: 0.3815, top5_acc: 0.6395, loss_cls: 2.7691, loss: 2.7691, grad_norm: 0.9898 2021-02-20 08:02:22,499 - mmaction - INFO - Epoch [104][160/470] lr: 5.208e-01, eta: 2 days, 10:49:10, time: 2.319, data_time: 0.013, memory: 25994, top1_acc: 0.3833, top5_acc: 0.6425, loss_cls: 2.7711, loss: 2.7711, grad_norm: 0.9968 2021-02-20 08:03:09,229 - mmaction - INFO - Epoch [104][180/470] lr: 5.208e-01, eta: 2 days, 10:47:53, time: 2.336, data_time: 0.008, memory: 25994, top1_acc: 0.3901, top5_acc: 0.6416, loss_cls: 2.7596, loss: 2.7596, grad_norm: 0.9847 2021-02-20 08:03:53,292 - mmaction - INFO - Epoch [104][200/470] lr: 5.208e-01, eta: 2 days, 10:46:32, time: 2.202, data_time: 0.010, memory: 25994, top1_acc: 0.3915, top5_acc: 0.6546, loss_cls: 2.7130, loss: 2.7130, grad_norm: 0.9731 2021-02-20 08:04:38,172 - mmaction - INFO - Epoch [104][220/470] lr: 5.208e-01, eta: 2 days, 10:45:12, time: 2.248, data_time: 0.024, memory: 25994, top1_acc: 0.3862, top5_acc: 0.6411, loss_cls: 2.7495, loss: 2.7495, grad_norm: 1.0046 2021-02-20 08:05:25,181 - mmaction - INFO - Epoch [104][240/470] lr: 5.208e-01, eta: 2 days, 10:43:55, time: 2.353, data_time: 0.007, memory: 25994, top1_acc: 0.3756, top5_acc: 0.6277, loss_cls: 2.8288, loss: 2.8288, grad_norm: 0.9849 2021-02-20 08:06:13,622 - mmaction - INFO - Epoch [104][260/470] lr: 5.208e-01, eta: 2 days, 10:42:40, time: 2.418, data_time: 0.007, memory: 25994, top1_acc: 0.3792, top5_acc: 0.6349, loss_cls: 2.7884, loss: 2.7884, grad_norm: 0.9876 2021-02-20 08:06:59,995 - mmaction - INFO - Epoch [104][280/470] lr: 5.208e-01, eta: 2 days, 10:41:23, time: 2.320, data_time: 0.011, memory: 25994, top1_acc: 0.3798, top5_acc: 0.6453, loss_cls: 2.7606, loss: 2.7606, grad_norm: 0.9804 2021-02-20 08:07:44,240 - mmaction - INFO - Epoch [104][300/470] lr: 5.208e-01, eta: 2 days, 10:40:02, time: 2.206, data_time: 0.009, memory: 25994, top1_acc: 0.3854, top5_acc: 0.6407, loss_cls: 2.7747, loss: 2.7747, grad_norm: 0.9871 2021-02-20 08:08:31,473 - mmaction - INFO - Epoch [104][320/470] lr: 5.208e-01, eta: 2 days, 10:38:46, time: 2.371, data_time: 0.014, memory: 25994, top1_acc: 0.3810, top5_acc: 0.6356, loss_cls: 2.8003, loss: 2.8003, grad_norm: 0.9779 2021-02-20 08:09:17,743 - mmaction - INFO - Epoch [104][340/470] lr: 5.208e-01, eta: 2 days, 10:37:28, time: 2.312, data_time: 0.004, memory: 25994, top1_acc: 0.3788, top5_acc: 0.6402, loss_cls: 2.7699, loss: 2.7699, grad_norm: 0.9848 2021-02-20 08:10:02,184 - mmaction - INFO - Epoch [104][360/470] lr: 5.208e-01, eta: 2 days, 10:36:08, time: 2.220, data_time: 0.011, memory: 25994, top1_acc: 0.3836, top5_acc: 0.6378, loss_cls: 2.7779, loss: 2.7779, grad_norm: 0.9801 2021-02-20 08:10:47,459 - mmaction - INFO - Epoch [104][380/470] lr: 5.208e-01, eta: 2 days, 10:34:49, time: 2.265, data_time: 0.009, memory: 25994, top1_acc: 0.3771, top5_acc: 0.6354, loss_cls: 2.7906, loss: 2.7906, grad_norm: 0.9913 2021-02-20 08:11:36,444 - mmaction - INFO - Epoch [104][400/470] lr: 5.208e-01, eta: 2 days, 10:33:32, time: 2.322, data_time: 0.012, memory: 25994, top1_acc: 0.3854, top5_acc: 0.6399, loss_cls: 2.7532, loss: 2.7532, grad_norm: 0.9755 2021-02-20 08:12:20,429 - mmaction - INFO - Epoch [104][420/470] lr: 5.208e-01, eta: 2 days, 10:32:15, time: 2.329, data_time: 0.133, memory: 25994, top1_acc: 0.3768, top5_acc: 0.6309, loss_cls: 2.8096, loss: 2.8096, grad_norm: 0.9904 2021-02-20 08:13:06,438 - mmaction - INFO - Epoch [104][440/470] lr: 5.208e-01, eta: 2 days, 10:30:57, time: 2.301, data_time: 0.010, memory: 25994, top1_acc: 0.3865, top5_acc: 0.6443, loss_cls: 2.7527, loss: 2.7527, grad_norm: 0.9819 2021-02-20 08:13:51,306 - mmaction - INFO - Epoch [104][460/470] lr: 5.208e-01, eta: 2 days, 10:29:37, time: 2.243, data_time: 0.003, memory: 25994, top1_acc: 0.3865, top5_acc: 0.6377, loss_cls: 2.7827, loss: 2.7827, grad_norm: 0.9942 2021-02-20 08:14:27,604 - mmaction - INFO - Saving checkpoint at 104 epochs 2021-02-20 08:19:07,183 - mmaction - INFO - Epoch [105][20/470] lr: 5.161e-01, eta: 2 days, 10:32:46, time: 13.896, data_time: 11.572, memory: 25994, top1_acc: 0.3904, top5_acc: 0.6464, loss_cls: 2.7136, loss: 2.7136, grad_norm: 0.9893 2021-02-20 08:20:03,678 - mmaction - INFO - Epoch [105][40/470] lr: 5.161e-01, eta: 2 days, 10:31:43, time: 2.820, data_time: 0.006, memory: 25994, top1_acc: 0.3946, top5_acc: 0.6450, loss_cls: 2.7073, loss: 2.7073, grad_norm: 0.9941 2021-02-20 08:20:49,300 - mmaction - INFO - Epoch [105][60/470] lr: 5.161e-01, eta: 2 days, 10:30:24, time: 2.285, data_time: 0.010, memory: 25994, top1_acc: 0.3944, top5_acc: 0.6518, loss_cls: 2.7116, loss: 2.7116, grad_norm: 0.9883 2021-02-20 08:21:44,224 - mmaction - INFO - Epoch [105][80/470] lr: 5.161e-01, eta: 2 days, 10:29:19, time: 2.748, data_time: 0.003, memory: 25994, top1_acc: 0.3893, top5_acc: 0.6458, loss_cls: 2.7385, loss: 2.7385, grad_norm: 0.9995 2021-02-20 08:22:31,476 - mmaction - INFO - Epoch [105][100/470] lr: 5.161e-01, eta: 2 days, 10:28:03, time: 2.357, data_time: 0.005, memory: 25994, top1_acc: 0.3889, top5_acc: 0.6376, loss_cls: 2.7548, loss: 2.7548, grad_norm: 1.0090 2021-02-20 08:23:15,356 - mmaction - INFO - Epoch [105][120/470] lr: 5.161e-01, eta: 2 days, 10:26:42, time: 2.195, data_time: 0.010, memory: 25994, top1_acc: 0.3915, top5_acc: 0.6415, loss_cls: 2.7429, loss: 2.7429, grad_norm: 0.9792 2021-02-20 08:24:00,788 - mmaction - INFO - Epoch [105][140/470] lr: 5.161e-01, eta: 2 days, 10:25:23, time: 2.271, data_time: 0.009, memory: 25994, top1_acc: 0.3914, top5_acc: 0.6433, loss_cls: 2.7392, loss: 2.7392, grad_norm: 1.0122 2021-02-20 08:24:46,243 - mmaction - INFO - Epoch [105][160/470] lr: 5.161e-01, eta: 2 days, 10:24:05, time: 2.276, data_time: 0.008, memory: 25994, top1_acc: 0.3896, top5_acc: 0.6454, loss_cls: 2.7377, loss: 2.7377, grad_norm: 0.9905 2021-02-20 08:25:32,318 - mmaction - INFO - Epoch [105][180/470] lr: 5.161e-01, eta: 2 days, 10:22:47, time: 2.304, data_time: 0.005, memory: 25994, top1_acc: 0.3845, top5_acc: 0.6350, loss_cls: 2.7590, loss: 2.7590, grad_norm: 0.9794 2021-02-20 08:26:16,232 - mmaction - INFO - Epoch [105][200/470] lr: 5.161e-01, eta: 2 days, 10:21:26, time: 2.196, data_time: 0.006, memory: 25994, top1_acc: 0.3885, top5_acc: 0.6383, loss_cls: 2.7500, loss: 2.7500, grad_norm: 0.9934 2021-02-20 08:27:00,992 - mmaction - INFO - Epoch [105][220/470] lr: 5.161e-01, eta: 2 days, 10:20:06, time: 2.234, data_time: 0.002, memory: 25994, top1_acc: 0.3865, top5_acc: 0.6360, loss_cls: 2.7678, loss: 2.7678, grad_norm: 0.9793 2021-02-20 08:27:45,919 - mmaction - INFO - Epoch [105][240/470] lr: 5.161e-01, eta: 2 days, 10:18:47, time: 2.249, data_time: 0.009, memory: 25994, top1_acc: 0.3853, top5_acc: 0.6324, loss_cls: 2.7846, loss: 2.7846, grad_norm: 0.9993 2021-02-20 08:28:30,304 - mmaction - INFO - Epoch [105][260/470] lr: 5.161e-01, eta: 2 days, 10:17:27, time: 2.220, data_time: 0.004, memory: 25994, top1_acc: 0.3753, top5_acc: 0.6296, loss_cls: 2.8042, loss: 2.8042, grad_norm: 0.9786 2021-02-20 08:29:15,385 - mmaction - INFO - Epoch [105][280/470] lr: 5.161e-01, eta: 2 days, 10:16:08, time: 2.255, data_time: 0.003, memory: 25994, top1_acc: 0.3830, top5_acc: 0.6382, loss_cls: 2.7662, loss: 2.7662, grad_norm: 1.0004 2021-02-20 08:29:59,208 - mmaction - INFO - Epoch [105][300/470] lr: 5.161e-01, eta: 2 days, 10:14:47, time: 2.189, data_time: 0.004, memory: 25994, top1_acc: 0.3839, top5_acc: 0.6366, loss_cls: 2.7874, loss: 2.7874, grad_norm: 1.0123 2021-02-20 08:30:43,676 - mmaction - INFO - Epoch [105][320/470] lr: 5.161e-01, eta: 2 days, 10:13:27, time: 2.223, data_time: 0.008, memory: 25994, top1_acc: 0.3752, top5_acc: 0.6271, loss_cls: 2.8165, loss: 2.8165, grad_norm: 1.0057 2021-02-20 08:31:29,411 - mmaction - INFO - Epoch [105][340/470] lr: 5.161e-01, eta: 2 days, 10:12:09, time: 2.283, data_time: 0.005, memory: 25994, top1_acc: 0.3812, top5_acc: 0.6372, loss_cls: 2.7793, loss: 2.7793, grad_norm: 0.9844 2021-02-20 08:32:13,469 - mmaction - INFO - Epoch [105][360/470] lr: 5.161e-01, eta: 2 days, 10:10:49, time: 2.209, data_time: 0.009, memory: 25994, top1_acc: 0.3836, top5_acc: 0.6430, loss_cls: 2.7513, loss: 2.7513, grad_norm: 0.9860 2021-02-20 08:32:56,673 - mmaction - INFO - Epoch [105][380/470] lr: 5.161e-01, eta: 2 days, 10:09:27, time: 2.153, data_time: 0.004, memory: 25994, top1_acc: 0.3869, top5_acc: 0.6413, loss_cls: 2.7510, loss: 2.7510, grad_norm: 1.0081 2021-02-20 08:33:40,473 - mmaction - INFO - Epoch [105][400/470] lr: 5.161e-01, eta: 2 days, 10:08:06, time: 2.196, data_time: 0.012, memory: 25994, top1_acc: 0.3887, top5_acc: 0.6376, loss_cls: 2.7505, loss: 2.7505, grad_norm: 0.9808 2021-02-20 08:34:23,890 - mmaction - INFO - Epoch [105][420/470] lr: 5.161e-01, eta: 2 days, 10:06:45, time: 2.171, data_time: 0.002, memory: 25994, top1_acc: 0.3865, top5_acc: 0.6464, loss_cls: 2.7313, loss: 2.7313, grad_norm: 0.9833 2021-02-20 08:35:10,025 - mmaction - INFO - Epoch [105][440/470] lr: 5.161e-01, eta: 2 days, 10:05:28, time: 2.306, data_time: 0.003, memory: 25994, top1_acc: 0.3886, top5_acc: 0.6432, loss_cls: 2.7440, loss: 2.7440, grad_norm: 1.0061 2021-02-20 08:35:57,777 - mmaction - INFO - Epoch [105][460/470] lr: 5.161e-01, eta: 2 days, 10:04:13, time: 2.385, data_time: 0.005, memory: 25994, top1_acc: 0.3896, top5_acc: 0.6368, loss_cls: 2.7802, loss: 2.7802, grad_norm: 1.0021 2021-02-20 08:44:07,946 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-20 08:44:08,748 - mmaction - INFO - top1_acc 0.4030 top5_acc 0.6665 2021-02-20 08:44:08,748 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-20 08:44:08,932 - mmaction - INFO - mean_acc 0.4030 2021-02-20 08:44:08,940 - mmaction - INFO - Epoch(val) [105][470] top1_acc: 0.4030, top5_acc: 0.6665, mean_class_accuracy: 0.4030 2021-02-20 08:48:15,710 - mmaction - INFO - Epoch [106][20/470] lr: 5.114e-01, eta: 2 days, 10:06:32, time: 12.337, data_time: 10.092, memory: 25994, top1_acc: 0.3924, top5_acc: 0.6455, loss_cls: 2.7539, loss: 2.7539, grad_norm: 0.9933 2021-02-20 08:48:59,508 - mmaction - INFO - Epoch [106][40/470] lr: 5.114e-01, eta: 2 days, 10:05:11, time: 2.190, data_time: 0.015, memory: 25994, top1_acc: 0.3946, top5_acc: 0.6461, loss_cls: 2.7355, loss: 2.7355, grad_norm: 0.9943 2021-02-20 08:49:44,871 - mmaction - INFO - Epoch [106][60/470] lr: 5.114e-01, eta: 2 days, 10:03:53, time: 2.267, data_time: 0.003, memory: 25994, top1_acc: 0.3916, top5_acc: 0.6433, loss_cls: 2.7440, loss: 2.7440, grad_norm: 0.9982 2021-02-20 08:50:29,361 - mmaction - INFO - Epoch [106][80/470] lr: 5.114e-01, eta: 2 days, 10:02:33, time: 2.223, data_time: 0.003, memory: 25994, top1_acc: 0.3879, top5_acc: 0.6418, loss_cls: 2.7529, loss: 2.7529, grad_norm: 0.9906 2021-02-20 08:51:14,215 - mmaction - INFO - Epoch [106][100/470] lr: 5.114e-01, eta: 2 days, 10:01:14, time: 2.239, data_time: 0.006, memory: 25994, top1_acc: 0.3909, top5_acc: 0.6408, loss_cls: 2.7421, loss: 2.7421, grad_norm: 0.9889 2021-02-20 08:52:00,896 - mmaction - INFO - Epoch [106][120/470] lr: 5.114e-01, eta: 2 days, 9:59:57, time: 2.334, data_time: 0.010, memory: 25994, top1_acc: 0.3950, top5_acc: 0.6499, loss_cls: 2.6858, loss: 2.6858, grad_norm: 1.0063 2021-02-20 08:52:46,883 - mmaction - INFO - Epoch [106][140/470] lr: 5.114e-01, eta: 2 days, 9:58:40, time: 2.295, data_time: 0.014, memory: 25994, top1_acc: 0.3856, top5_acc: 0.6368, loss_cls: 2.7677, loss: 2.7677, grad_norm: 0.9923 2021-02-20 08:53:37,760 - mmaction - INFO - Epoch [106][160/470] lr: 5.114e-01, eta: 2 days, 9:57:30, time: 2.555, data_time: 0.012, memory: 25994, top1_acc: 0.3876, top5_acc: 0.6381, loss_cls: 2.7512, loss: 2.7512, grad_norm: 0.9926 2021-02-20 08:54:23,159 - mmaction - INFO - Epoch [106][180/470] lr: 5.114e-01, eta: 2 days, 9:56:11, time: 2.264, data_time: 0.005, memory: 25994, top1_acc: 0.3887, top5_acc: 0.6403, loss_cls: 2.7423, loss: 2.7423, grad_norm: 1.0053 2021-02-20 08:55:08,204 - mmaction - INFO - Epoch [106][200/470] lr: 5.114e-01, eta: 2 days, 9:54:52, time: 2.251, data_time: 0.007, memory: 25994, top1_acc: 0.3821, top5_acc: 0.6457, loss_cls: 2.7517, loss: 2.7517, grad_norm: 1.0058 2021-02-20 08:55:52,550 - mmaction - INFO - Epoch [106][220/470] lr: 5.114e-01, eta: 2 days, 9:53:33, time: 2.220, data_time: 0.007, memory: 25994, top1_acc: 0.3860, top5_acc: 0.6443, loss_cls: 2.7540, loss: 2.7540, grad_norm: 0.9893 2021-02-20 08:56:37,897 - mmaction - INFO - Epoch [106][240/470] lr: 5.114e-01, eta: 2 days, 9:52:14, time: 2.267, data_time: 0.009, memory: 25994, top1_acc: 0.3904, top5_acc: 0.6439, loss_cls: 2.7315, loss: 2.7315, grad_norm: 0.9921 2021-02-20 08:57:22,375 - mmaction - INFO - Epoch [106][260/470] lr: 5.114e-01, eta: 2 days, 9:50:55, time: 2.224, data_time: 0.006, memory: 25994, top1_acc: 0.3801, top5_acc: 0.6358, loss_cls: 2.7912, loss: 2.7912, grad_norm: 1.0050 2021-02-20 08:58:09,556 - mmaction - INFO - Epoch [106][280/470] lr: 5.114e-01, eta: 2 days, 9:49:39, time: 2.346, data_time: 0.013, memory: 25994, top1_acc: 0.3847, top5_acc: 0.6390, loss_cls: 2.7834, loss: 2.7834, grad_norm: 0.9925 2021-02-20 08:58:54,556 - mmaction - INFO - Epoch [106][300/470] lr: 5.114e-01, eta: 2 days, 9:48:21, time: 2.265, data_time: 0.019, memory: 25994, top1_acc: 0.3891, top5_acc: 0.6445, loss_cls: 2.7581, loss: 2.7581, grad_norm: 0.9772 2021-02-20 08:59:40,538 - mmaction - INFO - Epoch [106][320/470] lr: 5.114e-01, eta: 2 days, 9:47:03, time: 2.296, data_time: 0.008, memory: 25994, top1_acc: 0.3937, top5_acc: 0.6455, loss_cls: 2.7297, loss: 2.7297, grad_norm: 1.0005 2021-02-20 09:00:27,538 - mmaction - INFO - Epoch [106][340/470] lr: 5.114e-01, eta: 2 days, 9:45:48, time: 2.352, data_time: 0.012, memory: 25994, top1_acc: 0.3842, top5_acc: 0.6467, loss_cls: 2.7570, loss: 2.7570, grad_norm: 0.9999 2021-02-20 09:01:13,630 - mmaction - INFO - Epoch [106][360/470] lr: 5.114e-01, eta: 2 days, 9:44:31, time: 2.307, data_time: 0.007, memory: 25994, top1_acc: 0.3828, top5_acc: 0.6393, loss_cls: 2.7554, loss: 2.7554, grad_norm: 1.0101 2021-02-20 09:01:56,695 - mmaction - INFO - Epoch [106][380/470] lr: 5.114e-01, eta: 2 days, 9:43:09, time: 2.154, data_time: 0.004, memory: 25994, top1_acc: 0.3834, top5_acc: 0.6413, loss_cls: 2.7587, loss: 2.7587, grad_norm: 0.9895 2021-02-20 09:02:41,537 - mmaction - INFO - Epoch [106][400/470] lr: 5.114e-01, eta: 2 days, 9:41:51, time: 2.241, data_time: 0.002, memory: 25994, top1_acc: 0.3897, top5_acc: 0.6435, loss_cls: 2.7554, loss: 2.7554, grad_norm: 0.9799 2021-02-20 09:03:26,118 - mmaction - INFO - Epoch [106][420/470] lr: 5.114e-01, eta: 2 days, 9:40:31, time: 2.229, data_time: 0.003, memory: 25994, top1_acc: 0.3803, top5_acc: 0.6405, loss_cls: 2.7652, loss: 2.7652, grad_norm: 0.9918 2021-02-20 09:04:11,299 - mmaction - INFO - Epoch [106][440/470] lr: 5.114e-01, eta: 2 days, 9:39:13, time: 2.259, data_time: 0.006, memory: 25994, top1_acc: 0.3887, top5_acc: 0.6384, loss_cls: 2.7664, loss: 2.7664, grad_norm: 0.9909 2021-02-20 09:04:57,285 - mmaction - INFO - Epoch [106][460/470] lr: 5.114e-01, eta: 2 days, 9:37:56, time: 2.301, data_time: 0.004, memory: 25994, top1_acc: 0.3850, top5_acc: 0.6378, loss_cls: 2.7484, loss: 2.7484, grad_norm: 0.9916 2021-02-20 09:10:23,563 - mmaction - INFO - Epoch [107][20/470] lr: 5.067e-01, eta: 2 days, 9:41:09, time: 14.365, data_time: 12.085, memory: 25994, top1_acc: 0.3866, top5_acc: 0.6464, loss_cls: 2.7526, loss: 2.7526, grad_norm: 0.9997 2021-02-20 09:11:09,586 - mmaction - INFO - Epoch [107][40/470] lr: 5.067e-01, eta: 2 days, 9:39:52, time: 2.307, data_time: 0.013, memory: 25994, top1_acc: 0.3976, top5_acc: 0.6551, loss_cls: 2.6724, loss: 2.6724, grad_norm: 1.0049 2021-02-20 09:11:59,113 - mmaction - INFO - Epoch [107][60/470] lr: 5.067e-01, eta: 2 days, 9:38:40, time: 2.479, data_time: 0.009, memory: 25994, top1_acc: 0.3951, top5_acc: 0.6539, loss_cls: 2.7010, loss: 2.7010, grad_norm: 1.0050 2021-02-20 09:12:45,770 - mmaction - INFO - Epoch [107][80/470] lr: 5.067e-01, eta: 2 days, 9:37:24, time: 2.332, data_time: 0.003, memory: 25994, top1_acc: 0.3938, top5_acc: 0.6483, loss_cls: 2.7145, loss: 2.7145, grad_norm: 0.9928 2021-02-20 09:13:29,835 - mmaction - INFO - Epoch [107][100/470] lr: 5.067e-01, eta: 2 days, 9:36:04, time: 2.203, data_time: 0.005, memory: 25994, top1_acc: 0.3915, top5_acc: 0.6468, loss_cls: 2.7098, loss: 2.7098, grad_norm: 1.0062 2021-02-20 09:14:13,159 - mmaction - INFO - Epoch [107][120/470] lr: 5.067e-01, eta: 2 days, 9:34:43, time: 2.167, data_time: 0.007, memory: 25994, top1_acc: 0.3904, top5_acc: 0.6510, loss_cls: 2.6970, loss: 2.6970, grad_norm: 0.9978 2021-02-20 09:14:56,051 - mmaction - INFO - Epoch [107][140/470] lr: 5.067e-01, eta: 2 days, 9:33:22, time: 2.144, data_time: 0.009, memory: 25994, top1_acc: 0.3854, top5_acc: 0.6414, loss_cls: 2.7565, loss: 2.7565, grad_norm: 1.0233 2021-02-20 09:15:42,614 - mmaction - INFO - Epoch [107][160/470] lr: 5.067e-01, eta: 2 days, 9:32:05, time: 2.330, data_time: 0.006, memory: 25994, top1_acc: 0.3799, top5_acc: 0.6393, loss_cls: 2.7801, loss: 2.7801, grad_norm: 0.9899 2021-02-20 09:16:29,932 - mmaction - INFO - Epoch [107][180/470] lr: 5.067e-01, eta: 2 days, 9:30:50, time: 2.359, data_time: 0.004, memory: 25994, top1_acc: 0.3844, top5_acc: 0.6353, loss_cls: 2.7619, loss: 2.7619, grad_norm: 0.9953 2021-02-20 09:17:17,584 - mmaction - INFO - Epoch [107][200/470] lr: 5.067e-01, eta: 2 days, 9:29:36, time: 2.389, data_time: 0.012, memory: 25994, top1_acc: 0.3933, top5_acc: 0.6432, loss_cls: 2.7334, loss: 2.7334, grad_norm: 0.9973 2021-02-20 09:18:02,144 - mmaction - INFO - Epoch [107][220/470] lr: 5.067e-01, eta: 2 days, 9:28:17, time: 2.228, data_time: 0.008, memory: 25994, top1_acc: 0.3855, top5_acc: 0.6367, loss_cls: 2.7819, loss: 2.7819, grad_norm: 1.0093 2021-02-20 09:18:47,940 - mmaction - INFO - Epoch [107][240/470] lr: 5.067e-01, eta: 2 days, 9:26:59, time: 2.288, data_time: 0.003, memory: 25994, top1_acc: 0.3842, top5_acc: 0.6433, loss_cls: 2.7528, loss: 2.7528, grad_norm: 0.9947 2021-02-20 09:19:33,728 - mmaction - INFO - Epoch [107][260/470] lr: 5.067e-01, eta: 2 days, 9:25:42, time: 2.290, data_time: 0.008, memory: 25994, top1_acc: 0.3761, top5_acc: 0.6331, loss_cls: 2.8021, loss: 2.8021, grad_norm: 0.9960 2021-02-20 09:20:21,655 - mmaction - INFO - Epoch [107][280/470] lr: 5.067e-01, eta: 2 days, 9:24:28, time: 2.398, data_time: 0.007, memory: 25994, top1_acc: 0.3885, top5_acc: 0.6419, loss_cls: 2.7548, loss: 2.7548, grad_norm: 1.0178 2021-02-20 09:21:23,808 - mmaction - INFO - Epoch [107][300/470] lr: 5.067e-01, eta: 2 days, 9:23:34, time: 3.108, data_time: 0.006, memory: 25994, top1_acc: 0.3911, top5_acc: 0.6406, loss_cls: 2.7476, loss: 2.7476, grad_norm: 1.0017 2021-02-20 09:22:10,962 - mmaction - INFO - Epoch [107][320/470] lr: 5.067e-01, eta: 2 days, 9:22:18, time: 2.359, data_time: 0.006, memory: 25994, top1_acc: 0.3839, top5_acc: 0.6428, loss_cls: 2.7600, loss: 2.7600, grad_norm: 1.0120 2021-02-20 09:22:57,983 - mmaction - INFO - Epoch [107][340/470] lr: 5.067e-01, eta: 2 days, 9:21:03, time: 2.333, data_time: 0.007, memory: 25994, top1_acc: 0.3800, top5_acc: 0.6334, loss_cls: 2.7964, loss: 2.7964, grad_norm: 1.0048 2021-02-20 09:23:43,766 - mmaction - INFO - Epoch [107][360/470] lr: 5.067e-01, eta: 2 days, 9:19:45, time: 2.291, data_time: 0.022, memory: 25994, top1_acc: 0.3873, top5_acc: 0.6437, loss_cls: 2.7624, loss: 2.7624, grad_norm: 0.9904 2021-02-20 09:24:29,441 - mmaction - INFO - Epoch [107][380/470] lr: 5.067e-01, eta: 2 days, 9:18:29, time: 2.295, data_time: 0.026, memory: 25994, top1_acc: 0.3848, top5_acc: 0.6378, loss_cls: 2.7856, loss: 2.7856, grad_norm: 1.0024 2021-02-20 09:25:14,617 - mmaction - INFO - Epoch [107][400/470] lr: 5.067e-01, eta: 2 days, 9:17:11, time: 2.262, data_time: 0.010, memory: 25994, top1_acc: 0.3865, top5_acc: 0.6453, loss_cls: 2.7474, loss: 2.7474, grad_norm: 0.9938 2021-02-20 09:26:01,539 - mmaction - INFO - Epoch [107][420/470] lr: 5.067e-01, eta: 2 days, 9:15:55, time: 2.347, data_time: 0.005, memory: 25994, top1_acc: 0.3849, top5_acc: 0.6374, loss_cls: 2.7690, loss: 2.7690, grad_norm: 0.9994 2021-02-20 09:26:46,527 - mmaction - INFO - Epoch [107][440/470] lr: 5.067e-01, eta: 2 days, 9:14:37, time: 2.248, data_time: 0.002, memory: 25994, top1_acc: 0.3841, top5_acc: 0.6384, loss_cls: 2.7717, loss: 2.7717, grad_norm: 1.0013 2021-02-20 09:27:29,967 - mmaction - INFO - Epoch [107][460/470] lr: 5.067e-01, eta: 2 days, 9:13:17, time: 2.173, data_time: 0.007, memory: 25994, top1_acc: 0.3861, top5_acc: 0.6399, loss_cls: 2.7571, loss: 2.7571, grad_norm: 1.0064 2021-02-20 09:32:49,359 - mmaction - INFO - Epoch [108][20/470] lr: 5.019e-01, eta: 2 days, 9:16:15, time: 13.990, data_time: 11.693, memory: 25994, top1_acc: 0.3967, top5_acc: 0.6488, loss_cls: 2.7180, loss: 2.7180, grad_norm: 0.9893 2021-02-20 09:33:34,705 - mmaction - INFO - Epoch [108][40/470] lr: 5.019e-01, eta: 2 days, 9:14:58, time: 2.280, data_time: 0.021, memory: 25994, top1_acc: 0.3941, top5_acc: 0.6429, loss_cls: 2.7303, loss: 2.7303, grad_norm: 0.9973 2021-02-20 09:34:20,742 - mmaction - INFO - Epoch [108][60/470] lr: 5.019e-01, eta: 2 days, 9:13:41, time: 2.297, data_time: 0.006, memory: 25994, top1_acc: 0.3911, top5_acc: 0.6487, loss_cls: 2.7264, loss: 2.7264, grad_norm: 1.0106 2021-02-20 09:35:06,804 - mmaction - INFO - Epoch [108][80/470] lr: 5.019e-01, eta: 2 days, 9:12:24, time: 2.310, data_time: 0.018, memory: 25994, top1_acc: 0.3962, top5_acc: 0.6438, loss_cls: 2.7191, loss: 2.7191, grad_norm: 0.9825 2021-02-20 09:35:54,216 - mmaction - INFO - Epoch [108][100/470] lr: 5.019e-01, eta: 2 days, 9:11:09, time: 2.364, data_time: 0.006, memory: 25994, top1_acc: 0.3854, top5_acc: 0.6426, loss_cls: 2.7570, loss: 2.7570, grad_norm: 1.0143 2021-02-20 09:36:38,716 - mmaction - INFO - Epoch [108][120/470] lr: 5.019e-01, eta: 2 days, 9:09:51, time: 2.227, data_time: 0.010, memory: 25994, top1_acc: 0.3931, top5_acc: 0.6496, loss_cls: 2.7298, loss: 2.7298, grad_norm: 0.9927 2021-02-20 09:37:26,420 - mmaction - INFO - Epoch [108][140/470] lr: 5.019e-01, eta: 2 days, 9:08:36, time: 2.389, data_time: 0.008, memory: 25994, top1_acc: 0.3928, top5_acc: 0.6551, loss_cls: 2.6995, loss: 2.6995, grad_norm: 1.0063 2021-02-20 09:38:11,471 - mmaction - INFO - Epoch [108][160/470] lr: 5.019e-01, eta: 2 days, 9:07:18, time: 2.251, data_time: 0.007, memory: 25994, top1_acc: 0.3928, top5_acc: 0.6435, loss_cls: 2.7376, loss: 2.7376, grad_norm: 1.0253 2021-02-20 09:38:57,027 - mmaction - INFO - Epoch [108][180/470] lr: 5.019e-01, eta: 2 days, 9:06:01, time: 2.268, data_time: 0.008, memory: 25994, top1_acc: 0.3890, top5_acc: 0.6394, loss_cls: 2.7608, loss: 2.7608, grad_norm: 0.9861 2021-02-20 09:39:41,417 - mmaction - INFO - Epoch [108][200/470] lr: 5.019e-01, eta: 2 days, 9:04:42, time: 2.229, data_time: 0.021, memory: 25994, top1_acc: 0.3902, top5_acc: 0.6430, loss_cls: 2.7291, loss: 2.7291, grad_norm: 1.0062 2021-02-20 09:40:26,943 - mmaction - INFO - Epoch [108][220/470] lr: 5.019e-01, eta: 2 days, 9:03:25, time: 2.278, data_time: 0.006, memory: 25994, top1_acc: 0.3959, top5_acc: 0.6476, loss_cls: 2.7173, loss: 2.7173, grad_norm: 1.0134 2021-02-20 09:41:11,063 - mmaction - INFO - Epoch [108][240/470] lr: 5.019e-01, eta: 2 days, 9:02:06, time: 2.202, data_time: 0.006, memory: 25994, top1_acc: 0.3846, top5_acc: 0.6391, loss_cls: 2.7528, loss: 2.7528, grad_norm: 1.0075 2021-02-20 09:41:56,967 - mmaction - INFO - Epoch [108][260/470] lr: 5.019e-01, eta: 2 days, 9:00:49, time: 2.293, data_time: 0.009, memory: 25994, top1_acc: 0.3930, top5_acc: 0.6434, loss_cls: 2.7278, loss: 2.7278, grad_norm: 0.9987 2021-02-20 09:42:42,078 - mmaction - INFO - Epoch [108][280/470] lr: 5.019e-01, eta: 2 days, 8:59:31, time: 2.259, data_time: 0.010, memory: 25994, top1_acc: 0.3929, top5_acc: 0.6421, loss_cls: 2.7320, loss: 2.7320, grad_norm: 0.9994 2021-02-20 09:43:29,712 - mmaction - INFO - Epoch [108][300/470] lr: 5.019e-01, eta: 2 days, 8:58:17, time: 2.383, data_time: 0.007, memory: 25994, top1_acc: 0.3848, top5_acc: 0.6423, loss_cls: 2.7623, loss: 2.7623, grad_norm: 1.0181 2021-02-20 09:44:15,516 - mmaction - INFO - Epoch [108][320/470] lr: 5.019e-01, eta: 2 days, 8:57:00, time: 2.290, data_time: 0.005, memory: 25994, top1_acc: 0.3903, top5_acc: 0.6359, loss_cls: 2.7746, loss: 2.7746, grad_norm: 1.0077 2021-02-20 09:45:01,401 - mmaction - INFO - Epoch [108][340/470] lr: 5.019e-01, eta: 2 days, 8:55:44, time: 2.294, data_time: 0.006, memory: 25994, top1_acc: 0.3855, top5_acc: 0.6372, loss_cls: 2.7729, loss: 2.7729, grad_norm: 1.0015 2021-02-20 09:45:45,954 - mmaction - INFO - Epoch [108][360/470] lr: 5.019e-01, eta: 2 days, 8:54:25, time: 2.228, data_time: 0.006, memory: 25994, top1_acc: 0.3864, top5_acc: 0.6452, loss_cls: 2.7470, loss: 2.7470, grad_norm: 0.9968 2021-02-20 09:46:33,010 - mmaction - INFO - Epoch [108][380/470] lr: 5.019e-01, eta: 2 days, 8:53:10, time: 2.353, data_time: 0.006, memory: 25994, top1_acc: 0.3886, top5_acc: 0.6433, loss_cls: 2.7188, loss: 2.7188, grad_norm: 0.9998 2021-02-20 09:47:17,889 - mmaction - INFO - Epoch [108][400/470] lr: 5.019e-01, eta: 2 days, 8:51:52, time: 2.238, data_time: 0.011, memory: 25994, top1_acc: 0.3854, top5_acc: 0.6391, loss_cls: 2.7532, loss: 2.7532, grad_norm: 1.0059 2021-02-20 09:48:07,101 - mmaction - INFO - Epoch [108][420/470] lr: 5.019e-01, eta: 2 days, 8:50:40, time: 2.469, data_time: 0.011, memory: 25994, top1_acc: 0.3821, top5_acc: 0.6422, loss_cls: 2.7363, loss: 2.7363, grad_norm: 0.9989 2021-02-20 09:48:52,616 - mmaction - INFO - Epoch [108][440/470] lr: 5.019e-01, eta: 2 days, 8:49:23, time: 2.275, data_time: 0.003, memory: 25994, top1_acc: 0.3778, top5_acc: 0.6348, loss_cls: 2.7854, loss: 2.7854, grad_norm: 1.0224 2021-02-20 09:49:37,315 - mmaction - INFO - Epoch [108][460/470] lr: 5.019e-01, eta: 2 days, 8:48:05, time: 2.236, data_time: 0.002, memory: 25994, top1_acc: 0.3946, top5_acc: 0.6551, loss_cls: 2.6965, loss: 2.6965, grad_norm: 0.9971 2021-02-20 09:50:18,194 - mmaction - INFO - Saving checkpoint at 108 epochs 2021-02-20 09:55:05,801 - mmaction - INFO - Epoch [109][20/470] lr: 4.972e-01, eta: 2 days, 8:51:08, time: 14.288, data_time: 11.902, memory: 25994, top1_acc: 0.3978, top5_acc: 0.6496, loss_cls: 2.7052, loss: 2.7052, grad_norm: 0.9964 2021-02-20 09:55:52,595 - mmaction - INFO - Epoch [109][40/470] lr: 4.972e-01, eta: 2 days, 8:49:52, time: 2.342, data_time: 0.011, memory: 25994, top1_acc: 0.3988, top5_acc: 0.6469, loss_cls: 2.7073, loss: 2.7073, grad_norm: 1.0020 2021-02-20 09:56:37,887 - mmaction - INFO - Epoch [109][60/470] lr: 4.972e-01, eta: 2 days, 8:48:35, time: 2.266, data_time: 0.006, memory: 25994, top1_acc: 0.3987, top5_acc: 0.6542, loss_cls: 2.6832, loss: 2.6832, grad_norm: 1.0079 2021-02-20 09:57:21,595 - mmaction - INFO - Epoch [109][80/470] lr: 4.972e-01, eta: 2 days, 8:47:15, time: 2.183, data_time: 0.004, memory: 25994, top1_acc: 0.3861, top5_acc: 0.6390, loss_cls: 2.7687, loss: 2.7687, grad_norm: 1.0126 2021-02-20 09:58:08,712 - mmaction - INFO - Epoch [109][100/470] lr: 4.972e-01, eta: 2 days, 8:46:00, time: 2.348, data_time: 0.009, memory: 25994, top1_acc: 0.3936, top5_acc: 0.6472, loss_cls: 2.7282, loss: 2.7282, grad_norm: 0.9969 2021-02-20 09:58:52,467 - mmaction - INFO - Epoch [109][120/470] lr: 4.972e-01, eta: 2 days, 8:44:41, time: 2.198, data_time: 0.014, memory: 25994, top1_acc: 0.3907, top5_acc: 0.6451, loss_cls: 2.7344, loss: 2.7344, grad_norm: 1.0118 2021-02-20 09:59:37,799 - mmaction - INFO - Epoch [109][140/470] lr: 4.972e-01, eta: 2 days, 8:43:24, time: 2.258, data_time: 0.003, memory: 25994, top1_acc: 0.3907, top5_acc: 0.6454, loss_cls: 2.7427, loss: 2.7427, grad_norm: 0.9969 2021-02-20 10:00:23,521 - mmaction - INFO - Epoch [109][160/470] lr: 4.972e-01, eta: 2 days, 8:42:07, time: 2.292, data_time: 0.012, memory: 25994, top1_acc: 0.3967, top5_acc: 0.6487, loss_cls: 2.7090, loss: 2.7090, grad_norm: 1.0066 2021-02-20 10:01:06,690 - mmaction - INFO - Epoch [109][180/470] lr: 4.972e-01, eta: 2 days, 8:40:47, time: 2.157, data_time: 0.010, memory: 25994, top1_acc: 0.3856, top5_acc: 0.6300, loss_cls: 2.7611, loss: 2.7611, grad_norm: 1.0155 2021-02-20 10:01:52,005 - mmaction - INFO - Epoch [109][200/470] lr: 4.972e-01, eta: 2 days, 8:39:30, time: 2.271, data_time: 0.008, memory: 25994, top1_acc: 0.3886, top5_acc: 0.6448, loss_cls: 2.7469, loss: 2.7469, grad_norm: 0.9987 2021-02-20 10:02:36,429 - mmaction - INFO - Epoch [109][220/470] lr: 4.972e-01, eta: 2 days, 8:38:11, time: 2.220, data_time: 0.004, memory: 25994, top1_acc: 0.3932, top5_acc: 0.6500, loss_cls: 2.7032, loss: 2.7032, grad_norm: 1.0011 2021-02-20 10:03:21,354 - mmaction - INFO - Epoch [109][240/470] lr: 4.972e-01, eta: 2 days, 8:36:54, time: 2.245, data_time: 0.013, memory: 25994, top1_acc: 0.3934, top5_acc: 0.6471, loss_cls: 2.7136, loss: 2.7136, grad_norm: 1.0072 2021-02-20 10:04:07,089 - mmaction - INFO - Epoch [109][260/470] lr: 4.972e-01, eta: 2 days, 8:35:37, time: 2.279, data_time: 0.004, memory: 25994, top1_acc: 0.3824, top5_acc: 0.6372, loss_cls: 2.7781, loss: 2.7781, grad_norm: 1.0069 2021-02-20 10:04:49,924 - mmaction - INFO - Epoch [109][280/470] lr: 4.972e-01, eta: 2 days, 8:34:17, time: 2.152, data_time: 0.015, memory: 25994, top1_acc: 0.3858, top5_acc: 0.6389, loss_cls: 2.7685, loss: 2.7685, grad_norm: 0.9956 2021-02-20 10:05:37,594 - mmaction - INFO - Epoch [109][300/470] lr: 4.972e-01, eta: 2 days, 8:33:02, time: 2.368, data_time: 0.001, memory: 25994, top1_acc: 0.3812, top5_acc: 0.6402, loss_cls: 2.7659, loss: 2.7659, grad_norm: 0.9991 2021-02-20 10:06:21,672 - mmaction - INFO - Epoch [109][320/470] lr: 4.972e-01, eta: 2 days, 8:31:44, time: 2.217, data_time: 0.019, memory: 25994, top1_acc: 0.3961, top5_acc: 0.6460, loss_cls: 2.7139, loss: 2.7139, grad_norm: 1.0177 2021-02-20 10:07:09,012 - mmaction - INFO - Epoch [109][340/470] lr: 4.972e-01, eta: 2 days, 8:30:29, time: 2.355, data_time: 0.006, memory: 25994, top1_acc: 0.3901, top5_acc: 0.6465, loss_cls: 2.7425, loss: 2.7425, grad_norm: 0.9974 2021-02-20 10:07:52,735 - mmaction - INFO - Epoch [109][360/470] lr: 4.972e-01, eta: 2 days, 8:29:11, time: 2.202, data_time: 0.022, memory: 25994, top1_acc: 0.3934, top5_acc: 0.6525, loss_cls: 2.7113, loss: 2.7113, grad_norm: 1.0243 2021-02-20 10:08:43,592 - mmaction - INFO - Epoch [109][380/470] lr: 4.972e-01, eta: 2 days, 8:28:01, time: 2.539, data_time: 0.002, memory: 25994, top1_acc: 0.3965, top5_acc: 0.6492, loss_cls: 2.7160, loss: 2.7160, grad_norm: 0.9840 2021-02-20 10:09:28,327 - mmaction - INFO - Epoch [109][400/470] lr: 4.972e-01, eta: 2 days, 8:26:43, time: 2.234, data_time: 0.018, memory: 25994, top1_acc: 0.3937, top5_acc: 0.6446, loss_cls: 2.7284, loss: 2.7284, grad_norm: 1.0119 2021-02-20 10:10:15,725 - mmaction - INFO - Epoch [109][420/470] lr: 4.972e-01, eta: 2 days, 8:25:29, time: 2.373, data_time: 0.012, memory: 25994, top1_acc: 0.3825, top5_acc: 0.6449, loss_cls: 2.7593, loss: 2.7593, grad_norm: 1.0161 2021-02-20 10:10:59,853 - mmaction - INFO - Epoch [109][440/470] lr: 4.972e-01, eta: 2 days, 8:24:11, time: 2.206, data_time: 0.006, memory: 25994, top1_acc: 0.3888, top5_acc: 0.6378, loss_cls: 2.7716, loss: 2.7716, grad_norm: 1.0061 2021-02-20 10:11:45,791 - mmaction - INFO - Epoch [109][460/470] lr: 4.972e-01, eta: 2 days, 8:22:55, time: 2.299, data_time: 0.008, memory: 25994, top1_acc: 0.3867, top5_acc: 0.6355, loss_cls: 2.7529, loss: 2.7529, grad_norm: 1.0191 2021-02-20 10:16:50,424 - mmaction - INFO - Epoch [110][20/470] lr: 4.924e-01, eta: 2 days, 8:25:29, time: 13.401, data_time: 10.800, memory: 25994, top1_acc: 0.3908, top5_acc: 0.6433, loss_cls: 2.7147, loss: 2.7147, grad_norm: 1.0129 2021-02-20 10:17:36,630 - mmaction - INFO - Epoch [110][40/470] lr: 4.924e-01, eta: 2 days, 8:24:13, time: 2.306, data_time: 0.007, memory: 25994, top1_acc: 0.3954, top5_acc: 0.6491, loss_cls: 2.7067, loss: 2.7067, grad_norm: 1.0049 2021-02-20 10:18:20,305 - mmaction - INFO - Epoch [110][60/470] lr: 4.924e-01, eta: 2 days, 8:22:54, time: 2.189, data_time: 0.008, memory: 25994, top1_acc: 0.3987, top5_acc: 0.6550, loss_cls: 2.6940, loss: 2.6940, grad_norm: 1.0151 2021-02-20 10:19:04,845 - mmaction - INFO - Epoch [110][80/470] lr: 4.924e-01, eta: 2 days, 8:21:36, time: 2.226, data_time: 0.004, memory: 25994, top1_acc: 0.3986, top5_acc: 0.6536, loss_cls: 2.6890, loss: 2.6890, grad_norm: 1.0158 2021-02-20 10:19:56,521 - mmaction - INFO - Epoch [110][100/470] lr: 4.924e-01, eta: 2 days, 8:20:21, time: 2.345, data_time: 0.003, memory: 25994, top1_acc: 0.4007, top5_acc: 0.6463, loss_cls: 2.6909, loss: 2.6909, grad_norm: 1.0154 2021-02-20 10:20:41,725 - mmaction - INFO - Epoch [110][120/470] lr: 4.924e-01, eta: 2 days, 8:19:11, time: 2.500, data_time: 0.245, memory: 25994, top1_acc: 0.3961, top5_acc: 0.6456, loss_cls: 2.7002, loss: 2.7002, grad_norm: 1.0048 2021-02-20 10:21:32,007 - mmaction - INFO - Epoch [110][140/470] lr: 4.924e-01, eta: 2 days, 8:18:00, time: 2.513, data_time: 0.005, memory: 25994, top1_acc: 0.3938, top5_acc: 0.6524, loss_cls: 2.7131, loss: 2.7131, grad_norm: 1.0077 2021-02-20 10:22:16,135 - mmaction - INFO - Epoch [110][160/470] lr: 4.924e-01, eta: 2 days, 8:16:42, time: 2.208, data_time: 0.005, memory: 25994, top1_acc: 0.3907, top5_acc: 0.6444, loss_cls: 2.7478, loss: 2.7478, grad_norm: 1.0100 2021-02-20 10:23:00,593 - mmaction - INFO - Epoch [110][180/470] lr: 4.924e-01, eta: 2 days, 8:15:24, time: 2.222, data_time: 0.006, memory: 25994, top1_acc: 0.3976, top5_acc: 0.6486, loss_cls: 2.7004, loss: 2.7004, grad_norm: 1.0114 2021-02-20 10:23:44,190 - mmaction - INFO - Epoch [110][200/470] lr: 4.924e-01, eta: 2 days, 8:14:05, time: 2.179, data_time: 0.015, memory: 25994, top1_acc: 0.3958, top5_acc: 0.6442, loss_cls: 2.7207, loss: 2.7207, grad_norm: 0.9996 2021-02-20 10:24:28,560 - mmaction - INFO - Epoch [110][220/470] lr: 4.924e-01, eta: 2 days, 8:12:47, time: 2.209, data_time: 0.013, memory: 25994, top1_acc: 0.3949, top5_acc: 0.6475, loss_cls: 2.7179, loss: 2.7179, grad_norm: 1.0145 2021-02-20 10:25:15,658 - mmaction - INFO - Epoch [110][240/470] lr: 4.924e-01, eta: 2 days, 8:11:32, time: 2.365, data_time: 0.014, memory: 25994, top1_acc: 0.3949, top5_acc: 0.6377, loss_cls: 2.7453, loss: 2.7453, grad_norm: 1.0172 2021-02-20 10:26:00,768 - mmaction - INFO - Epoch [110][260/470] lr: 4.924e-01, eta: 2 days, 8:10:15, time: 2.255, data_time: 0.003, memory: 25994, top1_acc: 0.3854, top5_acc: 0.6319, loss_cls: 2.7784, loss: 2.7784, grad_norm: 1.0082 2021-02-20 10:26:45,632 - mmaction - INFO - Epoch [110][280/470] lr: 4.924e-01, eta: 2 days, 8:08:58, time: 2.244, data_time: 0.011, memory: 25994, top1_acc: 0.3938, top5_acc: 0.6525, loss_cls: 2.7243, loss: 2.7243, grad_norm: 1.0236 2021-02-20 10:27:31,556 - mmaction - INFO - Epoch [110][300/470] lr: 4.924e-01, eta: 2 days, 8:07:42, time: 2.295, data_time: 0.005, memory: 25994, top1_acc: 0.3868, top5_acc: 0.6393, loss_cls: 2.7722, loss: 2.7722, grad_norm: 0.9989 2021-02-20 10:28:19,333 - mmaction - INFO - Epoch [110][320/470] lr: 4.924e-01, eta: 2 days, 8:06:29, time: 2.387, data_time: 0.006, memory: 25994, top1_acc: 0.3966, top5_acc: 0.6521, loss_cls: 2.6854, loss: 2.6854, grad_norm: 0.9886 2021-02-20 10:29:05,250 - mmaction - INFO - Epoch [110][340/470] lr: 4.924e-01, eta: 2 days, 8:05:13, time: 2.291, data_time: 0.008, memory: 25994, top1_acc: 0.3911, top5_acc: 0.6402, loss_cls: 2.7443, loss: 2.7443, grad_norm: 1.0061 2021-02-20 10:29:48,934 - mmaction - INFO - Epoch [110][360/470] lr: 4.924e-01, eta: 2 days, 8:03:54, time: 2.191, data_time: 0.010, memory: 25994, top1_acc: 0.3830, top5_acc: 0.6351, loss_cls: 2.7953, loss: 2.7953, grad_norm: 0.9885 2021-02-20 10:30:34,170 - mmaction - INFO - Epoch [110][380/470] lr: 4.924e-01, eta: 2 days, 8:02:37, time: 2.262, data_time: 0.005, memory: 25994, top1_acc: 0.3829, top5_acc: 0.6419, loss_cls: 2.7591, loss: 2.7591, grad_norm: 1.0070 2021-02-20 10:31:19,161 - mmaction - INFO - Epoch [110][400/470] lr: 4.924e-01, eta: 2 days, 8:01:21, time: 2.250, data_time: 0.002, memory: 25994, top1_acc: 0.3900, top5_acc: 0.6394, loss_cls: 2.7560, loss: 2.7560, grad_norm: 1.0016 2021-02-20 10:32:03,054 - mmaction - INFO - Epoch [110][420/470] lr: 4.924e-01, eta: 2 days, 8:00:02, time: 2.187, data_time: 0.006, memory: 25994, top1_acc: 0.3825, top5_acc: 0.6412, loss_cls: 2.7578, loss: 2.7578, grad_norm: 1.0064 2021-02-20 10:32:50,093 - mmaction - INFO - Epoch [110][440/470] lr: 4.924e-01, eta: 2 days, 7:58:48, time: 2.360, data_time: 0.009, memory: 25994, top1_acc: 0.3941, top5_acc: 0.6396, loss_cls: 2.7513, loss: 2.7513, grad_norm: 1.0173 2021-02-20 10:33:35,863 - mmaction - INFO - Epoch [110][460/470] lr: 4.924e-01, eta: 2 days, 7:57:32, time: 2.286, data_time: 0.002, memory: 25994, top1_acc: 0.3813, top5_acc: 0.6418, loss_cls: 2.7437, loss: 2.7437, grad_norm: 1.0090 2021-02-20 10:41:32,070 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-20 10:41:32,845 - mmaction - INFO - top1_acc 0.4095 top5_acc 0.6750 2021-02-20 10:41:32,846 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-20 10:41:32,900 - mmaction - INFO - mean_acc 0.4095 2021-02-20 10:41:32,909 - mmaction - INFO - Epoch(val) [110][470] top1_acc: 0.4095, top5_acc: 0.6750, mean_class_accuracy: 0.4095 2021-02-20 10:46:10,324 - mmaction - INFO - Epoch [111][20/470] lr: 4.876e-01, eta: 2 days, 8:00:14, time: 13.817, data_time: 11.403, memory: 25994, top1_acc: 0.3898, top5_acc: 0.6421, loss_cls: 2.7544, loss: 2.7544, grad_norm: 1.0066 2021-02-20 10:46:54,254 - mmaction - INFO - Epoch [111][40/470] lr: 4.876e-01, eta: 2 days, 7:58:56, time: 2.247, data_time: 0.055, memory: 25994, top1_acc: 0.4060, top5_acc: 0.6557, loss_cls: 2.6872, loss: 2.6872, grad_norm: 0.9946 2021-02-20 10:47:37,469 - mmaction - INFO - Epoch [111][60/470] lr: 4.876e-01, eta: 2 days, 7:57:37, time: 2.158, data_time: 0.007, memory: 25994, top1_acc: 0.3931, top5_acc: 0.6487, loss_cls: 2.6998, loss: 2.6998, grad_norm: 1.0097 2021-02-20 10:48:21,694 - mmaction - INFO - Epoch [111][80/470] lr: 4.876e-01, eta: 2 days, 7:56:19, time: 2.214, data_time: 0.006, memory: 25994, top1_acc: 0.3983, top5_acc: 0.6440, loss_cls: 2.7110, loss: 2.7110, grad_norm: 1.0033 2021-02-20 10:49:05,262 - mmaction - INFO - Epoch [111][100/470] lr: 4.876e-01, eta: 2 days, 7:55:00, time: 2.171, data_time: 0.007, memory: 25994, top1_acc: 0.3915, top5_acc: 0.6452, loss_cls: 2.7148, loss: 2.7148, grad_norm: 1.0111 2021-02-20 10:49:51,505 - mmaction - INFO - Epoch [111][120/470] lr: 4.876e-01, eta: 2 days, 7:53:45, time: 2.318, data_time: 0.014, memory: 25994, top1_acc: 0.4060, top5_acc: 0.6536, loss_cls: 2.6716, loss: 2.6716, grad_norm: 1.0001 2021-02-20 10:50:35,405 - mmaction - INFO - Epoch [111][140/470] lr: 4.876e-01, eta: 2 days, 7:52:26, time: 2.196, data_time: 0.005, memory: 25994, top1_acc: 0.3865, top5_acc: 0.6358, loss_cls: 2.7575, loss: 2.7575, grad_norm: 1.0356 2021-02-20 10:51:21,658 - mmaction - INFO - Epoch [111][160/470] lr: 4.876e-01, eta: 2 days, 7:51:11, time: 2.313, data_time: 0.006, memory: 25994, top1_acc: 0.3917, top5_acc: 0.6450, loss_cls: 2.7248, loss: 2.7248, grad_norm: 1.0139 2021-02-20 10:52:06,144 - mmaction - INFO - Epoch [111][180/470] lr: 4.876e-01, eta: 2 days, 7:49:54, time: 2.222, data_time: 0.008, memory: 25994, top1_acc: 0.4009, top5_acc: 0.6572, loss_cls: 2.6679, loss: 2.6679, grad_norm: 1.0142 2021-02-20 10:52:51,778 - mmaction - INFO - Epoch [111][200/470] lr: 4.876e-01, eta: 2 days, 7:48:38, time: 2.277, data_time: 0.004, memory: 25994, top1_acc: 0.3909, top5_acc: 0.6494, loss_cls: 2.7291, loss: 2.7291, grad_norm: 1.0191 2021-02-20 10:53:39,918 - mmaction - INFO - Epoch [111][220/470] lr: 4.876e-01, eta: 2 days, 7:47:25, time: 2.413, data_time: 0.008, memory: 25994, top1_acc: 0.4015, top5_acc: 0.6525, loss_cls: 2.7019, loss: 2.7019, grad_norm: 0.9972 2021-02-20 10:54:28,570 - mmaction - INFO - Epoch [111][240/470] lr: 4.876e-01, eta: 2 days, 7:46:13, time: 2.429, data_time: 0.002, memory: 25994, top1_acc: 0.3977, top5_acc: 0.6527, loss_cls: 2.6869, loss: 2.6869, grad_norm: 1.0213 2021-02-20 10:55:14,226 - mmaction - INFO - Epoch [111][260/470] lr: 4.876e-01, eta: 2 days, 7:44:57, time: 2.274, data_time: 0.005, memory: 25994, top1_acc: 0.3900, top5_acc: 0.6449, loss_cls: 2.7406, loss: 2.7406, grad_norm: 1.0045 2021-02-20 10:56:00,838 - mmaction - INFO - Epoch [111][280/470] lr: 4.876e-01, eta: 2 days, 7:43:42, time: 2.343, data_time: 0.016, memory: 25994, top1_acc: 0.3913, top5_acc: 0.6425, loss_cls: 2.7287, loss: 2.7287, grad_norm: 1.0088 2021-02-20 10:56:47,573 - mmaction - INFO - Epoch [111][300/470] lr: 4.876e-01, eta: 2 days, 7:42:28, time: 2.336, data_time: 0.007, memory: 25994, top1_acc: 0.3974, top5_acc: 0.6491, loss_cls: 2.7024, loss: 2.7024, grad_norm: 0.9955 2021-02-20 10:57:34,062 - mmaction - INFO - Epoch [111][320/470] lr: 4.876e-01, eta: 2 days, 7:41:13, time: 2.325, data_time: 0.005, memory: 25994, top1_acc: 0.3989, top5_acc: 0.6525, loss_cls: 2.7019, loss: 2.7019, grad_norm: 1.0113 2021-02-20 10:58:21,474 - mmaction - INFO - Epoch [111][340/470] lr: 4.876e-01, eta: 2 days, 7:40:00, time: 2.368, data_time: 0.004, memory: 25994, top1_acc: 0.3937, top5_acc: 0.6481, loss_cls: 2.7169, loss: 2.7169, grad_norm: 1.0177 2021-02-20 10:59:06,876 - mmaction - INFO - Epoch [111][360/470] lr: 4.876e-01, eta: 2 days, 7:38:44, time: 2.273, data_time: 0.010, memory: 25994, top1_acc: 0.3931, top5_acc: 0.6476, loss_cls: 2.7346, loss: 2.7346, grad_norm: 1.0255 2021-02-20 10:59:51,759 - mmaction - INFO - Epoch [111][380/470] lr: 4.876e-01, eta: 2 days, 7:37:27, time: 2.243, data_time: 0.001, memory: 25994, top1_acc: 0.3949, top5_acc: 0.6411, loss_cls: 2.7294, loss: 2.7294, grad_norm: 1.0252 2021-02-20 11:00:36,953 - mmaction - INFO - Epoch [111][400/470] lr: 4.876e-01, eta: 2 days, 7:36:10, time: 2.250, data_time: 0.004, memory: 25994, top1_acc: 0.3825, top5_acc: 0.6309, loss_cls: 2.7800, loss: 2.7800, grad_norm: 1.0097 2021-02-20 11:01:25,743 - mmaction - INFO - Epoch [111][420/470] lr: 4.876e-01, eta: 2 days, 7:34:59, time: 2.450, data_time: 0.018, memory: 25994, top1_acc: 0.3889, top5_acc: 0.6462, loss_cls: 2.7444, loss: 2.7444, grad_norm: 1.0215 2021-02-20 11:02:10,544 - mmaction - INFO - Epoch [111][440/470] lr: 4.876e-01, eta: 2 days, 7:33:42, time: 2.233, data_time: 0.012, memory: 25994, top1_acc: 0.3878, top5_acc: 0.6427, loss_cls: 2.7457, loss: 2.7457, grad_norm: 1.0204 2021-02-20 11:02:55,247 - mmaction - INFO - Epoch [111][460/470] lr: 4.876e-01, eta: 2 days, 7:32:25, time: 2.242, data_time: 0.012, memory: 25994, top1_acc: 0.3834, top5_acc: 0.6416, loss_cls: 2.7630, loss: 2.7630, grad_norm: 1.0129 2021-02-20 11:08:14,300 - mmaction - INFO - Epoch [112][20/470] lr: 4.828e-01, eta: 2 days, 7:35:11, time: 14.110, data_time: 11.833, memory: 25994, top1_acc: 0.3958, top5_acc: 0.6571, loss_cls: 2.6978, loss: 2.6978, grad_norm: 0.9962 2021-02-20 11:08:59,457 - mmaction - INFO - Epoch [112][40/470] lr: 4.828e-01, eta: 2 days, 7:33:54, time: 2.257, data_time: 0.007, memory: 25994, top1_acc: 0.3998, top5_acc: 0.6522, loss_cls: 2.6849, loss: 2.6849, grad_norm: 1.0244 2021-02-20 11:09:43,128 - mmaction - INFO - Epoch [112][60/470] lr: 4.828e-01, eta: 2 days, 7:32:36, time: 2.185, data_time: 0.006, memory: 25994, top1_acc: 0.4036, top5_acc: 0.6571, loss_cls: 2.6633, loss: 2.6633, grad_norm: 1.0289 2021-02-20 11:10:29,742 - mmaction - INFO - Epoch [112][80/470] lr: 4.828e-01, eta: 2 days, 7:31:21, time: 2.329, data_time: 0.005, memory: 25994, top1_acc: 0.4013, top5_acc: 0.6528, loss_cls: 2.6843, loss: 2.6843, grad_norm: 1.0188 2021-02-20 11:11:13,059 - mmaction - INFO - Epoch [112][100/470] lr: 4.828e-01, eta: 2 days, 7:30:02, time: 2.166, data_time: 0.006, memory: 25994, top1_acc: 0.4024, top5_acc: 0.6475, loss_cls: 2.7032, loss: 2.7032, grad_norm: 1.0215 2021-02-20 11:12:03,147 - mmaction - INFO - Epoch [112][120/470] lr: 4.828e-01, eta: 2 days, 7:28:52, time: 2.503, data_time: 0.003, memory: 25994, top1_acc: 0.3914, top5_acc: 0.6467, loss_cls: 2.7148, loss: 2.7148, grad_norm: 1.0164 2021-02-20 11:12:47,363 - mmaction - INFO - Epoch [112][140/470] lr: 4.828e-01, eta: 2 days, 7:27:35, time: 2.212, data_time: 0.006, memory: 25994, top1_acc: 0.3921, top5_acc: 0.6435, loss_cls: 2.7276, loss: 2.7276, grad_norm: 1.0212 2021-02-20 11:13:32,541 - mmaction - INFO - Epoch [112][160/470] lr: 4.828e-01, eta: 2 days, 7:26:19, time: 2.258, data_time: 0.004, memory: 25994, top1_acc: 0.3904, top5_acc: 0.6462, loss_cls: 2.7071, loss: 2.7071, grad_norm: 1.0263 2021-02-20 11:14:17,532 - mmaction - INFO - Epoch [112][180/470] lr: 4.828e-01, eta: 2 days, 7:25:02, time: 2.251, data_time: 0.004, memory: 25994, top1_acc: 0.3937, top5_acc: 0.6521, loss_cls: 2.7021, loss: 2.7021, grad_norm: 1.0142 2021-02-20 11:15:02,229 - mmaction - INFO - Epoch [112][200/470] lr: 4.828e-01, eta: 2 days, 7:23:45, time: 2.232, data_time: 0.004, memory: 25994, top1_acc: 0.3977, top5_acc: 0.6525, loss_cls: 2.7047, loss: 2.7047, grad_norm: 1.0079 2021-02-20 11:15:48,191 - mmaction - INFO - Epoch [112][220/470] lr: 4.828e-01, eta: 2 days, 7:22:30, time: 2.299, data_time: 0.004, memory: 25994, top1_acc: 0.3944, top5_acc: 0.6438, loss_cls: 2.7248, loss: 2.7248, grad_norm: 1.0228 2021-02-20 11:16:32,084 - mmaction - INFO - Epoch [112][240/470] lr: 4.828e-01, eta: 2 days, 7:21:12, time: 2.195, data_time: 0.006, memory: 25994, top1_acc: 0.3858, top5_acc: 0.6482, loss_cls: 2.7171, loss: 2.7171, grad_norm: 1.0176 2021-02-20 11:17:18,903 - mmaction - INFO - Epoch [112][260/470] lr: 4.828e-01, eta: 2 days, 7:19:58, time: 2.341, data_time: 0.004, memory: 25994, top1_acc: 0.3937, top5_acc: 0.6459, loss_cls: 2.7370, loss: 2.7370, grad_norm: 1.0167 2021-02-20 11:18:03,438 - mmaction - INFO - Epoch [112][280/470] lr: 4.828e-01, eta: 2 days, 7:18:41, time: 2.227, data_time: 0.006, memory: 25994, top1_acc: 0.4006, top5_acc: 0.6547, loss_cls: 2.7007, loss: 2.7007, grad_norm: 1.0024 2021-02-20 11:18:46,698 - mmaction - INFO - Epoch [112][300/470] lr: 4.828e-01, eta: 2 days, 7:17:22, time: 2.164, data_time: 0.007, memory: 25994, top1_acc: 0.3931, top5_acc: 0.6431, loss_cls: 2.7372, loss: 2.7372, grad_norm: 1.0075 2021-02-20 11:19:33,743 - mmaction - INFO - Epoch [112][320/470] lr: 4.828e-01, eta: 2 days, 7:16:09, time: 2.353, data_time: 0.003, memory: 25994, top1_acc: 0.3915, top5_acc: 0.6411, loss_cls: 2.7413, loss: 2.7413, grad_norm: 1.0066 2021-02-20 11:20:20,024 - mmaction - INFO - Epoch [112][340/470] lr: 4.828e-01, eta: 2 days, 7:14:54, time: 2.310, data_time: 0.004, memory: 25994, top1_acc: 0.3866, top5_acc: 0.6415, loss_cls: 2.7411, loss: 2.7411, grad_norm: 1.0181 2021-02-20 11:21:21,652 - mmaction - INFO - Epoch [112][360/470] lr: 4.828e-01, eta: 2 days, 7:13:59, time: 3.085, data_time: 0.008, memory: 25994, top1_acc: 0.3942, top5_acc: 0.6446, loss_cls: 2.7398, loss: 2.7398, grad_norm: 1.0196 2021-02-20 11:22:05,515 - mmaction - INFO - Epoch [112][380/470] lr: 4.828e-01, eta: 2 days, 7:12:41, time: 2.188, data_time: 0.005, memory: 25994, top1_acc: 0.3950, top5_acc: 0.6443, loss_cls: 2.7241, loss: 2.7241, grad_norm: 1.0039 2021-02-20 11:22:50,350 - mmaction - INFO - Epoch [112][400/470] lr: 4.828e-01, eta: 2 days, 7:11:25, time: 2.247, data_time: 0.009, memory: 25994, top1_acc: 0.3998, top5_acc: 0.6497, loss_cls: 2.6957, loss: 2.6957, grad_norm: 1.0064 2021-02-20 11:23:35,006 - mmaction - INFO - Epoch [112][420/470] lr: 4.828e-01, eta: 2 days, 7:10:08, time: 2.231, data_time: 0.003, memory: 25994, top1_acc: 0.3943, top5_acc: 0.6476, loss_cls: 2.7158, loss: 2.7158, grad_norm: 1.0371 2021-02-20 11:24:18,318 - mmaction - INFO - Epoch [112][440/470] lr: 4.828e-01, eta: 2 days, 7:08:50, time: 2.166, data_time: 0.004, memory: 25994, top1_acc: 0.3898, top5_acc: 0.6410, loss_cls: 2.7371, loss: 2.7371, grad_norm: 1.0099 2021-02-20 11:25:04,821 - mmaction - INFO - Epoch [112][460/470] lr: 4.828e-01, eta: 2 days, 7:07:36, time: 2.320, data_time: 0.004, memory: 25994, top1_acc: 0.3984, top5_acc: 0.6464, loss_cls: 2.7290, loss: 2.7290, grad_norm: 1.0199 2021-02-20 11:25:40,815 - mmaction - INFO - Saving checkpoint at 112 epochs 2021-02-20 11:30:06,791 - mmaction - INFO - Epoch [113][20/470] lr: 4.780e-01, eta: 2 days, 7:09:54, time: 13.198, data_time: 10.634, memory: 25994, top1_acc: 0.3989, top5_acc: 0.6445, loss_cls: 2.7152, loss: 2.7152, grad_norm: 1.0060 2021-02-20 11:30:51,559 - mmaction - INFO - Epoch [113][40/470] lr: 4.780e-01, eta: 2 days, 7:08:37, time: 2.239, data_time: 0.008, memory: 25994, top1_acc: 0.3987, top5_acc: 0.6572, loss_cls: 2.6840, loss: 2.6840, grad_norm: 1.0139 2021-02-20 11:31:35,835 - mmaction - INFO - Epoch [113][60/470] lr: 4.780e-01, eta: 2 days, 7:07:20, time: 2.213, data_time: 0.006, memory: 25994, top1_acc: 0.4034, top5_acc: 0.6513, loss_cls: 2.6885, loss: 2.6885, grad_norm: 1.0045 2021-02-20 11:32:19,502 - mmaction - INFO - Epoch [113][80/470] lr: 4.780e-01, eta: 2 days, 7:06:02, time: 2.180, data_time: 0.005, memory: 25994, top1_acc: 0.3987, top5_acc: 0.6511, loss_cls: 2.6764, loss: 2.6764, grad_norm: 1.0077 2021-02-20 11:33:05,363 - mmaction - INFO - Epoch [113][100/470] lr: 4.780e-01, eta: 2 days, 7:04:47, time: 2.293, data_time: 0.005, memory: 25994, top1_acc: 0.3993, top5_acc: 0.6497, loss_cls: 2.6899, loss: 2.6899, grad_norm: 1.0183 2021-02-20 11:33:50,475 - mmaction - INFO - Epoch [113][120/470] lr: 4.780e-01, eta: 2 days, 7:03:31, time: 2.253, data_time: 0.007, memory: 25994, top1_acc: 0.3983, top5_acc: 0.6562, loss_cls: 2.6952, loss: 2.6952, grad_norm: 1.0353 2021-02-20 11:34:35,970 - mmaction - INFO - Epoch [113][140/470] lr: 4.780e-01, eta: 2 days, 7:02:15, time: 2.282, data_time: 0.012, memory: 25994, top1_acc: 0.4010, top5_acc: 0.6529, loss_cls: 2.6887, loss: 2.6887, grad_norm: 1.0034 2021-02-20 11:35:21,921 - mmaction - INFO - Epoch [113][160/470] lr: 4.780e-01, eta: 2 days, 7:01:00, time: 2.296, data_time: 0.002, memory: 25994, top1_acc: 0.3918, top5_acc: 0.6463, loss_cls: 2.7210, loss: 2.7210, grad_norm: 1.0302 2021-02-20 11:36:05,195 - mmaction - INFO - Epoch [113][180/470] lr: 4.780e-01, eta: 2 days, 6:59:42, time: 2.165, data_time: 0.003, memory: 25994, top1_acc: 0.3955, top5_acc: 0.6505, loss_cls: 2.7053, loss: 2.7053, grad_norm: 1.0291 2021-02-20 11:36:50,128 - mmaction - INFO - Epoch [113][200/470] lr: 4.780e-01, eta: 2 days, 6:58:26, time: 2.244, data_time: 0.003, memory: 25994, top1_acc: 0.3935, top5_acc: 0.6493, loss_cls: 2.6980, loss: 2.6980, grad_norm: 1.0162 2021-02-20 11:37:37,211 - mmaction - INFO - Epoch [113][220/470] lr: 4.780e-01, eta: 2 days, 6:57:12, time: 2.355, data_time: 0.004, memory: 25994, top1_acc: 0.3911, top5_acc: 0.6471, loss_cls: 2.7316, loss: 2.7316, grad_norm: 1.0096 2021-02-20 11:38:21,987 - mmaction - INFO - Epoch [113][240/470] lr: 4.780e-01, eta: 2 days, 6:55:56, time: 2.240, data_time: 0.007, memory: 25994, top1_acc: 0.3937, top5_acc: 0.6431, loss_cls: 2.7203, loss: 2.7203, grad_norm: 1.0161 2021-02-20 11:39:05,416 - mmaction - INFO - Epoch [113][260/470] lr: 4.780e-01, eta: 2 days, 6:54:38, time: 2.170, data_time: 0.006, memory: 25994, top1_acc: 0.3896, top5_acc: 0.6422, loss_cls: 2.7408, loss: 2.7408, grad_norm: 1.0332 2021-02-20 11:39:49,390 - mmaction - INFO - Epoch [113][280/470] lr: 4.780e-01, eta: 2 days, 6:53:21, time: 2.201, data_time: 0.008, memory: 25994, top1_acc: 0.3990, top5_acc: 0.6485, loss_cls: 2.7169, loss: 2.7169, grad_norm: 1.0232 2021-02-20 11:40:34,028 - mmaction - INFO - Epoch [113][300/470] lr: 4.780e-01, eta: 2 days, 6:52:04, time: 2.231, data_time: 0.002, memory: 25994, top1_acc: 0.4017, top5_acc: 0.6525, loss_cls: 2.6888, loss: 2.6888, grad_norm: 1.0203 2021-02-20 11:41:18,233 - mmaction - INFO - Epoch [113][320/470] lr: 4.780e-01, eta: 2 days, 6:50:47, time: 2.210, data_time: 0.002, memory: 25994, top1_acc: 0.3904, top5_acc: 0.6486, loss_cls: 2.7069, loss: 2.7069, grad_norm: 1.0217 2021-02-20 11:42:01,224 - mmaction - INFO - Epoch [113][340/470] lr: 4.780e-01, eta: 2 days, 6:49:29, time: 2.149, data_time: 0.002, memory: 25994, top1_acc: 0.3946, top5_acc: 0.6432, loss_cls: 2.7069, loss: 2.7069, grad_norm: 1.0280 2021-02-20 11:42:46,752 - mmaction - INFO - Epoch [113][360/470] lr: 4.780e-01, eta: 2 days, 6:48:14, time: 2.277, data_time: 0.016, memory: 25994, top1_acc: 0.3991, top5_acc: 0.6502, loss_cls: 2.7062, loss: 2.7062, grad_norm: 1.0158 2021-02-20 11:43:30,598 - mmaction - INFO - Epoch [113][380/470] lr: 4.780e-01, eta: 2 days, 6:46:56, time: 2.192, data_time: 0.004, memory: 25994, top1_acc: 0.3985, top5_acc: 0.6495, loss_cls: 2.6808, loss: 2.6808, grad_norm: 1.0174 2021-02-20 11:44:13,900 - mmaction - INFO - Epoch [113][400/470] lr: 4.780e-01, eta: 2 days, 6:45:38, time: 2.164, data_time: 0.003, memory: 25994, top1_acc: 0.3916, top5_acc: 0.6467, loss_cls: 2.7452, loss: 2.7452, grad_norm: 1.0196 2021-02-20 11:44:59,297 - mmaction - INFO - Epoch [113][420/470] lr: 4.780e-01, eta: 2 days, 6:44:23, time: 2.270, data_time: 0.004, memory: 25994, top1_acc: 0.3899, top5_acc: 0.6441, loss_cls: 2.7445, loss: 2.7445, grad_norm: 1.0250 2021-02-20 11:45:43,595 - mmaction - INFO - Epoch [113][440/470] lr: 4.780e-01, eta: 2 days, 6:43:06, time: 2.213, data_time: 0.003, memory: 25994, top1_acc: 0.3931, top5_acc: 0.6433, loss_cls: 2.7378, loss: 2.7378, grad_norm: 1.0310 2021-02-20 11:46:28,850 - mmaction - INFO - Epoch [113][460/470] lr: 4.780e-01, eta: 2 days, 6:41:51, time: 2.266, data_time: 0.014, memory: 25994, top1_acc: 0.3915, top5_acc: 0.6363, loss_cls: 2.7578, loss: 2.7578, grad_norm: 1.0185 2021-02-20 11:51:36,239 - mmaction - INFO - Epoch [114][20/470] lr: 4.732e-01, eta: 2 days, 6:44:11, time: 13.433, data_time: 11.063, memory: 25994, top1_acc: 0.4018, top5_acc: 0.6607, loss_cls: 2.6519, loss: 2.6519, grad_norm: 1.0170 2021-02-20 11:52:19,095 - mmaction - INFO - Epoch [114][40/470] lr: 4.732e-01, eta: 2 days, 6:42:53, time: 2.144, data_time: 0.004, memory: 25994, top1_acc: 0.4043, top5_acc: 0.6586, loss_cls: 2.6594, loss: 2.6594, grad_norm: 1.0190 2021-02-20 11:53:04,628 - mmaction - INFO - Epoch [114][60/470] lr: 4.732e-01, eta: 2 days, 6:41:37, time: 2.275, data_time: 0.001, memory: 25994, top1_acc: 0.4100, top5_acc: 0.6605, loss_cls: 2.6453, loss: 2.6453, grad_norm: 1.0051 2021-02-20 11:53:49,941 - mmaction - INFO - Epoch [114][80/470] lr: 4.732e-01, eta: 2 days, 6:40:22, time: 2.267, data_time: 0.009, memory: 25994, top1_acc: 0.4012, top5_acc: 0.6537, loss_cls: 2.6866, loss: 2.6866, grad_norm: 1.0216 2021-02-20 11:54:34,905 - mmaction - INFO - Epoch [114][100/470] lr: 4.732e-01, eta: 2 days, 6:39:06, time: 2.244, data_time: 0.002, memory: 25994, top1_acc: 0.3975, top5_acc: 0.6476, loss_cls: 2.7106, loss: 2.7106, grad_norm: 1.0202 2021-02-20 11:55:18,476 - mmaction - INFO - Epoch [114][120/470] lr: 4.732e-01, eta: 2 days, 6:37:49, time: 2.181, data_time: 0.007, memory: 25994, top1_acc: 0.4075, top5_acc: 0.6498, loss_cls: 2.6797, loss: 2.6797, grad_norm: 1.0208 2021-02-20 11:56:02,625 - mmaction - INFO - Epoch [114][140/470] lr: 4.732e-01, eta: 2 days, 6:36:32, time: 2.207, data_time: 0.003, memory: 25994, top1_acc: 0.3892, top5_acc: 0.6434, loss_cls: 2.7405, loss: 2.7405, grad_norm: 1.0266 2021-02-20 11:56:48,112 - mmaction - INFO - Epoch [114][160/470] lr: 4.732e-01, eta: 2 days, 6:35:16, time: 2.273, data_time: 0.003, memory: 25994, top1_acc: 0.3931, top5_acc: 0.6538, loss_cls: 2.7083, loss: 2.7083, grad_norm: 1.0141 2021-02-20 11:57:32,641 - mmaction - INFO - Epoch [114][180/470] lr: 4.732e-01, eta: 2 days, 6:34:00, time: 2.226, data_time: 0.004, memory: 25994, top1_acc: 0.3962, top5_acc: 0.6469, loss_cls: 2.7013, loss: 2.7013, grad_norm: 1.0083 2021-02-20 11:58:17,743 - mmaction - INFO - Epoch [114][200/470] lr: 4.732e-01, eta: 2 days, 6:32:45, time: 2.256, data_time: 0.005, memory: 25994, top1_acc: 0.4094, top5_acc: 0.6590, loss_cls: 2.6759, loss: 2.6759, grad_norm: 1.0370 2021-02-20 11:59:01,179 - mmaction - INFO - Epoch [114][220/470] lr: 4.732e-01, eta: 2 days, 6:31:27, time: 2.173, data_time: 0.003, memory: 25994, top1_acc: 0.3960, top5_acc: 0.6424, loss_cls: 2.7215, loss: 2.7215, grad_norm: 1.0254 2021-02-20 11:59:47,608 - mmaction - INFO - Epoch [114][240/470] lr: 4.732e-01, eta: 2 days, 6:30:13, time: 2.320, data_time: 0.004, memory: 25994, top1_acc: 0.4038, top5_acc: 0.6553, loss_cls: 2.6920, loss: 2.6920, grad_norm: 1.0335 2021-02-20 12:00:30,473 - mmaction - INFO - Epoch [114][260/470] lr: 4.732e-01, eta: 2 days, 6:28:55, time: 2.146, data_time: 0.007, memory: 25994, top1_acc: 0.3982, top5_acc: 0.6396, loss_cls: 2.7325, loss: 2.7325, grad_norm: 1.0353 2021-02-20 12:01:13,794 - mmaction - INFO - Epoch [114][280/470] lr: 4.732e-01, eta: 2 days, 6:27:37, time: 2.166, data_time: 0.005, memory: 25994, top1_acc: 0.3958, top5_acc: 0.6446, loss_cls: 2.7205, loss: 2.7205, grad_norm: 1.0177 2021-02-20 12:01:57,756 - mmaction - INFO - Epoch [114][300/470] lr: 4.732e-01, eta: 2 days, 6:26:20, time: 2.198, data_time: 0.003, memory: 25994, top1_acc: 0.3935, top5_acc: 0.6461, loss_cls: 2.7211, loss: 2.7211, grad_norm: 1.0192 2021-02-20 12:02:43,576 - mmaction - INFO - Epoch [114][320/470] lr: 4.732e-01, eta: 2 days, 6:25:05, time: 2.286, data_time: 0.003, memory: 25994, top1_acc: 0.3927, top5_acc: 0.6508, loss_cls: 2.7205, loss: 2.7205, grad_norm: 1.0178 2021-02-20 12:03:26,947 - mmaction - INFO - Epoch [114][340/470] lr: 4.732e-01, eta: 2 days, 6:23:48, time: 2.172, data_time: 0.006, memory: 25994, top1_acc: 0.3901, top5_acc: 0.6406, loss_cls: 2.7433, loss: 2.7433, grad_norm: 1.0107 2021-02-20 12:04:10,446 - mmaction - INFO - Epoch [114][360/470] lr: 4.732e-01, eta: 2 days, 6:22:30, time: 2.176, data_time: 0.005, memory: 25994, top1_acc: 0.3973, top5_acc: 0.6527, loss_cls: 2.6999, loss: 2.6999, grad_norm: 1.0221 2021-02-20 12:04:54,389 - mmaction - INFO - Epoch [114][380/470] lr: 4.732e-01, eta: 2 days, 6:21:14, time: 2.198, data_time: 0.008, memory: 25994, top1_acc: 0.3967, top5_acc: 0.6508, loss_cls: 2.7047, loss: 2.7047, grad_norm: 1.0202 2021-02-20 12:05:39,107 - mmaction - INFO - Epoch [114][400/470] lr: 4.732e-01, eta: 2 days, 6:19:58, time: 2.236, data_time: 0.003, memory: 25994, top1_acc: 0.3991, top5_acc: 0.6563, loss_cls: 2.6756, loss: 2.6756, grad_norm: 1.0150 2021-02-20 12:06:23,754 - mmaction - INFO - Epoch [114][420/470] lr: 4.732e-01, eta: 2 days, 6:18:42, time: 2.229, data_time: 0.002, memory: 25994, top1_acc: 0.4017, top5_acc: 0.6521, loss_cls: 2.6951, loss: 2.6951, grad_norm: 1.0349 2021-02-20 12:07:07,548 - mmaction - INFO - Epoch [114][440/470] lr: 4.732e-01, eta: 2 days, 6:17:25, time: 2.191, data_time: 0.006, memory: 25994, top1_acc: 0.3885, top5_acc: 0.6443, loss_cls: 2.7361, loss: 2.7361, grad_norm: 1.0279 2021-02-20 12:07:52,059 - mmaction - INFO - Epoch [114][460/470] lr: 4.732e-01, eta: 2 days, 6:16:09, time: 2.224, data_time: 0.003, memory: 25994, top1_acc: 0.3944, top5_acc: 0.6404, loss_cls: 2.7337, loss: 2.7337, grad_norm: 1.0306 2021-02-20 12:12:47,774 - mmaction - INFO - Epoch [115][20/470] lr: 4.684e-01, eta: 2 days, 6:18:09, time: 12.740, data_time: 10.534, memory: 25994, top1_acc: 0.3987, top5_acc: 0.6445, loss_cls: 2.7015, loss: 2.7015, grad_norm: 1.0122 2021-02-20 12:13:30,577 - mmaction - INFO - Epoch [115][40/470] lr: 4.684e-01, eta: 2 days, 6:16:51, time: 2.141, data_time: 0.005, memory: 25994, top1_acc: 0.4020, top5_acc: 0.6550, loss_cls: 2.6615, loss: 2.6615, grad_norm: 1.0181 2021-02-20 12:14:14,800 - mmaction - INFO - Epoch [115][60/470] lr: 4.684e-01, eta: 2 days, 6:15:34, time: 2.208, data_time: 0.005, memory: 25994, top1_acc: 0.4072, top5_acc: 0.6643, loss_cls: 2.6462, loss: 2.6462, grad_norm: 1.0419 2021-02-20 12:15:00,395 - mmaction - INFO - Epoch [115][80/470] lr: 4.684e-01, eta: 2 days, 6:14:19, time: 2.280, data_time: 0.007, memory: 25994, top1_acc: 0.4020, top5_acc: 0.6561, loss_cls: 2.6653, loss: 2.6653, grad_norm: 1.0264 2021-02-20 12:15:44,450 - mmaction - INFO - Epoch [115][100/470] lr: 4.684e-01, eta: 2 days, 6:13:03, time: 2.202, data_time: 0.009, memory: 25994, top1_acc: 0.4005, top5_acc: 0.6517, loss_cls: 2.6834, loss: 2.6834, grad_norm: 1.0348 2021-02-20 12:16:27,834 - mmaction - INFO - Epoch [115][120/470] lr: 4.684e-01, eta: 2 days, 6:11:45, time: 2.174, data_time: 0.008, memory: 25994, top1_acc: 0.3983, top5_acc: 0.6469, loss_cls: 2.7032, loss: 2.7032, grad_norm: 1.0324 2021-02-20 12:17:14,157 - mmaction - INFO - Epoch [115][140/470] lr: 4.684e-01, eta: 2 days, 6:10:32, time: 2.316, data_time: 0.003, memory: 25994, top1_acc: 0.4089, top5_acc: 0.6571, loss_cls: 2.6693, loss: 2.6693, grad_norm: 1.0137 2021-02-20 12:18:00,717 - mmaction - INFO - Epoch [115][160/470] lr: 4.684e-01, eta: 2 days, 6:09:18, time: 2.328, data_time: 0.003, memory: 25994, top1_acc: 0.4002, top5_acc: 0.6552, loss_cls: 2.6810, loss: 2.6810, grad_norm: 1.0230 2021-02-20 12:18:45,879 - mmaction - INFO - Epoch [115][180/470] lr: 4.684e-01, eta: 2 days, 6:08:03, time: 2.258, data_time: 0.004, memory: 25994, top1_acc: 0.3978, top5_acc: 0.6519, loss_cls: 2.6826, loss: 2.6826, grad_norm: 1.0452 2021-02-20 12:19:30,812 - mmaction - INFO - Epoch [115][200/470] lr: 4.684e-01, eta: 2 days, 6:06:48, time: 2.247, data_time: 0.003, memory: 25994, top1_acc: 0.4013, top5_acc: 0.6494, loss_cls: 2.6904, loss: 2.6904, grad_norm: 1.0339 2021-02-20 12:20:16,695 - mmaction - INFO - Epoch [115][220/470] lr: 4.684e-01, eta: 2 days, 6:05:33, time: 2.294, data_time: 0.005, memory: 25994, top1_acc: 0.3929, top5_acc: 0.6346, loss_cls: 2.7326, loss: 2.7326, grad_norm: 1.0164 2021-02-20 12:21:08,662 - mmaction - INFO - Epoch [115][240/470] lr: 4.684e-01, eta: 2 days, 6:04:22, time: 2.395, data_time: 0.002, memory: 25994, top1_acc: 0.3918, top5_acc: 0.6479, loss_cls: 2.7146, loss: 2.7146, grad_norm: 1.0295 2021-02-20 12:21:59,061 - mmaction - INFO - Epoch [115][260/470] lr: 4.684e-01, eta: 2 days, 6:03:18, time: 2.723, data_time: 0.208, memory: 25994, top1_acc: 0.4015, top5_acc: 0.6530, loss_cls: 2.6712, loss: 2.6712, grad_norm: 1.0121 2021-02-20 12:22:42,634 - mmaction - INFO - Epoch [115][280/470] lr: 4.684e-01, eta: 2 days, 6:02:01, time: 2.177, data_time: 0.015, memory: 25994, top1_acc: 0.3989, top5_acc: 0.6506, loss_cls: 2.6840, loss: 2.6840, grad_norm: 1.0280 2021-02-20 12:23:28,669 - mmaction - INFO - Epoch [115][300/470] lr: 4.684e-01, eta: 2 days, 6:00:47, time: 2.302, data_time: 0.003, memory: 25994, top1_acc: 0.3985, top5_acc: 0.6550, loss_cls: 2.6922, loss: 2.6922, grad_norm: 1.0260 2021-02-20 12:24:12,429 - mmaction - INFO - Epoch [115][320/470] lr: 4.684e-01, eta: 2 days, 5:59:30, time: 2.187, data_time: 0.005, memory: 25994, top1_acc: 0.4045, top5_acc: 0.6510, loss_cls: 2.6886, loss: 2.6886, grad_norm: 1.0359 2021-02-20 12:24:55,570 - mmaction - INFO - Epoch [115][340/470] lr: 4.684e-01, eta: 2 days, 5:58:13, time: 2.158, data_time: 0.004, memory: 25994, top1_acc: 0.3971, top5_acc: 0.6556, loss_cls: 2.6936, loss: 2.6936, grad_norm: 1.0265 2021-02-20 12:25:38,758 - mmaction - INFO - Epoch [115][360/470] lr: 4.684e-01, eta: 2 days, 5:56:56, time: 2.159, data_time: 0.008, memory: 25994, top1_acc: 0.3892, top5_acc: 0.6469, loss_cls: 2.7216, loss: 2.7216, grad_norm: 1.0317 2021-02-20 12:26:22,110 - mmaction - INFO - Epoch [115][380/470] lr: 4.684e-01, eta: 2 days, 5:55:38, time: 2.166, data_time: 0.002, memory: 25994, top1_acc: 0.3902, top5_acc: 0.6438, loss_cls: 2.7378, loss: 2.7378, grad_norm: 1.0231 2021-02-20 12:27:07,992 - mmaction - INFO - Epoch [115][400/470] lr: 4.684e-01, eta: 2 days, 5:54:24, time: 2.293, data_time: 0.006, memory: 25994, top1_acc: 0.3932, top5_acc: 0.6528, loss_cls: 2.7181, loss: 2.7181, grad_norm: 1.0504 2021-02-20 12:27:51,712 - mmaction - INFO - Epoch [115][420/470] lr: 4.684e-01, eta: 2 days, 5:53:08, time: 2.190, data_time: 0.008, memory: 25994, top1_acc: 0.3899, top5_acc: 0.6364, loss_cls: 2.7372, loss: 2.7372, grad_norm: 1.0149 2021-02-20 12:28:34,754 - mmaction - INFO - Epoch [115][440/470] lr: 4.684e-01, eta: 2 days, 5:51:50, time: 2.151, data_time: 0.003, memory: 25994, top1_acc: 0.3876, top5_acc: 0.6405, loss_cls: 2.7412, loss: 2.7412, grad_norm: 1.0280 2021-02-20 12:29:20,767 - mmaction - INFO - Epoch [115][460/470] lr: 4.684e-01, eta: 2 days, 5:50:36, time: 2.292, data_time: 0.017, memory: 25994, top1_acc: 0.4026, top5_acc: 0.6569, loss_cls: 2.6629, loss: 2.6629, grad_norm: 1.0292 2021-02-20 12:36:26,516 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-20 12:36:27,286 - mmaction - INFO - top1_acc 0.4233 top5_acc 0.6941 2021-02-20 12:36:27,287 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-20 12:36:27,350 - mmaction - INFO - mean_acc 0.4233 2021-02-20 12:36:27,357 - mmaction - INFO - Epoch(val) [115][470] top1_acc: 0.4233, top5_acc: 0.6941, mean_class_accuracy: 0.4233 2021-02-20 12:40:28,452 - mmaction - INFO - Epoch [116][20/470] lr: 4.635e-01, eta: 2 days, 5:52:16, time: 12.052, data_time: 9.735, memory: 25994, top1_acc: 0.3995, top5_acc: 0.6499, loss_cls: 2.7007, loss: 2.7007, grad_norm: 1.0280 2021-02-20 12:41:12,172 - mmaction - INFO - Epoch [116][40/470] lr: 4.635e-01, eta: 2 days, 5:51:00, time: 2.182, data_time: 0.006, memory: 25994, top1_acc: 0.4027, top5_acc: 0.6538, loss_cls: 2.6617, loss: 2.6617, grad_norm: 1.0140 2021-02-20 12:41:56,014 - mmaction - INFO - Epoch [116][60/470] lr: 4.635e-01, eta: 2 days, 5:49:43, time: 2.197, data_time: 0.009, memory: 25994, top1_acc: 0.4001, top5_acc: 0.6482, loss_cls: 2.7035, loss: 2.7035, grad_norm: 1.0430 2021-02-20 12:42:40,514 - mmaction - INFO - Epoch [116][80/470] lr: 4.635e-01, eta: 2 days, 5:48:27, time: 2.223, data_time: 0.005, memory: 25994, top1_acc: 0.4058, top5_acc: 0.6633, loss_cls: 2.6466, loss: 2.6466, grad_norm: 1.0505 2021-02-20 12:43:23,922 - mmaction - INFO - Epoch [116][100/470] lr: 4.635e-01, eta: 2 days, 5:47:10, time: 2.170, data_time: 0.005, memory: 25994, top1_acc: 0.3928, top5_acc: 0.6474, loss_cls: 2.7135, loss: 2.7135, grad_norm: 1.0285 2021-02-20 12:44:07,436 - mmaction - INFO - Epoch [116][120/470] lr: 4.635e-01, eta: 2 days, 5:45:54, time: 2.175, data_time: 0.004, memory: 25994, top1_acc: 0.3951, top5_acc: 0.6477, loss_cls: 2.6911, loss: 2.6911, grad_norm: 1.0349 2021-02-20 12:44:51,648 - mmaction - INFO - Epoch [116][140/470] lr: 4.635e-01, eta: 2 days, 5:44:38, time: 2.213, data_time: 0.009, memory: 25994, top1_acc: 0.3998, top5_acc: 0.6525, loss_cls: 2.6801, loss: 2.6801, grad_norm: 1.0332 2021-02-20 12:45:34,907 - mmaction - INFO - Epoch [116][160/470] lr: 4.635e-01, eta: 2 days, 5:43:20, time: 2.162, data_time: 0.004, memory: 25994, top1_acc: 0.3875, top5_acc: 0.6426, loss_cls: 2.7447, loss: 2.7447, grad_norm: 1.0238 2021-02-20 12:46:19,395 - mmaction - INFO - Epoch [116][180/470] lr: 4.635e-01, eta: 2 days, 5:42:05, time: 2.225, data_time: 0.004, memory: 25994, top1_acc: 0.4064, top5_acc: 0.6576, loss_cls: 2.6540, loss: 2.6540, grad_norm: 1.0284 2021-02-20 12:47:03,721 - mmaction - INFO - Epoch [116][200/470] lr: 4.635e-01, eta: 2 days, 5:40:49, time: 2.217, data_time: 0.003, memory: 25994, top1_acc: 0.3984, top5_acc: 0.6527, loss_cls: 2.6944, loss: 2.6944, grad_norm: 1.0299 2021-02-20 12:47:47,576 - mmaction - INFO - Epoch [116][220/470] lr: 4.635e-01, eta: 2 days, 5:39:33, time: 2.191, data_time: 0.003, memory: 25994, top1_acc: 0.3906, top5_acc: 0.6471, loss_cls: 2.7310, loss: 2.7310, grad_norm: 1.0125 2021-02-20 12:48:30,431 - mmaction - INFO - Epoch [116][240/470] lr: 4.635e-01, eta: 2 days, 5:38:15, time: 2.144, data_time: 0.006, memory: 25994, top1_acc: 0.3955, top5_acc: 0.6503, loss_cls: 2.6996, loss: 2.6996, grad_norm: 1.0099 2021-02-20 12:49:14,021 - mmaction - INFO - Epoch [116][260/470] lr: 4.635e-01, eta: 2 days, 5:36:59, time: 2.179, data_time: 0.002, memory: 25994, top1_acc: 0.3979, top5_acc: 0.6516, loss_cls: 2.7029, loss: 2.7029, grad_norm: 1.0423 2021-02-20 12:49:59,227 - mmaction - INFO - Epoch [116][280/470] lr: 4.635e-01, eta: 2 days, 5:35:44, time: 2.260, data_time: 0.005, memory: 25994, top1_acc: 0.4084, top5_acc: 0.6558, loss_cls: 2.6518, loss: 2.6518, grad_norm: 1.0100 2021-02-20 12:50:45,306 - mmaction - INFO - Epoch [116][300/470] lr: 4.635e-01, eta: 2 days, 5:34:31, time: 2.303, data_time: 0.006, memory: 25994, top1_acc: 0.3989, top5_acc: 0.6487, loss_cls: 2.7057, loss: 2.7057, grad_norm: 1.0436 2021-02-20 12:51:29,045 - mmaction - INFO - Epoch [116][320/470] lr: 4.635e-01, eta: 2 days, 5:33:14, time: 2.188, data_time: 0.005, memory: 25994, top1_acc: 0.3982, top5_acc: 0.6539, loss_cls: 2.6819, loss: 2.6819, grad_norm: 1.0325 2021-02-20 12:52:12,879 - mmaction - INFO - Epoch [116][340/470] lr: 4.635e-01, eta: 2 days, 5:31:58, time: 2.187, data_time: 0.005, memory: 25994, top1_acc: 0.4050, top5_acc: 0.6573, loss_cls: 2.6663, loss: 2.6663, grad_norm: 1.0096 2021-02-20 12:52:57,259 - mmaction - INFO - Epoch [116][360/470] lr: 4.635e-01, eta: 2 days, 5:30:42, time: 2.223, data_time: 0.005, memory: 25994, top1_acc: 0.4096, top5_acc: 0.6542, loss_cls: 2.6719, loss: 2.6719, grad_norm: 1.0348 2021-02-20 12:53:44,089 - mmaction - INFO - Epoch [116][380/470] lr: 4.635e-01, eta: 2 days, 5:29:30, time: 2.342, data_time: 0.004, memory: 25994, top1_acc: 0.3982, top5_acc: 0.6504, loss_cls: 2.6995, loss: 2.6995, grad_norm: 1.0180 2021-02-20 12:54:28,631 - mmaction - INFO - Epoch [116][400/470] lr: 4.635e-01, eta: 2 days, 5:28:15, time: 2.225, data_time: 0.013, memory: 25994, top1_acc: 0.3973, top5_acc: 0.6487, loss_cls: 2.7127, loss: 2.7127, grad_norm: 1.0389 2021-02-20 12:55:14,327 - mmaction - INFO - Epoch [116][420/470] lr: 4.635e-01, eta: 2 days, 5:27:01, time: 2.282, data_time: 0.003, memory: 25994, top1_acc: 0.3961, top5_acc: 0.6432, loss_cls: 2.7348, loss: 2.7348, grad_norm: 1.0261 2021-02-20 12:55:57,878 - mmaction - INFO - Epoch [116][440/470] lr: 4.635e-01, eta: 2 days, 5:25:44, time: 2.181, data_time: 0.007, memory: 25994, top1_acc: 0.4049, top5_acc: 0.6585, loss_cls: 2.6673, loss: 2.6673, grad_norm: 1.0054 2021-02-20 12:56:42,251 - mmaction - INFO - Epoch [116][460/470] lr: 4.635e-01, eta: 2 days, 5:24:29, time: 2.220, data_time: 0.012, memory: 25994, top1_acc: 0.4007, top5_acc: 0.6496, loss_cls: 2.6925, loss: 2.6925, grad_norm: 1.0528 2021-02-20 12:57:17,871 - mmaction - INFO - Saving checkpoint at 116 epochs 2021-02-20 13:01:16,596 - mmaction - INFO - Epoch [117][20/470] lr: 4.587e-01, eta: 2 days, 5:26:01, time: 11.842, data_time: 9.620, memory: 25994, top1_acc: 0.4127, top5_acc: 0.6649, loss_cls: 2.6261, loss: 2.6261, grad_norm: 1.0222 2021-02-20 13:01:59,251 - mmaction - INFO - Epoch [117][40/470] lr: 4.587e-01, eta: 2 days, 5:24:44, time: 2.135, data_time: 0.008, memory: 25994, top1_acc: 0.4073, top5_acc: 0.6589, loss_cls: 2.6444, loss: 2.6444, grad_norm: 1.0166 2021-02-20 13:02:42,532 - mmaction - INFO - Epoch [117][60/470] lr: 4.587e-01, eta: 2 days, 5:23:27, time: 2.165, data_time: 0.005, memory: 25994, top1_acc: 0.3955, top5_acc: 0.6493, loss_cls: 2.6846, loss: 2.6846, grad_norm: 1.0332 2021-02-20 13:03:27,130 - mmaction - INFO - Epoch [117][80/470] lr: 4.587e-01, eta: 2 days, 5:22:12, time: 2.227, data_time: 0.001, memory: 25994, top1_acc: 0.3979, top5_acc: 0.6562, loss_cls: 2.6828, loss: 2.6828, grad_norm: 1.0406 2021-02-20 13:04:12,259 - mmaction - INFO - Epoch [117][100/470] lr: 4.587e-01, eta: 2 days, 5:20:57, time: 2.259, data_time: 0.007, memory: 25994, top1_acc: 0.3945, top5_acc: 0.6493, loss_cls: 2.7106, loss: 2.7106, grad_norm: 1.0386 2021-02-20 13:04:56,110 - mmaction - INFO - Epoch [117][120/470] lr: 4.587e-01, eta: 2 days, 5:19:41, time: 2.193, data_time: 0.006, memory: 25994, top1_acc: 0.4063, top5_acc: 0.6576, loss_cls: 2.6549, loss: 2.6549, grad_norm: 1.0194 2021-02-20 13:05:39,232 - mmaction - INFO - Epoch [117][140/470] lr: 4.587e-01, eta: 2 days, 5:18:24, time: 2.155, data_time: 0.004, memory: 25994, top1_acc: 0.3981, top5_acc: 0.6595, loss_cls: 2.7052, loss: 2.7052, grad_norm: 1.0451 2021-02-20 13:06:22,030 - mmaction - INFO - Epoch [117][160/470] lr: 4.587e-01, eta: 2 days, 5:17:07, time: 2.140, data_time: 0.003, memory: 25994, top1_acc: 0.4010, top5_acc: 0.6598, loss_cls: 2.6655, loss: 2.6655, grad_norm: 1.0359 2021-02-20 13:07:07,375 - mmaction - INFO - Epoch [117][180/470] lr: 4.587e-01, eta: 2 days, 5:15:53, time: 2.267, data_time: 0.004, memory: 25994, top1_acc: 0.3954, top5_acc: 0.6462, loss_cls: 2.7140, loss: 2.7140, grad_norm: 1.0399 2021-02-20 13:07:51,302 - mmaction - INFO - Epoch [117][200/470] lr: 4.587e-01, eta: 2 days, 5:14:37, time: 2.196, data_time: 0.003, memory: 25994, top1_acc: 0.3967, top5_acc: 0.6533, loss_cls: 2.6855, loss: 2.6855, grad_norm: 1.0203 2021-02-20 13:08:35,484 - mmaction - INFO - Epoch [117][220/470] lr: 4.587e-01, eta: 2 days, 5:13:22, time: 2.211, data_time: 0.005, memory: 25994, top1_acc: 0.3975, top5_acc: 0.6460, loss_cls: 2.7318, loss: 2.7318, grad_norm: 1.0567 2021-02-20 13:09:18,871 - mmaction - INFO - Epoch [117][240/470] lr: 4.587e-01, eta: 2 days, 5:12:05, time: 2.169, data_time: 0.004, memory: 25994, top1_acc: 0.3950, top5_acc: 0.6426, loss_cls: 2.7222, loss: 2.7222, grad_norm: 1.0154 2021-02-20 13:10:02,418 - mmaction - INFO - Epoch [117][260/470] lr: 4.587e-01, eta: 2 days, 5:10:49, time: 2.175, data_time: 0.003, memory: 25994, top1_acc: 0.4019, top5_acc: 0.6518, loss_cls: 2.6767, loss: 2.6767, grad_norm: 1.0402 2021-02-20 13:10:48,107 - mmaction - INFO - Epoch [117][280/470] lr: 4.587e-01, eta: 2 days, 5:09:35, time: 2.285, data_time: 0.014, memory: 25994, top1_acc: 0.4046, top5_acc: 0.6508, loss_cls: 2.6608, loss: 2.6608, grad_norm: 1.0340 2021-02-20 13:11:40,620 - mmaction - INFO - Epoch [117][300/470] lr: 4.587e-01, eta: 2 days, 5:08:30, time: 2.625, data_time: 0.006, memory: 25994, top1_acc: 0.4028, top5_acc: 0.6514, loss_cls: 2.7010, loss: 2.7010, grad_norm: 1.0165 2021-02-20 13:12:23,767 - mmaction - INFO - Epoch [117][320/470] lr: 4.587e-01, eta: 2 days, 5:07:13, time: 2.160, data_time: 0.008, memory: 25994, top1_acc: 0.4066, top5_acc: 0.6570, loss_cls: 2.6482, loss: 2.6482, grad_norm: 1.0576 2021-02-20 13:13:08,574 - mmaction - INFO - Epoch [117][340/470] lr: 4.587e-01, eta: 2 days, 5:05:58, time: 2.240, data_time: 0.002, memory: 25994, top1_acc: 0.3932, top5_acc: 0.6487, loss_cls: 2.7238, loss: 2.7238, grad_norm: 1.0378 2021-02-20 13:13:51,789 - mmaction - INFO - Epoch [117][360/470] lr: 4.587e-01, eta: 2 days, 5:04:42, time: 2.162, data_time: 0.004, memory: 25994, top1_acc: 0.3979, top5_acc: 0.6517, loss_cls: 2.6919, loss: 2.6919, grad_norm: 1.0433 2021-02-20 13:14:36,672 - mmaction - INFO - Epoch [117][380/470] lr: 4.587e-01, eta: 2 days, 5:03:27, time: 2.243, data_time: 0.002, memory: 25994, top1_acc: 0.3964, top5_acc: 0.6466, loss_cls: 2.7121, loss: 2.7121, grad_norm: 1.0478 2021-02-20 13:15:20,454 - mmaction - INFO - Epoch [117][400/470] lr: 4.587e-01, eta: 2 days, 5:02:12, time: 2.190, data_time: 0.003, memory: 25994, top1_acc: 0.3971, top5_acc: 0.6492, loss_cls: 2.7071, loss: 2.7071, grad_norm: 1.0385 2021-02-20 13:16:09,746 - mmaction - INFO - Epoch [117][420/470] lr: 4.587e-01, eta: 2 days, 5:01:02, time: 2.462, data_time: 0.004, memory: 25994, top1_acc: 0.3933, top5_acc: 0.6429, loss_cls: 2.7328, loss: 2.7328, grad_norm: 1.0395 2021-02-20 13:16:58,443 - mmaction - INFO - Epoch [117][440/470] lr: 4.587e-01, eta: 2 days, 4:59:53, time: 2.437, data_time: 0.006, memory: 25994, top1_acc: 0.3984, top5_acc: 0.6472, loss_cls: 2.7012, loss: 2.7012, grad_norm: 1.0337 2021-02-20 13:17:44,375 - mmaction - INFO - Epoch [117][460/470] lr: 4.587e-01, eta: 2 days, 4:58:39, time: 2.296, data_time: 0.003, memory: 25994, top1_acc: 0.3962, top5_acc: 0.6535, loss_cls: 2.6926, loss: 2.6926, grad_norm: 1.0289 2021-02-20 13:23:00,503 - mmaction - INFO - Epoch [118][20/470] lr: 4.538e-01, eta: 2 days, 5:01:02, time: 14.067, data_time: 11.852, memory: 25994, top1_acc: 0.4042, top5_acc: 0.6509, loss_cls: 2.6892, loss: 2.6892, grad_norm: 1.0326 2021-02-20 13:23:44,256 - mmaction - INFO - Epoch [118][40/470] lr: 4.538e-01, eta: 2 days, 4:59:46, time: 2.192, data_time: 0.009, memory: 25994, top1_acc: 0.4075, top5_acc: 0.6578, loss_cls: 2.6507, loss: 2.6507, grad_norm: 1.0308 2021-02-20 13:24:27,609 - mmaction - INFO - Epoch [118][60/470] lr: 4.538e-01, eta: 2 days, 4:58:30, time: 2.168, data_time: 0.002, memory: 25994, top1_acc: 0.4152, top5_acc: 0.6521, loss_cls: 2.6561, loss: 2.6561, grad_norm: 1.0362 2021-02-20 13:25:13,451 - mmaction - INFO - Epoch [118][80/470] lr: 4.538e-01, eta: 2 days, 4:57:16, time: 2.288, data_time: 0.001, memory: 25994, top1_acc: 0.4020, top5_acc: 0.6537, loss_cls: 2.6676, loss: 2.6676, grad_norm: 1.0421 2021-02-20 13:25:57,840 - mmaction - INFO - Epoch [118][100/470] lr: 4.538e-01, eta: 2 days, 4:56:01, time: 2.223, data_time: 0.008, memory: 25994, top1_acc: 0.4017, top5_acc: 0.6619, loss_cls: 2.6547, loss: 2.6547, grad_norm: 1.0402 2021-02-20 13:26:43,367 - mmaction - INFO - Epoch [118][120/470] lr: 4.538e-01, eta: 2 days, 4:54:48, time: 2.276, data_time: 0.005, memory: 25994, top1_acc: 0.3937, top5_acc: 0.6517, loss_cls: 2.7002, loss: 2.7002, grad_norm: 1.0449 2021-02-20 13:27:26,209 - mmaction - INFO - Epoch [118][140/470] lr: 4.538e-01, eta: 2 days, 4:53:31, time: 2.141, data_time: 0.003, memory: 25994, top1_acc: 0.4070, top5_acc: 0.6604, loss_cls: 2.6506, loss: 2.6506, grad_norm: 1.0391 2021-02-20 13:28:11,108 - mmaction - INFO - Epoch [118][160/470] lr: 4.538e-01, eta: 2 days, 4:52:16, time: 2.245, data_time: 0.003, memory: 25994, top1_acc: 0.4065, top5_acc: 0.6668, loss_cls: 2.6380, loss: 2.6380, grad_norm: 1.0331 2021-02-20 13:28:54,598 - mmaction - INFO - Epoch [118][180/470] lr: 4.538e-01, eta: 2 days, 4:51:00, time: 2.172, data_time: 0.004, memory: 25994, top1_acc: 0.4017, top5_acc: 0.6579, loss_cls: 2.6680, loss: 2.6680, grad_norm: 1.0487 2021-02-20 13:29:37,612 - mmaction - INFO - Epoch [118][200/470] lr: 4.538e-01, eta: 2 days, 4:49:44, time: 2.154, data_time: 0.009, memory: 25994, top1_acc: 0.3950, top5_acc: 0.6465, loss_cls: 2.7096, loss: 2.7096, grad_norm: 1.0463 2021-02-20 13:30:24,078 - mmaction - INFO - Epoch [118][220/470] lr: 4.538e-01, eta: 2 days, 4:48:31, time: 2.323, data_time: 0.004, memory: 25994, top1_acc: 0.4040, top5_acc: 0.6527, loss_cls: 2.6809, loss: 2.6809, grad_norm: 1.0398 2021-02-20 13:31:08,574 - mmaction - INFO - Epoch [118][240/470] lr: 4.538e-01, eta: 2 days, 4:47:17, time: 2.226, data_time: 0.005, memory: 25994, top1_acc: 0.4065, top5_acc: 0.6586, loss_cls: 2.6685, loss: 2.6685, grad_norm: 1.0299 2021-02-20 13:31:52,563 - mmaction - INFO - Epoch [118][260/470] lr: 4.538e-01, eta: 2 days, 4:46:01, time: 2.199, data_time: 0.002, memory: 25994, top1_acc: 0.3995, top5_acc: 0.6511, loss_cls: 2.6766, loss: 2.6766, grad_norm: 1.0398 2021-02-20 13:32:36,819 - mmaction - INFO - Epoch [118][280/470] lr: 4.538e-01, eta: 2 days, 4:44:46, time: 2.209, data_time: 0.003, memory: 25994, top1_acc: 0.4024, top5_acc: 0.6582, loss_cls: 2.6464, loss: 2.6464, grad_norm: 1.0217 2021-02-20 13:33:20,448 - mmaction - INFO - Epoch [118][300/470] lr: 4.538e-01, eta: 2 days, 4:43:30, time: 2.183, data_time: 0.006, memory: 25994, top1_acc: 0.4084, top5_acc: 0.6557, loss_cls: 2.6544, loss: 2.6544, grad_norm: 1.0208 2021-02-20 13:34:04,179 - mmaction - INFO - Epoch [118][320/470] lr: 4.538e-01, eta: 2 days, 4:42:15, time: 2.185, data_time: 0.012, memory: 25994, top1_acc: 0.3982, top5_acc: 0.6492, loss_cls: 2.7077, loss: 2.7077, grad_norm: 1.0478 2021-02-20 13:34:47,524 - mmaction - INFO - Epoch [118][340/470] lr: 4.538e-01, eta: 2 days, 4:40:59, time: 2.169, data_time: 0.007, memory: 25994, top1_acc: 0.3989, top5_acc: 0.6521, loss_cls: 2.6988, loss: 2.6988, grad_norm: 1.0263 2021-02-20 13:35:34,502 - mmaction - INFO - Epoch [118][360/470] lr: 4.538e-01, eta: 2 days, 4:39:47, time: 2.349, data_time: 0.006, memory: 25994, top1_acc: 0.3930, top5_acc: 0.6474, loss_cls: 2.7222, loss: 2.7222, grad_norm: 1.0421 2021-02-20 13:36:19,972 - mmaction - INFO - Epoch [118][380/470] lr: 4.538e-01, eta: 2 days, 4:38:33, time: 2.270, data_time: 0.006, memory: 25994, top1_acc: 0.3965, top5_acc: 0.6544, loss_cls: 2.6970, loss: 2.6970, grad_norm: 1.0381 2021-02-20 13:37:05,401 - mmaction - INFO - Epoch [118][400/470] lr: 4.538e-01, eta: 2 days, 4:37:20, time: 2.272, data_time: 0.010, memory: 25994, top1_acc: 0.3998, top5_acc: 0.6526, loss_cls: 2.7123, loss: 2.7123, grad_norm: 1.0336 2021-02-20 13:37:48,627 - mmaction - INFO - Epoch [118][420/470] lr: 4.538e-01, eta: 2 days, 4:36:04, time: 2.165, data_time: 0.007, memory: 25994, top1_acc: 0.4062, top5_acc: 0.6458, loss_cls: 2.6948, loss: 2.6948, grad_norm: 1.0235 2021-02-20 13:38:32,176 - mmaction - INFO - Epoch [118][440/470] lr: 4.538e-01, eta: 2 days, 4:34:48, time: 2.178, data_time: 0.006, memory: 25994, top1_acc: 0.4071, top5_acc: 0.6620, loss_cls: 2.6585, loss: 2.6585, grad_norm: 1.0345 2021-02-20 13:39:17,604 - mmaction - INFO - Epoch [118][460/470] lr: 4.538e-01, eta: 2 days, 4:33:35, time: 2.271, data_time: 0.003, memory: 25994, top1_acc: 0.3958, top5_acc: 0.6463, loss_cls: 2.7165, loss: 2.7165, grad_norm: 1.0489 2021-02-20 13:43:51,441 - mmaction - INFO - Epoch [119][20/470] lr: 4.490e-01, eta: 2 days, 4:35:07, time: 12.040, data_time: 9.834, memory: 25994, top1_acc: 0.4116, top5_acc: 0.6561, loss_cls: 2.6282, loss: 2.6282, grad_norm: 1.0272 2021-02-20 13:44:35,396 - mmaction - INFO - Epoch [119][40/470] lr: 4.490e-01, eta: 2 days, 4:33:51, time: 2.201, data_time: 0.011, memory: 25994, top1_acc: 0.4161, top5_acc: 0.6610, loss_cls: 2.6303, loss: 2.6303, grad_norm: 1.0254 2021-02-20 13:45:20,285 - mmaction - INFO - Epoch [119][60/470] lr: 4.490e-01, eta: 2 days, 4:32:37, time: 2.245, data_time: 0.007, memory: 25994, top1_acc: 0.4010, top5_acc: 0.6602, loss_cls: 2.6526, loss: 2.6526, grad_norm: 1.0423 2021-02-20 13:46:04,184 - mmaction - INFO - Epoch [119][80/470] lr: 4.490e-01, eta: 2 days, 4:31:22, time: 2.195, data_time: 0.004, memory: 25994, top1_acc: 0.4080, top5_acc: 0.6599, loss_cls: 2.6425, loss: 2.6425, grad_norm: 1.0386 2021-02-20 13:46:50,232 - mmaction - INFO - Epoch [119][100/470] lr: 4.490e-01, eta: 2 days, 4:30:09, time: 2.295, data_time: 0.006, memory: 25994, top1_acc: 0.4050, top5_acc: 0.6569, loss_cls: 2.6577, loss: 2.6577, grad_norm: 1.0532 2021-02-20 13:47:33,928 - mmaction - INFO - Epoch [119][120/470] lr: 4.490e-01, eta: 2 days, 4:28:54, time: 2.193, data_time: 0.011, memory: 25994, top1_acc: 0.4088, top5_acc: 0.6646, loss_cls: 2.6353, loss: 2.6353, grad_norm: 1.0626 2021-02-20 13:48:17,963 - mmaction - INFO - Epoch [119][140/470] lr: 4.490e-01, eta: 2 days, 4:27:39, time: 2.196, data_time: 0.006, memory: 25994, top1_acc: 0.4015, top5_acc: 0.6587, loss_cls: 2.6727, loss: 2.6727, grad_norm: 1.0329 2021-02-20 13:49:01,375 - mmaction - INFO - Epoch [119][160/470] lr: 4.490e-01, eta: 2 days, 4:26:23, time: 2.176, data_time: 0.018, memory: 25994, top1_acc: 0.4055, top5_acc: 0.6594, loss_cls: 2.6676, loss: 2.6676, grad_norm: 1.0542 2021-02-20 13:49:46,050 - mmaction - INFO - Epoch [119][180/470] lr: 4.490e-01, eta: 2 days, 4:25:09, time: 2.231, data_time: 0.001, memory: 25994, top1_acc: 0.3979, top5_acc: 0.6517, loss_cls: 2.6693, loss: 2.6693, grad_norm: 1.0406 2021-02-20 13:50:29,678 - mmaction - INFO - Epoch [119][200/470] lr: 4.490e-01, eta: 2 days, 4:23:53, time: 2.184, data_time: 0.006, memory: 25994, top1_acc: 0.4040, top5_acc: 0.6557, loss_cls: 2.6914, loss: 2.6914, grad_norm: 1.0394 2021-02-20 13:51:13,184 - mmaction - INFO - Epoch [119][220/470] lr: 4.490e-01, eta: 2 days, 4:22:38, time: 2.175, data_time: 0.004, memory: 25994, top1_acc: 0.3965, top5_acc: 0.6479, loss_cls: 2.7132, loss: 2.7132, grad_norm: 1.0286 2021-02-20 13:51:59,176 - mmaction - INFO - Epoch [119][240/470] lr: 4.490e-01, eta: 2 days, 4:21:25, time: 2.299, data_time: 0.003, memory: 25994, top1_acc: 0.3999, top5_acc: 0.6541, loss_cls: 2.6648, loss: 2.6648, grad_norm: 1.0480 2021-02-20 13:52:43,121 - mmaction - INFO - Epoch [119][260/470] lr: 4.490e-01, eta: 2 days, 4:20:10, time: 2.199, data_time: 0.007, memory: 25994, top1_acc: 0.3945, top5_acc: 0.6517, loss_cls: 2.6977, loss: 2.6977, grad_norm: 1.0422 2021-02-20 13:53:31,888 - mmaction - INFO - Epoch [119][280/470] lr: 4.490e-01, eta: 2 days, 4:19:01, time: 2.436, data_time: 0.002, memory: 25994, top1_acc: 0.4106, top5_acc: 0.6570, loss_cls: 2.6369, loss: 2.6369, grad_norm: 1.0444 2021-02-20 13:54:23,116 - mmaction - INFO - Epoch [119][300/470] lr: 4.490e-01, eta: 2 days, 4:17:54, time: 2.562, data_time: 0.147, memory: 25994, top1_acc: 0.4108, top5_acc: 0.6626, loss_cls: 2.6261, loss: 2.6261, grad_norm: 1.0567 2021-02-20 13:55:08,910 - mmaction - INFO - Epoch [119][320/470] lr: 4.490e-01, eta: 2 days, 4:16:41, time: 2.291, data_time: 0.004, memory: 25994, top1_acc: 0.4061, top5_acc: 0.6592, loss_cls: 2.6529, loss: 2.6529, grad_norm: 1.0395 2021-02-20 13:55:52,988 - mmaction - INFO - Epoch [119][340/470] lr: 4.490e-01, eta: 2 days, 4:15:26, time: 2.203, data_time: 0.004, memory: 25994, top1_acc: 0.3965, top5_acc: 0.6544, loss_cls: 2.6930, loss: 2.6930, grad_norm: 1.0430 2021-02-20 13:56:36,595 - mmaction - INFO - Epoch [119][360/470] lr: 4.490e-01, eta: 2 days, 4:14:11, time: 2.181, data_time: 0.002, memory: 25994, top1_acc: 0.4113, top5_acc: 0.6635, loss_cls: 2.6445, loss: 2.6445, grad_norm: 1.0476 2021-02-20 13:57:19,705 - mmaction - INFO - Epoch [119][380/470] lr: 4.490e-01, eta: 2 days, 4:12:55, time: 2.156, data_time: 0.002, memory: 25994, top1_acc: 0.4021, top5_acc: 0.6479, loss_cls: 2.6937, loss: 2.6937, grad_norm: 1.0223 2021-02-20 13:58:03,074 - mmaction - INFO - Epoch [119][400/470] lr: 4.490e-01, eta: 2 days, 4:11:40, time: 2.169, data_time: 0.001, memory: 25994, top1_acc: 0.3939, top5_acc: 0.6532, loss_cls: 2.6821, loss: 2.6821, grad_norm: 1.0671 2021-02-20 13:58:47,753 - mmaction - INFO - Epoch [119][420/470] lr: 4.490e-01, eta: 2 days, 4:10:26, time: 2.231, data_time: 0.002, memory: 25994, top1_acc: 0.3976, top5_acc: 0.6464, loss_cls: 2.6887, loss: 2.6887, grad_norm: 1.0337 2021-02-20 13:59:32,945 - mmaction - INFO - Epoch [119][440/470] lr: 4.490e-01, eta: 2 days, 4:09:12, time: 2.261, data_time: 0.021, memory: 25994, top1_acc: 0.3952, top5_acc: 0.6506, loss_cls: 2.6900, loss: 2.6900, grad_norm: 1.0314 2021-02-20 14:00:18,239 - mmaction - INFO - Epoch [119][460/470] lr: 4.490e-01, eta: 2 days, 4:07:59, time: 2.266, data_time: 0.005, memory: 25994, top1_acc: 0.4016, top5_acc: 0.6529, loss_cls: 2.6940, loss: 2.6940, grad_norm: 1.0478 2021-02-20 14:04:55,399 - mmaction - INFO - Epoch [120][20/470] lr: 4.441e-01, eta: 2 days, 4:09:31, time: 12.181, data_time: 9.921, memory: 25994, top1_acc: 0.4023, top5_acc: 0.6604, loss_cls: 2.6444, loss: 2.6444, grad_norm: 1.0546 2021-02-20 14:05:46,897 - mmaction - INFO - Epoch [120][40/470] lr: 4.441e-01, eta: 2 days, 4:08:25, time: 2.577, data_time: 0.008, memory: 25994, top1_acc: 0.4124, top5_acc: 0.6692, loss_cls: 2.6085, loss: 2.6085, grad_norm: 1.0334 2021-02-20 14:06:29,990 - mmaction - INFO - Epoch [120][60/470] lr: 4.441e-01, eta: 2 days, 4:07:09, time: 2.155, data_time: 0.003, memory: 25994, top1_acc: 0.4081, top5_acc: 0.6602, loss_cls: 2.6361, loss: 2.6361, grad_norm: 1.0662 2021-02-20 14:07:14,200 - mmaction - INFO - Epoch [120][80/470] lr: 4.441e-01, eta: 2 days, 4:05:55, time: 2.211, data_time: 0.001, memory: 25994, top1_acc: 0.4082, top5_acc: 0.6564, loss_cls: 2.6546, loss: 2.6546, grad_norm: 1.0263 2021-02-20 14:07:59,218 - mmaction - INFO - Epoch [120][100/470] lr: 4.441e-01, eta: 2 days, 4:04:41, time: 2.243, data_time: 0.006, memory: 25994, top1_acc: 0.4115, top5_acc: 0.6652, loss_cls: 2.6123, loss: 2.6123, grad_norm: 1.0473 2021-02-20 14:08:43,282 - mmaction - INFO - Epoch [120][120/470] lr: 4.441e-01, eta: 2 days, 4:03:26, time: 2.209, data_time: 0.018, memory: 25994, top1_acc: 0.4103, top5_acc: 0.6628, loss_cls: 2.6156, loss: 2.6156, grad_norm: 1.0369 2021-02-20 14:09:27,042 - mmaction - INFO - Epoch [120][140/470] lr: 4.441e-01, eta: 2 days, 4:02:11, time: 2.186, data_time: 0.005, memory: 25994, top1_acc: 0.4081, top5_acc: 0.6607, loss_cls: 2.6394, loss: 2.6394, grad_norm: 1.0316 2021-02-20 14:10:11,913 - mmaction - INFO - Epoch [120][160/470] lr: 4.441e-01, eta: 2 days, 4:00:58, time: 2.246, data_time: 0.010, memory: 25994, top1_acc: 0.3996, top5_acc: 0.6618, loss_cls: 2.6305, loss: 2.6305, grad_norm: 1.0477 2021-02-20 14:10:55,596 - mmaction - INFO - Epoch [120][180/470] lr: 4.441e-01, eta: 2 days, 3:59:43, time: 2.184, data_time: 0.004, memory: 25994, top1_acc: 0.4003, top5_acc: 0.6556, loss_cls: 2.6773, loss: 2.6773, grad_norm: 1.0463 2021-02-20 14:11:44,204 - mmaction - INFO - Epoch [120][200/470] lr: 4.441e-01, eta: 2 days, 3:58:33, time: 2.429, data_time: 0.005, memory: 25994, top1_acc: 0.3968, top5_acc: 0.6555, loss_cls: 2.6766, loss: 2.6766, grad_norm: 1.0375 2021-02-20 14:12:28,706 - mmaction - INFO - Epoch [120][220/470] lr: 4.441e-01, eta: 2 days, 3:57:19, time: 2.226, data_time: 0.004, memory: 25994, top1_acc: 0.4117, top5_acc: 0.6585, loss_cls: 2.6322, loss: 2.6322, grad_norm: 1.0446 2021-02-20 14:13:13,568 - mmaction - INFO - Epoch [120][240/470] lr: 4.441e-01, eta: 2 days, 3:56:06, time: 2.244, data_time: 0.004, memory: 25994, top1_acc: 0.3958, top5_acc: 0.6466, loss_cls: 2.7078, loss: 2.7078, grad_norm: 1.0376 2021-02-20 14:13:57,298 - mmaction - INFO - Epoch [120][260/470] lr: 4.441e-01, eta: 2 days, 3:54:51, time: 2.185, data_time: 0.002, memory: 25994, top1_acc: 0.4001, top5_acc: 0.6566, loss_cls: 2.6743, loss: 2.6743, grad_norm: 1.0557 2021-02-20 14:14:41,305 - mmaction - INFO - Epoch [120][280/470] lr: 4.441e-01, eta: 2 days, 3:53:36, time: 2.202, data_time: 0.004, memory: 25994, top1_acc: 0.3984, top5_acc: 0.6563, loss_cls: 2.6788, loss: 2.6788, grad_norm: 1.0288 2021-02-20 14:15:25,274 - mmaction - INFO - Epoch [120][300/470] lr: 4.441e-01, eta: 2 days, 3:52:22, time: 2.197, data_time: 0.002, memory: 25994, top1_acc: 0.4006, top5_acc: 0.6502, loss_cls: 2.6917, loss: 2.6917, grad_norm: 1.0608 2021-02-20 14:16:09,059 - mmaction - INFO - Epoch [120][320/470] lr: 4.441e-01, eta: 2 days, 3:51:07, time: 2.190, data_time: 0.004, memory: 25994, top1_acc: 0.4082, top5_acc: 0.6609, loss_cls: 2.6527, loss: 2.6527, grad_norm: 1.0501 2021-02-20 14:16:57,673 - mmaction - INFO - Epoch [120][340/470] lr: 4.441e-01, eta: 2 days, 3:49:57, time: 2.430, data_time: 0.005, memory: 25994, top1_acc: 0.4002, top5_acc: 0.6513, loss_cls: 2.6972, loss: 2.6972, grad_norm: 1.0526 2021-02-20 14:17:42,019 - mmaction - INFO - Epoch [120][360/470] lr: 4.441e-01, eta: 2 days, 3:48:43, time: 2.216, data_time: 0.006, memory: 25994, top1_acc: 0.3952, top5_acc: 0.6493, loss_cls: 2.6930, loss: 2.6930, grad_norm: 1.0426 2021-02-20 14:18:25,471 - mmaction - INFO - Epoch [120][380/470] lr: 4.441e-01, eta: 2 days, 3:47:28, time: 2.176, data_time: 0.013, memory: 25994, top1_acc: 0.4160, top5_acc: 0.6654, loss_cls: 2.6147, loss: 2.6147, grad_norm: 1.0340 2021-02-20 14:19:08,391 - mmaction - INFO - Epoch [120][400/470] lr: 4.441e-01, eta: 2 days, 3:46:13, time: 2.145, data_time: 0.002, memory: 25994, top1_acc: 0.4049, top5_acc: 0.6549, loss_cls: 2.6727, loss: 2.6727, grad_norm: 1.0612 2021-02-20 14:19:58,694 - mmaction - INFO - Epoch [120][420/470] lr: 4.441e-01, eta: 2 days, 3:45:05, time: 2.515, data_time: 0.005, memory: 25994, top1_acc: 0.4126, top5_acc: 0.6610, loss_cls: 2.6410, loss: 2.6410, grad_norm: 1.0496 2021-02-20 14:20:45,757 - mmaction - INFO - Epoch [120][440/470] lr: 4.441e-01, eta: 2 days, 3:43:54, time: 2.340, data_time: 0.005, memory: 25994, top1_acc: 0.4044, top5_acc: 0.6521, loss_cls: 2.6779, loss: 2.6779, grad_norm: 1.0328 2021-02-20 14:21:39,132 - mmaction - INFO - Epoch [120][460/470] lr: 4.441e-01, eta: 2 days, 3:42:51, time: 2.682, data_time: 0.018, memory: 25994, top1_acc: 0.4055, top5_acc: 0.6565, loss_cls: 2.6713, loss: 2.6713, grad_norm: 1.0303 2021-02-20 14:22:12,086 - mmaction - INFO - Saving checkpoint at 120 epochs 2021-02-20 14:29:01,872 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-20 14:29:02,653 - mmaction - INFO - top1_acc 0.4332 top5_acc 0.6994 2021-02-20 14:29:02,653 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-20 14:29:02,711 - mmaction - INFO - mean_acc 0.4332 2021-02-20 14:29:02,718 - mmaction - INFO - Epoch(val) [120][470] top1_acc: 0.4332, top5_acc: 0.6994, mean_class_accuracy: 0.4332 2021-02-20 14:32:51,660 - mmaction - INFO - Epoch [121][20/470] lr: 4.392e-01, eta: 2 days, 3:44:04, time: 11.444, data_time: 9.192, memory: 25994, top1_acc: 0.4068, top5_acc: 0.6646, loss_cls: 2.6287, loss: 2.6287, grad_norm: 1.0481 2021-02-20 14:33:35,251 - mmaction - INFO - Epoch [121][40/470] lr: 4.392e-01, eta: 2 days, 3:42:49, time: 2.179, data_time: 0.005, memory: 25994, top1_acc: 0.4127, top5_acc: 0.6628, loss_cls: 2.6325, loss: 2.6325, grad_norm: 1.0571 2021-02-20 14:34:18,787 - mmaction - INFO - Epoch [121][60/470] lr: 4.392e-01, eta: 2 days, 3:41:34, time: 2.178, data_time: 0.007, memory: 25994, top1_acc: 0.4135, top5_acc: 0.6596, loss_cls: 2.6177, loss: 2.6177, grad_norm: 1.0386 2021-02-20 14:35:02,377 - mmaction - INFO - Epoch [121][80/470] lr: 4.392e-01, eta: 2 days, 3:40:19, time: 2.175, data_time: 0.003, memory: 25994, top1_acc: 0.4199, top5_acc: 0.6661, loss_cls: 2.6140, loss: 2.6140, grad_norm: 1.0567 2021-02-20 14:35:46,371 - mmaction - INFO - Epoch [121][100/470] lr: 4.392e-01, eta: 2 days, 3:39:04, time: 2.204, data_time: 0.008, memory: 25994, top1_acc: 0.4146, top5_acc: 0.6707, loss_cls: 2.6065, loss: 2.6065, grad_norm: 1.0462 2021-02-20 14:36:30,408 - mmaction - INFO - Epoch [121][120/470] lr: 4.392e-01, eta: 2 days, 3:37:50, time: 2.202, data_time: 0.003, memory: 25994, top1_acc: 0.4055, top5_acc: 0.6533, loss_cls: 2.6635, loss: 2.6635, grad_norm: 1.0349 2021-02-20 14:37:14,330 - mmaction - INFO - Epoch [121][140/470] lr: 4.392e-01, eta: 2 days, 3:36:36, time: 2.196, data_time: 0.005, memory: 25994, top1_acc: 0.4169, top5_acc: 0.6683, loss_cls: 2.6033, loss: 2.6033, grad_norm: 1.0397 2021-02-20 14:37:58,257 - mmaction - INFO - Epoch [121][160/470] lr: 4.392e-01, eta: 2 days, 3:35:21, time: 2.196, data_time: 0.001, memory: 25994, top1_acc: 0.4083, top5_acc: 0.6565, loss_cls: 2.6661, loss: 2.6661, grad_norm: 1.0515 2021-02-20 14:38:41,983 - mmaction - INFO - Epoch [121][180/470] lr: 4.392e-01, eta: 2 days, 3:34:07, time: 2.186, data_time: 0.004, memory: 25994, top1_acc: 0.4083, top5_acc: 0.6651, loss_cls: 2.6475, loss: 2.6475, grad_norm: 1.0320 2021-02-20 14:39:25,487 - mmaction - INFO - Epoch [121][200/470] lr: 4.392e-01, eta: 2 days, 3:32:52, time: 2.175, data_time: 0.004, memory: 25994, top1_acc: 0.4075, top5_acc: 0.6616, loss_cls: 2.6330, loss: 2.6330, grad_norm: 1.0435 2021-02-20 14:40:09,806 - mmaction - INFO - Epoch [121][220/470] lr: 4.392e-01, eta: 2 days, 3:31:38, time: 2.216, data_time: 0.005, memory: 25994, top1_acc: 0.4131, top5_acc: 0.6601, loss_cls: 2.6393, loss: 2.6393, grad_norm: 1.0617 2021-02-20 14:40:52,532 - mmaction - INFO - Epoch [121][240/470] lr: 4.392e-01, eta: 2 days, 3:30:22, time: 2.136, data_time: 0.006, memory: 25994, top1_acc: 0.4028, top5_acc: 0.6569, loss_cls: 2.6472, loss: 2.6472, grad_norm: 1.0584 2021-02-20 14:41:35,261 - mmaction - INFO - Epoch [121][260/470] lr: 4.392e-01, eta: 2 days, 3:29:06, time: 2.136, data_time: 0.004, memory: 25994, top1_acc: 0.3988, top5_acc: 0.6559, loss_cls: 2.6711, loss: 2.6711, grad_norm: 1.0703 2021-02-20 14:42:19,205 - mmaction - INFO - Epoch [121][280/470] lr: 4.392e-01, eta: 2 days, 3:27:52, time: 2.199, data_time: 0.006, memory: 25994, top1_acc: 0.4050, top5_acc: 0.6533, loss_cls: 2.6843, loss: 2.6843, grad_norm: 1.0544 2021-02-20 14:43:02,752 - mmaction - INFO - Epoch [121][300/470] lr: 4.392e-01, eta: 2 days, 3:26:37, time: 2.173, data_time: 0.006, memory: 25994, top1_acc: 0.3993, top5_acc: 0.6515, loss_cls: 2.7000, loss: 2.7000, grad_norm: 1.0643 2021-02-20 14:43:46,366 - mmaction - INFO - Epoch [121][320/470] lr: 4.392e-01, eta: 2 days, 3:25:23, time: 2.181, data_time: 0.007, memory: 25994, top1_acc: 0.4065, top5_acc: 0.6644, loss_cls: 2.6496, loss: 2.6496, grad_norm: 1.0537 2021-02-20 14:44:30,086 - mmaction - INFO - Epoch [121][340/470] lr: 4.392e-01, eta: 2 days, 3:24:08, time: 2.189, data_time: 0.007, memory: 25994, top1_acc: 0.4050, top5_acc: 0.6601, loss_cls: 2.6504, loss: 2.6504, grad_norm: 1.0499 2021-02-20 14:45:13,190 - mmaction - INFO - Epoch [121][360/470] lr: 4.392e-01, eta: 2 days, 3:22:53, time: 2.155, data_time: 0.004, memory: 25994, top1_acc: 0.3976, top5_acc: 0.6526, loss_cls: 2.6894, loss: 2.6894, grad_norm: 1.0561 2021-02-20 14:45:57,078 - mmaction - INFO - Epoch [121][380/470] lr: 4.392e-01, eta: 2 days, 3:21:39, time: 2.195, data_time: 0.003, memory: 25994, top1_acc: 0.4017, top5_acc: 0.6536, loss_cls: 2.6499, loss: 2.6499, grad_norm: 1.0564 2021-02-20 14:46:42,441 - mmaction - INFO - Epoch [121][400/470] lr: 4.392e-01, eta: 2 days, 3:20:26, time: 2.254, data_time: 0.003, memory: 25994, top1_acc: 0.4052, top5_acc: 0.6511, loss_cls: 2.6646, loss: 2.6646, grad_norm: 1.0458 2021-02-20 14:47:25,985 - mmaction - INFO - Epoch [121][420/470] lr: 4.392e-01, eta: 2 days, 3:19:12, time: 2.191, data_time: 0.026, memory: 25994, top1_acc: 0.3950, top5_acc: 0.6530, loss_cls: 2.6873, loss: 2.6873, grad_norm: 1.0595 2021-02-20 14:48:11,792 - mmaction - INFO - Epoch [121][440/470] lr: 4.392e-01, eta: 2 days, 3:18:00, time: 2.289, data_time: 0.011, memory: 25994, top1_acc: 0.4094, top5_acc: 0.6606, loss_cls: 2.6382, loss: 2.6382, grad_norm: 1.0392 2021-02-20 14:48:55,564 - mmaction - INFO - Epoch [121][460/470] lr: 4.392e-01, eta: 2 days, 3:16:46, time: 2.190, data_time: 0.005, memory: 25994, top1_acc: 0.4026, top5_acc: 0.6490, loss_cls: 2.6851, loss: 2.6851, grad_norm: 1.0818 2021-02-20 14:53:31,950 - mmaction - INFO - Epoch [122][20/470] lr: 4.343e-01, eta: 2 days, 3:18:09, time: 12.039, data_time: 9.791, memory: 25994, top1_acc: 0.4064, top5_acc: 0.6617, loss_cls: 2.6409, loss: 2.6409, grad_norm: 1.0494 2021-02-20 14:54:15,628 - mmaction - INFO - Epoch [122][40/470] lr: 4.343e-01, eta: 2 days, 3:16:55, time: 2.184, data_time: 0.005, memory: 25994, top1_acc: 0.4096, top5_acc: 0.6593, loss_cls: 2.6409, loss: 2.6409, grad_norm: 1.0596 2021-02-20 14:54:59,595 - mmaction - INFO - Epoch [122][60/470] lr: 4.343e-01, eta: 2 days, 3:15:41, time: 2.197, data_time: 0.003, memory: 25994, top1_acc: 0.4045, top5_acc: 0.6581, loss_cls: 2.6606, loss: 2.6606, grad_norm: 1.0642 2021-02-20 14:55:44,159 - mmaction - INFO - Epoch [122][80/470] lr: 4.343e-01, eta: 2 days, 3:14:27, time: 2.227, data_time: 0.007, memory: 25994, top1_acc: 0.4117, top5_acc: 0.6633, loss_cls: 2.6190, loss: 2.6190, grad_norm: 1.0589 2021-02-20 14:56:28,223 - mmaction - INFO - Epoch [122][100/470] lr: 4.343e-01, eta: 2 days, 3:13:14, time: 2.205, data_time: 0.006, memory: 25994, top1_acc: 0.4055, top5_acc: 0.6572, loss_cls: 2.6631, loss: 2.6631, grad_norm: 1.0561 2021-02-20 14:57:12,166 - mmaction - INFO - Epoch [122][120/470] lr: 4.343e-01, eta: 2 days, 3:11:59, time: 2.197, data_time: 0.005, memory: 25994, top1_acc: 0.4130, top5_acc: 0.6624, loss_cls: 2.6332, loss: 2.6332, grad_norm: 1.0559 2021-02-20 14:57:55,965 - mmaction - INFO - Epoch [122][140/470] lr: 4.343e-01, eta: 2 days, 3:10:45, time: 2.190, data_time: 0.004, memory: 25994, top1_acc: 0.4074, top5_acc: 0.6604, loss_cls: 2.6455, loss: 2.6455, grad_norm: 1.0527 2021-02-20 14:58:41,063 - mmaction - INFO - Epoch [122][160/470] lr: 4.343e-01, eta: 2 days, 3:09:32, time: 2.253, data_time: 0.005, memory: 25994, top1_acc: 0.4098, top5_acc: 0.6562, loss_cls: 2.6313, loss: 2.6313, grad_norm: 1.0630 2021-02-20 14:59:25,136 - mmaction - INFO - Epoch [122][180/470] lr: 4.343e-01, eta: 2 days, 3:08:19, time: 2.205, data_time: 0.007, memory: 25994, top1_acc: 0.4045, top5_acc: 0.6537, loss_cls: 2.6567, loss: 2.6567, grad_norm: 1.0672 2021-02-20 15:00:11,399 - mmaction - INFO - Epoch [122][200/470] lr: 4.343e-01, eta: 2 days, 3:07:07, time: 2.313, data_time: 0.002, memory: 25994, top1_acc: 0.4122, top5_acc: 0.6622, loss_cls: 2.6191, loss: 2.6191, grad_norm: 1.0608 2021-02-20 15:00:56,981 - mmaction - INFO - Epoch [122][220/470] lr: 4.343e-01, eta: 2 days, 3:05:55, time: 2.279, data_time: 0.002, memory: 25994, top1_acc: 0.4062, top5_acc: 0.6611, loss_cls: 2.6665, loss: 2.6665, grad_norm: 1.0649 2021-02-20 15:01:40,454 - mmaction - INFO - Epoch [122][240/470] lr: 4.343e-01, eta: 2 days, 3:04:41, time: 2.174, data_time: 0.005, memory: 25994, top1_acc: 0.3993, top5_acc: 0.6582, loss_cls: 2.6519, loss: 2.6519, grad_norm: 1.0422 2021-02-20 15:02:23,394 - mmaction - INFO - Epoch [122][260/470] lr: 4.343e-01, eta: 2 days, 3:03:26, time: 2.148, data_time: 0.005, memory: 25994, top1_acc: 0.4063, top5_acc: 0.6590, loss_cls: 2.6391, loss: 2.6391, grad_norm: 1.0474 2021-02-20 15:03:06,609 - mmaction - INFO - Epoch [122][280/470] lr: 4.343e-01, eta: 2 days, 3:02:11, time: 2.160, data_time: 0.003, memory: 25994, top1_acc: 0.4181, top5_acc: 0.6649, loss_cls: 2.6182, loss: 2.6182, grad_norm: 1.0339 2021-02-20 15:03:49,743 - mmaction - INFO - Epoch [122][300/470] lr: 4.343e-01, eta: 2 days, 3:00:56, time: 2.156, data_time: 0.003, memory: 25994, top1_acc: 0.4083, top5_acc: 0.6597, loss_cls: 2.6374, loss: 2.6374, grad_norm: 1.0531 2021-02-20 15:04:33,489 - mmaction - INFO - Epoch [122][320/470] lr: 4.343e-01, eta: 2 days, 2:59:42, time: 2.189, data_time: 0.004, memory: 25994, top1_acc: 0.3972, top5_acc: 0.6524, loss_cls: 2.6831, loss: 2.6831, grad_norm: 1.0636 2021-02-20 15:05:17,503 - mmaction - INFO - Epoch [122][340/470] lr: 4.343e-01, eta: 2 days, 2:58:28, time: 2.200, data_time: 0.003, memory: 25994, top1_acc: 0.4058, top5_acc: 0.6525, loss_cls: 2.6835, loss: 2.6835, grad_norm: 1.0449 2021-02-20 15:06:06,084 - mmaction - INFO - Epoch [122][360/470] lr: 4.343e-01, eta: 2 days, 2:57:20, time: 2.429, data_time: 0.002, memory: 25994, top1_acc: 0.4026, top5_acc: 0.6599, loss_cls: 2.6759, loss: 2.6759, grad_norm: 1.0689 2021-02-20 15:06:48,938 - mmaction - INFO - Epoch [122][380/470] lr: 4.343e-01, eta: 2 days, 2:56:04, time: 2.139, data_time: 0.001, memory: 25994, top1_acc: 0.4024, top5_acc: 0.6610, loss_cls: 2.6544, loss: 2.6544, grad_norm: 1.0724 2021-02-20 15:07:32,790 - mmaction - INFO - Epoch [122][400/470] lr: 4.343e-01, eta: 2 days, 2:54:51, time: 2.196, data_time: 0.006, memory: 25994, top1_acc: 0.4032, top5_acc: 0.6556, loss_cls: 2.6619, loss: 2.6619, grad_norm: 1.0457 2021-02-20 15:08:18,314 - mmaction - INFO - Epoch [122][420/470] lr: 4.343e-01, eta: 2 days, 2:53:39, time: 2.276, data_time: 0.003, memory: 25994, top1_acc: 0.3999, top5_acc: 0.6537, loss_cls: 2.6995, loss: 2.6995, grad_norm: 1.0464 2021-02-20 15:09:01,100 - mmaction - INFO - Epoch [122][440/470] lr: 4.343e-01, eta: 2 days, 2:52:24, time: 2.139, data_time: 0.004, memory: 25994, top1_acc: 0.4022, top5_acc: 0.6595, loss_cls: 2.6572, loss: 2.6572, grad_norm: 1.0460 2021-02-20 15:09:45,837 - mmaction - INFO - Epoch [122][460/470] lr: 4.343e-01, eta: 2 days, 2:51:11, time: 2.237, data_time: 0.004, memory: 25994, top1_acc: 0.4138, top5_acc: 0.6638, loss_cls: 2.6262, loss: 2.6262, grad_norm: 1.0489 2021-02-20 15:14:31,621 - mmaction - INFO - Epoch [123][20/470] lr: 4.294e-01, eta: 2 days, 2:52:43, time: 12.517, data_time: 10.277, memory: 25994, top1_acc: 0.4092, top5_acc: 0.6560, loss_cls: 2.6551, loss: 2.6551, grad_norm: 1.0620 2021-02-20 15:15:16,303 - mmaction - INFO - Epoch [123][40/470] lr: 4.294e-01, eta: 2 days, 2:51:30, time: 2.233, data_time: 0.004, memory: 25994, top1_acc: 0.4214, top5_acc: 0.6663, loss_cls: 2.5921, loss: 2.5921, grad_norm: 1.0726 2021-02-20 15:16:01,967 - mmaction - INFO - Epoch [123][60/470] lr: 4.294e-01, eta: 2 days, 2:50:18, time: 2.280, data_time: 0.003, memory: 25994, top1_acc: 0.4057, top5_acc: 0.6637, loss_cls: 2.6363, loss: 2.6363, grad_norm: 1.0696 2021-02-20 15:16:45,434 - mmaction - INFO - Epoch [123][80/470] lr: 4.294e-01, eta: 2 days, 2:49:03, time: 2.178, data_time: 0.006, memory: 25994, top1_acc: 0.4092, top5_acc: 0.6596, loss_cls: 2.6375, loss: 2.6375, grad_norm: 1.0430 2021-02-20 15:17:28,350 - mmaction - INFO - Epoch [123][100/470] lr: 4.294e-01, eta: 2 days, 2:47:49, time: 2.144, data_time: 0.003, memory: 25994, top1_acc: 0.4139, top5_acc: 0.6618, loss_cls: 2.6285, loss: 2.6285, grad_norm: 1.0671 2021-02-20 15:18:12,672 - mmaction - INFO - Epoch [123][120/470] lr: 4.294e-01, eta: 2 days, 2:46:35, time: 2.217, data_time: 0.008, memory: 25994, top1_acc: 0.4037, top5_acc: 0.6582, loss_cls: 2.6748, loss: 2.6748, grad_norm: 1.0677 2021-02-20 15:18:55,581 - mmaction - INFO - Epoch [123][140/470] lr: 4.294e-01, eta: 2 days, 2:45:20, time: 2.145, data_time: 0.003, memory: 25994, top1_acc: 0.4050, top5_acc: 0.6511, loss_cls: 2.6799, loss: 2.6799, grad_norm: 1.0678 2021-02-20 15:19:39,249 - mmaction - INFO - Epoch [123][160/470] lr: 4.294e-01, eta: 2 days, 2:44:06, time: 2.186, data_time: 0.003, memory: 25994, top1_acc: 0.4112, top5_acc: 0.6623, loss_cls: 2.6460, loss: 2.6460, grad_norm: 1.0659 2021-02-20 15:20:24,536 - mmaction - INFO - Epoch [123][180/470] lr: 4.294e-01, eta: 2 days, 2:42:54, time: 2.264, data_time: 0.002, memory: 25994, top1_acc: 0.4127, top5_acc: 0.6605, loss_cls: 2.6382, loss: 2.6382, grad_norm: 1.0626 2021-02-20 15:21:18,773 - mmaction - INFO - Epoch [123][200/470] lr: 4.294e-01, eta: 2 days, 2:41:52, time: 2.712, data_time: 0.006, memory: 25994, top1_acc: 0.4103, top5_acc: 0.6620, loss_cls: 2.6379, loss: 2.6379, grad_norm: 1.0452 2021-02-20 15:22:02,201 - mmaction - INFO - Epoch [123][220/470] lr: 4.294e-01, eta: 2 days, 2:40:38, time: 2.171, data_time: 0.001, memory: 25994, top1_acc: 0.4140, top5_acc: 0.6650, loss_cls: 2.6125, loss: 2.6125, grad_norm: 1.0670 2021-02-20 15:22:46,657 - mmaction - INFO - Epoch [123][240/470] lr: 4.294e-01, eta: 2 days, 2:39:24, time: 2.210, data_time: 0.003, memory: 25994, top1_acc: 0.4044, top5_acc: 0.6571, loss_cls: 2.6613, loss: 2.6613, grad_norm: 1.0611 2021-02-20 15:23:31,317 - mmaction - INFO - Epoch [123][260/470] lr: 4.294e-01, eta: 2 days, 2:38:12, time: 2.244, data_time: 0.016, memory: 25994, top1_acc: 0.3998, top5_acc: 0.6555, loss_cls: 2.6405, loss: 2.6405, grad_norm: 1.0492 2021-02-20 15:24:16,570 - mmaction - INFO - Epoch [123][280/470] lr: 4.294e-01, eta: 2 days, 2:37:00, time: 2.264, data_time: 0.009, memory: 25994, top1_acc: 0.4135, top5_acc: 0.6691, loss_cls: 2.6070, loss: 2.6070, grad_norm: 1.0773 2021-02-20 15:24:59,851 - mmaction - INFO - Epoch [123][300/470] lr: 4.294e-01, eta: 2 days, 2:35:45, time: 2.165, data_time: 0.008, memory: 25994, top1_acc: 0.4169, top5_acc: 0.6601, loss_cls: 2.6247, loss: 2.6247, grad_norm: 1.0396 2021-02-20 15:25:44,993 - mmaction - INFO - Epoch [123][320/470] lr: 4.294e-01, eta: 2 days, 2:34:33, time: 2.257, data_time: 0.003, memory: 25994, top1_acc: 0.4100, top5_acc: 0.6639, loss_cls: 2.6433, loss: 2.6433, grad_norm: 1.0591 2021-02-20 15:26:30,221 - mmaction - INFO - Epoch [123][340/470] lr: 4.294e-01, eta: 2 days, 2:33:21, time: 2.262, data_time: 0.004, memory: 25994, top1_acc: 0.4102, top5_acc: 0.6608, loss_cls: 2.6420, loss: 2.6420, grad_norm: 1.0656 2021-02-20 15:27:13,583 - mmaction - INFO - Epoch [123][360/470] lr: 4.294e-01, eta: 2 days, 2:32:07, time: 2.167, data_time: 0.003, memory: 25994, top1_acc: 0.4094, top5_acc: 0.6582, loss_cls: 2.6379, loss: 2.6379, grad_norm: 1.0615 2021-02-20 15:27:59,171 - mmaction - INFO - Epoch [123][380/470] lr: 4.294e-01, eta: 2 days, 2:30:55, time: 2.279, data_time: 0.005, memory: 25994, top1_acc: 0.4021, top5_acc: 0.6539, loss_cls: 2.6750, loss: 2.6750, grad_norm: 1.0614 2021-02-20 15:28:44,319 - mmaction - INFO - Epoch [123][400/470] lr: 4.294e-01, eta: 2 days, 2:29:43, time: 2.258, data_time: 0.004, memory: 25994, top1_acc: 0.3999, top5_acc: 0.6612, loss_cls: 2.6513, loss: 2.6513, grad_norm: 1.0505 2021-02-20 15:29:28,294 - mmaction - INFO - Epoch [123][420/470] lr: 4.294e-01, eta: 2 days, 2:28:30, time: 2.198, data_time: 0.003, memory: 25994, top1_acc: 0.4078, top5_acc: 0.6528, loss_cls: 2.6705, loss: 2.6705, grad_norm: 1.0519 2021-02-20 15:30:11,515 - mmaction - INFO - Epoch [123][440/470] lr: 4.294e-01, eta: 2 days, 2:27:15, time: 2.157, data_time: 0.003, memory: 25994, top1_acc: 0.3960, top5_acc: 0.6514, loss_cls: 2.6913, loss: 2.6913, grad_norm: 1.0499 2021-02-20 15:30:57,080 - mmaction - INFO - Epoch [123][460/470] lr: 4.294e-01, eta: 2 days, 2:26:04, time: 2.284, data_time: 0.013, memory: 25994, top1_acc: 0.4041, top5_acc: 0.6591, loss_cls: 2.6563, loss: 2.6563, grad_norm: 1.0712 2021-02-20 15:35:41,541 - mmaction - INFO - Epoch [124][20/470] lr: 4.245e-01, eta: 2 days, 2:27:36, time: 12.643, data_time: 10.468, memory: 25994, top1_acc: 0.4191, top5_acc: 0.6759, loss_cls: 2.5809, loss: 2.5809, grad_norm: 1.0481 2021-02-20 15:36:27,394 - mmaction - INFO - Epoch [124][40/470] lr: 4.245e-01, eta: 2 days, 2:26:25, time: 2.295, data_time: 0.007, memory: 25994, top1_acc: 0.4144, top5_acc: 0.6699, loss_cls: 2.5948, loss: 2.5948, grad_norm: 1.0623 2021-02-20 15:37:10,626 - mmaction - INFO - Epoch [124][60/470] lr: 4.245e-01, eta: 2 days, 2:25:10, time: 2.158, data_time: 0.001, memory: 25994, top1_acc: 0.4064, top5_acc: 0.6575, loss_cls: 2.6701, loss: 2.6701, grad_norm: 1.0766 2021-02-20 15:37:54,321 - mmaction - INFO - Epoch [124][80/470] lr: 4.245e-01, eta: 2 days, 2:23:57, time: 2.187, data_time: 0.007, memory: 25994, top1_acc: 0.4067, top5_acc: 0.6595, loss_cls: 2.6365, loss: 2.6365, grad_norm: 1.0658 2021-02-20 15:38:37,573 - mmaction - INFO - Epoch [124][100/470] lr: 4.245e-01, eta: 2 days, 2:22:42, time: 2.162, data_time: 0.003, memory: 25994, top1_acc: 0.4121, top5_acc: 0.6696, loss_cls: 2.5978, loss: 2.5978, grad_norm: 1.0741 2021-02-20 15:39:22,275 - mmaction - INFO - Epoch [124][120/470] lr: 4.245e-01, eta: 2 days, 2:21:30, time: 2.237, data_time: 0.006, memory: 25994, top1_acc: 0.4065, top5_acc: 0.6632, loss_cls: 2.6418, loss: 2.6418, grad_norm: 1.0626 2021-02-20 15:40:06,250 - mmaction - INFO - Epoch [124][140/470] lr: 4.245e-01, eta: 2 days, 2:20:17, time: 2.197, data_time: 0.003, memory: 25994, top1_acc: 0.4172, top5_acc: 0.6662, loss_cls: 2.6146, loss: 2.6146, grad_norm: 1.0755 2021-02-20 15:40:51,010 - mmaction - INFO - Epoch [124][160/470] lr: 4.245e-01, eta: 2 days, 2:19:04, time: 2.240, data_time: 0.003, memory: 25994, top1_acc: 0.4026, top5_acc: 0.6552, loss_cls: 2.6590, loss: 2.6590, grad_norm: 1.0560 2021-02-20 15:41:35,012 - mmaction - INFO - Epoch [124][180/470] lr: 4.245e-01, eta: 2 days, 2:17:51, time: 2.200, data_time: 0.004, memory: 25994, top1_acc: 0.4083, top5_acc: 0.6618, loss_cls: 2.6382, loss: 2.6382, grad_norm: 1.0776 2021-02-20 15:42:19,508 - mmaction - INFO - Epoch [124][200/470] lr: 4.245e-01, eta: 2 days, 2:16:38, time: 2.224, data_time: 0.004, memory: 25994, top1_acc: 0.4120, top5_acc: 0.6657, loss_cls: 2.6149, loss: 2.6149, grad_norm: 1.0679 2021-02-20 15:43:04,520 - mmaction - INFO - Epoch [124][220/470] lr: 4.245e-01, eta: 2 days, 2:15:26, time: 2.247, data_time: 0.005, memory: 25994, top1_acc: 0.4019, top5_acc: 0.6498, loss_cls: 2.6753, loss: 2.6753, grad_norm: 1.0629 2021-02-20 15:43:49,516 - mmaction - INFO - Epoch [124][240/470] lr: 4.245e-01, eta: 2 days, 2:14:14, time: 2.244, data_time: 0.007, memory: 25994, top1_acc: 0.4039, top5_acc: 0.6579, loss_cls: 2.6599, loss: 2.6599, grad_norm: 1.0575 2021-02-20 15:44:34,589 - mmaction - INFO - Epoch [124][260/470] lr: 4.245e-01, eta: 2 days, 2:13:02, time: 2.261, data_time: 0.016, memory: 25994, top1_acc: 0.4104, top5_acc: 0.6587, loss_cls: 2.6391, loss: 2.6391, grad_norm: 1.0595 2021-02-20 15:45:21,319 - mmaction - INFO - Epoch [124][280/470] lr: 4.245e-01, eta: 2 days, 2:11:51, time: 2.334, data_time: 0.007, memory: 25994, top1_acc: 0.4055, top5_acc: 0.6513, loss_cls: 2.6831, loss: 2.6831, grad_norm: 1.0722 2021-02-20 15:46:05,242 - mmaction - INFO - Epoch [124][300/470] lr: 4.245e-01, eta: 2 days, 2:10:38, time: 2.202, data_time: 0.009, memory: 25994, top1_acc: 0.4142, top5_acc: 0.6565, loss_cls: 2.6430, loss: 2.6430, grad_norm: 1.0675 2021-02-20 15:46:48,782 - mmaction - INFO - Epoch [124][320/470] lr: 4.245e-01, eta: 2 days, 2:09:25, time: 2.178, data_time: 0.001, memory: 25994, top1_acc: 0.4042, top5_acc: 0.6613, loss_cls: 2.6470, loss: 2.6470, grad_norm: 1.0799 2021-02-20 15:47:33,185 - mmaction - INFO - Epoch [124][340/470] lr: 4.245e-01, eta: 2 days, 2:08:12, time: 2.219, data_time: 0.002, memory: 25994, top1_acc: 0.4043, top5_acc: 0.6587, loss_cls: 2.6515, loss: 2.6515, grad_norm: 1.0520 2021-02-20 15:48:16,462 - mmaction - INFO - Epoch [124][360/470] lr: 4.245e-01, eta: 2 days, 2:06:58, time: 2.165, data_time: 0.002, memory: 25994, top1_acc: 0.4025, top5_acc: 0.6565, loss_cls: 2.6555, loss: 2.6555, grad_norm: 1.0690 2021-02-20 15:49:00,507 - mmaction - INFO - Epoch [124][380/470] lr: 4.245e-01, eta: 2 days, 2:05:45, time: 2.196, data_time: 0.005, memory: 25994, top1_acc: 0.4064, top5_acc: 0.6605, loss_cls: 2.6543, loss: 2.6543, grad_norm: 1.0449 2021-02-20 15:49:43,516 - mmaction - INFO - Epoch [124][400/470] lr: 4.245e-01, eta: 2 days, 2:04:31, time: 2.155, data_time: 0.008, memory: 25994, top1_acc: 0.4081, top5_acc: 0.6629, loss_cls: 2.6544, loss: 2.6544, grad_norm: 1.0545 2021-02-20 15:50:26,903 - mmaction - INFO - Epoch [124][420/470] lr: 4.245e-01, eta: 2 days, 2:03:17, time: 2.170, data_time: 0.005, memory: 25994, top1_acc: 0.4030, top5_acc: 0.6611, loss_cls: 2.6290, loss: 2.6290, grad_norm: 1.0671 2021-02-20 15:51:10,473 - mmaction - INFO - Epoch [124][440/470] lr: 4.245e-01, eta: 2 days, 2:02:04, time: 2.179, data_time: 0.008, memory: 25994, top1_acc: 0.4119, top5_acc: 0.6669, loss_cls: 2.6130, loss: 2.6130, grad_norm: 1.0770 2021-02-20 15:51:54,410 - mmaction - INFO - Epoch [124][460/470] lr: 4.245e-01, eta: 2 days, 2:00:51, time: 2.194, data_time: 0.006, memory: 25994, top1_acc: 0.4123, top5_acc: 0.6675, loss_cls: 2.6326, loss: 2.6326, grad_norm: 1.0708 2021-02-20 15:52:28,611 - mmaction - INFO - Saving checkpoint at 124 epochs 2021-02-20 15:56:49,336 - mmaction - INFO - Epoch [125][20/470] lr: 4.196e-01, eta: 2 days, 2:02:26, time: 12.911, data_time: 10.704, memory: 25994, top1_acc: 0.4111, top5_acc: 0.6659, loss_cls: 2.6054, loss: 2.6054, grad_norm: 1.0725 2021-02-20 15:57:33,686 - mmaction - INFO - Epoch [125][40/470] lr: 4.196e-01, eta: 2 days, 2:01:13, time: 2.218, data_time: 0.005, memory: 25994, top1_acc: 0.4195, top5_acc: 0.6638, loss_cls: 2.6021, loss: 2.6021, grad_norm: 1.0590 2021-02-20 15:58:17,868 - mmaction - INFO - Epoch [125][60/470] lr: 4.196e-01, eta: 2 days, 2:00:00, time: 2.211, data_time: 0.006, memory: 25994, top1_acc: 0.4159, top5_acc: 0.6639, loss_cls: 2.6076, loss: 2.6076, grad_norm: 1.0610 2021-02-20 15:59:01,376 - mmaction - INFO - Epoch [125][80/470] lr: 4.196e-01, eta: 2 days, 1:58:47, time: 2.175, data_time: 0.003, memory: 25994, top1_acc: 0.4115, top5_acc: 0.6692, loss_cls: 2.6038, loss: 2.6038, grad_norm: 1.0718 2021-02-20 15:59:44,689 - mmaction - INFO - Epoch [125][100/470] lr: 4.196e-01, eta: 2 days, 1:57:33, time: 2.166, data_time: 0.003, memory: 25994, top1_acc: 0.4090, top5_acc: 0.6692, loss_cls: 2.6008, loss: 2.6008, grad_norm: 1.0709 2021-02-20 16:00:27,828 - mmaction - INFO - Epoch [125][120/470] lr: 4.196e-01, eta: 2 days, 1:56:19, time: 2.157, data_time: 0.005, memory: 25994, top1_acc: 0.4134, top5_acc: 0.6630, loss_cls: 2.6442, loss: 2.6442, grad_norm: 1.0815 2021-02-20 16:01:12,721 - mmaction - INFO - Epoch [125][140/470] lr: 4.196e-01, eta: 2 days, 1:55:07, time: 2.245, data_time: 0.005, memory: 25994, top1_acc: 0.4117, top5_acc: 0.6585, loss_cls: 2.6325, loss: 2.6325, grad_norm: 1.0637 2021-02-20 16:01:56,786 - mmaction - INFO - Epoch [125][160/470] lr: 4.196e-01, eta: 2 days, 1:53:54, time: 2.201, data_time: 0.003, memory: 25994, top1_acc: 0.4092, top5_acc: 0.6563, loss_cls: 2.6251, loss: 2.6251, grad_norm: 1.0689 2021-02-20 16:02:41,717 - mmaction - INFO - Epoch [125][180/470] lr: 4.196e-01, eta: 2 days, 1:52:42, time: 2.249, data_time: 0.006, memory: 25994, top1_acc: 0.4067, top5_acc: 0.6580, loss_cls: 2.6272, loss: 2.6272, grad_norm: 1.0848 2021-02-20 16:03:26,582 - mmaction - INFO - Epoch [125][200/470] lr: 4.196e-01, eta: 2 days, 1:51:30, time: 2.244, data_time: 0.003, memory: 25994, top1_acc: 0.4062, top5_acc: 0.6570, loss_cls: 2.6734, loss: 2.6734, grad_norm: 1.0691 2021-02-20 16:04:09,969 - mmaction - INFO - Epoch [125][220/470] lr: 4.196e-01, eta: 2 days, 1:50:17, time: 2.168, data_time: 0.001, memory: 25994, top1_acc: 0.4211, top5_acc: 0.6687, loss_cls: 2.6131, loss: 2.6131, grad_norm: 1.0538 2021-02-20 16:04:53,847 - mmaction - INFO - Epoch [125][240/470] lr: 4.196e-01, eta: 2 days, 1:49:04, time: 2.193, data_time: 0.004, memory: 25994, top1_acc: 0.4077, top5_acc: 0.6640, loss_cls: 2.6229, loss: 2.6229, grad_norm: 1.0813 2021-02-20 16:05:38,934 - mmaction - INFO - Epoch [125][260/470] lr: 4.196e-01, eta: 2 days, 1:47:52, time: 2.256, data_time: 0.006, memory: 25994, top1_acc: 0.4045, top5_acc: 0.6607, loss_cls: 2.6461, loss: 2.6461, grad_norm: 1.0693 2021-02-20 16:06:22,075 - mmaction - INFO - Epoch [125][280/470] lr: 4.196e-01, eta: 2 days, 1:46:38, time: 2.155, data_time: 0.006, memory: 25994, top1_acc: 0.4055, top5_acc: 0.6609, loss_cls: 2.6358, loss: 2.6358, grad_norm: 1.0794 2021-02-20 16:07:07,079 - mmaction - INFO - Epoch [125][300/470] lr: 4.196e-01, eta: 2 days, 1:45:26, time: 2.253, data_time: 0.004, memory: 25994, top1_acc: 0.4105, top5_acc: 0.6634, loss_cls: 2.6346, loss: 2.6346, grad_norm: 1.0654 2021-02-20 16:07:49,909 - mmaction - INFO - Epoch [125][320/470] lr: 4.196e-01, eta: 2 days, 1:44:12, time: 2.140, data_time: 0.001, memory: 25994, top1_acc: 0.4107, top5_acc: 0.6689, loss_cls: 2.6182, loss: 2.6182, grad_norm: 1.0597 2021-02-20 16:08:34,226 - mmaction - INFO - Epoch [125][340/470] lr: 4.196e-01, eta: 2 days, 1:43:00, time: 2.215, data_time: 0.005, memory: 25994, top1_acc: 0.4105, top5_acc: 0.6664, loss_cls: 2.6249, loss: 2.6249, grad_norm: 1.0614 2021-02-20 16:09:18,789 - mmaction - INFO - Epoch [125][360/470] lr: 4.196e-01, eta: 2 days, 1:41:48, time: 2.229, data_time: 0.007, memory: 25994, top1_acc: 0.4123, top5_acc: 0.6609, loss_cls: 2.6202, loss: 2.6202, grad_norm: 1.0604 2021-02-20 16:10:02,708 - mmaction - INFO - Epoch [125][380/470] lr: 4.196e-01, eta: 2 days, 1:40:35, time: 2.192, data_time: 0.005, memory: 25994, top1_acc: 0.4123, top5_acc: 0.6627, loss_cls: 2.6474, loss: 2.6474, grad_norm: 1.0933 2021-02-20 16:10:47,024 - mmaction - INFO - Epoch [125][400/470] lr: 4.196e-01, eta: 2 days, 1:39:23, time: 2.221, data_time: 0.008, memory: 25994, top1_acc: 0.4136, top5_acc: 0.6634, loss_cls: 2.6060, loss: 2.6060, grad_norm: 1.0581 2021-02-20 16:11:42,095 - mmaction - INFO - Epoch [125][420/470] lr: 4.196e-01, eta: 2 days, 1:38:21, time: 2.754, data_time: 0.005, memory: 25994, top1_acc: 0.4048, top5_acc: 0.6576, loss_cls: 2.6512, loss: 2.6512, grad_norm: 1.0720 2021-02-20 16:12:27,032 - mmaction - INFO - Epoch [125][440/470] lr: 4.196e-01, eta: 2 days, 1:37:10, time: 2.247, data_time: 0.003, memory: 25994, top1_acc: 0.3986, top5_acc: 0.6477, loss_cls: 2.6942, loss: 2.6942, grad_norm: 1.0685 2021-02-20 16:13:10,989 - mmaction - INFO - Epoch [125][460/470] lr: 4.196e-01, eta: 2 days, 1:35:57, time: 2.196, data_time: 0.004, memory: 25994, top1_acc: 0.4032, top5_acc: 0.6583, loss_cls: 2.6684, loss: 2.6684, grad_norm: 1.0650 2021-02-20 16:21:21,355 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-20 16:21:22,133 - mmaction - INFO - top1_acc 0.4488 top5_acc 0.7157 2021-02-20 16:21:22,133 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-20 16:21:22,191 - mmaction - INFO - mean_acc 0.4488 2021-02-20 16:21:22,201 - mmaction - INFO - Epoch(val) [125][470] top1_acc: 0.4488, top5_acc: 0.7157, mean_class_accuracy: 0.4488 2021-02-20 16:25:21,731 - mmaction - INFO - Epoch [126][20/470] lr: 4.147e-01, eta: 2 days, 1:37:10, time: 11.969, data_time: 9.731, memory: 25994, top1_acc: 0.4197, top5_acc: 0.6700, loss_cls: 2.5950, loss: 2.5950, grad_norm: 1.0687 2021-02-20 16:26:05,545 - mmaction - INFO - Epoch [126][40/470] lr: 4.147e-01, eta: 2 days, 1:35:57, time: 2.192, data_time: 0.007, memory: 25994, top1_acc: 0.4204, top5_acc: 0.6702, loss_cls: 2.5734, loss: 2.5734, grad_norm: 1.0590 2021-02-20 16:26:49,488 - mmaction - INFO - Epoch [126][60/470] lr: 4.147e-01, eta: 2 days, 1:34:44, time: 2.192, data_time: 0.005, memory: 25994, top1_acc: 0.4219, top5_acc: 0.6716, loss_cls: 2.5869, loss: 2.5869, grad_norm: 1.0695 2021-02-20 16:27:34,523 - mmaction - INFO - Epoch [126][80/470] lr: 4.147e-01, eta: 2 days, 1:33:32, time: 2.255, data_time: 0.010, memory: 25994, top1_acc: 0.4114, top5_acc: 0.6653, loss_cls: 2.6180, loss: 2.6180, grad_norm: 1.0946 2021-02-20 16:28:18,783 - mmaction - INFO - Epoch [126][100/470] lr: 4.147e-01, eta: 2 days, 1:32:20, time: 2.212, data_time: 0.007, memory: 25994, top1_acc: 0.4104, top5_acc: 0.6646, loss_cls: 2.6101, loss: 2.6101, grad_norm: 1.0860 2021-02-20 16:29:02,151 - mmaction - INFO - Epoch [126][120/470] lr: 4.147e-01, eta: 2 days, 1:31:07, time: 2.173, data_time: 0.007, memory: 25994, top1_acc: 0.4110, top5_acc: 0.6665, loss_cls: 2.6149, loss: 2.6149, grad_norm: 1.0608 2021-02-20 16:29:47,069 - mmaction - INFO - Epoch [126][140/470] lr: 4.147e-01, eta: 2 days, 1:29:55, time: 2.244, data_time: 0.001, memory: 25994, top1_acc: 0.4088, top5_acc: 0.6666, loss_cls: 2.6306, loss: 2.6306, grad_norm: 1.0724 2021-02-20 16:30:31,157 - mmaction - INFO - Epoch [126][160/470] lr: 4.147e-01, eta: 2 days, 1:28:42, time: 2.201, data_time: 0.005, memory: 25994, top1_acc: 0.4110, top5_acc: 0.6619, loss_cls: 2.6333, loss: 2.6333, grad_norm: 1.0888 2021-02-20 16:31:15,109 - mmaction - INFO - Epoch [126][180/470] lr: 4.147e-01, eta: 2 days, 1:27:30, time: 2.203, data_time: 0.011, memory: 25994, top1_acc: 0.3988, top5_acc: 0.6573, loss_cls: 2.6809, loss: 2.6809, grad_norm: 1.0676 2021-02-20 16:32:00,179 - mmaction - INFO - Epoch [126][200/470] lr: 4.147e-01, eta: 2 days, 1:26:18, time: 2.253, data_time: 0.003, memory: 25994, top1_acc: 0.4109, top5_acc: 0.6605, loss_cls: 2.6412, loss: 2.6412, grad_norm: 1.0824 2021-02-20 16:32:43,699 - mmaction - INFO - Epoch [126][220/470] lr: 4.147e-01, eta: 2 days, 1:25:05, time: 2.173, data_time: 0.001, memory: 25994, top1_acc: 0.4069, top5_acc: 0.6633, loss_cls: 2.6500, loss: 2.6500, grad_norm: 1.0547 2021-02-20 16:33:27,122 - mmaction - INFO - Epoch [126][240/470] lr: 4.147e-01, eta: 2 days, 1:23:52, time: 2.174, data_time: 0.009, memory: 25994, top1_acc: 0.4150, top5_acc: 0.6597, loss_cls: 2.6089, loss: 2.6089, grad_norm: 1.0669 2021-02-20 16:34:10,479 - mmaction - INFO - Epoch [126][260/470] lr: 4.147e-01, eta: 2 days, 1:22:39, time: 2.162, data_time: 0.002, memory: 25994, top1_acc: 0.4176, top5_acc: 0.6623, loss_cls: 2.6043, loss: 2.6043, grad_norm: 1.0697 2021-02-20 16:34:54,875 - mmaction - INFO - Epoch [126][280/470] lr: 4.147e-01, eta: 2 days, 1:21:27, time: 2.226, data_time: 0.011, memory: 25994, top1_acc: 0.4032, top5_acc: 0.6592, loss_cls: 2.6562, loss: 2.6562, grad_norm: 1.0606 2021-02-20 16:35:39,023 - mmaction - INFO - Epoch [126][300/470] lr: 4.147e-01, eta: 2 days, 1:20:14, time: 2.205, data_time: 0.002, memory: 25994, top1_acc: 0.4034, top5_acc: 0.6619, loss_cls: 2.6741, loss: 2.6741, grad_norm: 1.0759 2021-02-20 16:36:22,745 - mmaction - INFO - Epoch [126][320/470] lr: 4.147e-01, eta: 2 days, 1:19:02, time: 2.189, data_time: 0.004, memory: 25994, top1_acc: 0.4091, top5_acc: 0.6628, loss_cls: 2.6327, loss: 2.6327, grad_norm: 1.0771 2021-02-20 16:37:07,097 - mmaction - INFO - Epoch [126][340/470] lr: 4.147e-01, eta: 2 days, 1:17:50, time: 2.217, data_time: 0.006, memory: 25994, top1_acc: 0.4032, top5_acc: 0.6514, loss_cls: 2.6647, loss: 2.6647, grad_norm: 1.0653 2021-02-20 16:37:50,093 - mmaction - INFO - Epoch [126][360/470] lr: 4.147e-01, eta: 2 days, 1:16:36, time: 2.148, data_time: 0.004, memory: 25994, top1_acc: 0.4161, top5_acc: 0.6591, loss_cls: 2.6301, loss: 2.6301, grad_norm: 1.0589 2021-02-20 16:38:34,171 - mmaction - INFO - Epoch [126][380/470] lr: 4.147e-01, eta: 2 days, 1:15:24, time: 2.204, data_time: 0.008, memory: 25994, top1_acc: 0.4113, top5_acc: 0.6617, loss_cls: 2.6335, loss: 2.6335, grad_norm: 1.0574 2021-02-20 16:39:20,013 - mmaction - INFO - Epoch [126][400/470] lr: 4.147e-01, eta: 2 days, 1:14:13, time: 2.294, data_time: 0.003, memory: 25994, top1_acc: 0.4175, top5_acc: 0.6669, loss_cls: 2.6120, loss: 2.6120, grad_norm: 1.0806 2021-02-20 16:40:03,634 - mmaction - INFO - Epoch [126][420/470] lr: 4.147e-01, eta: 2 days, 1:13:00, time: 2.178, data_time: 0.004, memory: 25994, top1_acc: 0.4102, top5_acc: 0.6658, loss_cls: 2.6147, loss: 2.6147, grad_norm: 1.1003 2021-02-20 16:40:47,041 - mmaction - INFO - Epoch [126][440/470] lr: 4.147e-01, eta: 2 days, 1:11:48, time: 2.174, data_time: 0.006, memory: 25994, top1_acc: 0.4133, top5_acc: 0.6644, loss_cls: 2.6239, loss: 2.6239, grad_norm: 1.0697 2021-02-20 16:41:30,743 - mmaction - INFO - Epoch [126][460/470] lr: 4.147e-01, eta: 2 days, 1:10:35, time: 2.185, data_time: 0.003, memory: 25994, top1_acc: 0.4043, top5_acc: 0.6631, loss_cls: 2.6519, loss: 2.6519, grad_norm: 1.0720 2021-02-20 16:46:02,536 - mmaction - INFO - Epoch [127][20/470] lr: 4.098e-01, eta: 2 days, 1:11:42, time: 11.833, data_time: 9.618, memory: 25994, top1_acc: 0.4207, top5_acc: 0.6715, loss_cls: 2.5746, loss: 2.5746, grad_norm: 1.0536 2021-02-20 16:46:45,974 - mmaction - INFO - Epoch [127][40/470] lr: 4.098e-01, eta: 2 days, 1:10:29, time: 2.173, data_time: 0.005, memory: 25994, top1_acc: 0.4157, top5_acc: 0.6664, loss_cls: 2.6159, loss: 2.6159, grad_norm: 1.0750 2021-02-20 16:47:29,531 - mmaction - INFO - Epoch [127][60/470] lr: 4.098e-01, eta: 2 days, 1:09:17, time: 2.178, data_time: 0.003, memory: 25994, top1_acc: 0.4100, top5_acc: 0.6640, loss_cls: 2.6049, loss: 2.6049, grad_norm: 1.0760 2021-02-20 16:48:13,230 - mmaction - INFO - Epoch [127][80/470] lr: 4.098e-01, eta: 2 days, 1:08:04, time: 2.185, data_time: 0.002, memory: 25994, top1_acc: 0.4219, top5_acc: 0.6702, loss_cls: 2.5857, loss: 2.5857, grad_norm: 1.0836 2021-02-20 16:48:56,898 - mmaction - INFO - Epoch [127][100/470] lr: 4.098e-01, eta: 2 days, 1:06:51, time: 2.184, data_time: 0.003, memory: 25994, top1_acc: 0.4210, top5_acc: 0.6751, loss_cls: 2.5679, loss: 2.5679, grad_norm: 1.0894 2021-02-20 16:49:41,064 - mmaction - INFO - Epoch [127][120/470] lr: 4.098e-01, eta: 2 days, 1:05:39, time: 2.207, data_time: 0.002, memory: 25994, top1_acc: 0.4128, top5_acc: 0.6659, loss_cls: 2.6360, loss: 2.6360, grad_norm: 1.0630 2021-02-20 16:50:25,244 - mmaction - INFO - Epoch [127][140/470] lr: 4.098e-01, eta: 2 days, 1:04:27, time: 2.209, data_time: 0.003, memory: 25994, top1_acc: 0.4237, top5_acc: 0.6676, loss_cls: 2.5773, loss: 2.5773, grad_norm: 1.0706 2021-02-20 16:51:09,009 - mmaction - INFO - Epoch [127][160/470] lr: 4.098e-01, eta: 2 days, 1:03:14, time: 2.185, data_time: 0.004, memory: 25994, top1_acc: 0.4148, top5_acc: 0.6613, loss_cls: 2.6074, loss: 2.6074, grad_norm: 1.0778 2021-02-20 16:51:54,187 - mmaction - INFO - Epoch [127][180/470] lr: 4.098e-01, eta: 2 days, 1:02:03, time: 2.254, data_time: 0.006, memory: 25994, top1_acc: 0.4068, top5_acc: 0.6666, loss_cls: 2.6206, loss: 2.6206, grad_norm: 1.0974 2021-02-20 16:52:38,216 - mmaction - INFO - Epoch [127][200/470] lr: 4.098e-01, eta: 2 days, 1:00:51, time: 2.211, data_time: 0.016, memory: 25994, top1_acc: 0.4111, top5_acc: 0.6580, loss_cls: 2.6365, loss: 2.6365, grad_norm: 1.0748 2021-02-20 16:53:22,705 - mmaction - INFO - Epoch [127][220/470] lr: 4.098e-01, eta: 2 days, 0:59:39, time: 2.225, data_time: 0.004, memory: 25994, top1_acc: 0.4176, top5_acc: 0.6675, loss_cls: 2.5991, loss: 2.5991, grad_norm: 1.0710 2021-02-20 16:54:07,485 - mmaction - INFO - Epoch [127][240/470] lr: 4.098e-01, eta: 2 days, 0:58:28, time: 2.239, data_time: 0.006, memory: 25994, top1_acc: 0.4101, top5_acc: 0.6589, loss_cls: 2.6252, loss: 2.6252, grad_norm: 1.0676 2021-02-20 16:54:50,517 - mmaction - INFO - Epoch [127][260/470] lr: 4.098e-01, eta: 2 days, 0:57:15, time: 2.150, data_time: 0.006, memory: 25994, top1_acc: 0.4109, top5_acc: 0.6619, loss_cls: 2.6096, loss: 2.6096, grad_norm: 1.0741 2021-02-20 16:55:34,217 - mmaction - INFO - Epoch [127][280/470] lr: 4.098e-01, eta: 2 days, 0:56:02, time: 2.187, data_time: 0.008, memory: 25994, top1_acc: 0.4037, top5_acc: 0.6614, loss_cls: 2.6399, loss: 2.6399, grad_norm: 1.0894 2021-02-20 16:56:18,192 - mmaction - INFO - Epoch [127][300/470] lr: 4.098e-01, eta: 2 days, 0:54:50, time: 2.198, data_time: 0.004, memory: 25994, top1_acc: 0.4158, top5_acc: 0.6643, loss_cls: 2.6007, loss: 2.6007, grad_norm: 1.0697 2021-02-20 16:57:01,369 - mmaction - INFO - Epoch [127][320/470] lr: 4.098e-01, eta: 2 days, 0:53:37, time: 2.159, data_time: 0.003, memory: 25994, top1_acc: 0.4187, top5_acc: 0.6656, loss_cls: 2.6009, loss: 2.6009, grad_norm: 1.0786 2021-02-20 16:57:44,764 - mmaction - INFO - Epoch [127][340/470] lr: 4.098e-01, eta: 2 days, 0:52:24, time: 2.170, data_time: 0.003, memory: 25994, top1_acc: 0.4133, top5_acc: 0.6628, loss_cls: 2.6040, loss: 2.6040, grad_norm: 1.0948 2021-02-20 16:58:28,628 - mmaction - INFO - Epoch [127][360/470] lr: 4.098e-01, eta: 2 days, 0:51:12, time: 2.193, data_time: 0.004, memory: 25994, top1_acc: 0.4105, top5_acc: 0.6565, loss_cls: 2.6487, loss: 2.6487, grad_norm: 1.0944 2021-02-20 16:59:13,177 - mmaction - INFO - Epoch [127][380/470] lr: 4.098e-01, eta: 2 days, 0:50:01, time: 2.227, data_time: 0.001, memory: 25994, top1_acc: 0.4115, top5_acc: 0.6675, loss_cls: 2.6049, loss: 2.6049, grad_norm: 1.0735 2021-02-20 16:59:57,675 - mmaction - INFO - Epoch [127][400/470] lr: 4.098e-01, eta: 2 days, 0:48:49, time: 2.223, data_time: 0.005, memory: 25994, top1_acc: 0.4107, top5_acc: 0.6647, loss_cls: 2.6206, loss: 2.6206, grad_norm: 1.0767 2021-02-20 17:00:41,903 - mmaction - INFO - Epoch [127][420/470] lr: 4.098e-01, eta: 2 days, 0:47:37, time: 2.211, data_time: 0.008, memory: 25994, top1_acc: 0.4115, top5_acc: 0.6652, loss_cls: 2.6167, loss: 2.6167, grad_norm: 1.0826 2021-02-20 17:01:25,243 - mmaction - INFO - Epoch [127][440/470] lr: 4.098e-01, eta: 2 days, 0:46:25, time: 2.170, data_time: 0.008, memory: 25994, top1_acc: 0.4016, top5_acc: 0.6453, loss_cls: 2.7016, loss: 2.7016, grad_norm: 1.0752 2021-02-20 17:02:09,748 - mmaction - INFO - Epoch [127][460/470] lr: 4.098e-01, eta: 2 days, 0:45:13, time: 2.225, data_time: 0.004, memory: 25994, top1_acc: 0.4118, top5_acc: 0.6593, loss_cls: 2.6243, loss: 2.6243, grad_norm: 1.0803 2021-02-20 17:06:49,051 - mmaction - INFO - Epoch [128][20/470] lr: 4.049e-01, eta: 2 days, 0:46:26, time: 12.220, data_time: 9.966, memory: 25994, top1_acc: 0.4161, top5_acc: 0.6718, loss_cls: 2.5740, loss: 2.5740, grad_norm: 1.0835 2021-02-20 17:07:32,913 - mmaction - INFO - Epoch [128][40/470] lr: 4.049e-01, eta: 2 days, 0:45:14, time: 2.195, data_time: 0.009, memory: 25994, top1_acc: 0.4098, top5_acc: 0.6596, loss_cls: 2.6273, loss: 2.6273, grad_norm: 1.0790 2021-02-20 17:08:16,669 - mmaction - INFO - Epoch [128][60/470] lr: 4.049e-01, eta: 2 days, 0:44:02, time: 2.187, data_time: 0.005, memory: 25994, top1_acc: 0.4164, top5_acc: 0.6718, loss_cls: 2.5808, loss: 2.5808, grad_norm: 1.0742 2021-02-20 17:09:01,888 - mmaction - INFO - Epoch [128][80/470] lr: 4.049e-01, eta: 2 days, 0:42:51, time: 2.261, data_time: 0.003, memory: 25994, top1_acc: 0.4146, top5_acc: 0.6734, loss_cls: 2.5881, loss: 2.5881, grad_norm: 1.0756 2021-02-20 17:09:46,329 - mmaction - INFO - Epoch [128][100/470] lr: 4.049e-01, eta: 2 days, 0:41:39, time: 2.223, data_time: 0.003, memory: 25994, top1_acc: 0.4139, top5_acc: 0.6634, loss_cls: 2.6023, loss: 2.6023, grad_norm: 1.0933 2021-02-20 17:10:31,978 - mmaction - INFO - Epoch [128][120/470] lr: 4.049e-01, eta: 2 days, 0:40:29, time: 2.280, data_time: 0.004, memory: 25994, top1_acc: 0.4215, top5_acc: 0.6727, loss_cls: 2.5830, loss: 2.5830, grad_norm: 1.0594 2021-02-20 17:11:14,983 - mmaction - INFO - Epoch [128][140/470] lr: 4.049e-01, eta: 2 days, 0:39:16, time: 2.152, data_time: 0.006, memory: 25994, top1_acc: 0.4157, top5_acc: 0.6678, loss_cls: 2.6031, loss: 2.6031, grad_norm: 1.0714 2021-02-20 17:12:00,883 - mmaction - INFO - Epoch [128][160/470] lr: 4.049e-01, eta: 2 days, 0:38:06, time: 2.293, data_time: 0.004, memory: 25994, top1_acc: 0.4203, top5_acc: 0.6756, loss_cls: 2.5917, loss: 2.5917, grad_norm: 1.0681 2021-02-20 17:12:44,603 - mmaction - INFO - Epoch [128][180/470] lr: 4.049e-01, eta: 2 days, 0:36:54, time: 2.188, data_time: 0.004, memory: 25994, top1_acc: 0.4072, top5_acc: 0.6636, loss_cls: 2.6321, loss: 2.6321, grad_norm: 1.0764 2021-02-20 17:13:29,050 - mmaction - INFO - Epoch [128][200/470] lr: 4.049e-01, eta: 2 days, 0:35:42, time: 2.218, data_time: 0.007, memory: 25994, top1_acc: 0.4157, top5_acc: 0.6668, loss_cls: 2.6032, loss: 2.6032, grad_norm: 1.0858 2021-02-20 17:14:13,219 - mmaction - INFO - Epoch [128][220/470] lr: 4.049e-01, eta: 2 days, 0:34:30, time: 2.213, data_time: 0.007, memory: 25994, top1_acc: 0.4162, top5_acc: 0.6521, loss_cls: 2.6375, loss: 2.6375, grad_norm: 1.0696 2021-02-20 17:14:56,328 - mmaction - INFO - Epoch [128][240/470] lr: 4.049e-01, eta: 2 days, 0:33:18, time: 2.155, data_time: 0.003, memory: 25994, top1_acc: 0.4162, top5_acc: 0.6658, loss_cls: 2.6003, loss: 2.6003, grad_norm: 1.0692 2021-02-20 17:15:40,669 - mmaction - INFO - Epoch [128][260/470] lr: 4.049e-01, eta: 2 days, 0:32:06, time: 2.217, data_time: 0.003, memory: 25994, top1_acc: 0.4100, top5_acc: 0.6593, loss_cls: 2.6465, loss: 2.6465, grad_norm: 1.1168 2021-02-20 17:16:23,846 - mmaction - INFO - Epoch [128][280/470] lr: 4.049e-01, eta: 2 days, 0:30:53, time: 2.159, data_time: 0.003, memory: 25994, top1_acc: 0.4146, top5_acc: 0.6643, loss_cls: 2.6039, loss: 2.6039, grad_norm: 1.0852 2021-02-20 17:17:12,729 - mmaction - INFO - Epoch [128][300/470] lr: 4.049e-01, eta: 2 days, 0:29:47, time: 2.443, data_time: 0.001, memory: 25994, top1_acc: 0.4144, top5_acc: 0.6617, loss_cls: 2.6163, loss: 2.6163, grad_norm: 1.0814 2021-02-20 17:17:57,794 - mmaction - INFO - Epoch [128][320/470] lr: 4.049e-01, eta: 2 days, 0:28:36, time: 2.253, data_time: 0.003, memory: 25994, top1_acc: 0.4135, top5_acc: 0.6619, loss_cls: 2.6316, loss: 2.6316, grad_norm: 1.0961 2021-02-20 17:18:43,630 - mmaction - INFO - Epoch [128][340/470] lr: 4.049e-01, eta: 2 days, 0:27:26, time: 2.291, data_time: 0.004, memory: 25994, top1_acc: 0.4199, top5_acc: 0.6705, loss_cls: 2.6005, loss: 2.6005, grad_norm: 1.0702 2021-02-20 17:19:27,062 - mmaction - INFO - Epoch [128][360/470] lr: 4.049e-01, eta: 2 days, 0:26:13, time: 2.173, data_time: 0.007, memory: 25994, top1_acc: 0.4073, top5_acc: 0.6620, loss_cls: 2.6308, loss: 2.6308, grad_norm: 1.0811 2021-02-20 17:20:17,855 - mmaction - INFO - Epoch [128][380/470] lr: 4.049e-01, eta: 2 days, 0:25:08, time: 2.539, data_time: 0.001, memory: 25994, top1_acc: 0.4096, top5_acc: 0.6629, loss_cls: 2.6268, loss: 2.6268, grad_norm: 1.0819 2021-02-20 17:21:00,853 - mmaction - INFO - Epoch [128][400/470] lr: 4.049e-01, eta: 2 days, 0:23:56, time: 2.151, data_time: 0.006, memory: 25994, top1_acc: 0.4186, top5_acc: 0.6628, loss_cls: 2.6288, loss: 2.6288, grad_norm: 1.0802 2021-02-20 17:21:49,495 - mmaction - INFO - Epoch [128][420/470] lr: 4.049e-01, eta: 2 days, 0:22:49, time: 2.432, data_time: 0.004, memory: 25994, top1_acc: 0.4101, top5_acc: 0.6571, loss_cls: 2.6630, loss: 2.6630, grad_norm: 1.0763 2021-02-20 17:22:34,099 - mmaction - INFO - Epoch [128][440/470] lr: 4.049e-01, eta: 2 days, 0:21:38, time: 2.230, data_time: 0.003, memory: 25994, top1_acc: 0.4214, top5_acc: 0.6681, loss_cls: 2.5867, loss: 2.5867, grad_norm: 1.0734 2021-02-20 17:23:17,647 - mmaction - INFO - Epoch [128][460/470] lr: 4.049e-01, eta: 2 days, 0:20:25, time: 2.178, data_time: 0.014, memory: 25994, top1_acc: 0.4206, top5_acc: 0.6678, loss_cls: 2.5883, loss: 2.5883, grad_norm: 1.0883 2021-02-20 17:23:51,266 - mmaction - INFO - Saving checkpoint at 128 epochs 2021-02-20 17:27:54,009 - mmaction - INFO - Epoch [129][20/470] lr: 4.000e-01, eta: 2 days, 0:21:33, time: 12.056, data_time: 9.814, memory: 25994, top1_acc: 0.4161, top5_acc: 0.6641, loss_cls: 2.6020, loss: 2.6020, grad_norm: 1.0792 2021-02-20 17:28:37,407 - mmaction - INFO - Epoch [129][40/470] lr: 4.000e-01, eta: 2 days, 0:20:20, time: 2.170, data_time: 0.009, memory: 25994, top1_acc: 0.4215, top5_acc: 0.6694, loss_cls: 2.5780, loss: 2.5780, grad_norm: 1.0766 2021-02-20 17:29:22,157 - mmaction - INFO - Epoch [129][60/470] lr: 4.000e-01, eta: 2 days, 0:19:09, time: 2.238, data_time: 0.005, memory: 25994, top1_acc: 0.4194, top5_acc: 0.6703, loss_cls: 2.5709, loss: 2.5709, grad_norm: 1.0855 2021-02-20 17:30:05,702 - mmaction - INFO - Epoch [129][80/470] lr: 4.000e-01, eta: 2 days, 0:17:57, time: 2.174, data_time: 0.002, memory: 25994, top1_acc: 0.4097, top5_acc: 0.6642, loss_cls: 2.6256, loss: 2.6256, grad_norm: 1.0922 2021-02-20 17:30:49,993 - mmaction - INFO - Epoch [129][100/470] lr: 4.000e-01, eta: 2 days, 0:16:46, time: 2.216, data_time: 0.008, memory: 25994, top1_acc: 0.4153, top5_acc: 0.6677, loss_cls: 2.5967, loss: 2.5967, grad_norm: 1.0770 2021-02-20 17:31:32,790 - mmaction - INFO - Epoch [129][120/470] lr: 4.000e-01, eta: 2 days, 0:15:33, time: 2.142, data_time: 0.007, memory: 25994, top1_acc: 0.4166, top5_acc: 0.6646, loss_cls: 2.6079, loss: 2.6079, grad_norm: 1.0969 2021-02-20 17:32:15,661 - mmaction - INFO - Epoch [129][140/470] lr: 4.000e-01, eta: 2 days, 0:14:20, time: 2.138, data_time: 0.003, memory: 25994, top1_acc: 0.4118, top5_acc: 0.6616, loss_cls: 2.6268, loss: 2.6268, grad_norm: 1.0943 2021-02-20 17:33:00,846 - mmaction - INFO - Epoch [129][160/470] lr: 4.000e-01, eta: 2 days, 0:13:10, time: 2.266, data_time: 0.008, memory: 25994, top1_acc: 0.4189, top5_acc: 0.6635, loss_cls: 2.5926, loss: 2.5926, grad_norm: 1.0871 2021-02-20 17:33:44,777 - mmaction - INFO - Epoch [129][180/470] lr: 4.000e-01, eta: 2 days, 0:11:58, time: 2.194, data_time: 0.001, memory: 25994, top1_acc: 0.4149, top5_acc: 0.6726, loss_cls: 2.5779, loss: 2.5779, grad_norm: 1.0810 2021-02-20 17:34:30,419 - mmaction - INFO - Epoch [129][200/470] lr: 4.000e-01, eta: 2 days, 0:10:48, time: 2.284, data_time: 0.008, memory: 25994, top1_acc: 0.4112, top5_acc: 0.6685, loss_cls: 2.6029, loss: 2.6029, grad_norm: 1.0790 2021-02-20 17:35:14,081 - mmaction - INFO - Epoch [129][220/470] lr: 4.000e-01, eta: 2 days, 0:09:36, time: 2.183, data_time: 0.003, memory: 25994, top1_acc: 0.4132, top5_acc: 0.6674, loss_cls: 2.6164, loss: 2.6164, grad_norm: 1.0943 2021-02-20 17:35:59,337 - mmaction - INFO - Epoch [129][240/470] lr: 4.000e-01, eta: 2 days, 0:08:26, time: 2.261, data_time: 0.004, memory: 25994, top1_acc: 0.4188, top5_acc: 0.6643, loss_cls: 2.6064, loss: 2.6064, grad_norm: 1.0760 2021-02-20 17:36:42,187 - mmaction - INFO - Epoch [129][260/470] lr: 4.000e-01, eta: 2 days, 0:07:13, time: 2.142, data_time: 0.006, memory: 25994, top1_acc: 0.4196, top5_acc: 0.6691, loss_cls: 2.5720, loss: 2.5720, grad_norm: 1.0733 2021-02-20 17:37:26,205 - mmaction - INFO - Epoch [129][280/470] lr: 4.000e-01, eta: 2 days, 0:06:01, time: 2.204, data_time: 0.005, memory: 25994, top1_acc: 0.4161, top5_acc: 0.6667, loss_cls: 2.6029, loss: 2.6029, grad_norm: 1.1014 2021-02-20 17:38:09,859 - mmaction - INFO - Epoch [129][300/470] lr: 4.000e-01, eta: 2 days, 0:04:50, time: 2.181, data_time: 0.003, memory: 25994, top1_acc: 0.4098, top5_acc: 0.6564, loss_cls: 2.6451, loss: 2.6451, grad_norm: 1.0829 2021-02-20 17:38:53,934 - mmaction - INFO - Epoch [129][320/470] lr: 4.000e-01, eta: 2 days, 0:03:38, time: 2.205, data_time: 0.005, memory: 25994, top1_acc: 0.4155, top5_acc: 0.6647, loss_cls: 2.5847, loss: 2.5847, grad_norm: 1.1022 2021-02-20 17:39:39,439 - mmaction - INFO - Epoch [129][340/470] lr: 4.000e-01, eta: 2 days, 0:02:28, time: 2.276, data_time: 0.004, memory: 25994, top1_acc: 0.4178, top5_acc: 0.6672, loss_cls: 2.5950, loss: 2.5950, grad_norm: 1.0907 2021-02-20 17:40:23,834 - mmaction - INFO - Epoch [129][360/470] lr: 4.000e-01, eta: 2 days, 0:01:17, time: 2.220, data_time: 0.004, memory: 25994, top1_acc: 0.4161, top5_acc: 0.6635, loss_cls: 2.6062, loss: 2.6062, grad_norm: 1.0786 2021-02-20 17:41:07,462 - mmaction - INFO - Epoch [129][380/470] lr: 4.000e-01, eta: 2 days, 0:00:05, time: 2.181, data_time: 0.023, memory: 25994, top1_acc: 0.4156, top5_acc: 0.6723, loss_cls: 2.5883, loss: 2.5883, grad_norm: 1.0908 2021-02-20 17:41:51,114 - mmaction - INFO - Epoch [129][400/470] lr: 4.000e-01, eta: 1 day, 23:58:53, time: 2.183, data_time: 0.004, memory: 25994, top1_acc: 0.4090, top5_acc: 0.6579, loss_cls: 2.6372, loss: 2.6372, grad_norm: 1.0919 2021-02-20 17:42:34,528 - mmaction - INFO - Epoch [129][420/470] lr: 4.000e-01, eta: 1 day, 23:57:41, time: 2.170, data_time: 0.004, memory: 25994, top1_acc: 0.4062, top5_acc: 0.6500, loss_cls: 2.6640, loss: 2.6640, grad_norm: 1.0892 2021-02-20 17:43:17,908 - mmaction - INFO - Epoch [129][440/470] lr: 4.000e-01, eta: 1 day, 23:56:29, time: 2.169, data_time: 0.002, memory: 25994, top1_acc: 0.4084, top5_acc: 0.6657, loss_cls: 2.6202, loss: 2.6202, grad_norm: 1.1183 2021-02-20 17:44:03,483 - mmaction - INFO - Epoch [129][460/470] lr: 4.000e-01, eta: 1 day, 23:55:20, time: 2.278, data_time: 0.003, memory: 25994, top1_acc: 0.4074, top5_acc: 0.6631, loss_cls: 2.6298, loss: 2.6298, grad_norm: 1.0949 2021-02-20 17:48:44,998 - mmaction - INFO - Epoch [130][20/470] lr: 3.951e-01, eta: 1 day, 23:56:31, time: 12.381, data_time: 10.105, memory: 25994, top1_acc: 0.4146, top5_acc: 0.6710, loss_cls: 2.5976, loss: 2.5976, grad_norm: 1.0764 2021-02-20 17:49:30,007 - mmaction - INFO - Epoch [130][40/470] lr: 3.951e-01, eta: 1 day, 23:55:21, time: 2.255, data_time: 0.014, memory: 25994, top1_acc: 0.4192, top5_acc: 0.6681, loss_cls: 2.5969, loss: 2.5969, grad_norm: 1.0747 2021-02-20 17:50:16,937 - mmaction - INFO - Epoch [130][60/470] lr: 3.951e-01, eta: 1 day, 23:54:12, time: 2.345, data_time: 0.006, memory: 25994, top1_acc: 0.4202, top5_acc: 0.6764, loss_cls: 2.5692, loss: 2.5692, grad_norm: 1.0899 2021-02-20 17:51:00,913 - mmaction - INFO - Epoch [130][80/470] lr: 3.951e-01, eta: 1 day, 23:53:01, time: 2.200, data_time: 0.006, memory: 25994, top1_acc: 0.4214, top5_acc: 0.6708, loss_cls: 2.5575, loss: 2.5575, grad_norm: 1.0889 2021-02-20 17:51:47,273 - mmaction - INFO - Epoch [130][100/470] lr: 3.951e-01, eta: 1 day, 23:51:52, time: 2.317, data_time: 0.004, memory: 25994, top1_acc: 0.4168, top5_acc: 0.6691, loss_cls: 2.5875, loss: 2.5875, grad_norm: 1.0954 2021-02-20 17:52:32,534 - mmaction - INFO - Epoch [130][120/470] lr: 3.951e-01, eta: 1 day, 23:50:41, time: 2.264, data_time: 0.004, memory: 25994, top1_acc: 0.4228, top5_acc: 0.6789, loss_cls: 2.5451, loss: 2.5451, grad_norm: 1.0934 2021-02-20 17:53:18,664 - mmaction - INFO - Epoch [130][140/470] lr: 3.951e-01, eta: 1 day, 23:49:32, time: 2.301, data_time: 0.005, memory: 25994, top1_acc: 0.4093, top5_acc: 0.6599, loss_cls: 2.6239, loss: 2.6239, grad_norm: 1.0908 2021-02-20 17:54:03,715 - mmaction - INFO - Epoch [130][160/470] lr: 3.951e-01, eta: 1 day, 23:48:22, time: 2.258, data_time: 0.010, memory: 25994, top1_acc: 0.4155, top5_acc: 0.6632, loss_cls: 2.6095, loss: 2.6095, grad_norm: 1.1033 2021-02-20 17:54:47,942 - mmaction - INFO - Epoch [130][180/470] lr: 3.951e-01, eta: 1 day, 23:47:11, time: 2.210, data_time: 0.005, memory: 25994, top1_acc: 0.4233, top5_acc: 0.6726, loss_cls: 2.5852, loss: 2.5852, grad_norm: 1.0897 2021-02-20 17:55:32,206 - mmaction - INFO - Epoch [130][200/470] lr: 3.951e-01, eta: 1 day, 23:46:00, time: 2.213, data_time: 0.004, memory: 25994, top1_acc: 0.4103, top5_acc: 0.6647, loss_cls: 2.6168, loss: 2.6168, grad_norm: 1.0908 2021-02-20 17:56:20,154 - mmaction - INFO - Epoch [130][220/470] lr: 3.951e-01, eta: 1 day, 23:44:52, time: 2.391, data_time: 0.008, memory: 25994, top1_acc: 0.4154, top5_acc: 0.6672, loss_cls: 2.5909, loss: 2.5909, grad_norm: 1.1085 2021-02-20 17:57:05,713 - mmaction - INFO - Epoch [130][240/470] lr: 3.951e-01, eta: 1 day, 23:43:42, time: 2.284, data_time: 0.012, memory: 25994, top1_acc: 0.4255, top5_acc: 0.6701, loss_cls: 2.5634, loss: 2.5634, grad_norm: 1.0860 2021-02-20 17:57:48,932 - mmaction - INFO - Epoch [130][260/470] lr: 3.951e-01, eta: 1 day, 23:42:30, time: 2.160, data_time: 0.008, memory: 25994, top1_acc: 0.4174, top5_acc: 0.6660, loss_cls: 2.5991, loss: 2.5991, grad_norm: 1.1146 2021-02-20 17:58:32,756 - mmaction - INFO - Epoch [130][280/470] lr: 3.951e-01, eta: 1 day, 23:41:19, time: 2.191, data_time: 0.008, memory: 25994, top1_acc: 0.4175, top5_acc: 0.6686, loss_cls: 2.6187, loss: 2.6187, grad_norm: 1.1063 2021-02-20 17:59:19,007 - mmaction - INFO - Epoch [130][300/470] lr: 3.951e-01, eta: 1 day, 23:40:10, time: 2.314, data_time: 0.014, memory: 25994, top1_acc: 0.4106, top5_acc: 0.6714, loss_cls: 2.6271, loss: 2.6271, grad_norm: 1.1151 2021-02-20 18:00:03,666 - mmaction - INFO - Epoch [130][320/470] lr: 3.951e-01, eta: 1 day, 23:38:59, time: 2.234, data_time: 0.005, memory: 25994, top1_acc: 0.4211, top5_acc: 0.6681, loss_cls: 2.5995, loss: 2.5995, grad_norm: 1.1020 2021-02-20 18:00:48,680 - mmaction - INFO - Epoch [130][340/470] lr: 3.951e-01, eta: 1 day, 23:37:49, time: 2.251, data_time: 0.002, memory: 25994, top1_acc: 0.4166, top5_acc: 0.6749, loss_cls: 2.5872, loss: 2.5872, grad_norm: 1.0662 2021-02-20 18:01:33,230 - mmaction - INFO - Epoch [130][360/470] lr: 3.951e-01, eta: 1 day, 23:36:38, time: 2.227, data_time: 0.007, memory: 25994, top1_acc: 0.4118, top5_acc: 0.6642, loss_cls: 2.6105, loss: 2.6105, grad_norm: 1.0856 2021-02-20 18:02:18,662 - mmaction - INFO - Epoch [130][380/470] lr: 3.951e-01, eta: 1 day, 23:35:29, time: 2.272, data_time: 0.009, memory: 25994, top1_acc: 0.4168, top5_acc: 0.6727, loss_cls: 2.5964, loss: 2.5964, grad_norm: 1.0966 2021-02-20 18:03:03,491 - mmaction - INFO - Epoch [130][400/470] lr: 3.951e-01, eta: 1 day, 23:34:18, time: 2.237, data_time: 0.004, memory: 25994, top1_acc: 0.4155, top5_acc: 0.6701, loss_cls: 2.6066, loss: 2.6066, grad_norm: 1.0916 2021-02-20 18:03:48,476 - mmaction - INFO - Epoch [130][420/470] lr: 3.951e-01, eta: 1 day, 23:33:08, time: 2.250, data_time: 0.008, memory: 25994, top1_acc: 0.4186, top5_acc: 0.6660, loss_cls: 2.6047, loss: 2.6047, grad_norm: 1.0875 2021-02-20 18:04:34,840 - mmaction - INFO - Epoch [130][440/470] lr: 3.951e-01, eta: 1 day, 23:31:59, time: 2.322, data_time: 0.013, memory: 25994, top1_acc: 0.4186, top5_acc: 0.6704, loss_cls: 2.5810, loss: 2.5810, grad_norm: 1.0864 2021-02-20 18:05:18,501 - mmaction - INFO - Epoch [130][460/470] lr: 3.951e-01, eta: 1 day, 23:30:48, time: 2.178, data_time: 0.005, memory: 25994, top1_acc: 0.4116, top5_acc: 0.6622, loss_cls: 2.6030, loss: 2.6030, grad_norm: 1.1028 2021-02-20 18:13:03,355 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-20 18:13:04,140 - mmaction - INFO - top1_acc 0.4515 top5_acc 0.7224 2021-02-20 18:13:04,140 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-20 18:13:04,201 - mmaction - INFO - mean_acc 0.4513 2021-02-20 18:13:04,210 - mmaction - INFO - Epoch(val) [130][470] top1_acc: 0.4515, top5_acc: 0.7224, mean_class_accuracy: 0.4513 2021-02-20 18:17:26,526 - mmaction - INFO - Epoch [131][20/470] lr: 3.902e-01, eta: 1 day, 23:32:11, time: 13.114, data_time: 10.400, memory: 25994, top1_acc: 0.4183, top5_acc: 0.6697, loss_cls: 2.5725, loss: 2.5725, grad_norm: 1.0945 2021-02-20 18:18:10,757 - mmaction - INFO - Epoch [131][40/470] lr: 3.902e-01, eta: 1 day, 23:31:00, time: 2.207, data_time: 0.005, memory: 25994, top1_acc: 0.4263, top5_acc: 0.6734, loss_cls: 2.5376, loss: 2.5376, grad_norm: 1.0761 2021-02-20 18:18:57,916 - mmaction - INFO - Epoch [131][60/470] lr: 3.902e-01, eta: 1 day, 23:29:52, time: 2.354, data_time: 0.009, memory: 25994, top1_acc: 0.4219, top5_acc: 0.6734, loss_cls: 2.5741, loss: 2.5741, grad_norm: 1.1038 2021-02-20 18:19:42,731 - mmaction - INFO - Epoch [131][80/470] lr: 3.902e-01, eta: 1 day, 23:28:42, time: 2.249, data_time: 0.013, memory: 25994, top1_acc: 0.4230, top5_acc: 0.6757, loss_cls: 2.5687, loss: 2.5687, grad_norm: 1.0839 2021-02-20 18:20:31,070 - mmaction - INFO - Epoch [131][100/470] lr: 3.902e-01, eta: 1 day, 23:27:35, time: 2.411, data_time: 0.003, memory: 25994, top1_acc: 0.4313, top5_acc: 0.6763, loss_cls: 2.5454, loss: 2.5454, grad_norm: 1.0923 2021-02-20 18:21:30,137 - mmaction - INFO - Epoch [131][120/470] lr: 3.902e-01, eta: 1 day, 23:26:38, time: 2.959, data_time: 0.008, memory: 25994, top1_acc: 0.4128, top5_acc: 0.6659, loss_cls: 2.6341, loss: 2.6341, grad_norm: 1.1013 2021-02-20 18:22:13,659 - mmaction - INFO - Epoch [131][140/470] lr: 3.902e-01, eta: 1 day, 23:25:27, time: 2.176, data_time: 0.004, memory: 25994, top1_acc: 0.4244, top5_acc: 0.6714, loss_cls: 2.5806, loss: 2.5806, grad_norm: 1.0800 2021-02-20 18:22:58,990 - mmaction - INFO - Epoch [131][160/470] lr: 3.902e-01, eta: 1 day, 23:24:17, time: 2.267, data_time: 0.015, memory: 25994, top1_acc: 0.4210, top5_acc: 0.6730, loss_cls: 2.5723, loss: 2.5723, grad_norm: 1.0971 2021-02-20 18:23:45,743 - mmaction - INFO - Epoch [131][180/470] lr: 3.902e-01, eta: 1 day, 23:23:08, time: 2.332, data_time: 0.007, memory: 25994, top1_acc: 0.4181, top5_acc: 0.6717, loss_cls: 2.5979, loss: 2.5979, grad_norm: 1.1094 2021-02-20 18:24:32,099 - mmaction - INFO - Epoch [131][200/470] lr: 3.902e-01, eta: 1 day, 23:22:00, time: 2.323, data_time: 0.010, memory: 25994, top1_acc: 0.4247, top5_acc: 0.6725, loss_cls: 2.5684, loss: 2.5684, grad_norm: 1.0854 2021-02-20 18:25:16,732 - mmaction - INFO - Epoch [131][220/470] lr: 3.902e-01, eta: 1 day, 23:20:49, time: 2.226, data_time: 0.002, memory: 25994, top1_acc: 0.4187, top5_acc: 0.6697, loss_cls: 2.5753, loss: 2.5753, grad_norm: 1.1126 2021-02-20 18:26:03,332 - mmaction - INFO - Epoch [131][240/470] lr: 3.902e-01, eta: 1 day, 23:19:41, time: 2.336, data_time: 0.013, memory: 25994, top1_acc: 0.4156, top5_acc: 0.6728, loss_cls: 2.5919, loss: 2.5919, grad_norm: 1.1235 2021-02-20 18:26:47,924 - mmaction - INFO - Epoch [131][260/470] lr: 3.902e-01, eta: 1 day, 23:18:30, time: 2.230, data_time: 0.006, memory: 25994, top1_acc: 0.4112, top5_acc: 0.6627, loss_cls: 2.6311, loss: 2.6311, grad_norm: 1.0995 2021-02-20 18:27:31,030 - mmaction - INFO - Epoch [131][280/470] lr: 3.902e-01, eta: 1 day, 23:17:18, time: 2.156, data_time: 0.003, memory: 25994, top1_acc: 0.4218, top5_acc: 0.6722, loss_cls: 2.5707, loss: 2.5707, grad_norm: 1.0897 2021-02-20 18:28:15,215 - mmaction - INFO - Epoch [131][300/470] lr: 3.902e-01, eta: 1 day, 23:16:07, time: 2.200, data_time: 0.003, memory: 25994, top1_acc: 0.4156, top5_acc: 0.6702, loss_cls: 2.5879, loss: 2.5879, grad_norm: 1.0885 2021-02-20 18:28:59,742 - mmaction - INFO - Epoch [131][320/470] lr: 3.902e-01, eta: 1 day, 23:14:57, time: 2.234, data_time: 0.016, memory: 25994, top1_acc: 0.4100, top5_acc: 0.6675, loss_cls: 2.6112, loss: 2.6112, grad_norm: 1.0968 2021-02-20 18:29:45,416 - mmaction - INFO - Epoch [131][340/470] lr: 3.902e-01, eta: 1 day, 23:13:48, time: 2.284, data_time: 0.007, memory: 25994, top1_acc: 0.4214, top5_acc: 0.6707, loss_cls: 2.5853, loss: 2.5853, grad_norm: 1.0977 2021-02-20 18:30:31,787 - mmaction - INFO - Epoch [131][360/470] lr: 3.902e-01, eta: 1 day, 23:12:39, time: 2.313, data_time: 0.003, memory: 25994, top1_acc: 0.4229, top5_acc: 0.6733, loss_cls: 2.5788, loss: 2.5788, grad_norm: 1.0912 2021-02-20 18:31:17,003 - mmaction - INFO - Epoch [131][380/470] lr: 3.902e-01, eta: 1 day, 23:11:29, time: 2.266, data_time: 0.009, memory: 25994, top1_acc: 0.4206, top5_acc: 0.6715, loss_cls: 2.5774, loss: 2.5774, grad_norm: 1.1046 2021-02-20 18:32:01,568 - mmaction - INFO - Epoch [131][400/470] lr: 3.902e-01, eta: 1 day, 23:10:19, time: 2.228, data_time: 0.009, memory: 25994, top1_acc: 0.4256, top5_acc: 0.6737, loss_cls: 2.5659, loss: 2.5659, grad_norm: 1.1055 2021-02-20 18:32:45,753 - mmaction - INFO - Epoch [131][420/470] lr: 3.902e-01, eta: 1 day, 23:09:08, time: 2.209, data_time: 0.006, memory: 25994, top1_acc: 0.4126, top5_acc: 0.6659, loss_cls: 2.6242, loss: 2.6242, grad_norm: 1.1058 2021-02-20 18:33:29,531 - mmaction - INFO - Epoch [131][440/470] lr: 3.902e-01, eta: 1 day, 23:07:57, time: 2.189, data_time: 0.004, memory: 25994, top1_acc: 0.4226, top5_acc: 0.6645, loss_cls: 2.5877, loss: 2.5877, grad_norm: 1.0859 2021-02-20 18:34:14,660 - mmaction - INFO - Epoch [131][460/470] lr: 3.902e-01, eta: 1 day, 23:06:48, time: 2.256, data_time: 0.008, memory: 25994, top1_acc: 0.4146, top5_acc: 0.6763, loss_cls: 2.5705, loss: 2.5705, grad_norm: 1.0935 2021-02-20 18:38:54,442 - mmaction - INFO - Epoch [132][20/470] lr: 3.853e-01, eta: 1 day, 23:07:52, time: 12.267, data_time: 9.930, memory: 25994, top1_acc: 0.4198, top5_acc: 0.6703, loss_cls: 2.5747, loss: 2.5747, grad_norm: 1.0915 2021-02-20 18:39:38,709 - mmaction - INFO - Epoch [132][40/470] lr: 3.853e-01, eta: 1 day, 23:06:42, time: 2.215, data_time: 0.006, memory: 25994, top1_acc: 0.4241, top5_acc: 0.6755, loss_cls: 2.5564, loss: 2.5564, grad_norm: 1.1067 2021-02-20 18:40:23,710 - mmaction - INFO - Epoch [132][60/470] lr: 3.853e-01, eta: 1 day, 23:05:32, time: 2.245, data_time: 0.009, memory: 25994, top1_acc: 0.4282, top5_acc: 0.6831, loss_cls: 2.5213, loss: 2.5213, grad_norm: 1.0886 2021-02-20 18:41:08,632 - mmaction - INFO - Epoch [132][80/470] lr: 3.853e-01, eta: 1 day, 23:04:22, time: 2.251, data_time: 0.010, memory: 25994, top1_acc: 0.4199, top5_acc: 0.6771, loss_cls: 2.5569, loss: 2.5569, grad_norm: 1.1228 2021-02-20 18:41:55,120 - mmaction - INFO - Epoch [132][100/470] lr: 3.853e-01, eta: 1 day, 23:03:13, time: 2.324, data_time: 0.005, memory: 25994, top1_acc: 0.4213, top5_acc: 0.6734, loss_cls: 2.5560, loss: 2.5560, grad_norm: 1.0843 2021-02-20 18:42:42,285 - mmaction - INFO - Epoch [132][120/470] lr: 3.853e-01, eta: 1 day, 23:02:05, time: 2.359, data_time: 0.007, memory: 25994, top1_acc: 0.4227, top5_acc: 0.6784, loss_cls: 2.5610, loss: 2.5610, grad_norm: 1.1013 2021-02-20 18:43:26,241 - mmaction - INFO - Epoch [132][140/470] lr: 3.853e-01, eta: 1 day, 23:00:54, time: 2.192, data_time: 0.004, memory: 25994, top1_acc: 0.4118, top5_acc: 0.6699, loss_cls: 2.6069, loss: 2.6069, grad_norm: 1.1210 2021-02-20 18:44:09,900 - mmaction - INFO - Epoch [132][160/470] lr: 3.853e-01, eta: 1 day, 22:59:43, time: 2.187, data_time: 0.009, memory: 25994, top1_acc: 0.4161, top5_acc: 0.6598, loss_cls: 2.6346, loss: 2.6346, grad_norm: 1.0754 2021-02-20 18:44:56,919 - mmaction - INFO - Epoch [132][180/470] lr: 3.853e-01, eta: 1 day, 22:58:35, time: 2.346, data_time: 0.007, memory: 25994, top1_acc: 0.4202, top5_acc: 0.6706, loss_cls: 2.5923, loss: 2.5923, grad_norm: 1.1025 2021-02-20 18:45:41,431 - mmaction - INFO - Epoch [132][200/470] lr: 3.853e-01, eta: 1 day, 22:57:25, time: 2.232, data_time: 0.010, memory: 25994, top1_acc: 0.4245, top5_acc: 0.6809, loss_cls: 2.5236, loss: 2.5236, grad_norm: 1.1127 2021-02-20 18:46:28,812 - mmaction - INFO - Epoch [132][220/470] lr: 3.853e-01, eta: 1 day, 22:56:18, time: 2.369, data_time: 0.004, memory: 25994, top1_acc: 0.4255, top5_acc: 0.6762, loss_cls: 2.5536, loss: 2.5536, grad_norm: 1.1023 2021-02-20 18:47:13,517 - mmaction - INFO - Epoch [132][240/470] lr: 3.853e-01, eta: 1 day, 22:55:08, time: 2.234, data_time: 0.004, memory: 25994, top1_acc: 0.4192, top5_acc: 0.6686, loss_cls: 2.5963, loss: 2.5963, grad_norm: 1.0949 2021-02-20 18:48:00,606 - mmaction - INFO - Epoch [132][260/470] lr: 3.853e-01, eta: 1 day, 22:54:00, time: 2.346, data_time: 0.007, memory: 25994, top1_acc: 0.4313, top5_acc: 0.6767, loss_cls: 2.5363, loss: 2.5363, grad_norm: 1.1037 2021-02-20 18:48:47,509 - mmaction - INFO - Epoch [132][280/470] lr: 3.853e-01, eta: 1 day, 22:52:52, time: 2.354, data_time: 0.013, memory: 25994, top1_acc: 0.4171, top5_acc: 0.6676, loss_cls: 2.5994, loss: 2.5994, grad_norm: 1.0928 2021-02-20 18:49:32,433 - mmaction - INFO - Epoch [132][300/470] lr: 3.853e-01, eta: 1 day, 22:51:42, time: 2.247, data_time: 0.006, memory: 25994, top1_acc: 0.4204, top5_acc: 0.6629, loss_cls: 2.5995, loss: 2.5995, grad_norm: 1.1002 2021-02-20 18:50:15,859 - mmaction - INFO - Epoch [132][320/470] lr: 3.853e-01, eta: 1 day, 22:50:31, time: 2.171, data_time: 0.005, memory: 25994, top1_acc: 0.4109, top5_acc: 0.6615, loss_cls: 2.6236, loss: 2.6236, grad_norm: 1.1074 2021-02-20 18:51:01,000 - mmaction - INFO - Epoch [132][340/470] lr: 3.853e-01, eta: 1 day, 22:49:21, time: 2.257, data_time: 0.008, memory: 25994, top1_acc: 0.4179, top5_acc: 0.6693, loss_cls: 2.5948, loss: 2.5948, grad_norm: 1.1039 2021-02-20 18:51:46,113 - mmaction - INFO - Epoch [132][360/470] lr: 3.853e-01, eta: 1 day, 22:48:12, time: 2.256, data_time: 0.005, memory: 25994, top1_acc: 0.4170, top5_acc: 0.6633, loss_cls: 2.6161, loss: 2.6161, grad_norm: 1.0995 2021-02-20 18:52:31,679 - mmaction - INFO - Epoch [132][380/470] lr: 3.853e-01, eta: 1 day, 22:47:02, time: 2.276, data_time: 0.004, memory: 25994, top1_acc: 0.4158, top5_acc: 0.6590, loss_cls: 2.6039, loss: 2.6039, grad_norm: 1.1052 2021-02-20 18:53:15,057 - mmaction - INFO - Epoch [132][400/470] lr: 3.853e-01, eta: 1 day, 22:45:51, time: 2.169, data_time: 0.007, memory: 25994, top1_acc: 0.4245, top5_acc: 0.6670, loss_cls: 2.5905, loss: 2.5905, grad_norm: 1.1135 2021-02-20 18:54:06,517 - mmaction - INFO - Epoch [132][420/470] lr: 3.853e-01, eta: 1 day, 22:44:48, time: 2.574, data_time: 0.007, memory: 25994, top1_acc: 0.4258, top5_acc: 0.6752, loss_cls: 2.5366, loss: 2.5366, grad_norm: 1.1005 2021-02-20 18:54:51,373 - mmaction - INFO - Epoch [132][440/470] lr: 3.853e-01, eta: 1 day, 22:43:38, time: 2.243, data_time: 0.007, memory: 25994, top1_acc: 0.4133, top5_acc: 0.6659, loss_cls: 2.6181, loss: 2.6181, grad_norm: 1.1152 2021-02-20 18:55:35,697 - mmaction - INFO - Epoch [132][460/470] lr: 3.853e-01, eta: 1 day, 22:42:27, time: 2.214, data_time: 0.007, memory: 25994, top1_acc: 0.4128, top5_acc: 0.6674, loss_cls: 2.6244, loss: 2.6244, grad_norm: 1.0992 2021-02-20 18:56:09,687 - mmaction - INFO - Saving checkpoint at 132 epochs 2021-02-20 19:00:17,091 - mmaction - INFO - Epoch [133][20/470] lr: 3.804e-01, eta: 1 day, 22:43:30, time: 12.291, data_time: 10.003, memory: 25994, top1_acc: 0.4228, top5_acc: 0.6775, loss_cls: 2.5574, loss: 2.5574, grad_norm: 1.1029 2021-02-20 19:01:02,274 - mmaction - INFO - Epoch [133][40/470] lr: 3.804e-01, eta: 1 day, 22:42:21, time: 2.260, data_time: 0.007, memory: 25994, top1_acc: 0.4209, top5_acc: 0.6667, loss_cls: 2.5861, loss: 2.5861, grad_norm: 1.0781 2021-02-20 19:01:46,527 - mmaction - INFO - Epoch [133][60/470] lr: 3.804e-01, eta: 1 day, 22:41:11, time: 2.212, data_time: 0.003, memory: 25994, top1_acc: 0.4202, top5_acc: 0.6787, loss_cls: 2.5488, loss: 2.5488, grad_norm: 1.1156 2021-02-20 19:02:31,742 - mmaction - INFO - Epoch [133][80/470] lr: 3.804e-01, eta: 1 day, 22:40:01, time: 2.256, data_time: 0.005, memory: 25994, top1_acc: 0.4289, top5_acc: 0.6742, loss_cls: 2.5313, loss: 2.5313, grad_norm: 1.0861 2021-02-20 19:03:16,243 - mmaction - INFO - Epoch [133][100/470] lr: 3.804e-01, eta: 1 day, 22:38:51, time: 2.229, data_time: 0.009, memory: 25994, top1_acc: 0.4179, top5_acc: 0.6692, loss_cls: 2.5923, loss: 2.5923, grad_norm: 1.1034 2021-02-20 19:04:00,573 - mmaction - INFO - Epoch [133][120/470] lr: 3.804e-01, eta: 1 day, 22:37:41, time: 2.217, data_time: 0.010, memory: 25994, top1_acc: 0.4178, top5_acc: 0.6699, loss_cls: 2.5947, loss: 2.5947, grad_norm: 1.1208 2021-02-20 19:04:46,429 - mmaction - INFO - Epoch [133][140/470] lr: 3.804e-01, eta: 1 day, 22:36:32, time: 2.294, data_time: 0.006, memory: 25994, top1_acc: 0.4225, top5_acc: 0.6760, loss_cls: 2.5749, loss: 2.5749, grad_norm: 1.0997 2021-02-20 19:05:29,219 - mmaction - INFO - Epoch [133][160/470] lr: 3.804e-01, eta: 1 day, 22:35:20, time: 2.139, data_time: 0.003, memory: 25994, top1_acc: 0.4164, top5_acc: 0.6715, loss_cls: 2.5802, loss: 2.5802, grad_norm: 1.1267 2021-02-20 19:06:17,671 - mmaction - INFO - Epoch [133][180/470] lr: 3.804e-01, eta: 1 day, 22:34:14, time: 2.422, data_time: 0.003, memory: 25994, top1_acc: 0.4180, top5_acc: 0.6741, loss_cls: 2.5657, loss: 2.5657, grad_norm: 1.0863 2021-02-20 19:07:03,842 - mmaction - INFO - Epoch [133][200/470] lr: 3.804e-01, eta: 1 day, 22:33:05, time: 2.306, data_time: 0.009, memory: 25994, top1_acc: 0.4277, top5_acc: 0.6851, loss_cls: 2.5208, loss: 2.5208, grad_norm: 1.0982 2021-02-20 19:07:48,881 - mmaction - INFO - Epoch [133][220/470] lr: 3.804e-01, eta: 1 day, 22:31:56, time: 2.255, data_time: 0.007, memory: 25994, top1_acc: 0.4245, top5_acc: 0.6729, loss_cls: 2.5721, loss: 2.5721, grad_norm: 1.1193 2021-02-20 19:08:37,595 - mmaction - INFO - Epoch [133][240/470] lr: 3.804e-01, eta: 1 day, 22:30:50, time: 2.435, data_time: 0.007, memory: 25994, top1_acc: 0.4283, top5_acc: 0.6804, loss_cls: 2.5529, loss: 2.5529, grad_norm: 1.0997 2021-02-20 19:09:22,356 - mmaction - INFO - Epoch [133][260/470] lr: 3.804e-01, eta: 1 day, 22:29:40, time: 2.237, data_time: 0.007, memory: 25994, top1_acc: 0.4298, top5_acc: 0.6747, loss_cls: 2.5491, loss: 2.5491, grad_norm: 1.1075 2021-02-20 19:10:08,108 - mmaction - INFO - Epoch [133][280/470] lr: 3.804e-01, eta: 1 day, 22:28:31, time: 2.282, data_time: 0.006, memory: 25994, top1_acc: 0.4215, top5_acc: 0.6691, loss_cls: 2.5819, loss: 2.5819, grad_norm: 1.0760 2021-02-20 19:10:54,367 - mmaction - INFO - Epoch [133][300/470] lr: 3.804e-01, eta: 1 day, 22:27:23, time: 2.319, data_time: 0.013, memory: 25994, top1_acc: 0.4222, top5_acc: 0.6715, loss_cls: 2.5697, loss: 2.5697, grad_norm: 1.1051 2021-02-20 19:11:39,444 - mmaction - INFO - Epoch [133][320/470] lr: 3.804e-01, eta: 1 day, 22:26:13, time: 2.254, data_time: 0.005, memory: 25994, top1_acc: 0.4236, top5_acc: 0.6682, loss_cls: 2.5782, loss: 2.5782, grad_norm: 1.1032 2021-02-20 19:12:25,448 - mmaction - INFO - Epoch [133][340/470] lr: 3.804e-01, eta: 1 day, 22:25:05, time: 2.299, data_time: 0.005, memory: 25994, top1_acc: 0.4203, top5_acc: 0.6708, loss_cls: 2.5836, loss: 2.5836, grad_norm: 1.1066 2021-02-20 19:13:09,401 - mmaction - INFO - Epoch [133][360/470] lr: 3.804e-01, eta: 1 day, 22:23:54, time: 2.198, data_time: 0.007, memory: 25994, top1_acc: 0.4200, top5_acc: 0.6722, loss_cls: 2.5787, loss: 2.5787, grad_norm: 1.1002 2021-02-20 19:13:56,891 - mmaction - INFO - Epoch [133][380/470] lr: 3.804e-01, eta: 1 day, 22:22:47, time: 2.366, data_time: 0.003, memory: 25994, top1_acc: 0.4208, top5_acc: 0.6739, loss_cls: 2.5691, loss: 2.5691, grad_norm: 1.1144 2021-02-20 19:14:41,065 - mmaction - INFO - Epoch [133][400/470] lr: 3.804e-01, eta: 1 day, 22:21:37, time: 2.217, data_time: 0.011, memory: 25994, top1_acc: 0.4144, top5_acc: 0.6715, loss_cls: 2.5888, loss: 2.5888, grad_norm: 1.1069 2021-02-20 19:15:28,095 - mmaction - INFO - Epoch [133][420/470] lr: 3.804e-01, eta: 1 day, 22:20:30, time: 2.348, data_time: 0.003, memory: 25994, top1_acc: 0.4206, top5_acc: 0.6776, loss_cls: 2.5855, loss: 2.5855, grad_norm: 1.1022 2021-02-20 19:16:20,518 - mmaction - INFO - Epoch [133][440/470] lr: 3.804e-01, eta: 1 day, 22:19:27, time: 2.624, data_time: 0.010, memory: 25994, top1_acc: 0.4238, top5_acc: 0.6787, loss_cls: 2.5817, loss: 2.5817, grad_norm: 1.0940 2021-02-20 19:17:08,966 - mmaction - INFO - Epoch [133][460/470] lr: 3.804e-01, eta: 1 day, 22:18:21, time: 2.423, data_time: 0.004, memory: 25994, top1_acc: 0.4173, top5_acc: 0.6638, loss_cls: 2.5957, loss: 2.5957, grad_norm: 1.1096 2021-02-20 19:22:35,249 - mmaction - INFO - Epoch [134][20/470] lr: 3.755e-01, eta: 1 day, 22:20:03, time: 14.501, data_time: 12.194, memory: 25994, top1_acc: 0.4308, top5_acc: 0.6807, loss_cls: 2.5300, loss: 2.5300, grad_norm: 1.1063 2021-02-20 19:23:20,984 - mmaction - INFO - Epoch [134][40/470] lr: 3.755e-01, eta: 1 day, 22:18:54, time: 2.282, data_time: 0.004, memory: 25994, top1_acc: 0.4297, top5_acc: 0.6840, loss_cls: 2.5296, loss: 2.5296, grad_norm: 1.1148 2021-02-20 19:24:04,127 - mmaction - INFO - Epoch [134][60/470] lr: 3.755e-01, eta: 1 day, 22:17:43, time: 2.162, data_time: 0.010, memory: 25994, top1_acc: 0.4302, top5_acc: 0.6725, loss_cls: 2.5483, loss: 2.5483, grad_norm: 1.1092 2021-02-20 19:24:50,555 - mmaction - INFO - Epoch [134][80/470] lr: 3.755e-01, eta: 1 day, 22:16:34, time: 2.317, data_time: 0.004, memory: 25994, top1_acc: 0.4200, top5_acc: 0.6654, loss_cls: 2.5834, loss: 2.5834, grad_norm: 1.1019 2021-02-20 19:25:37,399 - mmaction - INFO - Epoch [134][100/470] lr: 3.755e-01, eta: 1 day, 22:15:27, time: 2.346, data_time: 0.009, memory: 25994, top1_acc: 0.4204, top5_acc: 0.6707, loss_cls: 2.5937, loss: 2.5937, grad_norm: 1.1181 2021-02-20 19:26:22,675 - mmaction - INFO - Epoch [134][120/470] lr: 3.755e-01, eta: 1 day, 22:14:18, time: 2.264, data_time: 0.010, memory: 25994, top1_acc: 0.4124, top5_acc: 0.6664, loss_cls: 2.5894, loss: 2.5894, grad_norm: 1.0997 2021-02-20 19:27:06,833 - mmaction - INFO - Epoch [134][140/470] lr: 3.755e-01, eta: 1 day, 22:13:07, time: 2.208, data_time: 0.004, memory: 25994, top1_acc: 0.4211, top5_acc: 0.6764, loss_cls: 2.5515, loss: 2.5515, grad_norm: 1.1188 2021-02-20 19:27:51,578 - mmaction - INFO - Epoch [134][160/470] lr: 3.755e-01, eta: 1 day, 22:11:58, time: 2.236, data_time: 0.003, memory: 25994, top1_acc: 0.4229, top5_acc: 0.6771, loss_cls: 2.5585, loss: 2.5585, grad_norm: 1.1183 2021-02-20 19:28:36,964 - mmaction - INFO - Epoch [134][180/470] lr: 3.755e-01, eta: 1 day, 22:10:49, time: 2.269, data_time: 0.005, memory: 25994, top1_acc: 0.4209, top5_acc: 0.6764, loss_cls: 2.5482, loss: 2.5482, grad_norm: 1.1008 2021-02-20 19:29:22,672 - mmaction - INFO - Epoch [134][200/470] lr: 3.755e-01, eta: 1 day, 22:09:40, time: 2.286, data_time: 0.009, memory: 25994, top1_acc: 0.4160, top5_acc: 0.6680, loss_cls: 2.5870, loss: 2.5870, grad_norm: 1.1477 2021-02-20 19:30:11,460 - mmaction - INFO - Epoch [134][220/470] lr: 3.755e-01, eta: 1 day, 22:08:34, time: 2.432, data_time: 0.004, memory: 25994, top1_acc: 0.4246, top5_acc: 0.6740, loss_cls: 2.5650, loss: 2.5650, grad_norm: 1.1047 2021-02-20 19:30:56,343 - mmaction - INFO - Epoch [134][240/470] lr: 3.755e-01, eta: 1 day, 22:07:25, time: 2.251, data_time: 0.011, memory: 25994, top1_acc: 0.4251, top5_acc: 0.6766, loss_cls: 2.5675, loss: 2.5675, grad_norm: 1.1214 2021-02-20 19:31:41,743 - mmaction - INFO - Epoch [134][260/470] lr: 3.755e-01, eta: 1 day, 22:06:16, time: 2.268, data_time: 0.005, memory: 25994, top1_acc: 0.4221, top5_acc: 0.6757, loss_cls: 2.5430, loss: 2.5430, grad_norm: 1.1070 2021-02-20 19:32:26,839 - mmaction - INFO - Epoch [134][280/470] lr: 3.755e-01, eta: 1 day, 22:05:07, time: 2.257, data_time: 0.006, memory: 25994, top1_acc: 0.4126, top5_acc: 0.6666, loss_cls: 2.6037, loss: 2.6037, grad_norm: 1.1067 2021-02-20 19:33:11,842 - mmaction - INFO - Epoch [134][300/470] lr: 3.755e-01, eta: 1 day, 22:03:57, time: 2.247, data_time: 0.007, memory: 25994, top1_acc: 0.4197, top5_acc: 0.6690, loss_cls: 2.5844, loss: 2.5844, grad_norm: 1.1212 2021-02-20 19:33:57,776 - mmaction - INFO - Epoch [134][320/470] lr: 3.755e-01, eta: 1 day, 22:02:49, time: 2.300, data_time: 0.008, memory: 25994, top1_acc: 0.4085, top5_acc: 0.6633, loss_cls: 2.6301, loss: 2.6301, grad_norm: 1.1049 2021-02-20 19:34:42,669 - mmaction - INFO - Epoch [134][340/470] lr: 3.755e-01, eta: 1 day, 22:01:39, time: 2.240, data_time: 0.003, memory: 25994, top1_acc: 0.4248, top5_acc: 0.6711, loss_cls: 2.5725, loss: 2.5725, grad_norm: 1.0930 2021-02-20 19:35:27,892 - mmaction - INFO - Epoch [134][360/470] lr: 3.755e-01, eta: 1 day, 22:00:30, time: 2.265, data_time: 0.025, memory: 25994, top1_acc: 0.4230, top5_acc: 0.6730, loss_cls: 2.5789, loss: 2.5789, grad_norm: 1.1199 2021-02-20 19:36:13,452 - mmaction - INFO - Epoch [134][380/470] lr: 3.755e-01, eta: 1 day, 21:59:22, time: 2.276, data_time: 0.013, memory: 25994, top1_acc: 0.4252, top5_acc: 0.6693, loss_cls: 2.5809, loss: 2.5809, grad_norm: 1.0983 2021-02-20 19:36:58,520 - mmaction - INFO - Epoch [134][400/470] lr: 3.755e-01, eta: 1 day, 21:58:13, time: 2.251, data_time: 0.008, memory: 25994, top1_acc: 0.4144, top5_acc: 0.6660, loss_cls: 2.5920, loss: 2.5920, grad_norm: 1.1110 2021-02-20 19:37:44,476 - mmaction - INFO - Epoch [134][420/470] lr: 3.755e-01, eta: 1 day, 21:57:04, time: 2.301, data_time: 0.012, memory: 25994, top1_acc: 0.4088, top5_acc: 0.6676, loss_cls: 2.6119, loss: 2.6119, grad_norm: 1.1163 2021-02-20 19:38:31,772 - mmaction - INFO - Epoch [134][440/470] lr: 3.755e-01, eta: 1 day, 21:55:57, time: 2.366, data_time: 0.005, memory: 25994, top1_acc: 0.4245, top5_acc: 0.6736, loss_cls: 2.5526, loss: 2.5526, grad_norm: 1.1152 2021-02-20 19:39:21,160 - mmaction - INFO - Epoch [134][460/470] lr: 3.755e-01, eta: 1 day, 21:54:52, time: 2.470, data_time: 0.017, memory: 25994, top1_acc: 0.4252, top5_acc: 0.6754, loss_cls: 2.5538, loss: 2.5538, grad_norm: 1.1227 2021-02-20 19:44:03,256 - mmaction - INFO - Epoch [135][20/470] lr: 3.706e-01, eta: 1 day, 21:55:53, time: 12.432, data_time: 10.203, memory: 25994, top1_acc: 0.4313, top5_acc: 0.6729, loss_cls: 2.5340, loss: 2.5340, grad_norm: 1.0971 2021-02-20 19:44:47,572 - mmaction - INFO - Epoch [135][40/470] lr: 3.706e-01, eta: 1 day, 21:54:43, time: 2.218, data_time: 0.010, memory: 25994, top1_acc: 0.4351, top5_acc: 0.6829, loss_cls: 2.5186, loss: 2.5186, grad_norm: 1.1343 2021-02-20 19:45:34,446 - mmaction - INFO - Epoch [135][60/470] lr: 3.706e-01, eta: 1 day, 21:53:36, time: 2.330, data_time: 0.004, memory: 25994, top1_acc: 0.4239, top5_acc: 0.6778, loss_cls: 2.5515, loss: 2.5515, grad_norm: 1.1249 2021-02-20 19:46:19,763 - mmaction - INFO - Epoch [135][80/470] lr: 3.706e-01, eta: 1 day, 21:52:27, time: 2.279, data_time: 0.019, memory: 25994, top1_acc: 0.4308, top5_acc: 0.6826, loss_cls: 2.5087, loss: 2.5087, grad_norm: 1.1355 2021-02-20 19:47:06,604 - mmaction - INFO - Epoch [135][100/470] lr: 3.706e-01, eta: 1 day, 21:51:19, time: 2.343, data_time: 0.005, memory: 25994, top1_acc: 0.4301, top5_acc: 0.6737, loss_cls: 2.5383, loss: 2.5383, grad_norm: 1.1328 2021-02-20 19:47:52,833 - mmaction - INFO - Epoch [135][120/470] lr: 3.706e-01, eta: 1 day, 21:50:11, time: 2.312, data_time: 0.005, memory: 25994, top1_acc: 0.4254, top5_acc: 0.6678, loss_cls: 2.5656, loss: 2.5656, grad_norm: 1.1149 2021-02-20 19:48:37,756 - mmaction - INFO - Epoch [135][140/470] lr: 3.706e-01, eta: 1 day, 21:49:02, time: 2.245, data_time: 0.003, memory: 25994, top1_acc: 0.4222, top5_acc: 0.6778, loss_cls: 2.5488, loss: 2.5488, grad_norm: 1.1366 2021-02-20 19:49:21,711 - mmaction - INFO - Epoch [135][160/470] lr: 3.706e-01, eta: 1 day, 21:47:52, time: 2.198, data_time: 0.005, memory: 25994, top1_acc: 0.4156, top5_acc: 0.6735, loss_cls: 2.5868, loss: 2.5868, grad_norm: 1.1240 2021-02-20 19:50:07,597 - mmaction - INFO - Epoch [135][180/470] lr: 3.706e-01, eta: 1 day, 21:46:44, time: 2.292, data_time: 0.005, memory: 25994, top1_acc: 0.4219, top5_acc: 0.6760, loss_cls: 2.5654, loss: 2.5654, grad_norm: 1.1221 2021-02-20 19:50:54,732 - mmaction - INFO - Epoch [135][200/470] lr: 3.706e-01, eta: 1 day, 21:45:36, time: 2.358, data_time: 0.008, memory: 25994, top1_acc: 0.4235, top5_acc: 0.6663, loss_cls: 2.5845, loss: 2.5845, grad_norm: 1.0995 2021-02-20 19:51:41,810 - mmaction - INFO - Epoch [135][220/470] lr: 3.706e-01, eta: 1 day, 21:44:29, time: 2.354, data_time: 0.007, memory: 25994, top1_acc: 0.4199, top5_acc: 0.6734, loss_cls: 2.5607, loss: 2.5607, grad_norm: 1.1117 2021-02-20 19:52:28,539 - mmaction - INFO - Epoch [135][240/470] lr: 3.706e-01, eta: 1 day, 21:43:22, time: 2.337, data_time: 0.006, memory: 25994, top1_acc: 0.4272, top5_acc: 0.6709, loss_cls: 2.5793, loss: 2.5793, grad_norm: 1.1064 2021-02-20 19:53:14,493 - mmaction - INFO - Epoch [135][260/470] lr: 3.706e-01, eta: 1 day, 21:42:13, time: 2.299, data_time: 0.004, memory: 25994, top1_acc: 0.4232, top5_acc: 0.6763, loss_cls: 2.5464, loss: 2.5464, grad_norm: 1.1114 2021-02-20 19:54:13,755 - mmaction - INFO - Epoch [135][280/470] lr: 3.706e-01, eta: 1 day, 21:41:17, time: 2.962, data_time: 0.006, memory: 25994, top1_acc: 0.4236, top5_acc: 0.6792, loss_cls: 2.5519, loss: 2.5519, grad_norm: 1.1184 2021-02-20 19:54:59,748 - mmaction - INFO - Epoch [135][300/470] lr: 3.706e-01, eta: 1 day, 21:40:09, time: 2.301, data_time: 0.017, memory: 25994, top1_acc: 0.4273, top5_acc: 0.6761, loss_cls: 2.5413, loss: 2.5413, grad_norm: 1.1304 2021-02-20 19:55:44,517 - mmaction - INFO - Epoch [135][320/470] lr: 3.706e-01, eta: 1 day, 21:39:00, time: 2.236, data_time: 0.004, memory: 25994, top1_acc: 0.4151, top5_acc: 0.6646, loss_cls: 2.5986, loss: 2.5986, grad_norm: 1.1092 2021-02-20 19:56:32,591 - mmaction - INFO - Epoch [135][340/470] lr: 3.706e-01, eta: 1 day, 21:37:53, time: 2.398, data_time: 0.005, memory: 25994, top1_acc: 0.4254, top5_acc: 0.6727, loss_cls: 2.5785, loss: 2.5785, grad_norm: 1.1318 2021-02-20 19:57:18,217 - mmaction - INFO - Epoch [135][360/470] lr: 3.706e-01, eta: 1 day, 21:36:45, time: 2.284, data_time: 0.011, memory: 25994, top1_acc: 0.4192, top5_acc: 0.6668, loss_cls: 2.6057, loss: 2.6057, grad_norm: 1.1174 2021-02-20 19:58:02,318 - mmaction - INFO - Epoch [135][380/470] lr: 3.706e-01, eta: 1 day, 21:35:35, time: 2.209, data_time: 0.008, memory: 25994, top1_acc: 0.4201, top5_acc: 0.6671, loss_cls: 2.5938, loss: 2.5938, grad_norm: 1.1166 2021-02-20 19:58:48,560 - mmaction - INFO - Epoch [135][400/470] lr: 3.706e-01, eta: 1 day, 21:34:27, time: 2.313, data_time: 0.007, memory: 25994, top1_acc: 0.4179, top5_acc: 0.6605, loss_cls: 2.6178, loss: 2.6178, grad_norm: 1.0991 2021-02-20 19:59:38,956 - mmaction - INFO - Epoch [135][420/470] lr: 3.706e-01, eta: 1 day, 21:33:23, time: 2.518, data_time: 0.002, memory: 25994, top1_acc: 0.4211, top5_acc: 0.6685, loss_cls: 2.5926, loss: 2.5926, grad_norm: 1.0968 2021-02-20 20:00:23,849 - mmaction - INFO - Epoch [135][440/470] lr: 3.706e-01, eta: 1 day, 21:32:14, time: 2.243, data_time: 0.005, memory: 25994, top1_acc: 0.4265, top5_acc: 0.6746, loss_cls: 2.5521, loss: 2.5521, grad_norm: 1.0975 2021-02-20 20:01:08,644 - mmaction - INFO - Epoch [135][460/470] lr: 3.706e-01, eta: 1 day, 21:31:05, time: 2.240, data_time: 0.006, memory: 25994, top1_acc: 0.4273, top5_acc: 0.6735, loss_cls: 2.5393, loss: 2.5393, grad_norm: 1.1099 2021-02-20 20:08:45,272 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-20 20:08:46,036 - mmaction - INFO - top1_acc 0.4462 top5_acc 0.7139 2021-02-20 20:08:46,036 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-20 20:08:46,090 - mmaction - INFO - mean_acc 0.4461 2021-02-20 20:08:46,102 - mmaction - INFO - Epoch(val) [135][470] top1_acc: 0.4462, top5_acc: 0.7139, mean_class_accuracy: 0.4461 2021-02-20 20:13:03,681 - mmaction - INFO - Epoch [136][20/470] lr: 3.657e-01, eta: 1 day, 21:32:12, time: 12.876, data_time: 10.583, memory: 25994, top1_acc: 0.4229, top5_acc: 0.6805, loss_cls: 2.5461, loss: 2.5461, grad_norm: 1.1241 2021-02-20 20:13:49,725 - mmaction - INFO - Epoch [136][40/470] lr: 3.657e-01, eta: 1 day, 21:31:04, time: 2.300, data_time: 0.005, memory: 25994, top1_acc: 0.4337, top5_acc: 0.6740, loss_cls: 2.5351, loss: 2.5351, grad_norm: 1.1153 2021-02-20 20:14:33,692 - mmaction - INFO - Epoch [136][60/470] lr: 3.657e-01, eta: 1 day, 21:29:54, time: 2.202, data_time: 0.006, memory: 25994, top1_acc: 0.4358, top5_acc: 0.6904, loss_cls: 2.4814, loss: 2.4814, grad_norm: 1.1190 2021-02-20 20:15:18,746 - mmaction - INFO - Epoch [136][80/470] lr: 3.657e-01, eta: 1 day, 21:28:45, time: 2.253, data_time: 0.002, memory: 25994, top1_acc: 0.4297, top5_acc: 0.6881, loss_cls: 2.5005, loss: 2.5005, grad_norm: 1.1230 2021-02-20 20:16:12,454 - mmaction - INFO - Epoch [136][100/470] lr: 3.657e-01, eta: 1 day, 21:27:44, time: 2.685, data_time: 0.004, memory: 25994, top1_acc: 0.4292, top5_acc: 0.6742, loss_cls: 2.5372, loss: 2.5372, grad_norm: 1.1148 2021-02-20 20:16:59,113 - mmaction - INFO - Epoch [136][120/470] lr: 3.657e-01, eta: 1 day, 21:26:36, time: 2.330, data_time: 0.003, memory: 25994, top1_acc: 0.4305, top5_acc: 0.6807, loss_cls: 2.5422, loss: 2.5422, grad_norm: 1.1318 2021-02-20 20:17:46,512 - mmaction - INFO - Epoch [136][140/470] lr: 3.657e-01, eta: 1 day, 21:25:30, time: 2.373, data_time: 0.008, memory: 25994, top1_acc: 0.4248, top5_acc: 0.6761, loss_cls: 2.5487, loss: 2.5487, grad_norm: 1.0967 2021-02-20 20:18:31,256 - mmaction - INFO - Epoch [136][160/470] lr: 3.657e-01, eta: 1 day, 21:24:20, time: 2.229, data_time: 0.003, memory: 25994, top1_acc: 0.4256, top5_acc: 0.6748, loss_cls: 2.5346, loss: 2.5346, grad_norm: 1.1228 2021-02-20 20:19:17,725 - mmaction - INFO - Epoch [136][180/470] lr: 3.657e-01, eta: 1 day, 21:23:13, time: 2.331, data_time: 0.013, memory: 25994, top1_acc: 0.4270, top5_acc: 0.6696, loss_cls: 2.5725, loss: 2.5725, grad_norm: 1.1277 2021-02-20 20:20:03,706 - mmaction - INFO - Epoch [136][200/470] lr: 3.657e-01, eta: 1 day, 21:22:05, time: 2.299, data_time: 0.006, memory: 25994, top1_acc: 0.4262, top5_acc: 0.6744, loss_cls: 2.5595, loss: 2.5595, grad_norm: 1.1198 2021-02-20 20:20:49,701 - mmaction - INFO - Epoch [136][220/470] lr: 3.657e-01, eta: 1 day, 21:20:57, time: 2.299, data_time: 0.002, memory: 25994, top1_acc: 0.4268, top5_acc: 0.6745, loss_cls: 2.5530, loss: 2.5530, grad_norm: 1.1374 2021-02-20 20:21:50,605 - mmaction - INFO - Epoch [136][240/470] lr: 3.657e-01, eta: 1 day, 21:20:02, time: 3.044, data_time: 0.003, memory: 25994, top1_acc: 0.4264, top5_acc: 0.6739, loss_cls: 2.5538, loss: 2.5538, grad_norm: 1.1216 2021-02-20 20:22:34,794 - mmaction - INFO - Epoch [136][260/470] lr: 3.657e-01, eta: 1 day, 21:18:52, time: 2.211, data_time: 0.005, memory: 25994, top1_acc: 0.4328, top5_acc: 0.6771, loss_cls: 2.5484, loss: 2.5484, grad_norm: 1.1230 2021-02-20 20:23:20,488 - mmaction - INFO - Epoch [136][280/470] lr: 3.657e-01, eta: 1 day, 21:17:44, time: 2.272, data_time: 0.002, memory: 25994, top1_acc: 0.4283, top5_acc: 0.6798, loss_cls: 2.5232, loss: 2.5232, grad_norm: 1.1382 2021-02-20 20:24:04,701 - mmaction - INFO - Epoch [136][300/470] lr: 3.657e-01, eta: 1 day, 21:16:35, time: 2.223, data_time: 0.017, memory: 25994, top1_acc: 0.4256, top5_acc: 0.6657, loss_cls: 2.5912, loss: 2.5912, grad_norm: 1.1350 2021-02-20 20:24:48,539 - mmaction - INFO - Epoch [136][320/470] lr: 3.657e-01, eta: 1 day, 21:15:25, time: 2.188, data_time: 0.005, memory: 25994, top1_acc: 0.4161, top5_acc: 0.6652, loss_cls: 2.6162, loss: 2.6162, grad_norm: 1.1294 2021-02-20 20:25:34,613 - mmaction - INFO - Epoch [136][340/470] lr: 3.657e-01, eta: 1 day, 21:14:17, time: 2.302, data_time: 0.012, memory: 25994, top1_acc: 0.4182, top5_acc: 0.6694, loss_cls: 2.5763, loss: 2.5763, grad_norm: 1.1173 2021-02-20 20:26:19,665 - mmaction - INFO - Epoch [136][360/470] lr: 3.657e-01, eta: 1 day, 21:13:08, time: 2.258, data_time: 0.009, memory: 25994, top1_acc: 0.4243, top5_acc: 0.6732, loss_cls: 2.5661, loss: 2.5661, grad_norm: 1.1171 2021-02-20 20:27:04,849 - mmaction - INFO - Epoch [136][380/470] lr: 3.657e-01, eta: 1 day, 21:12:00, time: 2.260, data_time: 0.005, memory: 25994, top1_acc: 0.4271, top5_acc: 0.6798, loss_cls: 2.5396, loss: 2.5396, grad_norm: 1.1116 2021-02-20 20:27:50,257 - mmaction - INFO - Epoch [136][400/470] lr: 3.657e-01, eta: 1 day, 21:10:51, time: 2.267, data_time: 0.005, memory: 25994, top1_acc: 0.4204, top5_acc: 0.6771, loss_cls: 2.5565, loss: 2.5565, grad_norm: 1.1320 2021-02-20 20:28:34,782 - mmaction - INFO - Epoch [136][420/470] lr: 3.657e-01, eta: 1 day, 21:09:42, time: 2.230, data_time: 0.009, memory: 25994, top1_acc: 0.4254, top5_acc: 0.6740, loss_cls: 2.5717, loss: 2.5717, grad_norm: 1.1230 2021-02-20 20:29:18,291 - mmaction - INFO - Epoch [136][440/470] lr: 3.657e-01, eta: 1 day, 21:08:32, time: 2.174, data_time: 0.009, memory: 25994, top1_acc: 0.4190, top5_acc: 0.6753, loss_cls: 2.5693, loss: 2.5693, grad_norm: 1.1300 2021-02-20 20:30:03,425 - mmaction - INFO - Epoch [136][460/470] lr: 3.657e-01, eta: 1 day, 21:07:23, time: 2.256, data_time: 0.029, memory: 25994, top1_acc: 0.4166, top5_acc: 0.6746, loss_cls: 2.5510, loss: 2.5510, grad_norm: 1.1141 2021-02-20 20:30:40,459 - mmaction - INFO - Saving checkpoint at 136 epochs 2021-02-20 20:35:05,255 - mmaction - INFO - Epoch [137][20/470] lr: 3.608e-01, eta: 1 day, 21:08:32, time: 13.139, data_time: 10.674, memory: 25994, top1_acc: 0.4352, top5_acc: 0.6829, loss_cls: 2.5005, loss: 2.5005, grad_norm: 1.1457 2021-02-20 20:35:51,829 - mmaction - INFO - Epoch [137][40/470] lr: 3.608e-01, eta: 1 day, 21:07:25, time: 2.330, data_time: 0.008, memory: 25994, top1_acc: 0.4184, top5_acc: 0.6739, loss_cls: 2.5816, loss: 2.5816, grad_norm: 1.1436 2021-02-20 20:36:41,969 - mmaction - INFO - Epoch [137][60/470] lr: 3.608e-01, eta: 1 day, 21:06:21, time: 2.502, data_time: 0.005, memory: 25994, top1_acc: 0.4341, top5_acc: 0.6857, loss_cls: 2.4927, loss: 2.4927, grad_norm: 1.1260 2021-02-20 20:37:25,987 - mmaction - INFO - Epoch [137][80/470] lr: 3.608e-01, eta: 1 day, 21:05:11, time: 2.207, data_time: 0.015, memory: 25994, top1_acc: 0.4321, top5_acc: 0.6782, loss_cls: 2.5185, loss: 2.5185, grad_norm: 1.1558 2021-02-20 20:38:16,132 - mmaction - INFO - Epoch [137][100/470] lr: 3.608e-01, eta: 1 day, 21:04:07, time: 2.506, data_time: 0.005, memory: 25994, top1_acc: 0.4239, top5_acc: 0.6774, loss_cls: 2.5365, loss: 2.5365, grad_norm: 1.1204 2021-02-20 20:39:03,831 - mmaction - INFO - Epoch [137][120/470] lr: 3.608e-01, eta: 1 day, 21:03:01, time: 2.386, data_time: 0.008, memory: 25994, top1_acc: 0.4156, top5_acc: 0.6677, loss_cls: 2.5834, loss: 2.5834, grad_norm: 1.1404 2021-02-20 20:39:52,378 - mmaction - INFO - Epoch [137][140/470] lr: 3.608e-01, eta: 1 day, 21:01:55, time: 2.420, data_time: 0.008, memory: 25994, top1_acc: 0.4251, top5_acc: 0.6783, loss_cls: 2.5537, loss: 2.5537, grad_norm: 1.1320 2021-02-20 20:40:37,185 - mmaction - INFO - Epoch [137][160/470] lr: 3.608e-01, eta: 1 day, 21:00:46, time: 2.248, data_time: 0.011, memory: 25994, top1_acc: 0.4258, top5_acc: 0.6782, loss_cls: 2.5273, loss: 2.5273, grad_norm: 1.1188 2021-02-20 20:41:25,826 - mmaction - INFO - Epoch [137][180/470] lr: 3.608e-01, eta: 1 day, 20:59:41, time: 2.432, data_time: 0.003, memory: 25994, top1_acc: 0.4275, top5_acc: 0.6866, loss_cls: 2.5089, loss: 2.5089, grad_norm: 1.1374 2021-02-20 20:42:10,541 - mmaction - INFO - Epoch [137][200/470] lr: 3.608e-01, eta: 1 day, 20:58:32, time: 2.236, data_time: 0.015, memory: 25994, top1_acc: 0.4375, top5_acc: 0.6804, loss_cls: 2.5381, loss: 2.5381, grad_norm: 1.1326 2021-02-20 20:42:54,464 - mmaction - INFO - Epoch [137][220/470] lr: 3.608e-01, eta: 1 day, 20:57:22, time: 2.193, data_time: 0.005, memory: 25994, top1_acc: 0.4281, top5_acc: 0.6821, loss_cls: 2.5469, loss: 2.5469, grad_norm: 1.1461 2021-02-20 20:43:39,967 - mmaction - INFO - Epoch [137][240/470] lr: 3.608e-01, eta: 1 day, 20:56:14, time: 2.278, data_time: 0.007, memory: 25994, top1_acc: 0.4288, top5_acc: 0.6753, loss_cls: 2.5431, loss: 2.5431, grad_norm: 1.1329 2021-02-20 20:44:25,328 - mmaction - INFO - Epoch [137][260/470] lr: 3.608e-01, eta: 1 day, 20:55:05, time: 2.265, data_time: 0.003, memory: 25994, top1_acc: 0.4280, top5_acc: 0.6718, loss_cls: 2.5808, loss: 2.5808, grad_norm: 1.1169 2021-02-20 20:45:11,421 - mmaction - INFO - Epoch [137][280/470] lr: 3.608e-01, eta: 1 day, 20:53:58, time: 2.296, data_time: 0.010, memory: 25994, top1_acc: 0.4277, top5_acc: 0.6739, loss_cls: 2.5499, loss: 2.5499, grad_norm: 1.1296 2021-02-20 20:45:58,692 - mmaction - INFO - Epoch [137][300/470] lr: 3.608e-01, eta: 1 day, 20:52:51, time: 2.373, data_time: 0.019, memory: 25994, top1_acc: 0.4261, top5_acc: 0.6726, loss_cls: 2.5556, loss: 2.5556, grad_norm: 1.1055 2021-02-20 20:46:43,499 - mmaction - INFO - Epoch [137][320/470] lr: 3.608e-01, eta: 1 day, 20:51:42, time: 2.239, data_time: 0.007, memory: 25994, top1_acc: 0.4229, top5_acc: 0.6785, loss_cls: 2.5294, loss: 2.5294, grad_norm: 1.1267 2021-02-20 20:47:27,740 - mmaction - INFO - Epoch [137][340/470] lr: 3.608e-01, eta: 1 day, 20:50:33, time: 2.215, data_time: 0.007, memory: 25994, top1_acc: 0.4343, top5_acc: 0.6783, loss_cls: 2.5439, loss: 2.5439, grad_norm: 1.1223 2021-02-20 20:48:14,911 - mmaction - INFO - Epoch [137][360/470] lr: 3.608e-01, eta: 1 day, 20:49:27, time: 2.358, data_time: 0.005, memory: 25994, top1_acc: 0.4208, top5_acc: 0.6719, loss_cls: 2.5594, loss: 2.5594, grad_norm: 1.1156 2021-02-20 20:49:01,589 - mmaction - INFO - Epoch [137][380/470] lr: 3.608e-01, eta: 1 day, 20:48:19, time: 2.333, data_time: 0.009, memory: 25994, top1_acc: 0.4219, top5_acc: 0.6704, loss_cls: 2.5739, loss: 2.5739, grad_norm: 1.1148 2021-02-20 20:49:46,076 - mmaction - INFO - Epoch [137][400/470] lr: 3.608e-01, eta: 1 day, 20:47:10, time: 2.223, data_time: 0.012, memory: 25994, top1_acc: 0.4260, top5_acc: 0.6745, loss_cls: 2.5718, loss: 2.5718, grad_norm: 1.1388 2021-02-20 20:50:31,136 - mmaction - INFO - Epoch [137][420/470] lr: 3.608e-01, eta: 1 day, 20:46:02, time: 2.256, data_time: 0.007, memory: 25994, top1_acc: 0.4255, top5_acc: 0.6760, loss_cls: 2.5246, loss: 2.5246, grad_norm: 1.1122 2021-02-20 20:51:15,844 - mmaction - INFO - Epoch [137][440/470] lr: 3.608e-01, eta: 1 day, 20:44:53, time: 2.234, data_time: 0.006, memory: 25994, top1_acc: 0.4217, top5_acc: 0.6734, loss_cls: 2.5720, loss: 2.5720, grad_norm: 1.1370 2021-02-20 20:52:00,137 - mmaction - INFO - Epoch [137][460/470] lr: 3.608e-01, eta: 1 day, 20:43:44, time: 2.216, data_time: 0.008, memory: 25994, top1_acc: 0.4298, top5_acc: 0.6758, loss_cls: 2.5605, loss: 2.5605, grad_norm: 1.1145 2021-02-20 20:56:58,987 - mmaction - INFO - Epoch [138][20/470] lr: 3.559e-01, eta: 1 day, 20:44:50, time: 13.095, data_time: 10.758, memory: 25994, top1_acc: 0.4246, top5_acc: 0.6794, loss_cls: 2.5202, loss: 2.5202, grad_norm: 1.1365 2021-02-20 20:57:46,527 - mmaction - INFO - Epoch [138][40/470] lr: 3.559e-01, eta: 1 day, 20:43:44, time: 2.376, data_time: 0.004, memory: 25994, top1_acc: 0.4274, top5_acc: 0.6793, loss_cls: 2.5249, loss: 2.5249, grad_norm: 1.1368 2021-02-20 20:58:32,759 - mmaction - INFO - Epoch [138][60/470] lr: 3.559e-01, eta: 1 day, 20:42:36, time: 2.309, data_time: 0.006, memory: 25994, top1_acc: 0.4356, top5_acc: 0.6816, loss_cls: 2.4925, loss: 2.4925, grad_norm: 1.1228 2021-02-20 20:59:18,728 - mmaction - INFO - Epoch [138][80/470] lr: 3.559e-01, eta: 1 day, 20:41:29, time: 2.302, data_time: 0.007, memory: 25994, top1_acc: 0.4343, top5_acc: 0.6827, loss_cls: 2.5222, loss: 2.5222, grad_norm: 1.1402 2021-02-20 21:00:04,299 - mmaction - INFO - Epoch [138][100/470] lr: 3.559e-01, eta: 1 day, 20:40:20, time: 2.277, data_time: 0.007, memory: 25994, top1_acc: 0.4312, top5_acc: 0.6784, loss_cls: 2.5307, loss: 2.5307, grad_norm: 1.1310 2021-02-20 21:00:48,691 - mmaction - INFO - Epoch [138][120/470] lr: 3.559e-01, eta: 1 day, 20:39:11, time: 2.221, data_time: 0.006, memory: 25994, top1_acc: 0.4324, top5_acc: 0.6806, loss_cls: 2.5111, loss: 2.5111, grad_norm: 1.1357 2021-02-20 21:01:33,763 - mmaction - INFO - Epoch [138][140/470] lr: 3.559e-01, eta: 1 day, 20:38:03, time: 2.253, data_time: 0.006, memory: 25994, top1_acc: 0.4320, top5_acc: 0.6787, loss_cls: 2.5383, loss: 2.5383, grad_norm: 1.1227 2021-02-20 21:02:17,966 - mmaction - INFO - Epoch [138][160/470] lr: 3.559e-01, eta: 1 day, 20:36:54, time: 2.211, data_time: 0.006, memory: 25994, top1_acc: 0.4245, top5_acc: 0.6746, loss_cls: 2.5270, loss: 2.5270, grad_norm: 1.1280 2021-02-20 21:03:02,471 - mmaction - INFO - Epoch [138][180/470] lr: 3.559e-01, eta: 1 day, 20:35:45, time: 2.225, data_time: 0.003, memory: 25994, top1_acc: 0.4305, top5_acc: 0.6735, loss_cls: 2.5382, loss: 2.5382, grad_norm: 1.1356 2021-02-20 21:03:48,370 - mmaction - INFO - Epoch [138][200/470] lr: 3.559e-01, eta: 1 day, 20:34:37, time: 2.295, data_time: 0.004, memory: 25994, top1_acc: 0.4232, top5_acc: 0.6819, loss_cls: 2.5466, loss: 2.5466, grad_norm: 1.1375 2021-02-20 21:04:34,524 - mmaction - INFO - Epoch [138][220/470] lr: 3.559e-01, eta: 1 day, 20:33:30, time: 2.295, data_time: 0.006, memory: 25994, top1_acc: 0.4285, top5_acc: 0.6833, loss_cls: 2.5319, loss: 2.5319, grad_norm: 1.1306 2021-02-20 21:05:22,552 - mmaction - INFO - Epoch [138][240/470] lr: 3.559e-01, eta: 1 day, 20:32:24, time: 2.409, data_time: 0.019, memory: 25994, top1_acc: 0.4296, top5_acc: 0.6754, loss_cls: 2.5243, loss: 2.5243, grad_norm: 1.1522 2021-02-20 21:06:09,058 - mmaction - INFO - Epoch [138][260/470] lr: 3.559e-01, eta: 1 day, 20:31:17, time: 2.329, data_time: 0.009, memory: 25994, top1_acc: 0.4274, top5_acc: 0.6776, loss_cls: 2.5501, loss: 2.5501, grad_norm: 1.1127 2021-02-20 21:06:52,924 - mmaction - INFO - Epoch [138][280/470] lr: 3.559e-01, eta: 1 day, 20:30:07, time: 2.195, data_time: 0.006, memory: 25994, top1_acc: 0.4257, top5_acc: 0.6808, loss_cls: 2.5469, loss: 2.5469, grad_norm: 1.1346 2021-02-20 21:07:39,098 - mmaction - INFO - Epoch [138][300/470] lr: 3.559e-01, eta: 1 day, 20:29:00, time: 2.309, data_time: 0.007, memory: 25994, top1_acc: 0.4261, top5_acc: 0.6820, loss_cls: 2.5322, loss: 2.5322, grad_norm: 1.1159 2021-02-20 21:08:22,386 - mmaction - INFO - Epoch [138][320/470] lr: 3.559e-01, eta: 1 day, 20:27:50, time: 2.164, data_time: 0.003, memory: 25994, top1_acc: 0.4234, top5_acc: 0.6760, loss_cls: 2.5470, loss: 2.5470, grad_norm: 1.1513 2021-02-20 21:09:06,829 - mmaction - INFO - Epoch [138][340/470] lr: 3.559e-01, eta: 1 day, 20:26:41, time: 2.223, data_time: 0.004, memory: 25994, top1_acc: 0.4212, top5_acc: 0.6711, loss_cls: 2.5571, loss: 2.5571, grad_norm: 1.1301 2021-02-20 21:09:51,451 - mmaction - INFO - Epoch [138][360/470] lr: 3.559e-01, eta: 1 day, 20:25:33, time: 2.225, data_time: 0.003, memory: 25994, top1_acc: 0.4333, top5_acc: 0.6775, loss_cls: 2.5367, loss: 2.5367, grad_norm: 1.1342 2021-02-20 21:10:36,317 - mmaction - INFO - Epoch [138][380/470] lr: 3.559e-01, eta: 1 day, 20:24:24, time: 2.249, data_time: 0.014, memory: 25994, top1_acc: 0.4295, top5_acc: 0.6762, loss_cls: 2.5428, loss: 2.5428, grad_norm: 1.1236 2021-02-20 21:11:22,330 - mmaction - INFO - Epoch [138][400/470] lr: 3.559e-01, eta: 1 day, 20:23:17, time: 2.301, data_time: 0.006, memory: 25994, top1_acc: 0.4326, top5_acc: 0.6840, loss_cls: 2.5082, loss: 2.5082, grad_norm: 1.1316 2021-02-20 21:12:17,825 - mmaction - INFO - Epoch [138][420/470] lr: 3.559e-01, eta: 1 day, 20:22:17, time: 2.775, data_time: 0.012, memory: 25994, top1_acc: 0.4195, top5_acc: 0.6784, loss_cls: 2.5542, loss: 2.5542, grad_norm: 1.1265 2021-02-20 21:13:03,854 - mmaction - INFO - Epoch [138][440/470] lr: 3.559e-01, eta: 1 day, 20:21:10, time: 2.296, data_time: 0.003, memory: 25994, top1_acc: 0.4345, top5_acc: 0.6831, loss_cls: 2.5127, loss: 2.5127, grad_norm: 1.1194 2021-02-20 21:13:50,553 - mmaction - INFO - Epoch [138][460/470] lr: 3.559e-01, eta: 1 day, 20:20:03, time: 2.340, data_time: 0.017, memory: 25994, top1_acc: 0.4270, top5_acc: 0.6809, loss_cls: 2.5324, loss: 2.5324, grad_norm: 1.1540 2021-02-20 21:19:03,373 - mmaction - INFO - Epoch [139][20/470] lr: 3.510e-01, eta: 1 day, 20:21:20, time: 13.844, data_time: 11.543, memory: 25994, top1_acc: 0.4354, top5_acc: 0.6820, loss_cls: 2.4982, loss: 2.4982, grad_norm: 1.1440 2021-02-20 21:19:47,398 - mmaction - INFO - Epoch [139][40/470] lr: 3.510e-01, eta: 1 day, 20:20:11, time: 2.208, data_time: 0.011, memory: 25994, top1_acc: 0.4346, top5_acc: 0.6813, loss_cls: 2.5036, loss: 2.5036, grad_norm: 1.1389 2021-02-20 21:20:34,978 - mmaction - INFO - Epoch [139][60/470] lr: 3.510e-01, eta: 1 day, 20:19:04, time: 2.378, data_time: 0.002, memory: 25994, top1_acc: 0.4286, top5_acc: 0.6756, loss_cls: 2.5438, loss: 2.5438, grad_norm: 1.1403 2021-02-20 21:21:39,732 - mmaction - INFO - Epoch [139][80/470] lr: 3.510e-01, eta: 1 day, 20:18:13, time: 3.237, data_time: 0.004, memory: 25994, top1_acc: 0.4278, top5_acc: 0.6804, loss_cls: 2.5200, loss: 2.5200, grad_norm: 1.1610 2021-02-20 21:22:24,878 - mmaction - INFO - Epoch [139][100/470] lr: 3.510e-01, eta: 1 day, 20:17:05, time: 2.258, data_time: 0.005, memory: 25994, top1_acc: 0.4362, top5_acc: 0.6813, loss_cls: 2.5060, loss: 2.5060, grad_norm: 1.1428 2021-02-20 21:23:10,706 - mmaction - INFO - Epoch [139][120/470] lr: 3.510e-01, eta: 1 day, 20:15:57, time: 2.293, data_time: 0.004, memory: 25994, top1_acc: 0.4358, top5_acc: 0.6889, loss_cls: 2.5033, loss: 2.5033, grad_norm: 1.1253 2021-02-20 21:23:54,937 - mmaction - INFO - Epoch [139][140/470] lr: 3.510e-01, eta: 1 day, 20:14:48, time: 2.211, data_time: 0.002, memory: 25994, top1_acc: 0.4291, top5_acc: 0.6785, loss_cls: 2.5259, loss: 2.5259, grad_norm: 1.1437 2021-02-20 21:24:41,211 - mmaction - INFO - Epoch [139][160/470] lr: 3.510e-01, eta: 1 day, 20:13:41, time: 2.310, data_time: 0.004, memory: 25994, top1_acc: 0.4261, top5_acc: 0.6799, loss_cls: 2.5404, loss: 2.5404, grad_norm: 1.1623 2021-02-20 21:25:25,772 - mmaction - INFO - Epoch [139][180/470] lr: 3.510e-01, eta: 1 day, 20:12:32, time: 2.228, data_time: 0.006, memory: 25994, top1_acc: 0.4197, top5_acc: 0.6752, loss_cls: 2.5524, loss: 2.5524, grad_norm: 1.1345 2021-02-20 21:26:11,578 - mmaction - INFO - Epoch [139][200/470] lr: 3.510e-01, eta: 1 day, 20:11:25, time: 2.293, data_time: 0.007, memory: 25994, top1_acc: 0.4270, top5_acc: 0.6764, loss_cls: 2.5384, loss: 2.5384, grad_norm: 1.1425 2021-02-20 21:26:56,491 - mmaction - INFO - Epoch [139][220/470] lr: 3.510e-01, eta: 1 day, 20:10:16, time: 2.246, data_time: 0.005, memory: 25994, top1_acc: 0.4310, top5_acc: 0.6823, loss_cls: 2.5214, loss: 2.5214, grad_norm: 1.1533 2021-02-20 21:27:41,337 - mmaction - INFO - Epoch [139][240/470] lr: 3.510e-01, eta: 1 day, 20:09:08, time: 2.242, data_time: 0.004, memory: 25994, top1_acc: 0.4290, top5_acc: 0.6723, loss_cls: 2.5481, loss: 2.5481, grad_norm: 1.1365 2021-02-20 21:28:28,546 - mmaction - INFO - Epoch [139][260/470] lr: 3.510e-01, eta: 1 day, 20:08:02, time: 2.357, data_time: 0.004, memory: 25994, top1_acc: 0.4240, top5_acc: 0.6746, loss_cls: 2.5404, loss: 2.5404, grad_norm: 1.1489 2021-02-20 21:29:12,621 - mmaction - INFO - Epoch [139][280/470] lr: 3.510e-01, eta: 1 day, 20:06:53, time: 2.208, data_time: 0.006, memory: 25994, top1_acc: 0.4344, top5_acc: 0.6813, loss_cls: 2.5076, loss: 2.5076, grad_norm: 1.1237 2021-02-20 21:29:57,327 - mmaction - INFO - Epoch [139][300/470] lr: 3.510e-01, eta: 1 day, 20:05:44, time: 2.235, data_time: 0.002, memory: 25994, top1_acc: 0.4315, top5_acc: 0.6826, loss_cls: 2.5224, loss: 2.5224, grad_norm: 1.1490 2021-02-20 21:30:43,841 - mmaction - INFO - Epoch [139][320/470] lr: 3.510e-01, eta: 1 day, 20:04:37, time: 2.322, data_time: 0.003, memory: 25994, top1_acc: 0.4291, top5_acc: 0.6790, loss_cls: 2.5353, loss: 2.5353, grad_norm: 1.1306 2021-02-20 21:31:28,743 - mmaction - INFO - Epoch [139][340/470] lr: 3.510e-01, eta: 1 day, 20:03:29, time: 2.248, data_time: 0.006, memory: 25994, top1_acc: 0.4181, top5_acc: 0.6656, loss_cls: 2.5846, loss: 2.5846, grad_norm: 1.1527 2021-02-20 21:32:14,012 - mmaction - INFO - Epoch [139][360/470] lr: 3.510e-01, eta: 1 day, 20:02:21, time: 2.261, data_time: 0.003, memory: 25994, top1_acc: 0.4270, top5_acc: 0.6758, loss_cls: 2.5420, loss: 2.5420, grad_norm: 1.1516 2021-02-20 21:32:59,138 - mmaction - INFO - Epoch [139][380/470] lr: 3.510e-01, eta: 1 day, 20:01:13, time: 2.259, data_time: 0.007, memory: 25994, top1_acc: 0.4328, top5_acc: 0.6778, loss_cls: 2.5421, loss: 2.5421, grad_norm: 1.1347 2021-02-20 21:33:42,967 - mmaction - INFO - Epoch [139][400/470] lr: 3.510e-01, eta: 1 day, 20:00:04, time: 2.192, data_time: 0.003, memory: 25994, top1_acc: 0.4243, top5_acc: 0.6764, loss_cls: 2.5428, loss: 2.5428, grad_norm: 1.1448 2021-02-20 21:34:32,262 - mmaction - INFO - Epoch [139][420/470] lr: 3.510e-01, eta: 1 day, 19:59:00, time: 2.464, data_time: 0.005, memory: 25994, top1_acc: 0.4235, top5_acc: 0.6720, loss_cls: 2.5585, loss: 2.5585, grad_norm: 1.1400 2021-02-20 21:35:19,801 - mmaction - INFO - Epoch [139][440/470] lr: 3.510e-01, eta: 1 day, 19:57:53, time: 2.365, data_time: 0.004, memory: 25994, top1_acc: 0.4339, top5_acc: 0.6799, loss_cls: 2.5127, loss: 2.5127, grad_norm: 1.1356 2021-02-20 21:36:07,278 - mmaction - INFO - Epoch [139][460/470] lr: 3.510e-01, eta: 1 day, 19:56:48, time: 2.385, data_time: 0.015, memory: 25994, top1_acc: 0.4337, top5_acc: 0.6857, loss_cls: 2.4914, loss: 2.4914, grad_norm: 1.1299 2021-02-20 21:41:06,012 - mmaction - INFO - Epoch [140][20/470] lr: 3.462e-01, eta: 1 day, 19:57:51, time: 13.202, data_time: 10.822, memory: 25994, top1_acc: 0.4344, top5_acc: 0.6856, loss_cls: 2.4998, loss: 2.4998, grad_norm: 1.1388 2021-02-20 21:41:51,412 - mmaction - INFO - Epoch [140][40/470] lr: 3.462e-01, eta: 1 day, 19:56:43, time: 2.263, data_time: 0.011, memory: 25994, top1_acc: 0.4338, top5_acc: 0.6872, loss_cls: 2.4873, loss: 2.4873, grad_norm: 1.1404 2021-02-20 21:42:37,179 - mmaction - INFO - Epoch [140][60/470] lr: 3.462e-01, eta: 1 day, 19:55:35, time: 2.296, data_time: 0.016, memory: 25994, top1_acc: 0.4242, top5_acc: 0.6819, loss_cls: 2.5247, loss: 2.5247, grad_norm: 1.1757 2021-02-20 21:43:22,305 - mmaction - INFO - Epoch [140][80/470] lr: 3.462e-01, eta: 1 day, 19:54:27, time: 2.254, data_time: 0.003, memory: 25994, top1_acc: 0.4338, top5_acc: 0.6815, loss_cls: 2.5080, loss: 2.5080, grad_norm: 1.1511 2021-02-20 21:44:08,732 - mmaction - INFO - Epoch [140][100/470] lr: 3.462e-01, eta: 1 day, 19:53:20, time: 2.322, data_time: 0.008, memory: 25994, top1_acc: 0.4324, top5_acc: 0.6782, loss_cls: 2.5289, loss: 2.5289, grad_norm: 1.1395 2021-02-20 21:44:53,222 - mmaction - INFO - Epoch [140][120/470] lr: 3.462e-01, eta: 1 day, 19:52:12, time: 2.225, data_time: 0.006, memory: 25994, top1_acc: 0.4372, top5_acc: 0.6817, loss_cls: 2.5030, loss: 2.5030, grad_norm: 1.1537 2021-02-20 21:45:37,913 - mmaction - INFO - Epoch [140][140/470] lr: 3.462e-01, eta: 1 day, 19:51:04, time: 2.234, data_time: 0.012, memory: 25994, top1_acc: 0.4384, top5_acc: 0.6881, loss_cls: 2.4933, loss: 2.4933, grad_norm: 1.1405 2021-02-20 21:46:22,406 - mmaction - INFO - Epoch [140][160/470] lr: 3.462e-01, eta: 1 day, 19:49:55, time: 2.227, data_time: 0.007, memory: 25994, top1_acc: 0.4291, top5_acc: 0.6777, loss_cls: 2.5353, loss: 2.5353, grad_norm: 1.1568 2021-02-20 21:47:08,390 - mmaction - INFO - Epoch [140][180/470] lr: 3.462e-01, eta: 1 day, 19:48:48, time: 2.300, data_time: 0.004, memory: 25994, top1_acc: 0.4374, top5_acc: 0.6805, loss_cls: 2.5115, loss: 2.5115, grad_norm: 1.1365 2021-02-20 21:47:54,342 - mmaction - INFO - Epoch [140][200/470] lr: 3.462e-01, eta: 1 day, 19:47:41, time: 2.296, data_time: 0.004, memory: 25994, top1_acc: 0.4236, top5_acc: 0.6765, loss_cls: 2.5538, loss: 2.5538, grad_norm: 1.1460 2021-02-20 21:48:40,827 - mmaction - INFO - Epoch [140][220/470] lr: 3.462e-01, eta: 1 day, 19:46:34, time: 2.318, data_time: 0.005, memory: 25994, top1_acc: 0.4275, top5_acc: 0.6771, loss_cls: 2.5385, loss: 2.5385, grad_norm: 1.1337 2021-02-20 21:49:26,468 - mmaction - INFO - Epoch [140][240/470] lr: 3.462e-01, eta: 1 day, 19:45:26, time: 2.287, data_time: 0.013, memory: 25994, top1_acc: 0.4227, top5_acc: 0.6760, loss_cls: 2.5504, loss: 2.5504, grad_norm: 1.1593 2021-02-20 21:50:12,266 - mmaction - INFO - Epoch [140][260/470] lr: 3.462e-01, eta: 1 day, 19:44:19, time: 2.288, data_time: 0.007, memory: 25994, top1_acc: 0.4353, top5_acc: 0.6779, loss_cls: 2.5123, loss: 2.5123, grad_norm: 1.1356 2021-02-20 21:50:59,416 - mmaction - INFO - Epoch [140][280/470] lr: 3.462e-01, eta: 1 day, 19:43:13, time: 2.362, data_time: 0.013, memory: 25994, top1_acc: 0.4410, top5_acc: 0.6833, loss_cls: 2.5045, loss: 2.5045, grad_norm: 1.1419 2021-02-20 21:51:45,443 - mmaction - INFO - Epoch [140][300/470] lr: 3.462e-01, eta: 1 day, 19:42:06, time: 2.302, data_time: 0.003, memory: 25994, top1_acc: 0.4333, top5_acc: 0.6812, loss_cls: 2.5335, loss: 2.5335, grad_norm: 1.1667 2021-02-20 21:52:32,644 - mmaction - INFO - Epoch [140][320/470] lr: 3.462e-01, eta: 1 day, 19:41:00, time: 2.359, data_time: 0.005, memory: 25994, top1_acc: 0.4303, top5_acc: 0.6760, loss_cls: 2.5487, loss: 2.5487, grad_norm: 1.1370 2021-02-20 21:53:21,741 - mmaction - INFO - Epoch [140][340/470] lr: 3.462e-01, eta: 1 day, 19:39:55, time: 2.454, data_time: 0.004, memory: 25994, top1_acc: 0.4302, top5_acc: 0.6866, loss_cls: 2.5303, loss: 2.5303, grad_norm: 1.1425 2021-02-20 21:54:13,953 - mmaction - INFO - Epoch [140][360/470] lr: 3.462e-01, eta: 1 day, 19:38:53, time: 2.596, data_time: 0.004, memory: 25994, top1_acc: 0.4325, top5_acc: 0.6787, loss_cls: 2.5221, loss: 2.5221, grad_norm: 1.1256 2021-02-20 21:55:00,606 - mmaction - INFO - Epoch [140][380/470] lr: 3.462e-01, eta: 1 day, 19:37:46, time: 2.347, data_time: 0.035, memory: 25994, top1_acc: 0.4299, top5_acc: 0.6826, loss_cls: 2.5216, loss: 2.5216, grad_norm: 1.1697 2021-02-20 21:55:49,002 - mmaction - INFO - Epoch [140][400/470] lr: 3.462e-01, eta: 1 day, 19:36:41, time: 2.420, data_time: 0.004, memory: 25994, top1_acc: 0.4121, top5_acc: 0.6714, loss_cls: 2.5945, loss: 2.5945, grad_norm: 1.1507 2021-02-20 21:56:35,057 - mmaction - INFO - Epoch [140][420/470] lr: 3.462e-01, eta: 1 day, 19:35:34, time: 2.296, data_time: 0.004, memory: 25994, top1_acc: 0.4324, top5_acc: 0.6836, loss_cls: 2.5234, loss: 2.5234, grad_norm: 1.1431 2021-02-20 21:57:22,416 - mmaction - INFO - Epoch [140][440/470] lr: 3.462e-01, eta: 1 day, 19:34:28, time: 2.372, data_time: 0.028, memory: 25994, top1_acc: 0.4217, top5_acc: 0.6794, loss_cls: 2.5334, loss: 2.5334, grad_norm: 1.1323 2021-02-20 21:58:08,115 - mmaction - INFO - Epoch [140][460/470] lr: 3.462e-01, eta: 1 day, 19:33:21, time: 2.289, data_time: 0.011, memory: 25994, top1_acc: 0.4224, top5_acc: 0.6733, loss_cls: 2.5580, loss: 2.5580, grad_norm: 1.1398 2021-02-20 21:58:45,458 - mmaction - INFO - Saving checkpoint at 140 epochs 2021-02-20 22:05:57,940 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-20 22:05:58,751 - mmaction - INFO - top1_acc 0.4729 top5_acc 0.7316 2021-02-20 22:05:58,752 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-20 22:05:58,801 - mmaction - INFO - mean_acc 0.4727 2021-02-20 22:05:58,812 - mmaction - INFO - Epoch(val) [140][470] top1_acc: 0.4729, top5_acc: 0.7316, mean_class_accuracy: 0.4727 2021-02-20 22:10:28,609 - mmaction - INFO - Epoch [141][20/470] lr: 3.413e-01, eta: 1 day, 19:34:27, time: 13.486, data_time: 10.956, memory: 25994, top1_acc: 0.4422, top5_acc: 0.6906, loss_cls: 2.4526, loss: 2.4526, grad_norm: 1.1556 2021-02-20 22:11:13,759 - mmaction - INFO - Epoch [141][40/470] lr: 3.413e-01, eta: 1 day, 19:33:19, time: 2.258, data_time: 0.006, memory: 25994, top1_acc: 0.4379, top5_acc: 0.6869, loss_cls: 2.5018, loss: 2.5018, grad_norm: 1.1329 2021-02-20 22:12:01,545 - mmaction - INFO - Epoch [141][60/470] lr: 3.413e-01, eta: 1 day, 19:32:13, time: 2.386, data_time: 0.004, memory: 25994, top1_acc: 0.4267, top5_acc: 0.6792, loss_cls: 2.5387, loss: 2.5387, grad_norm: 1.1635 2021-02-20 22:12:49,915 - mmaction - INFO - Epoch [141][80/470] lr: 3.413e-01, eta: 1 day, 19:31:08, time: 2.422, data_time: 0.007, memory: 25994, top1_acc: 0.4347, top5_acc: 0.6807, loss_cls: 2.4983, loss: 2.4983, grad_norm: 1.1566 2021-02-20 22:13:36,665 - mmaction - INFO - Epoch [141][100/470] lr: 3.413e-01, eta: 1 day, 19:30:02, time: 2.337, data_time: 0.005, memory: 25994, top1_acc: 0.4269, top5_acc: 0.6803, loss_cls: 2.5277, loss: 2.5277, grad_norm: 1.1651 2021-02-20 22:14:22,262 - mmaction - INFO - Epoch [141][120/470] lr: 3.413e-01, eta: 1 day, 19:28:54, time: 2.274, data_time: 0.006, memory: 25994, top1_acc: 0.4364, top5_acc: 0.6858, loss_cls: 2.4864, loss: 2.4864, grad_norm: 1.1468 2021-02-20 22:15:13,875 - mmaction - INFO - Epoch [141][140/470] lr: 3.413e-01, eta: 1 day, 19:27:52, time: 2.581, data_time: 0.009, memory: 25994, top1_acc: 0.4324, top5_acc: 0.6819, loss_cls: 2.5212, loss: 2.5212, grad_norm: 1.1389 2021-02-20 22:16:06,506 - mmaction - INFO - Epoch [141][160/470] lr: 3.413e-01, eta: 1 day, 19:26:50, time: 2.636, data_time: 0.015, memory: 25994, top1_acc: 0.4290, top5_acc: 0.6807, loss_cls: 2.5213, loss: 2.5213, grad_norm: 1.1468 2021-02-20 22:16:56,516 - mmaction - INFO - Epoch [141][180/470] lr: 3.413e-01, eta: 1 day, 19:25:46, time: 2.499, data_time: 0.007, memory: 25994, top1_acc: 0.4293, top5_acc: 0.6815, loss_cls: 2.5216, loss: 2.5216, grad_norm: 1.1306 2021-02-20 22:17:44,680 - mmaction - INFO - Epoch [141][200/470] lr: 3.413e-01, eta: 1 day, 19:24:41, time: 2.408, data_time: 0.007, memory: 25994, top1_acc: 0.4377, top5_acc: 0.6877, loss_cls: 2.4849, loss: 2.4849, grad_norm: 1.1542 2021-02-20 22:18:35,508 - mmaction - INFO - Epoch [141][220/470] lr: 3.413e-01, eta: 1 day, 19:23:38, time: 2.539, data_time: 0.008, memory: 25994, top1_acc: 0.4306, top5_acc: 0.6734, loss_cls: 2.5665, loss: 2.5665, grad_norm: 1.1571 2021-02-20 22:19:20,767 - mmaction - INFO - Epoch [141][240/470] lr: 3.413e-01, eta: 1 day, 19:22:30, time: 2.264, data_time: 0.009, memory: 25994, top1_acc: 0.4306, top5_acc: 0.6802, loss_cls: 2.5230, loss: 2.5230, grad_norm: 1.1346 2021-02-20 22:20:16,782 - mmaction - INFO - Epoch [141][260/470] lr: 3.413e-01, eta: 1 day, 19:21:32, time: 2.805, data_time: 0.009, memory: 25994, top1_acc: 0.4252, top5_acc: 0.6786, loss_cls: 2.5476, loss: 2.5476, grad_norm: 1.1515 2021-02-20 22:21:16,816 - mmaction - INFO - Epoch [141][280/470] lr: 3.413e-01, eta: 1 day, 19:20:36, time: 3.000, data_time: 0.005, memory: 25994, top1_acc: 0.4323, top5_acc: 0.6829, loss_cls: 2.5064, loss: 2.5064, grad_norm: 1.1235 2021-02-20 22:22:04,317 - mmaction - INFO - Epoch [141][300/470] lr: 3.413e-01, eta: 1 day, 19:19:30, time: 2.372, data_time: 0.005, memory: 25994, top1_acc: 0.4342, top5_acc: 0.6813, loss_cls: 2.5169, loss: 2.5169, grad_norm: 1.1542 2021-02-20 22:22:49,861 - mmaction - INFO - Epoch [141][320/470] lr: 3.413e-01, eta: 1 day, 19:18:23, time: 2.280, data_time: 0.009, memory: 25994, top1_acc: 0.4292, top5_acc: 0.6749, loss_cls: 2.5586, loss: 2.5586, grad_norm: 1.1350 2021-02-20 22:23:34,949 - mmaction - INFO - Epoch [141][340/470] lr: 3.413e-01, eta: 1 day, 19:17:15, time: 2.243, data_time: 0.008, memory: 25994, top1_acc: 0.4360, top5_acc: 0.6854, loss_cls: 2.4990, loss: 2.4990, grad_norm: 1.1521 2021-02-20 22:24:20,821 - mmaction - INFO - Epoch [141][360/470] lr: 3.413e-01, eta: 1 day, 19:16:08, time: 2.305, data_time: 0.024, memory: 25994, top1_acc: 0.4283, top5_acc: 0.6839, loss_cls: 2.5129, loss: 2.5129, grad_norm: 1.1404 2021-02-20 22:25:07,699 - mmaction - INFO - Epoch [141][380/470] lr: 3.413e-01, eta: 1 day, 19:15:02, time: 2.345, data_time: 0.005, memory: 25994, top1_acc: 0.4388, top5_acc: 0.6851, loss_cls: 2.4875, loss: 2.4875, grad_norm: 1.1415 2021-02-20 22:25:55,343 - mmaction - INFO - Epoch [141][400/470] lr: 3.413e-01, eta: 1 day, 19:13:56, time: 2.381, data_time: 0.004, memory: 25994, top1_acc: 0.4359, top5_acc: 0.6788, loss_cls: 2.5241, loss: 2.5241, grad_norm: 1.1503 2021-02-20 22:26:42,060 - mmaction - INFO - Epoch [141][420/470] lr: 3.413e-01, eta: 1 day, 19:12:50, time: 2.337, data_time: 0.006, memory: 25994, top1_acc: 0.4322, top5_acc: 0.6873, loss_cls: 2.4904, loss: 2.4904, grad_norm: 1.1386 2021-02-20 22:27:27,661 - mmaction - INFO - Epoch [141][440/470] lr: 3.413e-01, eta: 1 day, 19:11:43, time: 2.282, data_time: 0.006, memory: 25994, top1_acc: 0.4308, top5_acc: 0.6812, loss_cls: 2.5292, loss: 2.5292, grad_norm: 1.1503 2021-02-20 22:28:12,306 - mmaction - INFO - Epoch [141][460/470] lr: 3.413e-01, eta: 1 day, 19:10:35, time: 2.231, data_time: 0.004, memory: 25994, top1_acc: 0.4309, top5_acc: 0.6853, loss_cls: 2.5203, loss: 2.5203, grad_norm: 1.1608 2021-02-20 22:33:20,519 - mmaction - INFO - Epoch [142][20/470] lr: 3.365e-01, eta: 1 day, 19:11:39, time: 13.557, data_time: 10.500, memory: 25994, top1_acc: 0.4346, top5_acc: 0.6815, loss_cls: 2.5147, loss: 2.5147, grad_norm: 1.1554 2021-02-20 22:34:04,676 - mmaction - INFO - Epoch [142][40/470] lr: 3.365e-01, eta: 1 day, 19:10:31, time: 2.206, data_time: 0.006, memory: 25994, top1_acc: 0.4311, top5_acc: 0.6853, loss_cls: 2.4885, loss: 2.4885, grad_norm: 1.1461 2021-02-20 22:34:49,705 - mmaction - INFO - Epoch [142][60/470] lr: 3.365e-01, eta: 1 day, 19:09:23, time: 2.253, data_time: 0.008, memory: 25994, top1_acc: 0.4412, top5_acc: 0.6879, loss_cls: 2.4652, loss: 2.4652, grad_norm: 1.1585 2021-02-20 22:35:35,112 - mmaction - INFO - Epoch [142][80/470] lr: 3.365e-01, eta: 1 day, 19:08:16, time: 2.272, data_time: 0.005, memory: 25994, top1_acc: 0.4378, top5_acc: 0.6883, loss_cls: 2.4844, loss: 2.4844, grad_norm: 1.1668 2021-02-20 22:36:19,973 - mmaction - INFO - Epoch [142][100/470] lr: 3.365e-01, eta: 1 day, 19:07:08, time: 2.242, data_time: 0.004, memory: 25994, top1_acc: 0.4410, top5_acc: 0.6859, loss_cls: 2.4849, loss: 2.4849, grad_norm: 1.1413 2021-02-20 22:37:07,477 - mmaction - INFO - Epoch [142][120/470] lr: 3.365e-01, eta: 1 day, 19:06:02, time: 2.372, data_time: 0.009, memory: 25994, top1_acc: 0.4408, top5_acc: 0.6875, loss_cls: 2.4701, loss: 2.4701, grad_norm: 1.1711 2021-02-20 22:37:52,204 - mmaction - INFO - Epoch [142][140/470] lr: 3.365e-01, eta: 1 day, 19:04:54, time: 2.235, data_time: 0.009, memory: 25994, top1_acc: 0.4394, top5_acc: 0.6859, loss_cls: 2.4939, loss: 2.4939, grad_norm: 1.1610 2021-02-20 22:38:36,514 - mmaction - INFO - Epoch [142][160/470] lr: 3.365e-01, eta: 1 day, 19:03:46, time: 2.221, data_time: 0.010, memory: 25994, top1_acc: 0.4357, top5_acc: 0.6822, loss_cls: 2.4943, loss: 2.4943, grad_norm: 1.1614 2021-02-20 22:39:22,639 - mmaction - INFO - Epoch [142][180/470] lr: 3.365e-01, eta: 1 day, 19:02:39, time: 2.305, data_time: 0.005, memory: 25994, top1_acc: 0.4364, top5_acc: 0.6844, loss_cls: 2.5059, loss: 2.5059, grad_norm: 1.1514 2021-02-20 22:40:06,507 - mmaction - INFO - Epoch [142][200/470] lr: 3.365e-01, eta: 1 day, 19:01:30, time: 2.194, data_time: 0.008, memory: 25994, top1_acc: 0.4234, top5_acc: 0.6800, loss_cls: 2.5257, loss: 2.5257, grad_norm: 1.1682 2021-02-20 22:40:50,303 - mmaction - INFO - Epoch [142][220/470] lr: 3.365e-01, eta: 1 day, 19:00:22, time: 2.190, data_time: 0.005, memory: 25994, top1_acc: 0.4230, top5_acc: 0.6732, loss_cls: 2.5446, loss: 2.5446, grad_norm: 1.1523 2021-02-20 22:41:36,370 - mmaction - INFO - Epoch [142][240/470] lr: 3.365e-01, eta: 1 day, 18:59:15, time: 2.303, data_time: 0.007, memory: 25994, top1_acc: 0.4370, top5_acc: 0.6866, loss_cls: 2.4940, loss: 2.4940, grad_norm: 1.1496 2021-02-20 22:42:21,937 - mmaction - INFO - Epoch [142][260/470] lr: 3.365e-01, eta: 1 day, 18:58:08, time: 2.276, data_time: 0.003, memory: 25994, top1_acc: 0.4324, top5_acc: 0.6826, loss_cls: 2.5168, loss: 2.5168, grad_norm: 1.1743 2021-02-20 22:43:07,880 - mmaction - INFO - Epoch [142][280/470] lr: 3.365e-01, eta: 1 day, 18:57:01, time: 2.300, data_time: 0.006, memory: 25994, top1_acc: 0.4413, top5_acc: 0.6793, loss_cls: 2.5029, loss: 2.5029, grad_norm: 1.1413 2021-02-20 22:43:52,570 - mmaction - INFO - Epoch [142][300/470] lr: 3.365e-01, eta: 1 day, 18:55:53, time: 2.235, data_time: 0.006, memory: 25994, top1_acc: 0.4273, top5_acc: 0.6686, loss_cls: 2.5585, loss: 2.5585, grad_norm: 1.1859 2021-02-20 22:44:37,406 - mmaction - INFO - Epoch [142][320/470] lr: 3.365e-01, eta: 1 day, 18:54:45, time: 2.242, data_time: 0.003, memory: 25994, top1_acc: 0.4340, top5_acc: 0.6870, loss_cls: 2.4816, loss: 2.4816, grad_norm: 1.1580 2021-02-20 22:45:22,455 - mmaction - INFO - Epoch [142][340/470] lr: 3.365e-01, eta: 1 day, 18:53:38, time: 2.252, data_time: 0.002, memory: 25994, top1_acc: 0.4332, top5_acc: 0.6782, loss_cls: 2.5144, loss: 2.5144, grad_norm: 1.1634 2021-02-20 22:46:10,349 - mmaction - INFO - Epoch [142][360/470] lr: 3.365e-01, eta: 1 day, 18:52:33, time: 2.395, data_time: 0.008, memory: 25994, top1_acc: 0.4294, top5_acc: 0.6767, loss_cls: 2.5434, loss: 2.5434, grad_norm: 1.1742 2021-02-20 22:46:54,039 - mmaction - INFO - Epoch [142][380/470] lr: 3.365e-01, eta: 1 day, 18:51:24, time: 2.183, data_time: 0.007, memory: 25994, top1_acc: 0.4312, top5_acc: 0.6790, loss_cls: 2.5105, loss: 2.5105, grad_norm: 1.1554 2021-02-20 22:47:39,760 - mmaction - INFO - Epoch [142][400/470] lr: 3.365e-01, eta: 1 day, 18:50:17, time: 2.287, data_time: 0.005, memory: 25994, top1_acc: 0.4269, top5_acc: 0.6749, loss_cls: 2.5358, loss: 2.5358, grad_norm: 1.1417 2021-02-20 22:48:25,697 - mmaction - INFO - Epoch [142][420/470] lr: 3.365e-01, eta: 1 day, 18:49:10, time: 2.298, data_time: 0.004, memory: 25994, top1_acc: 0.4349, top5_acc: 0.6872, loss_cls: 2.5020, loss: 2.5020, grad_norm: 1.1598 2021-02-20 22:49:10,397 - mmaction - INFO - Epoch [142][440/470] lr: 3.365e-01, eta: 1 day, 18:48:02, time: 2.235, data_time: 0.003, memory: 25994, top1_acc: 0.4350, top5_acc: 0.6835, loss_cls: 2.5112, loss: 2.5112, grad_norm: 1.1342 2021-02-20 22:49:56,884 - mmaction - INFO - Epoch [142][460/470] lr: 3.365e-01, eta: 1 day, 18:46:56, time: 2.315, data_time: 0.005, memory: 25994, top1_acc: 0.4431, top5_acc: 0.6948, loss_cls: 2.4536, loss: 2.4536, grad_norm: 1.1421 2021-02-20 22:55:07,499 - mmaction - INFO - Epoch [143][20/470] lr: 3.316e-01, eta: 1 day, 18:48:00, time: 13.689, data_time: 11.304, memory: 25994, top1_acc: 0.4354, top5_acc: 0.6900, loss_cls: 2.4816, loss: 2.4816, grad_norm: 1.1524 2021-02-20 22:55:51,494 - mmaction - INFO - Epoch [143][40/470] lr: 3.316e-01, eta: 1 day, 18:46:52, time: 2.200, data_time: 0.008, memory: 25994, top1_acc: 0.4282, top5_acc: 0.6831, loss_cls: 2.5010, loss: 2.5010, grad_norm: 1.1765 2021-02-20 22:56:39,452 - mmaction - INFO - Epoch [143][60/470] lr: 3.316e-01, eta: 1 day, 18:45:47, time: 2.396, data_time: 0.007, memory: 25994, top1_acc: 0.4417, top5_acc: 0.6867, loss_cls: 2.4797, loss: 2.4797, grad_norm: 1.1601 2021-02-20 22:57:24,655 - mmaction - INFO - Epoch [143][80/470] lr: 3.316e-01, eta: 1 day, 18:44:39, time: 2.262, data_time: 0.007, memory: 25994, top1_acc: 0.4400, top5_acc: 0.6880, loss_cls: 2.4785, loss: 2.4785, grad_norm: 1.1493 2021-02-20 22:58:10,715 - mmaction - INFO - Epoch [143][100/470] lr: 3.316e-01, eta: 1 day, 18:43:32, time: 2.293, data_time: 0.003, memory: 25994, top1_acc: 0.4381, top5_acc: 0.6829, loss_cls: 2.5040, loss: 2.5040, grad_norm: 1.1666 2021-02-20 22:58:55,707 - mmaction - INFO - Epoch [143][120/470] lr: 3.316e-01, eta: 1 day, 18:42:25, time: 2.257, data_time: 0.014, memory: 25994, top1_acc: 0.4416, top5_acc: 0.6928, loss_cls: 2.4549, loss: 2.4549, grad_norm: 1.1598 2021-02-20 22:59:40,301 - mmaction - INFO - Epoch [143][140/470] lr: 3.316e-01, eta: 1 day, 18:41:17, time: 2.233, data_time: 0.006, memory: 25994, top1_acc: 0.4404, top5_acc: 0.6799, loss_cls: 2.4973, loss: 2.4973, grad_norm: 1.1509 2021-02-20 23:00:25,353 - mmaction - INFO - Epoch [143][160/470] lr: 3.316e-01, eta: 1 day, 18:40:10, time: 2.252, data_time: 0.004, memory: 25994, top1_acc: 0.4305, top5_acc: 0.6813, loss_cls: 2.5148, loss: 2.5148, grad_norm: 1.1663 2021-02-20 23:01:09,934 - mmaction - INFO - Epoch [143][180/470] lr: 3.316e-01, eta: 1 day, 18:39:02, time: 2.230, data_time: 0.005, memory: 25994, top1_acc: 0.4424, top5_acc: 0.6927, loss_cls: 2.4636, loss: 2.4636, grad_norm: 1.1551 2021-02-20 23:01:55,495 - mmaction - INFO - Epoch [143][200/470] lr: 3.316e-01, eta: 1 day, 18:37:55, time: 2.278, data_time: 0.003, memory: 25994, top1_acc: 0.4388, top5_acc: 0.6873, loss_cls: 2.5242, loss: 2.5242, grad_norm: 1.1523 2021-02-20 23:02:43,006 - mmaction - INFO - Epoch [143][220/470] lr: 3.316e-01, eta: 1 day, 18:36:49, time: 2.373, data_time: 0.004, memory: 25994, top1_acc: 0.4374, top5_acc: 0.6899, loss_cls: 2.4690, loss: 2.4690, grad_norm: 1.1774 2021-02-20 23:03:31,841 - mmaction - INFO - Epoch [143][240/470] lr: 3.316e-01, eta: 1 day, 18:35:45, time: 2.439, data_time: 0.006, memory: 25994, top1_acc: 0.4365, top5_acc: 0.6898, loss_cls: 2.4714, loss: 2.4714, grad_norm: 1.1576 2021-02-20 23:04:15,752 - mmaction - INFO - Epoch [143][260/470] lr: 3.316e-01, eta: 1 day, 18:34:37, time: 2.201, data_time: 0.008, memory: 25994, top1_acc: 0.4370, top5_acc: 0.6882, loss_cls: 2.4819, loss: 2.4819, grad_norm: 1.1597 2021-02-20 23:05:00,615 - mmaction - INFO - Epoch [143][280/470] lr: 3.316e-01, eta: 1 day, 18:33:29, time: 2.242, data_time: 0.003, memory: 25994, top1_acc: 0.4403, top5_acc: 0.6870, loss_cls: 2.4855, loss: 2.4855, grad_norm: 1.1504 2021-02-20 23:05:45,842 - mmaction - INFO - Epoch [143][300/470] lr: 3.316e-01, eta: 1 day, 18:32:22, time: 2.258, data_time: 0.004, memory: 25994, top1_acc: 0.4296, top5_acc: 0.6799, loss_cls: 2.5358, loss: 2.5358, grad_norm: 1.1896 2021-02-20 23:06:30,068 - mmaction - INFO - Epoch [143][320/470] lr: 3.316e-01, eta: 1 day, 18:31:14, time: 2.215, data_time: 0.006, memory: 25994, top1_acc: 0.4355, top5_acc: 0.6830, loss_cls: 2.5065, loss: 2.5065, grad_norm: 1.1479 2021-02-20 23:07:15,713 - mmaction - INFO - Epoch [143][340/470] lr: 3.316e-01, eta: 1 day, 18:30:07, time: 2.282, data_time: 0.003, memory: 25994, top1_acc: 0.4484, top5_acc: 0.6882, loss_cls: 2.4715, loss: 2.4715, grad_norm: 1.1523 2021-02-20 23:08:00,538 - mmaction - INFO - Epoch [143][360/470] lr: 3.316e-01, eta: 1 day, 18:28:59, time: 2.237, data_time: 0.002, memory: 25994, top1_acc: 0.4247, top5_acc: 0.6702, loss_cls: 2.5580, loss: 2.5580, grad_norm: 1.1645 2021-02-20 23:08:48,349 - mmaction - INFO - Epoch [143][380/470] lr: 3.316e-01, eta: 1 day, 18:27:54, time: 2.394, data_time: 0.007, memory: 25994, top1_acc: 0.4399, top5_acc: 0.6879, loss_cls: 2.4818, loss: 2.4818, grad_norm: 1.1419 2021-02-20 23:09:35,151 - mmaction - INFO - Epoch [143][400/470] lr: 3.316e-01, eta: 1 day, 18:26:48, time: 2.333, data_time: 0.004, memory: 25994, top1_acc: 0.4435, top5_acc: 0.6891, loss_cls: 2.4644, loss: 2.4644, grad_norm: 1.1609 2021-02-20 23:10:20,821 - mmaction - INFO - Epoch [143][420/470] lr: 3.316e-01, eta: 1 day, 18:25:42, time: 2.292, data_time: 0.013, memory: 25994, top1_acc: 0.4372, top5_acc: 0.6914, loss_cls: 2.4764, loss: 2.4764, grad_norm: 1.1664 2021-02-20 23:11:06,077 - mmaction - INFO - Epoch [143][440/470] lr: 3.316e-01, eta: 1 day, 18:24:34, time: 2.262, data_time: 0.002, memory: 25994, top1_acc: 0.4317, top5_acc: 0.6767, loss_cls: 2.5247, loss: 2.5247, grad_norm: 1.1806 2021-02-20 23:12:04,964 - mmaction - INFO - Epoch [143][460/470] lr: 3.316e-01, eta: 1 day, 18:23:38, time: 2.945, data_time: 0.003, memory: 25994, top1_acc: 0.4303, top5_acc: 0.6798, loss_cls: 2.5271, loss: 2.5271, grad_norm: 1.1569 2021-02-20 23:17:15,596 - mmaction - INFO - Epoch [144][20/470] lr: 3.268e-01, eta: 1 day, 18:24:40, time: 13.702, data_time: 10.946, memory: 25994, top1_acc: 0.4424, top5_acc: 0.6871, loss_cls: 2.4532, loss: 2.4532, grad_norm: 1.1749 2021-02-20 23:17:59,432 - mmaction - INFO - Epoch [144][40/470] lr: 3.268e-01, eta: 1 day, 18:23:32, time: 2.192, data_time: 0.009, memory: 25994, top1_acc: 0.4405, top5_acc: 0.6949, loss_cls: 2.4601, loss: 2.4601, grad_norm: 1.1772 2021-02-20 23:18:43,730 - mmaction - INFO - Epoch [144][60/470] lr: 3.268e-01, eta: 1 day, 18:22:24, time: 2.213, data_time: 0.003, memory: 25994, top1_acc: 0.4402, top5_acc: 0.6861, loss_cls: 2.4754, loss: 2.4754, grad_norm: 1.1712 2021-02-20 23:19:31,085 - mmaction - INFO - Epoch [144][80/470] lr: 3.268e-01, eta: 1 day, 18:21:18, time: 2.349, data_time: 0.006, memory: 25994, top1_acc: 0.4375, top5_acc: 0.6874, loss_cls: 2.5003, loss: 2.5003, grad_norm: 1.1591 2021-02-20 23:20:22,686 - mmaction - INFO - Epoch [144][100/470] lr: 3.268e-01, eta: 1 day, 18:20:16, time: 2.599, data_time: 0.024, memory: 25994, top1_acc: 0.4450, top5_acc: 0.6905, loss_cls: 2.4734, loss: 2.4734, grad_norm: 1.1232 2021-02-20 23:21:21,842 - mmaction - INFO - Epoch [144][120/470] lr: 3.268e-01, eta: 1 day, 18:19:20, time: 2.958, data_time: 0.004, memory: 25994, top1_acc: 0.4485, top5_acc: 0.6930, loss_cls: 2.4359, loss: 2.4359, grad_norm: 1.1581 2021-02-20 23:22:07,087 - mmaction - INFO - Epoch [144][140/470] lr: 3.268e-01, eta: 1 day, 18:18:13, time: 2.261, data_time: 0.005, memory: 25994, top1_acc: 0.4472, top5_acc: 0.6900, loss_cls: 2.4664, loss: 2.4664, grad_norm: 1.1551 2021-02-20 23:22:54,866 - mmaction - INFO - Epoch [144][160/470] lr: 3.268e-01, eta: 1 day, 18:17:08, time: 2.388, data_time: 0.006, memory: 25994, top1_acc: 0.4381, top5_acc: 0.6873, loss_cls: 2.4874, loss: 2.4874, grad_norm: 1.1875 2021-02-20 23:23:40,398 - mmaction - INFO - Epoch [144][180/470] lr: 3.268e-01, eta: 1 day, 18:16:01, time: 2.273, data_time: 0.007, memory: 25994, top1_acc: 0.4419, top5_acc: 0.6876, loss_cls: 2.4773, loss: 2.4773, grad_norm: 1.1626 2021-02-20 23:24:24,188 - mmaction - INFO - Epoch [144][200/470] lr: 3.268e-01, eta: 1 day, 18:14:53, time: 2.192, data_time: 0.019, memory: 25994, top1_acc: 0.4293, top5_acc: 0.6798, loss_cls: 2.5228, loss: 2.5228, grad_norm: 1.1553 2021-02-20 23:25:08,671 - mmaction - INFO - Epoch [144][220/470] lr: 3.268e-01, eta: 1 day, 18:13:45, time: 2.227, data_time: 0.006, memory: 25994, top1_acc: 0.4396, top5_acc: 0.6881, loss_cls: 2.4815, loss: 2.4815, grad_norm: 1.1533 2021-02-20 23:25:53,811 - mmaction - INFO - Epoch [144][240/470] lr: 3.268e-01, eta: 1 day, 18:12:38, time: 2.253, data_time: 0.004, memory: 25994, top1_acc: 0.4269, top5_acc: 0.6827, loss_cls: 2.5267, loss: 2.5267, grad_norm: 1.1743 2021-02-20 23:26:39,699 - mmaction - INFO - Epoch [144][260/470] lr: 3.268e-01, eta: 1 day, 18:11:31, time: 2.295, data_time: 0.011, memory: 25994, top1_acc: 0.4342, top5_acc: 0.6798, loss_cls: 2.5370, loss: 2.5370, grad_norm: 1.1795 2021-02-20 23:27:23,962 - mmaction - INFO - Epoch [144][280/470] lr: 3.268e-01, eta: 1 day, 18:10:23, time: 2.217, data_time: 0.007, memory: 25994, top1_acc: 0.4356, top5_acc: 0.6813, loss_cls: 2.4914, loss: 2.4914, grad_norm: 1.1521 2021-02-20 23:28:10,240 - mmaction - INFO - Epoch [144][300/470] lr: 3.268e-01, eta: 1 day, 18:09:17, time: 2.313, data_time: 0.017, memory: 25994, top1_acc: 0.4413, top5_acc: 0.6882, loss_cls: 2.4802, loss: 2.4802, grad_norm: 1.1671 2021-02-20 23:28:55,202 - mmaction - INFO - Epoch [144][320/470] lr: 3.268e-01, eta: 1 day, 18:08:10, time: 2.239, data_time: 0.005, memory: 25994, top1_acc: 0.4342, top5_acc: 0.6876, loss_cls: 2.4961, loss: 2.4961, grad_norm: 1.1615 2021-02-20 23:29:41,492 - mmaction - INFO - Epoch [144][340/470] lr: 3.268e-01, eta: 1 day, 18:07:04, time: 2.319, data_time: 0.017, memory: 25994, top1_acc: 0.4500, top5_acc: 0.6949, loss_cls: 2.4248, loss: 2.4248, grad_norm: 1.1695 2021-02-20 23:30:25,425 - mmaction - INFO - Epoch [144][360/470] lr: 3.268e-01, eta: 1 day, 18:05:56, time: 2.201, data_time: 0.008, memory: 25994, top1_acc: 0.4409, top5_acc: 0.6874, loss_cls: 2.4858, loss: 2.4858, grad_norm: 1.1610 2021-02-20 23:31:11,733 - mmaction - INFO - Epoch [144][380/470] lr: 3.268e-01, eta: 1 day, 18:04:50, time: 2.311, data_time: 0.004, memory: 25994, top1_acc: 0.4300, top5_acc: 0.6779, loss_cls: 2.5165, loss: 2.5165, grad_norm: 1.1755 2021-02-20 23:31:58,551 - mmaction - INFO - Epoch [144][400/470] lr: 3.268e-01, eta: 1 day, 18:03:44, time: 2.343, data_time: 0.007, memory: 25994, top1_acc: 0.4370, top5_acc: 0.6747, loss_cls: 2.5127, loss: 2.5127, grad_norm: 1.1645 2021-02-20 23:32:43,669 - mmaction - INFO - Epoch [144][420/470] lr: 3.268e-01, eta: 1 day, 18:02:37, time: 2.257, data_time: 0.008, memory: 25994, top1_acc: 0.4376, top5_acc: 0.6851, loss_cls: 2.5098, loss: 2.5098, grad_norm: 1.1613 2021-02-20 23:33:27,956 - mmaction - INFO - Epoch [144][440/470] lr: 3.268e-01, eta: 1 day, 18:01:29, time: 2.210, data_time: 0.004, memory: 25994, top1_acc: 0.4392, top5_acc: 0.6858, loss_cls: 2.4937, loss: 2.4937, grad_norm: 1.1767 2021-02-20 23:34:16,191 - mmaction - INFO - Epoch [144][460/470] lr: 3.268e-01, eta: 1 day, 18:00:24, time: 2.417, data_time: 0.007, memory: 25994, top1_acc: 0.4358, top5_acc: 0.6821, loss_cls: 2.5110, loss: 2.5110, grad_norm: 1.1710 2021-02-20 23:34:49,566 - mmaction - INFO - Saving checkpoint at 144 epochs 2021-02-20 23:39:17,227 - mmaction - INFO - Epoch [145][20/470] lr: 3.220e-01, eta: 1 day, 18:01:18, time: 13.297, data_time: 10.531, memory: 25994, top1_acc: 0.4400, top5_acc: 0.6903, loss_cls: 2.4748, loss: 2.4748, grad_norm: 1.1725 2021-02-20 23:40:02,867 - mmaction - INFO - Epoch [145][40/470] lr: 3.220e-01, eta: 1 day, 18:00:11, time: 2.287, data_time: 0.011, memory: 25994, top1_acc: 0.4355, top5_acc: 0.6895, loss_cls: 2.4869, loss: 2.4869, grad_norm: 1.1784 2021-02-20 23:40:46,293 - mmaction - INFO - Epoch [145][60/470] lr: 3.220e-01, eta: 1 day, 17:59:03, time: 2.171, data_time: 0.003, memory: 25994, top1_acc: 0.4466, top5_acc: 0.6892, loss_cls: 2.4604, loss: 2.4604, grad_norm: 1.1510 2021-02-20 23:41:30,902 - mmaction - INFO - Epoch [145][80/470] lr: 3.220e-01, eta: 1 day, 17:57:55, time: 2.227, data_time: 0.007, memory: 25994, top1_acc: 0.4362, top5_acc: 0.6878, loss_cls: 2.4930, loss: 2.4930, grad_norm: 1.1882 2021-02-20 23:42:18,621 - mmaction - INFO - Epoch [145][100/470] lr: 3.220e-01, eta: 1 day, 17:56:50, time: 2.389, data_time: 0.007, memory: 25994, top1_acc: 0.4379, top5_acc: 0.6883, loss_cls: 2.4819, loss: 2.4819, grad_norm: 1.1726 2021-02-20 23:43:03,880 - mmaction - INFO - Epoch [145][120/470] lr: 3.220e-01, eta: 1 day, 17:55:43, time: 2.263, data_time: 0.003, memory: 25994, top1_acc: 0.4374, top5_acc: 0.6877, loss_cls: 2.4805, loss: 2.4805, grad_norm: 1.1631 2021-02-20 23:43:48,655 - mmaction - INFO - Epoch [145][140/470] lr: 3.220e-01, eta: 1 day, 17:54:36, time: 2.238, data_time: 0.004, memory: 25994, top1_acc: 0.4377, top5_acc: 0.6922, loss_cls: 2.4752, loss: 2.4752, grad_norm: 1.1682 2021-02-20 23:44:32,579 - mmaction - INFO - Epoch [145][160/470] lr: 3.220e-01, eta: 1 day, 17:53:28, time: 2.195, data_time: 0.004, memory: 25994, top1_acc: 0.4496, top5_acc: 0.6946, loss_cls: 2.4325, loss: 2.4325, grad_norm: 1.1712 2021-02-20 23:45:17,318 - mmaction - INFO - Epoch [145][180/470] lr: 3.220e-01, eta: 1 day, 17:52:21, time: 2.235, data_time: 0.006, memory: 25994, top1_acc: 0.4341, top5_acc: 0.6850, loss_cls: 2.4976, loss: 2.4976, grad_norm: 1.1711 2021-02-20 23:46:03,670 - mmaction - INFO - Epoch [145][200/470] lr: 3.220e-01, eta: 1 day, 17:51:15, time: 2.322, data_time: 0.008, memory: 25994, top1_acc: 0.4335, top5_acc: 0.6817, loss_cls: 2.5021, loss: 2.5021, grad_norm: 1.1857 2021-02-20 23:46:47,919 - mmaction - INFO - Epoch [145][220/470] lr: 3.220e-01, eta: 1 day, 17:50:07, time: 2.210, data_time: 0.003, memory: 25994, top1_acc: 0.4400, top5_acc: 0.6880, loss_cls: 2.4836, loss: 2.4836, grad_norm: 1.1919 2021-02-20 23:47:33,718 - mmaction - INFO - Epoch [145][240/470] lr: 3.220e-01, eta: 1 day, 17:49:01, time: 2.287, data_time: 0.007, memory: 25994, top1_acc: 0.4403, top5_acc: 0.6831, loss_cls: 2.4973, loss: 2.4973, grad_norm: 1.1753 2021-02-20 23:48:21,025 - mmaction - INFO - Epoch [145][260/470] lr: 3.220e-01, eta: 1 day, 17:47:55, time: 2.369, data_time: 0.008, memory: 25994, top1_acc: 0.4322, top5_acc: 0.6820, loss_cls: 2.5239, loss: 2.5239, grad_norm: 1.1786 2021-02-20 23:49:07,686 - mmaction - INFO - Epoch [145][280/470] lr: 3.220e-01, eta: 1 day, 17:46:50, time: 2.335, data_time: 0.004, memory: 25994, top1_acc: 0.4415, top5_acc: 0.6883, loss_cls: 2.4905, loss: 2.4905, grad_norm: 1.1599 2021-02-20 23:49:54,017 - mmaction - INFO - Epoch [145][300/470] lr: 3.220e-01, eta: 1 day, 17:45:44, time: 2.316, data_time: 0.003, memory: 25994, top1_acc: 0.4472, top5_acc: 0.6948, loss_cls: 2.4505, loss: 2.4505, grad_norm: 1.1727 2021-02-20 23:50:50,500 - mmaction - INFO - Epoch [145][320/470] lr: 3.220e-01, eta: 1 day, 17:44:45, time: 2.825, data_time: 0.004, memory: 25994, top1_acc: 0.4414, top5_acc: 0.6885, loss_cls: 2.4422, loss: 2.4422, grad_norm: 1.1879 2021-02-20 23:51:35,677 - mmaction - INFO - Epoch [145][340/470] lr: 3.220e-01, eta: 1 day, 17:43:39, time: 2.259, data_time: 0.003, memory: 25994, top1_acc: 0.4387, top5_acc: 0.6851, loss_cls: 2.4944, loss: 2.4944, grad_norm: 1.1919 2021-02-20 23:52:20,794 - mmaction - INFO - Epoch [145][360/470] lr: 3.220e-01, eta: 1 day, 17:42:32, time: 2.254, data_time: 0.002, memory: 25994, top1_acc: 0.4435, top5_acc: 0.6912, loss_cls: 2.4589, loss: 2.4589, grad_norm: 1.1616 2021-02-20 23:53:08,924 - mmaction - INFO - Epoch [145][380/470] lr: 3.220e-01, eta: 1 day, 17:41:27, time: 2.409, data_time: 0.007, memory: 25994, top1_acc: 0.4375, top5_acc: 0.6816, loss_cls: 2.5026, loss: 2.5026, grad_norm: 1.1716 2021-02-20 23:54:09,616 - mmaction - INFO - Epoch [145][400/470] lr: 3.220e-01, eta: 1 day, 17:40:32, time: 3.034, data_time: 0.004, memory: 25994, top1_acc: 0.4393, top5_acc: 0.6926, loss_cls: 2.4615, loss: 2.4615, grad_norm: 1.1800 2021-02-20 23:54:54,838 - mmaction - INFO - Epoch [145][420/470] lr: 3.220e-01, eta: 1 day, 17:39:25, time: 2.260, data_time: 0.003, memory: 25994, top1_acc: 0.4317, top5_acc: 0.6811, loss_cls: 2.5256, loss: 2.5256, grad_norm: 1.1852 2021-02-20 23:55:40,851 - mmaction - INFO - Epoch [145][440/470] lr: 3.220e-01, eta: 1 day, 17:38:19, time: 2.303, data_time: 0.005, memory: 25994, top1_acc: 0.4366, top5_acc: 0.6837, loss_cls: 2.5114, loss: 2.5114, grad_norm: 1.1724 2021-02-20 23:56:26,408 - mmaction - INFO - Epoch [145][460/470] lr: 3.220e-01, eta: 1 day, 17:37:13, time: 2.274, data_time: 0.003, memory: 25994, top1_acc: 0.4375, top5_acc: 0.6816, loss_cls: 2.5103, loss: 2.5103, grad_norm: 1.1683 2021-02-21 00:03:49,827 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-21 00:03:50,605 - mmaction - INFO - top1_acc 0.4925 top5_acc 0.7438 2021-02-21 00:03:50,606 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-21 00:03:50,701 - mmaction - INFO - mean_acc 0.4925 2021-02-21 00:03:50,710 - mmaction - INFO - Epoch(val) [145][470] top1_acc: 0.4925, top5_acc: 0.7438, mean_class_accuracy: 0.4925 2021-02-21 00:08:04,760 - mmaction - INFO - Epoch [146][20/470] lr: 3.172e-01, eta: 1 day, 17:37:55, time: 12.699, data_time: 10.297, memory: 25994, top1_acc: 0.4466, top5_acc: 0.6988, loss_cls: 2.4140, loss: 2.4140, grad_norm: 1.1515 2021-02-21 00:08:58,304 - mmaction - INFO - Epoch [146][40/470] lr: 3.172e-01, eta: 1 day, 17:36:54, time: 2.678, data_time: 0.006, memory: 25994, top1_acc: 0.4434, top5_acc: 0.6946, loss_cls: 2.4455, loss: 2.4455, grad_norm: 1.1809 2021-02-21 00:09:42,857 - mmaction - INFO - Epoch [146][60/470] lr: 3.172e-01, eta: 1 day, 17:35:47, time: 2.223, data_time: 0.004, memory: 25994, top1_acc: 0.4451, top5_acc: 0.6863, loss_cls: 2.4635, loss: 2.4635, grad_norm: 1.1651 2021-02-21 00:10:28,036 - mmaction - INFO - Epoch [146][80/470] lr: 3.172e-01, eta: 1 day, 17:34:40, time: 2.264, data_time: 0.007, memory: 25994, top1_acc: 0.4467, top5_acc: 0.6978, loss_cls: 2.4338, loss: 2.4338, grad_norm: 1.1816 2021-02-21 00:11:12,530 - mmaction - INFO - Epoch [146][100/470] lr: 3.172e-01, eta: 1 day, 17:33:33, time: 2.224, data_time: 0.004, memory: 25994, top1_acc: 0.4433, top5_acc: 0.6880, loss_cls: 2.4931, loss: 2.4931, grad_norm: 1.1799 2021-02-21 00:12:05,095 - mmaction - INFO - Epoch [146][120/470] lr: 3.172e-01, eta: 1 day, 17:32:31, time: 2.627, data_time: 0.005, memory: 25994, top1_acc: 0.4380, top5_acc: 0.6856, loss_cls: 2.4882, loss: 2.4882, grad_norm: 1.1848 2021-02-21 00:12:51,903 - mmaction - INFO - Epoch [146][140/470] lr: 3.172e-01, eta: 1 day, 17:31:26, time: 2.341, data_time: 0.006, memory: 25994, top1_acc: 0.4347, top5_acc: 0.6936, loss_cls: 2.4694, loss: 2.4694, grad_norm: 1.1899 2021-02-21 00:13:35,200 - mmaction - INFO - Epoch [146][160/470] lr: 3.172e-01, eta: 1 day, 17:30:18, time: 2.165, data_time: 0.005, memory: 25994, top1_acc: 0.4424, top5_acc: 0.6897, loss_cls: 2.4561, loss: 2.4561, grad_norm: 1.2052 2021-02-21 00:14:21,405 - mmaction - INFO - Epoch [146][180/470] lr: 3.172e-01, eta: 1 day, 17:29:12, time: 2.311, data_time: 0.008, memory: 25994, top1_acc: 0.4356, top5_acc: 0.6844, loss_cls: 2.5076, loss: 2.5076, grad_norm: 1.1696 2021-02-21 00:15:07,638 - mmaction - INFO - Epoch [146][200/470] lr: 3.172e-01, eta: 1 day, 17:28:06, time: 2.311, data_time: 0.003, memory: 25994, top1_acc: 0.4384, top5_acc: 0.6851, loss_cls: 2.4900, loss: 2.4900, grad_norm: 1.1809 2021-02-21 00:15:52,003 - mmaction - INFO - Epoch [146][220/470] lr: 3.172e-01, eta: 1 day, 17:26:58, time: 2.215, data_time: 0.003, memory: 25994, top1_acc: 0.4432, top5_acc: 0.6906, loss_cls: 2.4540, loss: 2.4540, grad_norm: 1.1692 2021-02-21 00:16:45,264 - mmaction - INFO - Epoch [146][240/470] lr: 3.172e-01, eta: 1 day, 17:25:58, time: 2.667, data_time: 0.007, memory: 25994, top1_acc: 0.4382, top5_acc: 0.6863, loss_cls: 2.4826, loss: 2.4826, grad_norm: 1.1857 2021-02-21 00:17:28,882 - mmaction - INFO - Epoch [146][260/470] lr: 3.172e-01, eta: 1 day, 17:24:50, time: 2.181, data_time: 0.008, memory: 25994, top1_acc: 0.4318, top5_acc: 0.6846, loss_cls: 2.4898, loss: 2.4898, grad_norm: 1.1801 2021-02-21 00:18:14,848 - mmaction - INFO - Epoch [146][280/470] lr: 3.172e-01, eta: 1 day, 17:23:44, time: 2.298, data_time: 0.003, memory: 25994, top1_acc: 0.4383, top5_acc: 0.6790, loss_cls: 2.4973, loss: 2.4973, grad_norm: 1.2034 2021-02-21 00:19:00,229 - mmaction - INFO - Epoch [146][300/470] lr: 3.172e-01, eta: 1 day, 17:22:37, time: 2.268, data_time: 0.010, memory: 25994, top1_acc: 0.4330, top5_acc: 0.6826, loss_cls: 2.5045, loss: 2.5045, grad_norm: 1.2027 2021-02-21 00:19:44,771 - mmaction - INFO - Epoch [146][320/470] lr: 3.172e-01, eta: 1 day, 17:21:30, time: 2.226, data_time: 0.005, memory: 25994, top1_acc: 0.4393, top5_acc: 0.6900, loss_cls: 2.4771, loss: 2.4771, grad_norm: 1.1845 2021-02-21 00:20:35,918 - mmaction - INFO - Epoch [146][340/470] lr: 3.172e-01, eta: 1 day, 17:20:28, time: 2.559, data_time: 0.007, memory: 25994, top1_acc: 0.4471, top5_acc: 0.6919, loss_cls: 2.4556, loss: 2.4556, grad_norm: 1.2032 2021-02-21 00:21:36,124 - mmaction - INFO - Epoch [146][360/470] lr: 3.172e-01, eta: 1 day, 17:19:32, time: 3.006, data_time: 0.004, memory: 25994, top1_acc: 0.4394, top5_acc: 0.6903, loss_cls: 2.4690, loss: 2.4690, grad_norm: 1.1924 2021-02-21 00:22:22,514 - mmaction - INFO - Epoch [146][380/470] lr: 3.172e-01, eta: 1 day, 17:18:27, time: 2.324, data_time: 0.008, memory: 25994, top1_acc: 0.4465, top5_acc: 0.6887, loss_cls: 2.4771, loss: 2.4771, grad_norm: 1.1849 2021-02-21 00:23:08,569 - mmaction - INFO - Epoch [146][400/470] lr: 3.172e-01, eta: 1 day, 17:17:20, time: 2.302, data_time: 0.006, memory: 25994, top1_acc: 0.4376, top5_acc: 0.6835, loss_cls: 2.4741, loss: 2.4741, grad_norm: 1.1678 2021-02-21 00:23:55,748 - mmaction - INFO - Epoch [146][420/470] lr: 3.172e-01, eta: 1 day, 17:16:15, time: 2.360, data_time: 0.006, memory: 25994, top1_acc: 0.4429, top5_acc: 0.6813, loss_cls: 2.5050, loss: 2.5050, grad_norm: 1.1864 2021-02-21 00:24:41,472 - mmaction - INFO - Epoch [146][440/470] lr: 3.172e-01, eta: 1 day, 17:15:09, time: 2.285, data_time: 0.003, memory: 25994, top1_acc: 0.4351, top5_acc: 0.6809, loss_cls: 2.5145, loss: 2.5145, grad_norm: 1.1659 2021-02-21 00:25:27,004 - mmaction - INFO - Epoch [146][460/470] lr: 3.172e-01, eta: 1 day, 17:14:03, time: 2.271, data_time: 0.004, memory: 25994, top1_acc: 0.4353, top5_acc: 0.6872, loss_cls: 2.4907, loss: 2.4907, grad_norm: 1.1786 2021-02-21 00:30:04,497 - mmaction - INFO - Epoch [147][20/470] lr: 3.124e-01, eta: 1 day, 17:14:34, time: 12.112, data_time: 9.801, memory: 25994, top1_acc: 0.4520, top5_acc: 0.7019, loss_cls: 2.4083, loss: 2.4083, grad_norm: 1.1957 2021-02-21 00:30:51,600 - mmaction - INFO - Epoch [147][40/470] lr: 3.124e-01, eta: 1 day, 17:13:29, time: 2.342, data_time: 0.005, memory: 25994, top1_acc: 0.4471, top5_acc: 0.6944, loss_cls: 2.4389, loss: 2.4389, grad_norm: 1.1873 2021-02-21 00:31:36,481 - mmaction - INFO - Epoch [147][60/470] lr: 3.124e-01, eta: 1 day, 17:12:22, time: 2.257, data_time: 0.019, memory: 25994, top1_acc: 0.4434, top5_acc: 0.6881, loss_cls: 2.4450, loss: 2.4450, grad_norm: 1.1896 2021-02-21 00:32:21,125 - mmaction - INFO - Epoch [147][80/470] lr: 3.124e-01, eta: 1 day, 17:11:15, time: 2.233, data_time: 0.006, memory: 25994, top1_acc: 0.4336, top5_acc: 0.6933, loss_cls: 2.4816, loss: 2.4816, grad_norm: 1.1843 2021-02-21 00:33:06,307 - mmaction - INFO - Epoch [147][100/470] lr: 3.124e-01, eta: 1 day, 17:10:08, time: 2.258, data_time: 0.004, memory: 25994, top1_acc: 0.4458, top5_acc: 0.6920, loss_cls: 2.4452, loss: 2.4452, grad_norm: 1.1879 2021-02-21 00:33:52,558 - mmaction - INFO - Epoch [147][120/470] lr: 3.124e-01, eta: 1 day, 17:09:02, time: 2.312, data_time: 0.007, memory: 25994, top1_acc: 0.4411, top5_acc: 0.7003, loss_cls: 2.4258, loss: 2.4258, grad_norm: 1.1949 2021-02-21 00:34:38,962 - mmaction - INFO - Epoch [147][140/470] lr: 3.124e-01, eta: 1 day, 17:07:57, time: 2.321, data_time: 0.005, memory: 25994, top1_acc: 0.4361, top5_acc: 0.6848, loss_cls: 2.4889, loss: 2.4889, grad_norm: 1.1855 2021-02-21 00:35:26,702 - mmaction - INFO - Epoch [147][160/470] lr: 3.124e-01, eta: 1 day, 17:06:52, time: 2.385, data_time: 0.007, memory: 25994, top1_acc: 0.4408, top5_acc: 0.6925, loss_cls: 2.4554, loss: 2.4554, grad_norm: 1.1987 2021-02-21 00:36:11,349 - mmaction - INFO - Epoch [147][180/470] lr: 3.124e-01, eta: 1 day, 17:05:45, time: 2.231, data_time: 0.007, memory: 25994, top1_acc: 0.4451, top5_acc: 0.6945, loss_cls: 2.4533, loss: 2.4533, grad_norm: 1.1673 2021-02-21 00:36:56,566 - mmaction - INFO - Epoch [147][200/470] lr: 3.124e-01, eta: 1 day, 17:04:38, time: 2.267, data_time: 0.012, memory: 25994, top1_acc: 0.4368, top5_acc: 0.6855, loss_cls: 2.4886, loss: 2.4886, grad_norm: 1.1932 2021-02-21 00:37:44,070 - mmaction - INFO - Epoch [147][220/470] lr: 3.124e-01, eta: 1 day, 17:03:33, time: 2.374, data_time: 0.002, memory: 25994, top1_acc: 0.4457, top5_acc: 0.6905, loss_cls: 2.4567, loss: 2.4567, grad_norm: 1.1862 2021-02-21 00:38:27,859 - mmaction - INFO - Epoch [147][240/470] lr: 3.124e-01, eta: 1 day, 17:02:26, time: 2.188, data_time: 0.003, memory: 25994, top1_acc: 0.4437, top5_acc: 0.6883, loss_cls: 2.4649, loss: 2.4649, grad_norm: 1.1836 2021-02-21 00:39:13,172 - mmaction - INFO - Epoch [147][260/470] lr: 3.124e-01, eta: 1 day, 17:01:19, time: 2.267, data_time: 0.006, memory: 25994, top1_acc: 0.4446, top5_acc: 0.6889, loss_cls: 2.4766, loss: 2.4766, grad_norm: 1.1483 2021-02-21 00:39:56,795 - mmaction - INFO - Epoch [147][280/470] lr: 3.124e-01, eta: 1 day, 17:00:12, time: 2.182, data_time: 0.008, memory: 25994, top1_acc: 0.4433, top5_acc: 0.6936, loss_cls: 2.4597, loss: 2.4597, grad_norm: 1.1823 2021-02-21 00:40:43,279 - mmaction - INFO - Epoch [147][300/470] lr: 3.124e-01, eta: 1 day, 16:59:06, time: 2.324, data_time: 0.003, memory: 25994, top1_acc: 0.4360, top5_acc: 0.6880, loss_cls: 2.4835, loss: 2.4835, grad_norm: 1.1916 2021-02-21 00:41:27,080 - mmaction - INFO - Epoch [147][320/470] lr: 3.124e-01, eta: 1 day, 16:57:58, time: 2.183, data_time: 0.003, memory: 25994, top1_acc: 0.4426, top5_acc: 0.6896, loss_cls: 2.4513, loss: 2.4513, grad_norm: 1.1903 2021-02-21 00:42:12,917 - mmaction - INFO - Epoch [147][340/470] lr: 3.124e-01, eta: 1 day, 16:56:53, time: 2.299, data_time: 0.011, memory: 25994, top1_acc: 0.4375, top5_acc: 0.6864, loss_cls: 2.4895, loss: 2.4895, grad_norm: 1.1600 2021-02-21 00:42:57,508 - mmaction - INFO - Epoch [147][360/470] lr: 3.124e-01, eta: 1 day, 16:55:46, time: 2.230, data_time: 0.004, memory: 25994, top1_acc: 0.4395, top5_acc: 0.6968, loss_cls: 2.4518, loss: 2.4518, grad_norm: 1.1913 2021-02-21 00:43:42,736 - mmaction - INFO - Epoch [147][380/470] lr: 3.124e-01, eta: 1 day, 16:54:39, time: 2.261, data_time: 0.003, memory: 25994, top1_acc: 0.4450, top5_acc: 0.6916, loss_cls: 2.4676, loss: 2.4676, grad_norm: 1.1798 2021-02-21 00:44:27,839 - mmaction - INFO - Epoch [147][400/470] lr: 3.124e-01, eta: 1 day, 16:53:33, time: 2.251, data_time: 0.004, memory: 25994, top1_acc: 0.4351, top5_acc: 0.6836, loss_cls: 2.5073, loss: 2.5073, grad_norm: 1.1815 2021-02-21 00:45:13,405 - mmaction - INFO - Epoch [147][420/470] lr: 3.124e-01, eta: 1 day, 16:52:26, time: 2.283, data_time: 0.016, memory: 25994, top1_acc: 0.4552, top5_acc: 0.6985, loss_cls: 2.4113, loss: 2.4113, grad_norm: 1.1735 2021-02-21 00:45:57,378 - mmaction - INFO - Epoch [147][440/470] lr: 3.124e-01, eta: 1 day, 16:51:19, time: 2.198, data_time: 0.005, memory: 25994, top1_acc: 0.4308, top5_acc: 0.6805, loss_cls: 2.5200, loss: 2.5200, grad_norm: 1.1959 2021-02-21 00:46:42,145 - mmaction - INFO - Epoch [147][460/470] lr: 3.124e-01, eta: 1 day, 16:50:12, time: 2.233, data_time: 0.007, memory: 25994, top1_acc: 0.4372, top5_acc: 0.6849, loss_cls: 2.4915, loss: 2.4915, grad_norm: 1.1655 2021-02-21 00:51:37,306 - mmaction - INFO - Epoch [148][20/470] lr: 3.076e-01, eta: 1 day, 16:50:51, time: 12.719, data_time: 10.336, memory: 25994, top1_acc: 0.4506, top5_acc: 0.6929, loss_cls: 2.4397, loss: 2.4397, grad_norm: 1.2075 2021-02-21 00:52:21,902 - mmaction - INFO - Epoch [148][40/470] lr: 3.076e-01, eta: 1 day, 16:49:44, time: 2.207, data_time: 0.006, memory: 25994, top1_acc: 0.4521, top5_acc: 0.6995, loss_cls: 2.4291, loss: 2.4291, grad_norm: 1.1793 2021-02-21 00:53:08,085 - mmaction - INFO - Epoch [148][60/470] lr: 3.076e-01, eta: 1 day, 16:48:38, time: 2.331, data_time: 0.029, memory: 25994, top1_acc: 0.4533, top5_acc: 0.6968, loss_cls: 2.4120, loss: 2.4120, grad_norm: 1.1900 2021-02-21 00:54:06,546 - mmaction - INFO - Epoch [148][80/470] lr: 3.076e-01, eta: 1 day, 16:47:41, time: 2.922, data_time: 0.296, memory: 25994, top1_acc: 0.4461, top5_acc: 0.6946, loss_cls: 2.4336, loss: 2.4336, grad_norm: 1.1988 2021-02-21 00:54:52,634 - mmaction - INFO - Epoch [148][100/470] lr: 3.076e-01, eta: 1 day, 16:46:36, time: 2.306, data_time: 0.005, memory: 25994, top1_acc: 0.4494, top5_acc: 0.6917, loss_cls: 2.4533, loss: 2.4533, grad_norm: 1.2125 2021-02-21 00:55:36,329 - mmaction - INFO - Epoch [148][120/470] lr: 3.076e-01, eta: 1 day, 16:45:28, time: 2.185, data_time: 0.006, memory: 25994, top1_acc: 0.4420, top5_acc: 0.6899, loss_cls: 2.4791, loss: 2.4791, grad_norm: 1.1848 2021-02-21 00:56:22,278 - mmaction - INFO - Epoch [148][140/470] lr: 3.076e-01, eta: 1 day, 16:44:22, time: 2.298, data_time: 0.004, memory: 25994, top1_acc: 0.4347, top5_acc: 0.6909, loss_cls: 2.4641, loss: 2.4641, grad_norm: 1.1926 2021-02-21 00:57:09,110 - mmaction - INFO - Epoch [148][160/470] lr: 3.076e-01, eta: 1 day, 16:43:17, time: 2.333, data_time: 0.009, memory: 25994, top1_acc: 0.4483, top5_acc: 0.7018, loss_cls: 2.4247, loss: 2.4247, grad_norm: 1.1872 2021-02-21 00:57:57,391 - mmaction - INFO - Epoch [148][180/470] lr: 3.076e-01, eta: 1 day, 16:42:13, time: 2.423, data_time: 0.016, memory: 25994, top1_acc: 0.4482, top5_acc: 0.6883, loss_cls: 2.4554, loss: 2.4554, grad_norm: 1.1811 2021-02-21 00:58:41,404 - mmaction - INFO - Epoch [148][200/470] lr: 3.076e-01, eta: 1 day, 16:41:06, time: 2.201, data_time: 0.003, memory: 25994, top1_acc: 0.4487, top5_acc: 0.6955, loss_cls: 2.4263, loss: 2.4263, grad_norm: 1.1854 2021-02-21 00:59:30,984 - mmaction - INFO - Epoch [148][220/470] lr: 3.076e-01, eta: 1 day, 16:40:02, time: 2.478, data_time: 0.004, memory: 25994, top1_acc: 0.4426, top5_acc: 0.6963, loss_cls: 2.4322, loss: 2.4322, grad_norm: 1.2077 2021-02-21 01:00:16,547 - mmaction - INFO - Epoch [148][240/470] lr: 3.076e-01, eta: 1 day, 16:38:56, time: 2.279, data_time: 0.004, memory: 25994, top1_acc: 0.4310, top5_acc: 0.6802, loss_cls: 2.5218, loss: 2.5218, grad_norm: 1.1990 2021-02-21 01:01:02,309 - mmaction - INFO - Epoch [148][260/470] lr: 3.076e-01, eta: 1 day, 16:37:50, time: 2.288, data_time: 0.004, memory: 25994, top1_acc: 0.4489, top5_acc: 0.6909, loss_cls: 2.4284, loss: 2.4284, grad_norm: 1.1737 2021-02-21 01:01:49,477 - mmaction - INFO - Epoch [148][280/470] lr: 3.076e-01, eta: 1 day, 16:36:46, time: 2.359, data_time: 0.003, memory: 25994, top1_acc: 0.4447, top5_acc: 0.6951, loss_cls: 2.4497, loss: 2.4497, grad_norm: 1.2076 2021-02-21 01:02:33,975 - mmaction - INFO - Epoch [148][300/470] lr: 3.076e-01, eta: 1 day, 16:35:39, time: 2.224, data_time: 0.004, memory: 25994, top1_acc: 0.4354, top5_acc: 0.6859, loss_cls: 2.4752, loss: 2.4752, grad_norm: 1.1957 2021-02-21 01:03:20,915 - mmaction - INFO - Epoch [148][320/470] lr: 3.076e-01, eta: 1 day, 16:34:34, time: 2.348, data_time: 0.005, memory: 25994, top1_acc: 0.4489, top5_acc: 0.6971, loss_cls: 2.4373, loss: 2.4373, grad_norm: 1.1943 2021-02-21 01:04:08,289 - mmaction - INFO - Epoch [148][340/470] lr: 3.076e-01, eta: 1 day, 16:33:29, time: 2.364, data_time: 0.005, memory: 25994, top1_acc: 0.4451, top5_acc: 0.6914, loss_cls: 2.4369, loss: 2.4369, grad_norm: 1.1896 2021-02-21 01:04:51,587 - mmaction - INFO - Epoch [148][360/470] lr: 3.076e-01, eta: 1 day, 16:32:21, time: 2.169, data_time: 0.012, memory: 25994, top1_acc: 0.4496, top5_acc: 0.6956, loss_cls: 2.4361, loss: 2.4361, grad_norm: 1.2061 2021-02-21 01:05:41,649 - mmaction - INFO - Epoch [148][380/470] lr: 3.076e-01, eta: 1 day, 16:31:18, time: 2.484, data_time: 0.004, memory: 25994, top1_acc: 0.4442, top5_acc: 0.6920, loss_cls: 2.4731, loss: 2.4731, grad_norm: 1.1844 2021-02-21 01:06:29,811 - mmaction - INFO - Epoch [148][400/470] lr: 3.076e-01, eta: 1 day, 16:30:14, time: 2.421, data_time: 0.029, memory: 25994, top1_acc: 0.4434, top5_acc: 0.6906, loss_cls: 2.4460, loss: 2.4460, grad_norm: 1.1984 2021-02-21 01:07:15,973 - mmaction - INFO - Epoch [148][420/470] lr: 3.076e-01, eta: 1 day, 16:29:09, time: 2.314, data_time: 0.013, memory: 25994, top1_acc: 0.4432, top5_acc: 0.6820, loss_cls: 2.4941, loss: 2.4941, grad_norm: 1.2251 2021-02-21 01:08:00,516 - mmaction - INFO - Epoch [148][440/470] lr: 3.076e-01, eta: 1 day, 16:28:02, time: 2.227, data_time: 0.005, memory: 25994, top1_acc: 0.4354, top5_acc: 0.6869, loss_cls: 2.5089, loss: 2.5089, grad_norm: 1.1910 2021-02-21 01:08:54,708 - mmaction - INFO - Epoch [148][460/470] lr: 3.076e-01, eta: 1 day, 16:27:02, time: 2.710, data_time: 0.005, memory: 25994, top1_acc: 0.4387, top5_acc: 0.6840, loss_cls: 2.4923, loss: 2.4923, grad_norm: 1.1864 2021-02-21 01:09:32,083 - mmaction - INFO - Saving checkpoint at 148 epochs 2021-02-21 01:13:53,910 - mmaction - INFO - Epoch [149][20/470] lr: 3.028e-01, eta: 1 day, 16:27:43, time: 12.988, data_time: 10.641, memory: 25994, top1_acc: 0.4554, top5_acc: 0.6986, loss_cls: 2.4158, loss: 2.4158, grad_norm: 1.1695 2021-02-21 01:14:40,401 - mmaction - INFO - Epoch [149][40/470] lr: 3.028e-01, eta: 1 day, 16:26:38, time: 2.324, data_time: 0.005, memory: 25994, top1_acc: 0.4443, top5_acc: 0.6910, loss_cls: 2.4512, loss: 2.4512, grad_norm: 1.1923 2021-02-21 01:15:26,995 - mmaction - INFO - Epoch [149][60/470] lr: 3.028e-01, eta: 1 day, 16:25:32, time: 2.329, data_time: 0.028, memory: 25994, top1_acc: 0.4427, top5_acc: 0.6923, loss_cls: 2.4441, loss: 2.4441, grad_norm: 1.2114 2021-02-21 01:16:19,313 - mmaction - INFO - Epoch [149][80/470] lr: 3.028e-01, eta: 1 day, 16:24:31, time: 2.616, data_time: 0.006, memory: 25994, top1_acc: 0.4474, top5_acc: 0.6892, loss_cls: 2.4555, loss: 2.4555, grad_norm: 1.2120 2021-02-21 01:17:10,938 - mmaction - INFO - Epoch [149][100/470] lr: 3.028e-01, eta: 1 day, 16:23:30, time: 2.579, data_time: 0.014, memory: 25994, top1_acc: 0.4396, top5_acc: 0.6949, loss_cls: 2.4242, loss: 2.4242, grad_norm: 1.1925 2021-02-21 01:17:58,388 - mmaction - INFO - Epoch [149][120/470] lr: 3.028e-01, eta: 1 day, 16:22:25, time: 2.375, data_time: 0.008, memory: 25994, top1_acc: 0.4479, top5_acc: 0.7018, loss_cls: 2.4061, loss: 2.4061, grad_norm: 1.1948 2021-02-21 01:18:44,557 - mmaction - INFO - Epoch [149][140/470] lr: 3.028e-01, eta: 1 day, 16:21:19, time: 2.308, data_time: 0.040, memory: 25994, top1_acc: 0.4377, top5_acc: 0.6891, loss_cls: 2.4671, loss: 2.4671, grad_norm: 1.2223 2021-02-21 01:19:30,960 - mmaction - INFO - Epoch [149][160/470] lr: 3.028e-01, eta: 1 day, 16:20:14, time: 2.317, data_time: 0.004, memory: 25994, top1_acc: 0.4438, top5_acc: 0.6948, loss_cls: 2.4595, loss: 2.4595, grad_norm: 1.2081 2021-02-21 01:20:21,823 - mmaction - INFO - Epoch [149][180/470] lr: 3.028e-01, eta: 1 day, 16:19:12, time: 2.547, data_time: 0.010, memory: 25994, top1_acc: 0.4305, top5_acc: 0.6803, loss_cls: 2.5141, loss: 2.5141, grad_norm: 1.2226 2021-02-21 01:21:10,662 - mmaction - INFO - Epoch [149][200/470] lr: 3.028e-01, eta: 1 day, 16:18:08, time: 2.442, data_time: 0.005, memory: 25994, top1_acc: 0.4396, top5_acc: 0.6877, loss_cls: 2.4898, loss: 2.4898, grad_norm: 1.1892 2021-02-21 01:22:00,756 - mmaction - INFO - Epoch [149][220/470] lr: 3.028e-01, eta: 1 day, 16:17:06, time: 2.504, data_time: 0.003, memory: 25994, top1_acc: 0.4486, top5_acc: 0.6908, loss_cls: 2.4505, loss: 2.4505, grad_norm: 1.1872 2021-02-21 01:22:45,560 - mmaction - INFO - Epoch [149][240/470] lr: 3.028e-01, eta: 1 day, 16:15:59, time: 2.240, data_time: 0.004, memory: 25994, top1_acc: 0.4459, top5_acc: 0.6938, loss_cls: 2.4444, loss: 2.4444, grad_norm: 1.2209 2021-02-21 01:23:33,749 - mmaction - INFO - Epoch [149][260/470] lr: 3.028e-01, eta: 1 day, 16:14:55, time: 2.410, data_time: 0.004, memory: 25994, top1_acc: 0.4487, top5_acc: 0.6927, loss_cls: 2.4428, loss: 2.4428, grad_norm: 1.1795 2021-02-21 01:24:19,581 - mmaction - INFO - Epoch [149][280/470] lr: 3.028e-01, eta: 1 day, 16:13:49, time: 2.291, data_time: 0.003, memory: 25994, top1_acc: 0.4487, top5_acc: 0.7017, loss_cls: 2.4367, loss: 2.4367, grad_norm: 1.1956 2021-02-21 01:25:05,595 - mmaction - INFO - Epoch [149][300/470] lr: 3.028e-01, eta: 1 day, 16:12:44, time: 2.301, data_time: 0.003, memory: 25994, top1_acc: 0.4425, top5_acc: 0.6893, loss_cls: 2.4522, loss: 2.4522, grad_norm: 1.1997 2021-02-21 01:25:49,952 - mmaction - INFO - Epoch [149][320/470] lr: 3.028e-01, eta: 1 day, 16:11:37, time: 2.218, data_time: 0.006, memory: 25994, top1_acc: 0.4454, top5_acc: 0.6980, loss_cls: 2.4474, loss: 2.4474, grad_norm: 1.1993 2021-02-21 01:26:35,268 - mmaction - INFO - Epoch [149][340/470] lr: 3.028e-01, eta: 1 day, 16:10:31, time: 2.265, data_time: 0.005, memory: 25994, top1_acc: 0.4292, top5_acc: 0.6782, loss_cls: 2.5109, loss: 2.5109, grad_norm: 1.1957 2021-02-21 01:27:21,033 - mmaction - INFO - Epoch [149][360/470] lr: 3.028e-01, eta: 1 day, 16:09:25, time: 2.288, data_time: 0.005, memory: 25994, top1_acc: 0.4420, top5_acc: 0.6956, loss_cls: 2.4428, loss: 2.4428, grad_norm: 1.1825 2021-02-21 01:28:05,734 - mmaction - INFO - Epoch [149][380/470] lr: 3.028e-01, eta: 1 day, 16:08:19, time: 2.231, data_time: 0.004, memory: 25994, top1_acc: 0.4519, top5_acc: 0.6877, loss_cls: 2.4548, loss: 2.4548, grad_norm: 1.1849 2021-02-21 01:28:50,597 - mmaction - INFO - Epoch [149][400/470] lr: 3.028e-01, eta: 1 day, 16:07:12, time: 2.247, data_time: 0.013, memory: 25994, top1_acc: 0.4499, top5_acc: 0.6975, loss_cls: 2.4199, loss: 2.4199, grad_norm: 1.1940 2021-02-21 01:29:35,573 - mmaction - INFO - Epoch [149][420/470] lr: 3.028e-01, eta: 1 day, 16:06:06, time: 2.249, data_time: 0.004, memory: 25994, top1_acc: 0.4494, top5_acc: 0.6997, loss_cls: 2.4376, loss: 2.4376, grad_norm: 1.1994 2021-02-21 01:30:20,442 - mmaction - INFO - Epoch [149][440/470] lr: 3.028e-01, eta: 1 day, 16:05:00, time: 2.243, data_time: 0.004, memory: 25994, top1_acc: 0.4404, top5_acc: 0.6889, loss_cls: 2.4807, loss: 2.4807, grad_norm: 1.2402 2021-02-21 01:31:06,246 - mmaction - INFO - Epoch [149][460/470] lr: 3.028e-01, eta: 1 day, 16:03:54, time: 2.289, data_time: 0.002, memory: 25994, top1_acc: 0.4468, top5_acc: 0.6890, loss_cls: 2.4479, loss: 2.4479, grad_norm: 1.1959 2021-02-21 01:36:04,917 - mmaction - INFO - Epoch [150][20/470] lr: 2.981e-01, eta: 1 day, 16:04:35, time: 13.174, data_time: 10.737, memory: 25994, top1_acc: 0.4511, top5_acc: 0.6990, loss_cls: 2.4053, loss: 2.4053, grad_norm: 1.1973 2021-02-21 01:36:50,660 - mmaction - INFO - Epoch [150][40/470] lr: 2.981e-01, eta: 1 day, 16:03:30, time: 2.287, data_time: 0.003, memory: 25994, top1_acc: 0.4502, top5_acc: 0.6922, loss_cls: 2.4282, loss: 2.4282, grad_norm: 1.1942 2021-02-21 01:37:36,764 - mmaction - INFO - Epoch [150][60/470] lr: 2.981e-01, eta: 1 day, 16:02:24, time: 2.305, data_time: 0.003, memory: 25994, top1_acc: 0.4562, top5_acc: 0.7049, loss_cls: 2.3881, loss: 2.3881, grad_norm: 1.2015 2021-02-21 01:38:22,100 - mmaction - INFO - Epoch [150][80/470] lr: 2.981e-01, eta: 1 day, 16:01:18, time: 2.267, data_time: 0.007, memory: 25994, top1_acc: 0.4521, top5_acc: 0.6980, loss_cls: 2.4081, loss: 2.4081, grad_norm: 1.2184 2021-02-21 01:39:07,237 - mmaction - INFO - Epoch [150][100/470] lr: 2.981e-01, eta: 1 day, 16:00:12, time: 2.256, data_time: 0.010, memory: 25994, top1_acc: 0.4494, top5_acc: 0.7004, loss_cls: 2.4199, loss: 2.4199, grad_norm: 1.2161 2021-02-21 01:39:52,150 - mmaction - INFO - Epoch [150][120/470] lr: 2.981e-01, eta: 1 day, 15:59:06, time: 2.247, data_time: 0.005, memory: 25994, top1_acc: 0.4479, top5_acc: 0.6886, loss_cls: 2.4701, loss: 2.4701, grad_norm: 1.1918 2021-02-21 01:40:38,395 - mmaction - INFO - Epoch [150][140/470] lr: 2.981e-01, eta: 1 day, 15:58:00, time: 2.312, data_time: 0.004, memory: 25994, top1_acc: 0.4417, top5_acc: 0.6872, loss_cls: 2.4825, loss: 2.4825, grad_norm: 1.2003 2021-02-21 01:41:23,413 - mmaction - INFO - Epoch [150][160/470] lr: 2.981e-01, eta: 1 day, 15:56:54, time: 2.250, data_time: 0.006, memory: 25994, top1_acc: 0.4477, top5_acc: 0.6826, loss_cls: 2.4793, loss: 2.4793, grad_norm: 1.1878 2021-02-21 01:42:09,758 - mmaction - INFO - Epoch [150][180/470] lr: 2.981e-01, eta: 1 day, 15:55:49, time: 2.318, data_time: 0.006, memory: 25994, top1_acc: 0.4547, top5_acc: 0.6987, loss_cls: 2.4077, loss: 2.4077, grad_norm: 1.1988 2021-02-21 01:42:55,797 - mmaction - INFO - Epoch [150][200/470] lr: 2.981e-01, eta: 1 day, 15:54:43, time: 2.302, data_time: 0.007, memory: 25994, top1_acc: 0.4515, top5_acc: 0.6980, loss_cls: 2.4291, loss: 2.4291, grad_norm: 1.2161 2021-02-21 01:43:43,113 - mmaction - INFO - Epoch [150][220/470] lr: 2.981e-01, eta: 1 day, 15:53:39, time: 2.365, data_time: 0.004, memory: 25994, top1_acc: 0.4459, top5_acc: 0.6966, loss_cls: 2.4230, loss: 2.4230, grad_norm: 1.2108 2021-02-21 01:44:28,434 - mmaction - INFO - Epoch [150][240/470] lr: 2.981e-01, eta: 1 day, 15:52:33, time: 2.265, data_time: 0.004, memory: 25994, top1_acc: 0.4484, top5_acc: 0.6904, loss_cls: 2.4512, loss: 2.4512, grad_norm: 1.1833 2021-02-21 01:45:12,900 - mmaction - INFO - Epoch [150][260/470] lr: 2.981e-01, eta: 1 day, 15:51:26, time: 2.220, data_time: 0.008, memory: 25994, top1_acc: 0.4443, top5_acc: 0.6913, loss_cls: 2.4474, loss: 2.4474, grad_norm: 1.2220 2021-02-21 01:46:03,696 - mmaction - INFO - Epoch [150][280/470] lr: 2.981e-01, eta: 1 day, 15:50:24, time: 2.545, data_time: 0.016, memory: 25994, top1_acc: 0.4437, top5_acc: 0.6939, loss_cls: 2.4336, loss: 2.4336, grad_norm: 1.2238 2021-02-21 01:46:48,189 - mmaction - INFO - Epoch [150][300/470] lr: 2.981e-01, eta: 1 day, 15:49:18, time: 2.222, data_time: 0.004, memory: 25994, top1_acc: 0.4553, top5_acc: 0.7008, loss_cls: 2.4163, loss: 2.4163, grad_norm: 1.1999 2021-02-21 01:47:34,694 - mmaction - INFO - Epoch [150][320/470] lr: 2.981e-01, eta: 1 day, 15:48:13, time: 2.326, data_time: 0.022, memory: 25994, top1_acc: 0.4469, top5_acc: 0.6915, loss_cls: 2.4429, loss: 2.4429, grad_norm: 1.2010 2021-02-21 01:48:20,943 - mmaction - INFO - Epoch [150][340/470] lr: 2.981e-01, eta: 1 day, 15:47:07, time: 2.314, data_time: 0.007, memory: 25994, top1_acc: 0.4457, top5_acc: 0.6913, loss_cls: 2.4350, loss: 2.4350, grad_norm: 1.2144 2021-02-21 01:49:06,066 - mmaction - INFO - Epoch [150][360/470] lr: 2.981e-01, eta: 1 day, 15:46:01, time: 2.256, data_time: 0.004, memory: 25994, top1_acc: 0.4396, top5_acc: 0.6852, loss_cls: 2.4934, loss: 2.4934, grad_norm: 1.1998 2021-02-21 01:49:53,130 - mmaction - INFO - Epoch [150][380/470] lr: 2.981e-01, eta: 1 day, 15:44:57, time: 2.352, data_time: 0.004, memory: 25994, top1_acc: 0.4443, top5_acc: 0.6955, loss_cls: 2.4476, loss: 2.4476, grad_norm: 1.2180 2021-02-21 01:50:39,043 - mmaction - INFO - Epoch [150][400/470] lr: 2.981e-01, eta: 1 day, 15:43:51, time: 2.298, data_time: 0.009, memory: 25994, top1_acc: 0.4400, top5_acc: 0.6820, loss_cls: 2.5092, loss: 2.5092, grad_norm: 1.1918 2021-02-21 01:51:26,600 - mmaction - INFO - Epoch [150][420/470] lr: 2.981e-01, eta: 1 day, 15:42:47, time: 2.370, data_time: 0.007, memory: 25994, top1_acc: 0.4436, top5_acc: 0.6854, loss_cls: 2.4797, loss: 2.4797, grad_norm: 1.2179 2021-02-21 01:52:11,177 - mmaction - INFO - Epoch [150][440/470] lr: 2.981e-01, eta: 1 day, 15:41:41, time: 2.234, data_time: 0.013, memory: 25994, top1_acc: 0.4415, top5_acc: 0.6877, loss_cls: 2.4697, loss: 2.4697, grad_norm: 1.2024 2021-02-21 01:52:57,012 - mmaction - INFO - Epoch [150][460/470] lr: 2.981e-01, eta: 1 day, 15:40:35, time: 2.287, data_time: 0.005, memory: 25994, top1_acc: 0.4469, top5_acc: 0.6987, loss_cls: 2.4229, loss: 2.4229, grad_norm: 1.2207 2021-02-21 02:00:32,887 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-21 02:00:33,661 - mmaction - INFO - top1_acc 0.4959 top5_acc 0.7591 2021-02-21 02:00:33,661 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-21 02:00:33,722 - mmaction - INFO - mean_acc 0.4957 2021-02-21 02:00:33,729 - mmaction - INFO - Epoch(val) [150][470] top1_acc: 0.4959, top5_acc: 0.7591, mean_class_accuracy: 0.4957 2021-02-21 02:04:32,647 - mmaction - INFO - Epoch [151][20/470] lr: 2.933e-01, eta: 1 day, 15:40:57, time: 11.944, data_time: 9.627, memory: 25994, top1_acc: 0.4645, top5_acc: 0.7053, loss_cls: 2.3829, loss: 2.3829, grad_norm: 1.2058 2021-02-21 02:05:22,094 - mmaction - INFO - Epoch [151][40/470] lr: 2.933e-01, eta: 1 day, 15:39:54, time: 2.470, data_time: 0.007, memory: 25994, top1_acc: 0.4446, top5_acc: 0.6998, loss_cls: 2.4202, loss: 2.4202, grad_norm: 1.2031 2021-02-21 02:06:10,801 - mmaction - INFO - Epoch [151][60/470] lr: 2.933e-01, eta: 1 day, 15:38:51, time: 2.437, data_time: 0.006, memory: 25994, top1_acc: 0.4574, top5_acc: 0.6982, loss_cls: 2.4034, loss: 2.4034, grad_norm: 1.1922 2021-02-21 02:06:54,188 - mmaction - INFO - Epoch [151][80/470] lr: 2.933e-01, eta: 1 day, 15:37:43, time: 2.170, data_time: 0.004, memory: 25994, top1_acc: 0.4501, top5_acc: 0.6885, loss_cls: 2.4452, loss: 2.4452, grad_norm: 1.2027 2021-02-21 02:07:42,199 - mmaction - INFO - Epoch [151][100/470] lr: 2.933e-01, eta: 1 day, 15:36:40, time: 2.399, data_time: 0.006, memory: 25994, top1_acc: 0.4514, top5_acc: 0.6982, loss_cls: 2.4279, loss: 2.4279, grad_norm: 1.2165 2021-02-21 02:08:37,396 - mmaction - INFO - Epoch [151][120/470] lr: 2.933e-01, eta: 1 day, 15:35:41, time: 2.761, data_time: 0.005, memory: 25994, top1_acc: 0.4528, top5_acc: 0.7031, loss_cls: 2.4051, loss: 2.4051, grad_norm: 1.2344 2021-02-21 02:09:22,809 - mmaction - INFO - Epoch [151][140/470] lr: 2.933e-01, eta: 1 day, 15:34:35, time: 2.258, data_time: 0.014, memory: 25994, top1_acc: 0.4467, top5_acc: 0.7001, loss_cls: 2.4205, loss: 2.4205, grad_norm: 1.1975 2021-02-21 02:10:08,777 - mmaction - INFO - Epoch [151][160/470] lr: 2.933e-01, eta: 1 day, 15:33:29, time: 2.305, data_time: 0.020, memory: 25994, top1_acc: 0.4468, top5_acc: 0.6943, loss_cls: 2.4344, loss: 2.4344, grad_norm: 1.2444 2021-02-21 02:10:55,677 - mmaction - INFO - Epoch [151][180/470] lr: 2.933e-01, eta: 1 day, 15:32:25, time: 2.350, data_time: 0.010, memory: 25994, top1_acc: 0.4406, top5_acc: 0.6919, loss_cls: 2.4645, loss: 2.4645, grad_norm: 1.2055 2021-02-21 02:11:51,000 - mmaction - INFO - Epoch [151][200/470] lr: 2.933e-01, eta: 1 day, 15:31:26, time: 2.765, data_time: 0.005, memory: 25994, top1_acc: 0.4535, top5_acc: 0.6955, loss_cls: 2.4356, loss: 2.4356, grad_norm: 1.1945 2021-02-21 02:12:36,670 - mmaction - INFO - Epoch [151][220/470] lr: 2.933e-01, eta: 1 day, 15:30:21, time: 2.285, data_time: 0.011, memory: 25994, top1_acc: 0.4538, top5_acc: 0.6978, loss_cls: 2.4234, loss: 2.4234, grad_norm: 1.2199 2021-02-21 02:13:21,827 - mmaction - INFO - Epoch [151][240/470] lr: 2.933e-01, eta: 1 day, 15:29:15, time: 2.258, data_time: 0.004, memory: 25994, top1_acc: 0.4523, top5_acc: 0.6998, loss_cls: 2.4095, loss: 2.4095, grad_norm: 1.2172 2021-02-21 02:14:07,797 - mmaction - INFO - Epoch [151][260/470] lr: 2.933e-01, eta: 1 day, 15:28:09, time: 2.298, data_time: 0.005, memory: 25994, top1_acc: 0.4580, top5_acc: 0.7050, loss_cls: 2.3906, loss: 2.3906, grad_norm: 1.2267 2021-02-21 02:14:52,982 - mmaction - INFO - Epoch [151][280/470] lr: 2.933e-01, eta: 1 day, 15:27:03, time: 2.260, data_time: 0.004, memory: 25994, top1_acc: 0.4501, top5_acc: 0.6946, loss_cls: 2.4391, loss: 2.4391, grad_norm: 1.2144 2021-02-21 02:15:37,902 - mmaction - INFO - Epoch [151][300/470] lr: 2.933e-01, eta: 1 day, 15:25:57, time: 2.243, data_time: 0.005, memory: 25994, top1_acc: 0.4550, top5_acc: 0.6977, loss_cls: 2.4178, loss: 2.4178, grad_norm: 1.2158 2021-02-21 02:16:38,573 - mmaction - INFO - Epoch [151][320/470] lr: 2.933e-01, eta: 1 day, 15:25:02, time: 3.036, data_time: 0.009, memory: 25994, top1_acc: 0.4532, top5_acc: 0.7037, loss_cls: 2.3952, loss: 2.3952, grad_norm: 1.2236 2021-02-21 02:17:24,702 - mmaction - INFO - Epoch [151][340/470] lr: 2.933e-01, eta: 1 day, 15:23:57, time: 2.298, data_time: 0.007, memory: 25994, top1_acc: 0.4549, top5_acc: 0.6969, loss_cls: 2.4083, loss: 2.4083, grad_norm: 1.2086 2021-02-21 02:18:11,416 - mmaction - INFO - Epoch [151][360/470] lr: 2.933e-01, eta: 1 day, 15:22:53, time: 2.343, data_time: 0.013, memory: 25994, top1_acc: 0.4432, top5_acc: 0.6951, loss_cls: 2.4570, loss: 2.4570, grad_norm: 1.2341 2021-02-21 02:18:56,681 - mmaction - INFO - Epoch [151][380/470] lr: 2.933e-01, eta: 1 day, 15:21:47, time: 2.263, data_time: 0.007, memory: 25994, top1_acc: 0.4476, top5_acc: 0.6928, loss_cls: 2.4580, loss: 2.4580, grad_norm: 1.2144 2021-02-21 02:19:41,208 - mmaction - INFO - Epoch [151][400/470] lr: 2.933e-01, eta: 1 day, 15:20:41, time: 2.228, data_time: 0.006, memory: 25994, top1_acc: 0.4375, top5_acc: 0.6908, loss_cls: 2.4782, loss: 2.4782, grad_norm: 1.2124 2021-02-21 02:20:33,558 - mmaction - INFO - Epoch [151][420/470] lr: 2.933e-01, eta: 1 day, 15:19:40, time: 2.617, data_time: 0.004, memory: 25994, top1_acc: 0.4401, top5_acc: 0.6956, loss_cls: 2.4584, loss: 2.4584, grad_norm: 1.2174 2021-02-21 02:21:39,432 - mmaction - INFO - Epoch [151][440/470] lr: 2.933e-01, eta: 1 day, 15:18:48, time: 3.295, data_time: 0.006, memory: 25994, top1_acc: 0.4441, top5_acc: 0.6876, loss_cls: 2.4745, loss: 2.4745, grad_norm: 1.2286 2021-02-21 02:22:24,606 - mmaction - INFO - Epoch [151][460/470] lr: 2.933e-01, eta: 1 day, 15:17:43, time: 2.258, data_time: 0.010, memory: 25994, top1_acc: 0.4417, top5_acc: 0.6917, loss_cls: 2.4784, loss: 2.4784, grad_norm: 1.2457 2021-02-21 02:27:14,900 - mmaction - INFO - Epoch [152][20/470] lr: 2.886e-01, eta: 1 day, 15:18:13, time: 12.681, data_time: 10.231, memory: 25994, top1_acc: 0.4617, top5_acc: 0.7019, loss_cls: 2.3820, loss: 2.3820, grad_norm: 1.2193 2021-02-21 02:27:59,408 - mmaction - INFO - Epoch [152][40/470] lr: 2.886e-01, eta: 1 day, 15:17:07, time: 2.241, data_time: 0.021, memory: 25994, top1_acc: 0.4567, top5_acc: 0.6990, loss_cls: 2.4008, loss: 2.4008, grad_norm: 1.2214 2021-02-21 02:28:47,675 - mmaction - INFO - Epoch [152][60/470] lr: 2.886e-01, eta: 1 day, 15:16:03, time: 2.410, data_time: 0.004, memory: 25994, top1_acc: 0.4441, top5_acc: 0.6925, loss_cls: 2.4328, loss: 2.4328, grad_norm: 1.2314 2021-02-21 02:29:32,423 - mmaction - INFO - Epoch [152][80/470] lr: 2.886e-01, eta: 1 day, 15:14:57, time: 2.242, data_time: 0.007, memory: 25994, top1_acc: 0.4421, top5_acc: 0.6993, loss_cls: 2.4318, loss: 2.4318, grad_norm: 1.2096 2021-02-21 02:30:20,646 - mmaction - INFO - Epoch [152][100/470] lr: 2.886e-01, eta: 1 day, 15:13:54, time: 2.410, data_time: 0.005, memory: 25994, top1_acc: 0.4603, top5_acc: 0.7063, loss_cls: 2.3584, loss: 2.3584, grad_norm: 1.2185 2021-02-21 02:31:05,972 - mmaction - INFO - Epoch [152][120/470] lr: 2.886e-01, eta: 1 day, 15:12:48, time: 2.267, data_time: 0.006, memory: 25994, top1_acc: 0.4483, top5_acc: 0.6934, loss_cls: 2.4271, loss: 2.4271, grad_norm: 1.2227 2021-02-21 02:31:53,079 - mmaction - INFO - Epoch [152][140/470] lr: 2.886e-01, eta: 1 day, 15:11:43, time: 2.356, data_time: 0.004, memory: 25994, top1_acc: 0.4482, top5_acc: 0.6965, loss_cls: 2.4231, loss: 2.4231, grad_norm: 1.2154 2021-02-21 02:32:40,782 - mmaction - INFO - Epoch [152][160/470] lr: 2.886e-01, eta: 1 day, 15:10:39, time: 2.384, data_time: 0.009, memory: 25994, top1_acc: 0.4380, top5_acc: 0.6911, loss_cls: 2.4564, loss: 2.4564, grad_norm: 1.2213 2021-02-21 02:33:25,078 - mmaction - INFO - Epoch [152][180/470] lr: 2.886e-01, eta: 1 day, 15:09:33, time: 2.213, data_time: 0.004, memory: 25994, top1_acc: 0.4450, top5_acc: 0.6952, loss_cls: 2.4341, loss: 2.4341, grad_norm: 1.2161 2021-02-21 02:34:14,458 - mmaction - INFO - Epoch [152][200/470] lr: 2.886e-01, eta: 1 day, 15:08:30, time: 2.454, data_time: 0.010, memory: 25994, top1_acc: 0.4491, top5_acc: 0.6925, loss_cls: 2.4467, loss: 2.4467, grad_norm: 1.2122 2021-02-21 02:35:00,186 - mmaction - INFO - Epoch [152][220/470] lr: 2.886e-01, eta: 1 day, 15:07:25, time: 2.302, data_time: 0.024, memory: 25994, top1_acc: 0.4460, top5_acc: 0.6896, loss_cls: 2.4549, loss: 2.4549, grad_norm: 1.2299 2021-02-21 02:35:46,596 - mmaction - INFO - Epoch [152][240/470] lr: 2.886e-01, eta: 1 day, 15:06:20, time: 2.316, data_time: 0.012, memory: 25994, top1_acc: 0.4448, top5_acc: 0.7056, loss_cls: 2.4141, loss: 2.4141, grad_norm: 1.2363 2021-02-21 02:36:31,841 - mmaction - INFO - Epoch [152][260/470] lr: 2.886e-01, eta: 1 day, 15:05:14, time: 2.264, data_time: 0.010, memory: 25994, top1_acc: 0.4504, top5_acc: 0.6942, loss_cls: 2.4233, loss: 2.4233, grad_norm: 1.2181 2021-02-21 02:37:17,895 - mmaction - INFO - Epoch [152][280/470] lr: 2.886e-01, eta: 1 day, 15:04:09, time: 2.307, data_time: 0.008, memory: 25994, top1_acc: 0.4481, top5_acc: 0.6995, loss_cls: 2.4156, loss: 2.4156, grad_norm: 1.2283 2021-02-21 02:38:05,587 - mmaction - INFO - Epoch [152][300/470] lr: 2.886e-01, eta: 1 day, 15:03:05, time: 2.384, data_time: 0.003, memory: 25994, top1_acc: 0.4467, top5_acc: 0.6945, loss_cls: 2.4432, loss: 2.4432, grad_norm: 1.2184 2021-02-21 02:39:01,782 - mmaction - INFO - Epoch [152][320/470] lr: 2.886e-01, eta: 1 day, 15:02:07, time: 2.810, data_time: 0.004, memory: 25994, top1_acc: 0.4476, top5_acc: 0.6992, loss_cls: 2.4225, loss: 2.4225, grad_norm: 1.2223 2021-02-21 02:39:46,988 - mmaction - INFO - Epoch [152][340/470] lr: 2.886e-01, eta: 1 day, 15:01:02, time: 2.260, data_time: 0.006, memory: 25994, top1_acc: 0.4443, top5_acc: 0.6960, loss_cls: 2.4360, loss: 2.4360, grad_norm: 1.2085 2021-02-21 02:40:33,511 - mmaction - INFO - Epoch [152][360/470] lr: 2.886e-01, eta: 1 day, 14:59:57, time: 2.326, data_time: 0.003, memory: 25994, top1_acc: 0.4479, top5_acc: 0.6968, loss_cls: 2.4272, loss: 2.4272, grad_norm: 1.2235 2021-02-21 02:41:20,247 - mmaction - INFO - Epoch [152][380/470] lr: 2.886e-01, eta: 1 day, 14:58:52, time: 2.336, data_time: 0.004, memory: 25994, top1_acc: 0.4519, top5_acc: 0.6934, loss_cls: 2.4261, loss: 2.4261, grad_norm: 1.2104 2021-02-21 02:42:05,324 - mmaction - INFO - Epoch [152][400/470] lr: 2.886e-01, eta: 1 day, 14:57:47, time: 2.255, data_time: 0.006, memory: 25994, top1_acc: 0.4460, top5_acc: 0.6958, loss_cls: 2.4313, loss: 2.4313, grad_norm: 1.2178 2021-02-21 02:42:49,842 - mmaction - INFO - Epoch [152][420/470] lr: 2.886e-01, eta: 1 day, 14:56:40, time: 2.224, data_time: 0.008, memory: 25994, top1_acc: 0.4464, top5_acc: 0.6966, loss_cls: 2.4500, loss: 2.4500, grad_norm: 1.2097 2021-02-21 02:43:35,765 - mmaction - INFO - Epoch [152][440/470] lr: 2.886e-01, eta: 1 day, 14:55:35, time: 2.298, data_time: 0.006, memory: 25994, top1_acc: 0.4521, top5_acc: 0.6981, loss_cls: 2.4258, loss: 2.4258, grad_norm: 1.2364 2021-02-21 02:44:22,390 - mmaction - INFO - Epoch [152][460/470] lr: 2.886e-01, eta: 1 day, 14:54:31, time: 2.326, data_time: 0.008, memory: 25994, top1_acc: 0.4409, top5_acc: 0.6914, loss_cls: 2.4359, loss: 2.4359, grad_norm: 1.2175 2021-02-21 02:44:56,276 - mmaction - INFO - Saving checkpoint at 152 epochs 2021-02-21 02:49:07,472 - mmaction - INFO - Epoch [153][20/470] lr: 2.839e-01, eta: 1 day, 14:54:56, time: 12.458, data_time: 10.007, memory: 25994, top1_acc: 0.4529, top5_acc: 0.6979, loss_cls: 2.4149, loss: 2.4149, grad_norm: 1.2069 2021-02-21 02:49:52,504 - mmaction - INFO - Epoch [153][40/470] lr: 2.839e-01, eta: 1 day, 14:53:51, time: 2.252, data_time: 0.006, memory: 25994, top1_acc: 0.4494, top5_acc: 0.7030, loss_cls: 2.4019, loss: 2.4019, grad_norm: 1.2285 2021-02-21 02:50:39,916 - mmaction - INFO - Epoch [153][60/470] lr: 2.839e-01, eta: 1 day, 14:52:46, time: 2.371, data_time: 0.005, memory: 25994, top1_acc: 0.4483, top5_acc: 0.7000, loss_cls: 2.4146, loss: 2.4146, grad_norm: 1.2209 2021-02-21 02:51:24,784 - mmaction - INFO - Epoch [153][80/470] lr: 2.839e-01, eta: 1 day, 14:51:41, time: 2.238, data_time: 0.007, memory: 25994, top1_acc: 0.4533, top5_acc: 0.7035, loss_cls: 2.3739, loss: 2.3739, grad_norm: 1.2186 2021-02-21 02:52:13,334 - mmaction - INFO - Epoch [153][100/470] lr: 2.839e-01, eta: 1 day, 14:50:37, time: 2.433, data_time: 0.011, memory: 25994, top1_acc: 0.4432, top5_acc: 0.6891, loss_cls: 2.4345, loss: 2.4345, grad_norm: 1.2157 2021-02-21 02:53:01,284 - mmaction - INFO - Epoch [153][120/470] lr: 2.839e-01, eta: 1 day, 14:49:34, time: 2.397, data_time: 0.005, memory: 25994, top1_acc: 0.4529, top5_acc: 0.7098, loss_cls: 2.3851, loss: 2.3851, grad_norm: 1.2110 2021-02-21 02:54:01,569 - mmaction - INFO - Epoch [153][140/470] lr: 2.839e-01, eta: 1 day, 14:48:38, time: 3.014, data_time: 0.004, memory: 25994, top1_acc: 0.4674, top5_acc: 0.7101, loss_cls: 2.3524, loss: 2.3524, grad_norm: 1.2176 2021-02-21 02:54:46,979 - mmaction - INFO - Epoch [153][160/470] lr: 2.839e-01, eta: 1 day, 14:47:33, time: 2.270, data_time: 0.012, memory: 25994, top1_acc: 0.4537, top5_acc: 0.7007, loss_cls: 2.4235, loss: 2.4235, grad_norm: 1.2426 2021-02-21 02:55:32,493 - mmaction - INFO - Epoch [153][180/470] lr: 2.839e-01, eta: 1 day, 14:46:27, time: 2.276, data_time: 0.003, memory: 25994, top1_acc: 0.4423, top5_acc: 0.6886, loss_cls: 2.4603, loss: 2.4603, grad_norm: 1.2180 2021-02-21 02:56:18,796 - mmaction - INFO - Epoch [153][200/470] lr: 2.839e-01, eta: 1 day, 14:45:23, time: 2.314, data_time: 0.003, memory: 25994, top1_acc: 0.4489, top5_acc: 0.6912, loss_cls: 2.4325, loss: 2.4325, grad_norm: 1.2185 2021-02-21 02:57:04,815 - mmaction - INFO - Epoch [153][220/470] lr: 2.839e-01, eta: 1 day, 14:44:18, time: 2.301, data_time: 0.004, memory: 25994, top1_acc: 0.4512, top5_acc: 0.6940, loss_cls: 2.4182, loss: 2.4182, grad_norm: 1.2235 2021-02-21 02:57:51,488 - mmaction - INFO - Epoch [153][240/470] lr: 2.839e-01, eta: 1 day, 14:43:13, time: 2.311, data_time: 0.004, memory: 25994, top1_acc: 0.4659, top5_acc: 0.7039, loss_cls: 2.3715, loss: 2.3715, grad_norm: 1.2320 2021-02-21 02:58:37,857 - mmaction - INFO - Epoch [153][260/470] lr: 2.839e-01, eta: 1 day, 14:42:08, time: 2.341, data_time: 0.027, memory: 25994, top1_acc: 0.4511, top5_acc: 0.6982, loss_cls: 2.4421, loss: 2.4421, grad_norm: 1.2406 2021-02-21 02:59:24,727 - mmaction - INFO - Epoch [153][280/470] lr: 2.839e-01, eta: 1 day, 14:41:04, time: 2.345, data_time: 0.006, memory: 25994, top1_acc: 0.4530, top5_acc: 0.6950, loss_cls: 2.4230, loss: 2.4230, grad_norm: 1.2541 2021-02-21 03:00:10,010 - mmaction - INFO - Epoch [153][300/470] lr: 2.839e-01, eta: 1 day, 14:39:58, time: 2.259, data_time: 0.002, memory: 25994, top1_acc: 0.4550, top5_acc: 0.7020, loss_cls: 2.3906, loss: 2.3906, grad_norm: 1.2124 2021-02-21 03:00:56,799 - mmaction - INFO - Epoch [153][320/470] lr: 2.839e-01, eta: 1 day, 14:38:54, time: 2.344, data_time: 0.011, memory: 25994, top1_acc: 0.4448, top5_acc: 0.6942, loss_cls: 2.4358, loss: 2.4358, grad_norm: 1.2332 2021-02-21 03:01:43,455 - mmaction - INFO - Epoch [153][340/470] lr: 2.839e-01, eta: 1 day, 14:37:50, time: 2.332, data_time: 0.010, memory: 25994, top1_acc: 0.4560, top5_acc: 0.7065, loss_cls: 2.3843, loss: 2.3843, grad_norm: 1.2210 2021-02-21 03:02:31,013 - mmaction - INFO - Epoch [153][360/470] lr: 2.839e-01, eta: 1 day, 14:36:46, time: 2.378, data_time: 0.011, memory: 25994, top1_acc: 0.4475, top5_acc: 0.6947, loss_cls: 2.4441, loss: 2.4441, grad_norm: 1.2237 2021-02-21 03:03:18,709 - mmaction - INFO - Epoch [153][380/470] lr: 2.839e-01, eta: 1 day, 14:35:42, time: 2.383, data_time: 0.011, memory: 25994, top1_acc: 0.4608, top5_acc: 0.7006, loss_cls: 2.3989, loss: 2.3989, grad_norm: 1.2172 2021-02-21 03:04:06,345 - mmaction - INFO - Epoch [153][400/470] lr: 2.839e-01, eta: 1 day, 14:34:38, time: 2.385, data_time: 0.007, memory: 25994, top1_acc: 0.4525, top5_acc: 0.6956, loss_cls: 2.4217, loss: 2.4217, grad_norm: 1.2297 2021-02-21 03:04:51,961 - mmaction - INFO - Epoch [153][420/470] lr: 2.839e-01, eta: 1 day, 14:33:33, time: 2.278, data_time: 0.006, memory: 25994, top1_acc: 0.4532, top5_acc: 0.6962, loss_cls: 2.4079, loss: 2.4079, grad_norm: 1.2296 2021-02-21 03:05:44,606 - mmaction - INFO - Epoch [153][440/470] lr: 2.839e-01, eta: 1 day, 14:32:32, time: 2.635, data_time: 0.008, memory: 25994, top1_acc: 0.4551, top5_acc: 0.7032, loss_cls: 2.3983, loss: 2.3983, grad_norm: 1.2462 2021-02-21 03:06:29,773 - mmaction - INFO - Epoch [153][460/470] lr: 2.839e-01, eta: 1 day, 14:31:27, time: 2.259, data_time: 0.011, memory: 25994, top1_acc: 0.4555, top5_acc: 0.6990, loss_cls: 2.4080, loss: 2.4080, grad_norm: 1.2446 2021-02-21 03:11:44,505 - mmaction - INFO - Epoch [154][20/470] lr: 2.792e-01, eta: 1 day, 14:32:12, time: 14.029, data_time: 11.003, memory: 25994, top1_acc: 0.4562, top5_acc: 0.6975, loss_cls: 2.4055, loss: 2.4055, grad_norm: 1.2294 2021-02-21 03:12:29,049 - mmaction - INFO - Epoch [154][40/470] lr: 2.792e-01, eta: 1 day, 14:31:06, time: 2.228, data_time: 0.007, memory: 25994, top1_acc: 0.4596, top5_acc: 0.7079, loss_cls: 2.3818, loss: 2.3818, grad_norm: 1.2221 2021-02-21 03:13:15,926 - mmaction - INFO - Epoch [154][60/470] lr: 2.792e-01, eta: 1 day, 14:30:02, time: 2.345, data_time: 0.005, memory: 25994, top1_acc: 0.4672, top5_acc: 0.7078, loss_cls: 2.3499, loss: 2.3499, grad_norm: 1.2306 2021-02-21 03:14:00,760 - mmaction - INFO - Epoch [154][80/470] lr: 2.792e-01, eta: 1 day, 14:28:56, time: 2.239, data_time: 0.003, memory: 25994, top1_acc: 0.4539, top5_acc: 0.7011, loss_cls: 2.4051, loss: 2.4051, grad_norm: 1.2368 2021-02-21 03:14:45,449 - mmaction - INFO - Epoch [154][100/470] lr: 2.792e-01, eta: 1 day, 14:27:50, time: 2.237, data_time: 0.009, memory: 25994, top1_acc: 0.4576, top5_acc: 0.6979, loss_cls: 2.4061, loss: 2.4061, grad_norm: 1.2304 2021-02-21 03:15:29,486 - mmaction - INFO - Epoch [154][120/470] lr: 2.792e-01, eta: 1 day, 14:26:44, time: 2.196, data_time: 0.006, memory: 25994, top1_acc: 0.4629, top5_acc: 0.7055, loss_cls: 2.3889, loss: 2.3889, grad_norm: 1.2418 2021-02-21 03:16:19,188 - mmaction - INFO - Epoch [154][140/470] lr: 2.792e-01, eta: 1 day, 14:25:42, time: 2.491, data_time: 0.012, memory: 25994, top1_acc: 0.4525, top5_acc: 0.6964, loss_cls: 2.4271, loss: 2.4271, grad_norm: 1.2320 2021-02-21 03:17:09,280 - mmaction - INFO - Epoch [154][160/470] lr: 2.792e-01, eta: 1 day, 14:24:39, time: 2.503, data_time: 0.004, memory: 25994, top1_acc: 0.4602, top5_acc: 0.7057, loss_cls: 2.3805, loss: 2.3805, grad_norm: 1.2034 2021-02-21 03:17:56,136 - mmaction - INFO - Epoch [154][180/470] lr: 2.792e-01, eta: 1 day, 14:23:35, time: 2.344, data_time: 0.004, memory: 25994, top1_acc: 0.4552, top5_acc: 0.7069, loss_cls: 2.3579, loss: 2.3579, grad_norm: 1.2218 2021-02-21 03:18:44,654 - mmaction - INFO - Epoch [154][200/470] lr: 2.792e-01, eta: 1 day, 14:22:32, time: 2.427, data_time: 0.005, memory: 25994, top1_acc: 0.4552, top5_acc: 0.7071, loss_cls: 2.3904, loss: 2.3904, grad_norm: 1.2282 2021-02-21 03:19:30,774 - mmaction - INFO - Epoch [154][220/470] lr: 2.792e-01, eta: 1 day, 14:21:27, time: 2.305, data_time: 0.002, memory: 25994, top1_acc: 0.4562, top5_acc: 0.6964, loss_cls: 2.4023, loss: 2.4023, grad_norm: 1.2396 2021-02-21 03:20:26,076 - mmaction - INFO - Epoch [154][240/470] lr: 2.792e-01, eta: 1 day, 14:20:28, time: 2.766, data_time: 0.004, memory: 25994, top1_acc: 0.4502, top5_acc: 0.6978, loss_cls: 2.4177, loss: 2.4177, grad_norm: 1.2231 2021-02-21 03:21:27,396 - mmaction - INFO - Epoch [154][260/470] lr: 2.792e-01, eta: 1 day, 14:19:34, time: 3.063, data_time: 0.002, memory: 25994, top1_acc: 0.4545, top5_acc: 0.7054, loss_cls: 2.3955, loss: 2.3955, grad_norm: 1.2597 2021-02-21 03:22:12,469 - mmaction - INFO - Epoch [154][280/470] lr: 2.792e-01, eta: 1 day, 14:18:28, time: 2.249, data_time: 0.005, memory: 25994, top1_acc: 0.4468, top5_acc: 0.6981, loss_cls: 2.4396, loss: 2.4396, grad_norm: 1.2483 2021-02-21 03:22:56,777 - mmaction - INFO - Epoch [154][300/470] lr: 2.792e-01, eta: 1 day, 14:17:22, time: 2.220, data_time: 0.016, memory: 25994, top1_acc: 0.4607, top5_acc: 0.6995, loss_cls: 2.3918, loss: 2.3918, grad_norm: 1.2228 2021-02-21 03:23:42,159 - mmaction - INFO - Epoch [154][320/470] lr: 2.792e-01, eta: 1 day, 14:16:17, time: 2.268, data_time: 0.008, memory: 25994, top1_acc: 0.4586, top5_acc: 0.6996, loss_cls: 2.3951, loss: 2.3951, grad_norm: 1.2342 2021-02-21 03:24:28,726 - mmaction - INFO - Epoch [154][340/470] lr: 2.792e-01, eta: 1 day, 14:15:13, time: 2.332, data_time: 0.015, memory: 25994, top1_acc: 0.4478, top5_acc: 0.6888, loss_cls: 2.4438, loss: 2.4438, grad_norm: 1.2383 2021-02-21 03:25:14,918 - mmaction - INFO - Epoch [154][360/470] lr: 2.792e-01, eta: 1 day, 14:14:08, time: 2.309, data_time: 0.004, memory: 25994, top1_acc: 0.4492, top5_acc: 0.6901, loss_cls: 2.4478, loss: 2.4478, grad_norm: 1.2492 2021-02-21 03:26:01,424 - mmaction - INFO - Epoch [154][380/470] lr: 2.792e-01, eta: 1 day, 14:13:03, time: 2.318, data_time: 0.004, memory: 25994, top1_acc: 0.4547, top5_acc: 0.7020, loss_cls: 2.4020, loss: 2.4020, grad_norm: 1.2285 2021-02-21 03:26:45,594 - mmaction - INFO - Epoch [154][400/470] lr: 2.792e-01, eta: 1 day, 14:11:58, time: 2.216, data_time: 0.011, memory: 25994, top1_acc: 0.4560, top5_acc: 0.7036, loss_cls: 2.3987, loss: 2.3987, grad_norm: 1.2144 2021-02-21 03:27:31,398 - mmaction - INFO - Epoch [154][420/470] lr: 2.792e-01, eta: 1 day, 14:10:53, time: 2.286, data_time: 0.003, memory: 25994, top1_acc: 0.4505, top5_acc: 0.6948, loss_cls: 2.4382, loss: 2.4382, grad_norm: 1.2464 2021-02-21 03:28:18,229 - mmaction - INFO - Epoch [154][440/470] lr: 2.792e-01, eta: 1 day, 14:09:48, time: 2.346, data_time: 0.009, memory: 25994, top1_acc: 0.4437, top5_acc: 0.6951, loss_cls: 2.4480, loss: 2.4480, grad_norm: 1.2398 2021-02-21 03:29:06,080 - mmaction - INFO - Epoch [154][460/470] lr: 2.792e-01, eta: 1 day, 14:08:45, time: 2.393, data_time: 0.004, memory: 25994, top1_acc: 0.4492, top5_acc: 0.6972, loss_cls: 2.4150, loss: 2.4150, grad_norm: 1.2181 2021-02-21 03:33:57,102 - mmaction - INFO - Epoch [155][20/470] lr: 2.745e-01, eta: 1 day, 14:09:12, time: 12.796, data_time: 10.368, memory: 25994, top1_acc: 0.4517, top5_acc: 0.7005, loss_cls: 2.4110, loss: 2.4110, grad_norm: 1.2417 2021-02-21 03:34:42,504 - mmaction - INFO - Epoch [155][40/470] lr: 2.745e-01, eta: 1 day, 14:08:06, time: 2.272, data_time: 0.006, memory: 25994, top1_acc: 0.4553, top5_acc: 0.7030, loss_cls: 2.3844, loss: 2.3844, grad_norm: 1.2476 2021-02-21 03:35:30,081 - mmaction - INFO - Epoch [155][60/470] lr: 2.745e-01, eta: 1 day, 14:07:03, time: 2.377, data_time: 0.006, memory: 25994, top1_acc: 0.4543, top5_acc: 0.6985, loss_cls: 2.3921, loss: 2.3921, grad_norm: 1.2600 2021-02-21 03:36:16,494 - mmaction - INFO - Epoch [155][80/470] lr: 2.745e-01, eta: 1 day, 14:05:58, time: 2.323, data_time: 0.007, memory: 25994, top1_acc: 0.4678, top5_acc: 0.7155, loss_cls: 2.3346, loss: 2.3346, grad_norm: 1.2478 2021-02-21 03:37:03,859 - mmaction - INFO - Epoch [155][100/470] lr: 2.745e-01, eta: 1 day, 14:04:54, time: 2.367, data_time: 0.007, memory: 25994, top1_acc: 0.4562, top5_acc: 0.6977, loss_cls: 2.3901, loss: 2.3901, grad_norm: 1.2388 2021-02-21 03:37:48,899 - mmaction - INFO - Epoch [155][120/470] lr: 2.745e-01, eta: 1 day, 14:03:49, time: 2.252, data_time: 0.006, memory: 25994, top1_acc: 0.4579, top5_acc: 0.7020, loss_cls: 2.3908, loss: 2.3908, grad_norm: 1.2322 2021-02-21 03:38:35,172 - mmaction - INFO - Epoch [155][140/470] lr: 2.745e-01, eta: 1 day, 14:02:44, time: 2.314, data_time: 0.005, memory: 25994, top1_acc: 0.4637, top5_acc: 0.7072, loss_cls: 2.3733, loss: 2.3733, grad_norm: 1.2402 2021-02-21 03:39:21,566 - mmaction - INFO - Epoch [155][160/470] lr: 2.745e-01, eta: 1 day, 14:01:40, time: 2.321, data_time: 0.005, memory: 25994, top1_acc: 0.4594, top5_acc: 0.7003, loss_cls: 2.3839, loss: 2.3839, grad_norm: 1.2293 2021-02-21 03:40:06,926 - mmaction - INFO - Epoch [155][180/470] lr: 2.745e-01, eta: 1 day, 14:00:35, time: 2.268, data_time: 0.004, memory: 25994, top1_acc: 0.4524, top5_acc: 0.6995, loss_cls: 2.4125, loss: 2.4125, grad_norm: 1.2346 2021-02-21 03:40:52,258 - mmaction - INFO - Epoch [155][200/470] lr: 2.745e-01, eta: 1 day, 13:59:29, time: 2.265, data_time: 0.004, memory: 25994, top1_acc: 0.4605, top5_acc: 0.7009, loss_cls: 2.3691, loss: 2.3691, grad_norm: 1.2364 2021-02-21 03:41:38,849 - mmaction - INFO - Epoch [155][220/470] lr: 2.745e-01, eta: 1 day, 13:58:25, time: 2.327, data_time: 0.008, memory: 25994, top1_acc: 0.4568, top5_acc: 0.6958, loss_cls: 2.4146, loss: 2.4146, grad_norm: 1.2411 2021-02-21 03:42:24,182 - mmaction - INFO - Epoch [155][240/470] lr: 2.745e-01, eta: 1 day, 13:57:20, time: 2.267, data_time: 0.007, memory: 25994, top1_acc: 0.4590, top5_acc: 0.6962, loss_cls: 2.4240, loss: 2.4240, grad_norm: 1.2207 2021-02-21 03:43:10,732 - mmaction - INFO - Epoch [155][260/470] lr: 2.745e-01, eta: 1 day, 13:56:15, time: 2.324, data_time: 0.006, memory: 25994, top1_acc: 0.4593, top5_acc: 0.7074, loss_cls: 2.4051, loss: 2.4051, grad_norm: 1.2573 2021-02-21 03:43:59,305 - mmaction - INFO - Epoch [155][280/470] lr: 2.745e-01, eta: 1 day, 13:55:12, time: 2.431, data_time: 0.017, memory: 25994, top1_acc: 0.4526, top5_acc: 0.7035, loss_cls: 2.3983, loss: 2.3983, grad_norm: 1.2401 2021-02-21 03:44:46,517 - mmaction - INFO - Epoch [155][300/470] lr: 2.745e-01, eta: 1 day, 13:54:09, time: 2.366, data_time: 0.008, memory: 25994, top1_acc: 0.4589, top5_acc: 0.7116, loss_cls: 2.3786, loss: 2.3786, grad_norm: 1.2363 2021-02-21 03:45:31,259 - mmaction - INFO - Epoch [155][320/470] lr: 2.745e-01, eta: 1 day, 13:53:03, time: 2.237, data_time: 0.007, memory: 25994, top1_acc: 0.4496, top5_acc: 0.6944, loss_cls: 2.4294, loss: 2.4294, grad_norm: 1.2382 2021-02-21 03:46:17,886 - mmaction - INFO - Epoch [155][340/470] lr: 2.745e-01, eta: 1 day, 13:51:59, time: 2.332, data_time: 0.003, memory: 25994, top1_acc: 0.4615, top5_acc: 0.7019, loss_cls: 2.3861, loss: 2.3861, grad_norm: 1.2279 2021-02-21 03:47:04,615 - mmaction - INFO - Epoch [155][360/470] lr: 2.745e-01, eta: 1 day, 13:50:55, time: 2.337, data_time: 0.003, memory: 25994, top1_acc: 0.4533, top5_acc: 0.7007, loss_cls: 2.4126, loss: 2.4126, grad_norm: 1.2395 2021-02-21 03:47:48,818 - mmaction - INFO - Epoch [155][380/470] lr: 2.745e-01, eta: 1 day, 13:49:49, time: 2.210, data_time: 0.003, memory: 25994, top1_acc: 0.4526, top5_acc: 0.6963, loss_cls: 2.4153, loss: 2.4153, grad_norm: 1.2532 2021-02-21 03:48:34,145 - mmaction - INFO - Epoch [155][400/470] lr: 2.745e-01, eta: 1 day, 13:48:44, time: 2.266, data_time: 0.003, memory: 25994, top1_acc: 0.4576, top5_acc: 0.7091, loss_cls: 2.3828, loss: 2.3828, grad_norm: 1.2497 2021-02-21 03:49:23,186 - mmaction - INFO - Epoch [155][420/470] lr: 2.745e-01, eta: 1 day, 13:47:41, time: 2.450, data_time: 0.003, memory: 25994, top1_acc: 0.4469, top5_acc: 0.6975, loss_cls: 2.4174, loss: 2.4174, grad_norm: 1.2337 2021-02-21 03:50:09,056 - mmaction - INFO - Epoch [155][440/470] lr: 2.745e-01, eta: 1 day, 13:46:36, time: 2.295, data_time: 0.011, memory: 25994, top1_acc: 0.4510, top5_acc: 0.6940, loss_cls: 2.4221, loss: 2.4221, grad_norm: 1.2243 2021-02-21 03:50:55,641 - mmaction - INFO - Epoch [155][460/470] lr: 2.745e-01, eta: 1 day, 13:45:32, time: 2.329, data_time: 0.003, memory: 25994, top1_acc: 0.4566, top5_acc: 0.7041, loss_cls: 2.3789, loss: 2.3789, grad_norm: 1.2293 2021-02-21 03:58:21,647 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-21 03:58:22,456 - mmaction - INFO - top1_acc 0.4761 top5_acc 0.7411 2021-02-21 03:58:22,456 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-21 03:58:22,522 - mmaction - INFO - mean_acc 0.4761 2021-02-21 03:58:22,533 - mmaction - INFO - Epoch(val) [155][470] top1_acc: 0.4761, top5_acc: 0.7411, mean_class_accuracy: 0.4761 2021-02-21 04:02:15,883 - mmaction - INFO - Epoch [156][20/470] lr: 2.699e-01, eta: 1 day, 13:45:42, time: 11.660, data_time: 9.329, memory: 25994, top1_acc: 0.4712, top5_acc: 0.7081, loss_cls: 2.3263, loss: 2.3263, grad_norm: 1.2247 2021-02-21 04:03:01,954 - mmaction - INFO - Epoch [156][40/470] lr: 2.699e-01, eta: 1 day, 13:44:38, time: 2.307, data_time: 0.009, memory: 25994, top1_acc: 0.4628, top5_acc: 0.7080, loss_cls: 2.3495, loss: 2.3495, grad_norm: 1.2680 2021-02-21 04:03:46,340 - mmaction - INFO - Epoch [156][60/470] lr: 2.699e-01, eta: 1 day, 13:43:32, time: 2.220, data_time: 0.005, memory: 25994, top1_acc: 0.4612, top5_acc: 0.7124, loss_cls: 2.3679, loss: 2.3679, grad_norm: 1.2635 2021-02-21 04:04:32,513 - mmaction - INFO - Epoch [156][80/470] lr: 2.699e-01, eta: 1 day, 13:42:27, time: 2.306, data_time: 0.006, memory: 25994, top1_acc: 0.4632, top5_acc: 0.7010, loss_cls: 2.3813, loss: 2.3813, grad_norm: 1.2492 2021-02-21 04:05:18,874 - mmaction - INFO - Epoch [156][100/470] lr: 2.699e-01, eta: 1 day, 13:41:23, time: 2.319, data_time: 0.007, memory: 25994, top1_acc: 0.4636, top5_acc: 0.7075, loss_cls: 2.3608, loss: 2.3608, grad_norm: 1.2520 2021-02-21 04:06:14,002 - mmaction - INFO - Epoch [156][120/470] lr: 2.699e-01, eta: 1 day, 13:40:24, time: 2.755, data_time: 0.005, memory: 25994, top1_acc: 0.4568, top5_acc: 0.7012, loss_cls: 2.3907, loss: 2.3907, grad_norm: 1.2463 2021-02-21 04:07:00,222 - mmaction - INFO - Epoch [156][140/470] lr: 2.699e-01, eta: 1 day, 13:39:20, time: 2.314, data_time: 0.008, memory: 25994, top1_acc: 0.4485, top5_acc: 0.6930, loss_cls: 2.4368, loss: 2.4368, grad_norm: 1.2587 2021-02-21 04:07:47,624 - mmaction - INFO - Epoch [156][160/470] lr: 2.699e-01, eta: 1 day, 13:38:16, time: 2.365, data_time: 0.005, memory: 25994, top1_acc: 0.4611, top5_acc: 0.7066, loss_cls: 2.3589, loss: 2.3589, grad_norm: 1.2175 2021-02-21 04:08:38,557 - mmaction - INFO - Epoch [156][180/470] lr: 2.699e-01, eta: 1 day, 13:37:15, time: 2.552, data_time: 0.020, memory: 25994, top1_acc: 0.4583, top5_acc: 0.7048, loss_cls: 2.3922, loss: 2.3922, grad_norm: 1.2566 2021-02-21 04:09:24,705 - mmaction - INFO - Epoch [156][200/470] lr: 2.699e-01, eta: 1 day, 13:36:10, time: 2.307, data_time: 0.008, memory: 25994, top1_acc: 0.4619, top5_acc: 0.7017, loss_cls: 2.3908, loss: 2.3908, grad_norm: 1.2412 2021-02-21 04:10:09,977 - mmaction - INFO - Epoch [156][220/470] lr: 2.699e-01, eta: 1 day, 13:35:05, time: 2.264, data_time: 0.006, memory: 25994, top1_acc: 0.4596, top5_acc: 0.7031, loss_cls: 2.4014, loss: 2.4014, grad_norm: 1.2633 2021-02-21 04:10:55,533 - mmaction - INFO - Epoch [156][240/470] lr: 2.699e-01, eta: 1 day, 13:34:00, time: 2.273, data_time: 0.005, memory: 25994, top1_acc: 0.4514, top5_acc: 0.7009, loss_cls: 2.4038, loss: 2.4038, grad_norm: 1.2593 2021-02-21 04:11:46,499 - mmaction - INFO - Epoch [156][260/470] lr: 2.699e-01, eta: 1 day, 13:32:59, time: 2.553, data_time: 0.013, memory: 25994, top1_acc: 0.4452, top5_acc: 0.6945, loss_cls: 2.4292, loss: 2.4292, grad_norm: 1.2648 2021-02-21 04:12:32,802 - mmaction - INFO - Epoch [156][280/470] lr: 2.699e-01, eta: 1 day, 13:31:55, time: 2.311, data_time: 0.003, memory: 25994, top1_acc: 0.4544, top5_acc: 0.7002, loss_cls: 2.4119, loss: 2.4119, grad_norm: 1.2485 2021-02-21 04:13:17,793 - mmaction - INFO - Epoch [156][300/470] lr: 2.699e-01, eta: 1 day, 13:30:50, time: 2.253, data_time: 0.008, memory: 25994, top1_acc: 0.4577, top5_acc: 0.7053, loss_cls: 2.3871, loss: 2.3871, grad_norm: 1.2310 2021-02-21 04:14:03,239 - mmaction - INFO - Epoch [156][320/470] lr: 2.699e-01, eta: 1 day, 13:29:45, time: 2.269, data_time: 0.005, memory: 25994, top1_acc: 0.4592, top5_acc: 0.7021, loss_cls: 2.3899, loss: 2.3899, grad_norm: 1.2410 2021-02-21 04:14:48,049 - mmaction - INFO - Epoch [156][340/470] lr: 2.699e-01, eta: 1 day, 13:28:40, time: 2.243, data_time: 0.010, memory: 25994, top1_acc: 0.4511, top5_acc: 0.7022, loss_cls: 2.3928, loss: 2.3928, grad_norm: 1.2412 2021-02-21 04:15:35,913 - mmaction - INFO - Epoch [156][360/470] lr: 2.699e-01, eta: 1 day, 13:27:36, time: 2.393, data_time: 0.005, memory: 25994, top1_acc: 0.4593, top5_acc: 0.7065, loss_cls: 2.3765, loss: 2.3765, grad_norm: 1.2554 2021-02-21 04:16:31,083 - mmaction - INFO - Epoch [156][380/470] lr: 2.699e-01, eta: 1 day, 13:26:38, time: 2.756, data_time: 0.003, memory: 25994, top1_acc: 0.4646, top5_acc: 0.7063, loss_cls: 2.3539, loss: 2.3539, grad_norm: 1.2411 2021-02-21 04:17:17,129 - mmaction - INFO - Epoch [156][400/470] lr: 2.699e-01, eta: 1 day, 13:25:33, time: 2.294, data_time: 0.005, memory: 25994, top1_acc: 0.4553, top5_acc: 0.7022, loss_cls: 2.3901, loss: 2.3901, grad_norm: 1.2572 2021-02-21 04:18:05,410 - mmaction - INFO - Epoch [156][420/470] lr: 2.699e-01, eta: 1 day, 13:24:30, time: 2.425, data_time: 0.017, memory: 25994, top1_acc: 0.4612, top5_acc: 0.6979, loss_cls: 2.3726, loss: 2.3726, grad_norm: 1.2259 2021-02-21 04:18:50,158 - mmaction - INFO - Epoch [156][440/470] lr: 2.699e-01, eta: 1 day, 13:23:25, time: 2.232, data_time: 0.003, memory: 25994, top1_acc: 0.4551, top5_acc: 0.7002, loss_cls: 2.3909, loss: 2.3909, grad_norm: 1.2663 2021-02-21 04:19:37,908 - mmaction - INFO - Epoch [156][460/470] lr: 2.699e-01, eta: 1 day, 13:22:22, time: 2.393, data_time: 0.008, memory: 25994, top1_acc: 0.4569, top5_acc: 0.7023, loss_cls: 2.3976, loss: 2.3976, grad_norm: 1.2309 2021-02-21 04:20:13,295 - mmaction - INFO - Saving checkpoint at 156 epochs 2021-02-21 04:24:57,836 - mmaction - INFO - Epoch [157][20/470] lr: 2.652e-01, eta: 1 day, 13:23:02, time: 14.139, data_time: 11.698, memory: 25994, top1_acc: 0.4577, top5_acc: 0.7004, loss_cls: 2.3919, loss: 2.3919, grad_norm: 1.2654 2021-02-21 04:25:49,073 - mmaction - INFO - Epoch [157][40/470] lr: 2.652e-01, eta: 1 day, 13:22:01, time: 2.562, data_time: 0.011, memory: 25994, top1_acc: 0.4654, top5_acc: 0.7062, loss_cls: 2.3572, loss: 2.3572, grad_norm: 1.2395 2021-02-21 04:26:36,355 - mmaction - INFO - Epoch [157][60/470] lr: 2.652e-01, eta: 1 day, 13:20:57, time: 2.369, data_time: 0.008, memory: 25994, top1_acc: 0.4605, top5_acc: 0.7036, loss_cls: 2.3735, loss: 2.3735, grad_norm: 1.2696 2021-02-21 04:27:22,178 - mmaction - INFO - Epoch [157][80/470] lr: 2.652e-01, eta: 1 day, 13:19:52, time: 2.291, data_time: 0.004, memory: 25994, top1_acc: 0.4525, top5_acc: 0.6997, loss_cls: 2.3838, loss: 2.3838, grad_norm: 1.2607 2021-02-21 04:28:06,663 - mmaction - INFO - Epoch [157][100/470] lr: 2.652e-01, eta: 1 day, 13:18:47, time: 2.224, data_time: 0.011, memory: 25994, top1_acc: 0.4575, top5_acc: 0.7071, loss_cls: 2.3880, loss: 2.3880, grad_norm: 1.2613 2021-02-21 04:28:53,926 - mmaction - INFO - Epoch [157][120/470] lr: 2.652e-01, eta: 1 day, 13:17:43, time: 2.363, data_time: 0.004, memory: 25994, top1_acc: 0.4623, top5_acc: 0.7075, loss_cls: 2.3569, loss: 2.3569, grad_norm: 1.2558 2021-02-21 04:29:40,983 - mmaction - INFO - Epoch [157][140/470] lr: 2.652e-01, eta: 1 day, 13:16:40, time: 2.353, data_time: 0.004, memory: 25994, top1_acc: 0.4630, top5_acc: 0.7041, loss_cls: 2.3718, loss: 2.3718, grad_norm: 1.2505 2021-02-21 04:30:27,226 - mmaction - INFO - Epoch [157][160/470] lr: 2.652e-01, eta: 1 day, 13:15:35, time: 2.310, data_time: 0.004, memory: 25994, top1_acc: 0.4595, top5_acc: 0.6987, loss_cls: 2.4025, loss: 2.4025, grad_norm: 1.2583 2021-02-21 04:31:12,729 - mmaction - INFO - Epoch [157][180/470] lr: 2.652e-01, eta: 1 day, 13:14:30, time: 2.277, data_time: 0.006, memory: 25994, top1_acc: 0.4640, top5_acc: 0.7031, loss_cls: 2.3654, loss: 2.3654, grad_norm: 1.2614 2021-02-21 04:31:57,341 - mmaction - INFO - Epoch [157][200/470] lr: 2.652e-01, eta: 1 day, 13:13:25, time: 2.230, data_time: 0.004, memory: 25994, top1_acc: 0.4653, top5_acc: 0.7064, loss_cls: 2.3633, loss: 2.3633, grad_norm: 1.2424 2021-02-21 04:32:43,119 - mmaction - INFO - Epoch [157][220/470] lr: 2.652e-01, eta: 1 day, 13:12:21, time: 2.289, data_time: 0.003, memory: 25994, top1_acc: 0.4446, top5_acc: 0.6979, loss_cls: 2.4331, loss: 2.4331, grad_norm: 1.2838 2021-02-21 04:33:27,995 - mmaction - INFO - Epoch [157][240/470] lr: 2.652e-01, eta: 1 day, 13:11:15, time: 2.239, data_time: 0.007, memory: 25994, top1_acc: 0.4567, top5_acc: 0.6975, loss_cls: 2.4141, loss: 2.4141, grad_norm: 1.2530 2021-02-21 04:34:13,536 - mmaction - INFO - Epoch [157][260/470] lr: 2.652e-01, eta: 1 day, 13:10:11, time: 2.278, data_time: 0.013, memory: 25994, top1_acc: 0.4607, top5_acc: 0.7056, loss_cls: 2.3772, loss: 2.3772, grad_norm: 1.2262 2021-02-21 04:35:02,437 - mmaction - INFO - Epoch [157][280/470] lr: 2.652e-01, eta: 1 day, 13:09:08, time: 2.434, data_time: 0.044, memory: 25994, top1_acc: 0.4645, top5_acc: 0.7101, loss_cls: 2.3478, loss: 2.3478, grad_norm: 1.2559 2021-02-21 04:35:50,351 - mmaction - INFO - Epoch [157][300/470] lr: 2.652e-01, eta: 1 day, 13:08:05, time: 2.410, data_time: 0.018, memory: 25994, top1_acc: 0.4539, top5_acc: 0.7026, loss_cls: 2.3703, loss: 2.3703, grad_norm: 1.2573 2021-02-21 04:36:34,950 - mmaction - INFO - Epoch [157][320/470] lr: 2.652e-01, eta: 1 day, 13:07:00, time: 2.230, data_time: 0.004, memory: 25994, top1_acc: 0.4640, top5_acc: 0.7128, loss_cls: 2.3569, loss: 2.3569, grad_norm: 1.2393 2021-02-21 04:37:21,759 - mmaction - INFO - Epoch [157][340/470] lr: 2.652e-01, eta: 1 day, 13:05:56, time: 2.340, data_time: 0.004, memory: 25994, top1_acc: 0.4683, top5_acc: 0.7014, loss_cls: 2.3806, loss: 2.3806, grad_norm: 1.2460 2021-02-21 04:38:07,293 - mmaction - INFO - Epoch [157][360/470] lr: 2.652e-01, eta: 1 day, 13:04:51, time: 2.277, data_time: 0.008, memory: 25994, top1_acc: 0.4577, top5_acc: 0.6977, loss_cls: 2.3958, loss: 2.3958, grad_norm: 1.2494 2021-02-21 04:39:02,512 - mmaction - INFO - Epoch [157][380/470] lr: 2.652e-01, eta: 1 day, 13:03:53, time: 2.760, data_time: 0.005, memory: 25994, top1_acc: 0.4506, top5_acc: 0.6985, loss_cls: 2.4063, loss: 2.4063, grad_norm: 1.2696 2021-02-21 04:39:47,584 - mmaction - INFO - Epoch [157][400/470] lr: 2.652e-01, eta: 1 day, 13:02:48, time: 2.253, data_time: 0.006, memory: 25994, top1_acc: 0.4579, top5_acc: 0.7105, loss_cls: 2.3687, loss: 2.3687, grad_norm: 1.2492 2021-02-21 04:40:31,262 - mmaction - INFO - Epoch [157][420/470] lr: 2.652e-01, eta: 1 day, 13:01:42, time: 2.185, data_time: 0.004, memory: 25994, top1_acc: 0.4585, top5_acc: 0.7035, loss_cls: 2.3838, loss: 2.3838, grad_norm: 1.2724 2021-02-21 04:41:15,940 - mmaction - INFO - Epoch [157][440/470] lr: 2.652e-01, eta: 1 day, 13:00:37, time: 2.233, data_time: 0.006, memory: 25994, top1_acc: 0.4560, top5_acc: 0.6980, loss_cls: 2.3989, loss: 2.3989, grad_norm: 1.2648 2021-02-21 04:42:00,416 - mmaction - INFO - Epoch [157][460/470] lr: 2.652e-01, eta: 1 day, 12:59:31, time: 2.225, data_time: 0.004, memory: 25994, top1_acc: 0.4588, top5_acc: 0.7000, loss_cls: 2.3994, loss: 2.3994, grad_norm: 1.2611 2021-02-21 04:46:57,345 - mmaction - INFO - Epoch [158][20/470] lr: 2.606e-01, eta: 1 day, 12:59:55, time: 12.971, data_time: 10.554, memory: 25994, top1_acc: 0.4690, top5_acc: 0.7145, loss_cls: 2.3233, loss: 2.3233, grad_norm: 1.2341 2021-02-21 04:47:42,226 - mmaction - INFO - Epoch [158][40/470] lr: 2.606e-01, eta: 1 day, 12:58:50, time: 2.245, data_time: 0.006, memory: 25994, top1_acc: 0.4687, top5_acc: 0.7135, loss_cls: 2.3377, loss: 2.3377, grad_norm: 1.2560 2021-02-21 04:48:29,472 - mmaction - INFO - Epoch [158][60/470] lr: 2.606e-01, eta: 1 day, 12:57:46, time: 2.361, data_time: 0.005, memory: 25994, top1_acc: 0.4650, top5_acc: 0.7107, loss_cls: 2.3406, loss: 2.3406, grad_norm: 1.2693 2021-02-21 04:49:16,863 - mmaction - INFO - Epoch [158][80/470] lr: 2.606e-01, eta: 1 day, 12:56:43, time: 2.371, data_time: 0.008, memory: 25994, top1_acc: 0.4781, top5_acc: 0.7194, loss_cls: 2.2933, loss: 2.2933, grad_norm: 1.2533 2021-02-21 04:50:01,067 - mmaction - INFO - Epoch [158][100/470] lr: 2.606e-01, eta: 1 day, 12:55:37, time: 2.210, data_time: 0.005, memory: 25994, top1_acc: 0.4646, top5_acc: 0.7128, loss_cls: 2.3530, loss: 2.3530, grad_norm: 1.2754 2021-02-21 04:50:46,925 - mmaction - INFO - Epoch [158][120/470] lr: 2.606e-01, eta: 1 day, 12:54:33, time: 2.293, data_time: 0.012, memory: 25994, top1_acc: 0.4594, top5_acc: 0.7058, loss_cls: 2.3748, loss: 2.3748, grad_norm: 1.2657 2021-02-21 04:51:36,507 - mmaction - INFO - Epoch [158][140/470] lr: 2.606e-01, eta: 1 day, 12:53:31, time: 2.473, data_time: 0.004, memory: 25994, top1_acc: 0.4646, top5_acc: 0.7094, loss_cls: 2.3415, loss: 2.3415, grad_norm: 1.2745 2021-02-21 04:52:22,714 - mmaction - INFO - Epoch [158][160/470] lr: 2.606e-01, eta: 1 day, 12:52:27, time: 2.315, data_time: 0.009, memory: 25994, top1_acc: 0.4610, top5_acc: 0.7102, loss_cls: 2.3701, loss: 2.3701, grad_norm: 1.2687 2021-02-21 04:53:07,015 - mmaction - INFO - Epoch [158][180/470] lr: 2.606e-01, eta: 1 day, 12:51:21, time: 2.217, data_time: 0.006, memory: 25994, top1_acc: 0.4604, top5_acc: 0.7001, loss_cls: 2.3662, loss: 2.3662, grad_norm: 1.2794 2021-02-21 04:53:55,014 - mmaction - INFO - Epoch [158][200/470] lr: 2.606e-01, eta: 1 day, 12:50:18, time: 2.399, data_time: 0.004, memory: 25994, top1_acc: 0.4622, top5_acc: 0.7072, loss_cls: 2.3768, loss: 2.3768, grad_norm: 1.2535 2021-02-21 04:54:40,468 - mmaction - INFO - Epoch [158][220/470] lr: 2.606e-01, eta: 1 day, 12:49:14, time: 2.274, data_time: 0.005, memory: 25994, top1_acc: 0.4563, top5_acc: 0.7002, loss_cls: 2.4009, loss: 2.4009, grad_norm: 1.2775 2021-02-21 04:55:30,221 - mmaction - INFO - Epoch [158][240/470] lr: 2.606e-01, eta: 1 day, 12:48:12, time: 2.486, data_time: 0.005, memory: 25994, top1_acc: 0.4552, top5_acc: 0.7012, loss_cls: 2.3886, loss: 2.3886, grad_norm: 1.2612 2021-02-21 04:56:17,023 - mmaction - INFO - Epoch [158][260/470] lr: 2.606e-01, eta: 1 day, 12:47:08, time: 2.342, data_time: 0.005, memory: 25994, top1_acc: 0.4596, top5_acc: 0.7064, loss_cls: 2.3655, loss: 2.3655, grad_norm: 1.2568 2021-02-21 04:57:01,558 - mmaction - INFO - Epoch [158][280/470] lr: 2.606e-01, eta: 1 day, 12:46:03, time: 2.226, data_time: 0.003, memory: 25994, top1_acc: 0.4703, top5_acc: 0.7125, loss_cls: 2.3195, loss: 2.3195, grad_norm: 1.2672 2021-02-21 04:57:45,399 - mmaction - INFO - Epoch [158][300/470] lr: 2.606e-01, eta: 1 day, 12:44:57, time: 2.188, data_time: 0.010, memory: 25994, top1_acc: 0.4670, top5_acc: 0.6997, loss_cls: 2.3748, loss: 2.3748, grad_norm: 1.2547 2021-02-21 04:58:31,466 - mmaction - INFO - Epoch [158][320/470] lr: 2.606e-01, eta: 1 day, 12:43:53, time: 2.308, data_time: 0.008, memory: 25994, top1_acc: 0.4649, top5_acc: 0.7042, loss_cls: 2.3791, loss: 2.3791, grad_norm: 1.2696 2021-02-21 04:59:16,550 - mmaction - INFO - Epoch [158][340/470] lr: 2.606e-01, eta: 1 day, 12:42:48, time: 2.252, data_time: 0.004, memory: 25994, top1_acc: 0.4524, top5_acc: 0.6983, loss_cls: 2.4213, loss: 2.4213, grad_norm: 1.2763 2021-02-21 05:00:01,850 - mmaction - INFO - Epoch [158][360/470] lr: 2.606e-01, eta: 1 day, 12:41:43, time: 2.267, data_time: 0.005, memory: 25994, top1_acc: 0.4499, top5_acc: 0.6957, loss_cls: 2.4087, loss: 2.4087, grad_norm: 1.2749 2021-02-21 05:00:48,446 - mmaction - INFO - Epoch [158][380/470] lr: 2.606e-01, eta: 1 day, 12:40:40, time: 2.329, data_time: 0.004, memory: 25994, top1_acc: 0.4661, top5_acc: 0.7098, loss_cls: 2.3453, loss: 2.3453, grad_norm: 1.2482 2021-02-21 05:01:35,131 - mmaction - INFO - Epoch [158][400/470] lr: 2.606e-01, eta: 1 day, 12:39:36, time: 2.330, data_time: 0.004, memory: 25994, top1_acc: 0.4506, top5_acc: 0.6963, loss_cls: 2.4092, loss: 2.4092, grad_norm: 1.2549 2021-02-21 05:02:19,930 - mmaction - INFO - Epoch [158][420/470] lr: 2.606e-01, eta: 1 day, 12:38:31, time: 2.244, data_time: 0.007, memory: 25994, top1_acc: 0.4681, top5_acc: 0.7086, loss_cls: 2.3424, loss: 2.3424, grad_norm: 1.2657 2021-02-21 05:03:04,972 - mmaction - INFO - Epoch [158][440/470] lr: 2.606e-01, eta: 1 day, 12:37:26, time: 2.252, data_time: 0.004, memory: 25994, top1_acc: 0.4630, top5_acc: 0.7086, loss_cls: 2.3580, loss: 2.3580, grad_norm: 1.2505 2021-02-21 05:03:53,030 - mmaction - INFO - Epoch [158][460/470] lr: 2.606e-01, eta: 1 day, 12:36:23, time: 2.403, data_time: 0.005, memory: 25994, top1_acc: 0.4601, top5_acc: 0.7145, loss_cls: 2.3398, loss: 2.3398, grad_norm: 1.2535 2021-02-21 05:08:53,799 - mmaction - INFO - Epoch [159][20/470] lr: 2.560e-01, eta: 1 day, 12:36:49, time: 13.295, data_time: 10.562, memory: 25994, top1_acc: 0.4755, top5_acc: 0.7089, loss_cls: 2.3160, loss: 2.3160, grad_norm: 1.2702 2021-02-21 05:09:37,671 - mmaction - INFO - Epoch [159][40/470] lr: 2.560e-01, eta: 1 day, 12:35:44, time: 2.193, data_time: 0.005, memory: 25994, top1_acc: 0.4714, top5_acc: 0.7082, loss_cls: 2.3267, loss: 2.3267, grad_norm: 1.2644 2021-02-21 05:10:24,502 - mmaction - INFO - Epoch [159][60/470] lr: 2.560e-01, eta: 1 day, 12:34:40, time: 2.342, data_time: 0.005, memory: 25994, top1_acc: 0.4660, top5_acc: 0.7150, loss_cls: 2.3364, loss: 2.3364, grad_norm: 1.2779 2021-02-21 05:11:09,869 - mmaction - INFO - Epoch [159][80/470] lr: 2.560e-01, eta: 1 day, 12:33:35, time: 2.269, data_time: 0.005, memory: 25994, top1_acc: 0.4639, top5_acc: 0.7109, loss_cls: 2.3506, loss: 2.3506, grad_norm: 1.2828 2021-02-21 05:12:07,151 - mmaction - INFO - Epoch [159][100/470] lr: 2.560e-01, eta: 1 day, 12:32:38, time: 2.863, data_time: 0.003, memory: 25994, top1_acc: 0.4588, top5_acc: 0.7061, loss_cls: 2.3809, loss: 2.3809, grad_norm: 1.2717 2021-02-21 05:12:53,148 - mmaction - INFO - Epoch [159][120/470] lr: 2.560e-01, eta: 1 day, 12:31:34, time: 2.301, data_time: 0.015, memory: 25994, top1_acc: 0.4675, top5_acc: 0.7098, loss_cls: 2.3585, loss: 2.3585, grad_norm: 1.2690 2021-02-21 05:13:37,649 - mmaction - INFO - Epoch [159][140/470] lr: 2.560e-01, eta: 1 day, 12:30:29, time: 2.224, data_time: 0.003, memory: 25994, top1_acc: 0.4671, top5_acc: 0.7082, loss_cls: 2.3414, loss: 2.3414, grad_norm: 1.2723 2021-02-21 05:14:22,305 - mmaction - INFO - Epoch [159][160/470] lr: 2.560e-01, eta: 1 day, 12:29:24, time: 2.225, data_time: 0.004, memory: 25994, top1_acc: 0.4660, top5_acc: 0.7084, loss_cls: 2.3423, loss: 2.3423, grad_norm: 1.2864 2021-02-21 05:15:09,918 - mmaction - INFO - Epoch [159][180/470] lr: 2.560e-01, eta: 1 day, 12:28:20, time: 2.388, data_time: 0.013, memory: 25994, top1_acc: 0.4590, top5_acc: 0.7019, loss_cls: 2.3763, loss: 2.3763, grad_norm: 1.2657 2021-02-21 05:15:55,064 - mmaction - INFO - Epoch [159][200/470] lr: 2.560e-01, eta: 1 day, 12:27:16, time: 2.257, data_time: 0.005, memory: 25994, top1_acc: 0.4624, top5_acc: 0.7061, loss_cls: 2.3624, loss: 2.3624, grad_norm: 1.2836 2021-02-21 05:16:45,785 - mmaction - INFO - Epoch [159][220/470] lr: 2.560e-01, eta: 1 day, 12:26:14, time: 2.531, data_time: 0.006, memory: 25994, top1_acc: 0.4610, top5_acc: 0.7068, loss_cls: 2.3684, loss: 2.3684, grad_norm: 1.2586 2021-02-21 05:17:32,620 - mmaction - INFO - Epoch [159][240/470] lr: 2.560e-01, eta: 1 day, 12:25:11, time: 2.348, data_time: 0.011, memory: 25994, top1_acc: 0.4663, top5_acc: 0.7071, loss_cls: 2.3507, loss: 2.3507, grad_norm: 1.2607 2021-02-21 05:18:16,803 - mmaction - INFO - Epoch [159][260/470] lr: 2.560e-01, eta: 1 day, 12:24:06, time: 2.208, data_time: 0.003, memory: 25994, top1_acc: 0.4681, top5_acc: 0.7080, loss_cls: 2.3580, loss: 2.3580, grad_norm: 1.2885 2021-02-21 05:19:01,640 - mmaction - INFO - Epoch [159][280/470] lr: 2.560e-01, eta: 1 day, 12:23:01, time: 2.244, data_time: 0.010, memory: 25994, top1_acc: 0.4578, top5_acc: 0.7010, loss_cls: 2.3982, loss: 2.3982, grad_norm: 1.2614 2021-02-21 05:19:46,392 - mmaction - INFO - Epoch [159][300/470] lr: 2.560e-01, eta: 1 day, 12:21:56, time: 2.232, data_time: 0.004, memory: 25994, top1_acc: 0.4564, top5_acc: 0.7065, loss_cls: 2.3634, loss: 2.3634, grad_norm: 1.2675 2021-02-21 05:20:35,147 - mmaction - INFO - Epoch [159][320/470] lr: 2.560e-01, eta: 1 day, 12:20:54, time: 2.443, data_time: 0.008, memory: 25994, top1_acc: 0.4650, top5_acc: 0.7103, loss_cls: 2.3469, loss: 2.3469, grad_norm: 1.2614 2021-02-21 05:21:29,662 - mmaction - INFO - Epoch [159][340/470] lr: 2.560e-01, eta: 1 day, 12:19:55, time: 2.724, data_time: 0.004, memory: 25994, top1_acc: 0.4697, top5_acc: 0.7148, loss_cls: 2.3395, loss: 2.3395, grad_norm: 1.2799 2021-02-21 05:22:19,620 - mmaction - INFO - Epoch [159][360/470] lr: 2.560e-01, eta: 1 day, 12:18:53, time: 2.500, data_time: 0.007, memory: 25994, top1_acc: 0.4730, top5_acc: 0.7155, loss_cls: 2.3197, loss: 2.3197, grad_norm: 1.2672 2021-02-21 05:23:06,634 - mmaction - INFO - Epoch [159][380/470] lr: 2.560e-01, eta: 1 day, 12:17:49, time: 2.342, data_time: 0.008, memory: 25994, top1_acc: 0.4585, top5_acc: 0.6957, loss_cls: 2.3827, loss: 2.3827, grad_norm: 1.2848 2021-02-21 05:23:51,153 - mmaction - INFO - Epoch [159][400/470] lr: 2.560e-01, eta: 1 day, 12:16:45, time: 2.235, data_time: 0.014, memory: 25994, top1_acc: 0.4643, top5_acc: 0.7025, loss_cls: 2.3710, loss: 2.3710, grad_norm: 1.2637 2021-02-21 05:24:35,939 - mmaction - INFO - Epoch [159][420/470] lr: 2.560e-01, eta: 1 day, 12:15:40, time: 2.240, data_time: 0.003, memory: 25994, top1_acc: 0.4702, top5_acc: 0.7111, loss_cls: 2.3329, loss: 2.3329, grad_norm: 1.2720 2021-02-21 05:25:23,555 - mmaction - INFO - Epoch [159][440/470] lr: 2.560e-01, eta: 1 day, 12:14:37, time: 2.378, data_time: 0.006, memory: 25994, top1_acc: 0.4572, top5_acc: 0.7037, loss_cls: 2.3732, loss: 2.3732, grad_norm: 1.2852 2021-02-21 05:26:07,744 - mmaction - INFO - Epoch [159][460/470] lr: 2.560e-01, eta: 1 day, 12:13:32, time: 2.212, data_time: 0.006, memory: 25994, top1_acc: 0.4635, top5_acc: 0.7016, loss_cls: 2.3741, loss: 2.3741, grad_norm: 1.2634 2021-02-21 05:30:49,116 - mmaction - INFO - Epoch [160][20/470] lr: 2.515e-01, eta: 1 day, 12:13:44, time: 12.352, data_time: 9.910, memory: 25994, top1_acc: 0.4734, top5_acc: 0.7184, loss_cls: 2.3056, loss: 2.3056, grad_norm: 1.2828 2021-02-21 05:31:35,370 - mmaction - INFO - Epoch [160][40/470] lr: 2.515e-01, eta: 1 day, 12:12:40, time: 2.318, data_time: 0.009, memory: 25994, top1_acc: 0.4746, top5_acc: 0.7145, loss_cls: 2.3139, loss: 2.3139, grad_norm: 1.2704 2021-02-21 05:32:19,937 - mmaction - INFO - Epoch [160][60/470] lr: 2.515e-01, eta: 1 day, 12:11:35, time: 2.220, data_time: 0.005, memory: 25994, top1_acc: 0.4622, top5_acc: 0.7178, loss_cls: 2.3087, loss: 2.3087, grad_norm: 1.2888 2021-02-21 05:33:04,996 - mmaction - INFO - Epoch [160][80/470] lr: 2.515e-01, eta: 1 day, 12:10:31, time: 2.257, data_time: 0.012, memory: 25994, top1_acc: 0.4665, top5_acc: 0.7077, loss_cls: 2.3276, loss: 2.3276, grad_norm: 1.2756 2021-02-21 05:33:49,774 - mmaction - INFO - Epoch [160][100/470] lr: 2.515e-01, eta: 1 day, 12:09:26, time: 2.243, data_time: 0.007, memory: 25994, top1_acc: 0.4656, top5_acc: 0.7088, loss_cls: 2.3470, loss: 2.3470, grad_norm: 1.2862 2021-02-21 05:34:34,835 - mmaction - INFO - Epoch [160][120/470] lr: 2.515e-01, eta: 1 day, 12:08:21, time: 2.252, data_time: 0.003, memory: 25994, top1_acc: 0.4621, top5_acc: 0.7104, loss_cls: 2.3493, loss: 2.3493, grad_norm: 1.2907 2021-02-21 05:35:20,472 - mmaction - INFO - Epoch [160][140/470] lr: 2.515e-01, eta: 1 day, 12:07:17, time: 2.280, data_time: 0.003, memory: 25994, top1_acc: 0.4705, top5_acc: 0.7132, loss_cls: 2.3364, loss: 2.3364, grad_norm: 1.2841 2021-02-21 05:36:04,870 - mmaction - INFO - Epoch [160][160/470] lr: 2.515e-01, eta: 1 day, 12:06:12, time: 2.220, data_time: 0.007, memory: 25994, top1_acc: 0.4624, top5_acc: 0.7126, loss_cls: 2.3445, loss: 2.3445, grad_norm: 1.2668 2021-02-21 05:36:49,676 - mmaction - INFO - Epoch [160][180/470] lr: 2.515e-01, eta: 1 day, 12:05:07, time: 2.240, data_time: 0.004, memory: 25994, top1_acc: 0.4593, top5_acc: 0.6993, loss_cls: 2.3827, loss: 2.3827, grad_norm: 1.2795 2021-02-21 05:37:33,964 - mmaction - INFO - Epoch [160][200/470] lr: 2.515e-01, eta: 1 day, 12:04:02, time: 2.215, data_time: 0.004, memory: 25994, top1_acc: 0.4663, top5_acc: 0.7133, loss_cls: 2.3346, loss: 2.3346, grad_norm: 1.2885 2021-02-21 05:38:26,038 - mmaction - INFO - Epoch [160][220/470] lr: 2.515e-01, eta: 1 day, 12:02:58, time: 2.270, data_time: 0.004, memory: 25994, top1_acc: 0.4526, top5_acc: 0.6955, loss_cls: 2.4086, loss: 2.4086, grad_norm: 1.2949 2021-02-21 05:39:19,851 - mmaction - INFO - Epoch [160][240/470] lr: 2.515e-01, eta: 1 day, 12:02:03, time: 3.022, data_time: 0.341, memory: 25994, top1_acc: 0.4573, top5_acc: 0.7054, loss_cls: 2.3693, loss: 2.3693, grad_norm: 1.2884 2021-02-21 05:40:06,950 - mmaction - INFO - Epoch [160][260/470] lr: 2.515e-01, eta: 1 day, 12:00:59, time: 2.353, data_time: 0.007, memory: 25994, top1_acc: 0.4720, top5_acc: 0.7200, loss_cls: 2.2947, loss: 2.2947, grad_norm: 1.2889 2021-02-21 05:40:51,483 - mmaction - INFO - Epoch [160][280/470] lr: 2.515e-01, eta: 1 day, 11:59:54, time: 2.230, data_time: 0.006, memory: 25994, top1_acc: 0.4743, top5_acc: 0.7185, loss_cls: 2.3321, loss: 2.3321, grad_norm: 1.2925 2021-02-21 05:41:37,243 - mmaction - INFO - Epoch [160][300/470] lr: 2.515e-01, eta: 1 day, 11:58:50, time: 2.289, data_time: 0.076, memory: 25994, top1_acc: 0.4635, top5_acc: 0.7019, loss_cls: 2.3976, loss: 2.3976, grad_norm: 1.3141 2021-02-21 05:42:24,318 - mmaction - INFO - Epoch [160][320/470] lr: 2.515e-01, eta: 1 day, 11:57:47, time: 2.353, data_time: 0.003, memory: 25994, top1_acc: 0.4540, top5_acc: 0.7063, loss_cls: 2.3857, loss: 2.3857, grad_norm: 1.2652 2021-02-21 05:43:11,180 - mmaction - INFO - Epoch [160][340/470] lr: 2.515e-01, eta: 1 day, 11:56:44, time: 2.343, data_time: 0.004, memory: 25994, top1_acc: 0.4658, top5_acc: 0.7127, loss_cls: 2.3279, loss: 2.3279, grad_norm: 1.2975 2021-02-21 05:43:57,507 - mmaction - INFO - Epoch [160][360/470] lr: 2.515e-01, eta: 1 day, 11:55:40, time: 2.315, data_time: 0.004, memory: 25994, top1_acc: 0.4715, top5_acc: 0.7075, loss_cls: 2.3471, loss: 2.3471, grad_norm: 1.2737 2021-02-21 05:44:44,054 - mmaction - INFO - Epoch [160][380/470] lr: 2.515e-01, eta: 1 day, 11:54:36, time: 2.320, data_time: 0.006, memory: 25994, top1_acc: 0.4657, top5_acc: 0.7024, loss_cls: 2.3657, loss: 2.3657, grad_norm: 1.2865 2021-02-21 05:45:28,489 - mmaction - INFO - Epoch [160][400/470] lr: 2.515e-01, eta: 1 day, 11:53:31, time: 2.231, data_time: 0.016, memory: 25994, top1_acc: 0.4717, top5_acc: 0.7055, loss_cls: 2.3535, loss: 2.3535, grad_norm: 1.2703 2021-02-21 05:46:13,286 - mmaction - INFO - Epoch [160][420/470] lr: 2.515e-01, eta: 1 day, 11:52:27, time: 2.238, data_time: 0.004, memory: 25994, top1_acc: 0.4634, top5_acc: 0.7040, loss_cls: 2.3592, loss: 2.3592, grad_norm: 1.2858 2021-02-21 05:46:58,472 - mmaction - INFO - Epoch [160][440/470] lr: 2.515e-01, eta: 1 day, 11:51:22, time: 2.261, data_time: 0.006, memory: 25994, top1_acc: 0.4559, top5_acc: 0.6991, loss_cls: 2.3884, loss: 2.3884, grad_norm: 1.3000 2021-02-21 05:47:43,437 - mmaction - INFO - Epoch [160][460/470] lr: 2.515e-01, eta: 1 day, 11:50:18, time: 2.248, data_time: 0.006, memory: 25994, top1_acc: 0.4535, top5_acc: 0.7018, loss_cls: 2.3997, loss: 2.3997, grad_norm: 1.2877 2021-02-21 05:48:19,542 - mmaction - INFO - Saving checkpoint at 160 epochs 2021-02-21 05:55:05,593 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-21 05:55:06,420 - mmaction - INFO - top1_acc 0.5078 top5_acc 0.7627 2021-02-21 05:55:06,420 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-21 05:55:06,495 - mmaction - INFO - mean_acc 0.5078 2021-02-21 05:55:06,501 - mmaction - INFO - Epoch(val) [160][470] top1_acc: 0.5078, top5_acc: 0.7627, mean_class_accuracy: 0.5078 2021-02-21 05:59:14,056 - mmaction - INFO - Epoch [161][20/470] lr: 2.469e-01, eta: 1 day, 11:50:29, time: 12.369, data_time: 9.927, memory: 25994, top1_acc: 0.4699, top5_acc: 0.7123, loss_cls: 2.3279, loss: 2.3279, grad_norm: 1.2633 2021-02-21 05:59:58,839 - mmaction - INFO - Epoch [161][40/470] lr: 2.469e-01, eta: 1 day, 11:49:24, time: 2.245, data_time: 0.010, memory: 25994, top1_acc: 0.4646, top5_acc: 0.7116, loss_cls: 2.3369, loss: 2.3369, grad_norm: 1.2866 2021-02-21 06:00:45,366 - mmaction - INFO - Epoch [161][60/470] lr: 2.469e-01, eta: 1 day, 11:48:21, time: 2.326, data_time: 0.006, memory: 25994, top1_acc: 0.4675, top5_acc: 0.7111, loss_cls: 2.3281, loss: 2.3281, grad_norm: 1.2983 2021-02-21 06:01:31,475 - mmaction - INFO - Epoch [161][80/470] lr: 2.469e-01, eta: 1 day, 11:47:17, time: 2.303, data_time: 0.004, memory: 25994, top1_acc: 0.4631, top5_acc: 0.7084, loss_cls: 2.3451, loss: 2.3451, grad_norm: 1.2902 2021-02-21 06:02:16,311 - mmaction - INFO - Epoch [161][100/470] lr: 2.469e-01, eta: 1 day, 11:46:12, time: 2.243, data_time: 0.006, memory: 25994, top1_acc: 0.4630, top5_acc: 0.7113, loss_cls: 2.3392, loss: 2.3392, grad_norm: 1.2873 2021-02-21 06:03:01,391 - mmaction - INFO - Epoch [161][120/470] lr: 2.469e-01, eta: 1 day, 11:45:08, time: 2.255, data_time: 0.005, memory: 25994, top1_acc: 0.4773, top5_acc: 0.7197, loss_cls: 2.3003, loss: 2.3003, grad_norm: 1.2474 2021-02-21 06:03:45,848 - mmaction - INFO - Epoch [161][140/470] lr: 2.469e-01, eta: 1 day, 11:44:03, time: 2.223, data_time: 0.012, memory: 25994, top1_acc: 0.4814, top5_acc: 0.7176, loss_cls: 2.2963, loss: 2.2963, grad_norm: 1.2759 2021-02-21 06:04:31,801 - mmaction - INFO - Epoch [161][160/470] lr: 2.469e-01, eta: 1 day, 11:42:59, time: 2.295, data_time: 0.005, memory: 25994, top1_acc: 0.4648, top5_acc: 0.7093, loss_cls: 2.3311, loss: 2.3311, grad_norm: 1.2663 2021-02-21 06:05:15,350 - mmaction - INFO - Epoch [161][180/470] lr: 2.469e-01, eta: 1 day, 11:41:54, time: 2.181, data_time: 0.008, memory: 25994, top1_acc: 0.4662, top5_acc: 0.7079, loss_cls: 2.3498, loss: 2.3498, grad_norm: 1.3005 2021-02-21 06:06:00,523 - mmaction - INFO - Epoch [161][200/470] lr: 2.469e-01, eta: 1 day, 11:40:49, time: 2.256, data_time: 0.004, memory: 25994, top1_acc: 0.4676, top5_acc: 0.7054, loss_cls: 2.3351, loss: 2.3351, grad_norm: 1.2795 2021-02-21 06:06:46,616 - mmaction - INFO - Epoch [161][220/470] lr: 2.469e-01, eta: 1 day, 11:39:46, time: 2.306, data_time: 0.008, memory: 25994, top1_acc: 0.4643, top5_acc: 0.7104, loss_cls: 2.3352, loss: 2.3352, grad_norm: 1.3006 2021-02-21 06:07:33,120 - mmaction - INFO - Epoch [161][240/470] lr: 2.469e-01, eta: 1 day, 11:38:42, time: 2.326, data_time: 0.004, memory: 25994, top1_acc: 0.4593, top5_acc: 0.7049, loss_cls: 2.3683, loss: 2.3683, grad_norm: 1.3052 2021-02-21 06:08:18,709 - mmaction - INFO - Epoch [161][260/470] lr: 2.469e-01, eta: 1 day, 11:37:38, time: 2.280, data_time: 0.004, memory: 25994, top1_acc: 0.4632, top5_acc: 0.7038, loss_cls: 2.3467, loss: 2.3467, grad_norm: 1.2545 2021-02-21 06:09:08,329 - mmaction - INFO - Epoch [161][280/470] lr: 2.469e-01, eta: 1 day, 11:36:36, time: 2.481, data_time: 0.198, memory: 25994, top1_acc: 0.4677, top5_acc: 0.7091, loss_cls: 2.3368, loss: 2.3368, grad_norm: 1.2767 2021-02-21 06:09:53,665 - mmaction - INFO - Epoch [161][300/470] lr: 2.469e-01, eta: 1 day, 11:35:32, time: 2.266, data_time: 0.004, memory: 25994, top1_acc: 0.4745, top5_acc: 0.7085, loss_cls: 2.3171, loss: 2.3171, grad_norm: 1.2996 2021-02-21 06:10:37,475 - mmaction - INFO - Epoch [161][320/470] lr: 2.469e-01, eta: 1 day, 11:34:27, time: 2.190, data_time: 0.005, memory: 25994, top1_acc: 0.4633, top5_acc: 0.7113, loss_cls: 2.3561, loss: 2.3561, grad_norm: 1.2972 2021-02-21 06:11:22,947 - mmaction - INFO - Epoch [161][340/470] lr: 2.469e-01, eta: 1 day, 11:33:23, time: 2.274, data_time: 0.004, memory: 25994, top1_acc: 0.4552, top5_acc: 0.7079, loss_cls: 2.3807, loss: 2.3807, grad_norm: 1.2904 2021-02-21 06:12:14,870 - mmaction - INFO - Epoch [161][360/470] lr: 2.469e-01, eta: 1 day, 11:32:22, time: 2.587, data_time: 0.006, memory: 25994, top1_acc: 0.4545, top5_acc: 0.7091, loss_cls: 2.3647, loss: 2.3647, grad_norm: 1.2868 2021-02-21 06:12:59,413 - mmaction - INFO - Epoch [161][380/470] lr: 2.469e-01, eta: 1 day, 11:31:18, time: 2.237, data_time: 0.019, memory: 25994, top1_acc: 0.4704, top5_acc: 0.7137, loss_cls: 2.3268, loss: 2.3268, grad_norm: 1.2872 2021-02-21 06:13:43,934 - mmaction - INFO - Epoch [161][400/470] lr: 2.469e-01, eta: 1 day, 11:30:13, time: 2.226, data_time: 0.002, memory: 25994, top1_acc: 0.4652, top5_acc: 0.7134, loss_cls: 2.3365, loss: 2.3365, grad_norm: 1.2959 2021-02-21 06:14:28,213 - mmaction - INFO - Epoch [161][420/470] lr: 2.469e-01, eta: 1 day, 11:29:09, time: 2.212, data_time: 0.003, memory: 25994, top1_acc: 0.4722, top5_acc: 0.7095, loss_cls: 2.3372, loss: 2.3372, grad_norm: 1.2944 2021-02-21 06:15:12,812 - mmaction - INFO - Epoch [161][440/470] lr: 2.469e-01, eta: 1 day, 11:28:04, time: 2.230, data_time: 0.005, memory: 25994, top1_acc: 0.4643, top5_acc: 0.7087, loss_cls: 2.3368, loss: 2.3368, grad_norm: 1.2797 2021-02-21 06:16:07,484 - mmaction - INFO - Epoch [161][460/470] lr: 2.469e-01, eta: 1 day, 11:27:05, time: 2.732, data_time: 0.006, memory: 25994, top1_acc: 0.4595, top5_acc: 0.7029, loss_cls: 2.3818, loss: 2.3818, grad_norm: 1.2809 2021-02-21 06:21:44,734 - mmaction - INFO - Epoch [162][20/470] lr: 2.424e-01, eta: 1 day, 11:27:44, time: 14.800, data_time: 11.705, memory: 25994, top1_acc: 0.4706, top5_acc: 0.7144, loss_cls: 2.3301, loss: 2.3301, grad_norm: 1.2839 2021-02-21 06:22:29,218 - mmaction - INFO - Epoch [162][40/470] lr: 2.424e-01, eta: 1 day, 11:26:39, time: 2.221, data_time: 0.004, memory: 25994, top1_acc: 0.4749, top5_acc: 0.7161, loss_cls: 2.3012, loss: 2.3012, grad_norm: 1.3006 2021-02-21 06:23:13,442 - mmaction - INFO - Epoch [162][60/470] lr: 2.424e-01, eta: 1 day, 11:25:34, time: 2.213, data_time: 0.006, memory: 25994, top1_acc: 0.4678, top5_acc: 0.7144, loss_cls: 2.3026, loss: 2.3026, grad_norm: 1.2727 2021-02-21 06:23:58,342 - mmaction - INFO - Epoch [162][80/470] lr: 2.424e-01, eta: 1 day, 11:24:30, time: 2.242, data_time: 0.003, memory: 25994, top1_acc: 0.4718, top5_acc: 0.7106, loss_cls: 2.3278, loss: 2.3278, grad_norm: 1.2907 2021-02-21 06:24:42,989 - mmaction - INFO - Epoch [162][100/470] lr: 2.424e-01, eta: 1 day, 11:23:25, time: 2.230, data_time: 0.016, memory: 25994, top1_acc: 0.4824, top5_acc: 0.7158, loss_cls: 2.2864, loss: 2.2864, grad_norm: 1.2907 2021-02-21 06:25:27,764 - mmaction - INFO - Epoch [162][120/470] lr: 2.424e-01, eta: 1 day, 11:22:20, time: 2.242, data_time: 0.008, memory: 25994, top1_acc: 0.4681, top5_acc: 0.7147, loss_cls: 2.3229, loss: 2.3229, grad_norm: 1.3172 2021-02-21 06:26:13,032 - mmaction - INFO - Epoch [162][140/470] lr: 2.424e-01, eta: 1 day, 11:21:16, time: 2.265, data_time: 0.006, memory: 25994, top1_acc: 0.4803, top5_acc: 0.7161, loss_cls: 2.2883, loss: 2.2883, grad_norm: 1.2711 2021-02-21 06:26:57,722 - mmaction - INFO - Epoch [162][160/470] lr: 2.424e-01, eta: 1 day, 11:20:12, time: 2.233, data_time: 0.006, memory: 25994, top1_acc: 0.4715, top5_acc: 0.7122, loss_cls: 2.3308, loss: 2.3308, grad_norm: 1.3127 2021-02-21 06:27:43,646 - mmaction - INFO - Epoch [162][180/470] lr: 2.424e-01, eta: 1 day, 11:19:08, time: 2.297, data_time: 0.005, memory: 25994, top1_acc: 0.4680, top5_acc: 0.7124, loss_cls: 2.3324, loss: 2.3324, grad_norm: 1.2876 2021-02-21 06:28:29,092 - mmaction - INFO - Epoch [162][200/470] lr: 2.424e-01, eta: 1 day, 11:18:04, time: 2.274, data_time: 0.007, memory: 25994, top1_acc: 0.4688, top5_acc: 0.7157, loss_cls: 2.3370, loss: 2.3370, grad_norm: 1.2798 2021-02-21 06:29:13,710 - mmaction - INFO - Epoch [162][220/470] lr: 2.424e-01, eta: 1 day, 11:16:59, time: 2.231, data_time: 0.007, memory: 25994, top1_acc: 0.4643, top5_acc: 0.7142, loss_cls: 2.3343, loss: 2.3343, grad_norm: 1.3163 2021-02-21 06:29:59,482 - mmaction - INFO - Epoch [162][240/470] lr: 2.424e-01, eta: 1 day, 11:15:55, time: 2.288, data_time: 0.004, memory: 25994, top1_acc: 0.4653, top5_acc: 0.7118, loss_cls: 2.3465, loss: 2.3465, grad_norm: 1.3198 2021-02-21 06:30:45,017 - mmaction - INFO - Epoch [162][260/470] lr: 2.424e-01, eta: 1 day, 11:14:52, time: 2.277, data_time: 0.007, memory: 25994, top1_acc: 0.4671, top5_acc: 0.7121, loss_cls: 2.3362, loss: 2.3362, grad_norm: 1.2935 2021-02-21 06:31:29,570 - mmaction - INFO - Epoch [162][280/470] lr: 2.424e-01, eta: 1 day, 11:13:47, time: 2.228, data_time: 0.004, memory: 25994, top1_acc: 0.4711, top5_acc: 0.7133, loss_cls: 2.3177, loss: 2.3177, grad_norm: 1.3050 2021-02-21 06:32:14,001 - mmaction - INFO - Epoch [162][300/470] lr: 2.424e-01, eta: 1 day, 11:12:42, time: 2.221, data_time: 0.004, memory: 25994, top1_acc: 0.4568, top5_acc: 0.7030, loss_cls: 2.3594, loss: 2.3594, grad_norm: 1.2918 2021-02-21 06:32:58,782 - mmaction - INFO - Epoch [162][320/470] lr: 2.424e-01, eta: 1 day, 11:11:38, time: 2.239, data_time: 0.011, memory: 25994, top1_acc: 0.4784, top5_acc: 0.7172, loss_cls: 2.2900, loss: 2.2900, grad_norm: 1.2899 2021-02-21 06:33:43,244 - mmaction - INFO - Epoch [162][340/470] lr: 2.424e-01, eta: 1 day, 11:10:33, time: 2.223, data_time: 0.004, memory: 25994, top1_acc: 0.4753, top5_acc: 0.7134, loss_cls: 2.3237, loss: 2.3237, grad_norm: 1.2775 2021-02-21 06:34:28,444 - mmaction - INFO - Epoch [162][360/470] lr: 2.424e-01, eta: 1 day, 11:09:29, time: 2.261, data_time: 0.004, memory: 25994, top1_acc: 0.4662, top5_acc: 0.7087, loss_cls: 2.3476, loss: 2.3476, grad_norm: 1.3044 2021-02-21 06:35:13,576 - mmaction - INFO - Epoch [162][380/470] lr: 2.424e-01, eta: 1 day, 11:08:25, time: 2.256, data_time: 0.005, memory: 25994, top1_acc: 0.4641, top5_acc: 0.7089, loss_cls: 2.3541, loss: 2.3541, grad_norm: 1.2978 2021-02-21 06:35:59,267 - mmaction - INFO - Epoch [162][400/470] lr: 2.424e-01, eta: 1 day, 11:07:21, time: 2.283, data_time: 0.004, memory: 25994, top1_acc: 0.4637, top5_acc: 0.7116, loss_cls: 2.3539, loss: 2.3539, grad_norm: 1.3019 2021-02-21 06:36:45,124 - mmaction - INFO - Epoch [162][420/470] lr: 2.424e-01, eta: 1 day, 11:06:18, time: 2.294, data_time: 0.007, memory: 25994, top1_acc: 0.4630, top5_acc: 0.7060, loss_cls: 2.3668, loss: 2.3668, grad_norm: 1.3080 2021-02-21 06:37:28,609 - mmaction - INFO - Epoch [162][440/470] lr: 2.424e-01, eta: 1 day, 11:05:13, time: 2.174, data_time: 0.010, memory: 25994, top1_acc: 0.4574, top5_acc: 0.6993, loss_cls: 2.3980, loss: 2.3980, grad_norm: 1.3018 2021-02-21 06:38:13,452 - mmaction - INFO - Epoch [162][460/470] lr: 2.424e-01, eta: 1 day, 11:04:08, time: 2.243, data_time: 0.005, memory: 25994, top1_acc: 0.4689, top5_acc: 0.7082, loss_cls: 2.3718, loss: 2.3718, grad_norm: 1.2806 2021-02-21 06:42:51,113 - mmaction - INFO - Epoch [163][20/470] lr: 2.379e-01, eta: 1 day, 11:04:14, time: 12.146, data_time: 9.840, memory: 25994, top1_acc: 0.4775, top5_acc: 0.7189, loss_cls: 2.2779, loss: 2.2779, grad_norm: 1.2999 2021-02-21 06:43:35,671 - mmaction - INFO - Epoch [163][40/470] lr: 2.379e-01, eta: 1 day, 11:03:09, time: 2.232, data_time: 0.007, memory: 25994, top1_acc: 0.4663, top5_acc: 0.7136, loss_cls: 2.3152, loss: 2.3152, grad_norm: 1.2950 2021-02-21 06:44:22,072 - mmaction - INFO - Epoch [163][60/470] lr: 2.379e-01, eta: 1 day, 11:02:06, time: 2.319, data_time: 0.006, memory: 25994, top1_acc: 0.4640, top5_acc: 0.7111, loss_cls: 2.3222, loss: 2.3222, grad_norm: 1.2923 2021-02-21 06:45:06,367 - mmaction - INFO - Epoch [163][80/470] lr: 2.379e-01, eta: 1 day, 11:01:01, time: 2.215, data_time: 0.005, memory: 25994, top1_acc: 0.4774, top5_acc: 0.7205, loss_cls: 2.2793, loss: 2.2793, grad_norm: 1.2995 2021-02-21 06:45:51,060 - mmaction - INFO - Epoch [163][100/470] lr: 2.379e-01, eta: 1 day, 10:59:57, time: 2.234, data_time: 0.003, memory: 25994, top1_acc: 0.4611, top5_acc: 0.7083, loss_cls: 2.3584, loss: 2.3584, grad_norm: 1.2836 2021-02-21 06:46:35,199 - mmaction - INFO - Epoch [163][120/470] lr: 2.379e-01, eta: 1 day, 10:58:52, time: 2.207, data_time: 0.005, memory: 25994, top1_acc: 0.4657, top5_acc: 0.7098, loss_cls: 2.3449, loss: 2.3449, grad_norm: 1.3058 2021-02-21 06:47:21,326 - mmaction - INFO - Epoch [163][140/470] lr: 2.379e-01, eta: 1 day, 10:57:49, time: 2.304, data_time: 0.004, memory: 25994, top1_acc: 0.4744, top5_acc: 0.7095, loss_cls: 2.3264, loss: 2.3264, grad_norm: 1.2958 2021-02-21 06:48:08,117 - mmaction - INFO - Epoch [163][160/470] lr: 2.379e-01, eta: 1 day, 10:56:45, time: 2.342, data_time: 0.012, memory: 25994, top1_acc: 0.4753, top5_acc: 0.7201, loss_cls: 2.2873, loss: 2.2873, grad_norm: 1.3002 2021-02-21 06:48:54,892 - mmaction - INFO - Epoch [163][180/470] lr: 2.379e-01, eta: 1 day, 10:55:42, time: 2.326, data_time: 0.014, memory: 25994, top1_acc: 0.4671, top5_acc: 0.7105, loss_cls: 2.3388, loss: 2.3388, grad_norm: 1.3226 2021-02-21 06:49:39,477 - mmaction - INFO - Epoch [163][200/470] lr: 2.379e-01, eta: 1 day, 10:54:38, time: 2.242, data_time: 0.016, memory: 25994, top1_acc: 0.4732, top5_acc: 0.7198, loss_cls: 2.3134, loss: 2.3134, grad_norm: 1.3211 2021-02-21 06:50:28,279 - mmaction - INFO - Epoch [163][220/470] lr: 2.379e-01, eta: 1 day, 10:53:36, time: 2.438, data_time: 0.008, memory: 25994, top1_acc: 0.4669, top5_acc: 0.7162, loss_cls: 2.3182, loss: 2.3182, grad_norm: 1.3129 2021-02-21 06:51:12,465 - mmaction - INFO - Epoch [163][240/470] lr: 2.379e-01, eta: 1 day, 10:52:31, time: 2.209, data_time: 0.006, memory: 25994, top1_acc: 0.4765, top5_acc: 0.7160, loss_cls: 2.2908, loss: 2.2908, grad_norm: 1.2910 2021-02-21 06:51:58,619 - mmaction - INFO - Epoch [163][260/470] lr: 2.379e-01, eta: 1 day, 10:51:28, time: 2.309, data_time: 0.006, memory: 25994, top1_acc: 0.4628, top5_acc: 0.7129, loss_cls: 2.3269, loss: 2.3269, grad_norm: 1.3055 2021-02-21 06:52:44,466 - mmaction - INFO - Epoch [163][280/470] lr: 2.379e-01, eta: 1 day, 10:50:24, time: 2.293, data_time: 0.004, memory: 25994, top1_acc: 0.4756, top5_acc: 0.7084, loss_cls: 2.3179, loss: 2.3179, grad_norm: 1.3068 2021-02-21 06:53:39,811 - mmaction - INFO - Epoch [163][300/470] lr: 2.379e-01, eta: 1 day, 10:49:26, time: 2.763, data_time: 0.007, memory: 25994, top1_acc: 0.4748, top5_acc: 0.7123, loss_cls: 2.3239, loss: 2.3239, grad_norm: 1.2977 2021-02-21 06:54:24,290 - mmaction - INFO - Epoch [163][320/470] lr: 2.379e-01, eta: 1 day, 10:48:22, time: 2.227, data_time: 0.012, memory: 25994, top1_acc: 0.4662, top5_acc: 0.7138, loss_cls: 2.3213, loss: 2.3213, grad_norm: 1.2808 2021-02-21 06:55:11,066 - mmaction - INFO - Epoch [163][340/470] lr: 2.379e-01, eta: 1 day, 10:47:19, time: 2.340, data_time: 0.005, memory: 25994, top1_acc: 0.4637, top5_acc: 0.7067, loss_cls: 2.3444, loss: 2.3444, grad_norm: 1.2979 2021-02-21 06:55:56,498 - mmaction - INFO - Epoch [163][360/470] lr: 2.379e-01, eta: 1 day, 10:46:15, time: 2.272, data_time: 0.003, memory: 25994, top1_acc: 0.4712, top5_acc: 0.7159, loss_cls: 2.3259, loss: 2.3259, grad_norm: 1.3018 2021-02-21 06:56:41,414 - mmaction - INFO - Epoch [163][380/470] lr: 2.379e-01, eta: 1 day, 10:45:11, time: 2.245, data_time: 0.004, memory: 25994, top1_acc: 0.4686, top5_acc: 0.7135, loss_cls: 2.3322, loss: 2.3322, grad_norm: 1.2964 2021-02-21 06:57:28,611 - mmaction - INFO - Epoch [163][400/470] lr: 2.379e-01, eta: 1 day, 10:44:08, time: 2.360, data_time: 0.004, memory: 25994, top1_acc: 0.4665, top5_acc: 0.7104, loss_cls: 2.3371, loss: 2.3371, grad_norm: 1.2972 2021-02-21 06:58:17,312 - mmaction - INFO - Epoch [163][420/470] lr: 2.379e-01, eta: 1 day, 10:43:06, time: 2.431, data_time: 0.008, memory: 25994, top1_acc: 0.4691, top5_acc: 0.7125, loss_cls: 2.3189, loss: 2.3189, grad_norm: 1.3184 2021-02-21 06:59:04,754 - mmaction - INFO - Epoch [163][440/470] lr: 2.379e-01, eta: 1 day, 10:42:03, time: 2.375, data_time: 0.009, memory: 25994, top1_acc: 0.4583, top5_acc: 0.7010, loss_cls: 2.3863, loss: 2.3863, grad_norm: 1.3105 2021-02-21 06:59:49,028 - mmaction - INFO - Epoch [163][460/470] lr: 2.379e-01, eta: 1 day, 10:40:59, time: 2.214, data_time: 0.004, memory: 25994, top1_acc: 0.4667, top5_acc: 0.7101, loss_cls: 2.3543, loss: 2.3543, grad_norm: 1.2848 2021-02-21 07:04:31,590 - mmaction - INFO - Epoch [164][20/470] lr: 2.334e-01, eta: 1 day, 10:41:06, time: 12.442, data_time: 10.099, memory: 25994, top1_acc: 0.4791, top5_acc: 0.7237, loss_cls: 2.2715, loss: 2.2715, grad_norm: 1.2975 2021-02-21 07:05:17,174 - mmaction - INFO - Epoch [164][40/470] lr: 2.334e-01, eta: 1 day, 10:40:02, time: 2.281, data_time: 0.006, memory: 25994, top1_acc: 0.4744, top5_acc: 0.7202, loss_cls: 2.2851, loss: 2.2851, grad_norm: 1.2925 2021-02-21 07:06:06,812 - mmaction - INFO - Epoch [164][60/470] lr: 2.334e-01, eta: 1 day, 10:39:01, time: 2.481, data_time: 0.004, memory: 25994, top1_acc: 0.4821, top5_acc: 0.7227, loss_cls: 2.2758, loss: 2.2758, grad_norm: 1.3000 2021-02-21 07:06:53,550 - mmaction - INFO - Epoch [164][80/470] lr: 2.334e-01, eta: 1 day, 10:37:58, time: 2.337, data_time: 0.006, memory: 25994, top1_acc: 0.4703, top5_acc: 0.7159, loss_cls: 2.3110, loss: 2.3110, grad_norm: 1.3256 2021-02-21 07:07:38,596 - mmaction - INFO - Epoch [164][100/470] lr: 2.334e-01, eta: 1 day, 10:36:54, time: 2.251, data_time: 0.005, memory: 25994, top1_acc: 0.4784, top5_acc: 0.7189, loss_cls: 2.2685, loss: 2.2685, grad_norm: 1.3233 2021-02-21 07:08:34,714 - mmaction - INFO - Epoch [164][120/470] lr: 2.334e-01, eta: 1 day, 10:35:56, time: 2.798, data_time: 0.006, memory: 25994, top1_acc: 0.4729, top5_acc: 0.7205, loss_cls: 2.2853, loss: 2.2853, grad_norm: 1.3025 2021-02-21 07:09:22,070 - mmaction - INFO - Epoch [164][140/470] lr: 2.334e-01, eta: 1 day, 10:34:53, time: 2.378, data_time: 0.015, memory: 25994, top1_acc: 0.4811, top5_acc: 0.7128, loss_cls: 2.3006, loss: 2.3006, grad_norm: 1.3017 2021-02-21 07:10:07,072 - mmaction - INFO - Epoch [164][160/470] lr: 2.334e-01, eta: 1 day, 10:33:49, time: 2.251, data_time: 0.005, memory: 25994, top1_acc: 0.4747, top5_acc: 0.7225, loss_cls: 2.2702, loss: 2.2702, grad_norm: 1.3071 2021-02-21 07:10:51,926 - mmaction - INFO - Epoch [164][180/470] lr: 2.334e-01, eta: 1 day, 10:32:45, time: 2.243, data_time: 0.004, memory: 25994, top1_acc: 0.4860, top5_acc: 0.7206, loss_cls: 2.2834, loss: 2.2834, grad_norm: 1.3207 2021-02-21 07:11:46,285 - mmaction - INFO - Epoch [164][200/470] lr: 2.334e-01, eta: 1 day, 10:31:47, time: 2.718, data_time: 0.006, memory: 25994, top1_acc: 0.4758, top5_acc: 0.7179, loss_cls: 2.2959, loss: 2.2959, grad_norm: 1.3099 2021-02-21 07:12:32,151 - mmaction - INFO - Epoch [164][220/470] lr: 2.334e-01, eta: 1 day, 10:30:43, time: 2.293, data_time: 0.006, memory: 25994, top1_acc: 0.4634, top5_acc: 0.7103, loss_cls: 2.3357, loss: 2.3357, grad_norm: 1.3305 2021-02-21 07:13:18,473 - mmaction - INFO - Epoch [164][240/470] lr: 2.334e-01, eta: 1 day, 10:29:40, time: 2.317, data_time: 0.005, memory: 25994, top1_acc: 0.4779, top5_acc: 0.7157, loss_cls: 2.2926, loss: 2.2926, grad_norm: 1.3228 2021-02-21 07:14:03,999 - mmaction - INFO - Epoch [164][260/470] lr: 2.334e-01, eta: 1 day, 10:28:36, time: 2.276, data_time: 0.003, memory: 25994, top1_acc: 0.4619, top5_acc: 0.7084, loss_cls: 2.3453, loss: 2.3453, grad_norm: 1.3225 2021-02-21 07:14:49,502 - mmaction - INFO - Epoch [164][280/470] lr: 2.334e-01, eta: 1 day, 10:27:32, time: 2.276, data_time: 0.004, memory: 25994, top1_acc: 0.4684, top5_acc: 0.7154, loss_cls: 2.3334, loss: 2.3334, grad_norm: 1.3112 2021-02-21 07:15:36,174 - mmaction - INFO - Epoch [164][300/470] lr: 2.334e-01, eta: 1 day, 10:26:29, time: 2.333, data_time: 0.005, memory: 25994, top1_acc: 0.4670, top5_acc: 0.7153, loss_cls: 2.3249, loss: 2.3249, grad_norm: 1.3046 2021-02-21 07:16:28,861 - mmaction - INFO - Epoch [164][320/470] lr: 2.334e-01, eta: 1 day, 10:25:30, time: 2.634, data_time: 0.012, memory: 25994, top1_acc: 0.4794, top5_acc: 0.7167, loss_cls: 2.3021, loss: 2.3021, grad_norm: 1.2932 2021-02-21 07:17:15,530 - mmaction - INFO - Epoch [164][340/470] lr: 2.334e-01, eta: 1 day, 10:24:27, time: 2.322, data_time: 0.003, memory: 25994, top1_acc: 0.4653, top5_acc: 0.7057, loss_cls: 2.3448, loss: 2.3448, grad_norm: 1.2976 2021-02-21 07:18:01,632 - mmaction - INFO - Epoch [164][360/470] lr: 2.334e-01, eta: 1 day, 10:23:23, time: 2.317, data_time: 0.016, memory: 25994, top1_acc: 0.4687, top5_acc: 0.7182, loss_cls: 2.3238, loss: 2.3238, grad_norm: 1.3196 2021-02-21 07:18:48,876 - mmaction - INFO - Epoch [164][380/470] lr: 2.334e-01, eta: 1 day, 10:22:21, time: 2.358, data_time: 0.003, memory: 25994, top1_acc: 0.4762, top5_acc: 0.7195, loss_cls: 2.2926, loss: 2.2926, grad_norm: 1.3086 2021-02-21 07:19:32,752 - mmaction - INFO - Epoch [164][400/470] lr: 2.334e-01, eta: 1 day, 10:21:16, time: 2.197, data_time: 0.009, memory: 25994, top1_acc: 0.4703, top5_acc: 0.7195, loss_cls: 2.2898, loss: 2.2898, grad_norm: 1.3125 2021-02-21 07:20:26,486 - mmaction - INFO - Epoch [164][420/470] lr: 2.334e-01, eta: 1 day, 10:20:17, time: 2.686, data_time: 0.011, memory: 25994, top1_acc: 0.4724, top5_acc: 0.7151, loss_cls: 2.3269, loss: 2.3269, grad_norm: 1.3230 2021-02-21 07:21:25,588 - mmaction - INFO - Epoch [164][440/470] lr: 2.334e-01, eta: 1 day, 10:19:21, time: 2.956, data_time: 0.004, memory: 25994, top1_acc: 0.4712, top5_acc: 0.7096, loss_cls: 2.3457, loss: 2.3457, grad_norm: 1.3210 2021-02-21 07:22:11,803 - mmaction - INFO - Epoch [164][460/470] lr: 2.334e-01, eta: 1 day, 10:18:18, time: 2.309, data_time: 0.003, memory: 25994, top1_acc: 0.4699, top5_acc: 0.7073, loss_cls: 2.3292, loss: 2.3292, grad_norm: 1.2988 2021-02-21 07:22:46,411 - mmaction - INFO - Saving checkpoint at 164 epochs 2021-02-21 07:27:02,560 - mmaction - INFO - Epoch [165][20/470] lr: 2.290e-01, eta: 1 day, 10:18:27, time: 12.731, data_time: 10.295, memory: 25994, top1_acc: 0.4808, top5_acc: 0.7158, loss_cls: 2.2753, loss: 2.2753, grad_norm: 1.3038 2021-02-21 07:27:46,928 - mmaction - INFO - Epoch [165][40/470] lr: 2.290e-01, eta: 1 day, 10:17:23, time: 2.219, data_time: 0.009, memory: 25994, top1_acc: 0.4807, top5_acc: 0.7183, loss_cls: 2.2879, loss: 2.2879, grad_norm: 1.3087 2021-02-21 07:28:34,499 - mmaction - INFO - Epoch [165][60/470] lr: 2.290e-01, eta: 1 day, 10:16:20, time: 2.374, data_time: 0.004, memory: 25994, top1_acc: 0.4863, top5_acc: 0.7299, loss_cls: 2.2290, loss: 2.2290, grad_norm: 1.3233 2021-02-21 07:29:20,941 - mmaction - INFO - Epoch [165][80/470] lr: 2.290e-01, eta: 1 day, 10:15:17, time: 2.327, data_time: 0.013, memory: 25994, top1_acc: 0.4801, top5_acc: 0.7087, loss_cls: 2.3055, loss: 2.3055, grad_norm: 1.3267 2021-02-21 07:30:07,054 - mmaction - INFO - Epoch [165][100/470] lr: 2.290e-01, eta: 1 day, 10:14:14, time: 2.305, data_time: 0.003, memory: 25994, top1_acc: 0.4768, top5_acc: 0.7239, loss_cls: 2.2785, loss: 2.2785, grad_norm: 1.3241 2021-02-21 07:30:52,182 - mmaction - INFO - Epoch [165][120/470] lr: 2.290e-01, eta: 1 day, 10:13:10, time: 2.256, data_time: 0.005, memory: 25994, top1_acc: 0.4751, top5_acc: 0.7188, loss_cls: 2.2879, loss: 2.2879, grad_norm: 1.3250 2021-02-21 07:31:37,080 - mmaction - INFO - Epoch [165][140/470] lr: 2.290e-01, eta: 1 day, 10:12:06, time: 2.241, data_time: 0.004, memory: 25994, top1_acc: 0.4734, top5_acc: 0.7143, loss_cls: 2.3232, loss: 2.3232, grad_norm: 1.3296 2021-02-21 07:32:23,460 - mmaction - INFO - Epoch [165][160/470] lr: 2.290e-01, eta: 1 day, 10:11:03, time: 2.310, data_time: 0.007, memory: 25994, top1_acc: 0.4729, top5_acc: 0.7109, loss_cls: 2.3158, loss: 2.3158, grad_norm: 1.3395 2021-02-21 07:33:09,814 - mmaction - INFO - Epoch [165][180/470] lr: 2.290e-01, eta: 1 day, 10:10:00, time: 2.331, data_time: 0.019, memory: 25994, top1_acc: 0.4791, top5_acc: 0.7115, loss_cls: 2.3050, loss: 2.3050, grad_norm: 1.3146 2021-02-21 07:33:57,555 - mmaction - INFO - Epoch [165][200/470] lr: 2.290e-01, eta: 1 day, 10:08:57, time: 2.387, data_time: 0.004, memory: 25994, top1_acc: 0.4702, top5_acc: 0.7108, loss_cls: 2.3290, loss: 2.3290, grad_norm: 1.3299 2021-02-21 07:34:41,469 - mmaction - INFO - Epoch [165][220/470] lr: 2.290e-01, eta: 1 day, 10:07:53, time: 2.192, data_time: 0.004, memory: 25994, top1_acc: 0.4773, top5_acc: 0.7160, loss_cls: 2.3131, loss: 2.3131, grad_norm: 1.3151 2021-02-21 07:35:26,506 - mmaction - INFO - Epoch [165][240/470] lr: 2.290e-01, eta: 1 day, 10:06:49, time: 2.254, data_time: 0.007, memory: 25994, top1_acc: 0.4776, top5_acc: 0.7180, loss_cls: 2.2829, loss: 2.2829, grad_norm: 1.2959 2021-02-21 07:36:12,821 - mmaction - INFO - Epoch [165][260/470] lr: 2.290e-01, eta: 1 day, 10:05:46, time: 2.311, data_time: 0.005, memory: 25994, top1_acc: 0.4773, top5_acc: 0.7147, loss_cls: 2.2951, loss: 2.2951, grad_norm: 1.3364 2021-02-21 07:36:58,374 - mmaction - INFO - Epoch [165][280/470] lr: 2.290e-01, eta: 1 day, 10:04:42, time: 2.283, data_time: 0.009, memory: 25994, top1_acc: 0.4763, top5_acc: 0.7146, loss_cls: 2.3010, loss: 2.3010, grad_norm: 1.3264 2021-02-21 07:37:44,606 - mmaction - INFO - Epoch [165][300/470] lr: 2.290e-01, eta: 1 day, 10:03:39, time: 2.310, data_time: 0.005, memory: 25994, top1_acc: 0.4712, top5_acc: 0.7179, loss_cls: 2.3254, loss: 2.3254, grad_norm: 1.3371 2021-02-21 07:38:28,209 - mmaction - INFO - Epoch [165][320/470] lr: 2.290e-01, eta: 1 day, 10:02:34, time: 2.181, data_time: 0.009, memory: 25994, top1_acc: 0.4717, top5_acc: 0.7120, loss_cls: 2.3231, loss: 2.3231, grad_norm: 1.3175 2021-02-21 07:39:15,088 - mmaction - INFO - Epoch [165][340/470] lr: 2.290e-01, eta: 1 day, 10:01:32, time: 2.344, data_time: 0.008, memory: 25994, top1_acc: 0.4726, top5_acc: 0.7142, loss_cls: 2.3080, loss: 2.3080, grad_norm: 1.3218 2021-02-21 07:40:00,755 - mmaction - INFO - Epoch [165][360/470] lr: 2.290e-01, eta: 1 day, 10:00:28, time: 2.283, data_time: 0.004, memory: 25994, top1_acc: 0.4737, top5_acc: 0.7176, loss_cls: 2.2875, loss: 2.2875, grad_norm: 1.3059 2021-02-21 07:40:46,199 - mmaction - INFO - Epoch [165][380/470] lr: 2.290e-01, eta: 1 day, 9:59:25, time: 2.272, data_time: 0.004, memory: 25994, top1_acc: 0.4693, top5_acc: 0.7131, loss_cls: 2.3295, loss: 2.3295, grad_norm: 1.2993 2021-02-21 07:41:31,392 - mmaction - INFO - Epoch [165][400/470] lr: 2.290e-01, eta: 1 day, 9:58:21, time: 2.260, data_time: 0.015, memory: 25994, top1_acc: 0.4730, top5_acc: 0.7184, loss_cls: 2.3189, loss: 2.3189, grad_norm: 1.3339 2021-02-21 07:42:16,602 - mmaction - INFO - Epoch [165][420/470] lr: 2.290e-01, eta: 1 day, 9:57:17, time: 2.261, data_time: 0.005, memory: 25994, top1_acc: 0.4671, top5_acc: 0.7123, loss_cls: 2.3151, loss: 2.3151, grad_norm: 1.3426 2021-02-21 07:43:00,687 - mmaction - INFO - Epoch [165][440/470] lr: 2.290e-01, eta: 1 day, 9:56:13, time: 2.205, data_time: 0.004, memory: 25994, top1_acc: 0.4775, top5_acc: 0.7259, loss_cls: 2.2616, loss: 2.2616, grad_norm: 1.3201 2021-02-21 07:43:45,632 - mmaction - INFO - Epoch [165][460/470] lr: 2.290e-01, eta: 1 day, 9:55:09, time: 2.242, data_time: 0.003, memory: 25994, top1_acc: 0.4686, top5_acc: 0.7159, loss_cls: 2.3219, loss: 2.3219, grad_norm: 1.3560 2021-02-21 07:50:53,314 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-21 07:50:54,082 - mmaction - INFO - top1_acc 0.5209 top5_acc 0.7702 2021-02-21 07:50:54,082 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-21 07:50:54,139 - mmaction - INFO - mean_acc 0.5208 2021-02-21 07:50:54,146 - mmaction - INFO - Epoch(val) [165][470] top1_acc: 0.5209, top5_acc: 0.7702, mean_class_accuracy: 0.5208 2021-02-21 07:54:50,914 - mmaction - INFO - Epoch [166][20/470] lr: 2.246e-01, eta: 1 day, 9:55:07, time: 11.836, data_time: 9.548, memory: 25994, top1_acc: 0.4766, top5_acc: 0.7209, loss_cls: 2.2866, loss: 2.2866, grad_norm: 1.3365 2021-02-21 07:55:37,463 - mmaction - INFO - Epoch [166][40/470] lr: 2.246e-01, eta: 1 day, 9:54:04, time: 2.326, data_time: 0.063, memory: 25994, top1_acc: 0.4836, top5_acc: 0.7247, loss_cls: 2.2603, loss: 2.2603, grad_norm: 1.3423 2021-02-21 07:56:22,248 - mmaction - INFO - Epoch [166][60/470] lr: 2.246e-01, eta: 1 day, 9:53:00, time: 2.229, data_time: 0.007, memory: 25994, top1_acc: 0.4797, top5_acc: 0.7202, loss_cls: 2.2878, loss: 2.2878, grad_norm: 1.3379 2021-02-21 07:57:07,550 - mmaction - INFO - Epoch [166][80/470] lr: 2.246e-01, eta: 1 day, 9:51:56, time: 2.278, data_time: 0.018, memory: 25994, top1_acc: 0.4763, top5_acc: 0.7155, loss_cls: 2.2905, loss: 2.2905, grad_norm: 1.3118 2021-02-21 07:57:51,895 - mmaction - INFO - Epoch [166][100/470] lr: 2.246e-01, eta: 1 day, 9:50:52, time: 2.215, data_time: 0.002, memory: 25994, top1_acc: 0.4783, top5_acc: 0.7209, loss_cls: 2.2819, loss: 2.2819, grad_norm: 1.3513 2021-02-21 07:58:35,479 - mmaction - INFO - Epoch [166][120/470] lr: 2.246e-01, eta: 1 day, 9:49:48, time: 2.180, data_time: 0.005, memory: 25994, top1_acc: 0.4798, top5_acc: 0.7188, loss_cls: 2.2907, loss: 2.2907, grad_norm: 1.3329 2021-02-21 07:59:21,234 - mmaction - INFO - Epoch [166][140/470] lr: 2.246e-01, eta: 1 day, 9:48:44, time: 2.288, data_time: 0.006, memory: 25994, top1_acc: 0.4837, top5_acc: 0.7193, loss_cls: 2.2690, loss: 2.2690, grad_norm: 1.3304 2021-02-21 08:00:06,845 - mmaction - INFO - Epoch [166][160/470] lr: 2.246e-01, eta: 1 day, 9:47:41, time: 2.282, data_time: 0.004, memory: 25994, top1_acc: 0.4836, top5_acc: 0.7281, loss_cls: 2.2396, loss: 2.2396, grad_norm: 1.3295 2021-02-21 08:00:51,822 - mmaction - INFO - Epoch [166][180/470] lr: 2.246e-01, eta: 1 day, 9:46:37, time: 2.249, data_time: 0.003, memory: 25994, top1_acc: 0.4780, top5_acc: 0.7186, loss_cls: 2.2945, loss: 2.2945, grad_norm: 1.3533 2021-02-21 08:01:38,450 - mmaction - INFO - Epoch [166][200/470] lr: 2.246e-01, eta: 1 day, 9:45:34, time: 2.331, data_time: 0.006, memory: 25994, top1_acc: 0.4764, top5_acc: 0.7173, loss_cls: 2.2983, loss: 2.2983, grad_norm: 1.3278 2021-02-21 08:02:25,121 - mmaction - INFO - Epoch [166][220/470] lr: 2.246e-01, eta: 1 day, 9:44:31, time: 2.332, data_time: 0.007, memory: 25994, top1_acc: 0.4754, top5_acc: 0.7207, loss_cls: 2.2827, loss: 2.2827, grad_norm: 1.3158 2021-02-21 08:03:09,565 - mmaction - INFO - Epoch [166][240/470] lr: 2.246e-01, eta: 1 day, 9:43:27, time: 2.223, data_time: 0.008, memory: 25994, top1_acc: 0.4745, top5_acc: 0.7155, loss_cls: 2.3085, loss: 2.3085, grad_norm: 1.3342 2021-02-21 08:03:54,244 - mmaction - INFO - Epoch [166][260/470] lr: 2.246e-01, eta: 1 day, 9:42:24, time: 2.234, data_time: 0.003, memory: 25994, top1_acc: 0.4801, top5_acc: 0.7153, loss_cls: 2.2974, loss: 2.2974, grad_norm: 1.3298 2021-02-21 08:04:40,216 - mmaction - INFO - Epoch [166][280/470] lr: 2.246e-01, eta: 1 day, 9:41:20, time: 2.299, data_time: 0.006, memory: 25994, top1_acc: 0.4720, top5_acc: 0.7233, loss_cls: 2.3028, loss: 2.3028, grad_norm: 1.3130 2021-02-21 08:05:25,950 - mmaction - INFO - Epoch [166][300/470] lr: 2.246e-01, eta: 1 day, 9:40:17, time: 2.286, data_time: 0.004, memory: 25994, top1_acc: 0.4754, top5_acc: 0.7155, loss_cls: 2.3020, loss: 2.3020, grad_norm: 1.3177 2021-02-21 08:06:16,216 - mmaction - INFO - Epoch [166][320/470] lr: 2.246e-01, eta: 1 day, 9:39:16, time: 2.513, data_time: 0.003, memory: 25994, top1_acc: 0.4709, top5_acc: 0.7118, loss_cls: 2.3163, loss: 2.3163, grad_norm: 1.3129 2021-02-21 08:07:01,258 - mmaction - INFO - Epoch [166][340/470] lr: 2.246e-01, eta: 1 day, 9:38:13, time: 2.253, data_time: 0.003, memory: 25994, top1_acc: 0.4767, top5_acc: 0.7203, loss_cls: 2.2887, loss: 2.2887, grad_norm: 1.3294 2021-02-21 08:07:46,083 - mmaction - INFO - Epoch [166][360/470] lr: 2.246e-01, eta: 1 day, 9:37:09, time: 2.241, data_time: 0.003, memory: 25994, top1_acc: 0.4768, top5_acc: 0.7303, loss_cls: 2.2629, loss: 2.2629, grad_norm: 1.3511 2021-02-21 08:08:33,113 - mmaction - INFO - Epoch [166][380/470] lr: 2.246e-01, eta: 1 day, 9:36:06, time: 2.352, data_time: 0.048, memory: 25994, top1_acc: 0.4788, top5_acc: 0.7207, loss_cls: 2.2750, loss: 2.2750, grad_norm: 1.3137 2021-02-21 08:09:17,477 - mmaction - INFO - Epoch [166][400/470] lr: 2.246e-01, eta: 1 day, 9:35:02, time: 2.218, data_time: 0.007, memory: 25994, top1_acc: 0.4742, top5_acc: 0.7155, loss_cls: 2.2917, loss: 2.2917, grad_norm: 1.3204 2021-02-21 08:10:03,531 - mmaction - INFO - Epoch [166][420/470] lr: 2.246e-01, eta: 1 day, 9:33:59, time: 2.303, data_time: 0.003, memory: 25994, top1_acc: 0.4849, top5_acc: 0.7191, loss_cls: 2.2693, loss: 2.2693, grad_norm: 1.3358 2021-02-21 08:10:48,191 - mmaction - INFO - Epoch [166][440/470] lr: 2.246e-01, eta: 1 day, 9:32:56, time: 2.233, data_time: 0.002, memory: 25994, top1_acc: 0.4723, top5_acc: 0.7140, loss_cls: 2.3292, loss: 2.3292, grad_norm: 1.3225 2021-02-21 08:11:41,881 - mmaction - INFO - Epoch [166][460/470] lr: 2.246e-01, eta: 1 day, 9:31:57, time: 2.684, data_time: 0.003, memory: 25994, top1_acc: 0.4718, top5_acc: 0.7222, loss_cls: 2.3115, loss: 2.3115, grad_norm: 1.3311 2021-02-21 08:16:26,527 - mmaction - INFO - Epoch [167][20/470] lr: 2.202e-01, eta: 1 day, 9:32:01, time: 12.536, data_time: 9.856, memory: 25994, top1_acc: 0.4858, top5_acc: 0.7279, loss_cls: 2.2483, loss: 2.2483, grad_norm: 1.3493 2021-02-21 08:17:16,799 - mmaction - INFO - Epoch [167][40/470] lr: 2.202e-01, eta: 1 day, 9:31:00, time: 2.520, data_time: 0.009, memory: 25994, top1_acc: 0.4825, top5_acc: 0.7280, loss_cls: 2.2471, loss: 2.2471, grad_norm: 1.3661 2021-02-21 08:18:02,667 - mmaction - INFO - Epoch [167][60/470] lr: 2.202e-01, eta: 1 day, 9:29:57, time: 2.287, data_time: 0.002, memory: 25994, top1_acc: 0.4786, top5_acc: 0.7287, loss_cls: 2.2628, loss: 2.2628, grad_norm: 1.3457 2021-02-21 08:18:47,909 - mmaction - INFO - Epoch [167][80/470] lr: 2.202e-01, eta: 1 day, 9:28:53, time: 2.268, data_time: 0.009, memory: 25994, top1_acc: 0.4785, top5_acc: 0.7198, loss_cls: 2.2851, loss: 2.2851, grad_norm: 1.3399 2021-02-21 08:19:35,071 - mmaction - INFO - Epoch [167][100/470] lr: 2.202e-01, eta: 1 day, 9:27:51, time: 2.357, data_time: 0.008, memory: 25994, top1_acc: 0.4770, top5_acc: 0.7178, loss_cls: 2.2845, loss: 2.2845, grad_norm: 1.3362 2021-02-21 08:20:33,889 - mmaction - INFO - Epoch [167][120/470] lr: 2.202e-01, eta: 1 day, 9:26:54, time: 2.937, data_time: 0.006, memory: 25994, top1_acc: 0.4824, top5_acc: 0.7202, loss_cls: 2.3039, loss: 2.3039, grad_norm: 1.3531 2021-02-21 08:21:26,506 - mmaction - INFO - Epoch [167][140/470] lr: 2.202e-01, eta: 1 day, 9:25:55, time: 2.635, data_time: 0.010, memory: 25994, top1_acc: 0.4743, top5_acc: 0.7141, loss_cls: 2.3145, loss: 2.3145, grad_norm: 1.3474 2021-02-21 08:22:12,790 - mmaction - INFO - Epoch [167][160/470] lr: 2.202e-01, eta: 1 day, 9:24:52, time: 2.315, data_time: 0.004, memory: 25994, top1_acc: 0.4825, top5_acc: 0.7274, loss_cls: 2.2525, loss: 2.2525, grad_norm: 1.3259 2021-02-21 08:22:58,853 - mmaction - INFO - Epoch [167][180/470] lr: 2.202e-01, eta: 1 day, 9:23:49, time: 2.300, data_time: 0.007, memory: 25994, top1_acc: 0.4736, top5_acc: 0.7197, loss_cls: 2.2836, loss: 2.2836, grad_norm: 1.3644 2021-02-21 08:23:43,308 - mmaction - INFO - Epoch [167][200/470] lr: 2.202e-01, eta: 1 day, 9:22:45, time: 2.225, data_time: 0.006, memory: 25994, top1_acc: 0.4775, top5_acc: 0.7192, loss_cls: 2.2925, loss: 2.2925, grad_norm: 1.3265 2021-02-21 08:24:26,968 - mmaction - INFO - Epoch [167][220/470] lr: 2.202e-01, eta: 1 day, 9:21:41, time: 2.184, data_time: 0.005, memory: 25994, top1_acc: 0.4777, top5_acc: 0.7178, loss_cls: 2.2907, loss: 2.2907, grad_norm: 1.3460 2021-02-21 08:25:11,642 - mmaction - INFO - Epoch [167][240/470] lr: 2.202e-01, eta: 1 day, 9:20:37, time: 2.232, data_time: 0.004, memory: 25994, top1_acc: 0.4756, top5_acc: 0.7260, loss_cls: 2.2940, loss: 2.2940, grad_norm: 1.3430 2021-02-21 08:25:57,719 - mmaction - INFO - Epoch [167][260/470] lr: 2.202e-01, eta: 1 day, 9:19:34, time: 2.303, data_time: 0.010, memory: 25994, top1_acc: 0.4859, top5_acc: 0.7226, loss_cls: 2.2635, loss: 2.2635, grad_norm: 1.3357 2021-02-21 08:26:42,608 - mmaction - INFO - Epoch [167][280/470] lr: 2.202e-01, eta: 1 day, 9:18:31, time: 2.247, data_time: 0.010, memory: 25994, top1_acc: 0.4667, top5_acc: 0.7129, loss_cls: 2.3373, loss: 2.3373, grad_norm: 1.3438 2021-02-21 08:27:26,493 - mmaction - INFO - Epoch [167][300/470] lr: 2.202e-01, eta: 1 day, 9:17:26, time: 2.194, data_time: 0.003, memory: 25994, top1_acc: 0.4791, top5_acc: 0.7206, loss_cls: 2.2688, loss: 2.2688, grad_norm: 1.3359 2021-02-21 08:28:11,572 - mmaction - INFO - Epoch [167][320/470] lr: 2.202e-01, eta: 1 day, 9:16:23, time: 2.254, data_time: 0.004, memory: 25994, top1_acc: 0.4808, top5_acc: 0.7211, loss_cls: 2.2662, loss: 2.2662, grad_norm: 1.3332 2021-02-21 08:28:59,201 - mmaction - INFO - Epoch [167][340/470] lr: 2.202e-01, eta: 1 day, 9:15:21, time: 2.381, data_time: 0.006, memory: 25994, top1_acc: 0.4691, top5_acc: 0.7157, loss_cls: 2.3134, loss: 2.3134, grad_norm: 1.3428 2021-02-21 08:29:43,633 - mmaction - INFO - Epoch [167][360/470] lr: 2.202e-01, eta: 1 day, 9:14:17, time: 2.221, data_time: 0.003, memory: 25994, top1_acc: 0.4833, top5_acc: 0.7186, loss_cls: 2.2703, loss: 2.2703, grad_norm: 1.3257 2021-02-21 08:30:30,478 - mmaction - INFO - Epoch [167][380/470] lr: 2.202e-01, eta: 1 day, 9:13:14, time: 2.343, data_time: 0.003, memory: 25994, top1_acc: 0.4723, top5_acc: 0.7133, loss_cls: 2.3205, loss: 2.3205, grad_norm: 1.3312 2021-02-21 08:31:15,158 - mmaction - INFO - Epoch [167][400/470] lr: 2.202e-01, eta: 1 day, 9:12:11, time: 2.235, data_time: 0.003, memory: 25994, top1_acc: 0.4809, top5_acc: 0.7175, loss_cls: 2.2916, loss: 2.2916, grad_norm: 1.3342 2021-02-21 08:31:59,750 - mmaction - INFO - Epoch [167][420/470] lr: 2.202e-01, eta: 1 day, 9:11:07, time: 2.229, data_time: 0.002, memory: 25994, top1_acc: 0.4815, top5_acc: 0.7207, loss_cls: 2.2768, loss: 2.2768, grad_norm: 1.3287 2021-02-21 08:32:45,105 - mmaction - INFO - Epoch [167][440/470] lr: 2.202e-01, eta: 1 day, 9:10:04, time: 2.268, data_time: 0.003, memory: 25994, top1_acc: 0.4789, top5_acc: 0.7147, loss_cls: 2.2859, loss: 2.2859, grad_norm: 1.3310 2021-02-21 08:33:30,836 - mmaction - INFO - Epoch [167][460/470] lr: 2.202e-01, eta: 1 day, 9:09:01, time: 2.288, data_time: 0.004, memory: 25994, top1_acc: 0.4879, top5_acc: 0.7306, loss_cls: 2.2626, loss: 2.2626, grad_norm: 1.3311 2021-02-21 08:38:00,028 - mmaction - INFO - Epoch [168][20/470] lr: 2.158e-01, eta: 1 day, 9:08:55, time: 11.783, data_time: 9.332, memory: 25994, top1_acc: 0.4837, top5_acc: 0.7236, loss_cls: 2.2634, loss: 2.2634, grad_norm: 1.3499 2021-02-21 08:38:58,574 - mmaction - INFO - Epoch [168][40/470] lr: 2.158e-01, eta: 1 day, 9:07:59, time: 2.925, data_time: 0.009, memory: 25994, top1_acc: 0.4813, top5_acc: 0.7195, loss_cls: 2.2758, loss: 2.2758, grad_norm: 1.3596 2021-02-21 08:39:42,500 - mmaction - INFO - Epoch [168][60/470] lr: 2.158e-01, eta: 1 day, 9:06:55, time: 2.201, data_time: 0.015, memory: 25994, top1_acc: 0.4850, top5_acc: 0.7210, loss_cls: 2.2536, loss: 2.2536, grad_norm: 1.3589 2021-02-21 08:40:28,586 - mmaction - INFO - Epoch [168][80/470] lr: 2.158e-01, eta: 1 day, 9:05:52, time: 2.305, data_time: 0.008, memory: 25994, top1_acc: 0.4841, top5_acc: 0.7237, loss_cls: 2.2426, loss: 2.2426, grad_norm: 1.3535 2021-02-21 08:41:13,720 - mmaction - INFO - Epoch [168][100/470] lr: 2.158e-01, eta: 1 day, 9:04:48, time: 2.257, data_time: 0.005, memory: 25994, top1_acc: 0.4798, top5_acc: 0.7229, loss_cls: 2.2631, loss: 2.2631, grad_norm: 1.3819 2021-02-21 08:41:59,738 - mmaction - INFO - Epoch [168][120/470] lr: 2.158e-01, eta: 1 day, 9:03:45, time: 2.300, data_time: 0.003, memory: 25994, top1_acc: 0.4828, top5_acc: 0.7193, loss_cls: 2.2893, loss: 2.2893, grad_norm: 1.3502 2021-02-21 08:42:47,365 - mmaction - INFO - Epoch [168][140/470] lr: 2.158e-01, eta: 1 day, 9:02:43, time: 2.379, data_time: 0.004, memory: 25994, top1_acc: 0.4862, top5_acc: 0.7266, loss_cls: 2.2555, loss: 2.2555, grad_norm: 1.3231 2021-02-21 08:43:33,812 - mmaction - INFO - Epoch [168][160/470] lr: 2.158e-01, eta: 1 day, 9:01:41, time: 2.322, data_time: 0.005, memory: 25994, top1_acc: 0.4802, top5_acc: 0.7246, loss_cls: 2.2657, loss: 2.2657, grad_norm: 1.3264 2021-02-21 08:44:18,606 - mmaction - INFO - Epoch [168][180/470] lr: 2.158e-01, eta: 1 day, 9:00:37, time: 2.243, data_time: 0.013, memory: 25994, top1_acc: 0.4838, top5_acc: 0.7298, loss_cls: 2.2320, loss: 2.2320, grad_norm: 1.3522 2021-02-21 08:45:02,570 - mmaction - INFO - Epoch [168][200/470] lr: 2.158e-01, eta: 1 day, 8:59:33, time: 2.192, data_time: 0.007, memory: 25994, top1_acc: 0.4786, top5_acc: 0.7253, loss_cls: 2.2714, loss: 2.2714, grad_norm: 1.3427 2021-02-21 08:45:47,145 - mmaction - INFO - Epoch [168][220/470] lr: 2.158e-01, eta: 1 day, 8:58:29, time: 2.234, data_time: 0.010, memory: 25994, top1_acc: 0.4723, top5_acc: 0.7087, loss_cls: 2.3377, loss: 2.3377, grad_norm: 1.3495 2021-02-21 08:46:31,929 - mmaction - INFO - Epoch [168][240/470] lr: 2.158e-01, eta: 1 day, 8:57:26, time: 2.234, data_time: 0.006, memory: 25994, top1_acc: 0.4873, top5_acc: 0.7264, loss_cls: 2.2344, loss: 2.2344, grad_norm: 1.3194 2021-02-21 08:47:17,796 - mmaction - INFO - Epoch [168][260/470] lr: 2.158e-01, eta: 1 day, 8:56:23, time: 2.291, data_time: 0.010, memory: 25994, top1_acc: 0.4782, top5_acc: 0.7239, loss_cls: 2.2699, loss: 2.2699, grad_norm: 1.3735 2021-02-21 08:48:02,825 - mmaction - INFO - Epoch [168][280/470] lr: 2.158e-01, eta: 1 day, 8:55:19, time: 2.259, data_time: 0.014, memory: 25994, top1_acc: 0.4779, top5_acc: 0.7204, loss_cls: 2.2915, loss: 2.2915, grad_norm: 1.3628 2021-02-21 08:48:50,373 - mmaction - INFO - Epoch [168][300/470] lr: 2.158e-01, eta: 1 day, 8:54:17, time: 2.378, data_time: 0.004, memory: 25994, top1_acc: 0.4760, top5_acc: 0.7185, loss_cls: 2.2943, loss: 2.2943, grad_norm: 1.3374 2021-02-21 08:49:39,247 - mmaction - INFO - Epoch [168][320/470] lr: 2.158e-01, eta: 1 day, 8:53:16, time: 2.444, data_time: 0.005, memory: 25994, top1_acc: 0.4739, top5_acc: 0.7164, loss_cls: 2.2952, loss: 2.2952, grad_norm: 1.3339 2021-02-21 08:50:25,568 - mmaction - INFO - Epoch [168][340/470] lr: 2.158e-01, eta: 1 day, 8:52:13, time: 2.315, data_time: 0.004, memory: 25994, top1_acc: 0.4720, top5_acc: 0.7174, loss_cls: 2.3128, loss: 2.3128, grad_norm: 1.3718 2021-02-21 08:51:11,893 - mmaction - INFO - Epoch [168][360/470] lr: 2.158e-01, eta: 1 day, 8:51:11, time: 2.312, data_time: 0.006, memory: 25994, top1_acc: 0.4802, top5_acc: 0.7146, loss_cls: 2.2846, loss: 2.2846, grad_norm: 1.3264 2021-02-21 08:52:00,534 - mmaction - INFO - Epoch [168][380/470] lr: 2.158e-01, eta: 1 day, 8:50:09, time: 2.432, data_time: 0.009, memory: 25994, top1_acc: 0.4797, top5_acc: 0.7128, loss_cls: 2.3002, loss: 2.3002, grad_norm: 1.3641 2021-02-21 08:52:46,245 - mmaction - INFO - Epoch [168][400/470] lr: 2.158e-01, eta: 1 day, 8:49:06, time: 2.290, data_time: 0.009, memory: 25994, top1_acc: 0.4750, top5_acc: 0.7165, loss_cls: 2.2999, loss: 2.2999, grad_norm: 1.3515 2021-02-21 08:53:39,243 - mmaction - INFO - Epoch [168][420/470] lr: 2.158e-01, eta: 1 day, 8:48:07, time: 2.651, data_time: 0.005, memory: 25994, top1_acc: 0.4721, top5_acc: 0.7158, loss_cls: 2.3081, loss: 2.3081, grad_norm: 1.3766 2021-02-21 08:54:29,992 - mmaction - INFO - Epoch [168][440/470] lr: 2.158e-01, eta: 1 day, 8:47:07, time: 2.538, data_time: 0.002, memory: 25994, top1_acc: 0.4772, top5_acc: 0.7174, loss_cls: 2.2885, loss: 2.2885, grad_norm: 1.3485 2021-02-21 08:55:15,269 - mmaction - INFO - Epoch [168][460/470] lr: 2.158e-01, eta: 1 day, 8:46:04, time: 2.263, data_time: 0.002, memory: 25994, top1_acc: 0.4783, top5_acc: 0.7190, loss_cls: 2.2742, loss: 2.2742, grad_norm: 1.3514 2021-02-21 08:55:50,130 - mmaction - INFO - Saving checkpoint at 168 epochs 2021-02-21 09:00:04,182 - mmaction - INFO - Epoch [169][20/470] lr: 2.114e-01, eta: 1 day, 8:46:05, time: 12.608, data_time: 10.186, memory: 25994, top1_acc: 0.4831, top5_acc: 0.7191, loss_cls: 2.2720, loss: 2.2720, grad_norm: 1.3594 2021-02-21 09:00:49,734 - mmaction - INFO - Epoch [169][40/470] lr: 2.114e-01, eta: 1 day, 8:45:02, time: 2.278, data_time: 0.007, memory: 25994, top1_acc: 0.4810, top5_acc: 0.7254, loss_cls: 2.2507, loss: 2.2507, grad_norm: 1.3574 2021-02-21 09:01:35,856 - mmaction - INFO - Epoch [169][60/470] lr: 2.114e-01, eta: 1 day, 8:43:59, time: 2.307, data_time: 0.003, memory: 25994, top1_acc: 0.4944, top5_acc: 0.7329, loss_cls: 2.2106, loss: 2.2106, grad_norm: 1.3568 2021-02-21 09:02:23,411 - mmaction - INFO - Epoch [169][80/470] lr: 2.114e-01, eta: 1 day, 8:42:57, time: 2.376, data_time: 0.005, memory: 25994, top1_acc: 0.4870, top5_acc: 0.7305, loss_cls: 2.2306, loss: 2.2306, grad_norm: 1.3548 2021-02-21 09:03:07,322 - mmaction - INFO - Epoch [169][100/470] lr: 2.114e-01, eta: 1 day, 8:41:53, time: 2.197, data_time: 0.007, memory: 25994, top1_acc: 0.4843, top5_acc: 0.7244, loss_cls: 2.2466, loss: 2.2466, grad_norm: 1.3696 2021-02-21 09:03:53,512 - mmaction - INFO - Epoch [169][120/470] lr: 2.114e-01, eta: 1 day, 8:40:51, time: 2.309, data_time: 0.003, memory: 25994, top1_acc: 0.4859, top5_acc: 0.7272, loss_cls: 2.2381, loss: 2.2381, grad_norm: 1.3434 2021-02-21 09:04:38,156 - mmaction - INFO - Epoch [169][140/470] lr: 2.114e-01, eta: 1 day, 8:39:47, time: 2.232, data_time: 0.004, memory: 25994, top1_acc: 0.4903, top5_acc: 0.7267, loss_cls: 2.2400, loss: 2.2400, grad_norm: 1.3478 2021-02-21 09:05:23,354 - mmaction - INFO - Epoch [169][160/470] lr: 2.114e-01, eta: 1 day, 8:38:44, time: 2.258, data_time: 0.010, memory: 25994, top1_acc: 0.4788, top5_acc: 0.7188, loss_cls: 2.2843, loss: 2.2843, grad_norm: 1.3580 2021-02-21 09:06:09,124 - mmaction - INFO - Epoch [169][180/470] lr: 2.114e-01, eta: 1 day, 8:37:41, time: 2.289, data_time: 0.004, memory: 25994, top1_acc: 0.4833, top5_acc: 0.7206, loss_cls: 2.2888, loss: 2.2888, grad_norm: 1.3799 2021-02-21 09:06:55,809 - mmaction - INFO - Epoch [169][200/470] lr: 2.114e-01, eta: 1 day, 8:36:39, time: 2.332, data_time: 0.005, memory: 25994, top1_acc: 0.4816, top5_acc: 0.7198, loss_cls: 2.2916, loss: 2.2916, grad_norm: 1.3791 2021-02-21 09:07:43,847 - mmaction - INFO - Epoch [169][220/470] lr: 2.114e-01, eta: 1 day, 8:35:37, time: 2.404, data_time: 0.006, memory: 25994, top1_acc: 0.4910, top5_acc: 0.7261, loss_cls: 2.2189, loss: 2.2189, grad_norm: 1.3298 2021-02-21 09:08:41,673 - mmaction - INFO - Epoch [169][240/470] lr: 2.114e-01, eta: 1 day, 8:34:40, time: 2.893, data_time: 0.005, memory: 25994, top1_acc: 0.4900, top5_acc: 0.7298, loss_cls: 2.2339, loss: 2.2339, grad_norm: 1.3522 2021-02-21 09:09:27,917 - mmaction - INFO - Epoch [169][260/470] lr: 2.114e-01, eta: 1 day, 8:33:38, time: 2.312, data_time: 0.004, memory: 25994, top1_acc: 0.4942, top5_acc: 0.7308, loss_cls: 2.2239, loss: 2.2239, grad_norm: 1.3658 2021-02-21 09:10:14,498 - mmaction - INFO - Epoch [169][280/470] lr: 2.114e-01, eta: 1 day, 8:32:35, time: 2.329, data_time: 0.003, memory: 25994, top1_acc: 0.4778, top5_acc: 0.7158, loss_cls: 2.2939, loss: 2.2939, grad_norm: 1.3431 2021-02-21 09:10:59,983 - mmaction - INFO - Epoch [169][300/470] lr: 2.114e-01, eta: 1 day, 8:31:32, time: 2.274, data_time: 0.004, memory: 25994, top1_acc: 0.4852, top5_acc: 0.7285, loss_cls: 2.2483, loss: 2.2483, grad_norm: 1.3580 2021-02-21 09:12:00,700 - mmaction - INFO - Epoch [169][320/470] lr: 2.114e-01, eta: 1 day, 8:30:37, time: 3.036, data_time: 0.004, memory: 25994, top1_acc: 0.4809, top5_acc: 0.7248, loss_cls: 2.2603, loss: 2.2603, grad_norm: 1.3499 2021-02-21 09:12:47,896 - mmaction - INFO - Epoch [169][340/470] lr: 2.114e-01, eta: 1 day, 8:29:35, time: 2.360, data_time: 0.004, memory: 25994, top1_acc: 0.4794, top5_acc: 0.7144, loss_cls: 2.2922, loss: 2.2922, grad_norm: 1.3526 2021-02-21 09:13:35,097 - mmaction - INFO - Epoch [169][360/470] lr: 2.114e-01, eta: 1 day, 8:28:33, time: 2.360, data_time: 0.012, memory: 25994, top1_acc: 0.4855, top5_acc: 0.7258, loss_cls: 2.2393, loss: 2.2393, grad_norm: 1.3620 2021-02-21 09:14:20,412 - mmaction - INFO - Epoch [169][380/470] lr: 2.114e-01, eta: 1 day, 8:27:30, time: 2.265, data_time: 0.004, memory: 25994, top1_acc: 0.4834, top5_acc: 0.7235, loss_cls: 2.2761, loss: 2.2761, grad_norm: 1.3606 2021-02-21 09:15:08,555 - mmaction - INFO - Epoch [169][400/470] lr: 2.114e-01, eta: 1 day, 8:26:28, time: 2.407, data_time: 0.006, memory: 25994, top1_acc: 0.4847, top5_acc: 0.7208, loss_cls: 2.2806, loss: 2.2806, grad_norm: 1.3914 2021-02-21 09:15:54,937 - mmaction - INFO - Epoch [169][420/470] lr: 2.114e-01, eta: 1 day, 8:25:26, time: 2.321, data_time: 0.008, memory: 25994, top1_acc: 0.4743, top5_acc: 0.7177, loss_cls: 2.2855, loss: 2.2855, grad_norm: 1.3644 2021-02-21 09:16:45,536 - mmaction - INFO - Epoch [169][440/470] lr: 2.114e-01, eta: 1 day, 8:24:25, time: 2.530, data_time: 0.003, memory: 25994, top1_acc: 0.4729, top5_acc: 0.7168, loss_cls: 2.3075, loss: 2.3075, grad_norm: 1.3705 2021-02-21 09:17:30,991 - mmaction - INFO - Epoch [169][460/470] lr: 2.114e-01, eta: 1 day, 8:23:22, time: 2.273, data_time: 0.003, memory: 25994, top1_acc: 0.4709, top5_acc: 0.7164, loss_cls: 2.3182, loss: 2.3182, grad_norm: 1.3629 2021-02-21 09:22:57,906 - mmaction - INFO - Epoch [170][20/470] lr: 2.071e-01, eta: 1 day, 8:23:43, time: 14.644, data_time: 12.285, memory: 25994, top1_acc: 0.4851, top5_acc: 0.7227, loss_cls: 2.2305, loss: 2.2305, grad_norm: 1.3329 2021-02-21 09:23:42,279 - mmaction - INFO - Epoch [170][40/470] lr: 2.071e-01, eta: 1 day, 8:22:40, time: 2.227, data_time: 0.012, memory: 25994, top1_acc: 0.4935, top5_acc: 0.7335, loss_cls: 2.2190, loss: 2.2190, grad_norm: 1.3483 2021-02-21 09:24:26,875 - mmaction - INFO - Epoch [170][60/470] lr: 2.071e-01, eta: 1 day, 8:21:36, time: 2.229, data_time: 0.006, memory: 25994, top1_acc: 0.4868, top5_acc: 0.7261, loss_cls: 2.2503, loss: 2.2503, grad_norm: 1.3705 2021-02-21 09:25:11,247 - mmaction - INFO - Epoch [170][80/470] lr: 2.071e-01, eta: 1 day, 8:20:33, time: 2.220, data_time: 0.005, memory: 25994, top1_acc: 0.4847, top5_acc: 0.7308, loss_cls: 2.2468, loss: 2.2468, grad_norm: 1.3679 2021-02-21 09:25:56,741 - mmaction - INFO - Epoch [170][100/470] lr: 2.071e-01, eta: 1 day, 8:19:30, time: 2.269, data_time: 0.003, memory: 25994, top1_acc: 0.4833, top5_acc: 0.7226, loss_cls: 2.2749, loss: 2.2749, grad_norm: 1.3694 2021-02-21 09:26:42,124 - mmaction - INFO - Epoch [170][120/470] lr: 2.071e-01, eta: 1 day, 8:18:27, time: 2.275, data_time: 0.012, memory: 25994, top1_acc: 0.4904, top5_acc: 0.7312, loss_cls: 2.2251, loss: 2.2251, grad_norm: 1.3642 2021-02-21 09:27:28,095 - mmaction - INFO - Epoch [170][140/470] lr: 2.071e-01, eta: 1 day, 8:17:24, time: 2.295, data_time: 0.009, memory: 25994, top1_acc: 0.4899, top5_acc: 0.7283, loss_cls: 2.2455, loss: 2.2455, grad_norm: 1.3728 2021-02-21 09:28:11,925 - mmaction - INFO - Epoch [170][160/470] lr: 2.071e-01, eta: 1 day, 8:16:20, time: 2.195, data_time: 0.007, memory: 25994, top1_acc: 0.4830, top5_acc: 0.7216, loss_cls: 2.2504, loss: 2.2504, grad_norm: 1.3782 2021-02-21 09:28:58,829 - mmaction - INFO - Epoch [170][180/470] lr: 2.071e-01, eta: 1 day, 8:15:18, time: 2.345, data_time: 0.005, memory: 25994, top1_acc: 0.4816, top5_acc: 0.7189, loss_cls: 2.2953, loss: 2.2953, grad_norm: 1.3701 2021-02-21 09:29:44,368 - mmaction - INFO - Epoch [170][200/470] lr: 2.071e-01, eta: 1 day, 8:14:15, time: 2.269, data_time: 0.003, memory: 25994, top1_acc: 0.4926, top5_acc: 0.7297, loss_cls: 2.2035, loss: 2.2035, grad_norm: 1.3431 2021-02-21 09:30:31,402 - mmaction - INFO - Epoch [170][220/470] lr: 2.071e-01, eta: 1 day, 8:13:13, time: 2.359, data_time: 0.012, memory: 25994, top1_acc: 0.4846, top5_acc: 0.7249, loss_cls: 2.2489, loss: 2.2489, grad_norm: 1.3464 2021-02-21 09:31:17,044 - mmaction - INFO - Epoch [170][240/470] lr: 2.071e-01, eta: 1 day, 8:12:10, time: 2.283, data_time: 0.005, memory: 25994, top1_acc: 0.4860, top5_acc: 0.7158, loss_cls: 2.2762, loss: 2.2762, grad_norm: 1.3743 2021-02-21 09:32:01,922 - mmaction - INFO - Epoch [170][260/470] lr: 2.071e-01, eta: 1 day, 8:11:07, time: 2.243, data_time: 0.005, memory: 25994, top1_acc: 0.4813, top5_acc: 0.7319, loss_cls: 2.2287, loss: 2.2287, grad_norm: 1.3659 2021-02-21 09:32:46,233 - mmaction - INFO - Epoch [170][280/470] lr: 2.071e-01, eta: 1 day, 8:10:03, time: 2.211, data_time: 0.005, memory: 25994, top1_acc: 0.4793, top5_acc: 0.7201, loss_cls: 2.2835, loss: 2.2835, grad_norm: 1.3577 2021-02-21 09:33:32,333 - mmaction - INFO - Epoch [170][300/470] lr: 2.071e-01, eta: 1 day, 8:09:01, time: 2.309, data_time: 0.010, memory: 25994, top1_acc: 0.4892, top5_acc: 0.7288, loss_cls: 2.2263, loss: 2.2263, grad_norm: 1.3572 2021-02-21 09:34:21,744 - mmaction - INFO - Epoch [170][320/470] lr: 2.071e-01, eta: 1 day, 8:08:00, time: 2.472, data_time: 0.006, memory: 25994, top1_acc: 0.4878, top5_acc: 0.7264, loss_cls: 2.2523, loss: 2.2523, grad_norm: 1.3818 2021-02-21 09:35:05,846 - mmaction - INFO - Epoch [170][340/470] lr: 2.071e-01, eta: 1 day, 8:06:56, time: 2.205, data_time: 0.005, memory: 25994, top1_acc: 0.4729, top5_acc: 0.7174, loss_cls: 2.2988, loss: 2.2988, grad_norm: 1.3992 2021-02-21 09:35:51,881 - mmaction - INFO - Epoch [170][360/470] lr: 2.071e-01, eta: 1 day, 8:05:54, time: 2.302, data_time: 0.003, memory: 25994, top1_acc: 0.4781, top5_acc: 0.7241, loss_cls: 2.2643, loss: 2.2643, grad_norm: 1.3845 2021-02-21 09:36:35,408 - mmaction - INFO - Epoch [170][380/470] lr: 2.071e-01, eta: 1 day, 8:04:50, time: 2.177, data_time: 0.003, memory: 25994, top1_acc: 0.4740, top5_acc: 0.7160, loss_cls: 2.3025, loss: 2.3025, grad_norm: 1.3845 2021-02-21 09:37:22,504 - mmaction - INFO - Epoch [170][400/470] lr: 2.071e-01, eta: 1 day, 8:03:48, time: 2.354, data_time: 0.002, memory: 25994, top1_acc: 0.4753, top5_acc: 0.7154, loss_cls: 2.2768, loss: 2.2768, grad_norm: 1.3849 2021-02-21 09:38:07,109 - mmaction - INFO - Epoch [170][420/470] lr: 2.071e-01, eta: 1 day, 8:02:44, time: 2.230, data_time: 0.003, memory: 25994, top1_acc: 0.4814, top5_acc: 0.7219, loss_cls: 2.2616, loss: 2.2616, grad_norm: 1.3514 2021-02-21 09:38:58,091 - mmaction - INFO - Epoch [170][440/470] lr: 2.071e-01, eta: 1 day, 8:01:44, time: 2.549, data_time: 0.003, memory: 25994, top1_acc: 0.4807, top5_acc: 0.7205, loss_cls: 2.2721, loss: 2.2721, grad_norm: 1.3954 2021-02-21 09:39:42,672 - mmaction - INFO - Epoch [170][460/470] lr: 2.071e-01, eta: 1 day, 8:00:41, time: 2.229, data_time: 0.006, memory: 25994, top1_acc: 0.4827, top5_acc: 0.7248, loss_cls: 2.2595, loss: 2.2595, grad_norm: 1.3786 2021-02-21 09:46:30,603 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-21 09:46:31,406 - mmaction - INFO - top1_acc 0.5366 top5_acc 0.7885 2021-02-21 09:46:31,406 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-21 09:46:31,462 - mmaction - INFO - mean_acc 0.5364 2021-02-21 09:46:31,469 - mmaction - INFO - Epoch(val) [170][470] top1_acc: 0.5366, top5_acc: 0.7885, mean_class_accuracy: 0.5364 2021-02-21 09:50:27,694 - mmaction - INFO - Epoch [171][20/470] lr: 2.028e-01, eta: 1 day, 8:00:32, time: 11.805, data_time: 9.367, memory: 25994, top1_acc: 0.4892, top5_acc: 0.7271, loss_cls: 2.2373, loss: 2.2373, grad_norm: 1.3746 2021-02-21 09:51:13,776 - mmaction - INFO - Epoch [171][40/470] lr: 2.028e-01, eta: 1 day, 7:59:29, time: 2.308, data_time: 0.009, memory: 25994, top1_acc: 0.4823, top5_acc: 0.7307, loss_cls: 2.2350, loss: 2.2350, grad_norm: 1.3714 2021-02-21 09:51:57,519 - mmaction - INFO - Epoch [171][60/470] lr: 2.028e-01, eta: 1 day, 7:58:25, time: 2.188, data_time: 0.009, memory: 25994, top1_acc: 0.4907, top5_acc: 0.7315, loss_cls: 2.2008, loss: 2.2008, grad_norm: 1.3554 2021-02-21 09:52:43,921 - mmaction - INFO - Epoch [171][80/470] lr: 2.028e-01, eta: 1 day, 7:57:23, time: 2.319, data_time: 0.003, memory: 25994, top1_acc: 0.4975, top5_acc: 0.7351, loss_cls: 2.1715, loss: 2.1715, grad_norm: 1.3702 2021-02-21 09:53:33,131 - mmaction - INFO - Epoch [171][100/470] lr: 2.028e-01, eta: 1 day, 7:56:22, time: 2.460, data_time: 0.006, memory: 25994, top1_acc: 0.4868, top5_acc: 0.7284, loss_cls: 2.2470, loss: 2.2470, grad_norm: 1.4000 2021-02-21 09:54:20,508 - mmaction - INFO - Epoch [171][120/470] lr: 2.028e-01, eta: 1 day, 7:55:20, time: 2.366, data_time: 0.006, memory: 25994, top1_acc: 0.4881, top5_acc: 0.7251, loss_cls: 2.2501, loss: 2.2501, grad_norm: 1.3611 2021-02-21 09:55:05,212 - mmaction - INFO - Epoch [171][140/470] lr: 2.028e-01, eta: 1 day, 7:54:17, time: 2.240, data_time: 0.013, memory: 25994, top1_acc: 0.4845, top5_acc: 0.7297, loss_cls: 2.2281, loss: 2.2281, grad_norm: 1.3878 2021-02-21 09:55:52,908 - mmaction - INFO - Epoch [171][160/470] lr: 2.028e-01, eta: 1 day, 7:53:15, time: 2.385, data_time: 0.004, memory: 25994, top1_acc: 0.4897, top5_acc: 0.7256, loss_cls: 2.2344, loss: 2.2344, grad_norm: 1.3968 2021-02-21 09:56:38,357 - mmaction - INFO - Epoch [171][180/470] lr: 2.028e-01, eta: 1 day, 7:52:12, time: 2.273, data_time: 0.005, memory: 25994, top1_acc: 0.4873, top5_acc: 0.7250, loss_cls: 2.2327, loss: 2.2327, grad_norm: 1.3782 2021-02-21 09:57:22,694 - mmaction - INFO - Epoch [171][200/470] lr: 2.028e-01, eta: 1 day, 7:51:09, time: 2.215, data_time: 0.003, memory: 25994, top1_acc: 0.4928, top5_acc: 0.7349, loss_cls: 2.2011, loss: 2.2011, grad_norm: 1.3959 2021-02-21 09:58:08,049 - mmaction - INFO - Epoch [171][220/470] lr: 2.028e-01, eta: 1 day, 7:50:06, time: 2.268, data_time: 0.006, memory: 25994, top1_acc: 0.4865, top5_acc: 0.7223, loss_cls: 2.2625, loss: 2.2625, grad_norm: 1.3813 2021-02-21 09:58:53,292 - mmaction - INFO - Epoch [171][240/470] lr: 2.028e-01, eta: 1 day, 7:49:03, time: 2.263, data_time: 0.005, memory: 25994, top1_acc: 0.4839, top5_acc: 0.7288, loss_cls: 2.2293, loss: 2.2293, grad_norm: 1.3650 2021-02-21 09:59:39,510 - mmaction - INFO - Epoch [171][260/470] lr: 2.028e-01, eta: 1 day, 7:48:00, time: 2.304, data_time: 0.003, memory: 25994, top1_acc: 0.4797, top5_acc: 0.7235, loss_cls: 2.2566, loss: 2.2566, grad_norm: 1.3822 2021-02-21 10:00:25,212 - mmaction - INFO - Epoch [171][280/470] lr: 2.028e-01, eta: 1 day, 7:46:58, time: 2.289, data_time: 0.014, memory: 25994, top1_acc: 0.4782, top5_acc: 0.7236, loss_cls: 2.2734, loss: 2.2734, grad_norm: 1.3865 2021-02-21 10:01:12,004 - mmaction - INFO - Epoch [171][300/470] lr: 2.028e-01, eta: 1 day, 7:45:56, time: 2.342, data_time: 0.009, memory: 25994, top1_acc: 0.4773, top5_acc: 0.7248, loss_cls: 2.2635, loss: 2.2635, grad_norm: 1.3804 2021-02-21 10:01:56,650 - mmaction - INFO - Epoch [171][320/470] lr: 2.028e-01, eta: 1 day, 7:44:53, time: 2.233, data_time: 0.005, memory: 25994, top1_acc: 0.4810, top5_acc: 0.7221, loss_cls: 2.2657, loss: 2.2657, grad_norm: 1.3703 2021-02-21 10:02:41,314 - mmaction - INFO - Epoch [171][340/470] lr: 2.028e-01, eta: 1 day, 7:43:49, time: 2.232, data_time: 0.005, memory: 25994, top1_acc: 0.4788, top5_acc: 0.7275, loss_cls: 2.2568, loss: 2.2568, grad_norm: 1.4025 2021-02-21 10:03:28,182 - mmaction - INFO - Epoch [171][360/470] lr: 2.028e-01, eta: 1 day, 7:42:47, time: 2.343, data_time: 0.005, memory: 25994, top1_acc: 0.4872, top5_acc: 0.7276, loss_cls: 2.2491, loss: 2.2491, grad_norm: 1.3961 2021-02-21 10:04:13,647 - mmaction - INFO - Epoch [171][380/470] lr: 2.028e-01, eta: 1 day, 7:41:44, time: 2.265, data_time: 0.005, memory: 25994, top1_acc: 0.4765, top5_acc: 0.7181, loss_cls: 2.2851, loss: 2.2851, grad_norm: 1.3873 2021-02-21 10:04:59,389 - mmaction - INFO - Epoch [171][400/470] lr: 2.028e-01, eta: 1 day, 7:40:42, time: 2.296, data_time: 0.015, memory: 25994, top1_acc: 0.4798, top5_acc: 0.7205, loss_cls: 2.2761, loss: 2.2761, grad_norm: 1.3784 2021-02-21 10:05:55,980 - mmaction - INFO - Epoch [171][420/470] lr: 2.028e-01, eta: 1 day, 7:39:45, time: 2.830, data_time: 0.004, memory: 25994, top1_acc: 0.4925, top5_acc: 0.7278, loss_cls: 2.2386, loss: 2.2386, grad_norm: 1.3999 2021-02-21 10:06:39,793 - mmaction - INFO - Epoch [171][440/470] lr: 2.028e-01, eta: 1 day, 7:38:41, time: 2.180, data_time: 0.005, memory: 25994, top1_acc: 0.4852, top5_acc: 0.7215, loss_cls: 2.2795, loss: 2.2795, grad_norm: 1.3594 2021-02-21 10:07:25,210 - mmaction - INFO - Epoch [171][460/470] lr: 2.028e-01, eta: 1 day, 7:37:38, time: 2.280, data_time: 0.015, memory: 25994, top1_acc: 0.4853, top5_acc: 0.7237, loss_cls: 2.2650, loss: 2.2650, grad_norm: 1.3761 2021-02-21 10:12:25,644 - mmaction - INFO - Epoch [172][20/470] lr: 1.986e-01, eta: 1 day, 7:37:42, time: 13.226, data_time: 10.484, memory: 25994, top1_acc: 0.4889, top5_acc: 0.7279, loss_cls: 2.2308, loss: 2.2308, grad_norm: 1.3750 2021-02-21 10:13:13,983 - mmaction - INFO - Epoch [172][40/470] lr: 1.986e-01, eta: 1 day, 7:36:41, time: 2.418, data_time: 0.004, memory: 25994, top1_acc: 0.4908, top5_acc: 0.7340, loss_cls: 2.2106, loss: 2.2106, grad_norm: 1.3864 2021-02-21 10:13:59,736 - mmaction - INFO - Epoch [172][60/470] lr: 1.986e-01, eta: 1 day, 7:35:38, time: 2.281, data_time: 0.002, memory: 25994, top1_acc: 0.4865, top5_acc: 0.7375, loss_cls: 2.2170, loss: 2.2170, grad_norm: 1.3842 2021-02-21 10:14:45,851 - mmaction - INFO - Epoch [172][80/470] lr: 1.986e-01, eta: 1 day, 7:34:35, time: 2.307, data_time: 0.011, memory: 25994, top1_acc: 0.4866, top5_acc: 0.7231, loss_cls: 2.2466, loss: 2.2466, grad_norm: 1.3851 2021-02-21 10:15:30,425 - mmaction - INFO - Epoch [172][100/470] lr: 1.986e-01, eta: 1 day, 7:33:32, time: 2.233, data_time: 0.007, memory: 25994, top1_acc: 0.4842, top5_acc: 0.7200, loss_cls: 2.2519, loss: 2.2519, grad_norm: 1.3825 2021-02-21 10:16:25,350 - mmaction - INFO - Epoch [172][120/470] lr: 1.986e-01, eta: 1 day, 7:32:34, time: 2.746, data_time: 0.003, memory: 25994, top1_acc: 0.4927, top5_acc: 0.7282, loss_cls: 2.2152, loss: 2.2152, grad_norm: 1.3753 2021-02-21 10:17:13,640 - mmaction - INFO - Epoch [172][140/470] lr: 1.986e-01, eta: 1 day, 7:31:33, time: 2.415, data_time: 0.003, memory: 25994, top1_acc: 0.4915, top5_acc: 0.7305, loss_cls: 2.2263, loss: 2.2263, grad_norm: 1.3886 2021-02-21 10:17:59,580 - mmaction - INFO - Epoch [172][160/470] lr: 1.986e-01, eta: 1 day, 7:30:30, time: 2.297, data_time: 0.002, memory: 25994, top1_acc: 0.4938, top5_acc: 0.7319, loss_cls: 2.2102, loss: 2.2102, grad_norm: 1.3888 2021-02-21 10:18:45,989 - mmaction - INFO - Epoch [172][180/470] lr: 1.986e-01, eta: 1 day, 7:29:28, time: 2.320, data_time: 0.002, memory: 25994, top1_acc: 0.4866, top5_acc: 0.7239, loss_cls: 2.2432, loss: 2.2432, grad_norm: 1.3785 2021-02-21 10:19:29,954 - mmaction - INFO - Epoch [172][200/470] lr: 1.986e-01, eta: 1 day, 7:28:25, time: 2.198, data_time: 0.004, memory: 25994, top1_acc: 0.4824, top5_acc: 0.7230, loss_cls: 2.2835, loss: 2.2835, grad_norm: 1.3884 2021-02-21 10:20:22,195 - mmaction - INFO - Epoch [172][220/470] lr: 1.986e-01, eta: 1 day, 7:27:25, time: 2.608, data_time: 0.012, memory: 25994, top1_acc: 0.4929, top5_acc: 0.7305, loss_cls: 2.2117, loss: 2.2117, grad_norm: 1.4022 2021-02-21 10:21:14,874 - mmaction - INFO - Epoch [172][240/470] lr: 1.986e-01, eta: 1 day, 7:26:26, time: 2.637, data_time: 0.010, memory: 25994, top1_acc: 0.4814, top5_acc: 0.7299, loss_cls: 2.2506, loss: 2.2506, grad_norm: 1.3979 2021-02-21 10:22:00,092 - mmaction - INFO - Epoch [172][260/470] lr: 1.986e-01, eta: 1 day, 7:25:23, time: 2.262, data_time: 0.009, memory: 25994, top1_acc: 0.5028, top5_acc: 0.7340, loss_cls: 2.2041, loss: 2.2041, grad_norm: 1.3705 2021-02-21 10:22:45,015 - mmaction - INFO - Epoch [172][280/470] lr: 1.986e-01, eta: 1 day, 7:24:21, time: 2.246, data_time: 0.007, memory: 25994, top1_acc: 0.4885, top5_acc: 0.7289, loss_cls: 2.2496, loss: 2.2496, grad_norm: 1.4009 2021-02-21 10:23:29,707 - mmaction - INFO - Epoch [172][300/470] lr: 1.986e-01, eta: 1 day, 7:23:17, time: 2.235, data_time: 0.005, memory: 25994, top1_acc: 0.4884, top5_acc: 0.7260, loss_cls: 2.2332, loss: 2.2332, grad_norm: 1.4046 2021-02-21 10:24:14,298 - mmaction - INFO - Epoch [172][320/470] lr: 1.986e-01, eta: 1 day, 7:22:14, time: 2.228, data_time: 0.005, memory: 25994, top1_acc: 0.4800, top5_acc: 0.7235, loss_cls: 2.2711, loss: 2.2711, grad_norm: 1.3818 2021-02-21 10:24:59,703 - mmaction - INFO - Epoch [172][340/470] lr: 1.986e-01, eta: 1 day, 7:21:12, time: 2.268, data_time: 0.006, memory: 25994, top1_acc: 0.4895, top5_acc: 0.7328, loss_cls: 2.2088, loss: 2.2088, grad_norm: 1.3881 2021-02-21 10:25:45,112 - mmaction - INFO - Epoch [172][360/470] lr: 1.986e-01, eta: 1 day, 7:20:09, time: 2.274, data_time: 0.008, memory: 25994, top1_acc: 0.4865, top5_acc: 0.7250, loss_cls: 2.2474, loss: 2.2474, grad_norm: 1.3949 2021-02-21 10:26:33,103 - mmaction - INFO - Epoch [172][380/470] lr: 1.986e-01, eta: 1 day, 7:19:08, time: 2.400, data_time: 0.005, memory: 25994, top1_acc: 0.4966, top5_acc: 0.7341, loss_cls: 2.2049, loss: 2.2049, grad_norm: 1.3860 2021-02-21 10:27:17,426 - mmaction - INFO - Epoch [172][400/470] lr: 1.986e-01, eta: 1 day, 7:18:04, time: 2.215, data_time: 0.007, memory: 25994, top1_acc: 0.4813, top5_acc: 0.7185, loss_cls: 2.2766, loss: 2.2766, grad_norm: 1.4104 2021-02-21 10:28:02,877 - mmaction - INFO - Epoch [172][420/470] lr: 1.986e-01, eta: 1 day, 7:17:02, time: 2.267, data_time: 0.004, memory: 25994, top1_acc: 0.4928, top5_acc: 0.7279, loss_cls: 2.2217, loss: 2.2217, grad_norm: 1.3625 2021-02-21 10:28:50,880 - mmaction - INFO - Epoch [172][440/470] lr: 1.986e-01, eta: 1 day, 7:16:00, time: 2.407, data_time: 0.012, memory: 25994, top1_acc: 0.4818, top5_acc: 0.7189, loss_cls: 2.2909, loss: 2.2909, grad_norm: 1.3974 2021-02-21 10:29:35,299 - mmaction - INFO - Epoch [172][460/470] lr: 1.986e-01, eta: 1 day, 7:14:57, time: 2.219, data_time: 0.004, memory: 25994, top1_acc: 0.4863, top5_acc: 0.7225, loss_cls: 2.2570, loss: 2.2570, grad_norm: 1.3831 2021-02-21 10:30:07,970 - mmaction - INFO - Saving checkpoint at 172 epochs 2021-02-21 10:34:18,978 - mmaction - INFO - Epoch [173][20/470] lr: 1.944e-01, eta: 1 day, 7:14:52, time: 12.465, data_time: 10.077, memory: 25994, top1_acc: 0.4969, top5_acc: 0.7357, loss_cls: 2.1941, loss: 2.1941, grad_norm: 1.3932 2021-02-21 10:35:04,205 - mmaction - INFO - Epoch [173][40/470] lr: 1.944e-01, eta: 1 day, 7:13:49, time: 2.262, data_time: 0.009, memory: 25994, top1_acc: 0.4937, top5_acc: 0.7304, loss_cls: 2.2046, loss: 2.2046, grad_norm: 1.3966 2021-02-21 10:35:48,231 - mmaction - INFO - Epoch [173][60/470] lr: 1.944e-01, eta: 1 day, 7:12:46, time: 2.199, data_time: 0.004, memory: 25994, top1_acc: 0.4892, top5_acc: 0.7278, loss_cls: 2.2127, loss: 2.2127, grad_norm: 1.3823 2021-02-21 10:36:33,253 - mmaction - INFO - Epoch [173][80/470] lr: 1.944e-01, eta: 1 day, 7:11:43, time: 2.249, data_time: 0.013, memory: 25994, top1_acc: 0.4984, top5_acc: 0.7344, loss_cls: 2.1836, loss: 2.1836, grad_norm: 1.3721 2021-02-21 10:37:20,345 - mmaction - INFO - Epoch [173][100/470] lr: 1.944e-01, eta: 1 day, 7:10:41, time: 2.358, data_time: 0.008, memory: 25994, top1_acc: 0.4909, top5_acc: 0.7313, loss_cls: 2.2016, loss: 2.2016, grad_norm: 1.3812 2021-02-21 10:38:05,557 - mmaction - INFO - Epoch [173][120/470] lr: 1.944e-01, eta: 1 day, 7:09:38, time: 2.261, data_time: 0.003, memory: 25994, top1_acc: 0.4882, top5_acc: 0.7254, loss_cls: 2.2168, loss: 2.2168, grad_norm: 1.3979 2021-02-21 10:38:52,151 - mmaction - INFO - Epoch [173][140/470] lr: 1.944e-01, eta: 1 day, 7:08:36, time: 2.330, data_time: 0.003, memory: 25994, top1_acc: 0.4984, top5_acc: 0.7330, loss_cls: 2.2066, loss: 2.2066, grad_norm: 1.3950 2021-02-21 10:39:37,331 - mmaction - INFO - Epoch [173][160/470] lr: 1.944e-01, eta: 1 day, 7:07:33, time: 2.259, data_time: 0.004, memory: 25994, top1_acc: 0.4853, top5_acc: 0.7286, loss_cls: 2.2362, loss: 2.2362, grad_norm: 1.3876 2021-02-21 10:40:22,752 - mmaction - INFO - Epoch [173][180/470] lr: 1.944e-01, eta: 1 day, 7:06:31, time: 2.268, data_time: 0.004, memory: 25994, top1_acc: 0.4791, top5_acc: 0.7192, loss_cls: 2.2698, loss: 2.2698, grad_norm: 1.4079 2021-02-21 10:41:07,926 - mmaction - INFO - Epoch [173][200/470] lr: 1.944e-01, eta: 1 day, 7:05:28, time: 2.262, data_time: 0.006, memory: 25994, top1_acc: 0.4819, top5_acc: 0.7282, loss_cls: 2.2396, loss: 2.2396, grad_norm: 1.4078 2021-02-21 10:41:51,746 - mmaction - INFO - Epoch [173][220/470] lr: 1.944e-01, eta: 1 day, 7:04:25, time: 2.191, data_time: 0.003, memory: 25994, top1_acc: 0.4759, top5_acc: 0.7202, loss_cls: 2.2817, loss: 2.2817, grad_norm: 1.4087 2021-02-21 10:42:37,804 - mmaction - INFO - Epoch [173][240/470] lr: 1.944e-01, eta: 1 day, 7:03:22, time: 2.302, data_time: 0.004, memory: 25994, top1_acc: 0.4828, top5_acc: 0.7277, loss_cls: 2.2396, loss: 2.2396, grad_norm: 1.4103 2021-02-21 10:43:23,730 - mmaction - INFO - Epoch [173][260/470] lr: 1.944e-01, eta: 1 day, 7:02:20, time: 2.297, data_time: 0.003, memory: 25994, top1_acc: 0.4843, top5_acc: 0.7260, loss_cls: 2.2413, loss: 2.2413, grad_norm: 1.3967 2021-02-21 10:44:08,178 - mmaction - INFO - Epoch [173][280/470] lr: 1.944e-01, eta: 1 day, 7:01:17, time: 2.221, data_time: 0.003, memory: 25994, top1_acc: 0.4921, top5_acc: 0.7359, loss_cls: 2.2059, loss: 2.2059, grad_norm: 1.3926 2021-02-21 10:44:51,946 - mmaction - INFO - Epoch [173][300/470] lr: 1.944e-01, eta: 1 day, 7:00:14, time: 2.176, data_time: 0.003, memory: 25994, top1_acc: 0.4930, top5_acc: 0.7262, loss_cls: 2.2073, loss: 2.2073, grad_norm: 1.3981 2021-02-21 10:45:36,386 - mmaction - INFO - Epoch [173][320/470] lr: 1.944e-01, eta: 1 day, 6:59:11, time: 2.235, data_time: 0.017, memory: 25994, top1_acc: 0.4924, top5_acc: 0.7298, loss_cls: 2.2079, loss: 2.2079, grad_norm: 1.4115 2021-02-21 10:46:21,820 - mmaction - INFO - Epoch [173][340/470] lr: 1.944e-01, eta: 1 day, 6:58:08, time: 2.270, data_time: 0.005, memory: 25994, top1_acc: 0.4846, top5_acc: 0.7246, loss_cls: 2.2209, loss: 2.2209, grad_norm: 1.3896 2021-02-21 10:47:08,854 - mmaction - INFO - Epoch [173][360/470] lr: 1.944e-01, eta: 1 day, 6:57:06, time: 2.333, data_time: 0.008, memory: 25994, top1_acc: 0.4900, top5_acc: 0.7323, loss_cls: 2.2231, loss: 2.2231, grad_norm: 1.3901 2021-02-21 10:47:53,945 - mmaction - INFO - Epoch [173][380/470] lr: 1.944e-01, eta: 1 day, 6:56:04, time: 2.275, data_time: 0.028, memory: 25994, top1_acc: 0.4969, top5_acc: 0.7331, loss_cls: 2.1959, loss: 2.1959, grad_norm: 1.3951 2021-02-21 10:48:39,008 - mmaction - INFO - Epoch [173][400/470] lr: 1.944e-01, eta: 1 day, 6:55:01, time: 2.253, data_time: 0.006, memory: 25994, top1_acc: 0.4842, top5_acc: 0.7310, loss_cls: 2.2391, loss: 2.2391, grad_norm: 1.4466 2021-02-21 10:49:27,458 - mmaction - INFO - Epoch [173][420/470] lr: 1.944e-01, eta: 1 day, 6:54:00, time: 2.423, data_time: 0.006, memory: 25994, top1_acc: 0.4844, top5_acc: 0.7177, loss_cls: 2.2654, loss: 2.2654, grad_norm: 1.3738 2021-02-21 10:50:12,714 - mmaction - INFO - Epoch [173][440/470] lr: 1.944e-01, eta: 1 day, 6:52:57, time: 2.262, data_time: 0.005, memory: 25994, top1_acc: 0.4806, top5_acc: 0.7239, loss_cls: 2.2553, loss: 2.2553, grad_norm: 1.4146 2021-02-21 10:50:58,352 - mmaction - INFO - Epoch [173][460/470] lr: 1.944e-01, eta: 1 day, 6:51:55, time: 2.282, data_time: 0.006, memory: 25994, top1_acc: 0.4906, top5_acc: 0.7352, loss_cls: 2.2151, loss: 2.2151, grad_norm: 1.4018 2021-02-21 10:55:46,681 - mmaction - INFO - Epoch [174][20/470] lr: 1.902e-01, eta: 1 day, 6:51:51, time: 12.758, data_time: 10.480, memory: 25994, top1_acc: 0.4957, top5_acc: 0.7380, loss_cls: 2.1742, loss: 2.1742, grad_norm: 1.3936 2021-02-21 10:56:31,370 - mmaction - INFO - Epoch [174][40/470] lr: 1.902e-01, eta: 1 day, 6:50:48, time: 2.236, data_time: 0.005, memory: 25994, top1_acc: 0.4876, top5_acc: 0.7257, loss_cls: 2.2290, loss: 2.2290, grad_norm: 1.4068 2021-02-21 10:57:16,413 - mmaction - INFO - Epoch [174][60/470] lr: 1.902e-01, eta: 1 day, 6:49:45, time: 2.251, data_time: 0.003, memory: 25994, top1_acc: 0.4907, top5_acc: 0.7360, loss_cls: 2.1879, loss: 2.1879, grad_norm: 1.3981 2021-02-21 10:58:01,632 - mmaction - INFO - Epoch [174][80/470] lr: 1.902e-01, eta: 1 day, 6:48:43, time: 2.262, data_time: 0.006, memory: 25994, top1_acc: 0.4956, top5_acc: 0.7306, loss_cls: 2.2064, loss: 2.2064, grad_norm: 1.4252 2021-02-21 10:58:47,155 - mmaction - INFO - Epoch [174][100/470] lr: 1.902e-01, eta: 1 day, 6:47:40, time: 2.275, data_time: 0.017, memory: 25994, top1_acc: 0.4984, top5_acc: 0.7325, loss_cls: 2.1955, loss: 2.1955, grad_norm: 1.4015 2021-02-21 10:59:34,172 - mmaction - INFO - Epoch [174][120/470] lr: 1.902e-01, eta: 1 day, 6:46:39, time: 2.347, data_time: 0.005, memory: 25994, top1_acc: 0.4906, top5_acc: 0.7341, loss_cls: 2.2018, loss: 2.2018, grad_norm: 1.4328 2021-02-21 11:00:20,017 - mmaction - INFO - Epoch [174][140/470] lr: 1.902e-01, eta: 1 day, 6:45:36, time: 2.296, data_time: 0.008, memory: 25994, top1_acc: 0.4913, top5_acc: 0.7352, loss_cls: 2.1985, loss: 2.1985, grad_norm: 1.4207 2021-02-21 11:01:04,855 - mmaction - INFO - Epoch [174][160/470] lr: 1.902e-01, eta: 1 day, 6:44:33, time: 2.241, data_time: 0.005, memory: 25994, top1_acc: 0.4871, top5_acc: 0.7296, loss_cls: 2.2405, loss: 2.2405, grad_norm: 1.4028 2021-02-21 11:01:50,833 - mmaction - INFO - Epoch [174][180/470] lr: 1.902e-01, eta: 1 day, 6:43:31, time: 2.297, data_time: 0.006, memory: 25994, top1_acc: 0.4938, top5_acc: 0.7329, loss_cls: 2.1968, loss: 2.1968, grad_norm: 1.3852 2021-02-21 11:02:35,597 - mmaction - INFO - Epoch [174][200/470] lr: 1.902e-01, eta: 1 day, 6:42:29, time: 2.244, data_time: 0.008, memory: 25994, top1_acc: 0.4883, top5_acc: 0.7321, loss_cls: 2.2048, loss: 2.2048, grad_norm: 1.4099 2021-02-21 11:03:20,661 - mmaction - INFO - Epoch [174][220/470] lr: 1.902e-01, eta: 1 day, 6:41:26, time: 2.253, data_time: 0.002, memory: 25994, top1_acc: 0.4907, top5_acc: 0.7348, loss_cls: 2.1950, loss: 2.1950, grad_norm: 1.4135 2021-02-21 11:04:08,557 - mmaction - INFO - Epoch [174][240/470] lr: 1.902e-01, eta: 1 day, 6:40:25, time: 2.394, data_time: 0.003, memory: 25994, top1_acc: 0.4940, top5_acc: 0.7292, loss_cls: 2.2229, loss: 2.2229, grad_norm: 1.3897 2021-02-21 11:04:54,046 - mmaction - INFO - Epoch [174][260/470] lr: 1.902e-01, eta: 1 day, 6:39:22, time: 2.275, data_time: 0.009, memory: 25994, top1_acc: 0.4874, top5_acc: 0.7309, loss_cls: 2.2202, loss: 2.2202, grad_norm: 1.4347 2021-02-21 11:05:41,706 - mmaction - INFO - Epoch [174][280/470] lr: 1.902e-01, eta: 1 day, 6:38:21, time: 2.381, data_time: 0.006, memory: 25994, top1_acc: 0.4940, top5_acc: 0.7353, loss_cls: 2.2032, loss: 2.2032, grad_norm: 1.4299 2021-02-21 11:06:26,910 - mmaction - INFO - Epoch [174][300/470] lr: 1.902e-01, eta: 1 day, 6:37:18, time: 2.252, data_time: 0.006, memory: 25994, top1_acc: 0.4928, top5_acc: 0.7294, loss_cls: 2.2211, loss: 2.2211, grad_norm: 1.3801 2021-02-21 11:07:14,337 - mmaction - INFO - Epoch [174][320/470] lr: 1.902e-01, eta: 1 day, 6:36:17, time: 2.382, data_time: 0.018, memory: 25994, top1_acc: 0.4973, top5_acc: 0.7305, loss_cls: 2.2094, loss: 2.2094, grad_norm: 1.4173 2021-02-21 11:07:59,683 - mmaction - INFO - Epoch [174][340/470] lr: 1.902e-01, eta: 1 day, 6:35:14, time: 2.268, data_time: 0.006, memory: 25994, top1_acc: 0.4924, top5_acc: 0.7296, loss_cls: 2.2181, loss: 2.2181, grad_norm: 1.4106 2021-02-21 11:08:48,040 - mmaction - INFO - Epoch [174][360/470] lr: 1.902e-01, eta: 1 day, 6:34:13, time: 2.417, data_time: 0.004, memory: 25994, top1_acc: 0.4986, top5_acc: 0.7367, loss_cls: 2.1996, loss: 2.1996, grad_norm: 1.4059 2021-02-21 11:09:34,636 - mmaction - INFO - Epoch [174][380/470] lr: 1.902e-01, eta: 1 day, 6:33:11, time: 2.325, data_time: 0.007, memory: 25994, top1_acc: 0.4914, top5_acc: 0.7274, loss_cls: 2.2325, loss: 2.2325, grad_norm: 1.3955 2021-02-21 11:10:20,197 - mmaction - INFO - Epoch [174][400/470] lr: 1.902e-01, eta: 1 day, 6:32:09, time: 2.282, data_time: 0.009, memory: 25994, top1_acc: 0.4933, top5_acc: 0.7339, loss_cls: 2.1986, loss: 2.1986, grad_norm: 1.4000 2021-02-21 11:11:04,963 - mmaction - INFO - Epoch [174][420/470] lr: 1.902e-01, eta: 1 day, 6:31:06, time: 2.235, data_time: 0.005, memory: 25994, top1_acc: 0.5020, top5_acc: 0.7359, loss_cls: 2.1821, loss: 2.1821, grad_norm: 1.4055 2021-02-21 11:12:01,297 - mmaction - INFO - Epoch [174][440/470] lr: 1.902e-01, eta: 1 day, 6:30:09, time: 2.821, data_time: 0.008, memory: 25994, top1_acc: 0.4851, top5_acc: 0.7271, loss_cls: 2.2487, loss: 2.2487, grad_norm: 1.4272 2021-02-21 11:12:46,299 - mmaction - INFO - Epoch [174][460/470] lr: 1.902e-01, eta: 1 day, 6:29:07, time: 2.249, data_time: 0.004, memory: 25994, top1_acc: 0.4895, top5_acc: 0.7315, loss_cls: 2.1928, loss: 2.1928, grad_norm: 1.3729 2021-02-21 11:17:37,879 - mmaction - INFO - Epoch [175][20/470] lr: 1.860e-01, eta: 1 day, 6:29:03, time: 12.907, data_time: 10.470, memory: 25994, top1_acc: 0.4990, top5_acc: 0.7378, loss_cls: 2.1596, loss: 2.1596, grad_norm: 1.4243 2021-02-21 11:18:22,810 - mmaction - INFO - Epoch [175][40/470] lr: 1.860e-01, eta: 1 day, 6:28:00, time: 2.250, data_time: 0.008, memory: 25994, top1_acc: 0.4965, top5_acc: 0.7322, loss_cls: 2.1975, loss: 2.1975, grad_norm: 1.4103 2021-02-21 11:19:09,808 - mmaction - INFO - Epoch [175][60/470] lr: 1.860e-01, eta: 1 day, 6:26:58, time: 2.350, data_time: 0.005, memory: 25994, top1_acc: 0.4999, top5_acc: 0.7363, loss_cls: 2.1821, loss: 2.1821, grad_norm: 1.4158 2021-02-21 11:19:57,994 - mmaction - INFO - Epoch [175][80/470] lr: 1.860e-01, eta: 1 day, 6:25:57, time: 2.410, data_time: 0.005, memory: 25994, top1_acc: 0.4970, top5_acc: 0.7393, loss_cls: 2.1831, loss: 2.1831, grad_norm: 1.4115 2021-02-21 11:20:43,343 - mmaction - INFO - Epoch [175][100/470] lr: 1.860e-01, eta: 1 day, 6:24:55, time: 2.265, data_time: 0.004, memory: 25994, top1_acc: 0.4915, top5_acc: 0.7356, loss_cls: 2.1990, loss: 2.1990, grad_norm: 1.4250 2021-02-21 11:21:39,123 - mmaction - INFO - Epoch [175][120/470] lr: 1.860e-01, eta: 1 day, 6:23:57, time: 2.791, data_time: 0.008, memory: 25994, top1_acc: 0.4960, top5_acc: 0.7307, loss_cls: 2.1966, loss: 2.1966, grad_norm: 1.4179 2021-02-21 11:22:24,601 - mmaction - INFO - Epoch [175][140/470] lr: 1.860e-01, eta: 1 day, 6:22:55, time: 2.273, data_time: 0.006, memory: 25994, top1_acc: 0.4981, top5_acc: 0.7381, loss_cls: 2.1574, loss: 2.1574, grad_norm: 1.4114 2021-02-21 11:23:08,703 - mmaction - INFO - Epoch [175][160/470] lr: 1.860e-01, eta: 1 day, 6:21:52, time: 2.207, data_time: 0.007, memory: 25994, top1_acc: 0.4910, top5_acc: 0.7330, loss_cls: 2.2126, loss: 2.2126, grad_norm: 1.4476 2021-02-21 11:23:55,161 - mmaction - INFO - Epoch [175][180/470] lr: 1.860e-01, eta: 1 day, 6:20:50, time: 2.324, data_time: 0.006, memory: 25994, top1_acc: 0.4849, top5_acc: 0.7238, loss_cls: 2.2525, loss: 2.2525, grad_norm: 1.4231 2021-02-21 11:24:40,027 - mmaction - INFO - Epoch [175][200/470] lr: 1.860e-01, eta: 1 day, 6:19:47, time: 2.243, data_time: 0.003, memory: 25994, top1_acc: 0.4896, top5_acc: 0.7295, loss_cls: 2.2222, loss: 2.2222, grad_norm: 1.4195 2021-02-21 11:25:25,879 - mmaction - INFO - Epoch [175][220/470] lr: 1.860e-01, eta: 1 day, 6:18:45, time: 2.290, data_time: 0.003, memory: 25994, top1_acc: 0.4950, top5_acc: 0.7278, loss_cls: 2.2162, loss: 2.2162, grad_norm: 1.4322 2021-02-21 11:26:12,269 - mmaction - INFO - Epoch [175][240/470] lr: 1.860e-01, eta: 1 day, 6:17:43, time: 2.321, data_time: 0.007, memory: 25994, top1_acc: 0.4855, top5_acc: 0.7298, loss_cls: 2.2387, loss: 2.2387, grad_norm: 1.4412 2021-02-21 11:26:56,792 - mmaction - INFO - Epoch [175][260/470] lr: 1.860e-01, eta: 1 day, 6:16:41, time: 2.223, data_time: 0.005, memory: 25994, top1_acc: 0.4998, top5_acc: 0.7386, loss_cls: 2.1717, loss: 2.1717, grad_norm: 1.4081 2021-02-21 11:27:44,328 - mmaction - INFO - Epoch [175][280/470] lr: 1.860e-01, eta: 1 day, 6:15:39, time: 2.370, data_time: 0.007, memory: 25994, top1_acc: 0.4837, top5_acc: 0.7295, loss_cls: 2.2351, loss: 2.2351, grad_norm: 1.4002 2021-02-21 11:28:29,182 - mmaction - INFO - Epoch [175][300/470] lr: 1.860e-01, eta: 1 day, 6:14:37, time: 2.253, data_time: 0.015, memory: 25994, top1_acc: 0.4966, top5_acc: 0.7350, loss_cls: 2.1842, loss: 2.1842, grad_norm: 1.4013 2021-02-21 11:29:16,644 - mmaction - INFO - Epoch [175][320/470] lr: 1.860e-01, eta: 1 day, 6:13:35, time: 2.371, data_time: 0.005, memory: 25994, top1_acc: 0.4988, top5_acc: 0.7363, loss_cls: 2.1783, loss: 2.1783, grad_norm: 1.4088 2021-02-21 11:30:01,615 - mmaction - INFO - Epoch [175][340/470] lr: 1.860e-01, eta: 1 day, 6:12:33, time: 2.240, data_time: 0.006, memory: 25994, top1_acc: 0.4919, top5_acc: 0.7344, loss_cls: 2.2183, loss: 2.2183, grad_norm: 1.4215 2021-02-21 11:30:47,663 - mmaction - INFO - Epoch [175][360/470] lr: 1.860e-01, eta: 1 day, 6:11:31, time: 2.310, data_time: 0.022, memory: 25994, top1_acc: 0.5018, top5_acc: 0.7376, loss_cls: 2.1664, loss: 2.1664, grad_norm: 1.3953 2021-02-21 11:31:33,868 - mmaction - INFO - Epoch [175][380/470] lr: 1.860e-01, eta: 1 day, 6:10:29, time: 2.314, data_time: 0.008, memory: 25994, top1_acc: 0.4942, top5_acc: 0.7283, loss_cls: 2.2170, loss: 2.2170, grad_norm: 1.4307 2021-02-21 11:32:21,322 - mmaction - INFO - Epoch [175][400/470] lr: 1.860e-01, eta: 1 day, 6:09:28, time: 2.371, data_time: 0.006, memory: 25994, top1_acc: 0.4963, top5_acc: 0.7385, loss_cls: 2.1807, loss: 2.1807, grad_norm: 1.4323 2021-02-21 11:33:06,194 - mmaction - INFO - Epoch [175][420/470] lr: 1.860e-01, eta: 1 day, 6:08:25, time: 2.245, data_time: 0.007, memory: 25994, top1_acc: 0.4926, top5_acc: 0.7306, loss_cls: 2.2140, loss: 2.2140, grad_norm: 1.4233 2021-02-21 11:33:52,136 - mmaction - INFO - Epoch [175][440/470] lr: 1.860e-01, eta: 1 day, 6:07:23, time: 2.294, data_time: 0.002, memory: 25994, top1_acc: 0.4852, top5_acc: 0.7233, loss_cls: 2.2452, loss: 2.2452, grad_norm: 1.4300 2021-02-21 11:34:41,909 - mmaction - INFO - Epoch [175][460/470] lr: 1.860e-01, eta: 1 day, 6:06:23, time: 2.488, data_time: 0.012, memory: 25994, top1_acc: 0.4880, top5_acc: 0.7238, loss_cls: 2.2275, loss: 2.2275, grad_norm: 1.4326 2021-02-21 11:42:12,586 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-21 11:42:13,351 - mmaction - INFO - top1_acc 0.5266 top5_acc 0.7768 2021-02-21 11:42:13,352 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-21 11:42:13,410 - mmaction - INFO - mean_acc 0.5265 2021-02-21 11:42:13,421 - mmaction - INFO - Epoch(val) [175][470] top1_acc: 0.5266, top5_acc: 0.7768, mean_class_accuracy: 0.5265 2021-02-21 11:46:13,420 - mmaction - INFO - Epoch [176][20/470] lr: 1.819e-01, eta: 1 day, 6:06:09, time: 11.996, data_time: 9.509, memory: 25994, top1_acc: 0.4963, top5_acc: 0.7348, loss_cls: 2.1861, loss: 2.1861, grad_norm: 1.4466 2021-02-21 11:46:58,853 - mmaction - INFO - Epoch [176][40/470] lr: 1.819e-01, eta: 1 day, 6:05:07, time: 2.274, data_time: 0.006, memory: 25994, top1_acc: 0.4925, top5_acc: 0.7344, loss_cls: 2.2155, loss: 2.2155, grad_norm: 1.4271 2021-02-21 11:47:45,779 - mmaction - INFO - Epoch [176][60/470] lr: 1.819e-01, eta: 1 day, 6:04:05, time: 2.346, data_time: 0.004, memory: 25994, top1_acc: 0.5019, top5_acc: 0.7371, loss_cls: 2.1659, loss: 2.1659, grad_norm: 1.3976 2021-02-21 11:48:31,833 - mmaction - INFO - Epoch [176][80/470] lr: 1.819e-01, eta: 1 day, 6:03:03, time: 2.301, data_time: 0.005, memory: 25994, top1_acc: 0.4996, top5_acc: 0.7417, loss_cls: 2.1385, loss: 2.1385, grad_norm: 1.4549 2021-02-21 11:49:18,981 - mmaction - INFO - Epoch [176][100/470] lr: 1.819e-01, eta: 1 day, 6:02:02, time: 2.359, data_time: 0.006, memory: 25994, top1_acc: 0.5002, top5_acc: 0.7317, loss_cls: 2.1905, loss: 2.1905, grad_norm: 1.4383 2021-02-21 11:50:03,855 - mmaction - INFO - Epoch [176][120/470] lr: 1.819e-01, eta: 1 day, 6:00:59, time: 2.244, data_time: 0.005, memory: 25994, top1_acc: 0.4954, top5_acc: 0.7328, loss_cls: 2.1933, loss: 2.1933, grad_norm: 1.4211 2021-02-21 11:50:48,102 - mmaction - INFO - Epoch [176][140/470] lr: 1.819e-01, eta: 1 day, 5:59:56, time: 2.212, data_time: 0.003, memory: 25994, top1_acc: 0.5067, top5_acc: 0.7428, loss_cls: 2.1592, loss: 2.1592, grad_norm: 1.4285 2021-02-21 11:51:34,246 - mmaction - INFO - Epoch [176][160/470] lr: 1.819e-01, eta: 1 day, 5:58:54, time: 2.303, data_time: 0.008, memory: 25994, top1_acc: 0.4870, top5_acc: 0.7334, loss_cls: 2.2190, loss: 2.2190, grad_norm: 1.4567 2021-02-21 11:52:20,156 - mmaction - INFO - Epoch [176][180/470] lr: 1.819e-01, eta: 1 day, 5:57:52, time: 2.293, data_time: 0.008, memory: 25994, top1_acc: 0.4964, top5_acc: 0.7337, loss_cls: 2.1864, loss: 2.1864, grad_norm: 1.4055 2021-02-21 11:53:07,009 - mmaction - INFO - Epoch [176][200/470] lr: 1.819e-01, eta: 1 day, 5:56:51, time: 2.345, data_time: 0.010, memory: 25994, top1_acc: 0.4986, top5_acc: 0.7419, loss_cls: 2.1674, loss: 2.1674, grad_norm: 1.4063 2021-02-21 11:54:07,259 - mmaction - INFO - Epoch [176][220/470] lr: 1.819e-01, eta: 1 day, 5:55:55, time: 3.016, data_time: 0.007, memory: 25994, top1_acc: 0.4979, top5_acc: 0.7355, loss_cls: 2.1689, loss: 2.1689, grad_norm: 1.4172 2021-02-21 11:54:56,026 - mmaction - INFO - Epoch [176][240/470] lr: 1.819e-01, eta: 1 day, 5:54:55, time: 2.433, data_time: 0.009, memory: 25994, top1_acc: 0.4922, top5_acc: 0.7346, loss_cls: 2.1971, loss: 2.1971, grad_norm: 1.4208 2021-02-21 11:55:39,907 - mmaction - INFO - Epoch [176][260/470] lr: 1.819e-01, eta: 1 day, 5:53:52, time: 2.194, data_time: 0.008, memory: 25994, top1_acc: 0.4940, top5_acc: 0.7312, loss_cls: 2.2236, loss: 2.2236, grad_norm: 1.4399 2021-02-21 11:56:25,281 - mmaction - INFO - Epoch [176][280/470] lr: 1.819e-01, eta: 1 day, 5:52:49, time: 2.273, data_time: 0.015, memory: 25994, top1_acc: 0.4918, top5_acc: 0.7285, loss_cls: 2.2174, loss: 2.2174, grad_norm: 1.4281 2021-02-21 11:57:11,675 - mmaction - INFO - Epoch [176][300/470] lr: 1.819e-01, eta: 1 day, 5:51:48, time: 2.316, data_time: 0.012, memory: 25994, top1_acc: 0.4961, top5_acc: 0.7267, loss_cls: 2.2253, loss: 2.2253, grad_norm: 1.4326 2021-02-21 11:57:58,424 - mmaction - INFO - Epoch [176][320/470] lr: 1.819e-01, eta: 1 day, 5:50:46, time: 2.337, data_time: 0.010, memory: 25994, top1_acc: 0.4915, top5_acc: 0.7305, loss_cls: 2.2112, loss: 2.2112, grad_norm: 1.4319 2021-02-21 11:58:42,945 - mmaction - INFO - Epoch [176][340/470] lr: 1.819e-01, eta: 1 day, 5:49:44, time: 2.232, data_time: 0.009, memory: 25994, top1_acc: 0.4916, top5_acc: 0.7353, loss_cls: 2.1952, loss: 2.1952, grad_norm: 1.4342 2021-02-21 11:59:27,946 - mmaction - INFO - Epoch [176][360/470] lr: 1.819e-01, eta: 1 day, 5:48:41, time: 2.247, data_time: 0.003, memory: 25994, top1_acc: 0.4926, top5_acc: 0.7341, loss_cls: 2.1967, loss: 2.1967, grad_norm: 1.4326 2021-02-21 12:00:13,048 - mmaction - INFO - Epoch [176][380/470] lr: 1.819e-01, eta: 1 day, 5:47:39, time: 2.256, data_time: 0.006, memory: 25994, top1_acc: 0.4945, top5_acc: 0.7355, loss_cls: 2.1953, loss: 2.1953, grad_norm: 1.4255 2021-02-21 12:01:01,796 - mmaction - INFO - Epoch [176][400/470] lr: 1.819e-01, eta: 1 day, 5:46:38, time: 2.426, data_time: 0.005, memory: 25994, top1_acc: 0.4968, top5_acc: 0.7380, loss_cls: 2.1866, loss: 2.1866, grad_norm: 1.4338 2021-02-21 12:01:45,355 - mmaction - INFO - Epoch [176][420/470] lr: 1.819e-01, eta: 1 day, 5:45:35, time: 2.191, data_time: 0.016, memory: 25994, top1_acc: 0.4966, top5_acc: 0.7308, loss_cls: 2.2005, loss: 2.2005, grad_norm: 1.4392 2021-02-21 12:02:31,305 - mmaction - INFO - Epoch [176][440/470] lr: 1.819e-01, eta: 1 day, 5:44:33, time: 2.296, data_time: 0.003, memory: 25994, top1_acc: 0.4859, top5_acc: 0.7243, loss_cls: 2.2585, loss: 2.2585, grad_norm: 1.4435 2021-02-21 12:03:16,381 - mmaction - INFO - Epoch [176][460/470] lr: 1.819e-01, eta: 1 day, 5:43:31, time: 2.247, data_time: 0.004, memory: 25994, top1_acc: 0.4949, top5_acc: 0.7287, loss_cls: 2.2115, loss: 2.2115, grad_norm: 1.4209 2021-02-21 12:03:51,613 - mmaction - INFO - Saving checkpoint at 176 epochs 2021-02-21 12:08:18,372 - mmaction - INFO - Epoch [177][20/470] lr: 1.778e-01, eta: 1 day, 5:43:27, time: 13.245, data_time: 10.780, memory: 25994, top1_acc: 0.5053, top5_acc: 0.7351, loss_cls: 2.1686, loss: 2.1686, grad_norm: 1.4132 2021-02-21 12:09:05,502 - mmaction - INFO - Epoch [177][40/470] lr: 1.778e-01, eta: 1 day, 5:42:26, time: 2.353, data_time: 0.003, memory: 25994, top1_acc: 0.5068, top5_acc: 0.7398, loss_cls: 2.1475, loss: 2.1475, grad_norm: 1.4328 2021-02-21 12:09:52,006 - mmaction - INFO - Epoch [177][60/470] lr: 1.778e-01, eta: 1 day, 5:41:24, time: 2.328, data_time: 0.010, memory: 25994, top1_acc: 0.5092, top5_acc: 0.7387, loss_cls: 2.1416, loss: 2.1416, grad_norm: 1.4168 2021-02-21 12:10:38,867 - mmaction - INFO - Epoch [177][80/470] lr: 1.778e-01, eta: 1 day, 5:40:23, time: 2.343, data_time: 0.003, memory: 25994, top1_acc: 0.5088, top5_acc: 0.7480, loss_cls: 2.1329, loss: 2.1329, grad_norm: 1.4323 2021-02-21 12:11:24,602 - mmaction - INFO - Epoch [177][100/470] lr: 1.778e-01, eta: 1 day, 5:39:21, time: 2.285, data_time: 0.004, memory: 25994, top1_acc: 0.5023, top5_acc: 0.7394, loss_cls: 2.1624, loss: 2.1624, grad_norm: 1.4319 2021-02-21 12:12:13,886 - mmaction - INFO - Epoch [177][120/470] lr: 1.778e-01, eta: 1 day, 5:38:20, time: 2.466, data_time: 0.005, memory: 25994, top1_acc: 0.5049, top5_acc: 0.7438, loss_cls: 2.1399, loss: 2.1399, grad_norm: 1.4408 2021-02-21 12:13:03,264 - mmaction - INFO - Epoch [177][140/470] lr: 1.778e-01, eta: 1 day, 5:37:20, time: 2.469, data_time: 0.013, memory: 25994, top1_acc: 0.5026, top5_acc: 0.7319, loss_cls: 2.1740, loss: 2.1740, grad_norm: 1.4252 2021-02-21 12:13:48,494 - mmaction - INFO - Epoch [177][160/470] lr: 1.778e-01, eta: 1 day, 5:36:18, time: 2.261, data_time: 0.010, memory: 25994, top1_acc: 0.4951, top5_acc: 0.7354, loss_cls: 2.2128, loss: 2.2128, grad_norm: 1.4523 2021-02-21 12:14:33,513 - mmaction - INFO - Epoch [177][180/470] lr: 1.778e-01, eta: 1 day, 5:35:15, time: 2.251, data_time: 0.005, memory: 25994, top1_acc: 0.5018, top5_acc: 0.7326, loss_cls: 2.1874, loss: 2.1874, grad_norm: 1.4512 2021-02-21 12:15:19,289 - mmaction - INFO - Epoch [177][200/470] lr: 1.778e-01, eta: 1 day, 5:34:13, time: 2.287, data_time: 0.003, memory: 25994, top1_acc: 0.4969, top5_acc: 0.7306, loss_cls: 2.2210, loss: 2.2210, grad_norm: 1.4388 2021-02-21 12:16:14,231 - mmaction - INFO - Epoch [177][220/470] lr: 1.778e-01, eta: 1 day, 5:33:15, time: 2.748, data_time: 0.006, memory: 25994, top1_acc: 0.4958, top5_acc: 0.7307, loss_cls: 2.2017, loss: 2.2017, grad_norm: 1.4305 2021-02-21 12:17:04,215 - mmaction - INFO - Epoch [177][240/470] lr: 1.778e-01, eta: 1 day, 5:32:15, time: 2.495, data_time: 0.005, memory: 25994, top1_acc: 0.4906, top5_acc: 0.7316, loss_cls: 2.2083, loss: 2.2083, grad_norm: 1.4554 2021-02-21 12:17:49,374 - mmaction - INFO - Epoch [177][260/470] lr: 1.778e-01, eta: 1 day, 5:31:13, time: 2.256, data_time: 0.018, memory: 25994, top1_acc: 0.5092, top5_acc: 0.7460, loss_cls: 2.1254, loss: 2.1254, grad_norm: 1.4440 2021-02-21 12:18:36,442 - mmaction - INFO - Epoch [177][280/470] lr: 1.778e-01, eta: 1 day, 5:30:12, time: 2.360, data_time: 0.010, memory: 25994, top1_acc: 0.4927, top5_acc: 0.7345, loss_cls: 2.2071, loss: 2.2071, grad_norm: 1.4356 2021-02-21 12:19:23,516 - mmaction - INFO - Epoch [177][300/470] lr: 1.778e-01, eta: 1 day, 5:29:10, time: 2.354, data_time: 0.005, memory: 25994, top1_acc: 0.4898, top5_acc: 0.7301, loss_cls: 2.2131, loss: 2.2131, grad_norm: 1.4415 2021-02-21 12:20:12,230 - mmaction - INFO - Epoch [177][320/470] lr: 1.778e-01, eta: 1 day, 5:28:10, time: 2.433, data_time: 0.004, memory: 25994, top1_acc: 0.4880, top5_acc: 0.7294, loss_cls: 2.2220, loss: 2.2220, grad_norm: 1.4504 2021-02-21 12:21:09,809 - mmaction - INFO - Epoch [177][340/470] lr: 1.778e-01, eta: 1 day, 5:27:12, time: 2.759, data_time: 0.007, memory: 25994, top1_acc: 0.4934, top5_acc: 0.7400, loss_cls: 2.1984, loss: 2.1984, grad_norm: 1.4366 2021-02-21 12:22:00,311 - mmaction - INFO - Epoch [177][360/470] lr: 1.778e-01, eta: 1 day, 5:26:13, time: 2.647, data_time: 0.125, memory: 25994, top1_acc: 0.4895, top5_acc: 0.7309, loss_cls: 2.2363, loss: 2.2363, grad_norm: 1.4267 2021-02-21 12:22:49,320 - mmaction - INFO - Epoch [177][380/470] lr: 1.778e-01, eta: 1 day, 5:25:13, time: 2.446, data_time: 0.003, memory: 25994, top1_acc: 0.4931, top5_acc: 0.7357, loss_cls: 2.1896, loss: 2.1896, grad_norm: 1.4259 2021-02-21 12:23:36,207 - mmaction - INFO - Epoch [177][400/470] lr: 1.778e-01, eta: 1 day, 5:24:11, time: 2.336, data_time: 0.008, memory: 25994, top1_acc: 0.4945, top5_acc: 0.7306, loss_cls: 2.1948, loss: 2.1948, grad_norm: 1.4399 2021-02-21 12:24:25,261 - mmaction - INFO - Epoch [177][420/470] lr: 1.778e-01, eta: 1 day, 5:23:11, time: 2.459, data_time: 0.017, memory: 25994, top1_acc: 0.5009, top5_acc: 0.7433, loss_cls: 2.1448, loss: 2.1448, grad_norm: 1.4307 2021-02-21 12:25:12,509 - mmaction - INFO - Epoch [177][440/470] lr: 1.778e-01, eta: 1 day, 5:22:10, time: 2.367, data_time: 0.010, memory: 25994, top1_acc: 0.4932, top5_acc: 0.7348, loss_cls: 2.2164, loss: 2.2164, grad_norm: 1.4552 2021-02-21 12:25:58,244 - mmaction - INFO - Epoch [177][460/470] lr: 1.778e-01, eta: 1 day, 5:21:08, time: 2.290, data_time: 0.006, memory: 25994, top1_acc: 0.4866, top5_acc: 0.7246, loss_cls: 2.2348, loss: 2.2348, grad_norm: 1.4301 2021-02-21 12:30:51,285 - mmaction - INFO - Epoch [178][20/470] lr: 1.737e-01, eta: 1 day, 5:20:59, time: 12.825, data_time: 10.430, memory: 25994, top1_acc: 0.5007, top5_acc: 0.7404, loss_cls: 2.1594, loss: 2.1594, grad_norm: 1.4507 2021-02-21 12:31:36,921 - mmaction - INFO - Epoch [178][40/470] lr: 1.737e-01, eta: 1 day, 5:19:57, time: 2.282, data_time: 0.004, memory: 25994, top1_acc: 0.5061, top5_acc: 0.7475, loss_cls: 2.1108, loss: 2.1108, grad_norm: 1.4339 2021-02-21 12:32:22,689 - mmaction - INFO - Epoch [178][60/470] lr: 1.737e-01, eta: 1 day, 5:18:55, time: 2.287, data_time: 0.008, memory: 25994, top1_acc: 0.5141, top5_acc: 0.7444, loss_cls: 2.1108, loss: 2.1108, grad_norm: 1.4718 2021-02-21 12:33:07,175 - mmaction - INFO - Epoch [178][80/470] lr: 1.737e-01, eta: 1 day, 5:17:53, time: 2.224, data_time: 0.011, memory: 25994, top1_acc: 0.5008, top5_acc: 0.7432, loss_cls: 2.1410, loss: 2.1410, grad_norm: 1.4427 2021-02-21 12:33:53,618 - mmaction - INFO - Epoch [178][100/470] lr: 1.737e-01, eta: 1 day, 5:16:51, time: 2.323, data_time: 0.006, memory: 25994, top1_acc: 0.5059, top5_acc: 0.7390, loss_cls: 2.1492, loss: 2.1492, grad_norm: 1.4562 2021-02-21 12:34:37,992 - mmaction - INFO - Epoch [178][120/470] lr: 1.737e-01, eta: 1 day, 5:15:49, time: 2.219, data_time: 0.004, memory: 25994, top1_acc: 0.4993, top5_acc: 0.7359, loss_cls: 2.1990, loss: 2.1990, grad_norm: 1.4764 2021-02-21 12:35:24,346 - mmaction - INFO - Epoch [178][140/470] lr: 1.737e-01, eta: 1 day, 5:14:47, time: 2.317, data_time: 0.005, memory: 25994, top1_acc: 0.5030, top5_acc: 0.7406, loss_cls: 2.1556, loss: 2.1556, grad_norm: 1.4683 2021-02-21 12:36:09,092 - mmaction - INFO - Epoch [178][160/470] lr: 1.737e-01, eta: 1 day, 5:13:45, time: 2.238, data_time: 0.005, memory: 25994, top1_acc: 0.4946, top5_acc: 0.7346, loss_cls: 2.2151, loss: 2.2151, grad_norm: 1.4501 2021-02-21 12:36:55,650 - mmaction - INFO - Epoch [178][180/470] lr: 1.737e-01, eta: 1 day, 5:12:43, time: 2.324, data_time: 0.004, memory: 25994, top1_acc: 0.5073, top5_acc: 0.7454, loss_cls: 2.1234, loss: 2.1234, grad_norm: 1.4457 2021-02-21 12:37:41,205 - mmaction - INFO - Epoch [178][200/470] lr: 1.737e-01, eta: 1 day, 5:11:41, time: 2.282, data_time: 0.009, memory: 25994, top1_acc: 0.5110, top5_acc: 0.7426, loss_cls: 2.1347, loss: 2.1347, grad_norm: 1.4664 2021-02-21 12:38:34,687 - mmaction - INFO - Epoch [178][220/470] lr: 1.737e-01, eta: 1 day, 5:10:43, time: 2.673, data_time: 0.010, memory: 25994, top1_acc: 0.4984, top5_acc: 0.7400, loss_cls: 2.1689, loss: 2.1689, grad_norm: 1.4422 2021-02-21 12:39:21,289 - mmaction - INFO - Epoch [178][240/470] lr: 1.737e-01, eta: 1 day, 5:09:41, time: 2.331, data_time: 0.010, memory: 25994, top1_acc: 0.4972, top5_acc: 0.7319, loss_cls: 2.1993, loss: 2.1993, grad_norm: 1.4385 2021-02-21 12:40:06,828 - mmaction - INFO - Epoch [178][260/470] lr: 1.737e-01, eta: 1 day, 5:08:39, time: 2.268, data_time: 0.005, memory: 25994, top1_acc: 0.5066, top5_acc: 0.7441, loss_cls: 2.1421, loss: 2.1421, grad_norm: 1.4508 2021-02-21 12:40:51,803 - mmaction - INFO - Epoch [178][280/470] lr: 1.737e-01, eta: 1 day, 5:07:37, time: 2.255, data_time: 0.013, memory: 25994, top1_acc: 0.5033, top5_acc: 0.7406, loss_cls: 2.1541, loss: 2.1541, grad_norm: 1.4209 2021-02-21 12:41:38,816 - mmaction - INFO - Epoch [178][300/470] lr: 1.737e-01, eta: 1 day, 5:06:36, time: 2.349, data_time: 0.007, memory: 25994, top1_acc: 0.5046, top5_acc: 0.7423, loss_cls: 2.1417, loss: 2.1417, grad_norm: 1.4448 2021-02-21 12:42:25,097 - mmaction - INFO - Epoch [178][320/470] lr: 1.737e-01, eta: 1 day, 5:05:34, time: 2.318, data_time: 0.007, memory: 25994, top1_acc: 0.4983, top5_acc: 0.7361, loss_cls: 2.1715, loss: 2.1715, grad_norm: 1.4403 2021-02-21 12:43:09,339 - mmaction - INFO - Epoch [178][340/470] lr: 1.737e-01, eta: 1 day, 5:04:32, time: 2.212, data_time: 0.006, memory: 25994, top1_acc: 0.4978, top5_acc: 0.7355, loss_cls: 2.1918, loss: 2.1918, grad_norm: 1.4713 2021-02-21 12:43:53,892 - mmaction - INFO - Epoch [178][360/470] lr: 1.737e-01, eta: 1 day, 5:03:29, time: 2.227, data_time: 0.003, memory: 25994, top1_acc: 0.5030, top5_acc: 0.7348, loss_cls: 2.1786, loss: 2.1786, grad_norm: 1.4399 2021-02-21 12:44:42,426 - mmaction - INFO - Epoch [178][380/470] lr: 1.737e-01, eta: 1 day, 5:02:29, time: 2.422, data_time: 0.003, memory: 25994, top1_acc: 0.5050, top5_acc: 0.7334, loss_cls: 2.1778, loss: 2.1778, grad_norm: 1.4162 2021-02-21 12:45:28,181 - mmaction - INFO - Epoch [178][400/470] lr: 1.737e-01, eta: 1 day, 5:01:27, time: 2.279, data_time: 0.009, memory: 25994, top1_acc: 0.5027, top5_acc: 0.7384, loss_cls: 2.1508, loss: 2.1508, grad_norm: 1.4570 2021-02-21 12:46:12,146 - mmaction - INFO - Epoch [178][420/470] lr: 1.737e-01, eta: 1 day, 5:00:24, time: 2.213, data_time: 0.020, memory: 25994, top1_acc: 0.5011, top5_acc: 0.7366, loss_cls: 2.1709, loss: 2.1709, grad_norm: 1.4557 2021-02-21 12:46:56,527 - mmaction - INFO - Epoch [178][440/470] lr: 1.737e-01, eta: 1 day, 4:59:22, time: 2.216, data_time: 0.001, memory: 25994, top1_acc: 0.5076, top5_acc: 0.7350, loss_cls: 2.1715, loss: 2.1715, grad_norm: 1.4398 2021-02-21 12:47:43,267 - mmaction - INFO - Epoch [178][460/470] lr: 1.737e-01, eta: 1 day, 4:58:21, time: 2.339, data_time: 0.005, memory: 25994, top1_acc: 0.4904, top5_acc: 0.7262, loss_cls: 2.2333, loss: 2.2333, grad_norm: 1.4681 2021-02-21 12:52:22,272 - mmaction - INFO - Epoch [179][20/470] lr: 1.697e-01, eta: 1 day, 4:58:05, time: 12.217, data_time: 9.968, memory: 25994, top1_acc: 0.5066, top5_acc: 0.7386, loss_cls: 2.1665, loss: 2.1665, grad_norm: 1.4552 2021-02-21 12:53:07,152 - mmaction - INFO - Epoch [179][40/470] lr: 1.697e-01, eta: 1 day, 4:57:03, time: 2.243, data_time: 0.004, memory: 25994, top1_acc: 0.4993, top5_acc: 0.7395, loss_cls: 2.1633, loss: 2.1633, grad_norm: 1.4505 2021-02-21 12:54:06,209 - mmaction - INFO - Epoch [179][60/470] lr: 1.697e-01, eta: 1 day, 4:56:07, time: 2.949, data_time: 0.004, memory: 25994, top1_acc: 0.5044, top5_acc: 0.7454, loss_cls: 2.1436, loss: 2.1436, grad_norm: 1.4371 2021-02-21 12:54:53,627 - mmaction - INFO - Epoch [179][80/470] lr: 1.697e-01, eta: 1 day, 4:55:06, time: 2.378, data_time: 0.011, memory: 25994, top1_acc: 0.5121, top5_acc: 0.7463, loss_cls: 2.1207, loss: 2.1207, grad_norm: 1.4556 2021-02-21 12:55:40,540 - mmaction - INFO - Epoch [179][100/470] lr: 1.697e-01, eta: 1 day, 4:54:04, time: 2.344, data_time: 0.002, memory: 25994, top1_acc: 0.5005, top5_acc: 0.7381, loss_cls: 2.1475, loss: 2.1475, grad_norm: 1.4859 2021-02-21 12:56:27,670 - mmaction - INFO - Epoch [179][120/470] lr: 1.697e-01, eta: 1 day, 4:53:03, time: 2.357, data_time: 0.005, memory: 25994, top1_acc: 0.5071, top5_acc: 0.7494, loss_cls: 2.1094, loss: 2.1094, grad_norm: 1.4551 2021-02-21 12:57:11,955 - mmaction - INFO - Epoch [179][140/470] lr: 1.697e-01, eta: 1 day, 4:52:01, time: 2.212, data_time: 0.003, memory: 25994, top1_acc: 0.4986, top5_acc: 0.7379, loss_cls: 2.1752, loss: 2.1752, grad_norm: 1.4628 2021-02-21 12:57:55,930 - mmaction - INFO - Epoch [179][160/470] lr: 1.697e-01, eta: 1 day, 4:50:58, time: 2.201, data_time: 0.006, memory: 25994, top1_acc: 0.5082, top5_acc: 0.7384, loss_cls: 2.1788, loss: 2.1788, grad_norm: 1.4535 2021-02-21 12:58:41,345 - mmaction - INFO - Epoch [179][180/470] lr: 1.697e-01, eta: 1 day, 4:49:56, time: 2.270, data_time: 0.004, memory: 25994, top1_acc: 0.5055, top5_acc: 0.7388, loss_cls: 2.1568, loss: 2.1568, grad_norm: 1.4563 2021-02-21 12:59:26,165 - mmaction - INFO - Epoch [179][200/470] lr: 1.697e-01, eta: 1 day, 4:48:54, time: 2.240, data_time: 0.004, memory: 25994, top1_acc: 0.5016, top5_acc: 0.7423, loss_cls: 2.1454, loss: 2.1454, grad_norm: 1.4565 2021-02-21 13:00:12,326 - mmaction - INFO - Epoch [179][220/470] lr: 1.697e-01, eta: 1 day, 4:47:53, time: 2.309, data_time: 0.007, memory: 25994, top1_acc: 0.5016, top5_acc: 0.7385, loss_cls: 2.1470, loss: 2.1470, grad_norm: 1.4922 2021-02-21 13:00:56,674 - mmaction - INFO - Epoch [179][240/470] lr: 1.697e-01, eta: 1 day, 4:46:50, time: 2.218, data_time: 0.005, memory: 25994, top1_acc: 0.5028, top5_acc: 0.7355, loss_cls: 2.1615, loss: 2.1615, grad_norm: 1.4748 2021-02-21 13:01:41,978 - mmaction - INFO - Epoch [179][260/470] lr: 1.697e-01, eta: 1 day, 4:45:48, time: 2.266, data_time: 0.004, memory: 25994, top1_acc: 0.5077, top5_acc: 0.7410, loss_cls: 2.1358, loss: 2.1358, grad_norm: 1.4623 2021-02-21 13:02:26,737 - mmaction - INFO - Epoch [179][280/470] lr: 1.697e-01, eta: 1 day, 4:44:46, time: 2.231, data_time: 0.003, memory: 25994, top1_acc: 0.5035, top5_acc: 0.7342, loss_cls: 2.1522, loss: 2.1522, grad_norm: 1.4672 2021-02-21 13:03:12,733 - mmaction - INFO - Epoch [179][300/470] lr: 1.697e-01, eta: 1 day, 4:43:45, time: 2.307, data_time: 0.011, memory: 25994, top1_acc: 0.4982, top5_acc: 0.7343, loss_cls: 2.1802, loss: 2.1802, grad_norm: 1.4641 2021-02-21 13:03:58,244 - mmaction - INFO - Epoch [179][320/470] lr: 1.697e-01, eta: 1 day, 4:42:43, time: 2.276, data_time: 0.003, memory: 25994, top1_acc: 0.5057, top5_acc: 0.7469, loss_cls: 2.1363, loss: 2.1363, grad_norm: 1.4563 2021-02-21 13:04:44,900 - mmaction - INFO - Epoch [179][340/470] lr: 1.697e-01, eta: 1 day, 4:41:42, time: 2.333, data_time: 0.005, memory: 25994, top1_acc: 0.5057, top5_acc: 0.7351, loss_cls: 2.1820, loss: 2.1820, grad_norm: 1.4550 2021-02-21 13:05:33,432 - mmaction - INFO - Epoch [179][360/470] lr: 1.697e-01, eta: 1 day, 4:40:41, time: 2.423, data_time: 0.005, memory: 25994, top1_acc: 0.4981, top5_acc: 0.7354, loss_cls: 2.1620, loss: 2.1620, grad_norm: 1.5027 2021-02-21 13:06:20,499 - mmaction - INFO - Epoch [179][380/470] lr: 1.697e-01, eta: 1 day, 4:39:40, time: 2.356, data_time: 0.008, memory: 25994, top1_acc: 0.4928, top5_acc: 0.7386, loss_cls: 2.1847, loss: 2.1847, grad_norm: 1.4846 2021-02-21 13:07:04,832 - mmaction - INFO - Epoch [179][400/470] lr: 1.697e-01, eta: 1 day, 4:38:38, time: 2.216, data_time: 0.006, memory: 25994, top1_acc: 0.4953, top5_acc: 0.7315, loss_cls: 2.2066, loss: 2.2066, grad_norm: 1.4543 2021-02-21 13:07:50,430 - mmaction - INFO - Epoch [179][420/470] lr: 1.697e-01, eta: 1 day, 4:37:36, time: 2.279, data_time: 0.008, memory: 25994, top1_acc: 0.4896, top5_acc: 0.7286, loss_cls: 2.2095, loss: 2.2095, grad_norm: 1.4592 2021-02-21 13:08:41,426 - mmaction - INFO - Epoch [179][440/470] lr: 1.697e-01, eta: 1 day, 4:36:36, time: 2.549, data_time: 0.007, memory: 25994, top1_acc: 0.5043, top5_acc: 0.7368, loss_cls: 2.1723, loss: 2.1723, grad_norm: 1.4457 2021-02-21 13:09:27,938 - mmaction - INFO - Epoch [179][460/470] lr: 1.697e-01, eta: 1 day, 4:35:35, time: 2.327, data_time: 0.006, memory: 25994, top1_acc: 0.5004, top5_acc: 0.7398, loss_cls: 2.1572, loss: 2.1572, grad_norm: 1.4619 2021-02-21 13:14:22,989 - mmaction - INFO - Epoch [180][20/470] lr: 1.657e-01, eta: 1 day, 4:35:25, time: 12.974, data_time: 10.704, memory: 25994, top1_acc: 0.5056, top5_acc: 0.7451, loss_cls: 2.1346, loss: 2.1346, grad_norm: 1.4829 2021-02-21 13:15:07,792 - mmaction - INFO - Epoch [180][40/470] lr: 1.657e-01, eta: 1 day, 4:34:23, time: 2.239, data_time: 0.005, memory: 25994, top1_acc: 0.5045, top5_acc: 0.7465, loss_cls: 2.1388, loss: 2.1388, grad_norm: 1.4688 2021-02-21 13:15:52,435 - mmaction - INFO - Epoch [180][60/470] lr: 1.657e-01, eta: 1 day, 4:33:20, time: 2.230, data_time: 0.004, memory: 25994, top1_acc: 0.5044, top5_acc: 0.7487, loss_cls: 2.1453, loss: 2.1453, grad_norm: 1.4691 2021-02-21 13:16:39,960 - mmaction - INFO - Epoch [180][80/470] lr: 1.657e-01, eta: 1 day, 4:32:19, time: 2.378, data_time: 0.006, memory: 25994, top1_acc: 0.5081, top5_acc: 0.7495, loss_cls: 2.1359, loss: 2.1359, grad_norm: 1.4626 2021-02-21 13:17:28,354 - mmaction - INFO - Epoch [180][100/470] lr: 1.657e-01, eta: 1 day, 4:31:19, time: 2.416, data_time: 0.003, memory: 25994, top1_acc: 0.5155, top5_acc: 0.7454, loss_cls: 2.1092, loss: 2.1092, grad_norm: 1.4467 2021-02-21 13:18:14,646 - mmaction - INFO - Epoch [180][120/470] lr: 1.657e-01, eta: 1 day, 4:30:17, time: 2.317, data_time: 0.007, memory: 25994, top1_acc: 0.5076, top5_acc: 0.7437, loss_cls: 2.1300, loss: 2.1300, grad_norm: 1.4590 2021-02-21 13:19:01,511 - mmaction - INFO - Epoch [180][140/470] lr: 1.657e-01, eta: 1 day, 4:29:16, time: 2.344, data_time: 0.005, memory: 25994, top1_acc: 0.4974, top5_acc: 0.7329, loss_cls: 2.1957, loss: 2.1957, grad_norm: 1.4954 2021-02-21 13:19:47,305 - mmaction - INFO - Epoch [180][160/470] lr: 1.657e-01, eta: 1 day, 4:28:15, time: 2.286, data_time: 0.005, memory: 25994, top1_acc: 0.5147, top5_acc: 0.7477, loss_cls: 2.1147, loss: 2.1147, grad_norm: 1.4602 2021-02-21 13:20:37,850 - mmaction - INFO - Epoch [180][180/470] lr: 1.657e-01, eta: 1 day, 4:27:15, time: 2.531, data_time: 0.007, memory: 25994, top1_acc: 0.5043, top5_acc: 0.7392, loss_cls: 2.1519, loss: 2.1519, grad_norm: 1.4937 2021-02-21 13:21:32,470 - mmaction - INFO - Epoch [180][200/470] lr: 1.657e-01, eta: 1 day, 4:26:17, time: 2.731, data_time: 0.004, memory: 25994, top1_acc: 0.5055, top5_acc: 0.7395, loss_cls: 2.1457, loss: 2.1457, grad_norm: 1.4714 2021-02-21 13:22:17,051 - mmaction - INFO - Epoch [180][220/470] lr: 1.657e-01, eta: 1 day, 4:25:15, time: 2.227, data_time: 0.006, memory: 25994, top1_acc: 0.5074, top5_acc: 0.7400, loss_cls: 2.1463, loss: 2.1463, grad_norm: 1.4740 2021-02-21 13:23:01,771 - mmaction - INFO - Epoch [180][240/470] lr: 1.657e-01, eta: 1 day, 4:24:13, time: 2.238, data_time: 0.007, memory: 25994, top1_acc: 0.5067, top5_acc: 0.7427, loss_cls: 2.1575, loss: 2.1575, grad_norm: 1.4767 2021-02-21 13:23:47,404 - mmaction - INFO - Epoch [180][260/470] lr: 1.657e-01, eta: 1 day, 4:23:11, time: 2.282, data_time: 0.004, memory: 25994, top1_acc: 0.5065, top5_acc: 0.7428, loss_cls: 2.1426, loss: 2.1426, grad_norm: 1.4635 2021-02-21 13:24:32,013 - mmaction - INFO - Epoch [180][280/470] lr: 1.657e-01, eta: 1 day, 4:22:09, time: 2.230, data_time: 0.005, memory: 25994, top1_acc: 0.5063, top5_acc: 0.7408, loss_cls: 2.1551, loss: 2.1551, grad_norm: 1.4864 2021-02-21 13:25:20,138 - mmaction - INFO - Epoch [180][300/470] lr: 1.657e-01, eta: 1 day, 4:21:09, time: 2.406, data_time: 0.004, memory: 25994, top1_acc: 0.5066, top5_acc: 0.7388, loss_cls: 2.1542, loss: 2.1542, grad_norm: 1.4959 2021-02-21 13:26:06,030 - mmaction - INFO - Epoch [180][320/470] lr: 1.657e-01, eta: 1 day, 4:20:07, time: 2.295, data_time: 0.012, memory: 25994, top1_acc: 0.4928, top5_acc: 0.7315, loss_cls: 2.1859, loss: 2.1859, grad_norm: 1.4951 2021-02-21 13:26:50,802 - mmaction - INFO - Epoch [180][340/470] lr: 1.657e-01, eta: 1 day, 4:19:05, time: 2.238, data_time: 0.004, memory: 25994, top1_acc: 0.5042, top5_acc: 0.7408, loss_cls: 2.1645, loss: 2.1645, grad_norm: 1.4488 2021-02-21 13:27:35,571 - mmaction - INFO - Epoch [180][360/470] lr: 1.657e-01, eta: 1 day, 4:18:03, time: 2.240, data_time: 0.006, memory: 25994, top1_acc: 0.5013, top5_acc: 0.7398, loss_cls: 2.1601, loss: 2.1601, grad_norm: 1.5034 2021-02-21 13:28:20,497 - mmaction - INFO - Epoch [180][380/470] lr: 1.657e-01, eta: 1 day, 4:17:01, time: 2.246, data_time: 0.004, memory: 25994, top1_acc: 0.5019, top5_acc: 0.7460, loss_cls: 2.1456, loss: 2.1456, grad_norm: 1.5094 2021-02-21 13:29:05,601 - mmaction - INFO - Epoch [180][400/470] lr: 1.657e-01, eta: 1 day, 4:15:59, time: 2.251, data_time: 0.011, memory: 25994, top1_acc: 0.5007, top5_acc: 0.7386, loss_cls: 2.1611, loss: 2.1611, grad_norm: 1.4635 2021-02-21 13:29:50,425 - mmaction - INFO - Epoch [180][420/470] lr: 1.657e-01, eta: 1 day, 4:14:57, time: 2.246, data_time: 0.011, memory: 25994, top1_acc: 0.5055, top5_acc: 0.7445, loss_cls: 2.1435, loss: 2.1435, grad_norm: 1.4780 2021-02-21 13:30:34,756 - mmaction - INFO - Epoch [180][440/470] lr: 1.657e-01, eta: 1 day, 4:13:55, time: 2.213, data_time: 0.004, memory: 25994, top1_acc: 0.5125, top5_acc: 0.7463, loss_cls: 2.1217, loss: 2.1217, grad_norm: 1.4490 2021-02-21 13:31:19,354 - mmaction - INFO - Epoch [180][460/470] lr: 1.657e-01, eta: 1 day, 4:12:53, time: 2.227, data_time: 0.006, memory: 25994, top1_acc: 0.5015, top5_acc: 0.7388, loss_cls: 2.1773, loss: 2.1773, grad_norm: 1.4636 2021-02-21 13:31:53,736 - mmaction - INFO - Saving checkpoint at 180 epochs 2021-02-21 13:38:51,338 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-21 13:38:52,144 - mmaction - INFO - top1_acc 0.5521 top5_acc 0.7983 2021-02-21 13:38:52,144 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-21 13:38:52,203 - mmaction - INFO - mean_acc 0.5521 2021-02-21 13:38:52,425 - mmaction - INFO - Epoch(val) [180][470] top1_acc: 0.5521, top5_acc: 0.7983, mean_class_accuracy: 0.5521 2021-02-21 13:42:42,443 - mmaction - INFO - Epoch [181][20/470] lr: 1.617e-01, eta: 1 day, 4:12:29, time: 11.499, data_time: 9.228, memory: 25994, top1_acc: 0.5107, top5_acc: 0.7395, loss_cls: 2.1430, loss: 2.1430, grad_norm: 1.4648 2021-02-21 13:43:27,303 - mmaction - INFO - Epoch [181][40/470] lr: 1.617e-01, eta: 1 day, 4:11:27, time: 2.244, data_time: 0.007, memory: 25994, top1_acc: 0.5072, top5_acc: 0.7492, loss_cls: 2.1052, loss: 2.1052, grad_norm: 1.4804 2021-02-21 13:44:12,688 - mmaction - INFO - Epoch [181][60/470] lr: 1.617e-01, eta: 1 day, 4:10:25, time: 2.265, data_time: 0.003, memory: 25994, top1_acc: 0.5125, top5_acc: 0.7469, loss_cls: 2.1134, loss: 2.1134, grad_norm: 1.4486 2021-02-21 13:44:56,863 - mmaction - INFO - Epoch [181][80/470] lr: 1.617e-01, eta: 1 day, 4:09:23, time: 2.212, data_time: 0.009, memory: 25994, top1_acc: 0.5096, top5_acc: 0.7445, loss_cls: 2.1177, loss: 2.1177, grad_norm: 1.4618 2021-02-21 13:45:42,804 - mmaction - INFO - Epoch [181][100/470] lr: 1.617e-01, eta: 1 day, 4:08:21, time: 2.290, data_time: 0.007, memory: 25994, top1_acc: 0.5146, top5_acc: 0.7495, loss_cls: 2.1172, loss: 2.1172, grad_norm: 1.4732 2021-02-21 13:46:29,462 - mmaction - INFO - Epoch [181][120/470] lr: 1.617e-01, eta: 1 day, 4:07:20, time: 2.340, data_time: 0.011, memory: 25994, top1_acc: 0.5100, top5_acc: 0.7434, loss_cls: 2.1298, loss: 2.1298, grad_norm: 1.4963 2021-02-21 13:47:15,754 - mmaction - INFO - Epoch [181][140/470] lr: 1.617e-01, eta: 1 day, 4:06:19, time: 2.315, data_time: 0.006, memory: 25994, top1_acc: 0.5102, top5_acc: 0.7439, loss_cls: 2.1297, loss: 2.1297, grad_norm: 1.4769 2021-02-21 13:47:59,799 - mmaction - INFO - Epoch [181][160/470] lr: 1.617e-01, eta: 1 day, 4:05:17, time: 2.202, data_time: 0.006, memory: 25994, top1_acc: 0.5151, top5_acc: 0.7442, loss_cls: 2.1157, loss: 2.1157, grad_norm: 1.4897 2021-02-21 13:48:44,675 - mmaction - INFO - Epoch [181][180/470] lr: 1.617e-01, eta: 1 day, 4:04:15, time: 2.244, data_time: 0.005, memory: 25994, top1_acc: 0.5075, top5_acc: 0.7453, loss_cls: 2.1226, loss: 2.1226, grad_norm: 1.4690 2021-02-21 13:49:31,363 - mmaction - INFO - Epoch [181][200/470] lr: 1.617e-01, eta: 1 day, 4:03:14, time: 2.335, data_time: 0.004, memory: 25994, top1_acc: 0.5108, top5_acc: 0.7400, loss_cls: 2.1204, loss: 2.1204, grad_norm: 1.4487 2021-02-21 13:50:18,047 - mmaction - INFO - Epoch [181][220/470] lr: 1.617e-01, eta: 1 day, 4:02:12, time: 2.333, data_time: 0.004, memory: 25994, top1_acc: 0.5120, top5_acc: 0.7446, loss_cls: 2.1114, loss: 2.1114, grad_norm: 1.4802 2021-02-21 13:51:03,984 - mmaction - INFO - Epoch [181][240/470] lr: 1.617e-01, eta: 1 day, 4:01:11, time: 2.288, data_time: 0.011, memory: 25994, top1_acc: 0.5136, top5_acc: 0.7435, loss_cls: 2.1146, loss: 2.1146, grad_norm: 1.4610 2021-02-21 13:51:49,212 - mmaction - INFO - Epoch [181][260/470] lr: 1.617e-01, eta: 1 day, 4:00:09, time: 2.269, data_time: 0.012, memory: 25994, top1_acc: 0.5108, top5_acc: 0.7483, loss_cls: 2.1171, loss: 2.1171, grad_norm: 1.5044 2021-02-21 13:52:36,011 - mmaction - INFO - Epoch [181][280/470] lr: 1.617e-01, eta: 1 day, 3:59:08, time: 2.334, data_time: 0.005, memory: 25994, top1_acc: 0.5082, top5_acc: 0.7409, loss_cls: 2.1531, loss: 2.1531, grad_norm: 1.4553 2021-02-21 13:53:21,616 - mmaction - INFO - Epoch [181][300/470] lr: 1.617e-01, eta: 1 day, 3:58:07, time: 2.286, data_time: 0.011, memory: 25994, top1_acc: 0.5100, top5_acc: 0.7497, loss_cls: 2.1225, loss: 2.1225, grad_norm: 1.4957 2021-02-21 13:54:13,166 - mmaction - INFO - Epoch [181][320/470] lr: 1.617e-01, eta: 1 day, 3:57:08, time: 2.578, data_time: 0.004, memory: 25994, top1_acc: 0.5057, top5_acc: 0.7413, loss_cls: 2.1503, loss: 2.1503, grad_norm: 1.4974 2021-02-21 13:54:57,818 - mmaction - INFO - Epoch [181][340/470] lr: 1.617e-01, eta: 1 day, 3:56:06, time: 2.233, data_time: 0.004, memory: 25994, top1_acc: 0.5029, top5_acc: 0.7416, loss_cls: 2.1664, loss: 2.1664, grad_norm: 1.4901 2021-02-21 13:55:43,380 - mmaction - INFO - Epoch [181][360/470] lr: 1.617e-01, eta: 1 day, 3:55:04, time: 2.278, data_time: 0.003, memory: 25994, top1_acc: 0.5049, top5_acc: 0.7388, loss_cls: 2.1801, loss: 2.1801, grad_norm: 1.5073 2021-02-21 13:56:28,369 - mmaction - INFO - Epoch [181][380/470] lr: 1.617e-01, eta: 1 day, 3:54:02, time: 2.250, data_time: 0.006, memory: 25994, top1_acc: 0.5020, top5_acc: 0.7339, loss_cls: 2.1764, loss: 2.1764, grad_norm: 1.5321 2021-02-21 13:57:12,484 - mmaction - INFO - Epoch [181][400/470] lr: 1.617e-01, eta: 1 day, 3:53:00, time: 2.205, data_time: 0.008, memory: 25994, top1_acc: 0.4995, top5_acc: 0.7457, loss_cls: 2.1579, loss: 2.1579, grad_norm: 1.5193 2021-02-21 13:57:56,608 - mmaction - INFO - Epoch [181][420/470] lr: 1.617e-01, eta: 1 day, 3:51:58, time: 2.207, data_time: 0.011, memory: 25994, top1_acc: 0.4992, top5_acc: 0.7385, loss_cls: 2.1703, loss: 2.1703, grad_norm: 1.5143 2021-02-21 13:58:41,848 - mmaction - INFO - Epoch [181][440/470] lr: 1.617e-01, eta: 1 day, 3:50:56, time: 2.262, data_time: 0.003, memory: 25994, top1_acc: 0.5076, top5_acc: 0.7369, loss_cls: 2.1619, loss: 2.1619, grad_norm: 1.4949 2021-02-21 13:59:25,915 - mmaction - INFO - Epoch [181][460/470] lr: 1.617e-01, eta: 1 day, 3:49:54, time: 2.203, data_time: 0.004, memory: 25994, top1_acc: 0.5069, top5_acc: 0.7449, loss_cls: 2.1336, loss: 2.1336, grad_norm: 1.4851 2021-02-21 14:04:09,451 - mmaction - INFO - Epoch [182][20/470] lr: 1.578e-01, eta: 1 day, 3:49:37, time: 12.402, data_time: 9.831, memory: 25994, top1_acc: 0.5097, top5_acc: 0.7425, loss_cls: 2.1420, loss: 2.1420, grad_norm: 1.4743 2021-02-21 14:04:53,597 - mmaction - INFO - Epoch [182][40/470] lr: 1.578e-01, eta: 1 day, 3:48:34, time: 2.212, data_time: 0.008, memory: 25994, top1_acc: 0.5112, top5_acc: 0.7477, loss_cls: 2.1173, loss: 2.1173, grad_norm: 1.5045 2021-02-21 14:05:45,445 - mmaction - INFO - Epoch [182][60/470] lr: 1.578e-01, eta: 1 day, 3:47:35, time: 2.592, data_time: 0.002, memory: 25994, top1_acc: 0.5147, top5_acc: 0.7488, loss_cls: 2.0916, loss: 2.0916, grad_norm: 1.4875 2021-02-21 14:06:30,595 - mmaction - INFO - Epoch [182][80/470] lr: 1.578e-01, eta: 1 day, 3:46:34, time: 2.255, data_time: 0.004, memory: 25994, top1_acc: 0.5163, top5_acc: 0.7434, loss_cls: 2.1083, loss: 2.1083, grad_norm: 1.4815 2021-02-21 14:07:17,274 - mmaction - INFO - Epoch [182][100/470] lr: 1.578e-01, eta: 1 day, 3:45:33, time: 2.335, data_time: 0.013, memory: 25994, top1_acc: 0.5140, top5_acc: 0.7438, loss_cls: 2.1247, loss: 2.1247, grad_norm: 1.4929 2021-02-21 14:08:09,089 - mmaction - INFO - Epoch [182][120/470] lr: 1.578e-01, eta: 1 day, 3:44:34, time: 2.586, data_time: 0.006, memory: 25994, top1_acc: 0.5079, top5_acc: 0.7408, loss_cls: 2.1486, loss: 2.1486, grad_norm: 1.5103 2021-02-21 14:08:57,498 - mmaction - INFO - Epoch [182][140/470] lr: 1.578e-01, eta: 1 day, 3:43:33, time: 2.425, data_time: 0.007, memory: 25994, top1_acc: 0.5102, top5_acc: 0.7421, loss_cls: 2.1234, loss: 2.1234, grad_norm: 1.4804 2021-02-21 14:09:45,399 - mmaction - INFO - Epoch [182][160/470] lr: 1.578e-01, eta: 1 day, 3:42:33, time: 2.395, data_time: 0.007, memory: 25994, top1_acc: 0.5147, top5_acc: 0.7501, loss_cls: 2.1051, loss: 2.1051, grad_norm: 1.4882 2021-02-21 14:10:30,764 - mmaction - INFO - Epoch [182][180/470] lr: 1.578e-01, eta: 1 day, 3:41:31, time: 2.269, data_time: 0.009, memory: 25994, top1_acc: 0.5001, top5_acc: 0.7426, loss_cls: 2.1523, loss: 2.1523, grad_norm: 1.5107 2021-02-21 14:11:17,726 - mmaction - INFO - Epoch [182][200/470] lr: 1.578e-01, eta: 1 day, 3:40:30, time: 2.346, data_time: 0.002, memory: 25994, top1_acc: 0.5076, top5_acc: 0.7394, loss_cls: 2.1431, loss: 2.1431, grad_norm: 1.5037 2021-02-21 14:12:04,348 - mmaction - INFO - Epoch [182][220/470] lr: 1.578e-01, eta: 1 day, 3:39:29, time: 2.332, data_time: 0.005, memory: 25994, top1_acc: 0.5188, top5_acc: 0.7517, loss_cls: 2.0892, loss: 2.0892, grad_norm: 1.5050 2021-02-21 14:12:49,036 - mmaction - INFO - Epoch [182][240/470] lr: 1.578e-01, eta: 1 day, 3:38:27, time: 2.235, data_time: 0.003, memory: 25994, top1_acc: 0.5098, top5_acc: 0.7412, loss_cls: 2.1283, loss: 2.1283, grad_norm: 1.5215 2021-02-21 14:13:36,456 - mmaction - INFO - Epoch [182][260/470] lr: 1.578e-01, eta: 1 day, 3:37:27, time: 2.371, data_time: 0.009, memory: 25994, top1_acc: 0.5046, top5_acc: 0.7438, loss_cls: 2.1523, loss: 2.1523, grad_norm: 1.4837 2021-02-21 14:14:22,536 - mmaction - INFO - Epoch [182][280/470] lr: 1.578e-01, eta: 1 day, 3:36:25, time: 2.301, data_time: 0.003, memory: 25994, top1_acc: 0.4996, top5_acc: 0.7397, loss_cls: 2.1610, loss: 2.1610, grad_norm: 1.5023 2021-02-21 14:15:07,987 - mmaction - INFO - Epoch [182][300/470] lr: 1.578e-01, eta: 1 day, 3:35:24, time: 2.273, data_time: 0.007, memory: 25994, top1_acc: 0.5108, top5_acc: 0.7430, loss_cls: 2.1176, loss: 2.1176, grad_norm: 1.4944 2021-02-21 14:15:55,694 - mmaction - INFO - Epoch [182][320/470] lr: 1.578e-01, eta: 1 day, 3:34:23, time: 2.387, data_time: 0.007, memory: 25994, top1_acc: 0.5037, top5_acc: 0.7398, loss_cls: 2.1436, loss: 2.1436, grad_norm: 1.5020 2021-02-21 14:16:44,505 - mmaction - INFO - Epoch [182][340/470] lr: 1.578e-01, eta: 1 day, 3:33:23, time: 2.438, data_time: 0.085, memory: 25994, top1_acc: 0.5159, top5_acc: 0.7471, loss_cls: 2.1192, loss: 2.1192, grad_norm: 1.4875 2021-02-21 14:17:29,238 - mmaction - INFO - Epoch [182][360/470] lr: 1.578e-01, eta: 1 day, 3:32:21, time: 2.234, data_time: 0.014, memory: 25994, top1_acc: 0.5058, top5_acc: 0.7449, loss_cls: 2.1534, loss: 2.1534, grad_norm: 1.5114 2021-02-21 14:18:17,252 - mmaction - INFO - Epoch [182][380/470] lr: 1.578e-01, eta: 1 day, 3:31:21, time: 2.405, data_time: 0.008, memory: 25994, top1_acc: 0.5022, top5_acc: 0.7466, loss_cls: 2.1351, loss: 2.1351, grad_norm: 1.4950 2021-02-21 14:19:04,271 - mmaction - INFO - Epoch [182][400/470] lr: 1.578e-01, eta: 1 day, 3:30:20, time: 2.350, data_time: 0.016, memory: 25994, top1_acc: 0.5164, top5_acc: 0.7431, loss_cls: 2.1190, loss: 2.1190, grad_norm: 1.4750 2021-02-21 14:19:58,040 - mmaction - INFO - Epoch [182][420/470] lr: 1.578e-01, eta: 1 day, 3:29:22, time: 2.622, data_time: 0.006, memory: 25994, top1_acc: 0.5156, top5_acc: 0.7479, loss_cls: 2.1112, loss: 2.1112, grad_norm: 1.4950 2021-02-21 14:20:43,929 - mmaction - INFO - Epoch [182][440/470] lr: 1.578e-01, eta: 1 day, 3:28:21, time: 2.362, data_time: 0.073, memory: 25994, top1_acc: 0.5087, top5_acc: 0.7429, loss_cls: 2.1312, loss: 2.1312, grad_norm: 1.5247 2021-02-21 14:21:35,952 - mmaction - INFO - Epoch [182][460/470] lr: 1.578e-01, eta: 1 day, 3:27:22, time: 2.602, data_time: 0.006, memory: 25994, top1_acc: 0.5162, top5_acc: 0.7449, loss_cls: 2.1272, loss: 2.1272, grad_norm: 1.5007 2021-02-21 14:26:09,884 - mmaction - INFO - Epoch [183][20/470] lr: 1.539e-01, eta: 1 day, 3:27:00, time: 11.964, data_time: 9.741, memory: 25994, top1_acc: 0.5145, top5_acc: 0.7540, loss_cls: 2.0880, loss: 2.0880, grad_norm: 1.5034 2021-02-21 14:26:57,442 - mmaction - INFO - Epoch [183][40/470] lr: 1.539e-01, eta: 1 day, 3:25:59, time: 2.377, data_time: 0.006, memory: 25994, top1_acc: 0.5112, top5_acc: 0.7405, loss_cls: 2.1289, loss: 2.1289, grad_norm: 1.5022 2021-02-21 14:27:43,035 - mmaction - INFO - Epoch [183][60/470] lr: 1.539e-01, eta: 1 day, 3:24:57, time: 2.280, data_time: 0.005, memory: 25994, top1_acc: 0.5113, top5_acc: 0.7488, loss_cls: 2.1014, loss: 2.1014, grad_norm: 1.5259 2021-02-21 14:28:29,710 - mmaction - INFO - Epoch [183][80/470] lr: 1.539e-01, eta: 1 day, 3:23:56, time: 2.334, data_time: 0.004, memory: 25994, top1_acc: 0.5146, top5_acc: 0.7489, loss_cls: 2.1044, loss: 2.1044, grad_norm: 1.5392 2021-02-21 14:29:16,073 - mmaction - INFO - Epoch [183][100/470] lr: 1.539e-01, eta: 1 day, 3:22:55, time: 2.315, data_time: 0.004, memory: 25994, top1_acc: 0.5189, top5_acc: 0.7416, loss_cls: 2.1288, loss: 2.1288, grad_norm: 1.5205 2021-02-21 14:30:00,416 - mmaction - INFO - Epoch [183][120/470] lr: 1.539e-01, eta: 1 day, 3:21:53, time: 2.221, data_time: 0.008, memory: 25994, top1_acc: 0.5093, top5_acc: 0.7428, loss_cls: 2.1159, loss: 2.1159, grad_norm: 1.5046 2021-02-21 14:30:47,182 - mmaction - INFO - Epoch [183][140/470] lr: 1.539e-01, eta: 1 day, 3:20:53, time: 2.337, data_time: 0.003, memory: 25994, top1_acc: 0.5100, top5_acc: 0.7445, loss_cls: 2.1128, loss: 2.1128, grad_norm: 1.5022 2021-02-21 14:31:33,477 - mmaction - INFO - Epoch [183][160/470] lr: 1.539e-01, eta: 1 day, 3:19:51, time: 2.303, data_time: 0.005, memory: 25994, top1_acc: 0.5203, top5_acc: 0.7477, loss_cls: 2.1171, loss: 2.1171, grad_norm: 1.5317 2021-02-21 14:32:20,365 - mmaction - INFO - Epoch [183][180/470] lr: 1.539e-01, eta: 1 day, 3:18:51, time: 2.352, data_time: 0.019, memory: 25994, top1_acc: 0.5062, top5_acc: 0.7447, loss_cls: 2.1350, loss: 2.1350, grad_norm: 1.5185 2021-02-21 14:33:06,053 - mmaction - INFO - Epoch [183][200/470] lr: 1.539e-01, eta: 1 day, 3:17:49, time: 2.289, data_time: 0.013, memory: 25994, top1_acc: 0.5070, top5_acc: 0.7490, loss_cls: 2.1359, loss: 2.1359, grad_norm: 1.5048 2021-02-21 14:33:50,972 - mmaction - INFO - Epoch [183][220/470] lr: 1.539e-01, eta: 1 day, 3:16:48, time: 2.245, data_time: 0.007, memory: 25994, top1_acc: 0.5251, top5_acc: 0.7501, loss_cls: 2.0778, loss: 2.0778, grad_norm: 1.4785 2021-02-21 14:34:38,225 - mmaction - INFO - Epoch [183][240/470] lr: 1.539e-01, eta: 1 day, 3:15:47, time: 2.365, data_time: 0.007, memory: 25994, top1_acc: 0.5112, top5_acc: 0.7511, loss_cls: 2.1125, loss: 2.1125, grad_norm: 1.5420 2021-02-21 14:35:24,038 - mmaction - INFO - Epoch [183][260/470] lr: 1.539e-01, eta: 1 day, 3:14:46, time: 2.288, data_time: 0.007, memory: 25994, top1_acc: 0.5150, top5_acc: 0.7443, loss_cls: 2.1246, loss: 2.1246, grad_norm: 1.5272 2021-02-21 14:36:09,489 - mmaction - INFO - Epoch [183][280/470] lr: 1.539e-01, eta: 1 day, 3:13:44, time: 2.274, data_time: 0.007, memory: 25994, top1_acc: 0.5043, top5_acc: 0.7439, loss_cls: 2.1480, loss: 2.1480, grad_norm: 1.5147 2021-02-21 14:36:53,622 - mmaction - INFO - Epoch [183][300/470] lr: 1.539e-01, eta: 1 day, 3:12:42, time: 2.206, data_time: 0.005, memory: 25994, top1_acc: 0.5163, top5_acc: 0.7494, loss_cls: 2.0973, loss: 2.0973, grad_norm: 1.4970 2021-02-21 14:37:37,993 - mmaction - INFO - Epoch [183][320/470] lr: 1.539e-01, eta: 1 day, 3:11:40, time: 2.219, data_time: 0.008, memory: 25994, top1_acc: 0.5119, top5_acc: 0.7485, loss_cls: 2.1305, loss: 2.1305, grad_norm: 1.5401 2021-02-21 14:38:21,743 - mmaction - INFO - Epoch [183][340/470] lr: 1.539e-01, eta: 1 day, 3:10:38, time: 2.187, data_time: 0.009, memory: 25994, top1_acc: 0.5126, top5_acc: 0.7469, loss_cls: 2.1142, loss: 2.1142, grad_norm: 1.5284 2021-02-21 14:39:07,479 - mmaction - INFO - Epoch [183][360/470] lr: 1.539e-01, eta: 1 day, 3:09:37, time: 2.286, data_time: 0.007, memory: 25994, top1_acc: 0.5160, top5_acc: 0.7438, loss_cls: 2.1218, loss: 2.1218, grad_norm: 1.5333 2021-02-21 14:39:53,584 - mmaction - INFO - Epoch [183][380/470] lr: 1.539e-01, eta: 1 day, 3:08:36, time: 2.304, data_time: 0.005, memory: 25994, top1_acc: 0.5086, top5_acc: 0.7388, loss_cls: 2.1381, loss: 2.1381, grad_norm: 1.5122 2021-02-21 14:40:39,925 - mmaction - INFO - Epoch [183][400/470] lr: 1.539e-01, eta: 1 day, 3:07:35, time: 2.319, data_time: 0.007, memory: 25994, top1_acc: 0.5069, top5_acc: 0.7408, loss_cls: 2.1310, loss: 2.1310, grad_norm: 1.5227 2021-02-21 14:41:24,914 - mmaction - INFO - Epoch [183][420/470] lr: 1.539e-01, eta: 1 day, 3:06:34, time: 2.249, data_time: 0.004, memory: 25994, top1_acc: 0.5129, top5_acc: 0.7491, loss_cls: 2.0990, loss: 2.0990, grad_norm: 1.4862 2021-02-21 14:42:13,104 - mmaction - INFO - Epoch [183][440/470] lr: 1.539e-01, eta: 1 day, 3:05:33, time: 2.410, data_time: 0.006, memory: 25994, top1_acc: 0.5051, top5_acc: 0.7430, loss_cls: 2.1416, loss: 2.1416, grad_norm: 1.5171 2021-02-21 14:43:00,547 - mmaction - INFO - Epoch [183][460/470] lr: 1.539e-01, eta: 1 day, 3:04:33, time: 2.374, data_time: 0.005, memory: 25994, top1_acc: 0.5152, top5_acc: 0.7463, loss_cls: 2.1075, loss: 2.1075, grad_norm: 1.5072 2021-02-21 14:47:39,891 - mmaction - INFO - Epoch [184][20/470] lr: 1.501e-01, eta: 1 day, 3:04:11, time: 12.161, data_time: 9.830, memory: 25994, top1_acc: 0.5195, top5_acc: 0.7528, loss_cls: 2.0811, loss: 2.0811, grad_norm: 1.5286 2021-02-21 14:48:23,999 - mmaction - INFO - Epoch [184][40/470] lr: 1.501e-01, eta: 1 day, 3:03:09, time: 2.207, data_time: 0.008, memory: 25994, top1_acc: 0.5144, top5_acc: 0.7498, loss_cls: 2.1047, loss: 2.1047, grad_norm: 1.5422 2021-02-21 14:49:07,567 - mmaction - INFO - Epoch [184][60/470] lr: 1.501e-01, eta: 1 day, 3:02:07, time: 2.178, data_time: 0.011, memory: 25994, top1_acc: 0.5230, top5_acc: 0.7606, loss_cls: 2.0321, loss: 2.0321, grad_norm: 1.5252 2021-02-21 14:49:54,540 - mmaction - INFO - Epoch [184][80/470] lr: 1.501e-01, eta: 1 day, 3:01:06, time: 2.349, data_time: 0.004, memory: 25994, top1_acc: 0.5201, top5_acc: 0.7466, loss_cls: 2.0882, loss: 2.0882, grad_norm: 1.5136 2021-02-21 14:50:41,328 - mmaction - INFO - Epoch [184][100/470] lr: 1.501e-01, eta: 1 day, 3:00:05, time: 2.339, data_time: 0.003, memory: 25994, top1_acc: 0.5229, top5_acc: 0.7534, loss_cls: 2.0733, loss: 2.0733, grad_norm: 1.5200 2021-02-21 14:51:28,352 - mmaction - INFO - Epoch [184][120/470] lr: 1.501e-01, eta: 1 day, 2:59:04, time: 2.344, data_time: 0.005, memory: 25994, top1_acc: 0.5152, top5_acc: 0.7477, loss_cls: 2.0927, loss: 2.0927, grad_norm: 1.5390 2021-02-21 14:52:14,375 - mmaction - INFO - Epoch [184][140/470] lr: 1.501e-01, eta: 1 day, 2:58:03, time: 2.303, data_time: 0.011, memory: 25994, top1_acc: 0.5098, top5_acc: 0.7475, loss_cls: 2.1235, loss: 2.1235, grad_norm: 1.5492 2021-02-21 14:53:00,039 - mmaction - INFO - Epoch [184][160/470] lr: 1.501e-01, eta: 1 day, 2:57:02, time: 2.286, data_time: 0.018, memory: 25994, top1_acc: 0.5138, top5_acc: 0.7525, loss_cls: 2.0839, loss: 2.0839, grad_norm: 1.5357 2021-02-21 14:53:51,700 - mmaction - INFO - Epoch [184][180/470] lr: 1.501e-01, eta: 1 day, 2:56:03, time: 2.585, data_time: 0.011, memory: 25994, top1_acc: 0.5118, top5_acc: 0.7400, loss_cls: 2.1120, loss: 2.1120, grad_norm: 1.5108 2021-02-21 14:54:36,285 - mmaction - INFO - Epoch [184][200/470] lr: 1.501e-01, eta: 1 day, 2:55:01, time: 2.230, data_time: 0.004, memory: 25994, top1_acc: 0.5233, top5_acc: 0.7535, loss_cls: 2.0760, loss: 2.0760, grad_norm: 1.5186 2021-02-21 14:55:21,677 - mmaction - INFO - Epoch [184][220/470] lr: 1.501e-01, eta: 1 day, 2:54:00, time: 2.268, data_time: 0.004, memory: 25994, top1_acc: 0.5051, top5_acc: 0.7467, loss_cls: 2.1487, loss: 2.1487, grad_norm: 1.5586 2021-02-21 14:56:06,004 - mmaction - INFO - Epoch [184][240/470] lr: 1.501e-01, eta: 1 day, 2:52:58, time: 2.217, data_time: 0.006, memory: 25994, top1_acc: 0.5164, top5_acc: 0.7479, loss_cls: 2.0843, loss: 2.0843, grad_norm: 1.5474 2021-02-21 14:56:50,298 - mmaction - INFO - Epoch [184][260/470] lr: 1.501e-01, eta: 1 day, 2:51:57, time: 2.216, data_time: 0.005, memory: 25994, top1_acc: 0.5180, top5_acc: 0.7483, loss_cls: 2.0909, loss: 2.0909, grad_norm: 1.5334 2021-02-21 14:57:37,454 - mmaction - INFO - Epoch [184][280/470] lr: 1.501e-01, eta: 1 day, 2:50:56, time: 2.353, data_time: 0.005, memory: 25994, top1_acc: 0.5182, top5_acc: 0.7494, loss_cls: 2.0822, loss: 2.0822, grad_norm: 1.5103 2021-02-21 14:58:21,998 - mmaction - INFO - Epoch [184][300/470] lr: 1.501e-01, eta: 1 day, 2:49:54, time: 2.232, data_time: 0.008, memory: 25994, top1_acc: 0.5165, top5_acc: 0.7437, loss_cls: 2.1197, loss: 2.1197, grad_norm: 1.5577 2021-02-21 14:59:05,650 - mmaction - INFO - Epoch [184][320/470] lr: 1.501e-01, eta: 1 day, 2:48:52, time: 2.182, data_time: 0.004, memory: 25994, top1_acc: 0.5105, top5_acc: 0.7473, loss_cls: 2.1199, loss: 2.1199, grad_norm: 1.5362 2021-02-21 14:59:51,224 - mmaction - INFO - Epoch [184][340/470] lr: 1.501e-01, eta: 1 day, 2:47:51, time: 2.279, data_time: 0.004, memory: 25994, top1_acc: 0.5120, top5_acc: 0.7499, loss_cls: 2.1006, loss: 2.1006, grad_norm: 1.5528 2021-02-21 15:00:35,962 - mmaction - INFO - Epoch [184][360/470] lr: 1.501e-01, eta: 1 day, 2:46:50, time: 2.237, data_time: 0.005, memory: 25994, top1_acc: 0.5040, top5_acc: 0.7434, loss_cls: 2.1385, loss: 2.1385, grad_norm: 1.5655 2021-02-21 15:01:22,977 - mmaction - INFO - Epoch [184][380/470] lr: 1.501e-01, eta: 1 day, 2:45:49, time: 2.351, data_time: 0.004, memory: 25994, top1_acc: 0.5074, top5_acc: 0.7487, loss_cls: 2.1238, loss: 2.1238, grad_norm: 1.5499 2021-02-21 15:02:07,972 - mmaction - INFO - Epoch [184][400/470] lr: 1.501e-01, eta: 1 day, 2:44:47, time: 2.248, data_time: 0.005, memory: 25994, top1_acc: 0.5023, top5_acc: 0.7377, loss_cls: 2.1755, loss: 2.1755, grad_norm: 1.5419 2021-02-21 15:02:53,053 - mmaction - INFO - Epoch [184][420/470] lr: 1.501e-01, eta: 1 day, 2:43:46, time: 2.254, data_time: 0.005, memory: 25994, top1_acc: 0.5040, top5_acc: 0.7391, loss_cls: 2.1455, loss: 2.1455, grad_norm: 1.5423 2021-02-21 15:03:38,172 - mmaction - INFO - Epoch [184][440/470] lr: 1.501e-01, eta: 1 day, 2:42:45, time: 2.257, data_time: 0.004, memory: 25994, top1_acc: 0.5083, top5_acc: 0.7475, loss_cls: 2.1188, loss: 2.1188, grad_norm: 1.5267 2021-02-21 15:04:24,470 - mmaction - INFO - Epoch [184][460/470] lr: 1.501e-01, eta: 1 day, 2:41:44, time: 2.308, data_time: 0.004, memory: 25994, top1_acc: 0.5107, top5_acc: 0.7468, loss_cls: 2.1084, loss: 2.1084, grad_norm: 1.5291 2021-02-21 15:05:00,114 - mmaction - INFO - Saving checkpoint at 184 epochs 2021-02-21 15:09:01,271 - mmaction - INFO - Epoch [185][20/470] lr: 1.462e-01, eta: 1 day, 2:41:19, time: 11.966, data_time: 9.622, memory: 25994, top1_acc: 0.5208, top5_acc: 0.7522, loss_cls: 2.0641, loss: 2.0641, grad_norm: 1.5060 2021-02-21 15:09:45,652 - mmaction - INFO - Epoch [185][40/470] lr: 1.462e-01, eta: 1 day, 2:40:17, time: 2.220, data_time: 0.005, memory: 25994, top1_acc: 0.5184, top5_acc: 0.7514, loss_cls: 2.0793, loss: 2.0793, grad_norm: 1.5126 2021-02-21 15:10:32,315 - mmaction - INFO - Epoch [185][60/470] lr: 1.462e-01, eta: 1 day, 2:39:16, time: 2.334, data_time: 0.005, memory: 25994, top1_acc: 0.5177, top5_acc: 0.7476, loss_cls: 2.0891, loss: 2.0891, grad_norm: 1.5313 2021-02-21 15:11:18,417 - mmaction - INFO - Epoch [185][80/470] lr: 1.462e-01, eta: 1 day, 2:38:15, time: 2.305, data_time: 0.006, memory: 25994, top1_acc: 0.5222, top5_acc: 0.7499, loss_cls: 2.0636, loss: 2.0636, grad_norm: 1.5038 2021-02-21 15:12:12,778 - mmaction - INFO - Epoch [185][100/470] lr: 1.462e-01, eta: 1 day, 2:37:18, time: 2.718, data_time: 0.005, memory: 25994, top1_acc: 0.5174, top5_acc: 0.7470, loss_cls: 2.0807, loss: 2.0807, grad_norm: 1.5437 2021-02-21 15:12:59,572 - mmaction - INFO - Epoch [185][120/470] lr: 1.462e-01, eta: 1 day, 2:36:17, time: 2.332, data_time: 0.002, memory: 25994, top1_acc: 0.5147, top5_acc: 0.7481, loss_cls: 2.1104, loss: 2.1104, grad_norm: 1.5322 2021-02-21 15:13:46,253 - mmaction - INFO - Epoch [185][140/470] lr: 1.462e-01, eta: 1 day, 2:35:16, time: 2.341, data_time: 0.012, memory: 25994, top1_acc: 0.5187, top5_acc: 0.7512, loss_cls: 2.0947, loss: 2.0947, grad_norm: 1.5263 2021-02-21 15:14:30,076 - mmaction - INFO - Epoch [185][160/470] lr: 1.462e-01, eta: 1 day, 2:34:14, time: 2.191, data_time: 0.004, memory: 25994, top1_acc: 0.5147, top5_acc: 0.7493, loss_cls: 2.1027, loss: 2.1027, grad_norm: 1.5200 2021-02-21 15:15:14,097 - mmaction - INFO - Epoch [185][180/470] lr: 1.462e-01, eta: 1 day, 2:33:13, time: 2.192, data_time: 0.005, memory: 25994, top1_acc: 0.5200, top5_acc: 0.7557, loss_cls: 2.0664, loss: 2.0664, grad_norm: 1.5317 2021-02-21 15:16:06,153 - mmaction - INFO - Epoch [185][200/470] lr: 1.462e-01, eta: 1 day, 2:32:14, time: 2.612, data_time: 0.014, memory: 25994, top1_acc: 0.5117, top5_acc: 0.7465, loss_cls: 2.1114, loss: 2.1114, grad_norm: 1.5252 2021-02-21 15:16:56,757 - mmaction - INFO - Epoch [185][220/470] lr: 1.462e-01, eta: 1 day, 2:31:15, time: 2.531, data_time: 0.004, memory: 25994, top1_acc: 0.5188, top5_acc: 0.7483, loss_cls: 2.1005, loss: 2.1005, grad_norm: 1.5372 2021-02-21 15:17:43,394 - mmaction - INFO - Epoch [185][240/470] lr: 1.462e-01, eta: 1 day, 2:30:14, time: 2.328, data_time: 0.010, memory: 25994, top1_acc: 0.5152, top5_acc: 0.7518, loss_cls: 2.1039, loss: 2.1039, grad_norm: 1.5337 2021-02-21 15:18:28,460 - mmaction - INFO - Epoch [185][260/470] lr: 1.462e-01, eta: 1 day, 2:29:13, time: 2.256, data_time: 0.010, memory: 25994, top1_acc: 0.5157, top5_acc: 0.7531, loss_cls: 2.0974, loss: 2.0974, grad_norm: 1.5297 2021-02-21 15:19:13,802 - mmaction - INFO - Epoch [185][280/470] lr: 1.462e-01, eta: 1 day, 2:28:11, time: 2.269, data_time: 0.009, memory: 25994, top1_acc: 0.5172, top5_acc: 0.7481, loss_cls: 2.1038, loss: 2.1038, grad_norm: 1.5384 2021-02-21 15:20:06,595 - mmaction - INFO - Epoch [185][300/470] lr: 1.462e-01, eta: 1 day, 2:27:13, time: 2.639, data_time: 0.005, memory: 25994, top1_acc: 0.5251, top5_acc: 0.7528, loss_cls: 2.0689, loss: 2.0689, grad_norm: 1.5476 2021-02-21 15:20:53,914 - mmaction - INFO - Epoch [185][320/470] lr: 1.462e-01, eta: 1 day, 2:26:13, time: 2.366, data_time: 0.007, memory: 25994, top1_acc: 0.5079, top5_acc: 0.7471, loss_cls: 2.1182, loss: 2.1182, grad_norm: 1.5238 2021-02-21 15:21:50,056 - mmaction - INFO - Epoch [185][340/470] lr: 1.462e-01, eta: 1 day, 2:25:16, time: 2.806, data_time: 0.006, memory: 25994, top1_acc: 0.5241, top5_acc: 0.7509, loss_cls: 2.0635, loss: 2.0635, grad_norm: 1.5268 2021-02-21 15:22:34,749 - mmaction - INFO - Epoch [185][360/470] lr: 1.462e-01, eta: 1 day, 2:24:14, time: 2.237, data_time: 0.008, memory: 25994, top1_acc: 0.5149, top5_acc: 0.7483, loss_cls: 2.1119, loss: 2.1119, grad_norm: 1.5550 2021-02-21 15:23:19,081 - mmaction - INFO - Epoch [185][380/470] lr: 1.462e-01, eta: 1 day, 2:23:13, time: 2.218, data_time: 0.004, memory: 25994, top1_acc: 0.5053, top5_acc: 0.7469, loss_cls: 2.1167, loss: 2.1167, grad_norm: 1.5481 2021-02-21 15:24:05,081 - mmaction - INFO - Epoch [185][400/470] lr: 1.462e-01, eta: 1 day, 2:22:12, time: 2.298, data_time: 0.003, memory: 25994, top1_acc: 0.5087, top5_acc: 0.7493, loss_cls: 2.1200, loss: 2.1200, grad_norm: 1.5236 2021-02-21 15:24:51,705 - mmaction - INFO - Epoch [185][420/470] lr: 1.462e-01, eta: 1 day, 2:21:11, time: 2.334, data_time: 0.008, memory: 25994, top1_acc: 0.5269, top5_acc: 0.7539, loss_cls: 2.0648, loss: 2.0648, grad_norm: 1.5125 2021-02-21 15:25:36,453 - mmaction - INFO - Epoch [185][440/470] lr: 1.462e-01, eta: 1 day, 2:20:10, time: 2.237, data_time: 0.007, memory: 25994, top1_acc: 0.5101, top5_acc: 0.7509, loss_cls: 2.0984, loss: 2.0984, grad_norm: 1.5521 2021-02-21 15:26:21,407 - mmaction - INFO - Epoch [185][460/470] lr: 1.462e-01, eta: 1 day, 2:19:08, time: 2.248, data_time: 0.003, memory: 25994, top1_acc: 0.5045, top5_acc: 0.7397, loss_cls: 2.1478, loss: 2.1478, grad_norm: 1.5348 2021-02-21 15:33:35,405 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-21 15:33:36,192 - mmaction - INFO - top1_acc 0.5679 top5_acc 0.8046 2021-02-21 15:33:36,192 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-21 15:33:36,249 - mmaction - INFO - mean_acc 0.5678 2021-02-21 15:33:36,258 - mmaction - INFO - Epoch(val) [185][470] top1_acc: 0.5679, top5_acc: 0.8046, mean_class_accuracy: 0.5678 2021-02-21 15:37:22,944 - mmaction - INFO - Epoch [186][20/470] lr: 1.425e-01, eta: 1 day, 2:18:37, time: 11.331, data_time: 8.936, memory: 25994, top1_acc: 0.5171, top5_acc: 0.7506, loss_cls: 2.1052, loss: 2.1052, grad_norm: 1.5463 2021-02-21 15:38:06,833 - mmaction - INFO - Epoch [186][40/470] lr: 1.425e-01, eta: 1 day, 2:17:36, time: 2.195, data_time: 0.012, memory: 25994, top1_acc: 0.5188, top5_acc: 0.7594, loss_cls: 2.0495, loss: 2.0495, grad_norm: 1.5325 2021-02-21 15:38:57,183 - mmaction - INFO - Epoch [186][60/470] lr: 1.425e-01, eta: 1 day, 2:16:36, time: 2.517, data_time: 0.007, memory: 25994, top1_acc: 0.5146, top5_acc: 0.7461, loss_cls: 2.1084, loss: 2.1084, grad_norm: 1.5381 2021-02-21 15:39:42,238 - mmaction - INFO - Epoch [186][80/470] lr: 1.425e-01, eta: 1 day, 2:15:35, time: 2.253, data_time: 0.004, memory: 25994, top1_acc: 0.5276, top5_acc: 0.7536, loss_cls: 2.0561, loss: 2.0561, grad_norm: 1.5327 2021-02-21 15:40:27,152 - mmaction - INFO - Epoch [186][100/470] lr: 1.425e-01, eta: 1 day, 2:14:34, time: 2.243, data_time: 0.005, memory: 25994, top1_acc: 0.5151, top5_acc: 0.7479, loss_cls: 2.0944, loss: 2.0944, grad_norm: 1.5654 2021-02-21 15:41:13,290 - mmaction - INFO - Epoch [186][120/470] lr: 1.425e-01, eta: 1 day, 2:13:33, time: 2.307, data_time: 0.016, memory: 25994, top1_acc: 0.5255, top5_acc: 0.7544, loss_cls: 2.0519, loss: 2.0519, grad_norm: 1.5271 2021-02-21 15:41:58,756 - mmaction - INFO - Epoch [186][140/470] lr: 1.425e-01, eta: 1 day, 2:12:32, time: 2.277, data_time: 0.009, memory: 25994, top1_acc: 0.5212, top5_acc: 0.7456, loss_cls: 2.1049, loss: 2.1049, grad_norm: 1.5490 2021-02-21 15:42:44,112 - mmaction - INFO - Epoch [186][160/470] lr: 1.425e-01, eta: 1 day, 2:11:31, time: 2.268, data_time: 0.005, memory: 25994, top1_acc: 0.5281, top5_acc: 0.7604, loss_cls: 2.0478, loss: 2.0478, grad_norm: 1.5505 2021-02-21 15:43:29,595 - mmaction - INFO - Epoch [186][180/470] lr: 1.425e-01, eta: 1 day, 2:10:30, time: 2.274, data_time: 0.005, memory: 25994, top1_acc: 0.5238, top5_acc: 0.7572, loss_cls: 2.0452, loss: 2.0452, grad_norm: 1.5583 2021-02-21 15:44:14,413 - mmaction - INFO - Epoch [186][200/470] lr: 1.425e-01, eta: 1 day, 2:09:28, time: 2.239, data_time: 0.005, memory: 25994, top1_acc: 0.5295, top5_acc: 0.7595, loss_cls: 2.0275, loss: 2.0275, grad_norm: 1.5557 2021-02-21 15:44:59,955 - mmaction - INFO - Epoch [186][220/470] lr: 1.425e-01, eta: 1 day, 2:08:27, time: 2.276, data_time: 0.006, memory: 25994, top1_acc: 0.5232, top5_acc: 0.7480, loss_cls: 2.1025, loss: 2.1025, grad_norm: 1.5437 2021-02-21 15:45:45,370 - mmaction - INFO - Epoch [186][240/470] lr: 1.425e-01, eta: 1 day, 2:07:26, time: 2.269, data_time: 0.009, memory: 25994, top1_acc: 0.5239, top5_acc: 0.7476, loss_cls: 2.0848, loss: 2.0848, grad_norm: 1.5520 2021-02-21 15:46:29,166 - mmaction - INFO - Epoch [186][260/470] lr: 1.425e-01, eta: 1 day, 2:06:24, time: 2.194, data_time: 0.009, memory: 25994, top1_acc: 0.5179, top5_acc: 0.7533, loss_cls: 2.0642, loss: 2.0642, grad_norm: 1.5586 2021-02-21 15:47:15,046 - mmaction - INFO - Epoch [186][280/470] lr: 1.425e-01, eta: 1 day, 2:05:23, time: 2.294, data_time: 0.006, memory: 25994, top1_acc: 0.5179, top5_acc: 0.7517, loss_cls: 2.0873, loss: 2.0873, grad_norm: 1.5434 2021-02-21 15:47:59,165 - mmaction - INFO - Epoch [186][300/470] lr: 1.425e-01, eta: 1 day, 2:04:22, time: 2.205, data_time: 0.003, memory: 25994, top1_acc: 0.5155, top5_acc: 0.7484, loss_cls: 2.0865, loss: 2.0865, grad_norm: 1.5343 2021-02-21 15:48:43,536 - mmaction - INFO - Epoch [186][320/470] lr: 1.425e-01, eta: 1 day, 2:03:20, time: 2.214, data_time: 0.005, memory: 25994, top1_acc: 0.5159, top5_acc: 0.7416, loss_cls: 2.1103, loss: 2.1103, grad_norm: 1.5358 2021-02-21 15:49:31,367 - mmaction - INFO - Epoch [186][340/470] lr: 1.425e-01, eta: 1 day, 2:02:20, time: 2.395, data_time: 0.009, memory: 25994, top1_acc: 0.5145, top5_acc: 0.7434, loss_cls: 2.1059, loss: 2.1059, grad_norm: 1.5286 2021-02-21 15:50:18,192 - mmaction - INFO - Epoch [186][360/470] lr: 1.425e-01, eta: 1 day, 2:01:20, time: 2.339, data_time: 0.006, memory: 25994, top1_acc: 0.5177, top5_acc: 0.7479, loss_cls: 2.0914, loss: 2.0914, grad_norm: 1.5653 2021-02-21 15:51:04,898 - mmaction - INFO - Epoch [186][380/470] lr: 1.425e-01, eta: 1 day, 2:00:19, time: 2.333, data_time: 0.007, memory: 25994, top1_acc: 0.5292, top5_acc: 0.7578, loss_cls: 2.0405, loss: 2.0405, grad_norm: 1.5501 2021-02-21 15:51:50,657 - mmaction - INFO - Epoch [186][400/470] lr: 1.425e-01, eta: 1 day, 1:59:18, time: 2.293, data_time: 0.009, memory: 25994, top1_acc: 0.5150, top5_acc: 0.7485, loss_cls: 2.1059, loss: 2.1059, grad_norm: 1.5426 2021-02-21 15:52:36,114 - mmaction - INFO - Epoch [186][420/470] lr: 1.425e-01, eta: 1 day, 1:58:17, time: 2.271, data_time: 0.005, memory: 25994, top1_acc: 0.5284, top5_acc: 0.7556, loss_cls: 2.0532, loss: 2.0532, grad_norm: 1.5589 2021-02-21 15:53:21,204 - mmaction - INFO - Epoch [186][440/470] lr: 1.425e-01, eta: 1 day, 1:57:16, time: 2.255, data_time: 0.010, memory: 25994, top1_acc: 0.5142, top5_acc: 0.7493, loss_cls: 2.1013, loss: 2.1013, grad_norm: 1.5456 2021-02-21 15:54:20,942 - mmaction - INFO - Epoch [186][460/470] lr: 1.425e-01, eta: 1 day, 1:56:20, time: 2.983, data_time: 0.005, memory: 25994, top1_acc: 0.5104, top5_acc: 0.7480, loss_cls: 2.1086, loss: 2.1086, grad_norm: 1.5746 2021-02-21 15:58:57,585 - mmaction - INFO - Epoch [187][20/470] lr: 1.387e-01, eta: 1 day, 1:55:54, time: 12.014, data_time: 9.700, memory: 25994, top1_acc: 0.5217, top5_acc: 0.7540, loss_cls: 2.0583, loss: 2.0583, grad_norm: 1.5567 2021-02-21 15:59:43,413 - mmaction - INFO - Epoch [187][40/470] lr: 1.387e-01, eta: 1 day, 1:54:53, time: 2.292, data_time: 0.007, memory: 25994, top1_acc: 0.5302, top5_acc: 0.7549, loss_cls: 2.0307, loss: 2.0307, grad_norm: 1.5238 2021-02-21 16:00:31,217 - mmaction - INFO - Epoch [187][60/470] lr: 1.387e-01, eta: 1 day, 1:53:53, time: 2.391, data_time: 0.009, memory: 25994, top1_acc: 0.5308, top5_acc: 0.7585, loss_cls: 2.0258, loss: 2.0258, grad_norm: 1.5682 2021-02-21 16:01:18,051 - mmaction - INFO - Epoch [187][80/470] lr: 1.387e-01, eta: 1 day, 1:52:52, time: 2.341, data_time: 0.006, memory: 25994, top1_acc: 0.5260, top5_acc: 0.7562, loss_cls: 2.0557, loss: 2.0557, grad_norm: 1.5771 2021-02-21 16:02:01,857 - mmaction - INFO - Epoch [187][100/470] lr: 1.387e-01, eta: 1 day, 1:51:50, time: 2.191, data_time: 0.007, memory: 25994, top1_acc: 0.5244, top5_acc: 0.7535, loss_cls: 2.0540, loss: 2.0540, grad_norm: 1.5600 2021-02-21 16:02:46,823 - mmaction - INFO - Epoch [187][120/470] lr: 1.387e-01, eta: 1 day, 1:50:49, time: 2.248, data_time: 0.004, memory: 25994, top1_acc: 0.5216, top5_acc: 0.7542, loss_cls: 2.0685, loss: 2.0685, grad_norm: 1.5779 2021-02-21 16:03:30,899 - mmaction - INFO - Epoch [187][140/470] lr: 1.387e-01, eta: 1 day, 1:49:48, time: 2.203, data_time: 0.004, memory: 25994, top1_acc: 0.5172, top5_acc: 0.7548, loss_cls: 2.0632, loss: 2.0632, grad_norm: 1.5920 2021-02-21 16:04:16,104 - mmaction - INFO - Epoch [187][160/470] lr: 1.387e-01, eta: 1 day, 1:48:47, time: 2.261, data_time: 0.008, memory: 25994, top1_acc: 0.5249, top5_acc: 0.7536, loss_cls: 2.0640, loss: 2.0640, grad_norm: 1.5461 2021-02-21 16:05:00,032 - mmaction - INFO - Epoch [187][180/470] lr: 1.387e-01, eta: 1 day, 1:47:45, time: 2.196, data_time: 0.004, memory: 25994, top1_acc: 0.5181, top5_acc: 0.7522, loss_cls: 2.0874, loss: 2.0874, grad_norm: 1.5906 2021-02-21 16:05:50,206 - mmaction - INFO - Epoch [187][200/470] lr: 1.387e-01, eta: 1 day, 1:46:46, time: 2.504, data_time: 0.007, memory: 25994, top1_acc: 0.5201, top5_acc: 0.7506, loss_cls: 2.0933, loss: 2.0933, grad_norm: 1.5470 2021-02-21 16:06:36,479 - mmaction - INFO - Epoch [187][220/470] lr: 1.387e-01, eta: 1 day, 1:45:45, time: 2.319, data_time: 0.014, memory: 25994, top1_acc: 0.5251, top5_acc: 0.7605, loss_cls: 2.0519, loss: 2.0519, grad_norm: 1.5637 2021-02-21 16:07:20,789 - mmaction - INFO - Epoch [187][240/470] lr: 1.387e-01, eta: 1 day, 1:44:44, time: 2.215, data_time: 0.006, memory: 25994, top1_acc: 0.5188, top5_acc: 0.7491, loss_cls: 2.0841, loss: 2.0841, grad_norm: 1.5607 2021-02-21 16:08:07,664 - mmaction - INFO - Epoch [187][260/470] lr: 1.387e-01, eta: 1 day, 1:43:43, time: 2.344, data_time: 0.005, memory: 25994, top1_acc: 0.5213, top5_acc: 0.7467, loss_cls: 2.0798, loss: 2.0798, grad_norm: 1.5522 2021-02-21 16:08:55,375 - mmaction - INFO - Epoch [187][280/470] lr: 1.387e-01, eta: 1 day, 1:42:43, time: 2.365, data_time: 0.004, memory: 25994, top1_acc: 0.5323, top5_acc: 0.7636, loss_cls: 2.0330, loss: 2.0330, grad_norm: 1.5672 2021-02-21 16:09:39,609 - mmaction - INFO - Epoch [187][300/470] lr: 1.387e-01, eta: 1 day, 1:41:42, time: 2.233, data_time: 0.028, memory: 25994, top1_acc: 0.5178, top5_acc: 0.7430, loss_cls: 2.0913, loss: 2.0913, grad_norm: 1.5848 2021-02-21 16:10:25,550 - mmaction - INFO - Epoch [187][320/470] lr: 1.387e-01, eta: 1 day, 1:40:41, time: 2.297, data_time: 0.004, memory: 25994, top1_acc: 0.5278, top5_acc: 0.7588, loss_cls: 2.0316, loss: 2.0316, grad_norm: 1.5358 2021-02-21 16:11:12,930 - mmaction - INFO - Epoch [187][340/470] lr: 1.387e-01, eta: 1 day, 1:39:41, time: 2.369, data_time: 0.005, memory: 25994, top1_acc: 0.5249, top5_acc: 0.7521, loss_cls: 2.0714, loss: 2.0714, grad_norm: 1.5726 2021-02-21 16:12:03,128 - mmaction - INFO - Epoch [187][360/470] lr: 1.387e-01, eta: 1 day, 1:38:42, time: 2.509, data_time: 0.003, memory: 25994, top1_acc: 0.5164, top5_acc: 0.7573, loss_cls: 2.0551, loss: 2.0551, grad_norm: 1.5612 2021-02-21 16:12:49,663 - mmaction - INFO - Epoch [187][380/470] lr: 1.387e-01, eta: 1 day, 1:37:41, time: 2.328, data_time: 0.005, memory: 25994, top1_acc: 0.5173, top5_acc: 0.7481, loss_cls: 2.0861, loss: 2.0861, grad_norm: 1.5629 2021-02-21 16:13:37,198 - mmaction - INFO - Epoch [187][400/470] lr: 1.387e-01, eta: 1 day, 1:36:41, time: 2.373, data_time: 0.005, memory: 25994, top1_acc: 0.5227, top5_acc: 0.7551, loss_cls: 2.0586, loss: 2.0586, grad_norm: 1.5702 2021-02-21 16:14:21,247 - mmaction - INFO - Epoch [187][420/470] lr: 1.387e-01, eta: 1 day, 1:35:40, time: 2.203, data_time: 0.006, memory: 25994, top1_acc: 0.5197, top5_acc: 0.7508, loss_cls: 2.0895, loss: 2.0895, grad_norm: 1.5452 2021-02-21 16:15:06,501 - mmaction - INFO - Epoch [187][440/470] lr: 1.387e-01, eta: 1 day, 1:34:39, time: 2.266, data_time: 0.006, memory: 25994, top1_acc: 0.5278, top5_acc: 0.7570, loss_cls: 2.0373, loss: 2.0373, grad_norm: 1.5635 2021-02-21 16:15:53,634 - mmaction - INFO - Epoch [187][460/470] lr: 1.387e-01, eta: 1 day, 1:33:38, time: 2.357, data_time: 0.004, memory: 25994, top1_acc: 0.5207, top5_acc: 0.7501, loss_cls: 2.0834, loss: 2.0834, grad_norm: 1.5717 2021-02-21 16:20:54,881 - mmaction - INFO - Epoch [188][20/470] lr: 1.350e-01, eta: 1 day, 1:33:19, time: 13.195, data_time: 10.916, memory: 25994, top1_acc: 0.5288, top5_acc: 0.7628, loss_cls: 2.0141, loss: 2.0141, grad_norm: 1.5629 2021-02-21 16:21:51,744 - mmaction - INFO - Epoch [188][40/470] lr: 1.350e-01, eta: 1 day, 1:32:22, time: 2.843, data_time: 0.008, memory: 25994, top1_acc: 0.5307, top5_acc: 0.7579, loss_cls: 2.0297, loss: 2.0297, grad_norm: 1.5607 2021-02-21 16:22:38,325 - mmaction - INFO - Epoch [188][60/470] lr: 1.350e-01, eta: 1 day, 1:31:22, time: 2.330, data_time: 0.003, memory: 25994, top1_acc: 0.5284, top5_acc: 0.7580, loss_cls: 2.0256, loss: 2.0256, grad_norm: 1.5978 2021-02-21 16:23:23,917 - mmaction - INFO - Epoch [188][80/470] lr: 1.350e-01, eta: 1 day, 1:30:21, time: 2.274, data_time: 0.003, memory: 25994, top1_acc: 0.5354, top5_acc: 0.7686, loss_cls: 2.0011, loss: 2.0011, grad_norm: 1.5813 2021-02-21 16:24:10,016 - mmaction - INFO - Epoch [188][100/470] lr: 1.350e-01, eta: 1 day, 1:29:20, time: 2.305, data_time: 0.010, memory: 25994, top1_acc: 0.5204, top5_acc: 0.7508, loss_cls: 2.0862, loss: 2.0862, grad_norm: 1.6171 2021-02-21 16:24:56,222 - mmaction - INFO - Epoch [188][120/470] lr: 1.350e-01, eta: 1 day, 1:28:20, time: 2.314, data_time: 0.012, memory: 25994, top1_acc: 0.5280, top5_acc: 0.7592, loss_cls: 2.0613, loss: 2.0613, grad_norm: 1.5929 2021-02-21 16:25:42,835 - mmaction - INFO - Epoch [188][140/470] lr: 1.350e-01, eta: 1 day, 1:27:19, time: 2.330, data_time: 0.004, memory: 25994, top1_acc: 0.5131, top5_acc: 0.7502, loss_cls: 2.0794, loss: 2.0794, grad_norm: 1.5922 2021-02-21 16:26:28,371 - mmaction - INFO - Epoch [188][160/470] lr: 1.350e-01, eta: 1 day, 1:26:18, time: 2.279, data_time: 0.006, memory: 25994, top1_acc: 0.5294, top5_acc: 0.7562, loss_cls: 2.0263, loss: 2.0263, grad_norm: 1.5562 2021-02-21 16:27:12,918 - mmaction - INFO - Epoch [188][180/470] lr: 1.350e-01, eta: 1 day, 1:25:17, time: 2.227, data_time: 0.008, memory: 25994, top1_acc: 0.5298, top5_acc: 0.7566, loss_cls: 2.0492, loss: 2.0492, grad_norm: 1.5793 2021-02-21 16:27:58,220 - mmaction - INFO - Epoch [188][200/470] lr: 1.350e-01, eta: 1 day, 1:24:16, time: 2.267, data_time: 0.005, memory: 25994, top1_acc: 0.5274, top5_acc: 0.7543, loss_cls: 2.0429, loss: 2.0429, grad_norm: 1.5694 2021-02-21 16:28:43,675 - mmaction - INFO - Epoch [188][220/470] lr: 1.350e-01, eta: 1 day, 1:23:15, time: 2.272, data_time: 0.003, memory: 25994, top1_acc: 0.5218, top5_acc: 0.7538, loss_cls: 2.0480, loss: 2.0480, grad_norm: 1.5861 2021-02-21 16:29:29,360 - mmaction - INFO - Epoch [188][240/470] lr: 1.350e-01, eta: 1 day, 1:22:14, time: 2.284, data_time: 0.004, memory: 25994, top1_acc: 0.5250, top5_acc: 0.7549, loss_cls: 2.0603, loss: 2.0603, grad_norm: 1.5838 2021-02-21 16:30:14,827 - mmaction - INFO - Epoch [188][260/470] lr: 1.350e-01, eta: 1 day, 1:21:14, time: 2.273, data_time: 0.004, memory: 25994, top1_acc: 0.5197, top5_acc: 0.7513, loss_cls: 2.0746, loss: 2.0746, grad_norm: 1.5890 2021-02-21 16:31:00,450 - mmaction - INFO - Epoch [188][280/470] lr: 1.350e-01, eta: 1 day, 1:20:13, time: 2.281, data_time: 0.006, memory: 25994, top1_acc: 0.5216, top5_acc: 0.7570, loss_cls: 2.0629, loss: 2.0629, grad_norm: 1.5891 2021-02-21 16:31:44,977 - mmaction - INFO - Epoch [188][300/470] lr: 1.350e-01, eta: 1 day, 1:19:12, time: 2.226, data_time: 0.008, memory: 25994, top1_acc: 0.5274, top5_acc: 0.7571, loss_cls: 2.0496, loss: 2.0496, grad_norm: 1.5885 2021-02-21 16:32:32,474 - mmaction - INFO - Epoch [188][320/470] lr: 1.350e-01, eta: 1 day, 1:18:12, time: 2.376, data_time: 0.004, memory: 25994, top1_acc: 0.5174, top5_acc: 0.7495, loss_cls: 2.0735, loss: 2.0735, grad_norm: 1.5937 2021-02-21 16:33:16,736 - mmaction - INFO - Epoch [188][340/470] lr: 1.350e-01, eta: 1 day, 1:17:10, time: 2.206, data_time: 0.005, memory: 25994, top1_acc: 0.5306, top5_acc: 0.7568, loss_cls: 2.0459, loss: 2.0459, grad_norm: 1.5586 2021-02-21 16:34:01,370 - mmaction - INFO - Epoch [188][360/470] lr: 1.350e-01, eta: 1 day, 1:16:09, time: 2.239, data_time: 0.017, memory: 25994, top1_acc: 0.5198, top5_acc: 0.7554, loss_cls: 2.0627, loss: 2.0627, grad_norm: 1.5618 2021-02-21 16:34:46,963 - mmaction - INFO - Epoch [188][380/470] lr: 1.350e-01, eta: 1 day, 1:15:08, time: 2.274, data_time: 0.004, memory: 25994, top1_acc: 0.5195, top5_acc: 0.7518, loss_cls: 2.0758, loss: 2.0758, grad_norm: 1.5784 2021-02-21 16:35:31,623 - mmaction - INFO - Epoch [188][400/470] lr: 1.350e-01, eta: 1 day, 1:14:07, time: 2.238, data_time: 0.010, memory: 25994, top1_acc: 0.5183, top5_acc: 0.7464, loss_cls: 2.1116, loss: 2.1116, grad_norm: 1.5684 2021-02-21 16:36:16,820 - mmaction - INFO - Epoch [188][420/470] lr: 1.350e-01, eta: 1 day, 1:13:06, time: 2.258, data_time: 0.009, memory: 25994, top1_acc: 0.5217, top5_acc: 0.7484, loss_cls: 2.0865, loss: 2.0865, grad_norm: 1.5826 2021-02-21 16:37:02,284 - mmaction - INFO - Epoch [188][440/470] lr: 1.350e-01, eta: 1 day, 1:12:05, time: 2.270, data_time: 0.007, memory: 25994, top1_acc: 0.5133, top5_acc: 0.7466, loss_cls: 2.1035, loss: 2.1035, grad_norm: 1.5834 2021-02-21 16:37:47,259 - mmaction - INFO - Epoch [188][460/470] lr: 1.350e-01, eta: 1 day, 1:11:05, time: 2.253, data_time: 0.009, memory: 25994, top1_acc: 0.5185, top5_acc: 0.7499, loss_cls: 2.0923, loss: 2.0923, grad_norm: 1.5951 2021-02-21 16:38:28,359 - mmaction - INFO - Saving checkpoint at 188 epochs 2021-02-21 16:42:34,640 - mmaction - INFO - Epoch [189][20/470] lr: 1.314e-01, eta: 1 day, 1:10:36, time: 12.103, data_time: 9.657, memory: 25994, top1_acc: 0.5244, top5_acc: 0.7535, loss_cls: 2.0553, loss: 2.0553, grad_norm: 1.5760 2021-02-21 16:43:19,979 - mmaction - INFO - Epoch [189][40/470] lr: 1.314e-01, eta: 1 day, 1:09:35, time: 2.265, data_time: 0.005, memory: 25994, top1_acc: 0.5284, top5_acc: 0.7614, loss_cls: 2.0134, loss: 2.0134, grad_norm: 1.5848 2021-02-21 16:44:04,380 - mmaction - INFO - Epoch [189][60/470] lr: 1.314e-01, eta: 1 day, 1:08:34, time: 2.223, data_time: 0.007, memory: 25994, top1_acc: 0.5280, top5_acc: 0.7571, loss_cls: 2.0386, loss: 2.0386, grad_norm: 1.5848 2021-02-21 16:44:51,045 - mmaction - INFO - Epoch [189][80/470] lr: 1.314e-01, eta: 1 day, 1:07:34, time: 2.331, data_time: 0.003, memory: 25994, top1_acc: 0.5341, top5_acc: 0.7589, loss_cls: 2.0435, loss: 2.0435, grad_norm: 1.6026 2021-02-21 16:45:37,919 - mmaction - INFO - Epoch [189][100/470] lr: 1.314e-01, eta: 1 day, 1:06:33, time: 2.338, data_time: 0.006, memory: 25994, top1_acc: 0.5187, top5_acc: 0.7517, loss_cls: 2.0883, loss: 2.0883, grad_norm: 1.5851 2021-02-21 16:46:23,394 - mmaction - INFO - Epoch [189][120/470] lr: 1.314e-01, eta: 1 day, 1:05:33, time: 2.280, data_time: 0.013, memory: 25994, top1_acc: 0.5317, top5_acc: 0.7579, loss_cls: 2.0270, loss: 2.0270, grad_norm: 1.5788 2021-02-21 16:47:09,903 - mmaction - INFO - Epoch [189][140/470] lr: 1.314e-01, eta: 1 day, 1:04:32, time: 2.327, data_time: 0.007, memory: 25994, top1_acc: 0.5254, top5_acc: 0.7567, loss_cls: 2.0480, loss: 2.0480, grad_norm: 1.5710 2021-02-21 16:47:56,614 - mmaction - INFO - Epoch [189][160/470] lr: 1.314e-01, eta: 1 day, 1:03:32, time: 2.335, data_time: 0.008, memory: 25994, top1_acc: 0.5220, top5_acc: 0.7567, loss_cls: 2.0457, loss: 2.0457, grad_norm: 1.5926 2021-02-21 16:48:42,432 - mmaction - INFO - Epoch [189][180/470] lr: 1.314e-01, eta: 1 day, 1:02:31, time: 2.290, data_time: 0.005, memory: 25994, top1_acc: 0.5207, top5_acc: 0.7552, loss_cls: 2.0703, loss: 2.0703, grad_norm: 1.5885 2021-02-21 16:49:28,623 - mmaction - INFO - Epoch [189][200/470] lr: 1.314e-01, eta: 1 day, 1:01:31, time: 2.309, data_time: 0.009, memory: 25994, top1_acc: 0.5238, top5_acc: 0.7537, loss_cls: 2.0484, loss: 2.0484, grad_norm: 1.5790 2021-02-21 16:50:13,201 - mmaction - INFO - Epoch [189][220/470] lr: 1.314e-01, eta: 1 day, 1:00:30, time: 2.227, data_time: 0.005, memory: 25994, top1_acc: 0.5286, top5_acc: 0.7592, loss_cls: 2.0235, loss: 2.0235, grad_norm: 1.5829 2021-02-21 16:50:58,059 - mmaction - INFO - Epoch [189][240/470] lr: 1.314e-01, eta: 1 day, 0:59:29, time: 2.243, data_time: 0.007, memory: 25994, top1_acc: 0.5220, top5_acc: 0.7582, loss_cls: 2.0286, loss: 2.0286, grad_norm: 1.5788 2021-02-21 16:51:44,013 - mmaction - INFO - Epoch [189][260/470] lr: 1.314e-01, eta: 1 day, 0:58:28, time: 2.298, data_time: 0.010, memory: 25994, top1_acc: 0.5289, top5_acc: 0.7548, loss_cls: 2.0524, loss: 2.0524, grad_norm: 1.6047 2021-02-21 16:52:29,710 - mmaction - INFO - Epoch [189][280/470] lr: 1.314e-01, eta: 1 day, 0:57:27, time: 2.288, data_time: 0.012, memory: 25994, top1_acc: 0.5245, top5_acc: 0.7534, loss_cls: 2.0638, loss: 2.0638, grad_norm: 1.5778 2021-02-21 16:53:16,591 - mmaction - INFO - Epoch [189][300/470] lr: 1.314e-01, eta: 1 day, 0:56:27, time: 2.342, data_time: 0.004, memory: 25994, top1_acc: 0.5257, top5_acc: 0.7592, loss_cls: 2.0438, loss: 2.0438, grad_norm: 1.5983 2021-02-21 16:54:12,551 - mmaction - INFO - Epoch [189][320/470] lr: 1.314e-01, eta: 1 day, 0:55:30, time: 2.800, data_time: 0.005, memory: 25994, top1_acc: 0.5210, top5_acc: 0.7533, loss_cls: 2.0750, loss: 2.0750, grad_norm: 1.6045 2021-02-21 16:54:56,786 - mmaction - INFO - Epoch [189][340/470] lr: 1.314e-01, eta: 1 day, 0:54:29, time: 2.210, data_time: 0.005, memory: 25994, top1_acc: 0.5267, top5_acc: 0.7574, loss_cls: 2.0669, loss: 2.0669, grad_norm: 1.6240 2021-02-21 16:55:41,358 - mmaction - INFO - Epoch [189][360/470] lr: 1.314e-01, eta: 1 day, 0:53:28, time: 2.228, data_time: 0.009, memory: 25994, top1_acc: 0.5191, top5_acc: 0.7509, loss_cls: 2.0742, loss: 2.0742, grad_norm: 1.5710 2021-02-21 16:56:26,280 - mmaction - INFO - Epoch [189][380/470] lr: 1.314e-01, eta: 1 day, 0:52:27, time: 2.248, data_time: 0.007, memory: 25994, top1_acc: 0.5258, top5_acc: 0.7526, loss_cls: 2.0654, loss: 2.0654, grad_norm: 1.5863 2021-02-21 16:57:10,685 - mmaction - INFO - Epoch [189][400/470] lr: 1.314e-01, eta: 1 day, 0:51:26, time: 2.219, data_time: 0.006, memory: 25994, top1_acc: 0.5225, top5_acc: 0.7538, loss_cls: 2.0849, loss: 2.0849, grad_norm: 1.5833 2021-02-21 16:57:55,454 - mmaction - INFO - Epoch [189][420/470] lr: 1.314e-01, eta: 1 day, 0:50:25, time: 2.241, data_time: 0.007, memory: 25994, top1_acc: 0.5329, top5_acc: 0.7606, loss_cls: 2.0304, loss: 2.0304, grad_norm: 1.5746 2021-02-21 16:58:41,645 - mmaction - INFO - Epoch [189][440/470] lr: 1.314e-01, eta: 1 day, 0:49:25, time: 2.309, data_time: 0.004, memory: 25994, top1_acc: 0.5210, top5_acc: 0.7526, loss_cls: 2.0720, loss: 2.0720, grad_norm: 1.5770 2021-02-21 16:59:25,257 - mmaction - INFO - Epoch [189][460/470] lr: 1.314e-01, eta: 1 day, 0:48:23, time: 2.181, data_time: 0.005, memory: 25994, top1_acc: 0.5179, top5_acc: 0.7520, loss_cls: 2.0826, loss: 2.0826, grad_norm: 1.6063 2021-02-21 17:04:05,819 - mmaction - INFO - Epoch [190][20/470] lr: 1.278e-01, eta: 1 day, 0:47:55, time: 12.309, data_time: 9.791, memory: 25994, top1_acc: 0.5289, top5_acc: 0.7612, loss_cls: 2.0181, loss: 2.0181, grad_norm: 1.5766 2021-02-21 17:04:49,099 - mmaction - INFO - Epoch [190][40/470] lr: 1.278e-01, eta: 1 day, 0:46:54, time: 2.171, data_time: 0.014, memory: 25994, top1_acc: 0.5306, top5_acc: 0.7648, loss_cls: 1.9959, loss: 1.9959, grad_norm: 1.5976 2021-02-21 17:05:32,018 - mmaction - INFO - Epoch [190][60/470] lr: 1.278e-01, eta: 1 day, 0:45:52, time: 2.146, data_time: 0.005, memory: 25994, top1_acc: 0.5249, top5_acc: 0.7580, loss_cls: 2.0292, loss: 2.0292, grad_norm: 1.6118 2021-02-21 17:06:17,839 - mmaction - INFO - Epoch [190][80/470] lr: 1.278e-01, eta: 1 day, 0:44:52, time: 2.293, data_time: 0.005, memory: 25994, top1_acc: 0.5324, top5_acc: 0.7642, loss_cls: 1.9956, loss: 1.9956, grad_norm: 1.6022 2021-02-21 17:07:05,006 - mmaction - INFO - Epoch [190][100/470] lr: 1.278e-01, eta: 1 day, 0:43:51, time: 2.358, data_time: 0.003, memory: 25994, top1_acc: 0.5359, top5_acc: 0.7688, loss_cls: 2.0061, loss: 2.0061, grad_norm: 1.6215 2021-02-21 17:07:51,110 - mmaction - INFO - Epoch [190][120/470] lr: 1.278e-01, eta: 1 day, 0:42:51, time: 2.304, data_time: 0.004, memory: 25994, top1_acc: 0.5299, top5_acc: 0.7590, loss_cls: 2.0322, loss: 2.0322, grad_norm: 1.6372 2021-02-21 17:08:36,095 - mmaction - INFO - Epoch [190][140/470] lr: 1.278e-01, eta: 1 day, 0:41:50, time: 2.248, data_time: 0.005, memory: 25994, top1_acc: 0.5317, top5_acc: 0.7604, loss_cls: 2.0181, loss: 2.0181, grad_norm: 1.6091 2021-02-21 17:09:21,739 - mmaction - INFO - Epoch [190][160/470] lr: 1.278e-01, eta: 1 day, 0:40:50, time: 2.284, data_time: 0.006, memory: 25994, top1_acc: 0.5343, top5_acc: 0.7670, loss_cls: 1.9978, loss: 1.9978, grad_norm: 1.5800 2021-02-21 17:10:05,797 - mmaction - INFO - Epoch [190][180/470] lr: 1.278e-01, eta: 1 day, 0:39:48, time: 2.203, data_time: 0.005, memory: 25994, top1_acc: 0.5256, top5_acc: 0.7544, loss_cls: 2.0578, loss: 2.0578, grad_norm: 1.6381 2021-02-21 17:10:52,206 - mmaction - INFO - Epoch [190][200/470] lr: 1.278e-01, eta: 1 day, 0:38:48, time: 2.318, data_time: 0.005, memory: 25994, top1_acc: 0.5285, top5_acc: 0.7561, loss_cls: 2.0462, loss: 2.0462, grad_norm: 1.6208 2021-02-21 17:11:41,167 - mmaction - INFO - Epoch [190][220/470] lr: 1.278e-01, eta: 1 day, 0:37:49, time: 2.451, data_time: 0.009, memory: 25994, top1_acc: 0.5325, top5_acc: 0.7606, loss_cls: 2.0309, loss: 2.0309, grad_norm: 1.6135 2021-02-21 17:12:26,301 - mmaction - INFO - Epoch [190][240/470] lr: 1.278e-01, eta: 1 day, 0:36:48, time: 2.256, data_time: 0.005, memory: 25994, top1_acc: 0.5349, top5_acc: 0.7627, loss_cls: 2.0085, loss: 2.0085, grad_norm: 1.5954 2021-02-21 17:13:11,803 - mmaction - INFO - Epoch [190][260/470] lr: 1.278e-01, eta: 1 day, 0:35:47, time: 2.275, data_time: 0.005, memory: 25994, top1_acc: 0.5262, top5_acc: 0.7573, loss_cls: 2.0455, loss: 2.0455, grad_norm: 1.6237 2021-02-21 17:13:57,422 - mmaction - INFO - Epoch [190][280/470] lr: 1.278e-01, eta: 1 day, 0:34:47, time: 2.281, data_time: 0.017, memory: 25994, top1_acc: 0.5254, top5_acc: 0.7576, loss_cls: 2.0302, loss: 2.0302, grad_norm: 1.6275 2021-02-21 17:14:42,609 - mmaction - INFO - Epoch [190][300/470] lr: 1.278e-01, eta: 1 day, 0:33:46, time: 2.257, data_time: 0.004, memory: 25994, top1_acc: 0.5219, top5_acc: 0.7585, loss_cls: 2.0372, loss: 2.0372, grad_norm: 1.6106 2021-02-21 17:15:27,965 - mmaction - INFO - Epoch [190][320/470] lr: 1.278e-01, eta: 1 day, 0:32:45, time: 2.270, data_time: 0.006, memory: 25994, top1_acc: 0.5307, top5_acc: 0.7555, loss_cls: 2.0376, loss: 2.0376, grad_norm: 1.6061 2021-02-21 17:16:17,711 - mmaction - INFO - Epoch [190][340/470] lr: 1.278e-01, eta: 1 day, 0:31:46, time: 2.487, data_time: 0.005, memory: 25994, top1_acc: 0.5265, top5_acc: 0.7566, loss_cls: 2.0348, loss: 2.0348, grad_norm: 1.6471 2021-02-21 17:17:07,196 - mmaction - INFO - Epoch [190][360/470] lr: 1.278e-01, eta: 1 day, 0:30:47, time: 2.466, data_time: 0.006, memory: 25994, top1_acc: 0.5193, top5_acc: 0.7492, loss_cls: 2.0905, loss: 2.0905, grad_norm: 1.6176 2021-02-21 17:17:52,852 - mmaction - INFO - Epoch [190][380/470] lr: 1.278e-01, eta: 1 day, 0:29:46, time: 2.291, data_time: 0.015, memory: 25994, top1_acc: 0.5271, top5_acc: 0.7545, loss_cls: 2.0341, loss: 2.0341, grad_norm: 1.6037 2021-02-21 17:18:37,499 - mmaction - INFO - Epoch [190][400/470] lr: 1.278e-01, eta: 1 day, 0:28:45, time: 2.226, data_time: 0.009, memory: 25994, top1_acc: 0.5257, top5_acc: 0.7582, loss_cls: 2.0328, loss: 2.0328, grad_norm: 1.6084 2021-02-21 17:19:24,324 - mmaction - INFO - Epoch [190][420/470] lr: 1.278e-01, eta: 1 day, 0:27:45, time: 2.346, data_time: 0.009, memory: 25994, top1_acc: 0.5265, top5_acc: 0.7546, loss_cls: 2.0497, loss: 2.0497, grad_norm: 1.5970 2021-02-21 17:20:13,285 - mmaction - INFO - Epoch [190][440/470] lr: 1.278e-01, eta: 1 day, 0:26:46, time: 2.442, data_time: 0.006, memory: 25994, top1_acc: 0.5294, top5_acc: 0.7544, loss_cls: 2.0543, loss: 2.0543, grad_norm: 1.6206 2021-02-21 17:21:00,662 - mmaction - INFO - Epoch [190][460/470] lr: 1.278e-01, eta: 1 day, 0:25:46, time: 2.376, data_time: 0.011, memory: 25994, top1_acc: 0.5223, top5_acc: 0.7518, loss_cls: 2.0674, loss: 2.0674, grad_norm: 1.6089 2021-02-21 17:28:26,946 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-21 17:28:27,725 - mmaction - INFO - top1_acc 0.5846 top5_acc 0.8154 2021-02-21 17:28:27,725 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-21 17:28:27,817 - mmaction - INFO - mean_acc 0.5845 2021-02-21 17:28:27,817 - mmaction - INFO - Now best checkpoint is epoch_190.pth 2021-02-21 17:28:27,835 - mmaction - INFO - Epoch(val) [190][470] top1_acc: 0.5846, top5_acc: 0.8154, mean_class_accuracy: 0.5845 2021-02-21 17:32:09,554 - mmaction - INFO - Epoch [191][20/470] lr: 1.242e-01, eta: 1 day, 0:25:08, time: 11.083, data_time: 8.706, memory: 25994, top1_acc: 0.5397, top5_acc: 0.7630, loss_cls: 1.9927, loss: 1.9927, grad_norm: 1.5893 2021-02-21 17:32:54,733 - mmaction - INFO - Epoch [191][40/470] lr: 1.242e-01, eta: 1 day, 0:24:08, time: 2.260, data_time: 0.005, memory: 25994, top1_acc: 0.5351, top5_acc: 0.7605, loss_cls: 2.0180, loss: 2.0180, grad_norm: 1.5992 2021-02-21 17:33:39,650 - mmaction - INFO - Epoch [191][60/470] lr: 1.242e-01, eta: 1 day, 0:23:07, time: 2.244, data_time: 0.039, memory: 25994, top1_acc: 0.5249, top5_acc: 0.7629, loss_cls: 2.0159, loss: 2.0159, grad_norm: 1.6199 2021-02-21 17:34:25,922 - mmaction - INFO - Epoch [191][80/470] lr: 1.242e-01, eta: 1 day, 0:22:07, time: 2.315, data_time: 0.006, memory: 25994, top1_acc: 0.5274, top5_acc: 0.7634, loss_cls: 2.0216, loss: 2.0216, grad_norm: 1.6357 2021-02-21 17:35:11,409 - mmaction - INFO - Epoch [191][100/470] lr: 1.242e-01, eta: 1 day, 0:21:06, time: 2.274, data_time: 0.007, memory: 25994, top1_acc: 0.5417, top5_acc: 0.7658, loss_cls: 1.9761, loss: 1.9761, grad_norm: 1.6014 2021-02-21 17:35:55,960 - mmaction - INFO - Epoch [191][120/470] lr: 1.242e-01, eta: 1 day, 0:20:05, time: 2.227, data_time: 0.004, memory: 25994, top1_acc: 0.5260, top5_acc: 0.7536, loss_cls: 2.0466, loss: 2.0466, grad_norm: 1.6322 2021-02-21 17:36:41,484 - mmaction - INFO - Epoch [191][140/470] lr: 1.242e-01, eta: 1 day, 0:19:04, time: 2.275, data_time: 0.007, memory: 25994, top1_acc: 0.5299, top5_acc: 0.7688, loss_cls: 2.0015, loss: 2.0015, grad_norm: 1.6257 2021-02-21 17:37:25,711 - mmaction - INFO - Epoch [191][160/470] lr: 1.242e-01, eta: 1 day, 0:18:03, time: 2.212, data_time: 0.006, memory: 25994, top1_acc: 0.5314, top5_acc: 0.7591, loss_cls: 2.0230, loss: 2.0230, grad_norm: 1.6382 2021-02-21 17:38:10,267 - mmaction - INFO - Epoch [191][180/470] lr: 1.242e-01, eta: 1 day, 0:17:03, time: 2.228, data_time: 0.005, memory: 25994, top1_acc: 0.5280, top5_acc: 0.7563, loss_cls: 2.0396, loss: 2.0396, grad_norm: 1.6230 2021-02-21 17:38:54,598 - mmaction - INFO - Epoch [191][200/470] lr: 1.242e-01, eta: 1 day, 0:16:02, time: 2.214, data_time: 0.004, memory: 25994, top1_acc: 0.5320, top5_acc: 0.7626, loss_cls: 2.0221, loss: 2.0221, grad_norm: 1.6435 2021-02-21 17:39:38,990 - mmaction - INFO - Epoch [191][220/470] lr: 1.242e-01, eta: 1 day, 0:15:01, time: 2.222, data_time: 0.007, memory: 25994, top1_acc: 0.5319, top5_acc: 0.7601, loss_cls: 2.0136, loss: 2.0136, grad_norm: 1.6133 2021-02-21 17:40:24,240 - mmaction - INFO - Epoch [191][240/470] lr: 1.242e-01, eta: 1 day, 0:14:00, time: 2.259, data_time: 0.002, memory: 25994, top1_acc: 0.5286, top5_acc: 0.7618, loss_cls: 2.0260, loss: 2.0260, grad_norm: 1.6147 2021-02-21 17:41:09,341 - mmaction - INFO - Epoch [191][260/470] lr: 1.242e-01, eta: 1 day, 0:12:59, time: 2.255, data_time: 0.007, memory: 25994, top1_acc: 0.5314, top5_acc: 0.7606, loss_cls: 2.0309, loss: 2.0309, grad_norm: 1.6085 2021-02-21 17:41:56,164 - mmaction - INFO - Epoch [191][280/470] lr: 1.242e-01, eta: 1 day, 0:11:59, time: 2.340, data_time: 0.007, memory: 25994, top1_acc: 0.5349, top5_acc: 0.7655, loss_cls: 1.9895, loss: 1.9895, grad_norm: 1.5889 2021-02-21 17:42:41,207 - mmaction - INFO - Epoch [191][300/470] lr: 1.242e-01, eta: 1 day, 0:10:59, time: 2.251, data_time: 0.011, memory: 25994, top1_acc: 0.5298, top5_acc: 0.7554, loss_cls: 2.0428, loss: 2.0428, grad_norm: 1.6230 2021-02-21 17:43:26,542 - mmaction - INFO - Epoch [191][320/470] lr: 1.242e-01, eta: 1 day, 0:09:58, time: 2.271, data_time: 0.012, memory: 25994, top1_acc: 0.5168, top5_acc: 0.7566, loss_cls: 2.0792, loss: 2.0792, grad_norm: 1.6273 2021-02-21 17:44:10,624 - mmaction - INFO - Epoch [191][340/470] lr: 1.242e-01, eta: 1 day, 0:08:57, time: 2.204, data_time: 0.005, memory: 25994, top1_acc: 0.5245, top5_acc: 0.7573, loss_cls: 2.0357, loss: 2.0357, grad_norm: 1.6077 2021-02-21 17:44:55,217 - mmaction - INFO - Epoch [191][360/470] lr: 1.242e-01, eta: 1 day, 0:07:56, time: 2.230, data_time: 0.004, memory: 25994, top1_acc: 0.5332, top5_acc: 0.7585, loss_cls: 2.0268, loss: 2.0268, grad_norm: 1.6045 2021-02-21 17:45:39,197 - mmaction - INFO - Epoch [191][380/470] lr: 1.242e-01, eta: 1 day, 0:06:55, time: 2.196, data_time: 0.004, memory: 25994, top1_acc: 0.5218, top5_acc: 0.7562, loss_cls: 2.0625, loss: 2.0625, grad_norm: 1.6426 2021-02-21 17:46:23,925 - mmaction - INFO - Epoch [191][400/470] lr: 1.242e-01, eta: 1 day, 0:05:55, time: 2.236, data_time: 0.009, memory: 25994, top1_acc: 0.5242, top5_acc: 0.7595, loss_cls: 2.0521, loss: 2.0521, grad_norm: 1.6087 2021-02-21 17:47:09,454 - mmaction - INFO - Epoch [191][420/470] lr: 1.242e-01, eta: 1 day, 0:04:54, time: 2.280, data_time: 0.007, memory: 25994, top1_acc: 0.5388, top5_acc: 0.7640, loss_cls: 2.0041, loss: 2.0041, grad_norm: 1.6162 2021-02-21 17:47:53,942 - mmaction - INFO - Epoch [191][440/470] lr: 1.242e-01, eta: 1 day, 0:03:53, time: 2.223, data_time: 0.007, memory: 25994, top1_acc: 0.5301, top5_acc: 0.7613, loss_cls: 2.0170, loss: 2.0170, grad_norm: 1.6386 2021-02-21 17:48:37,986 - mmaction - INFO - Epoch [191][460/470] lr: 1.242e-01, eta: 1 day, 0:02:52, time: 2.203, data_time: 0.004, memory: 25994, top1_acc: 0.5339, top5_acc: 0.7597, loss_cls: 2.0314, loss: 2.0314, grad_norm: 1.6226 2021-02-21 17:53:22,933 - mmaction - INFO - Epoch [192][20/470] lr: 1.206e-01, eta: 1 day, 0:02:24, time: 12.523, data_time: 10.023, memory: 25994, top1_acc: 0.5504, top5_acc: 0.7727, loss_cls: 1.9403, loss: 1.9403, grad_norm: 1.5932 2021-02-21 17:54:15,446 - mmaction - INFO - Epoch [192][40/470] lr: 1.206e-01, eta: 1 day, 0:01:26, time: 2.626, data_time: 0.005, memory: 25994, top1_acc: 0.5372, top5_acc: 0.7643, loss_cls: 2.0161, loss: 2.0161, grad_norm: 1.6557 2021-02-21 17:54:59,188 - mmaction - INFO - Epoch [192][60/470] lr: 1.206e-01, eta: 1 day, 0:00:24, time: 2.187, data_time: 0.003, memory: 25994, top1_acc: 0.5390, top5_acc: 0.7593, loss_cls: 2.0035, loss: 2.0035, grad_norm: 1.6275 2021-02-21 17:55:42,462 - mmaction - INFO - Epoch [192][80/470] lr: 1.206e-01, eta: 23:59:23, time: 2.162, data_time: 0.003, memory: 25994, top1_acc: 0.5311, top5_acc: 0.7583, loss_cls: 2.0149, loss: 2.0149, grad_norm: 1.6348 2021-02-21 17:56:26,746 - mmaction - INFO - Epoch [192][100/470] lr: 1.206e-01, eta: 23:58:22, time: 2.213, data_time: 0.009, memory: 25994, top1_acc: 0.5329, top5_acc: 0.7618, loss_cls: 2.0157, loss: 2.0157, grad_norm: 1.6383 2021-02-21 17:57:10,948 - mmaction - INFO - Epoch [192][120/470] lr: 1.206e-01, eta: 23:57:21, time: 2.202, data_time: 0.007, memory: 25994, top1_acc: 0.5426, top5_acc: 0.7698, loss_cls: 1.9911, loss: 1.9911, grad_norm: 1.6244 2021-02-21 17:57:55,397 - mmaction - INFO - Epoch [192][140/470] lr: 1.206e-01, eta: 23:56:21, time: 2.233, data_time: 0.014, memory: 25994, top1_acc: 0.5360, top5_acc: 0.7639, loss_cls: 1.9988, loss: 1.9988, grad_norm: 1.6224 2021-02-21 17:58:41,105 - mmaction - INFO - Epoch [192][160/470] lr: 1.206e-01, eta: 23:55:20, time: 2.285, data_time: 0.003, memory: 25994, top1_acc: 0.5370, top5_acc: 0.7628, loss_cls: 1.9904, loss: 1.9904, grad_norm: 1.6396 2021-02-21 17:59:25,718 - mmaction - INFO - Epoch [192][180/470] lr: 1.206e-01, eta: 23:54:19, time: 2.232, data_time: 0.004, memory: 25994, top1_acc: 0.5312, top5_acc: 0.7600, loss_cls: 2.0181, loss: 2.0181, grad_norm: 1.6349 2021-02-21 18:00:11,184 - mmaction - INFO - Epoch [192][200/470] lr: 1.206e-01, eta: 23:53:19, time: 2.272, data_time: 0.005, memory: 25994, top1_acc: 0.5308, top5_acc: 0.7575, loss_cls: 2.0183, loss: 2.0183, grad_norm: 1.6628 2021-02-21 18:00:56,373 - mmaction - INFO - Epoch [192][220/470] lr: 1.206e-01, eta: 23:52:18, time: 2.260, data_time: 0.006, memory: 25994, top1_acc: 0.5283, top5_acc: 0.7648, loss_cls: 2.0002, loss: 2.0002, grad_norm: 1.6603 2021-02-21 18:01:41,051 - mmaction - INFO - Epoch [192][240/470] lr: 1.206e-01, eta: 23:51:18, time: 2.234, data_time: 0.004, memory: 25994, top1_acc: 0.5359, top5_acc: 0.7653, loss_cls: 1.9988, loss: 1.9988, grad_norm: 1.6298 2021-02-21 18:02:25,165 - mmaction - INFO - Epoch [192][260/470] lr: 1.206e-01, eta: 23:50:17, time: 2.203, data_time: 0.004, memory: 25994, top1_acc: 0.5334, top5_acc: 0.7598, loss_cls: 2.0169, loss: 2.0169, grad_norm: 1.6456 2021-02-21 18:03:11,578 - mmaction - INFO - Epoch [192][280/470] lr: 1.206e-01, eta: 23:49:17, time: 2.323, data_time: 0.007, memory: 25994, top1_acc: 0.5285, top5_acc: 0.7612, loss_cls: 2.0300, loss: 2.0300, grad_norm: 1.6510 2021-02-21 18:03:56,689 - mmaction - INFO - Epoch [192][300/470] lr: 1.206e-01, eta: 23:48:16, time: 2.255, data_time: 0.004, memory: 25994, top1_acc: 0.5308, top5_acc: 0.7554, loss_cls: 2.0489, loss: 2.0489, grad_norm: 1.6451 2021-02-21 18:04:39,775 - mmaction - INFO - Epoch [192][320/470] lr: 1.206e-01, eta: 23:47:15, time: 2.154, data_time: 0.007, memory: 25994, top1_acc: 0.5312, top5_acc: 0.7666, loss_cls: 2.0094, loss: 2.0094, grad_norm: 1.6383 2021-02-21 18:05:28,415 - mmaction - INFO - Epoch [192][340/470] lr: 1.206e-01, eta: 23:46:16, time: 2.432, data_time: 0.011, memory: 25994, top1_acc: 0.5262, top5_acc: 0.7544, loss_cls: 2.0410, loss: 2.0410, grad_norm: 1.6399 2021-02-21 18:06:15,795 - mmaction - INFO - Epoch [192][360/470] lr: 1.206e-01, eta: 23:45:16, time: 2.369, data_time: 0.005, memory: 25994, top1_acc: 0.5273, top5_acc: 0.7531, loss_cls: 2.0504, loss: 2.0504, grad_norm: 1.6694 2021-02-21 18:07:01,967 - mmaction - INFO - Epoch [192][380/470] lr: 1.206e-01, eta: 23:44:16, time: 2.306, data_time: 0.009, memory: 25994, top1_acc: 0.5379, top5_acc: 0.7673, loss_cls: 1.9764, loss: 1.9764, grad_norm: 1.6493 2021-02-21 18:07:50,227 - mmaction - INFO - Epoch [192][400/470] lr: 1.206e-01, eta: 23:43:16, time: 2.417, data_time: 0.009, memory: 25994, top1_acc: 0.5300, top5_acc: 0.7624, loss_cls: 2.0211, loss: 2.0211, grad_norm: 1.6378 2021-02-21 18:08:39,257 - mmaction - INFO - Epoch [192][420/470] lr: 1.206e-01, eta: 23:42:17, time: 2.450, data_time: 0.003, memory: 25994, top1_acc: 0.5277, top5_acc: 0.7596, loss_cls: 2.0251, loss: 2.0251, grad_norm: 1.6446 2021-02-21 18:09:27,369 - mmaction - INFO - Epoch [192][440/470] lr: 1.206e-01, eta: 23:41:18, time: 2.407, data_time: 0.007, memory: 25994, top1_acc: 0.5332, top5_acc: 0.7595, loss_cls: 2.0289, loss: 2.0289, grad_norm: 1.6063 2021-02-21 18:10:13,997 - mmaction - INFO - Epoch [192][460/470] lr: 1.206e-01, eta: 23:40:18, time: 2.331, data_time: 0.005, memory: 25994, top1_acc: 0.5332, top5_acc: 0.7618, loss_cls: 2.0200, loss: 2.0200, grad_norm: 1.6135 2021-02-21 18:10:49,891 - mmaction - INFO - Saving checkpoint at 192 epochs 2021-02-21 18:15:11,689 - mmaction - INFO - Epoch [193][20/470] lr: 1.172e-01, eta: 23:39:51, time: 13.004, data_time: 10.703, memory: 25994, top1_acc: 0.5384, top5_acc: 0.7639, loss_cls: 1.9915, loss: 1.9915, grad_norm: 1.6501 2021-02-21 18:15:54,915 - mmaction - INFO - Epoch [193][40/470] lr: 1.172e-01, eta: 23:38:50, time: 2.161, data_time: 0.005, memory: 25994, top1_acc: 0.5416, top5_acc: 0.7683, loss_cls: 1.9791, loss: 1.9791, grad_norm: 1.6534 2021-02-21 18:16:46,546 - mmaction - INFO - Epoch [193][60/470] lr: 1.172e-01, eta: 23:37:51, time: 2.582, data_time: 0.004, memory: 25994, top1_acc: 0.5390, top5_acc: 0.7646, loss_cls: 1.9995, loss: 1.9995, grad_norm: 1.6479 2021-02-21 18:17:33,311 - mmaction - INFO - Epoch [193][80/470] lr: 1.172e-01, eta: 23:36:51, time: 2.335, data_time: 0.005, memory: 25994, top1_acc: 0.5371, top5_acc: 0.7658, loss_cls: 1.9877, loss: 1.9877, grad_norm: 1.6337 2021-02-21 18:18:17,970 - mmaction - INFO - Epoch [193][100/470] lr: 1.172e-01, eta: 23:35:51, time: 2.233, data_time: 0.007, memory: 25994, top1_acc: 0.5519, top5_acc: 0.7737, loss_cls: 1.9366, loss: 1.9366, grad_norm: 1.6267 2021-02-21 18:19:03,059 - mmaction - INFO - Epoch [193][120/470] lr: 1.172e-01, eta: 23:34:50, time: 2.247, data_time: 0.005, memory: 25994, top1_acc: 0.5339, top5_acc: 0.7613, loss_cls: 2.0127, loss: 2.0127, grad_norm: 1.6312 2021-02-21 18:19:47,884 - mmaction - INFO - Epoch [193][140/470] lr: 1.172e-01, eta: 23:33:50, time: 2.252, data_time: 0.015, memory: 25994, top1_acc: 0.5355, top5_acc: 0.7642, loss_cls: 2.0083, loss: 2.0083, grad_norm: 1.6332 2021-02-21 18:20:37,907 - mmaction - INFO - Epoch [193][160/470] lr: 1.172e-01, eta: 23:32:51, time: 2.500, data_time: 0.003, memory: 25994, top1_acc: 0.5437, top5_acc: 0.7664, loss_cls: 1.9804, loss: 1.9804, grad_norm: 1.6547 2021-02-21 18:21:35,225 - mmaction - INFO - Epoch [193][180/470] lr: 1.172e-01, eta: 23:31:54, time: 2.867, data_time: 0.006, memory: 25994, top1_acc: 0.5389, top5_acc: 0.7643, loss_cls: 1.9948, loss: 1.9948, grad_norm: 1.6538 2021-02-21 18:22:21,900 - mmaction - INFO - Epoch [193][200/470] lr: 1.172e-01, eta: 23:30:54, time: 2.334, data_time: 0.003, memory: 25994, top1_acc: 0.5289, top5_acc: 0.7576, loss_cls: 2.0253, loss: 2.0253, grad_norm: 1.6590 2021-02-21 18:23:07,088 - mmaction - INFO - Epoch [193][220/470] lr: 1.172e-01, eta: 23:29:54, time: 2.258, data_time: 0.004, memory: 25994, top1_acc: 0.5364, top5_acc: 0.7633, loss_cls: 2.0051, loss: 2.0051, grad_norm: 1.6544 2021-02-21 18:23:51,902 - mmaction - INFO - Epoch [193][240/470] lr: 1.172e-01, eta: 23:28:53, time: 2.241, data_time: 0.006, memory: 25994, top1_acc: 0.5327, top5_acc: 0.7640, loss_cls: 2.0074, loss: 2.0074, grad_norm: 1.6312 2021-02-21 18:24:36,646 - mmaction - INFO - Epoch [193][260/470] lr: 1.172e-01, eta: 23:27:53, time: 2.233, data_time: 0.005, memory: 25994, top1_acc: 0.5251, top5_acc: 0.7675, loss_cls: 2.0096, loss: 2.0096, grad_norm: 1.6608 2021-02-21 18:25:20,676 - mmaction - INFO - Epoch [193][280/470] lr: 1.172e-01, eta: 23:26:52, time: 2.206, data_time: 0.009, memory: 25994, top1_acc: 0.5402, top5_acc: 0.7654, loss_cls: 1.9924, loss: 1.9924, grad_norm: 1.6220 2021-02-21 18:26:05,211 - mmaction - INFO - Epoch [193][300/470] lr: 1.172e-01, eta: 23:25:51, time: 2.225, data_time: 0.004, memory: 25994, top1_acc: 0.5387, top5_acc: 0.7611, loss_cls: 1.9901, loss: 1.9901, grad_norm: 1.6501 2021-02-21 18:26:49,867 - mmaction - INFO - Epoch [193][320/470] lr: 1.172e-01, eta: 23:24:51, time: 2.230, data_time: 0.005, memory: 25994, top1_acc: 0.5331, top5_acc: 0.7622, loss_cls: 2.0132, loss: 2.0132, grad_norm: 1.6585 2021-02-21 18:27:35,502 - mmaction - INFO - Epoch [193][340/470] lr: 1.172e-01, eta: 23:23:50, time: 2.286, data_time: 0.009, memory: 25994, top1_acc: 0.5345, top5_acc: 0.7591, loss_cls: 2.0155, loss: 2.0155, grad_norm: 1.6401 2021-02-21 18:28:20,590 - mmaction - INFO - Epoch [193][360/470] lr: 1.172e-01, eta: 23:22:50, time: 2.252, data_time: 0.006, memory: 25994, top1_acc: 0.5396, top5_acc: 0.7608, loss_cls: 2.0088, loss: 2.0088, grad_norm: 1.6611 2021-02-21 18:29:06,554 - mmaction - INFO - Epoch [193][380/470] lr: 1.172e-01, eta: 23:21:50, time: 2.298, data_time: 0.007, memory: 25994, top1_acc: 0.5384, top5_acc: 0.7720, loss_cls: 1.9868, loss: 1.9868, grad_norm: 1.6365 2021-02-21 18:29:51,301 - mmaction - INFO - Epoch [193][400/470] lr: 1.172e-01, eta: 23:20:49, time: 2.241, data_time: 0.007, memory: 25994, top1_acc: 0.5318, top5_acc: 0.7629, loss_cls: 2.0019, loss: 2.0019, grad_norm: 1.6828 2021-02-21 18:30:36,005 - mmaction - INFO - Epoch [193][420/470] lr: 1.172e-01, eta: 23:19:49, time: 2.235, data_time: 0.008, memory: 25994, top1_acc: 0.5227, top5_acc: 0.7614, loss_cls: 2.0481, loss: 2.0481, grad_norm: 1.6939 2021-02-21 18:31:19,784 - mmaction - INFO - Epoch [193][440/470] lr: 1.172e-01, eta: 23:18:48, time: 2.188, data_time: 0.005, memory: 25994, top1_acc: 0.5339, top5_acc: 0.7687, loss_cls: 1.9913, loss: 1.9913, grad_norm: 1.6644 2021-02-21 18:32:04,955 - mmaction - INFO - Epoch [193][460/470] lr: 1.172e-01, eta: 23:17:48, time: 2.247, data_time: 0.004, memory: 25994, top1_acc: 0.5356, top5_acc: 0.7625, loss_cls: 2.0022, loss: 2.0022, grad_norm: 1.6574 2021-02-21 18:36:56,641 - mmaction - INFO - Epoch [194][20/470] lr: 1.137e-01, eta: 23:17:18, time: 12.765, data_time: 10.493, memory: 25994, top1_acc: 0.5470, top5_acc: 0.7715, loss_cls: 1.9637, loss: 1.9637, grad_norm: 1.6548 2021-02-21 18:37:39,634 - mmaction - INFO - Epoch [194][40/470] lr: 1.137e-01, eta: 23:16:17, time: 2.149, data_time: 0.005, memory: 25994, top1_acc: 0.5457, top5_acc: 0.7674, loss_cls: 1.9726, loss: 1.9726, grad_norm: 1.6478 2021-02-21 18:38:24,301 - mmaction - INFO - Epoch [194][60/470] lr: 1.137e-01, eta: 23:15:16, time: 2.234, data_time: 0.003, memory: 25994, top1_acc: 0.5446, top5_acc: 0.7646, loss_cls: 1.9809, loss: 1.9809, grad_norm: 1.6902 2021-02-21 18:39:10,119 - mmaction - INFO - Epoch [194][80/470] lr: 1.137e-01, eta: 23:14:16, time: 2.288, data_time: 0.003, memory: 25994, top1_acc: 0.5527, top5_acc: 0.7737, loss_cls: 1.9433, loss: 1.9433, grad_norm: 1.6675 2021-02-21 18:39:55,038 - mmaction - INFO - Epoch [194][100/470] lr: 1.137e-01, eta: 23:13:16, time: 2.241, data_time: 0.005, memory: 25994, top1_acc: 0.5445, top5_acc: 0.7696, loss_cls: 1.9544, loss: 1.9544, grad_norm: 1.6452 2021-02-21 18:40:38,379 - mmaction - INFO - Epoch [194][120/470] lr: 1.137e-01, eta: 23:12:15, time: 2.174, data_time: 0.014, memory: 25994, top1_acc: 0.5404, top5_acc: 0.7605, loss_cls: 1.9962, loss: 1.9962, grad_norm: 1.6786 2021-02-21 18:41:23,452 - mmaction - INFO - Epoch [194][140/470] lr: 1.137e-01, eta: 23:11:14, time: 2.252, data_time: 0.006, memory: 25994, top1_acc: 0.5451, top5_acc: 0.7714, loss_cls: 1.9569, loss: 1.9569, grad_norm: 1.6632 2021-02-21 18:42:08,290 - mmaction - INFO - Epoch [194][160/470] lr: 1.137e-01, eta: 23:10:14, time: 2.242, data_time: 0.005, memory: 25994, top1_acc: 0.5339, top5_acc: 0.7623, loss_cls: 1.9934, loss: 1.9934, grad_norm: 1.6990 2021-02-21 18:42:53,780 - mmaction - INFO - Epoch [194][180/470] lr: 1.137e-01, eta: 23:09:14, time: 2.277, data_time: 0.006, memory: 25994, top1_acc: 0.5428, top5_acc: 0.7630, loss_cls: 1.9852, loss: 1.9852, grad_norm: 1.6496 2021-02-21 18:43:39,748 - mmaction - INFO - Epoch [194][200/470] lr: 1.137e-01, eta: 23:08:14, time: 2.298, data_time: 0.004, memory: 25994, top1_acc: 0.5325, top5_acc: 0.7613, loss_cls: 2.0132, loss: 2.0132, grad_norm: 1.6727 2021-02-21 18:44:24,427 - mmaction - INFO - Epoch [194][220/470] lr: 1.137e-01, eta: 23:07:13, time: 2.235, data_time: 0.004, memory: 25994, top1_acc: 0.5392, top5_acc: 0.7684, loss_cls: 1.9574, loss: 1.9574, grad_norm: 1.6667 2021-02-21 18:45:10,453 - mmaction - INFO - Epoch [194][240/470] lr: 1.137e-01, eta: 23:06:13, time: 2.300, data_time: 0.005, memory: 25994, top1_acc: 0.5370, top5_acc: 0.7696, loss_cls: 1.9807, loss: 1.9807, grad_norm: 1.6682 2021-02-21 18:45:54,690 - mmaction - INFO - Epoch [194][260/470] lr: 1.137e-01, eta: 23:05:12, time: 2.210, data_time: 0.007, memory: 25994, top1_acc: 0.5281, top5_acc: 0.7590, loss_cls: 2.0271, loss: 2.0271, grad_norm: 1.7049 2021-02-21 18:46:39,629 - mmaction - INFO - Epoch [194][280/470] lr: 1.137e-01, eta: 23:04:12, time: 2.247, data_time: 0.007, memory: 25994, top1_acc: 0.5354, top5_acc: 0.7604, loss_cls: 1.9991, loss: 1.9991, grad_norm: 1.6376 2021-02-21 18:47:24,561 - mmaction - INFO - Epoch [194][300/470] lr: 1.137e-01, eta: 23:03:12, time: 2.242, data_time: 0.005, memory: 25994, top1_acc: 0.5417, top5_acc: 0.7668, loss_cls: 2.0019, loss: 2.0019, grad_norm: 1.6459 2021-02-21 18:48:09,102 - mmaction - INFO - Epoch [194][320/470] lr: 1.137e-01, eta: 23:02:11, time: 2.228, data_time: 0.010, memory: 25994, top1_acc: 0.5346, top5_acc: 0.7667, loss_cls: 1.9864, loss: 1.9864, grad_norm: 1.6420 2021-02-21 18:48:54,460 - mmaction - INFO - Epoch [194][340/470] lr: 1.137e-01, eta: 23:01:11, time: 2.273, data_time: 0.010, memory: 25994, top1_acc: 0.5339, top5_acc: 0.7590, loss_cls: 1.9990, loss: 1.9990, grad_norm: 1.6725 2021-02-21 18:49:38,322 - mmaction - INFO - Epoch [194][360/470] lr: 1.137e-01, eta: 23:00:10, time: 2.193, data_time: 0.006, memory: 25994, top1_acc: 0.5350, top5_acc: 0.7620, loss_cls: 2.0134, loss: 2.0134, grad_norm: 1.6625 2021-02-21 18:50:23,554 - mmaction - INFO - Epoch [194][380/470] lr: 1.137e-01, eta: 22:59:10, time: 2.260, data_time: 0.003, memory: 25994, top1_acc: 0.5343, top5_acc: 0.7598, loss_cls: 2.0116, loss: 2.0116, grad_norm: 1.6715 2021-02-21 18:51:07,320 - mmaction - INFO - Epoch [194][400/470] lr: 1.137e-01, eta: 22:58:09, time: 2.190, data_time: 0.006, memory: 25994, top1_acc: 0.5423, top5_acc: 0.7680, loss_cls: 1.9806, loss: 1.9806, grad_norm: 1.6441 2021-02-21 18:51:52,345 - mmaction - INFO - Epoch [194][420/470] lr: 1.137e-01, eta: 22:57:09, time: 2.251, data_time: 0.007, memory: 25994, top1_acc: 0.5323, top5_acc: 0.7678, loss_cls: 1.9998, loss: 1.9998, grad_norm: 1.6978 2021-02-21 18:52:35,604 - mmaction - INFO - Epoch [194][440/470] lr: 1.137e-01, eta: 22:56:08, time: 2.162, data_time: 0.005, memory: 25994, top1_acc: 0.5325, top5_acc: 0.7592, loss_cls: 2.0054, loss: 2.0054, grad_norm: 1.6637 2021-02-21 18:53:20,609 - mmaction - INFO - Epoch [194][460/470] lr: 1.137e-01, eta: 22:55:07, time: 2.250, data_time: 0.007, memory: 25994, top1_acc: 0.5457, top5_acc: 0.7674, loss_cls: 1.9631, loss: 1.9631, grad_norm: 1.6688 2021-02-21 18:58:18,327 - mmaction - INFO - Epoch [195][20/470] lr: 1.103e-01, eta: 22:54:37, time: 12.752, data_time: 10.246, memory: 25994, top1_acc: 0.5467, top5_acc: 0.7744, loss_cls: 1.9517, loss: 1.9517, grad_norm: 1.6759 2021-02-21 18:59:02,708 - mmaction - INFO - Epoch [195][40/470] lr: 1.103e-01, eta: 22:53:36, time: 2.219, data_time: 0.005, memory: 25994, top1_acc: 0.5483, top5_acc: 0.7694, loss_cls: 1.9487, loss: 1.9487, grad_norm: 1.6850 2021-02-21 18:59:46,330 - mmaction - INFO - Epoch [195][60/470] lr: 1.103e-01, eta: 22:52:36, time: 2.182, data_time: 0.008, memory: 25994, top1_acc: 0.5557, top5_acc: 0.7740, loss_cls: 1.9350, loss: 1.9350, grad_norm: 1.6883 2021-02-21 19:00:31,477 - mmaction - INFO - Epoch [195][80/470] lr: 1.103e-01, eta: 22:51:35, time: 2.258, data_time: 0.008, memory: 25994, top1_acc: 0.5392, top5_acc: 0.7632, loss_cls: 2.0015, loss: 2.0015, grad_norm: 1.7042 2021-02-21 19:01:18,238 - mmaction - INFO - Epoch [195][100/470] lr: 1.103e-01, eta: 22:50:35, time: 2.339, data_time: 0.004, memory: 25994, top1_acc: 0.5296, top5_acc: 0.7630, loss_cls: 2.0153, loss: 2.0153, grad_norm: 1.7112 2021-02-21 19:02:02,750 - mmaction - INFO - Epoch [195][120/470] lr: 1.103e-01, eta: 22:49:35, time: 2.224, data_time: 0.004, memory: 25994, top1_acc: 0.5493, top5_acc: 0.7747, loss_cls: 1.9426, loss: 1.9426, grad_norm: 1.6538 2021-02-21 19:02:49,917 - mmaction - INFO - Epoch [195][140/470] lr: 1.103e-01, eta: 22:48:35, time: 2.359, data_time: 0.006, memory: 25994, top1_acc: 0.5421, top5_acc: 0.7732, loss_cls: 1.9588, loss: 1.9588, grad_norm: 1.7066 2021-02-21 19:03:37,314 - mmaction - INFO - Epoch [195][160/470] lr: 1.103e-01, eta: 22:47:36, time: 2.370, data_time: 0.004, memory: 25994, top1_acc: 0.5412, top5_acc: 0.7739, loss_cls: 1.9565, loss: 1.9565, grad_norm: 1.6980 2021-02-21 19:04:20,981 - mmaction - INFO - Epoch [195][180/470] lr: 1.103e-01, eta: 22:46:35, time: 2.182, data_time: 0.005, memory: 25994, top1_acc: 0.5463, top5_acc: 0.7716, loss_cls: 1.9430, loss: 1.9430, grad_norm: 1.6887 2021-02-21 19:05:05,437 - mmaction - INFO - Epoch [195][200/470] lr: 1.103e-01, eta: 22:45:35, time: 2.224, data_time: 0.006, memory: 25994, top1_acc: 0.5473, top5_acc: 0.7681, loss_cls: 1.9649, loss: 1.9649, grad_norm: 1.6824 2021-02-21 19:05:54,204 - mmaction - INFO - Epoch [195][220/470] lr: 1.103e-01, eta: 22:44:35, time: 2.438, data_time: 0.003, memory: 25994, top1_acc: 0.5461, top5_acc: 0.7683, loss_cls: 1.9570, loss: 1.9570, grad_norm: 1.6888 2021-02-21 19:06:38,610 - mmaction - INFO - Epoch [195][240/470] lr: 1.103e-01, eta: 22:43:35, time: 2.219, data_time: 0.005, memory: 25994, top1_acc: 0.5375, top5_acc: 0.7630, loss_cls: 1.9922, loss: 1.9922, grad_norm: 1.6967 2021-02-21 19:07:24,377 - mmaction - INFO - Epoch [195][260/470] lr: 1.103e-01, eta: 22:42:35, time: 2.290, data_time: 0.004, memory: 25994, top1_acc: 0.5506, top5_acc: 0.7760, loss_cls: 1.9418, loss: 1.9418, grad_norm: 1.6782 2021-02-21 19:08:08,447 - mmaction - INFO - Epoch [195][280/470] lr: 1.103e-01, eta: 22:41:34, time: 2.204, data_time: 0.005, memory: 25994, top1_acc: 0.5358, top5_acc: 0.7710, loss_cls: 1.9748, loss: 1.9748, grad_norm: 1.6841 2021-02-21 19:08:55,210 - mmaction - INFO - Epoch [195][300/470] lr: 1.103e-01, eta: 22:40:35, time: 2.336, data_time: 0.001, memory: 25994, top1_acc: 0.5420, top5_acc: 0.7691, loss_cls: 1.9591, loss: 1.9591, grad_norm: 1.7069 2021-02-21 19:09:39,159 - mmaction - INFO - Epoch [195][320/470] lr: 1.103e-01, eta: 22:39:34, time: 2.198, data_time: 0.012, memory: 25994, top1_acc: 0.5369, top5_acc: 0.7655, loss_cls: 1.9932, loss: 1.9932, grad_norm: 1.7161 2021-02-21 19:10:26,128 - mmaction - INFO - Epoch [195][340/470] lr: 1.103e-01, eta: 22:38:34, time: 2.345, data_time: 0.004, memory: 25994, top1_acc: 0.5429, top5_acc: 0.7701, loss_cls: 1.9506, loss: 1.9506, grad_norm: 1.6852 2021-02-21 19:11:10,652 - mmaction - INFO - Epoch [195][360/470] lr: 1.103e-01, eta: 22:37:34, time: 2.228, data_time: 0.010, memory: 25994, top1_acc: 0.5491, top5_acc: 0.7692, loss_cls: 1.9534, loss: 1.9534, grad_norm: 1.6553 2021-02-21 19:12:07,521 - mmaction - INFO - Epoch [195][380/470] lr: 1.103e-01, eta: 22:36:37, time: 2.835, data_time: 0.027, memory: 25994, top1_acc: 0.5344, top5_acc: 0.7641, loss_cls: 1.9948, loss: 1.9948, grad_norm: 1.6903 2021-02-21 19:12:54,107 - mmaction - INFO - Epoch [195][400/470] lr: 1.103e-01, eta: 22:35:38, time: 2.340, data_time: 0.016, memory: 25994, top1_acc: 0.5363, top5_acc: 0.7634, loss_cls: 1.9986, loss: 1.9986, grad_norm: 1.7127 2021-02-21 19:13:38,567 - mmaction - INFO - Epoch [195][420/470] lr: 1.103e-01, eta: 22:34:37, time: 2.211, data_time: 0.007, memory: 25994, top1_acc: 0.5483, top5_acc: 0.7678, loss_cls: 1.9600, loss: 1.9600, grad_norm: 1.6812 2021-02-21 19:14:23,866 - mmaction - INFO - Epoch [195][440/470] lr: 1.103e-01, eta: 22:33:37, time: 2.273, data_time: 0.015, memory: 25994, top1_acc: 0.5455, top5_acc: 0.7746, loss_cls: 1.9492, loss: 1.9492, grad_norm: 1.6926 2021-02-21 19:15:08,954 - mmaction - INFO - Epoch [195][460/470] lr: 1.103e-01, eta: 22:32:37, time: 2.253, data_time: 0.007, memory: 25994, top1_acc: 0.5393, top5_acc: 0.7625, loss_cls: 1.9886, loss: 1.9886, grad_norm: 1.6843 2021-02-21 19:23:08,670 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-21 19:23:09,436 - mmaction - INFO - top1_acc 0.5902 top5_acc 0.8243 2021-02-21 19:23:09,436 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-21 19:23:09,492 - mmaction - INFO - mean_acc 0.5900 2021-02-21 19:23:09,493 - mmaction - INFO - Now best checkpoint is epoch_195.pth 2021-02-21 19:23:09,505 - mmaction - INFO - Epoch(val) [195][470] top1_acc: 0.5902, top5_acc: 0.8243, mean_class_accuracy: 0.5900 2021-02-21 19:27:15,386 - mmaction - INFO - Epoch [196][20/470] lr: 1.069e-01, eta: 22:32:02, time: 12.292, data_time: 9.938, memory: 25994, top1_acc: 0.5489, top5_acc: 0.7706, loss_cls: 1.9569, loss: 1.9569, grad_norm: 1.6980 2021-02-21 19:27:59,472 - mmaction - INFO - Epoch [196][40/470] lr: 1.069e-01, eta: 22:31:02, time: 2.204, data_time: 0.007, memory: 25994, top1_acc: 0.5456, top5_acc: 0.7694, loss_cls: 1.9683, loss: 1.9683, grad_norm: 1.7195 2021-02-21 19:28:44,428 - mmaction - INFO - Epoch [196][60/470] lr: 1.069e-01, eta: 22:30:02, time: 2.248, data_time: 0.004, memory: 25994, top1_acc: 0.5520, top5_acc: 0.7744, loss_cls: 1.9445, loss: 1.9445, grad_norm: 1.6924 2021-02-21 19:29:29,082 - mmaction - INFO - Epoch [196][80/470] lr: 1.069e-01, eta: 22:29:01, time: 2.232, data_time: 0.011, memory: 25994, top1_acc: 0.5514, top5_acc: 0.7728, loss_cls: 1.9192, loss: 1.9192, grad_norm: 1.6803 2021-02-21 19:30:15,220 - mmaction - INFO - Epoch [196][100/470] lr: 1.069e-01, eta: 22:28:01, time: 2.307, data_time: 0.005, memory: 25994, top1_acc: 0.5477, top5_acc: 0.7640, loss_cls: 1.9560, loss: 1.9560, grad_norm: 1.7072 2021-02-21 19:31:00,501 - mmaction - INFO - Epoch [196][120/470] lr: 1.069e-01, eta: 22:27:01, time: 2.263, data_time: 0.006, memory: 25994, top1_acc: 0.5425, top5_acc: 0.7705, loss_cls: 1.9635, loss: 1.9635, grad_norm: 1.6790 2021-02-21 19:31:46,305 - mmaction - INFO - Epoch [196][140/470] lr: 1.069e-01, eta: 22:26:01, time: 2.291, data_time: 0.006, memory: 25994, top1_acc: 0.5445, top5_acc: 0.7751, loss_cls: 1.9537, loss: 1.9537, grad_norm: 1.7113 2021-02-21 19:32:31,720 - mmaction - INFO - Epoch [196][160/470] lr: 1.069e-01, eta: 22:25:01, time: 2.272, data_time: 0.003, memory: 25994, top1_acc: 0.5456, top5_acc: 0.7651, loss_cls: 1.9771, loss: 1.9771, grad_norm: 1.6669 2021-02-21 19:33:17,349 - mmaction - INFO - Epoch [196][180/470] lr: 1.069e-01, eta: 22:24:01, time: 2.278, data_time: 0.002, memory: 25994, top1_acc: 0.5452, top5_acc: 0.7740, loss_cls: 1.9559, loss: 1.9559, grad_norm: 1.7178 2021-02-21 19:34:01,792 - mmaction - INFO - Epoch [196][200/470] lr: 1.069e-01, eta: 22:23:01, time: 2.221, data_time: 0.007, memory: 25994, top1_acc: 0.5507, top5_acc: 0.7728, loss_cls: 1.9485, loss: 1.9485, grad_norm: 1.7093 2021-02-21 19:34:47,935 - mmaction - INFO - Epoch [196][220/470] lr: 1.069e-01, eta: 22:22:01, time: 2.305, data_time: 0.013, memory: 25994, top1_acc: 0.5467, top5_acc: 0.7707, loss_cls: 1.9487, loss: 1.9487, grad_norm: 1.6885 2021-02-21 19:35:33,646 - mmaction - INFO - Epoch [196][240/470] lr: 1.069e-01, eta: 22:21:01, time: 2.292, data_time: 0.009, memory: 25994, top1_acc: 0.5379, top5_acc: 0.7689, loss_cls: 1.9853, loss: 1.9853, grad_norm: 1.7291 2021-02-21 19:36:18,515 - mmaction - INFO - Epoch [196][260/470] lr: 1.069e-01, eta: 22:20:01, time: 2.243, data_time: 0.006, memory: 25994, top1_acc: 0.5438, top5_acc: 0.7664, loss_cls: 1.9637, loss: 1.9637, grad_norm: 1.7037 2021-02-21 19:37:04,044 - mmaction - INFO - Epoch [196][280/470] lr: 1.069e-01, eta: 22:19:01, time: 2.276, data_time: 0.006, memory: 25994, top1_acc: 0.5446, top5_acc: 0.7688, loss_cls: 1.9714, loss: 1.9714, grad_norm: 1.7012 2021-02-21 19:37:49,824 - mmaction - INFO - Epoch [196][300/470] lr: 1.069e-01, eta: 22:18:01, time: 2.289, data_time: 0.004, memory: 25994, top1_acc: 0.5478, top5_acc: 0.7738, loss_cls: 1.9358, loss: 1.9358, grad_norm: 1.6745 2021-02-21 19:38:40,785 - mmaction - INFO - Epoch [196][320/470] lr: 1.069e-01, eta: 22:17:02, time: 2.549, data_time: 0.005, memory: 25994, top1_acc: 0.5482, top5_acc: 0.7727, loss_cls: 1.9489, loss: 1.9489, grad_norm: 1.7017 2021-02-21 19:39:24,740 - mmaction - INFO - Epoch [196][340/470] lr: 1.069e-01, eta: 22:16:02, time: 2.198, data_time: 0.005, memory: 25994, top1_acc: 0.5488, top5_acc: 0.7719, loss_cls: 1.9533, loss: 1.9533, grad_norm: 1.7253 2021-02-21 19:40:09,068 - mmaction - INFO - Epoch [196][360/470] lr: 1.069e-01, eta: 22:15:01, time: 2.214, data_time: 0.008, memory: 25994, top1_acc: 0.5464, top5_acc: 0.7693, loss_cls: 1.9488, loss: 1.9488, grad_norm: 1.7109 2021-02-21 19:40:54,110 - mmaction - INFO - Epoch [196][380/470] lr: 1.069e-01, eta: 22:14:01, time: 2.253, data_time: 0.005, memory: 25994, top1_acc: 0.5370, top5_acc: 0.7651, loss_cls: 2.0041, loss: 2.0041, grad_norm: 1.7175 2021-02-21 19:41:38,911 - mmaction - INFO - Epoch [196][400/470] lr: 1.069e-01, eta: 22:13:01, time: 2.241, data_time: 0.005, memory: 25994, top1_acc: 0.5425, top5_acc: 0.7721, loss_cls: 1.9426, loss: 1.9426, grad_norm: 1.7100 2021-02-21 19:42:22,657 - mmaction - INFO - Epoch [196][420/470] lr: 1.069e-01, eta: 22:12:01, time: 2.185, data_time: 0.004, memory: 25994, top1_acc: 0.5364, top5_acc: 0.7674, loss_cls: 1.9841, loss: 1.9841, grad_norm: 1.7355 2021-02-21 19:43:09,199 - mmaction - INFO - Epoch [196][440/470] lr: 1.069e-01, eta: 22:11:01, time: 2.329, data_time: 0.007, memory: 25994, top1_acc: 0.5482, top5_acc: 0.7757, loss_cls: 1.9386, loss: 1.9386, grad_norm: 1.6950 2021-02-21 19:43:53,887 - mmaction - INFO - Epoch [196][460/470] lr: 1.069e-01, eta: 22:10:01, time: 2.233, data_time: 0.003, memory: 25994, top1_acc: 0.5565, top5_acc: 0.7703, loss_cls: 1.9430, loss: 1.9430, grad_norm: 1.6757 2021-02-21 19:44:29,037 - mmaction - INFO - Saving checkpoint at 196 epochs 2021-02-21 19:48:31,883 - mmaction - INFO - Epoch [197][20/470] lr: 1.036e-01, eta: 22:09:24, time: 12.051, data_time: 9.839, memory: 25994, top1_acc: 0.5556, top5_acc: 0.7768, loss_cls: 1.9270, loss: 1.9270, grad_norm: 1.7028 2021-02-21 19:49:18,680 - mmaction - INFO - Epoch [197][40/470] lr: 1.036e-01, eta: 22:08:24, time: 2.343, data_time: 0.007, memory: 25994, top1_acc: 0.5531, top5_acc: 0.7768, loss_cls: 1.8996, loss: 1.8996, grad_norm: 1.7158 2021-02-21 19:50:04,310 - mmaction - INFO - Epoch [197][60/470] lr: 1.036e-01, eta: 22:07:24, time: 2.281, data_time: 0.006, memory: 25994, top1_acc: 0.5460, top5_acc: 0.7728, loss_cls: 1.9446, loss: 1.9446, grad_norm: 1.7292 2021-02-21 19:50:49,503 - mmaction - INFO - Epoch [197][80/470] lr: 1.036e-01, eta: 22:06:24, time: 2.255, data_time: 0.004, memory: 25994, top1_acc: 0.5499, top5_acc: 0.7715, loss_cls: 1.9443, loss: 1.9443, grad_norm: 1.7067 2021-02-21 19:51:35,694 - mmaction - INFO - Epoch [197][100/470] lr: 1.036e-01, eta: 22:05:24, time: 2.314, data_time: 0.009, memory: 25994, top1_acc: 0.5480, top5_acc: 0.7731, loss_cls: 1.9366, loss: 1.9366, grad_norm: 1.7359 2021-02-21 19:52:18,889 - mmaction - INFO - Epoch [197][120/470] lr: 1.036e-01, eta: 22:04:23, time: 2.160, data_time: 0.007, memory: 25994, top1_acc: 0.5501, top5_acc: 0.7786, loss_cls: 1.9140, loss: 1.9140, grad_norm: 1.7180 2021-02-21 19:53:03,501 - mmaction - INFO - Epoch [197][140/470] lr: 1.036e-01, eta: 22:03:23, time: 2.229, data_time: 0.003, memory: 25994, top1_acc: 0.5446, top5_acc: 0.7748, loss_cls: 1.9472, loss: 1.9472, grad_norm: 1.7421 2021-02-21 19:53:47,711 - mmaction - INFO - Epoch [197][160/470] lr: 1.036e-01, eta: 22:02:23, time: 2.210, data_time: 0.004, memory: 25994, top1_acc: 0.5466, top5_acc: 0.7726, loss_cls: 1.9367, loss: 1.9367, grad_norm: 1.7042 2021-02-21 19:54:34,007 - mmaction - INFO - Epoch [197][180/470] lr: 1.036e-01, eta: 22:01:23, time: 2.316, data_time: 0.004, memory: 25994, top1_acc: 0.5493, top5_acc: 0.7755, loss_cls: 1.9259, loss: 1.9259, grad_norm: 1.7157 2021-02-21 19:55:18,987 - mmaction - INFO - Epoch [197][200/470] lr: 1.036e-01, eta: 22:00:23, time: 2.249, data_time: 0.005, memory: 25994, top1_acc: 0.5497, top5_acc: 0.7648, loss_cls: 1.9567, loss: 1.9567, grad_norm: 1.7313 2021-02-21 19:56:04,338 - mmaction - INFO - Epoch [197][220/470] lr: 1.036e-01, eta: 21:59:23, time: 2.267, data_time: 0.015, memory: 25994, top1_acc: 0.5457, top5_acc: 0.7680, loss_cls: 1.9541, loss: 1.9541, grad_norm: 1.7529 2021-02-21 19:56:49,528 - mmaction - INFO - Epoch [197][240/470] lr: 1.036e-01, eta: 21:58:23, time: 2.261, data_time: 0.004, memory: 25994, top1_acc: 0.5495, top5_acc: 0.7769, loss_cls: 1.9341, loss: 1.9341, grad_norm: 1.7139 2021-02-21 19:57:35,461 - mmaction - INFO - Epoch [197][260/470] lr: 1.036e-01, eta: 21:57:23, time: 2.296, data_time: 0.008, memory: 25994, top1_acc: 0.5514, top5_acc: 0.7714, loss_cls: 1.9343, loss: 1.9343, grad_norm: 1.7259 2021-02-21 19:58:20,936 - mmaction - INFO - Epoch [197][280/470] lr: 1.036e-01, eta: 21:56:23, time: 2.275, data_time: 0.006, memory: 25994, top1_acc: 0.5481, top5_acc: 0.7758, loss_cls: 1.9346, loss: 1.9346, grad_norm: 1.6909 2021-02-21 19:59:06,020 - mmaction - INFO - Epoch [197][300/470] lr: 1.036e-01, eta: 21:55:23, time: 2.254, data_time: 0.007, memory: 25994, top1_acc: 0.5462, top5_acc: 0.7673, loss_cls: 1.9717, loss: 1.9717, grad_norm: 1.7339 2021-02-21 19:59:49,301 - mmaction - INFO - Epoch [197][320/470] lr: 1.036e-01, eta: 21:54:23, time: 2.164, data_time: 0.004, memory: 25994, top1_acc: 0.5425, top5_acc: 0.7740, loss_cls: 1.9568, loss: 1.9568, grad_norm: 1.7211 2021-02-21 20:00:36,827 - mmaction - INFO - Epoch [197][340/470] lr: 1.036e-01, eta: 21:53:23, time: 2.373, data_time: 0.005, memory: 25994, top1_acc: 0.5374, top5_acc: 0.7698, loss_cls: 1.9762, loss: 1.9762, grad_norm: 1.7309 2021-02-21 20:01:22,901 - mmaction - INFO - Epoch [197][360/470] lr: 1.036e-01, eta: 21:52:24, time: 2.307, data_time: 0.008, memory: 25994, top1_acc: 0.5447, top5_acc: 0.7718, loss_cls: 1.9531, loss: 1.9531, grad_norm: 1.7351 2021-02-21 20:02:09,143 - mmaction - INFO - Epoch [197][380/470] lr: 1.036e-01, eta: 21:51:24, time: 2.311, data_time: 0.005, memory: 25994, top1_acc: 0.5468, top5_acc: 0.7728, loss_cls: 1.9496, loss: 1.9496, grad_norm: 1.7337 2021-02-21 20:02:55,253 - mmaction - INFO - Epoch [197][400/470] lr: 1.036e-01, eta: 21:50:24, time: 2.304, data_time: 0.011, memory: 25994, top1_acc: 0.5475, top5_acc: 0.7707, loss_cls: 1.9554, loss: 1.9554, grad_norm: 1.7298 2021-02-21 20:03:42,052 - mmaction - INFO - Epoch [197][420/470] lr: 1.036e-01, eta: 21:49:25, time: 2.342, data_time: 0.007, memory: 25994, top1_acc: 0.5379, top5_acc: 0.7670, loss_cls: 1.9825, loss: 1.9825, grad_norm: 1.7338 2021-02-21 20:04:28,497 - mmaction - INFO - Epoch [197][440/470] lr: 1.036e-01, eta: 21:48:25, time: 2.313, data_time: 0.005, memory: 25994, top1_acc: 0.5364, top5_acc: 0.7637, loss_cls: 1.9868, loss: 1.9868, grad_norm: 1.7400 2021-02-21 20:05:15,165 - mmaction - INFO - Epoch [197][460/470] lr: 1.036e-01, eta: 21:47:26, time: 2.344, data_time: 0.014, memory: 25994, top1_acc: 0.5406, top5_acc: 0.7648, loss_cls: 2.0019, loss: 2.0019, grad_norm: 1.7084 2021-02-21 20:10:14,145 - mmaction - INFO - Epoch [198][20/470] lr: 1.003e-01, eta: 21:46:54, time: 13.144, data_time: 10.641, memory: 25994, top1_acc: 0.5494, top5_acc: 0.7716, loss_cls: 1.9327, loss: 1.9327, grad_norm: 1.6878 2021-02-21 20:10:56,859 - mmaction - INFO - Epoch [198][40/470] lr: 1.003e-01, eta: 21:45:53, time: 2.134, data_time: 0.004, memory: 25994, top1_acc: 0.5532, top5_acc: 0.7778, loss_cls: 1.9149, loss: 1.9149, grad_norm: 1.7017 2021-02-21 20:11:50,897 - mmaction - INFO - Epoch [198][60/470] lr: 1.003e-01, eta: 21:44:56, time: 2.704, data_time: 0.005, memory: 25994, top1_acc: 0.5514, top5_acc: 0.7729, loss_cls: 1.9190, loss: 1.9190, grad_norm: 1.7115 2021-02-21 20:12:34,916 - mmaction - INFO - Epoch [198][80/470] lr: 1.003e-01, eta: 21:43:56, time: 2.201, data_time: 0.006, memory: 25994, top1_acc: 0.5485, top5_acc: 0.7710, loss_cls: 1.9343, loss: 1.9343, grad_norm: 1.7126 2021-02-21 20:13:19,673 - mmaction - INFO - Epoch [198][100/470] lr: 1.003e-01, eta: 21:42:55, time: 2.238, data_time: 0.001, memory: 25994, top1_acc: 0.5526, top5_acc: 0.7777, loss_cls: 1.8994, loss: 1.8994, grad_norm: 1.7213 2021-02-21 20:14:05,520 - mmaction - INFO - Epoch [198][120/470] lr: 1.003e-01, eta: 21:41:56, time: 2.292, data_time: 0.007, memory: 25994, top1_acc: 0.5487, top5_acc: 0.7733, loss_cls: 1.9272, loss: 1.9272, grad_norm: 1.7489 2021-02-21 20:14:50,952 - mmaction - INFO - Epoch [198][140/470] lr: 1.003e-01, eta: 21:40:56, time: 2.270, data_time: 0.004, memory: 25994, top1_acc: 0.5604, top5_acc: 0.7784, loss_cls: 1.8996, loss: 1.8996, grad_norm: 1.7066 2021-02-21 20:15:36,708 - mmaction - INFO - Epoch [198][160/470] lr: 1.003e-01, eta: 21:39:56, time: 2.289, data_time: 0.004, memory: 25994, top1_acc: 0.5535, top5_acc: 0.7740, loss_cls: 1.9293, loss: 1.9293, grad_norm: 1.7279 2021-02-21 20:16:25,942 - mmaction - INFO - Epoch [198][180/470] lr: 1.003e-01, eta: 21:38:57, time: 2.462, data_time: 0.003, memory: 25994, top1_acc: 0.5523, top5_acc: 0.7781, loss_cls: 1.8902, loss: 1.8902, grad_norm: 1.7204 2021-02-21 20:17:10,321 - mmaction - INFO - Epoch [198][200/470] lr: 1.003e-01, eta: 21:37:57, time: 2.219, data_time: 0.005, memory: 25994, top1_acc: 0.5552, top5_acc: 0.7773, loss_cls: 1.9384, loss: 1.9384, grad_norm: 1.7505 2021-02-21 20:17:57,847 - mmaction - INFO - Epoch [198][220/470] lr: 1.003e-01, eta: 21:36:58, time: 2.374, data_time: 0.004, memory: 25994, top1_acc: 0.5417, top5_acc: 0.7668, loss_cls: 1.9497, loss: 1.9497, grad_norm: 1.7465 2021-02-21 20:18:42,575 - mmaction - INFO - Epoch [198][240/470] lr: 1.003e-01, eta: 21:35:58, time: 2.239, data_time: 0.010, memory: 25994, top1_acc: 0.5468, top5_acc: 0.7760, loss_cls: 1.9262, loss: 1.9262, grad_norm: 1.7358 2021-02-21 20:19:29,764 - mmaction - INFO - Epoch [198][260/470] lr: 1.003e-01, eta: 21:34:58, time: 2.359, data_time: 0.003, memory: 25994, top1_acc: 0.5418, top5_acc: 0.7714, loss_cls: 1.9609, loss: 1.9609, grad_norm: 1.7581 2021-02-21 20:20:21,857 - mmaction - INFO - Epoch [198][280/470] lr: 1.003e-01, eta: 21:34:00, time: 2.604, data_time: 0.005, memory: 25994, top1_acc: 0.5562, top5_acc: 0.7818, loss_cls: 1.8971, loss: 1.8971, grad_norm: 1.7256 2021-02-21 20:21:10,605 - mmaction - INFO - Epoch [198][300/470] lr: 1.003e-01, eta: 21:33:01, time: 2.276, data_time: 0.007, memory: 25994, top1_acc: 0.5552, top5_acc: 0.7791, loss_cls: 1.9177, loss: 1.9177, grad_norm: 1.7241 2021-02-21 20:22:02,266 - mmaction - INFO - Epoch [198][320/470] lr: 1.003e-01, eta: 21:32:04, time: 2.745, data_time: 0.168, memory: 25994, top1_acc: 0.5477, top5_acc: 0.7726, loss_cls: 1.9479, loss: 1.9479, grad_norm: 1.7399 2021-02-21 20:22:48,484 - mmaction - INFO - Epoch [198][340/470] lr: 1.003e-01, eta: 21:31:04, time: 2.310, data_time: 0.005, memory: 25994, top1_acc: 0.5472, top5_acc: 0.7744, loss_cls: 1.9234, loss: 1.9234, grad_norm: 1.6973 2021-02-21 20:23:37,337 - mmaction - INFO - Epoch [198][360/470] lr: 1.003e-01, eta: 21:30:05, time: 2.445, data_time: 0.007, memory: 25994, top1_acc: 0.5497, top5_acc: 0.7768, loss_cls: 1.9307, loss: 1.9307, grad_norm: 1.6982 2021-02-21 20:24:22,397 - mmaction - INFO - Epoch [198][380/470] lr: 1.003e-01, eta: 21:29:05, time: 2.249, data_time: 0.002, memory: 25994, top1_acc: 0.5438, top5_acc: 0.7735, loss_cls: 1.9585, loss: 1.9585, grad_norm: 1.7491 2021-02-21 20:25:07,266 - mmaction - INFO - Epoch [198][400/470] lr: 1.003e-01, eta: 21:28:05, time: 2.247, data_time: 0.008, memory: 25994, top1_acc: 0.5528, top5_acc: 0.7722, loss_cls: 1.9486, loss: 1.9486, grad_norm: 1.7299 2021-02-21 20:25:53,094 - mmaction - INFO - Epoch [198][420/470] lr: 1.003e-01, eta: 21:27:05, time: 2.291, data_time: 0.006, memory: 25994, top1_acc: 0.5371, top5_acc: 0.7725, loss_cls: 1.9714, loss: 1.9714, grad_norm: 1.7427 2021-02-21 20:26:38,715 - mmaction - INFO - Epoch [198][440/470] lr: 1.003e-01, eta: 21:26:06, time: 2.281, data_time: 0.003, memory: 25994, top1_acc: 0.5406, top5_acc: 0.7694, loss_cls: 1.9692, loss: 1.9692, grad_norm: 1.7247 2021-02-21 20:27:23,579 - mmaction - INFO - Epoch [198][460/470] lr: 1.003e-01, eta: 21:25:06, time: 2.243, data_time: 0.003, memory: 25994, top1_acc: 0.5464, top5_acc: 0.7742, loss_cls: 1.9346, loss: 1.9346, grad_norm: 1.7301 2021-02-21 20:32:18,506 - mmaction - INFO - Epoch [199][20/470] lr: 9.712e-02, eta: 21:24:32, time: 12.993, data_time: 10.568, memory: 25994, top1_acc: 0.5617, top5_acc: 0.7784, loss_cls: 1.8858, loss: 1.8858, grad_norm: 1.7165 2021-02-21 20:33:02,239 - mmaction - INFO - Epoch [199][40/470] lr: 9.712e-02, eta: 21:23:32, time: 2.187, data_time: 0.012, memory: 25994, top1_acc: 0.5631, top5_acc: 0.7872, loss_cls: 1.8858, loss: 1.8858, grad_norm: 1.7086 2021-02-21 20:33:48,232 - mmaction - INFO - Epoch [199][60/470] lr: 9.712e-02, eta: 21:22:32, time: 2.291, data_time: 0.005, memory: 25994, top1_acc: 0.5638, top5_acc: 0.7865, loss_cls: 1.8586, loss: 1.8586, grad_norm: 1.7450 2021-02-21 20:34:32,690 - mmaction - INFO - Epoch [199][80/470] lr: 9.712e-02, eta: 21:21:32, time: 2.233, data_time: 0.026, memory: 25994, top1_acc: 0.5586, top5_acc: 0.7852, loss_cls: 1.8884, loss: 1.8884, grad_norm: 1.7344 2021-02-21 20:35:16,973 - mmaction - INFO - Epoch [199][100/470] lr: 9.712e-02, eta: 21:20:32, time: 2.209, data_time: 0.009, memory: 25994, top1_acc: 0.5586, top5_acc: 0.7791, loss_cls: 1.9045, loss: 1.9045, grad_norm: 1.7613 2021-02-21 20:36:02,138 - mmaction - INFO - Epoch [199][120/470] lr: 9.712e-02, eta: 21:19:32, time: 2.261, data_time: 0.012, memory: 25994, top1_acc: 0.5453, top5_acc: 0.7732, loss_cls: 1.9390, loss: 1.9390, grad_norm: 1.7414 2021-02-21 20:36:47,140 - mmaction - INFO - Epoch [199][140/470] lr: 9.712e-02, eta: 21:18:32, time: 2.253, data_time: 0.009, memory: 25994, top1_acc: 0.5619, top5_acc: 0.7773, loss_cls: 1.9005, loss: 1.9005, grad_norm: 1.7109 2021-02-21 20:37:32,505 - mmaction - INFO - Epoch [199][160/470] lr: 9.712e-02, eta: 21:17:32, time: 2.268, data_time: 0.004, memory: 25994, top1_acc: 0.5552, top5_acc: 0.7840, loss_cls: 1.8932, loss: 1.8932, grad_norm: 1.7505 2021-02-21 20:38:21,726 - mmaction - INFO - Epoch [199][180/470] lr: 9.712e-02, eta: 21:16:33, time: 2.460, data_time: 0.003, memory: 25994, top1_acc: 0.5505, top5_acc: 0.7773, loss_cls: 1.9315, loss: 1.9315, grad_norm: 1.7493 2021-02-21 20:39:07,921 - mmaction - INFO - Epoch [199][200/470] lr: 9.712e-02, eta: 21:15:34, time: 2.309, data_time: 0.004, memory: 25994, top1_acc: 0.5513, top5_acc: 0.7718, loss_cls: 1.9336, loss: 1.9336, grad_norm: 1.7615 2021-02-21 20:39:56,145 - mmaction - INFO - Epoch [199][220/470] lr: 9.712e-02, eta: 21:14:35, time: 2.408, data_time: 0.023, memory: 25994, top1_acc: 0.5492, top5_acc: 0.7720, loss_cls: 1.9393, loss: 1.9393, grad_norm: 1.7653 2021-02-21 20:40:42,106 - mmaction - INFO - Epoch [199][240/470] lr: 9.712e-02, eta: 21:13:35, time: 2.298, data_time: 0.009, memory: 25994, top1_acc: 0.5530, top5_acc: 0.7769, loss_cls: 1.9139, loss: 1.9139, grad_norm: 1.7982 2021-02-21 20:41:27,648 - mmaction - INFO - Epoch [199][260/470] lr: 9.712e-02, eta: 21:12:35, time: 2.282, data_time: 0.008, memory: 25994, top1_acc: 0.5445, top5_acc: 0.7734, loss_cls: 1.9426, loss: 1.9426, grad_norm: 1.7755 2021-02-21 20:42:11,154 - mmaction - INFO - Epoch [199][280/470] lr: 9.712e-02, eta: 21:11:35, time: 2.175, data_time: 0.006, memory: 25994, top1_acc: 0.5489, top5_acc: 0.7745, loss_cls: 1.9392, loss: 1.9392, grad_norm: 1.7382 2021-02-21 20:42:59,524 - mmaction - INFO - Epoch [199][300/470] lr: 9.712e-02, eta: 21:10:36, time: 2.419, data_time: 0.012, memory: 25994, top1_acc: 0.5435, top5_acc: 0.7736, loss_cls: 1.9403, loss: 1.9403, grad_norm: 1.8081 2021-02-21 20:43:43,731 - mmaction - INFO - Epoch [199][320/470] lr: 9.712e-02, eta: 21:09:36, time: 2.211, data_time: 0.006, memory: 25994, top1_acc: 0.5483, top5_acc: 0.7818, loss_cls: 1.9200, loss: 1.9200, grad_norm: 1.7592 2021-02-21 20:44:28,434 - mmaction - INFO - Epoch [199][340/470] lr: 9.712e-02, eta: 21:08:36, time: 2.234, data_time: 0.003, memory: 25994, top1_acc: 0.5423, top5_acc: 0.7742, loss_cls: 1.9566, loss: 1.9566, grad_norm: 1.7620 2021-02-21 20:45:12,368 - mmaction - INFO - Epoch [199][360/470] lr: 9.712e-02, eta: 21:07:36, time: 2.196, data_time: 0.005, memory: 25994, top1_acc: 0.5518, top5_acc: 0.7727, loss_cls: 1.9304, loss: 1.9304, grad_norm: 1.7769 2021-02-21 20:45:59,844 - mmaction - INFO - Epoch [199][380/470] lr: 9.712e-02, eta: 21:06:37, time: 2.373, data_time: 0.006, memory: 25994, top1_acc: 0.5490, top5_acc: 0.7707, loss_cls: 1.9471, loss: 1.9471, grad_norm: 1.7615 2021-02-21 20:46:45,925 - mmaction - INFO - Epoch [199][400/470] lr: 9.712e-02, eta: 21:05:37, time: 2.307, data_time: 0.006, memory: 25994, top1_acc: 0.5507, top5_acc: 0.7726, loss_cls: 1.9405, loss: 1.9405, grad_norm: 1.7370 2021-02-21 20:47:31,385 - mmaction - INFO - Epoch [199][420/470] lr: 9.712e-02, eta: 21:04:38, time: 2.272, data_time: 0.003, memory: 25994, top1_acc: 0.5502, top5_acc: 0.7735, loss_cls: 1.9317, loss: 1.9317, grad_norm: 1.7553 2021-02-21 20:48:16,720 - mmaction - INFO - Epoch [199][440/470] lr: 9.712e-02, eta: 21:03:38, time: 2.268, data_time: 0.005, memory: 25994, top1_acc: 0.5448, top5_acc: 0.7731, loss_cls: 1.9342, loss: 1.9342, grad_norm: 1.7725 2021-02-21 20:49:04,406 - mmaction - INFO - Epoch [199][460/470] lr: 9.712e-02, eta: 21:02:39, time: 2.374, data_time: 0.003, memory: 25994, top1_acc: 0.5458, top5_acc: 0.7705, loss_cls: 1.9431, loss: 1.9431, grad_norm: 1.7619 2021-02-21 20:53:45,680 - mmaction - INFO - Epoch [200][20/470] lr: 9.393e-02, eta: 21:02:00, time: 12.348, data_time: 9.383, memory: 25994, top1_acc: 0.5595, top5_acc: 0.7830, loss_cls: 1.8771, loss: 1.8771, grad_norm: 1.7399 2021-02-21 20:54:30,145 - mmaction - INFO - Epoch [200][40/470] lr: 9.393e-02, eta: 21:01:00, time: 2.222, data_time: 0.005, memory: 25994, top1_acc: 0.5513, top5_acc: 0.7783, loss_cls: 1.9205, loss: 1.9205, grad_norm: 1.7527 2021-02-21 20:55:15,589 - mmaction - INFO - Epoch [200][60/470] lr: 9.393e-02, eta: 21:00:00, time: 2.274, data_time: 0.007, memory: 25994, top1_acc: 0.5711, top5_acc: 0.7836, loss_cls: 1.8645, loss: 1.8645, grad_norm: 1.7809 2021-02-21 20:56:00,802 - mmaction - INFO - Epoch [200][80/470] lr: 9.393e-02, eta: 20:59:01, time: 2.260, data_time: 0.003, memory: 25994, top1_acc: 0.5602, top5_acc: 0.7852, loss_cls: 1.8722, loss: 1.8722, grad_norm: 1.7905 2021-02-21 20:56:44,283 - mmaction - INFO - Epoch [200][100/470] lr: 9.393e-02, eta: 20:58:00, time: 2.175, data_time: 0.005, memory: 25994, top1_acc: 0.5620, top5_acc: 0.7796, loss_cls: 1.8803, loss: 1.8803, grad_norm: 1.7929 2021-02-21 20:57:29,164 - mmaction - INFO - Epoch [200][120/470] lr: 9.393e-02, eta: 20:57:00, time: 2.244, data_time: 0.007, memory: 25994, top1_acc: 0.5591, top5_acc: 0.7803, loss_cls: 1.8771, loss: 1.8771, grad_norm: 1.7605 2021-02-21 20:58:14,085 - mmaction - INFO - Epoch [200][140/470] lr: 9.393e-02, eta: 20:56:01, time: 2.244, data_time: 0.005, memory: 25994, top1_acc: 0.5567, top5_acc: 0.7802, loss_cls: 1.8862, loss: 1.8862, grad_norm: 1.7789 2021-02-21 20:58:58,035 - mmaction - INFO - Epoch [200][160/470] lr: 9.393e-02, eta: 20:55:00, time: 2.197, data_time: 0.006, memory: 25994, top1_acc: 0.5523, top5_acc: 0.7828, loss_cls: 1.8953, loss: 1.8953, grad_norm: 1.7461 2021-02-21 20:59:41,965 - mmaction - INFO - Epoch [200][180/470] lr: 9.393e-02, eta: 20:54:00, time: 2.200, data_time: 0.009, memory: 25994, top1_acc: 0.5509, top5_acc: 0.7745, loss_cls: 1.9238, loss: 1.9238, grad_norm: 1.7923 2021-02-21 21:00:26,395 - mmaction - INFO - Epoch [200][200/470] lr: 9.393e-02, eta: 20:53:00, time: 2.215, data_time: 0.004, memory: 25994, top1_acc: 0.5587, top5_acc: 0.7765, loss_cls: 1.9007, loss: 1.9007, grad_norm: 1.7873 2021-02-21 21:01:13,518 - mmaction - INFO - Epoch [200][220/470] lr: 9.393e-02, eta: 20:52:01, time: 2.359, data_time: 0.009, memory: 25994, top1_acc: 0.5523, top5_acc: 0.7727, loss_cls: 1.9544, loss: 1.9544, grad_norm: 1.7810 2021-02-21 21:01:57,755 - mmaction - INFO - Epoch [200][240/470] lr: 9.393e-02, eta: 20:51:01, time: 2.213, data_time: 0.007, memory: 25994, top1_acc: 0.5534, top5_acc: 0.7766, loss_cls: 1.9131, loss: 1.9131, grad_norm: 1.7919 2021-02-21 21:02:41,365 - mmaction - INFO - Epoch [200][260/470] lr: 9.393e-02, eta: 20:50:01, time: 2.182, data_time: 0.004, memory: 25994, top1_acc: 0.5517, top5_acc: 0.7770, loss_cls: 1.9146, loss: 1.9146, grad_norm: 1.7725 2021-02-21 21:03:27,263 - mmaction - INFO - Epoch [200][280/470] lr: 9.393e-02, eta: 20:49:01, time: 2.295, data_time: 0.005, memory: 25994, top1_acc: 0.5580, top5_acc: 0.7794, loss_cls: 1.9013, loss: 1.9013, grad_norm: 1.7624 2021-02-21 21:04:13,551 - mmaction - INFO - Epoch [200][300/470] lr: 9.393e-02, eta: 20:48:02, time: 2.305, data_time: 0.006, memory: 25994, top1_acc: 0.5575, top5_acc: 0.7834, loss_cls: 1.8887, loss: 1.8887, grad_norm: 1.7969 2021-02-21 21:04:58,157 - mmaction - INFO - Epoch [200][320/470] lr: 9.393e-02, eta: 20:47:02, time: 2.236, data_time: 0.020, memory: 25994, top1_acc: 0.5484, top5_acc: 0.7760, loss_cls: 1.9267, loss: 1.9267, grad_norm: 1.7783 2021-02-21 21:05:44,714 - mmaction - INFO - Epoch [200][340/470] lr: 9.393e-02, eta: 20:46:03, time: 2.327, data_time: 0.008, memory: 25994, top1_acc: 0.5514, top5_acc: 0.7763, loss_cls: 1.9195, loss: 1.9195, grad_norm: 1.7707 2021-02-21 21:06:29,307 - mmaction - INFO - Epoch [200][360/470] lr: 9.393e-02, eta: 20:45:03, time: 2.232, data_time: 0.010, memory: 25994, top1_acc: 0.5488, top5_acc: 0.7752, loss_cls: 1.9294, loss: 1.9294, grad_norm: 1.7738 2021-02-21 21:07:14,851 - mmaction - INFO - Epoch [200][380/470] lr: 9.393e-02, eta: 20:44:03, time: 2.280, data_time: 0.004, memory: 25994, top1_acc: 0.5574, top5_acc: 0.7787, loss_cls: 1.8984, loss: 1.8984, grad_norm: 1.7668 2021-02-21 21:08:00,879 - mmaction - INFO - Epoch [200][400/470] lr: 9.393e-02, eta: 20:43:04, time: 2.301, data_time: 0.003, memory: 25994, top1_acc: 0.5571, top5_acc: 0.7722, loss_cls: 1.9268, loss: 1.9268, grad_norm: 1.7585 2021-02-21 21:08:48,904 - mmaction - INFO - Epoch [200][420/470] lr: 9.393e-02, eta: 20:42:05, time: 2.400, data_time: 0.003, memory: 25994, top1_acc: 0.5505, top5_acc: 0.7732, loss_cls: 1.9391, loss: 1.9391, grad_norm: 1.8076 2021-02-21 21:09:34,971 - mmaction - INFO - Epoch [200][440/470] lr: 9.393e-02, eta: 20:41:05, time: 2.303, data_time: 0.016, memory: 25994, top1_acc: 0.5545, top5_acc: 0.7775, loss_cls: 1.9106, loss: 1.9106, grad_norm: 1.7709 2021-02-21 21:10:21,471 - mmaction - INFO - Epoch [200][460/470] lr: 9.393e-02, eta: 20:40:06, time: 2.326, data_time: 0.008, memory: 25994, top1_acc: 0.5624, top5_acc: 0.7855, loss_cls: 1.8670, loss: 1.8670, grad_norm: 1.7462 2021-02-21 21:10:55,267 - mmaction - INFO - Saving checkpoint at 200 epochs 2021-02-21 21:18:16,845 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-21 21:18:17,629 - mmaction - INFO - top1_acc 0.5923 top5_acc 0.8202 2021-02-21 21:18:17,629 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-21 21:18:17,686 - mmaction - INFO - mean_acc 0.5923 2021-02-21 21:18:17,687 - mmaction - INFO - Now best checkpoint is epoch_200.pth 2021-02-21 21:18:17,719 - mmaction - INFO - Epoch(val) [200][470] top1_acc: 0.5923, top5_acc: 0.8202, mean_class_accuracy: 0.5923 2021-02-21 21:22:47,526 - mmaction - INFO - Epoch [201][20/470] lr: 9.080e-02, eta: 20:39:33, time: 13.482, data_time: 11.175, memory: 25994, top1_acc: 0.5606, top5_acc: 0.7858, loss_cls: 1.8712, loss: 1.8712, grad_norm: 1.8065 2021-02-21 21:23:32,133 - mmaction - INFO - Epoch [201][40/470] lr: 9.080e-02, eta: 20:38:33, time: 2.234, data_time: 0.009, memory: 25994, top1_acc: 0.5635, top5_acc: 0.7859, loss_cls: 1.8815, loss: 1.8815, grad_norm: 1.8020 2021-02-21 21:24:17,408 - mmaction - INFO - Epoch [201][60/470] lr: 9.080e-02, eta: 20:37:33, time: 2.209, data_time: 0.003, memory: 25994, top1_acc: 0.5563, top5_acc: 0.7814, loss_cls: 1.8911, loss: 1.8911, grad_norm: 1.8093 2021-02-21 21:25:01,491 - mmaction - INFO - Epoch [201][80/470] lr: 9.080e-02, eta: 20:36:33, time: 2.259, data_time: 0.058, memory: 25994, top1_acc: 0.5714, top5_acc: 0.7876, loss_cls: 1.8438, loss: 1.8438, grad_norm: 1.7925 2021-02-21 21:25:48,121 - mmaction - INFO - Epoch [201][100/470] lr: 9.080e-02, eta: 20:35:34, time: 2.331, data_time: 0.003, memory: 25994, top1_acc: 0.5573, top5_acc: 0.7800, loss_cls: 1.8942, loss: 1.8942, grad_norm: 1.7730 2021-02-21 21:26:34,628 - mmaction - INFO - Epoch [201][120/470] lr: 9.080e-02, eta: 20:34:35, time: 2.326, data_time: 0.004, memory: 25994, top1_acc: 0.5636, top5_acc: 0.7824, loss_cls: 1.8819, loss: 1.8819, grad_norm: 1.8081 2021-02-21 21:27:21,098 - mmaction - INFO - Epoch [201][140/470] lr: 9.080e-02, eta: 20:33:35, time: 2.323, data_time: 0.009, memory: 25994, top1_acc: 0.5607, top5_acc: 0.7774, loss_cls: 1.8834, loss: 1.8834, grad_norm: 1.8034 2021-02-21 21:28:04,923 - mmaction - INFO - Epoch [201][160/470] lr: 9.080e-02, eta: 20:32:35, time: 2.192, data_time: 0.005, memory: 25994, top1_acc: 0.5628, top5_acc: 0.7834, loss_cls: 1.8829, loss: 1.8829, grad_norm: 1.8042 2021-02-21 21:28:49,199 - mmaction - INFO - Epoch [201][180/470] lr: 9.080e-02, eta: 20:31:35, time: 2.214, data_time: 0.007, memory: 25994, top1_acc: 0.5495, top5_acc: 0.7764, loss_cls: 1.9118, loss: 1.9118, grad_norm: 1.7843 2021-02-21 21:29:34,570 - mmaction - INFO - Epoch [201][200/470] lr: 9.080e-02, eta: 20:30:36, time: 2.269, data_time: 0.003, memory: 25994, top1_acc: 0.5657, top5_acc: 0.7839, loss_cls: 1.8643, loss: 1.8643, grad_norm: 1.7898 2021-02-21 21:30:19,319 - mmaction - INFO - Epoch [201][220/470] lr: 9.080e-02, eta: 20:29:36, time: 2.237, data_time: 0.003, memory: 25994, top1_acc: 0.5563, top5_acc: 0.7785, loss_cls: 1.8866, loss: 1.8866, grad_norm: 1.7678 2021-02-21 21:31:04,065 - mmaction - INFO - Epoch [201][240/470] lr: 9.080e-02, eta: 20:28:36, time: 2.238, data_time: 0.004, memory: 25994, top1_acc: 0.5578, top5_acc: 0.7797, loss_cls: 1.8807, loss: 1.8807, grad_norm: 1.7603 2021-02-21 21:31:50,219 - mmaction - INFO - Epoch [201][260/470] lr: 9.080e-02, eta: 20:27:37, time: 2.306, data_time: 0.003, memory: 25994, top1_acc: 0.5688, top5_acc: 0.7782, loss_cls: 1.8792, loss: 1.8792, grad_norm: 1.7863 2021-02-21 21:32:34,280 - mmaction - INFO - Epoch [201][280/470] lr: 9.080e-02, eta: 20:26:37, time: 2.202, data_time: 0.004, memory: 25994, top1_acc: 0.5577, top5_acc: 0.7810, loss_cls: 1.8770, loss: 1.8770, grad_norm: 1.8192 2021-02-21 21:33:18,587 - mmaction - INFO - Epoch [201][300/470] lr: 9.080e-02, eta: 20:25:37, time: 2.214, data_time: 0.005, memory: 25994, top1_acc: 0.5641, top5_acc: 0.7777, loss_cls: 1.8902, loss: 1.8902, grad_norm: 1.7927 2021-02-21 21:34:03,532 - mmaction - INFO - Epoch [201][320/470] lr: 9.080e-02, eta: 20:24:37, time: 2.251, data_time: 0.012, memory: 25994, top1_acc: 0.5632, top5_acc: 0.7819, loss_cls: 1.8856, loss: 1.8856, grad_norm: 1.7690 2021-02-21 21:34:49,285 - mmaction - INFO - Epoch [201][340/470] lr: 9.080e-02, eta: 20:23:38, time: 2.288, data_time: 0.004, memory: 25994, top1_acc: 0.5535, top5_acc: 0.7778, loss_cls: 1.9109, loss: 1.9109, grad_norm: 1.7950 2021-02-21 21:35:34,800 - mmaction - INFO - Epoch [201][360/470] lr: 9.080e-02, eta: 20:22:38, time: 2.273, data_time: 0.004, memory: 25994, top1_acc: 0.5504, top5_acc: 0.7778, loss_cls: 1.9228, loss: 1.9228, grad_norm: 1.7918 2021-02-21 21:36:18,818 - mmaction - INFO - Epoch [201][380/470] lr: 9.080e-02, eta: 20:21:38, time: 2.202, data_time: 0.005, memory: 25994, top1_acc: 0.5566, top5_acc: 0.7738, loss_cls: 1.9201, loss: 1.9201, grad_norm: 1.7732 2021-02-21 21:37:02,159 - mmaction - INFO - Epoch [201][400/470] lr: 9.080e-02, eta: 20:20:38, time: 2.169, data_time: 0.006, memory: 25994, top1_acc: 0.5605, top5_acc: 0.7815, loss_cls: 1.8835, loss: 1.8835, grad_norm: 1.7822 2021-02-21 21:37:47,536 - mmaction - INFO - Epoch [201][420/470] lr: 9.080e-02, eta: 20:19:38, time: 2.267, data_time: 0.001, memory: 25994, top1_acc: 0.5528, top5_acc: 0.7780, loss_cls: 1.9099, loss: 1.9099, grad_norm: 1.8122 2021-02-21 21:38:33,820 - mmaction - INFO - Epoch [201][440/470] lr: 9.080e-02, eta: 20:18:39, time: 2.315, data_time: 0.006, memory: 25994, top1_acc: 0.5619, top5_acc: 0.7841, loss_cls: 1.8846, loss: 1.8846, grad_norm: 1.8171 2021-02-21 21:39:18,815 - mmaction - INFO - Epoch [201][460/470] lr: 9.080e-02, eta: 20:17:39, time: 2.250, data_time: 0.005, memory: 25994, top1_acc: 0.5484, top5_acc: 0.7729, loss_cls: 1.9556, loss: 1.9556, grad_norm: 1.7920 2021-02-21 21:44:03,609 - mmaction - INFO - Epoch [202][20/470] lr: 8.771e-02, eta: 20:17:00, time: 12.472, data_time: 10.045, memory: 25994, top1_acc: 0.5706, top5_acc: 0.7897, loss_cls: 1.8552, loss: 1.8552, grad_norm: 1.7878 2021-02-21 21:44:47,184 - mmaction - INFO - Epoch [202][40/470] lr: 8.771e-02, eta: 20:16:00, time: 2.177, data_time: 0.007, memory: 25994, top1_acc: 0.5627, top5_acc: 0.7816, loss_cls: 1.8721, loss: 1.8721, grad_norm: 1.7795 2021-02-21 21:45:31,595 - mmaction - INFO - Epoch [202][60/470] lr: 8.771e-02, eta: 20:15:00, time: 2.222, data_time: 0.006, memory: 25994, top1_acc: 0.5641, top5_acc: 0.7790, loss_cls: 1.8831, loss: 1.8831, grad_norm: 1.8034 2021-02-21 21:46:15,554 - mmaction - INFO - Epoch [202][80/470] lr: 8.771e-02, eta: 20:14:00, time: 2.197, data_time: 0.009, memory: 25994, top1_acc: 0.5666, top5_acc: 0.7845, loss_cls: 1.8655, loss: 1.8655, grad_norm: 1.8054 2021-02-21 21:47:02,265 - mmaction - INFO - Epoch [202][100/470] lr: 8.771e-02, eta: 20:13:01, time: 2.336, data_time: 0.003, memory: 25994, top1_acc: 0.5693, top5_acc: 0.7858, loss_cls: 1.8562, loss: 1.8562, grad_norm: 1.8023 2021-02-21 21:47:47,295 - mmaction - INFO - Epoch [202][120/470] lr: 8.771e-02, eta: 20:12:01, time: 2.251, data_time: 0.003, memory: 25994, top1_acc: 0.5569, top5_acc: 0.7817, loss_cls: 1.8827, loss: 1.8827, grad_norm: 1.8319 2021-02-21 21:48:31,725 - mmaction - INFO - Epoch [202][140/470] lr: 8.771e-02, eta: 20:11:01, time: 2.220, data_time: 0.003, memory: 25994, top1_acc: 0.5616, top5_acc: 0.7843, loss_cls: 1.8745, loss: 1.8745, grad_norm: 1.8186 2021-02-21 21:49:17,047 - mmaction - INFO - Epoch [202][160/470] lr: 8.771e-02, eta: 20:10:02, time: 2.268, data_time: 0.005, memory: 25994, top1_acc: 0.5686, top5_acc: 0.7871, loss_cls: 1.8521, loss: 1.8521, grad_norm: 1.8272 2021-02-21 21:50:01,539 - mmaction - INFO - Epoch [202][180/470] lr: 8.771e-02, eta: 20:09:02, time: 2.224, data_time: 0.002, memory: 25994, top1_acc: 0.5659, top5_acc: 0.7894, loss_cls: 1.8537, loss: 1.8537, grad_norm: 1.8120 2021-02-21 21:50:47,813 - mmaction - INFO - Epoch [202][200/470] lr: 8.771e-02, eta: 20:08:02, time: 2.315, data_time: 0.008, memory: 25994, top1_acc: 0.5633, top5_acc: 0.7831, loss_cls: 1.8796, loss: 1.8796, grad_norm: 1.8112 2021-02-21 21:51:33,418 - mmaction - INFO - Epoch [202][220/470] lr: 8.771e-02, eta: 20:07:03, time: 2.280, data_time: 0.000, memory: 25994, top1_acc: 0.5632, top5_acc: 0.7815, loss_cls: 1.8897, loss: 1.8897, grad_norm: 1.7930 2021-02-21 21:52:17,728 - mmaction - INFO - Epoch [202][240/470] lr: 8.771e-02, eta: 20:06:03, time: 2.216, data_time: 0.004, memory: 25994, top1_acc: 0.5697, top5_acc: 0.7923, loss_cls: 1.8376, loss: 1.8376, grad_norm: 1.7887 2021-02-21 21:53:02,500 - mmaction - INFO - Epoch [202][260/470] lr: 8.771e-02, eta: 20:05:03, time: 2.235, data_time: 0.003, memory: 25994, top1_acc: 0.5593, top5_acc: 0.7838, loss_cls: 1.8784, loss: 1.8784, grad_norm: 1.7982 2021-02-21 21:53:53,061 - mmaction - INFO - Epoch [202][280/470] lr: 8.771e-02, eta: 20:04:05, time: 2.526, data_time: 0.010, memory: 25994, top1_acc: 0.5529, top5_acc: 0.7787, loss_cls: 1.9078, loss: 1.9078, grad_norm: 1.8288 2021-02-21 21:54:38,419 - mmaction - INFO - Epoch [202][300/470] lr: 8.771e-02, eta: 20:03:06, time: 2.275, data_time: 0.009, memory: 25994, top1_acc: 0.5646, top5_acc: 0.7822, loss_cls: 1.8717, loss: 1.8717, grad_norm: 1.8003 2021-02-21 21:55:23,407 - mmaction - INFO - Epoch [202][320/470] lr: 8.771e-02, eta: 20:02:06, time: 2.243, data_time: 0.003, memory: 25994, top1_acc: 0.5688, top5_acc: 0.7918, loss_cls: 1.8418, loss: 1.8418, grad_norm: 1.8162 2021-02-21 21:56:08,124 - mmaction - INFO - Epoch [202][340/470] lr: 8.771e-02, eta: 20:01:07, time: 2.241, data_time: 0.009, memory: 25994, top1_acc: 0.5551, top5_acc: 0.7824, loss_cls: 1.9036, loss: 1.9036, grad_norm: 1.8359 2021-02-21 21:56:55,822 - mmaction - INFO - Epoch [202][360/470] lr: 8.771e-02, eta: 20:00:08, time: 2.379, data_time: 0.007, memory: 25994, top1_acc: 0.5539, top5_acc: 0.7769, loss_cls: 1.9311, loss: 1.9311, grad_norm: 1.8498 2021-02-21 21:57:41,113 - mmaction - INFO - Epoch [202][380/470] lr: 8.771e-02, eta: 19:59:08, time: 2.271, data_time: 0.019, memory: 25994, top1_acc: 0.5531, top5_acc: 0.7781, loss_cls: 1.8933, loss: 1.8933, grad_norm: 1.8492 2021-02-21 21:58:26,281 - mmaction - INFO - Epoch [202][400/470] lr: 8.771e-02, eta: 19:58:09, time: 2.256, data_time: 0.003, memory: 25994, top1_acc: 0.5496, top5_acc: 0.7759, loss_cls: 1.9282, loss: 1.9282, grad_norm: 1.8128 2021-02-21 21:59:11,769 - mmaction - INFO - Epoch [202][420/470] lr: 8.771e-02, eta: 19:57:09, time: 2.277, data_time: 0.006, memory: 25994, top1_acc: 0.5667, top5_acc: 0.7892, loss_cls: 1.8527, loss: 1.8527, grad_norm: 1.8178 2021-02-21 21:59:56,360 - mmaction - INFO - Epoch [202][440/470] lr: 8.771e-02, eta: 19:56:10, time: 2.229, data_time: 0.007, memory: 25994, top1_acc: 0.5566, top5_acc: 0.7767, loss_cls: 1.8913, loss: 1.8913, grad_norm: 1.8068 2021-02-21 22:00:42,060 - mmaction - INFO - Epoch [202][460/470] lr: 8.771e-02, eta: 19:55:10, time: 2.285, data_time: 0.003, memory: 25994, top1_acc: 0.5615, top5_acc: 0.7823, loss_cls: 1.8753, loss: 1.8753, grad_norm: 1.8124 2021-02-21 22:05:21,933 - mmaction - INFO - Epoch [203][20/470] lr: 8.466e-02, eta: 19:54:28, time: 12.299, data_time: 9.891, memory: 25994, top1_acc: 0.5672, top5_acc: 0.7874, loss_cls: 1.8413, loss: 1.8413, grad_norm: 1.8155 2021-02-21 22:06:08,286 - mmaction - INFO - Epoch [203][40/470] lr: 8.466e-02, eta: 19:53:29, time: 2.322, data_time: 0.018, memory: 25994, top1_acc: 0.5688, top5_acc: 0.7907, loss_cls: 1.8426, loss: 1.8426, grad_norm: 1.8340 2021-02-21 22:06:52,824 - mmaction - INFO - Epoch [203][60/470] lr: 8.466e-02, eta: 19:52:30, time: 2.226, data_time: 0.005, memory: 25994, top1_acc: 0.5604, top5_acc: 0.7827, loss_cls: 1.8751, loss: 1.8751, grad_norm: 1.8512 2021-02-21 22:07:37,394 - mmaction - INFO - Epoch [203][80/470] lr: 8.466e-02, eta: 19:51:30, time: 2.230, data_time: 0.004, memory: 25994, top1_acc: 0.5681, top5_acc: 0.7832, loss_cls: 1.8655, loss: 1.8655, grad_norm: 1.8526 2021-02-21 22:08:21,617 - mmaction - INFO - Epoch [203][100/470] lr: 8.466e-02, eta: 19:50:30, time: 2.209, data_time: 0.007, memory: 25994, top1_acc: 0.5632, top5_acc: 0.7866, loss_cls: 1.8554, loss: 1.8554, grad_norm: 1.8273 2021-02-21 22:09:06,304 - mmaction - INFO - Epoch [203][120/470] lr: 8.466e-02, eta: 19:49:30, time: 2.235, data_time: 0.004, memory: 25994, top1_acc: 0.5535, top5_acc: 0.7847, loss_cls: 1.8797, loss: 1.8797, grad_norm: 1.8375 2021-02-21 22:09:52,701 - mmaction - INFO - Epoch [203][140/470] lr: 8.466e-02, eta: 19:48:31, time: 2.320, data_time: 0.009, memory: 25994, top1_acc: 0.5603, top5_acc: 0.7833, loss_cls: 1.8918, loss: 1.8918, grad_norm: 1.8350 2021-02-21 22:10:37,115 - mmaction - INFO - Epoch [203][160/470] lr: 8.466e-02, eta: 19:47:32, time: 2.221, data_time: 0.004, memory: 25994, top1_acc: 0.5573, top5_acc: 0.7821, loss_cls: 1.8872, loss: 1.8872, grad_norm: 1.8526 2021-02-21 22:11:22,628 - mmaction - INFO - Epoch [203][180/470] lr: 8.466e-02, eta: 19:46:32, time: 2.276, data_time: 0.003, memory: 25994, top1_acc: 0.5727, top5_acc: 0.7890, loss_cls: 1.8416, loss: 1.8416, grad_norm: 1.8087 2021-02-21 22:12:14,131 - mmaction - INFO - Epoch [203][200/470] lr: 8.466e-02, eta: 19:45:34, time: 2.574, data_time: 0.001, memory: 25994, top1_acc: 0.5651, top5_acc: 0.7860, loss_cls: 1.8659, loss: 1.8659, grad_norm: 1.8285 2021-02-21 22:12:58,788 - mmaction - INFO - Epoch [203][220/470] lr: 8.466e-02, eta: 19:44:35, time: 2.233, data_time: 0.003, memory: 25994, top1_acc: 0.5586, top5_acc: 0.7818, loss_cls: 1.9043, loss: 1.9043, grad_norm: 1.8383 2021-02-21 22:13:42,298 - mmaction - INFO - Epoch [203][240/470] lr: 8.466e-02, eta: 19:43:35, time: 2.174, data_time: 0.002, memory: 25994, top1_acc: 0.5656, top5_acc: 0.7870, loss_cls: 1.8448, loss: 1.8448, grad_norm: 1.8367 2021-02-21 22:14:26,478 - mmaction - INFO - Epoch [203][260/470] lr: 8.466e-02, eta: 19:42:35, time: 2.211, data_time: 0.009, memory: 25994, top1_acc: 0.5574, top5_acc: 0.7843, loss_cls: 1.8860, loss: 1.8860, grad_norm: 1.8680 2021-02-21 22:15:12,273 - mmaction - INFO - Epoch [203][280/470] lr: 8.466e-02, eta: 19:41:36, time: 2.286, data_time: 0.008, memory: 25994, top1_acc: 0.5611, top5_acc: 0.7773, loss_cls: 1.8787, loss: 1.8787, grad_norm: 1.8191 2021-02-21 22:15:55,541 - mmaction - INFO - Epoch [203][300/470] lr: 8.466e-02, eta: 19:40:36, time: 2.167, data_time: 0.010, memory: 25994, top1_acc: 0.5650, top5_acc: 0.7836, loss_cls: 1.8645, loss: 1.8645, grad_norm: 1.8591 2021-02-21 22:16:39,291 - mmaction - INFO - Epoch [203][320/470] lr: 8.466e-02, eta: 19:39:36, time: 2.188, data_time: 0.002, memory: 25994, top1_acc: 0.5675, top5_acc: 0.7871, loss_cls: 1.8532, loss: 1.8532, grad_norm: 1.8539 2021-02-21 22:17:23,309 - mmaction - INFO - Epoch [203][340/470] lr: 8.466e-02, eta: 19:38:36, time: 2.201, data_time: 0.002, memory: 25994, top1_acc: 0.5742, top5_acc: 0.7907, loss_cls: 1.8398, loss: 1.8398, grad_norm: 1.7676 2021-02-21 22:18:07,548 - mmaction - INFO - Epoch [203][360/470] lr: 8.466e-02, eta: 19:37:36, time: 2.211, data_time: 0.004, memory: 25994, top1_acc: 0.5664, top5_acc: 0.7858, loss_cls: 1.8477, loss: 1.8477, grad_norm: 1.8417 2021-02-21 22:18:51,056 - mmaction - INFO - Epoch [203][380/470] lr: 8.466e-02, eta: 19:36:37, time: 2.177, data_time: 0.005, memory: 25994, top1_acc: 0.5665, top5_acc: 0.7805, loss_cls: 1.8794, loss: 1.8794, grad_norm: 1.8119 2021-02-21 22:19:34,788 - mmaction - INFO - Epoch [203][400/470] lr: 8.466e-02, eta: 19:35:37, time: 2.186, data_time: 0.003, memory: 25994, top1_acc: 0.5516, top5_acc: 0.7742, loss_cls: 1.9206, loss: 1.9206, grad_norm: 1.8369 2021-02-21 22:20:18,281 - mmaction - INFO - Epoch [203][420/470] lr: 8.466e-02, eta: 19:34:37, time: 2.176, data_time: 0.003, memory: 25994, top1_acc: 0.5676, top5_acc: 0.7826, loss_cls: 1.8560, loss: 1.8560, grad_norm: 1.8188 2021-02-21 22:21:01,767 - mmaction - INFO - Epoch [203][440/470] lr: 8.466e-02, eta: 19:33:37, time: 2.174, data_time: 0.001, memory: 25994, top1_acc: 0.5614, top5_acc: 0.7847, loss_cls: 1.8589, loss: 1.8589, grad_norm: 1.8102 2021-02-21 22:21:46,890 - mmaction - INFO - Epoch [203][460/470] lr: 8.466e-02, eta: 19:32:38, time: 2.256, data_time: 0.005, memory: 25994, top1_acc: 0.5630, top5_acc: 0.7835, loss_cls: 1.8545, loss: 1.8545, grad_norm: 1.8222 2021-02-21 22:25:26,981 - mmaction - INFO - Epoch [204][20/470] lr: 8.167e-02, eta: 19:31:40, time: 9.496, data_time: 7.344, memory: 25994, top1_acc: 0.5750, top5_acc: 0.7897, loss_cls: 1.8205, loss: 1.8205, grad_norm: 1.8369 2021-02-21 22:26:09,862 - mmaction - INFO - Epoch [204][40/470] lr: 8.167e-02, eta: 19:30:40, time: 2.146, data_time: 0.005, memory: 25994, top1_acc: 0.5738, top5_acc: 0.7918, loss_cls: 1.8283, loss: 1.8283, grad_norm: 1.8330 2021-02-21 22:26:53,657 - mmaction - INFO - Epoch [204][60/470] lr: 8.167e-02, eta: 19:29:40, time: 2.190, data_time: 0.003, memory: 25994, top1_acc: 0.5760, top5_acc: 0.7937, loss_cls: 1.8086, loss: 1.8086, grad_norm: 1.8466 2021-02-21 22:27:37,058 - mmaction - INFO - Epoch [204][80/470] lr: 8.167e-02, eta: 19:28:41, time: 2.170, data_time: 0.002, memory: 25994, top1_acc: 0.5680, top5_acc: 0.7894, loss_cls: 1.8390, loss: 1.8390, grad_norm: 1.8306 2021-02-21 22:28:20,403 - mmaction - INFO - Epoch [204][100/470] lr: 8.167e-02, eta: 19:27:41, time: 2.167, data_time: 0.002, memory: 25994, top1_acc: 0.5760, top5_acc: 0.7910, loss_cls: 1.8208, loss: 1.8208, grad_norm: 1.8640 2021-02-21 22:29:03,805 - mmaction - INFO - Epoch [204][120/470] lr: 8.167e-02, eta: 19:26:41, time: 2.168, data_time: 0.004, memory: 25994, top1_acc: 0.5702, top5_acc: 0.7896, loss_cls: 1.8470, loss: 1.8470, grad_norm: 1.8539 2021-02-21 22:29:47,672 - mmaction - INFO - Epoch [204][140/470] lr: 8.167e-02, eta: 19:25:41, time: 2.195, data_time: 0.004, memory: 25994, top1_acc: 0.5660, top5_acc: 0.7840, loss_cls: 1.8537, loss: 1.8537, grad_norm: 1.8608 2021-02-21 22:30:31,320 - mmaction - INFO - Epoch [204][160/470] lr: 8.167e-02, eta: 19:24:41, time: 2.182, data_time: 0.001, memory: 25994, top1_acc: 0.5670, top5_acc: 0.7828, loss_cls: 1.8719, loss: 1.8719, grad_norm: 1.8602 2021-02-21 22:31:14,885 - mmaction - INFO - Epoch [204][180/470] lr: 8.167e-02, eta: 19:23:41, time: 2.178, data_time: 0.003, memory: 25994, top1_acc: 0.5681, top5_acc: 0.7867, loss_cls: 1.8418, loss: 1.8418, grad_norm: 1.8417 2021-02-21 22:31:58,584 - mmaction - INFO - Epoch [204][200/470] lr: 8.167e-02, eta: 19:22:42, time: 2.185, data_time: 0.003, memory: 25994, top1_acc: 0.5610, top5_acc: 0.7841, loss_cls: 1.8835, loss: 1.8835, grad_norm: 1.8254 2021-02-21 22:32:42,358 - mmaction - INFO - Epoch [204][220/470] lr: 8.167e-02, eta: 19:21:42, time: 2.189, data_time: 0.004, memory: 25994, top1_acc: 0.5659, top5_acc: 0.7860, loss_cls: 1.8416, loss: 1.8416, grad_norm: 1.8654 2021-02-21 22:33:25,608 - mmaction - INFO - Epoch [204][240/470] lr: 8.167e-02, eta: 19:20:42, time: 2.160, data_time: 0.002, memory: 25994, top1_acc: 0.5699, top5_acc: 0.7894, loss_cls: 1.8434, loss: 1.8434, grad_norm: 1.8347 2021-02-21 22:34:10,069 - mmaction - INFO - Epoch [204][260/470] lr: 8.167e-02, eta: 19:19:43, time: 2.225, data_time: 0.004, memory: 25994, top1_acc: 0.5642, top5_acc: 0.7791, loss_cls: 1.8829, loss: 1.8829, grad_norm: 1.8806 2021-02-21 22:34:53,839 - mmaction - INFO - Epoch [204][280/470] lr: 8.167e-02, eta: 19:18:43, time: 2.188, data_time: 0.003, memory: 25994, top1_acc: 0.5648, top5_acc: 0.7828, loss_cls: 1.8691, loss: 1.8691, grad_norm: 1.8464 2021-02-21 22:35:37,783 - mmaction - INFO - Epoch [204][300/470] lr: 8.167e-02, eta: 19:17:43, time: 2.198, data_time: 0.003, memory: 25994, top1_acc: 0.5673, top5_acc: 0.7868, loss_cls: 1.8318, loss: 1.8318, grad_norm: 1.8639 2021-02-21 22:36:21,745 - mmaction - INFO - Epoch [204][320/470] lr: 8.167e-02, eta: 19:16:43, time: 2.198, data_time: 0.002, memory: 25994, top1_acc: 0.5699, top5_acc: 0.7868, loss_cls: 1.8535, loss: 1.8535, grad_norm: 1.8748 2021-02-21 22:37:05,302 - mmaction - INFO - Epoch [204][340/470] lr: 8.167e-02, eta: 19:15:44, time: 2.178, data_time: 0.001, memory: 25994, top1_acc: 0.5662, top5_acc: 0.7839, loss_cls: 1.8633, loss: 1.8633, grad_norm: 1.8409 2021-02-21 22:37:48,559 - mmaction - INFO - Epoch [204][360/470] lr: 8.167e-02, eta: 19:14:44, time: 2.161, data_time: 0.002, memory: 25994, top1_acc: 0.5705, top5_acc: 0.7876, loss_cls: 1.8414, loss: 1.8414, grad_norm: 1.8453 2021-02-21 22:38:32,207 - mmaction - INFO - Epoch [204][380/470] lr: 8.167e-02, eta: 19:13:44, time: 2.183, data_time: 0.003, memory: 25994, top1_acc: 0.5689, top5_acc: 0.7841, loss_cls: 1.8589, loss: 1.8589, grad_norm: 1.8318 2021-02-21 22:39:16,580 - mmaction - INFO - Epoch [204][400/470] lr: 8.167e-02, eta: 19:12:45, time: 2.219, data_time: 0.004, memory: 25994, top1_acc: 0.5745, top5_acc: 0.7826, loss_cls: 1.8564, loss: 1.8564, grad_norm: 1.8331 2021-02-21 22:40:00,384 - mmaction - INFO - Epoch [204][420/470] lr: 8.167e-02, eta: 19:11:45, time: 2.192, data_time: 0.003, memory: 25994, top1_acc: 0.5589, top5_acc: 0.7800, loss_cls: 1.8849, loss: 1.8849, grad_norm: 1.8612 2021-02-21 22:40:44,726 - mmaction - INFO - Epoch [204][440/470] lr: 8.167e-02, eta: 19:10:45, time: 2.212, data_time: 0.002, memory: 25994, top1_acc: 0.5680, top5_acc: 0.7863, loss_cls: 1.8462, loss: 1.8462, grad_norm: 1.8522 2021-02-21 22:41:28,068 - mmaction - INFO - Epoch [204][460/470] lr: 8.167e-02, eta: 19:09:46, time: 2.170, data_time: 0.006, memory: 25994, top1_acc: 0.5629, top5_acc: 0.7862, loss_cls: 1.8625, loss: 1.8625, grad_norm: 1.8462 2021-02-21 22:41:58,897 - mmaction - INFO - Saving checkpoint at 204 epochs 2021-02-21 22:45:17,819 - mmaction - INFO - Epoch [205][20/470] lr: 7.872e-02, eta: 19:08:50, time: 9.879, data_time: 7.651, memory: 25994, top1_acc: 0.5711, top5_acc: 0.7859, loss_cls: 1.8469, loss: 1.8469, grad_norm: 1.8779 2021-02-21 22:46:01,550 - mmaction - INFO - Epoch [205][40/470] lr: 7.872e-02, eta: 19:07:50, time: 2.187, data_time: 0.004, memory: 25994, top1_acc: 0.5732, top5_acc: 0.7902, loss_cls: 1.8227, loss: 1.8227, grad_norm: 1.8828 2021-02-21 22:46:45,305 - mmaction - INFO - Epoch [205][60/470] lr: 7.872e-02, eta: 19:06:50, time: 2.186, data_time: 0.002, memory: 25994, top1_acc: 0.5679, top5_acc: 0.7835, loss_cls: 1.8459, loss: 1.8459, grad_norm: 1.8631 2021-02-21 22:47:29,386 - mmaction - INFO - Epoch [205][80/470] lr: 7.872e-02, eta: 19:05:51, time: 2.205, data_time: 0.005, memory: 25994, top1_acc: 0.5753, top5_acc: 0.7932, loss_cls: 1.8197, loss: 1.8197, grad_norm: 1.8531 2021-02-21 22:48:13,553 - mmaction - INFO - Epoch [205][100/470] lr: 7.872e-02, eta: 19:04:51, time: 2.207, data_time: 0.002, memory: 25994, top1_acc: 0.5750, top5_acc: 0.7965, loss_cls: 1.8214, loss: 1.8214, grad_norm: 1.8784 2021-02-21 22:48:58,475 - mmaction - INFO - Epoch [205][120/470] lr: 7.872e-02, eta: 19:03:52, time: 2.248, data_time: 0.005, memory: 25994, top1_acc: 0.5674, top5_acc: 0.7880, loss_cls: 1.8360, loss: 1.8360, grad_norm: 1.8658 2021-02-21 22:49:42,053 - mmaction - INFO - Epoch [205][140/470] lr: 7.872e-02, eta: 19:02:52, time: 2.179, data_time: 0.004, memory: 25994, top1_acc: 0.5686, top5_acc: 0.7907, loss_cls: 1.8289, loss: 1.8289, grad_norm: 1.8868 2021-02-21 22:50:25,761 - mmaction - INFO - Epoch [205][160/470] lr: 7.872e-02, eta: 19:01:53, time: 2.184, data_time: 0.003, memory: 25994, top1_acc: 0.5719, top5_acc: 0.7896, loss_cls: 1.8212, loss: 1.8212, grad_norm: 1.8805 2021-02-21 22:51:09,824 - mmaction - INFO - Epoch [205][180/470] lr: 7.872e-02, eta: 19:00:53, time: 2.204, data_time: 0.004, memory: 25994, top1_acc: 0.5658, top5_acc: 0.7954, loss_cls: 1.8220, loss: 1.8220, grad_norm: 1.8798 2021-02-21 22:51:53,548 - mmaction - INFO - Epoch [205][200/470] lr: 7.872e-02, eta: 18:59:53, time: 2.187, data_time: 0.003, memory: 25994, top1_acc: 0.5640, top5_acc: 0.7853, loss_cls: 1.8493, loss: 1.8493, grad_norm: 1.8486 2021-02-21 22:52:37,172 - mmaction - INFO - Epoch [205][220/470] lr: 7.872e-02, eta: 18:58:54, time: 2.181, data_time: 0.003, memory: 25994, top1_acc: 0.5721, top5_acc: 0.7911, loss_cls: 1.8096, loss: 1.8096, grad_norm: 1.8502 2021-02-21 22:53:20,574 - mmaction - INFO - Epoch [205][240/470] lr: 7.872e-02, eta: 18:57:54, time: 2.169, data_time: 0.002, memory: 25994, top1_acc: 0.5721, top5_acc: 0.7875, loss_cls: 1.8391, loss: 1.8391, grad_norm: 1.8755 2021-02-21 22:54:07,242 - mmaction - INFO - Epoch [205][260/470] lr: 7.872e-02, eta: 18:56:55, time: 2.335, data_time: 0.003, memory: 25994, top1_acc: 0.5717, top5_acc: 0.7870, loss_cls: 1.8224, loss: 1.8224, grad_norm: 1.8477 2021-02-21 22:54:50,867 - mmaction - INFO - Epoch [205][280/470] lr: 7.872e-02, eta: 18:55:55, time: 2.180, data_time: 0.002, memory: 25994, top1_acc: 0.5605, top5_acc: 0.7813, loss_cls: 1.8827, loss: 1.8827, grad_norm: 1.8887 2021-02-21 22:55:34,857 - mmaction - INFO - Epoch [205][300/470] lr: 7.872e-02, eta: 18:54:56, time: 2.200, data_time: 0.004, memory: 25994, top1_acc: 0.5683, top5_acc: 0.7842, loss_cls: 1.8442, loss: 1.8442, grad_norm: 1.8475 2021-02-21 22:56:18,005 - mmaction - INFO - Epoch [205][320/470] lr: 7.872e-02, eta: 18:53:56, time: 2.158, data_time: 0.002, memory: 25994, top1_acc: 0.5650, top5_acc: 0.7937, loss_cls: 1.8410, loss: 1.8410, grad_norm: 1.8883 2021-02-21 22:57:02,671 - mmaction - INFO - Epoch [205][340/470] lr: 7.872e-02, eta: 18:52:57, time: 2.233, data_time: 0.003, memory: 25994, top1_acc: 0.5744, top5_acc: 0.7884, loss_cls: 1.8175, loss: 1.8175, grad_norm: 1.8485 2021-02-21 22:57:46,440 - mmaction - INFO - Epoch [205][360/470] lr: 7.872e-02, eta: 18:51:57, time: 2.187, data_time: 0.002, memory: 25994, top1_acc: 0.5692, top5_acc: 0.7943, loss_cls: 1.8174, loss: 1.8174, grad_norm: 1.8856 2021-02-21 22:58:30,321 - mmaction - INFO - Epoch [205][380/470] lr: 7.872e-02, eta: 18:50:58, time: 2.195, data_time: 0.004, memory: 25994, top1_acc: 0.5662, top5_acc: 0.7843, loss_cls: 1.8546, loss: 1.8546, grad_norm: 1.9051 2021-02-21 22:59:15,119 - mmaction - INFO - Epoch [205][400/470] lr: 7.872e-02, eta: 18:49:58, time: 2.240, data_time: 0.004, memory: 25994, top1_acc: 0.5680, top5_acc: 0.7872, loss_cls: 1.8586, loss: 1.8586, grad_norm: 1.8365 2021-02-21 22:59:58,843 - mmaction - INFO - Epoch [205][420/470] lr: 7.872e-02, eta: 18:48:59, time: 2.187, data_time: 0.004, memory: 25994, top1_acc: 0.5703, top5_acc: 0.7903, loss_cls: 1.8149, loss: 1.8149, grad_norm: 1.8531 2021-02-21 23:00:45,221 - mmaction - INFO - Epoch [205][440/470] lr: 7.872e-02, eta: 18:48:00, time: 2.319, data_time: 0.004, memory: 25994, top1_acc: 0.5763, top5_acc: 0.7870, loss_cls: 1.8257, loss: 1.8257, grad_norm: 1.8719 2021-02-21 23:01:29,968 - mmaction - INFO - Epoch [205][460/470] lr: 7.872e-02, eta: 18:47:01, time: 2.238, data_time: 0.004, memory: 25994, top1_acc: 0.5645, top5_acc: 0.7837, loss_cls: 1.8806, loss: 1.8806, grad_norm: 1.8678 2021-02-21 23:07:23,195 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-21 23:07:23,950 - mmaction - INFO - top1_acc 0.6244 top5_acc 0.8407 2021-02-21 23:07:23,950 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-21 23:07:24,004 - mmaction - INFO - mean_acc 0.6244 2021-02-21 23:07:24,005 - mmaction - INFO - Now best checkpoint is epoch_205.pth 2021-02-21 23:07:24,014 - mmaction - INFO - Epoch(val) [205][470] top1_acc: 0.6244, top5_acc: 0.8407, mean_class_accuracy: 0.6244 2021-02-21 23:10:36,086 - mmaction - INFO - Epoch [206][20/470] lr: 7.582e-02, eta: 18:46:03, time: 9.601, data_time: 7.275, memory: 25994, top1_acc: 0.5797, top5_acc: 0.8006, loss_cls: 1.7714, loss: 1.7714, grad_norm: 1.8456 2021-02-21 23:11:20,367 - mmaction - INFO - Epoch [206][40/470] lr: 7.582e-02, eta: 18:45:03, time: 2.215, data_time: 0.005, memory: 25994, top1_acc: 0.5716, top5_acc: 0.7861, loss_cls: 1.8412, loss: 1.8412, grad_norm: 1.8653 2021-02-21 23:12:04,318 - mmaction - INFO - Epoch [206][60/470] lr: 7.582e-02, eta: 18:44:04, time: 2.198, data_time: 0.001, memory: 25994, top1_acc: 0.5793, top5_acc: 0.7901, loss_cls: 1.8002, loss: 1.8002, grad_norm: 1.8622 2021-02-21 23:12:47,612 - mmaction - INFO - Epoch [206][80/470] lr: 7.582e-02, eta: 18:43:04, time: 2.165, data_time: 0.003, memory: 25994, top1_acc: 0.5738, top5_acc: 0.7950, loss_cls: 1.8201, loss: 1.8201, grad_norm: 1.8877 2021-02-21 23:13:31,891 - mmaction - INFO - Epoch [206][100/470] lr: 7.582e-02, eta: 18:42:05, time: 2.214, data_time: 0.001, memory: 25994, top1_acc: 0.5806, top5_acc: 0.7959, loss_cls: 1.7903, loss: 1.7903, grad_norm: 1.8496 2021-02-21 23:14:17,541 - mmaction - INFO - Epoch [206][120/470] lr: 7.582e-02, eta: 18:41:05, time: 2.194, data_time: 0.001, memory: 25994, top1_acc: 0.5824, top5_acc: 0.7974, loss_cls: 1.7933, loss: 1.7933, grad_norm: 1.8804 2021-02-21 23:15:01,624 - mmaction - INFO - Epoch [206][140/470] lr: 7.582e-02, eta: 18:40:06, time: 2.291, data_time: 0.090, memory: 25994, top1_acc: 0.5759, top5_acc: 0.7936, loss_cls: 1.8134, loss: 1.8134, grad_norm: 1.9059 2021-02-21 23:15:45,752 - mmaction - INFO - Epoch [206][160/470] lr: 7.582e-02, eta: 18:39:07, time: 2.207, data_time: 0.004, memory: 25994, top1_acc: 0.5806, top5_acc: 0.7928, loss_cls: 1.8046, loss: 1.8046, grad_norm: 1.9264 2021-02-21 23:16:30,968 - mmaction - INFO - Epoch [206][180/470] lr: 7.582e-02, eta: 18:38:08, time: 2.262, data_time: 0.007, memory: 25994, top1_acc: 0.5758, top5_acc: 0.7935, loss_cls: 1.8381, loss: 1.8381, grad_norm: 1.9093 2021-02-21 23:17:17,137 - mmaction - INFO - Epoch [206][200/470] lr: 7.582e-02, eta: 18:37:09, time: 2.309, data_time: 0.001, memory: 25994, top1_acc: 0.5738, top5_acc: 0.7914, loss_cls: 1.8239, loss: 1.8239, grad_norm: 1.9023 2021-02-21 23:18:01,155 - mmaction - INFO - Epoch [206][220/470] lr: 7.582e-02, eta: 18:36:09, time: 2.201, data_time: 0.001, memory: 25994, top1_acc: 0.5658, top5_acc: 0.7839, loss_cls: 1.8635, loss: 1.8635, grad_norm: 1.9246 2021-02-21 23:18:44,447 - mmaction - INFO - Epoch [206][240/470] lr: 7.582e-02, eta: 18:35:10, time: 2.164, data_time: 0.002, memory: 25994, top1_acc: 0.5676, top5_acc: 0.7867, loss_cls: 1.8421, loss: 1.8421, grad_norm: 1.8939 2021-02-21 23:19:28,351 - mmaction - INFO - Epoch [206][260/470] lr: 7.582e-02, eta: 18:34:10, time: 2.195, data_time: 0.002, memory: 25994, top1_acc: 0.5705, top5_acc: 0.7859, loss_cls: 1.8420, loss: 1.8420, grad_norm: 1.9322 2021-02-21 23:20:16,391 - mmaction - INFO - Epoch [206][280/470] lr: 7.582e-02, eta: 18:33:12, time: 2.403, data_time: 0.002, memory: 25994, top1_acc: 0.5729, top5_acc: 0.7894, loss_cls: 1.8210, loss: 1.8210, grad_norm: 1.8742 2021-02-21 23:21:09,082 - mmaction - INFO - Epoch [206][300/470] lr: 7.582e-02, eta: 18:32:14, time: 2.634, data_time: 0.001, memory: 25994, top1_acc: 0.5766, top5_acc: 0.7972, loss_cls: 1.7887, loss: 1.7887, grad_norm: 1.9012 2021-02-21 23:21:52,930 - mmaction - INFO - Epoch [206][320/470] lr: 7.582e-02, eta: 18:31:15, time: 2.192, data_time: 0.004, memory: 25994, top1_acc: 0.5690, top5_acc: 0.7896, loss_cls: 1.8480, loss: 1.8480, grad_norm: 1.9245 2021-02-21 23:22:36,661 - mmaction - INFO - Epoch [206][340/470] lr: 7.582e-02, eta: 18:30:15, time: 2.188, data_time: 0.002, memory: 25994, top1_acc: 0.5755, top5_acc: 0.7912, loss_cls: 1.8140, loss: 1.8140, grad_norm: 1.8736 2021-02-21 23:23:19,831 - mmaction - INFO - Epoch [206][360/470] lr: 7.582e-02, eta: 18:29:16, time: 2.158, data_time: 0.001, memory: 25994, top1_acc: 0.5723, top5_acc: 0.7976, loss_cls: 1.8101, loss: 1.8101, grad_norm: 1.8939 2021-02-21 23:24:04,663 - mmaction - INFO - Epoch [206][380/470] lr: 7.582e-02, eta: 18:28:17, time: 2.237, data_time: 0.002, memory: 25994, top1_acc: 0.5639, top5_acc: 0.7833, loss_cls: 1.8555, loss: 1.8555, grad_norm: 1.9029 2021-02-21 23:24:49,739 - mmaction - INFO - Epoch [206][400/470] lr: 7.582e-02, eta: 18:27:18, time: 2.254, data_time: 0.006, memory: 25994, top1_acc: 0.5692, top5_acc: 0.7905, loss_cls: 1.8524, loss: 1.8524, grad_norm: 1.9114 2021-02-21 23:25:33,485 - mmaction - INFO - Epoch [206][420/470] lr: 7.582e-02, eta: 18:26:18, time: 2.190, data_time: 0.006, memory: 25994, top1_acc: 0.5617, top5_acc: 0.7870, loss_cls: 1.8647, loss: 1.8647, grad_norm: 1.9199 2021-02-21 23:26:18,402 - mmaction - INFO - Epoch [206][440/470] lr: 7.582e-02, eta: 18:25:19, time: 2.246, data_time: 0.003, memory: 25994, top1_acc: 0.5653, top5_acc: 0.7844, loss_cls: 1.8462, loss: 1.8462, grad_norm: 1.8927 2021-02-21 23:27:02,615 - mmaction - INFO - Epoch [206][460/470] lr: 7.582e-02, eta: 18:24:20, time: 2.210, data_time: 0.003, memory: 25994, top1_acc: 0.5708, top5_acc: 0.7885, loss_cls: 1.8279, loss: 1.8279, grad_norm: 1.8877 2021-02-21 23:30:54,740 - mmaction - INFO - Epoch [207][20/470] lr: 7.297e-02, eta: 18:23:23, time: 10.054, data_time: 7.709, memory: 25994, top1_acc: 0.5803, top5_acc: 0.7923, loss_cls: 1.7904, loss: 1.7904, grad_norm: 1.8262 2021-02-21 23:31:37,510 - mmaction - INFO - Epoch [207][40/470] lr: 7.297e-02, eta: 18:22:24, time: 2.139, data_time: 0.003, memory: 25994, top1_acc: 0.5777, top5_acc: 0.7940, loss_cls: 1.7962, loss: 1.7962, grad_norm: 1.9274 2021-02-21 23:32:23,000 - mmaction - INFO - Epoch [207][60/470] lr: 7.297e-02, eta: 18:21:25, time: 2.274, data_time: 0.002, memory: 25994, top1_acc: 0.5793, top5_acc: 0.7916, loss_cls: 1.8070, loss: 1.8070, grad_norm: 1.8878 2021-02-21 23:33:06,210 - mmaction - INFO - Epoch [207][80/470] lr: 7.297e-02, eta: 18:20:25, time: 2.162, data_time: 0.003, memory: 25994, top1_acc: 0.5768, top5_acc: 0.7983, loss_cls: 1.7979, loss: 1.7979, grad_norm: 1.8951 2021-02-21 23:33:49,575 - mmaction - INFO - Epoch [207][100/470] lr: 7.297e-02, eta: 18:19:26, time: 2.168, data_time: 0.002, memory: 25994, top1_acc: 0.5878, top5_acc: 0.7940, loss_cls: 1.7828, loss: 1.7828, grad_norm: 1.8617 2021-02-21 23:34:34,011 - mmaction - INFO - Epoch [207][120/470] lr: 7.297e-02, eta: 18:18:26, time: 2.220, data_time: 0.003, memory: 25994, top1_acc: 0.5781, top5_acc: 0.7956, loss_cls: 1.7826, loss: 1.7826, grad_norm: 1.8767 2021-02-21 23:35:18,194 - mmaction - INFO - Epoch [207][140/470] lr: 7.297e-02, eta: 18:17:27, time: 2.211, data_time: 0.003, memory: 25994, top1_acc: 0.5844, top5_acc: 0.7952, loss_cls: 1.7786, loss: 1.7786, grad_norm: 1.9031 2021-02-21 23:36:01,957 - mmaction - INFO - Epoch [207][160/470] lr: 7.297e-02, eta: 18:16:28, time: 2.188, data_time: 0.001, memory: 25994, top1_acc: 0.5800, top5_acc: 0.7962, loss_cls: 1.7987, loss: 1.7987, grad_norm: 1.8920 2021-02-21 23:36:46,033 - mmaction - INFO - Epoch [207][180/470] lr: 7.297e-02, eta: 18:15:28, time: 2.203, data_time: 0.002, memory: 25994, top1_acc: 0.5797, top5_acc: 0.7937, loss_cls: 1.7960, loss: 1.7960, grad_norm: 1.9268 2021-02-21 23:37:30,490 - mmaction - INFO - Epoch [207][200/470] lr: 7.297e-02, eta: 18:14:29, time: 2.223, data_time: 0.002, memory: 25994, top1_acc: 0.5721, top5_acc: 0.7902, loss_cls: 1.8259, loss: 1.8259, grad_norm: 1.9284 2021-02-21 23:38:14,253 - mmaction - INFO - Epoch [207][220/470] lr: 7.297e-02, eta: 18:13:30, time: 2.185, data_time: 0.001, memory: 25994, top1_acc: 0.5732, top5_acc: 0.7923, loss_cls: 1.8042, loss: 1.8042, grad_norm: 1.9076 2021-02-21 23:38:59,245 - mmaction - INFO - Epoch [207][240/470] lr: 7.297e-02, eta: 18:12:30, time: 2.253, data_time: 0.005, memory: 25994, top1_acc: 0.5776, top5_acc: 0.7922, loss_cls: 1.8043, loss: 1.8043, grad_norm: 1.9228 2021-02-21 23:39:43,171 - mmaction - INFO - Epoch [207][260/470] lr: 7.297e-02, eta: 18:11:31, time: 2.196, data_time: 0.002, memory: 25994, top1_acc: 0.5779, top5_acc: 0.7908, loss_cls: 1.8155, loss: 1.8155, grad_norm: 1.9055 2021-02-21 23:40:27,606 - mmaction - INFO - Epoch [207][280/470] lr: 7.297e-02, eta: 18:10:32, time: 2.221, data_time: 0.001, memory: 25994, top1_acc: 0.5734, top5_acc: 0.7993, loss_cls: 1.7974, loss: 1.7974, grad_norm: 1.9236 2021-02-21 23:41:11,837 - mmaction - INFO - Epoch [207][300/470] lr: 7.297e-02, eta: 18:09:33, time: 2.212, data_time: 0.002, memory: 25994, top1_acc: 0.5908, top5_acc: 0.7953, loss_cls: 1.7622, loss: 1.7622, grad_norm: 1.8827 2021-02-21 23:41:56,422 - mmaction - INFO - Epoch [207][320/470] lr: 7.297e-02, eta: 18:08:34, time: 2.229, data_time: 0.001, memory: 25994, top1_acc: 0.5808, top5_acc: 0.8007, loss_cls: 1.7809, loss: 1.7809, grad_norm: 1.9024 2021-02-21 23:42:40,030 - mmaction - INFO - Epoch [207][340/470] lr: 7.297e-02, eta: 18:07:34, time: 2.179, data_time: 0.002, memory: 25994, top1_acc: 0.5648, top5_acc: 0.7857, loss_cls: 1.8522, loss: 1.8522, grad_norm: 1.9296 2021-02-21 23:43:23,660 - mmaction - INFO - Epoch [207][360/470] lr: 7.297e-02, eta: 18:06:35, time: 2.182, data_time: 0.003, memory: 25994, top1_acc: 0.5725, top5_acc: 0.7881, loss_cls: 1.8315, loss: 1.8315, grad_norm: 1.9347 2021-02-21 23:44:07,909 - mmaction - INFO - Epoch [207][380/470] lr: 7.297e-02, eta: 18:05:36, time: 2.213, data_time: 0.004, memory: 25994, top1_acc: 0.5750, top5_acc: 0.7896, loss_cls: 1.8439, loss: 1.8439, grad_norm: 1.9234 2021-02-21 23:44:51,755 - mmaction - INFO - Epoch [207][400/470] lr: 7.297e-02, eta: 18:04:36, time: 2.193, data_time: 0.002, memory: 25994, top1_acc: 0.5805, top5_acc: 0.7915, loss_cls: 1.8347, loss: 1.8347, grad_norm: 1.9394 2021-02-21 23:45:36,199 - mmaction - INFO - Epoch [207][420/470] lr: 7.297e-02, eta: 18:03:37, time: 2.219, data_time: 0.002, memory: 25994, top1_acc: 0.5685, top5_acc: 0.7864, loss_cls: 1.8516, loss: 1.8516, grad_norm: 1.9566 2021-02-21 23:46:21,492 - mmaction - INFO - Epoch [207][440/470] lr: 7.297e-02, eta: 18:02:38, time: 2.267, data_time: 0.006, memory: 25994, top1_acc: 0.5767, top5_acc: 0.7851, loss_cls: 1.8316, loss: 1.8316, grad_norm: 1.9032 2021-02-21 23:47:05,033 - mmaction - INFO - Epoch [207][460/470] lr: 7.297e-02, eta: 18:01:39, time: 2.177, data_time: 0.002, memory: 25994, top1_acc: 0.5699, top5_acc: 0.7856, loss_cls: 1.8488, loss: 1.8488, grad_norm: 1.9414 2021-02-21 23:51:00,743 - mmaction - INFO - Epoch [208][20/470] lr: 7.016e-02, eta: 18:00:43, time: 10.345, data_time: 8.141, memory: 25994, top1_acc: 0.5812, top5_acc: 0.7953, loss_cls: 1.8020, loss: 1.8020, grad_norm: 1.9178 2021-02-21 23:51:44,713 - mmaction - INFO - Epoch [208][40/470] lr: 7.016e-02, eta: 17:59:44, time: 2.199, data_time: 0.006, memory: 25994, top1_acc: 0.5741, top5_acc: 0.7892, loss_cls: 1.8135, loss: 1.8135, grad_norm: 1.9007 2021-02-21 23:52:28,791 - mmaction - INFO - Epoch [208][60/470] lr: 7.016e-02, eta: 17:58:45, time: 2.206, data_time: 0.004, memory: 25994, top1_acc: 0.5851, top5_acc: 0.8018, loss_cls: 1.7713, loss: 1.7713, grad_norm: 1.8814 2021-02-21 23:53:12,474 - mmaction - INFO - Epoch [208][80/470] lr: 7.016e-02, eta: 17:57:45, time: 2.184, data_time: 0.003, memory: 25994, top1_acc: 0.5860, top5_acc: 0.8017, loss_cls: 1.7434, loss: 1.7434, grad_norm: 1.8998 2021-02-21 23:54:00,838 - mmaction - INFO - Epoch [208][100/470] lr: 7.016e-02, eta: 17:56:47, time: 2.418, data_time: 0.002, memory: 25994, top1_acc: 0.5787, top5_acc: 0.7905, loss_cls: 1.8134, loss: 1.8134, grad_norm: 1.9473 2021-02-21 23:54:45,326 - mmaction - INFO - Epoch [208][120/470] lr: 7.016e-02, eta: 17:55:48, time: 2.225, data_time: 0.003, memory: 25994, top1_acc: 0.5861, top5_acc: 0.8005, loss_cls: 1.7531, loss: 1.7531, grad_norm: 1.9088 2021-02-21 23:55:29,364 - mmaction - INFO - Epoch [208][140/470] lr: 7.016e-02, eta: 17:54:49, time: 2.202, data_time: 0.001, memory: 25994, top1_acc: 0.5802, top5_acc: 0.7957, loss_cls: 1.7936, loss: 1.7936, grad_norm: 1.9473 2021-02-21 23:56:13,857 - mmaction - INFO - Epoch [208][160/470] lr: 7.016e-02, eta: 17:53:50, time: 2.224, data_time: 0.001, memory: 25994, top1_acc: 0.5777, top5_acc: 0.7974, loss_cls: 1.7985, loss: 1.7985, grad_norm: 1.9244 2021-02-21 23:56:57,542 - mmaction - INFO - Epoch [208][180/470] lr: 7.016e-02, eta: 17:52:50, time: 2.183, data_time: 0.003, memory: 25994, top1_acc: 0.5751, top5_acc: 0.7943, loss_cls: 1.8130, loss: 1.8130, grad_norm: 1.9548 2021-02-21 23:57:40,592 - mmaction - INFO - Epoch [208][200/470] lr: 7.016e-02, eta: 17:51:51, time: 2.152, data_time: 0.003, memory: 25994, top1_acc: 0.5786, top5_acc: 0.7955, loss_cls: 1.7831, loss: 1.7831, grad_norm: 1.9018 2021-02-21 23:58:24,113 - mmaction - INFO - Epoch [208][220/470] lr: 7.016e-02, eta: 17:50:51, time: 2.177, data_time: 0.005, memory: 25994, top1_acc: 0.5797, top5_acc: 0.7954, loss_cls: 1.7896, loss: 1.7896, grad_norm: 1.9513 2021-02-21 23:59:07,540 - mmaction - INFO - Epoch [208][240/470] lr: 7.016e-02, eta: 17:49:52, time: 2.171, data_time: 0.002, memory: 25994, top1_acc: 0.5783, top5_acc: 0.7906, loss_cls: 1.8048, loss: 1.8048, grad_norm: 1.9387 2021-02-21 23:59:51,109 - mmaction - INFO - Epoch [208][260/470] lr: 7.016e-02, eta: 17:48:53, time: 2.178, data_time: 0.002, memory: 25994, top1_acc: 0.5778, top5_acc: 0.7992, loss_cls: 1.7883, loss: 1.7883, grad_norm: 1.9442 2021-02-22 00:00:36,802 - mmaction - INFO - Epoch [208][280/470] lr: 7.016e-02, eta: 17:47:54, time: 2.284, data_time: 0.003, memory: 25994, top1_acc: 0.5780, top5_acc: 0.7931, loss_cls: 1.8162, loss: 1.8162, grad_norm: 1.9334 2021-02-22 00:01:20,352 - mmaction - INFO - Epoch [208][300/470] lr: 7.016e-02, eta: 17:46:55, time: 2.178, data_time: 0.006, memory: 25994, top1_acc: 0.5770, top5_acc: 0.7858, loss_cls: 1.8222, loss: 1.8222, grad_norm: 1.9392 2021-02-22 00:02:04,298 - mmaction - INFO - Epoch [208][320/470] lr: 7.016e-02, eta: 17:45:55, time: 2.196, data_time: 0.003, memory: 25994, top1_acc: 0.5848, top5_acc: 0.7936, loss_cls: 1.7785, loss: 1.7785, grad_norm: 1.9244 2021-02-22 00:02:47,717 - mmaction - INFO - Epoch [208][340/470] lr: 7.016e-02, eta: 17:44:56, time: 2.172, data_time: 0.004, memory: 25994, top1_acc: 0.5717, top5_acc: 0.7927, loss_cls: 1.8192, loss: 1.8192, grad_norm: 1.9754 2021-02-22 00:03:32,020 - mmaction - INFO - Epoch [208][360/470] lr: 7.016e-02, eta: 17:43:57, time: 2.216, data_time: 0.004, memory: 25994, top1_acc: 0.5766, top5_acc: 0.7947, loss_cls: 1.8129, loss: 1.8129, grad_norm: 1.9204 2021-02-22 00:04:15,251 - mmaction - INFO - Epoch [208][380/470] lr: 7.016e-02, eta: 17:42:58, time: 2.161, data_time: 0.002, memory: 25994, top1_acc: 0.5851, top5_acc: 0.7943, loss_cls: 1.7880, loss: 1.7880, grad_norm: 1.9281 2021-02-22 00:04:58,971 - mmaction - INFO - Epoch [208][400/470] lr: 7.016e-02, eta: 17:41:58, time: 2.185, data_time: 0.002, memory: 25994, top1_acc: 0.5736, top5_acc: 0.7920, loss_cls: 1.8039, loss: 1.8039, grad_norm: 1.9478 2021-02-22 00:05:43,686 - mmaction - INFO - Epoch [208][420/470] lr: 7.016e-02, eta: 17:40:59, time: 2.237, data_time: 0.004, memory: 25994, top1_acc: 0.5743, top5_acc: 0.7935, loss_cls: 1.8091, loss: 1.8091, grad_norm: 1.9644 2021-02-22 00:06:27,148 - mmaction - INFO - Epoch [208][440/470] lr: 7.016e-02, eta: 17:40:00, time: 2.173, data_time: 0.002, memory: 25994, top1_acc: 0.5770, top5_acc: 0.7903, loss_cls: 1.8078, loss: 1.8078, grad_norm: 1.9471 2021-02-22 00:07:12,393 - mmaction - INFO - Epoch [208][460/470] lr: 7.016e-02, eta: 17:39:01, time: 2.262, data_time: 0.003, memory: 25994, top1_acc: 0.5813, top5_acc: 0.8030, loss_cls: 1.7719, loss: 1.7719, grad_norm: 1.9520 2021-02-22 00:07:41,851 - mmaction - INFO - Saving checkpoint at 208 epochs 2021-02-22 00:11:20,176 - mmaction - INFO - Epoch [209][20/470] lr: 6.741e-02, eta: 17:38:07, time: 10.821, data_time: 8.429, memory: 25994, top1_acc: 0.5927, top5_acc: 0.8054, loss_cls: 1.7357, loss: 1.7357, grad_norm: 1.9154 2021-02-22 00:12:04,305 - mmaction - INFO - Epoch [209][40/470] lr: 6.741e-02, eta: 17:37:08, time: 2.207, data_time: 0.003, memory: 25994, top1_acc: 0.5910, top5_acc: 0.8044, loss_cls: 1.7395, loss: 1.7395, grad_norm: 1.9269 2021-02-22 00:12:49,450 - mmaction - INFO - Epoch [209][60/470] lr: 6.741e-02, eta: 17:36:09, time: 2.257, data_time: 0.004, memory: 25994, top1_acc: 0.5938, top5_acc: 0.8021, loss_cls: 1.7299, loss: 1.7299, grad_norm: 1.9040 2021-02-22 00:13:33,687 - mmaction - INFO - Epoch [209][80/470] lr: 6.741e-02, eta: 17:35:10, time: 2.211, data_time: 0.002, memory: 25994, top1_acc: 0.5910, top5_acc: 0.7946, loss_cls: 1.7523, loss: 1.7523, grad_norm: 1.9123 2021-02-22 00:14:17,884 - mmaction - INFO - Epoch [209][100/470] lr: 6.741e-02, eta: 17:34:11, time: 2.210, data_time: 0.004, memory: 25994, top1_acc: 0.5890, top5_acc: 0.7966, loss_cls: 1.7779, loss: 1.7779, grad_norm: 1.9244 2021-02-22 00:15:01,628 - mmaction - INFO - Epoch [209][120/470] lr: 6.741e-02, eta: 17:33:12, time: 2.187, data_time: 0.006, memory: 25994, top1_acc: 0.5796, top5_acc: 0.7976, loss_cls: 1.7735, loss: 1.7735, grad_norm: 1.9738 2021-02-22 00:15:45,602 - mmaction - INFO - Epoch [209][140/470] lr: 6.741e-02, eta: 17:32:13, time: 2.198, data_time: 0.003, memory: 25994, top1_acc: 0.5874, top5_acc: 0.8042, loss_cls: 1.7496, loss: 1.7496, grad_norm: 1.9513 2021-02-22 00:16:30,663 - mmaction - INFO - Epoch [209][160/470] lr: 6.741e-02, eta: 17:31:14, time: 2.253, data_time: 0.003, memory: 25994, top1_acc: 0.5906, top5_acc: 0.8032, loss_cls: 1.7321, loss: 1.7321, grad_norm: 1.9611 2021-02-22 00:17:14,716 - mmaction - INFO - Epoch [209][180/470] lr: 6.741e-02, eta: 17:30:15, time: 2.202, data_time: 0.004, memory: 25994, top1_acc: 0.5837, top5_acc: 0.8054, loss_cls: 1.7448, loss: 1.7448, grad_norm: 1.9771 2021-02-22 00:17:59,915 - mmaction - INFO - Epoch [209][200/470] lr: 6.741e-02, eta: 17:29:16, time: 2.259, data_time: 0.002, memory: 25994, top1_acc: 0.5785, top5_acc: 0.7949, loss_cls: 1.7984, loss: 1.7984, grad_norm: 1.9580 2021-02-22 00:18:43,945 - mmaction - INFO - Epoch [209][220/470] lr: 6.741e-02, eta: 17:28:17, time: 2.202, data_time: 0.003, memory: 25994, top1_acc: 0.5779, top5_acc: 0.7978, loss_cls: 1.7788, loss: 1.7788, grad_norm: 1.9347 2021-02-22 00:19:28,228 - mmaction - INFO - Epoch [209][240/470] lr: 6.741e-02, eta: 17:27:18, time: 2.214, data_time: 0.004, memory: 25994, top1_acc: 0.5725, top5_acc: 0.7917, loss_cls: 1.8056, loss: 1.8056, grad_norm: 1.9577 2021-02-22 00:20:15,976 - mmaction - INFO - Epoch [209][260/470] lr: 6.741e-02, eta: 17:26:19, time: 2.388, data_time: 0.003, memory: 25994, top1_acc: 0.5801, top5_acc: 0.7976, loss_cls: 1.7893, loss: 1.7893, grad_norm: 1.9715 2021-02-22 00:20:58,953 - mmaction - INFO - Epoch [209][280/470] lr: 6.741e-02, eta: 17:25:20, time: 2.149, data_time: 0.003, memory: 25994, top1_acc: 0.5850, top5_acc: 0.8027, loss_cls: 1.7545, loss: 1.7545, grad_norm: 1.9825 2021-02-22 00:21:42,932 - mmaction - INFO - Epoch [209][300/470] lr: 6.741e-02, eta: 17:24:21, time: 2.196, data_time: 0.002, memory: 25994, top1_acc: 0.5902, top5_acc: 0.8018, loss_cls: 1.7480, loss: 1.7480, grad_norm: 1.9386 2021-02-22 00:22:27,506 - mmaction - INFO - Epoch [209][320/470] lr: 6.741e-02, eta: 17:23:22, time: 2.231, data_time: 0.006, memory: 25994, top1_acc: 0.5777, top5_acc: 0.7921, loss_cls: 1.8010, loss: 1.8010, grad_norm: 1.9653 2021-02-22 00:23:12,103 - mmaction - INFO - Epoch [209][340/470] lr: 6.741e-02, eta: 17:22:23, time: 2.230, data_time: 0.002, memory: 25994, top1_acc: 0.5846, top5_acc: 0.8023, loss_cls: 1.7649, loss: 1.7649, grad_norm: 1.9623 2021-02-22 00:23:55,727 - mmaction - INFO - Epoch [209][360/470] lr: 6.741e-02, eta: 17:21:24, time: 2.181, data_time: 0.001, memory: 25994, top1_acc: 0.5831, top5_acc: 0.7939, loss_cls: 1.7771, loss: 1.7771, grad_norm: 1.9656 2021-02-22 00:24:39,224 - mmaction - INFO - Epoch [209][380/470] lr: 6.741e-02, eta: 17:20:25, time: 2.174, data_time: 0.001, memory: 25994, top1_acc: 0.5789, top5_acc: 0.7973, loss_cls: 1.7843, loss: 1.7843, grad_norm: 1.9690 2021-02-22 00:25:23,102 - mmaction - INFO - Epoch [209][400/470] lr: 6.741e-02, eta: 17:19:26, time: 2.195, data_time: 0.003, memory: 25994, top1_acc: 0.5811, top5_acc: 0.7932, loss_cls: 1.7861, loss: 1.7861, grad_norm: 1.9452 2021-02-22 00:26:07,175 - mmaction - INFO - Epoch [209][420/470] lr: 6.741e-02, eta: 17:18:26, time: 2.204, data_time: 0.005, memory: 25994, top1_acc: 0.5806, top5_acc: 0.7975, loss_cls: 1.7914, loss: 1.7914, grad_norm: 1.9544 2021-02-22 00:26:52,092 - mmaction - INFO - Epoch [209][440/470] lr: 6.741e-02, eta: 17:17:28, time: 2.245, data_time: 0.043, memory: 25994, top1_acc: 0.5834, top5_acc: 0.8003, loss_cls: 1.7706, loss: 1.7706, grad_norm: 1.9469 2021-02-22 00:27:36,474 - mmaction - INFO - Epoch [209][460/470] lr: 6.741e-02, eta: 17:16:29, time: 2.220, data_time: 0.002, memory: 25994, top1_acc: 0.5827, top5_acc: 0.7971, loss_cls: 1.7833, loss: 1.7833, grad_norm: 1.9833 2021-02-22 00:31:36,713 - mmaction - INFO - Epoch [210][20/470] lr: 6.471e-02, eta: 17:15:33, time: 10.588, data_time: 8.167, memory: 25994, top1_acc: 0.5799, top5_acc: 0.7977, loss_cls: 1.7853, loss: 1.7853, grad_norm: 1.9608 2021-02-22 00:32:21,052 - mmaction - INFO - Epoch [210][40/470] lr: 6.471e-02, eta: 17:14:34, time: 2.217, data_time: 0.004, memory: 25994, top1_acc: 0.6047, top5_acc: 0.8072, loss_cls: 1.7003, loss: 1.7003, grad_norm: 1.9457 2021-02-22 00:33:04,969 - mmaction - INFO - Epoch [210][60/470] lr: 6.471e-02, eta: 17:13:35, time: 2.196, data_time: 0.002, memory: 25994, top1_acc: 0.5952, top5_acc: 0.8125, loss_cls: 1.7026, loss: 1.7026, grad_norm: 1.9458 2021-02-22 00:33:48,392 - mmaction - INFO - Epoch [210][80/470] lr: 6.471e-02, eta: 17:12:36, time: 2.170, data_time: 0.001, memory: 25994, top1_acc: 0.5884, top5_acc: 0.8024, loss_cls: 1.7453, loss: 1.7453, grad_norm: 1.9816 2021-02-22 00:34:33,307 - mmaction - INFO - Epoch [210][100/470] lr: 6.471e-02, eta: 17:11:37, time: 2.246, data_time: 0.010, memory: 25994, top1_acc: 0.5872, top5_acc: 0.7988, loss_cls: 1.7478, loss: 1.7478, grad_norm: 1.9432 2021-02-22 00:35:17,358 - mmaction - INFO - Epoch [210][120/470] lr: 6.471e-02, eta: 17:10:38, time: 2.203, data_time: 0.003, memory: 25994, top1_acc: 0.5903, top5_acc: 0.8031, loss_cls: 1.7359, loss: 1.7359, grad_norm: 1.9713 2021-02-22 00:36:01,461 - mmaction - INFO - Epoch [210][140/470] lr: 6.471e-02, eta: 17:09:39, time: 2.206, data_time: 0.004, memory: 25994, top1_acc: 0.5863, top5_acc: 0.7948, loss_cls: 1.7759, loss: 1.7759, grad_norm: 1.9698 2021-02-22 00:36:45,464 - mmaction - INFO - Epoch [210][160/470] lr: 6.471e-02, eta: 17:08:40, time: 2.200, data_time: 0.002, memory: 25994, top1_acc: 0.5900, top5_acc: 0.8015, loss_cls: 1.7398, loss: 1.7398, grad_norm: 1.9899 2021-02-22 00:37:29,439 - mmaction - INFO - Epoch [210][180/470] lr: 6.471e-02, eta: 17:07:41, time: 2.199, data_time: 0.002, memory: 25994, top1_acc: 0.5840, top5_acc: 0.7945, loss_cls: 1.7863, loss: 1.7863, grad_norm: 2.0114 2021-02-22 00:38:13,107 - mmaction - INFO - Epoch [210][200/470] lr: 6.471e-02, eta: 17:06:42, time: 2.184, data_time: 0.002, memory: 25994, top1_acc: 0.5835, top5_acc: 0.8030, loss_cls: 1.7528, loss: 1.7528, grad_norm: 2.0092 2021-02-22 00:38:57,797 - mmaction - INFO - Epoch [210][220/470] lr: 6.471e-02, eta: 17:05:43, time: 2.234, data_time: 0.001, memory: 25994, top1_acc: 0.5854, top5_acc: 0.7998, loss_cls: 1.7491, loss: 1.7491, grad_norm: 1.9839 2021-02-22 00:39:42,513 - mmaction - INFO - Epoch [210][240/470] lr: 6.471e-02, eta: 17:04:44, time: 2.234, data_time: 0.001, memory: 25994, top1_acc: 0.5939, top5_acc: 0.8024, loss_cls: 1.7408, loss: 1.7408, grad_norm: 1.9584 2021-02-22 00:40:26,764 - mmaction - INFO - Epoch [210][260/470] lr: 6.471e-02, eta: 17:03:45, time: 2.211, data_time: 0.004, memory: 25994, top1_acc: 0.5883, top5_acc: 0.7975, loss_cls: 1.7506, loss: 1.7506, grad_norm: 1.9642 2021-02-22 00:41:12,789 - mmaction - INFO - Epoch [210][280/470] lr: 6.471e-02, eta: 17:02:46, time: 2.300, data_time: 0.006, memory: 25994, top1_acc: 0.5907, top5_acc: 0.7977, loss_cls: 1.7718, loss: 1.7718, grad_norm: 2.0075 2021-02-22 00:41:57,077 - mmaction - INFO - Epoch [210][300/470] lr: 6.471e-02, eta: 17:01:47, time: 2.217, data_time: 0.006, memory: 25994, top1_acc: 0.5808, top5_acc: 0.7916, loss_cls: 1.7922, loss: 1.7922, grad_norm: 2.0104 2021-02-22 00:42:41,166 - mmaction - INFO - Epoch [210][320/470] lr: 6.471e-02, eta: 17:00:48, time: 2.205, data_time: 0.004, memory: 25994, top1_acc: 0.5807, top5_acc: 0.7924, loss_cls: 1.7891, loss: 1.7891, grad_norm: 1.9994 2021-02-22 00:43:25,737 - mmaction - INFO - Epoch [210][340/470] lr: 6.471e-02, eta: 16:59:50, time: 2.227, data_time: 0.004, memory: 25994, top1_acc: 0.5841, top5_acc: 0.7989, loss_cls: 1.7659, loss: 1.7659, grad_norm: 1.9637 2021-02-22 00:44:09,033 - mmaction - INFO - Epoch [210][360/470] lr: 6.471e-02, eta: 16:58:51, time: 2.166, data_time: 0.006, memory: 25994, top1_acc: 0.5861, top5_acc: 0.8028, loss_cls: 1.7453, loss: 1.7453, grad_norm: 1.9334 2021-02-22 00:44:53,194 - mmaction - INFO - Epoch [210][380/470] lr: 6.471e-02, eta: 16:57:52, time: 2.210, data_time: 0.004, memory: 25994, top1_acc: 0.5886, top5_acc: 0.8063, loss_cls: 1.7422, loss: 1.7422, grad_norm: 1.9992 2021-02-22 00:45:37,588 - mmaction - INFO - Epoch [210][400/470] lr: 6.471e-02, eta: 16:56:53, time: 2.220, data_time: 0.002, memory: 25994, top1_acc: 0.5776, top5_acc: 0.7907, loss_cls: 1.8016, loss: 1.8016, grad_norm: 2.0241 2021-02-22 00:46:22,716 - mmaction - INFO - Epoch [210][420/470] lr: 6.471e-02, eta: 16:55:54, time: 2.256, data_time: 0.002, memory: 25994, top1_acc: 0.5849, top5_acc: 0.7995, loss_cls: 1.7598, loss: 1.7598, grad_norm: 1.9931 2021-02-22 00:47:06,524 - mmaction - INFO - Epoch [210][440/470] lr: 6.471e-02, eta: 16:54:55, time: 2.190, data_time: 0.002, memory: 25994, top1_acc: 0.5829, top5_acc: 0.7959, loss_cls: 1.7739, loss: 1.7739, grad_norm: 2.0087 2021-02-22 00:47:50,467 - mmaction - INFO - Epoch [210][460/470] lr: 6.471e-02, eta: 16:53:56, time: 2.196, data_time: 0.002, memory: 25994, top1_acc: 0.5854, top5_acc: 0.7999, loss_cls: 1.7733, loss: 1.7733, grad_norm: 1.9683 2021-02-22 00:54:22,302 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-22 00:54:23,067 - mmaction - INFO - top1_acc 0.6342 top5_acc 0.8506 2021-02-22 00:54:23,068 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-22 00:54:23,120 - mmaction - INFO - mean_acc 0.6341 2021-02-22 00:54:23,120 - mmaction - INFO - Now best checkpoint is epoch_210.pth 2021-02-22 00:54:23,128 - mmaction - INFO - Epoch(val) [210][470] top1_acc: 0.6342, top5_acc: 0.8506, mean_class_accuracy: 0.6341 2021-02-22 00:57:57,632 - mmaction - INFO - Epoch [211][20/470] lr: 6.206e-02, eta: 16:53:00, time: 10.724, data_time: 8.486, memory: 25994, top1_acc: 0.5892, top5_acc: 0.8076, loss_cls: 1.7293, loss: 1.7293, grad_norm: 2.0104 2021-02-22 00:58:40,899 - mmaction - INFO - Epoch [211][40/470] lr: 6.206e-02, eta: 16:52:01, time: 2.163, data_time: 0.005, memory: 25994, top1_acc: 0.5913, top5_acc: 0.8028, loss_cls: 1.7418, loss: 1.7418, grad_norm: 1.9855 2021-02-22 00:59:25,091 - mmaction - INFO - Epoch [211][60/470] lr: 6.206e-02, eta: 16:51:02, time: 2.210, data_time: 0.002, memory: 25994, top1_acc: 0.5919, top5_acc: 0.8086, loss_cls: 1.7215, loss: 1.7215, grad_norm: 1.9967 2021-02-22 01:00:09,535 - mmaction - INFO - Epoch [211][80/470] lr: 6.206e-02, eta: 16:50:03, time: 2.221, data_time: 0.001, memory: 25994, top1_acc: 0.5915, top5_acc: 0.8058, loss_cls: 1.7249, loss: 1.7249, grad_norm: 1.9995 2021-02-22 01:00:54,795 - mmaction - INFO - Epoch [211][100/470] lr: 6.206e-02, eta: 16:49:05, time: 2.263, data_time: 0.003, memory: 25994, top1_acc: 0.5847, top5_acc: 0.7997, loss_cls: 1.7529, loss: 1.7529, grad_norm: 1.9769 2021-02-22 01:01:38,800 - mmaction - INFO - Epoch [211][120/470] lr: 6.206e-02, eta: 16:48:06, time: 2.200, data_time: 0.003, memory: 25994, top1_acc: 0.5822, top5_acc: 0.8008, loss_cls: 1.7624, loss: 1.7624, grad_norm: 2.0191 2021-02-22 01:02:23,254 - mmaction - INFO - Epoch [211][140/470] lr: 6.206e-02, eta: 16:47:07, time: 2.222, data_time: 0.007, memory: 25994, top1_acc: 0.5985, top5_acc: 0.8065, loss_cls: 1.7138, loss: 1.7138, grad_norm: 2.0005 2021-02-22 01:03:06,295 - mmaction - INFO - Epoch [211][160/470] lr: 6.206e-02, eta: 16:46:08, time: 2.153, data_time: 0.003, memory: 25994, top1_acc: 0.5979, top5_acc: 0.8037, loss_cls: 1.7182, loss: 1.7182, grad_norm: 1.9725 2021-02-22 01:03:50,479 - mmaction - INFO - Epoch [211][180/470] lr: 6.206e-02, eta: 16:45:09, time: 2.209, data_time: 0.002, memory: 25994, top1_acc: 0.5909, top5_acc: 0.8016, loss_cls: 1.7381, loss: 1.7381, grad_norm: 2.0193 2021-02-22 01:04:33,831 - mmaction - INFO - Epoch [211][200/470] lr: 6.206e-02, eta: 16:44:10, time: 2.168, data_time: 0.006, memory: 25994, top1_acc: 0.5914, top5_acc: 0.8003, loss_cls: 1.7237, loss: 1.7237, grad_norm: 1.9891 2021-02-22 01:05:18,687 - mmaction - INFO - Epoch [211][220/470] lr: 6.206e-02, eta: 16:43:11, time: 2.242, data_time: 0.001, memory: 25994, top1_acc: 0.5973, top5_acc: 0.8071, loss_cls: 1.7092, loss: 1.7092, grad_norm: 2.0256 2021-02-22 01:06:03,688 - mmaction - INFO - Epoch [211][240/470] lr: 6.206e-02, eta: 16:42:12, time: 2.249, data_time: 0.003, memory: 25994, top1_acc: 0.5852, top5_acc: 0.8015, loss_cls: 1.7720, loss: 1.7720, grad_norm: 2.0130 2021-02-22 01:06:47,356 - mmaction - INFO - Epoch [211][260/470] lr: 6.206e-02, eta: 16:41:13, time: 2.184, data_time: 0.002, memory: 25994, top1_acc: 0.5802, top5_acc: 0.7977, loss_cls: 1.7916, loss: 1.7916, grad_norm: 2.0426 2021-02-22 01:07:31,355 - mmaction - INFO - Epoch [211][280/470] lr: 6.206e-02, eta: 16:40:14, time: 2.200, data_time: 0.005, memory: 25994, top1_acc: 0.5880, top5_acc: 0.7994, loss_cls: 1.7496, loss: 1.7496, grad_norm: 1.9954 2021-02-22 01:08:15,814 - mmaction - INFO - Epoch [211][300/470] lr: 6.206e-02, eta: 16:39:16, time: 2.222, data_time: 0.002, memory: 25994, top1_acc: 0.5836, top5_acc: 0.7981, loss_cls: 1.7790, loss: 1.7790, grad_norm: 2.0085 2021-02-22 01:09:00,406 - mmaction - INFO - Epoch [211][320/470] lr: 6.206e-02, eta: 16:38:17, time: 2.230, data_time: 0.003, memory: 25994, top1_acc: 0.5800, top5_acc: 0.7940, loss_cls: 1.7961, loss: 1.7961, grad_norm: 1.9949 2021-02-22 01:09:43,699 - mmaction - INFO - Epoch [211][340/470] lr: 6.206e-02, eta: 16:37:18, time: 2.164, data_time: 0.002, memory: 25994, top1_acc: 0.5922, top5_acc: 0.8050, loss_cls: 1.7388, loss: 1.7388, grad_norm: 2.0142 2021-02-22 01:10:28,468 - mmaction - INFO - Epoch [211][360/470] lr: 6.206e-02, eta: 16:36:19, time: 2.239, data_time: 0.004, memory: 25994, top1_acc: 0.5889, top5_acc: 0.8027, loss_cls: 1.7397, loss: 1.7397, grad_norm: 2.0058 2021-02-22 01:11:12,852 - mmaction - INFO - Epoch [211][380/470] lr: 6.206e-02, eta: 16:35:20, time: 2.219, data_time: 0.002, memory: 25994, top1_acc: 0.5833, top5_acc: 0.7974, loss_cls: 1.7702, loss: 1.7702, grad_norm: 1.9993 2021-02-22 01:12:00,429 - mmaction - INFO - Epoch [211][400/470] lr: 6.206e-02, eta: 16:34:22, time: 2.381, data_time: 0.007, memory: 25994, top1_acc: 0.5896, top5_acc: 0.8026, loss_cls: 1.7696, loss: 1.7696, grad_norm: 2.0102 2021-02-22 01:12:44,824 - mmaction - INFO - Epoch [211][420/470] lr: 6.206e-02, eta: 16:33:24, time: 2.218, data_time: 0.001, memory: 25994, top1_acc: 0.5824, top5_acc: 0.8025, loss_cls: 1.7521, loss: 1.7521, grad_norm: 2.0391 2021-02-22 01:13:28,778 - mmaction - INFO - Epoch [211][440/470] lr: 6.206e-02, eta: 16:32:25, time: 2.199, data_time: 0.005, memory: 25994, top1_acc: 0.5852, top5_acc: 0.7956, loss_cls: 1.7696, loss: 1.7696, grad_norm: 2.0255 2021-02-22 01:14:12,779 - mmaction - INFO - Epoch [211][460/470] lr: 6.206e-02, eta: 16:31:26, time: 2.193, data_time: 0.001, memory: 25994, top1_acc: 0.5856, top5_acc: 0.7976, loss_cls: 1.7673, loss: 1.7673, grad_norm: 2.0341 2021-02-22 01:18:48,578 - mmaction - INFO - Epoch [212][20/470] lr: 5.946e-02, eta: 16:30:36, time: 12.200, data_time: 9.821, memory: 25994, top1_acc: 0.5953, top5_acc: 0.8071, loss_cls: 1.7241, loss: 1.7241, grad_norm: 2.0406 2021-02-22 01:19:33,880 - mmaction - INFO - Epoch [212][40/470] lr: 5.946e-02, eta: 16:29:37, time: 2.265, data_time: 0.002, memory: 25994, top1_acc: 0.6007, top5_acc: 0.8082, loss_cls: 1.7019, loss: 1.7019, grad_norm: 2.0317 2021-02-22 01:20:22,857 - mmaction - INFO - Epoch [212][60/470] lr: 5.946e-02, eta: 16:28:39, time: 2.448, data_time: 0.004, memory: 25994, top1_acc: 0.5928, top5_acc: 0.7988, loss_cls: 1.7362, loss: 1.7362, grad_norm: 2.0400 2021-02-22 01:21:22,957 - mmaction - INFO - Epoch [212][80/470] lr: 5.946e-02, eta: 16:27:44, time: 3.005, data_time: 0.003, memory: 25994, top1_acc: 0.5965, top5_acc: 0.8112, loss_cls: 1.6960, loss: 1.6960, grad_norm: 2.0360 2021-02-22 01:22:10,095 - mmaction - INFO - Epoch [212][100/470] lr: 5.946e-02, eta: 16:26:46, time: 2.357, data_time: 0.002, memory: 25994, top1_acc: 0.5941, top5_acc: 0.8087, loss_cls: 1.7221, loss: 1.7221, grad_norm: 2.0231 2021-02-22 01:22:53,922 - mmaction - INFO - Epoch [212][120/470] lr: 5.946e-02, eta: 16:25:47, time: 2.191, data_time: 0.001, memory: 25994, top1_acc: 0.6016, top5_acc: 0.8000, loss_cls: 1.7193, loss: 1.7193, grad_norm: 2.0090 2021-02-22 01:23:39,258 - mmaction - INFO - Epoch [212][140/470] lr: 5.946e-02, eta: 16:24:48, time: 2.265, data_time: 0.003, memory: 25994, top1_acc: 0.5963, top5_acc: 0.8109, loss_cls: 1.7090, loss: 1.7090, grad_norm: 1.9991 2021-02-22 01:24:23,688 - mmaction - INFO - Epoch [212][160/470] lr: 5.946e-02, eta: 16:23:49, time: 2.219, data_time: 0.003, memory: 25994, top1_acc: 0.5932, top5_acc: 0.8082, loss_cls: 1.7294, loss: 1.7294, grad_norm: 2.0293 2021-02-22 01:25:09,944 - mmaction - INFO - Epoch [212][180/470] lr: 5.946e-02, eta: 16:22:51, time: 2.317, data_time: 0.013, memory: 25994, top1_acc: 0.5930, top5_acc: 0.8069, loss_cls: 1.7277, loss: 1.7277, grad_norm: 2.0073 2021-02-22 01:25:54,982 - mmaction - INFO - Epoch [212][200/470] lr: 5.946e-02, eta: 16:21:52, time: 2.250, data_time: 0.001, memory: 25994, top1_acc: 0.5866, top5_acc: 0.8012, loss_cls: 1.7434, loss: 1.7434, grad_norm: 2.0337 2021-02-22 01:26:41,026 - mmaction - INFO - Epoch [212][220/470] lr: 5.946e-02, eta: 16:20:54, time: 2.304, data_time: 0.005, memory: 25994, top1_acc: 0.5922, top5_acc: 0.8028, loss_cls: 1.7399, loss: 1.7399, grad_norm: 1.9918 2021-02-22 01:27:26,178 - mmaction - INFO - Epoch [212][240/470] lr: 5.946e-02, eta: 16:19:55, time: 2.250, data_time: 0.001, memory: 25994, top1_acc: 0.5915, top5_acc: 0.8097, loss_cls: 1.7256, loss: 1.7256, grad_norm: 2.0264 2021-02-22 01:28:11,478 - mmaction - INFO - Epoch [212][260/470] lr: 5.946e-02, eta: 16:18:57, time: 2.273, data_time: 0.011, memory: 25994, top1_acc: 0.5938, top5_acc: 0.8032, loss_cls: 1.7168, loss: 1.7168, grad_norm: 2.0116 2021-02-22 01:28:55,861 - mmaction - INFO - Epoch [212][280/470] lr: 5.946e-02, eta: 16:17:58, time: 2.218, data_time: 0.002, memory: 25994, top1_acc: 0.6030, top5_acc: 0.8115, loss_cls: 1.6766, loss: 1.6766, grad_norm: 1.9700 2021-02-22 01:29:42,717 - mmaction - INFO - Epoch [212][300/470] lr: 5.946e-02, eta: 16:17:00, time: 2.341, data_time: 0.005, memory: 25994, top1_acc: 0.5921, top5_acc: 0.8078, loss_cls: 1.7027, loss: 1.7027, grad_norm: 2.0462 2021-02-22 01:30:28,266 - mmaction - INFO - Epoch [212][320/470] lr: 5.946e-02, eta: 16:16:01, time: 2.276, data_time: 0.005, memory: 25994, top1_acc: 0.5855, top5_acc: 0.7985, loss_cls: 1.7755, loss: 1.7755, grad_norm: 2.0616 2021-02-22 01:31:14,235 - mmaction - INFO - Epoch [212][340/470] lr: 5.946e-02, eta: 16:15:03, time: 2.301, data_time: 0.007, memory: 25994, top1_acc: 0.5789, top5_acc: 0.7961, loss_cls: 1.7793, loss: 1.7793, grad_norm: 2.0891 2021-02-22 01:32:00,325 - mmaction - INFO - Epoch [212][360/470] lr: 5.946e-02, eta: 16:14:05, time: 2.305, data_time: 0.004, memory: 25994, top1_acc: 0.5919, top5_acc: 0.7998, loss_cls: 1.7362, loss: 1.7362, grad_norm: 2.0087 2021-02-22 01:32:48,279 - mmaction - INFO - Epoch [212][380/470] lr: 5.946e-02, eta: 16:13:07, time: 2.397, data_time: 0.004, memory: 25994, top1_acc: 0.5994, top5_acc: 0.8092, loss_cls: 1.7059, loss: 1.7059, grad_norm: 2.0465 2021-02-22 01:33:33,453 - mmaction - INFO - Epoch [212][400/470] lr: 5.946e-02, eta: 16:12:08, time: 2.260, data_time: 0.004, memory: 25994, top1_acc: 0.5912, top5_acc: 0.7995, loss_cls: 1.7633, loss: 1.7633, grad_norm: 2.0852 2021-02-22 01:34:18,841 - mmaction - INFO - Epoch [212][420/470] lr: 5.946e-02, eta: 16:11:10, time: 2.268, data_time: 0.007, memory: 25994, top1_acc: 0.5864, top5_acc: 0.8041, loss_cls: 1.7479, loss: 1.7479, grad_norm: 2.0656 2021-02-22 01:35:05,043 - mmaction - INFO - Epoch [212][440/470] lr: 5.946e-02, eta: 16:10:12, time: 2.305, data_time: 0.007, memory: 25994, top1_acc: 0.5850, top5_acc: 0.8005, loss_cls: 1.7655, loss: 1.7655, grad_norm: 2.0844 2021-02-22 01:35:49,651 - mmaction - INFO - Epoch [212][460/470] lr: 5.946e-02, eta: 16:09:13, time: 2.237, data_time: 0.011, memory: 25994, top1_acc: 0.5835, top5_acc: 0.7970, loss_cls: 1.7690, loss: 1.7690, grad_norm: 2.0322 2021-02-22 01:36:24,879 - mmaction - INFO - Saving checkpoint at 212 epochs 2021-02-22 01:40:39,929 - mmaction - INFO - Epoch [213][20/470] lr: 5.691e-02, eta: 16:08:24, time: 12.651, data_time: 10.071, memory: 25994, top1_acc: 0.6036, top5_acc: 0.8135, loss_cls: 1.6815, loss: 1.6815, grad_norm: 2.0403 2021-02-22 01:41:23,707 - mmaction - INFO - Epoch [213][40/470] lr: 5.691e-02, eta: 16:07:25, time: 2.192, data_time: 0.009, memory: 25994, top1_acc: 0.6078, top5_acc: 0.8109, loss_cls: 1.6958, loss: 1.6958, grad_norm: 1.9911 2021-02-22 01:42:10,571 - mmaction - INFO - Epoch [213][60/470] lr: 5.691e-02, eta: 16:06:27, time: 2.345, data_time: 0.005, memory: 25994, top1_acc: 0.5979, top5_acc: 0.8092, loss_cls: 1.6891, loss: 1.6891, grad_norm: 2.0370 2021-02-22 01:42:55,796 - mmaction - INFO - Epoch [213][80/470] lr: 5.691e-02, eta: 16:05:28, time: 2.260, data_time: 0.007, memory: 25994, top1_acc: 0.5919, top5_acc: 0.8097, loss_cls: 1.7098, loss: 1.7098, grad_norm: 2.0626 2021-02-22 01:43:40,228 - mmaction - INFO - Epoch [213][100/470] lr: 5.691e-02, eta: 16:04:29, time: 2.220, data_time: 0.006, memory: 25994, top1_acc: 0.5942, top5_acc: 0.8046, loss_cls: 1.7162, loss: 1.7162, grad_norm: 2.0531 2021-02-22 01:44:25,885 - mmaction - INFO - Epoch [213][120/470] lr: 5.691e-02, eta: 16:03:31, time: 2.286, data_time: 0.006, memory: 25994, top1_acc: 0.5970, top5_acc: 0.8068, loss_cls: 1.7065, loss: 1.7065, grad_norm: 2.0532 2021-02-22 01:45:12,297 - mmaction - INFO - Epoch [213][140/470] lr: 5.691e-02, eta: 16:02:33, time: 2.321, data_time: 0.004, memory: 25994, top1_acc: 0.5973, top5_acc: 0.8120, loss_cls: 1.6852, loss: 1.6852, grad_norm: 2.0799 2021-02-22 01:45:57,845 - mmaction - INFO - Epoch [213][160/470] lr: 5.691e-02, eta: 16:01:34, time: 2.274, data_time: 0.005, memory: 25994, top1_acc: 0.6013, top5_acc: 0.8096, loss_cls: 1.7063, loss: 1.7063, grad_norm: 2.0758 2021-02-22 01:46:48,353 - mmaction - INFO - Epoch [213][180/470] lr: 5.691e-02, eta: 16:00:37, time: 2.529, data_time: 0.008, memory: 25994, top1_acc: 0.5979, top5_acc: 0.8059, loss_cls: 1.7084, loss: 1.7084, grad_norm: 2.0439 2021-02-22 01:47:34,772 - mmaction - INFO - Epoch [213][200/470] lr: 5.691e-02, eta: 15:59:39, time: 2.321, data_time: 0.002, memory: 25994, top1_acc: 0.5988, top5_acc: 0.8112, loss_cls: 1.6971, loss: 1.6971, grad_norm: 2.0745 2021-02-22 01:48:18,707 - mmaction - INFO - Epoch [213][220/470] lr: 5.691e-02, eta: 15:58:40, time: 2.196, data_time: 0.002, memory: 25994, top1_acc: 0.5905, top5_acc: 0.8056, loss_cls: 1.7401, loss: 1.7401, grad_norm: 2.0722 2021-02-22 01:49:05,141 - mmaction - INFO - Epoch [213][240/470] lr: 5.691e-02, eta: 15:57:42, time: 2.319, data_time: 0.004, memory: 25994, top1_acc: 0.5946, top5_acc: 0.8081, loss_cls: 1.7257, loss: 1.7257, grad_norm: 2.0711 2021-02-22 01:49:54,465 - mmaction - INFO - Epoch [213][260/470] lr: 5.691e-02, eta: 15:56:44, time: 2.461, data_time: 0.005, memory: 25994, top1_acc: 0.5920, top5_acc: 0.8000, loss_cls: 1.7474, loss: 1.7474, grad_norm: 2.1046 2021-02-22 01:50:41,070 - mmaction - INFO - Epoch [213][280/470] lr: 5.691e-02, eta: 15:55:46, time: 2.338, data_time: 0.011, memory: 25994, top1_acc: 0.5938, top5_acc: 0.8060, loss_cls: 1.7330, loss: 1.7330, grad_norm: 2.0457 2021-02-22 01:51:28,023 - mmaction - INFO - Epoch [213][300/470] lr: 5.691e-02, eta: 15:54:48, time: 2.343, data_time: 0.005, memory: 25994, top1_acc: 0.5930, top5_acc: 0.8082, loss_cls: 1.7263, loss: 1.7263, grad_norm: 2.0701 2021-02-22 01:52:13,765 - mmaction - INFO - Epoch [213][320/470] lr: 5.691e-02, eta: 15:53:49, time: 2.291, data_time: 0.010, memory: 25994, top1_acc: 0.5911, top5_acc: 0.8099, loss_cls: 1.7191, loss: 1.7191, grad_norm: 2.0717 2021-02-22 01:53:02,396 - mmaction - INFO - Epoch [213][340/470] lr: 5.691e-02, eta: 15:52:52, time: 2.433, data_time: 0.005, memory: 25994, top1_acc: 0.5837, top5_acc: 0.7999, loss_cls: 1.7566, loss: 1.7566, grad_norm: 2.0627 2021-02-22 01:53:57,779 - mmaction - INFO - Epoch [213][360/470] lr: 5.691e-02, eta: 15:51:55, time: 2.769, data_time: 0.004, memory: 25994, top1_acc: 0.5974, top5_acc: 0.7998, loss_cls: 1.7322, loss: 1.7322, grad_norm: 2.0369 2021-02-22 01:54:43,305 - mmaction - INFO - Epoch [213][380/470] lr: 5.691e-02, eta: 15:50:57, time: 2.276, data_time: 0.002, memory: 25994, top1_acc: 0.5918, top5_acc: 0.8027, loss_cls: 1.7293, loss: 1.7293, grad_norm: 2.0664 2021-02-22 01:55:30,977 - mmaction - INFO - Epoch [213][400/470] lr: 5.691e-02, eta: 15:49:59, time: 2.384, data_time: 0.005, memory: 25994, top1_acc: 0.5916, top5_acc: 0.8076, loss_cls: 1.7179, loss: 1.7179, grad_norm: 2.0736 2021-02-22 01:56:17,808 - mmaction - INFO - Epoch [213][420/470] lr: 5.691e-02, eta: 15:49:01, time: 2.338, data_time: 0.002, memory: 25994, top1_acc: 0.5934, top5_acc: 0.8030, loss_cls: 1.7155, loss: 1.7155, grad_norm: 2.0649 2021-02-22 01:57:05,378 - mmaction - INFO - Epoch [213][440/470] lr: 5.691e-02, eta: 15:48:03, time: 2.382, data_time: 0.006, memory: 25994, top1_acc: 0.5928, top5_acc: 0.8033, loss_cls: 1.7237, loss: 1.7237, grad_norm: 2.0648 2021-02-22 01:57:51,561 - mmaction - INFO - Epoch [213][460/470] lr: 5.691e-02, eta: 15:47:05, time: 2.307, data_time: 0.002, memory: 25994, top1_acc: 0.5939, top5_acc: 0.8019, loss_cls: 1.7459, loss: 1.7459, grad_norm: 2.0807 2021-02-22 02:02:37,570 - mmaction - INFO - Epoch [214][20/470] lr: 5.441e-02, eta: 15:46:13, time: 12.438, data_time: 9.981, memory: 25994, top1_acc: 0.6031, top5_acc: 0.8096, loss_cls: 1.6865, loss: 1.6865, grad_norm: 2.0673 2021-02-22 02:03:23,326 - mmaction - INFO - Epoch [214][40/470] lr: 5.441e-02, eta: 15:45:15, time: 2.290, data_time: 0.007, memory: 25994, top1_acc: 0.6060, top5_acc: 0.8128, loss_cls: 1.6715, loss: 1.6715, grad_norm: 2.0705 2021-02-22 02:04:09,821 - mmaction - INFO - Epoch [214][60/470] lr: 5.441e-02, eta: 15:44:17, time: 2.326, data_time: 0.005, memory: 25994, top1_acc: 0.6009, top5_acc: 0.8101, loss_cls: 1.6749, loss: 1.6749, grad_norm: 2.0376 2021-02-22 02:04:55,149 - mmaction - INFO - Epoch [214][80/470] lr: 5.441e-02, eta: 15:43:18, time: 2.265, data_time: 0.003, memory: 25994, top1_acc: 0.5939, top5_acc: 0.8047, loss_cls: 1.7093, loss: 1.7093, grad_norm: 2.0589 2021-02-22 02:05:41,112 - mmaction - INFO - Epoch [214][100/470] lr: 5.441e-02, eta: 15:42:20, time: 2.300, data_time: 0.005, memory: 25994, top1_acc: 0.6078, top5_acc: 0.8148, loss_cls: 1.6672, loss: 1.6672, grad_norm: 2.0755 2021-02-22 02:06:27,441 - mmaction - INFO - Epoch [214][120/470] lr: 5.441e-02, eta: 15:41:22, time: 2.317, data_time: 0.003, memory: 25994, top1_acc: 0.6075, top5_acc: 0.8133, loss_cls: 1.6642, loss: 1.6642, grad_norm: 2.0462 2021-02-22 02:07:12,233 - mmaction - INFO - Epoch [214][140/470] lr: 5.441e-02, eta: 15:40:23, time: 2.238, data_time: 0.002, memory: 25994, top1_acc: 0.5979, top5_acc: 0.8071, loss_cls: 1.6892, loss: 1.6892, grad_norm: 2.0795 2021-02-22 02:07:56,510 - mmaction - INFO - Epoch [214][160/470] lr: 5.441e-02, eta: 15:39:25, time: 2.215, data_time: 0.004, memory: 25994, top1_acc: 0.5930, top5_acc: 0.8040, loss_cls: 1.7417, loss: 1.7417, grad_norm: 2.1256 2021-02-22 02:08:44,280 - mmaction - INFO - Epoch [214][180/470] lr: 5.441e-02, eta: 15:38:27, time: 2.377, data_time: 0.004, memory: 25994, top1_acc: 0.5909, top5_acc: 0.8060, loss_cls: 1.7229, loss: 1.7229, grad_norm: 2.1124 2021-02-22 02:09:31,251 - mmaction - INFO - Epoch [214][200/470] lr: 5.441e-02, eta: 15:37:29, time: 2.360, data_time: 0.015, memory: 25994, top1_acc: 0.6015, top5_acc: 0.8131, loss_cls: 1.6720, loss: 1.6720, grad_norm: 2.0516 2021-02-22 02:10:17,381 - mmaction - INFO - Epoch [214][220/470] lr: 5.441e-02, eta: 15:36:31, time: 2.305, data_time: 0.004, memory: 25994, top1_acc: 0.5915, top5_acc: 0.8029, loss_cls: 1.7357, loss: 1.7357, grad_norm: 2.1001 2021-02-22 02:11:02,954 - mmaction - INFO - Epoch [214][240/470] lr: 5.441e-02, eta: 15:35:32, time: 2.279, data_time: 0.004, memory: 25994, top1_acc: 0.6020, top5_acc: 0.8095, loss_cls: 1.6890, loss: 1.6890, grad_norm: 2.0783 2021-02-22 02:12:02,608 - mmaction - INFO - Epoch [214][260/470] lr: 5.441e-02, eta: 15:34:37, time: 2.980, data_time: 0.005, memory: 25994, top1_acc: 0.6055, top5_acc: 0.8127, loss_cls: 1.6754, loss: 1.6754, grad_norm: 2.0678 2021-02-22 02:12:46,236 - mmaction - INFO - Epoch [214][280/470] lr: 5.441e-02, eta: 15:33:38, time: 2.185, data_time: 0.008, memory: 25994, top1_acc: 0.5964, top5_acc: 0.8064, loss_cls: 1.7210, loss: 1.7210, grad_norm: 2.1154 2021-02-22 02:13:31,026 - mmaction - INFO - Epoch [214][300/470] lr: 5.441e-02, eta: 15:32:39, time: 2.235, data_time: 0.003, memory: 25994, top1_acc: 0.5920, top5_acc: 0.8080, loss_cls: 1.7045, loss: 1.7045, grad_norm: 2.0689 2021-02-22 02:14:15,232 - mmaction - INFO - Epoch [214][320/470] lr: 5.441e-02, eta: 15:31:41, time: 2.215, data_time: 0.008, memory: 25994, top1_acc: 0.5915, top5_acc: 0.8027, loss_cls: 1.7252, loss: 1.7252, grad_norm: 2.0938 2021-02-22 02:14:59,354 - mmaction - INFO - Epoch [214][340/470] lr: 5.441e-02, eta: 15:30:42, time: 2.205, data_time: 0.004, memory: 25994, top1_acc: 0.6025, top5_acc: 0.8132, loss_cls: 1.6773, loss: 1.6773, grad_norm: 2.0823 2021-02-22 02:15:48,651 - mmaction - INFO - Epoch [214][360/470] lr: 5.441e-02, eta: 15:29:45, time: 2.466, data_time: 0.011, memory: 25994, top1_acc: 0.6022, top5_acc: 0.8151, loss_cls: 1.6823, loss: 1.6823, grad_norm: 2.0901 2021-02-22 02:16:50,804 - mmaction - INFO - Epoch [214][380/470] lr: 5.441e-02, eta: 15:28:50, time: 3.106, data_time: 0.003, memory: 25994, top1_acc: 0.5942, top5_acc: 0.8102, loss_cls: 1.7157, loss: 1.7157, grad_norm: 2.0966 2021-02-22 02:17:36,849 - mmaction - INFO - Epoch [214][400/470] lr: 5.441e-02, eta: 15:27:51, time: 2.303, data_time: 0.004, memory: 25994, top1_acc: 0.5995, top5_acc: 0.8052, loss_cls: 1.7132, loss: 1.7132, grad_norm: 2.0874 2021-02-22 02:18:22,425 - mmaction - INFO - Epoch [214][420/470] lr: 5.441e-02, eta: 15:26:53, time: 2.278, data_time: 0.004, memory: 25994, top1_acc: 0.6012, top5_acc: 0.8077, loss_cls: 1.6948, loss: 1.6948, grad_norm: 2.0800 2021-02-22 02:19:09,308 - mmaction - INFO - Epoch [214][440/470] lr: 5.441e-02, eta: 15:25:55, time: 2.345, data_time: 0.004, memory: 25994, top1_acc: 0.5957, top5_acc: 0.8061, loss_cls: 1.7288, loss: 1.7288, grad_norm: 2.1090 2021-02-22 02:20:05,809 - mmaction - INFO - Epoch [214][460/470] lr: 5.441e-02, eta: 15:24:59, time: 2.824, data_time: 0.002, memory: 25994, top1_acc: 0.6035, top5_acc: 0.8120, loss_cls: 1.6927, loss: 1.6927, grad_norm: 2.0570 2021-02-22 02:25:06,717 - mmaction - INFO - Epoch [215][20/470] lr: 5.197e-02, eta: 15:24:10, time: 13.157, data_time: 10.805, memory: 25994, top1_acc: 0.6110, top5_acc: 0.8157, loss_cls: 1.6586, loss: 1.6586, grad_norm: 2.0910 2021-02-22 02:25:52,472 - mmaction - INFO - Epoch [215][40/470] lr: 5.197e-02, eta: 15:23:11, time: 2.288, data_time: 0.006, memory: 25994, top1_acc: 0.6019, top5_acc: 0.8154, loss_cls: 1.6667, loss: 1.6667, grad_norm: 2.0903 2021-02-22 02:26:36,792 - mmaction - INFO - Epoch [215][60/470] lr: 5.197e-02, eta: 15:22:13, time: 2.216, data_time: 0.003, memory: 25994, top1_acc: 0.6012, top5_acc: 0.8077, loss_cls: 1.6915, loss: 1.6915, grad_norm: 2.0648 2021-02-22 02:27:21,324 - mmaction - INFO - Epoch [215][80/470] lr: 5.197e-02, eta: 15:21:14, time: 2.222, data_time: 0.002, memory: 25994, top1_acc: 0.5994, top5_acc: 0.8129, loss_cls: 1.6708, loss: 1.6708, grad_norm: 2.1040 2021-02-22 02:28:06,705 - mmaction - INFO - Epoch [215][100/470] lr: 5.197e-02, eta: 15:20:16, time: 2.268, data_time: 0.008, memory: 25994, top1_acc: 0.6085, top5_acc: 0.8158, loss_cls: 1.6590, loss: 1.6590, grad_norm: 2.0779 2021-02-22 02:28:54,230 - mmaction - INFO - Epoch [215][120/470] lr: 5.197e-02, eta: 15:19:18, time: 2.382, data_time: 0.010, memory: 25994, top1_acc: 0.6130, top5_acc: 0.8114, loss_cls: 1.6635, loss: 1.6635, grad_norm: 2.1064 2021-02-22 02:29:40,405 - mmaction - INFO - Epoch [215][140/470] lr: 5.197e-02, eta: 15:18:20, time: 2.309, data_time: 0.003, memory: 25994, top1_acc: 0.5967, top5_acc: 0.8069, loss_cls: 1.7142, loss: 1.7142, grad_norm: 2.1056 2021-02-22 02:30:26,471 - mmaction - INFO - Epoch [215][160/470] lr: 5.197e-02, eta: 15:17:22, time: 2.287, data_time: 0.002, memory: 25994, top1_acc: 0.5969, top5_acc: 0.8064, loss_cls: 1.6937, loss: 1.6937, grad_norm: 2.0739 2021-02-22 02:31:11,644 - mmaction - INFO - Epoch [215][180/470] lr: 5.197e-02, eta: 15:16:23, time: 2.274, data_time: 0.019, memory: 25994, top1_acc: 0.6008, top5_acc: 0.8089, loss_cls: 1.6858, loss: 1.6858, grad_norm: 2.0737 2021-02-22 02:31:57,237 - mmaction - INFO - Epoch [215][200/470] lr: 5.197e-02, eta: 15:15:25, time: 2.279, data_time: 0.003, memory: 25994, top1_acc: 0.6000, top5_acc: 0.8099, loss_cls: 1.6625, loss: 1.6625, grad_norm: 2.0653 2021-02-22 02:32:40,927 - mmaction - INFO - Epoch [215][220/470] lr: 5.197e-02, eta: 15:14:26, time: 2.185, data_time: 0.003, memory: 25994, top1_acc: 0.6063, top5_acc: 0.8127, loss_cls: 1.6693, loss: 1.6693, grad_norm: 2.0733 2021-02-22 02:33:28,335 - mmaction - INFO - Epoch [215][240/470] lr: 5.197e-02, eta: 15:13:29, time: 2.370, data_time: 0.002, memory: 25994, top1_acc: 0.6073, top5_acc: 0.8115, loss_cls: 1.6795, loss: 1.6795, grad_norm: 2.1317 2021-02-22 02:34:15,315 - mmaction - INFO - Epoch [215][260/470] lr: 5.197e-02, eta: 15:12:31, time: 2.348, data_time: 0.004, memory: 25994, top1_acc: 0.5958, top5_acc: 0.8105, loss_cls: 1.6968, loss: 1.6968, grad_norm: 2.1409 2021-02-22 02:35:00,426 - mmaction - INFO - Epoch [215][280/470] lr: 5.197e-02, eta: 15:11:32, time: 2.257, data_time: 0.007, memory: 25994, top1_acc: 0.6033, top5_acc: 0.8091, loss_cls: 1.7009, loss: 1.7009, grad_norm: 2.1014 2021-02-22 02:35:46,805 - mmaction - INFO - Epoch [215][300/470] lr: 5.197e-02, eta: 15:10:34, time: 2.307, data_time: 0.002, memory: 25994, top1_acc: 0.6034, top5_acc: 0.8128, loss_cls: 1.6821, loss: 1.6821, grad_norm: 2.0929 2021-02-22 02:36:31,927 - mmaction - INFO - Epoch [215][320/470] lr: 5.197e-02, eta: 15:09:36, time: 2.268, data_time: 0.015, memory: 25994, top1_acc: 0.5961, top5_acc: 0.8096, loss_cls: 1.6997, loss: 1.6997, grad_norm: 2.1202 2021-02-22 02:37:19,351 - mmaction - INFO - Epoch [215][340/470] lr: 5.197e-02, eta: 15:08:38, time: 2.370, data_time: 0.002, memory: 25994, top1_acc: 0.6020, top5_acc: 0.8152, loss_cls: 1.6686, loss: 1.6686, grad_norm: 2.1018 2021-02-22 02:38:05,224 - mmaction - INFO - Epoch [215][360/470] lr: 5.197e-02, eta: 15:07:40, time: 2.295, data_time: 0.005, memory: 25994, top1_acc: 0.6111, top5_acc: 0.8084, loss_cls: 1.6774, loss: 1.6774, grad_norm: 2.1258 2021-02-22 02:38:54,774 - mmaction - INFO - Epoch [215][380/470] lr: 5.197e-02, eta: 15:06:42, time: 2.473, data_time: 0.002, memory: 25994, top1_acc: 0.5962, top5_acc: 0.8087, loss_cls: 1.7084, loss: 1.7084, grad_norm: 2.1338 2021-02-22 02:39:41,617 - mmaction - INFO - Epoch [215][400/470] lr: 5.197e-02, eta: 15:05:44, time: 2.344, data_time: 0.008, memory: 25994, top1_acc: 0.5940, top5_acc: 0.8082, loss_cls: 1.7027, loss: 1.7027, grad_norm: 2.1116 2021-02-22 02:40:26,527 - mmaction - INFO - Epoch [215][420/470] lr: 5.197e-02, eta: 15:04:46, time: 2.247, data_time: 0.006, memory: 25994, top1_acc: 0.5943, top5_acc: 0.8102, loss_cls: 1.7072, loss: 1.7072, grad_norm: 2.1232 2021-02-22 02:41:12,728 - mmaction - INFO - Epoch [215][440/470] lr: 5.197e-02, eta: 15:03:48, time: 2.305, data_time: 0.004, memory: 25994, top1_acc: 0.5970, top5_acc: 0.8138, loss_cls: 1.6896, loss: 1.6896, grad_norm: 2.1162 2021-02-22 02:41:59,207 - mmaction - INFO - Epoch [215][460/470] lr: 5.197e-02, eta: 15:02:50, time: 2.322, data_time: 0.008, memory: 25994, top1_acc: 0.6064, top5_acc: 0.8093, loss_cls: 1.6858, loss: 1.6858, grad_norm: 2.1128 2021-02-22 02:49:18,981 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-22 02:49:19,814 - mmaction - INFO - top1_acc 0.6377 top5_acc 0.8495 2021-02-22 02:49:19,814 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-22 02:49:19,870 - mmaction - INFO - mean_acc 0.6377 2021-02-22 02:49:19,870 - mmaction - INFO - Now best checkpoint is epoch_215.pth 2021-02-22 02:49:19,881 - mmaction - INFO - Epoch(val) [215][470] top1_acc: 0.6377, top5_acc: 0.8495, mean_class_accuracy: 0.6377 2021-02-22 02:53:30,969 - mmaction - INFO - Epoch [216][20/470] lr: 4.957e-02, eta: 15:01:56, time: 12.240, data_time: 9.813, memory: 25994, top1_acc: 0.6100, top5_acc: 0.8164, loss_cls: 1.6525, loss: 1.6525, grad_norm: 2.1064 2021-02-22 02:54:23,158 - mmaction - INFO - Epoch [216][40/470] lr: 4.957e-02, eta: 15:01:00, time: 2.918, data_time: 0.637, memory: 25994, top1_acc: 0.6078, top5_acc: 0.8154, loss_cls: 1.6616, loss: 1.6616, grad_norm: 2.1092 2021-02-22 02:55:09,767 - mmaction - INFO - Epoch [216][60/470] lr: 4.957e-02, eta: 15:00:02, time: 2.335, data_time: 0.009, memory: 25994, top1_acc: 0.6102, top5_acc: 0.8191, loss_cls: 1.6377, loss: 1.6377, grad_norm: 2.0837 2021-02-22 02:55:55,018 - mmaction - INFO - Epoch [216][80/470] lr: 4.957e-02, eta: 14:59:04, time: 2.261, data_time: 0.005, memory: 25994, top1_acc: 0.6137, top5_acc: 0.8172, loss_cls: 1.6485, loss: 1.6485, grad_norm: 2.1337 2021-02-22 02:56:42,777 - mmaction - INFO - Epoch [216][100/470] lr: 4.957e-02, eta: 14:58:06, time: 2.386, data_time: 0.003, memory: 25994, top1_acc: 0.6087, top5_acc: 0.8205, loss_cls: 1.6330, loss: 1.6330, grad_norm: 2.1595 2021-02-22 02:57:30,281 - mmaction - INFO - Epoch [216][120/470] lr: 4.957e-02, eta: 14:57:08, time: 2.378, data_time: 0.006, memory: 25994, top1_acc: 0.6062, top5_acc: 0.8131, loss_cls: 1.6692, loss: 1.6692, grad_norm: 2.1455 2021-02-22 02:58:14,445 - mmaction - INFO - Epoch [216][140/470] lr: 4.957e-02, eta: 14:56:10, time: 2.208, data_time: 0.002, memory: 25994, top1_acc: 0.6072, top5_acc: 0.8110, loss_cls: 1.6490, loss: 1.6490, grad_norm: 2.0931 2021-02-22 02:59:00,122 - mmaction - INFO - Epoch [216][160/470] lr: 4.957e-02, eta: 14:55:11, time: 2.283, data_time: 0.005, memory: 25994, top1_acc: 0.6139, top5_acc: 0.8142, loss_cls: 1.6481, loss: 1.6481, grad_norm: 2.1309 2021-02-22 02:59:46,722 - mmaction - INFO - Epoch [216][180/470] lr: 4.957e-02, eta: 14:54:13, time: 2.329, data_time: 0.004, memory: 25994, top1_acc: 0.6150, top5_acc: 0.8146, loss_cls: 1.6359, loss: 1.6359, grad_norm: 2.0914 2021-02-22 03:00:32,596 - mmaction - INFO - Epoch [216][200/470] lr: 4.957e-02, eta: 14:53:15, time: 2.296, data_time: 0.007, memory: 25994, top1_acc: 0.6001, top5_acc: 0.8060, loss_cls: 1.6999, loss: 1.6999, grad_norm: 2.1558 2021-02-22 03:01:18,143 - mmaction - INFO - Epoch [216][220/470] lr: 4.957e-02, eta: 14:52:17, time: 2.274, data_time: 0.002, memory: 25994, top1_acc: 0.6138, top5_acc: 0.8185, loss_cls: 1.6512, loss: 1.6512, grad_norm: 2.1441 2021-02-22 03:02:02,545 - mmaction - INFO - Epoch [216][240/470] lr: 4.957e-02, eta: 14:51:19, time: 2.224, data_time: 0.010, memory: 25994, top1_acc: 0.6054, top5_acc: 0.8120, loss_cls: 1.6855, loss: 1.6855, grad_norm: 2.1556 2021-02-22 03:02:52,785 - mmaction - INFO - Epoch [216][260/470] lr: 4.957e-02, eta: 14:50:21, time: 2.506, data_time: 0.003, memory: 25994, top1_acc: 0.6032, top5_acc: 0.8167, loss_cls: 1.6787, loss: 1.6787, grad_norm: 2.1497 2021-02-22 03:03:39,736 - mmaction - INFO - Epoch [216][280/470] lr: 4.957e-02, eta: 14:49:23, time: 2.354, data_time: 0.008, memory: 25994, top1_acc: 0.6014, top5_acc: 0.8080, loss_cls: 1.6847, loss: 1.6847, grad_norm: 2.1933 2021-02-22 03:04:26,722 - mmaction - INFO - Epoch [216][300/470] lr: 4.957e-02, eta: 14:48:25, time: 2.350, data_time: 0.002, memory: 25994, top1_acc: 0.6011, top5_acc: 0.8119, loss_cls: 1.7082, loss: 1.7082, grad_norm: 2.1480 2021-02-22 03:05:11,484 - mmaction - INFO - Epoch [216][320/470] lr: 4.957e-02, eta: 14:47:27, time: 2.227, data_time: 0.003, memory: 25994, top1_acc: 0.5997, top5_acc: 0.8052, loss_cls: 1.6988, loss: 1.6988, grad_norm: 2.1486 2021-02-22 03:06:02,359 - mmaction - INFO - Epoch [216][340/470] lr: 4.957e-02, eta: 14:46:30, time: 2.554, data_time: 0.014, memory: 25994, top1_acc: 0.5996, top5_acc: 0.8052, loss_cls: 1.7061, loss: 1.7061, grad_norm: 2.1503 2021-02-22 03:06:46,950 - mmaction - INFO - Epoch [216][360/470] lr: 4.957e-02, eta: 14:45:31, time: 2.230, data_time: 0.005, memory: 25994, top1_acc: 0.6069, top5_acc: 0.8158, loss_cls: 1.6522, loss: 1.6522, grad_norm: 2.1351 2021-02-22 03:07:31,844 - mmaction - INFO - Epoch [216][380/470] lr: 4.957e-02, eta: 14:44:33, time: 2.245, data_time: 0.004, memory: 25994, top1_acc: 0.6062, top5_acc: 0.8173, loss_cls: 1.6624, loss: 1.6624, grad_norm: 2.1508 2021-02-22 03:08:19,158 - mmaction - INFO - Epoch [216][400/470] lr: 4.957e-02, eta: 14:43:35, time: 2.366, data_time: 0.003, memory: 25994, top1_acc: 0.5982, top5_acc: 0.8092, loss_cls: 1.6886, loss: 1.6886, grad_norm: 2.1480 2021-02-22 03:09:07,005 - mmaction - INFO - Epoch [216][420/470] lr: 4.957e-02, eta: 14:42:38, time: 2.391, data_time: 0.002, memory: 25994, top1_acc: 0.6077, top5_acc: 0.8139, loss_cls: 1.6564, loss: 1.6564, grad_norm: 2.1568 2021-02-22 03:09:54,473 - mmaction - INFO - Epoch [216][440/470] lr: 4.957e-02, eta: 14:41:40, time: 2.374, data_time: 0.003, memory: 25994, top1_acc: 0.6129, top5_acc: 0.8186, loss_cls: 1.6342, loss: 1.6342, grad_norm: 2.1190 2021-02-22 03:10:39,723 - mmaction - INFO - Epoch [216][460/470] lr: 4.957e-02, eta: 14:40:42, time: 2.259, data_time: 0.003, memory: 25994, top1_acc: 0.6031, top5_acc: 0.8097, loss_cls: 1.6919, loss: 1.6919, grad_norm: 2.1611 2021-02-22 03:11:15,639 - mmaction - INFO - Saving checkpoint at 216 epochs 2021-02-22 03:15:46,263 - mmaction - INFO - Epoch [217][20/470] lr: 4.723e-02, eta: 14:39:51, time: 13.394, data_time: 10.945, memory: 25994, top1_acc: 0.6146, top5_acc: 0.8134, loss_cls: 1.6549, loss: 1.6549, grad_norm: 2.1345 2021-02-22 03:16:45,022 - mmaction - INFO - Epoch [217][40/470] lr: 4.723e-02, eta: 14:38:55, time: 2.940, data_time: 0.009, memory: 25994, top1_acc: 0.6175, top5_acc: 0.8242, loss_cls: 1.6164, loss: 1.6164, grad_norm: 2.1208 2021-02-22 03:17:29,450 - mmaction - INFO - Epoch [217][60/470] lr: 4.723e-02, eta: 14:37:57, time: 2.223, data_time: 0.006, memory: 25994, top1_acc: 0.6167, top5_acc: 0.8176, loss_cls: 1.6208, loss: 1.6208, grad_norm: 2.1442 2021-02-22 03:18:14,931 - mmaction - INFO - Epoch [217][80/470] lr: 4.723e-02, eta: 14:36:59, time: 2.274, data_time: 0.003, memory: 25994, top1_acc: 0.6173, top5_acc: 0.8151, loss_cls: 1.6332, loss: 1.6332, grad_norm: 2.1467 2021-02-22 03:18:59,893 - mmaction - INFO - Epoch [217][100/470] lr: 4.723e-02, eta: 14:36:01, time: 2.248, data_time: 0.005, memory: 25994, top1_acc: 0.6139, top5_acc: 0.8178, loss_cls: 1.6364, loss: 1.6364, grad_norm: 2.1553 2021-02-22 03:19:46,559 - mmaction - INFO - Epoch [217][120/470] lr: 4.723e-02, eta: 14:35:03, time: 2.333, data_time: 0.001, memory: 25994, top1_acc: 0.6081, top5_acc: 0.8154, loss_cls: 1.6531, loss: 1.6531, grad_norm: 2.1592 2021-02-22 03:20:34,182 - mmaction - INFO - Epoch [217][140/470] lr: 4.723e-02, eta: 14:34:05, time: 2.380, data_time: 0.002, memory: 25994, top1_acc: 0.6094, top5_acc: 0.8185, loss_cls: 1.6425, loss: 1.6425, grad_norm: 2.1657 2021-02-22 03:21:34,958 - mmaction - INFO - Epoch [217][160/470] lr: 4.723e-02, eta: 14:33:09, time: 3.040, data_time: 0.005, memory: 25994, top1_acc: 0.6085, top5_acc: 0.8143, loss_cls: 1.6613, loss: 1.6613, grad_norm: 2.2098 2021-02-22 03:22:18,594 - mmaction - INFO - Epoch [217][180/470] lr: 4.723e-02, eta: 14:32:11, time: 2.181, data_time: 0.004, memory: 25994, top1_acc: 0.6013, top5_acc: 0.8089, loss_cls: 1.6920, loss: 1.6920, grad_norm: 2.1511 2021-02-22 03:23:06,172 - mmaction - INFO - Epoch [217][200/470] lr: 4.723e-02, eta: 14:31:13, time: 2.375, data_time: 0.005, memory: 25994, top1_acc: 0.6195, top5_acc: 0.8240, loss_cls: 1.6159, loss: 1.6159, grad_norm: 2.1468 2021-02-22 03:23:50,707 - mmaction - INFO - Epoch [217][220/470] lr: 4.723e-02, eta: 14:30:15, time: 2.231, data_time: 0.009, memory: 25994, top1_acc: 0.6116, top5_acc: 0.8205, loss_cls: 1.6486, loss: 1.6486, grad_norm: 2.1631 2021-02-22 03:24:40,466 - mmaction - INFO - Epoch [217][240/470] lr: 4.723e-02, eta: 14:29:17, time: 2.478, data_time: 0.003, memory: 25994, top1_acc: 0.6043, top5_acc: 0.8159, loss_cls: 1.6448, loss: 1.6448, grad_norm: 2.1690 2021-02-22 03:25:31,904 - mmaction - INFO - Epoch [217][260/470] lr: 4.723e-02, eta: 14:28:20, time: 2.578, data_time: 0.018, memory: 25994, top1_acc: 0.6108, top5_acc: 0.8184, loss_cls: 1.6384, loss: 1.6384, grad_norm: 2.1903 2021-02-22 03:26:23,154 - mmaction - INFO - Epoch [217][280/470] lr: 4.723e-02, eta: 14:27:23, time: 2.567, data_time: 0.008, memory: 25994, top1_acc: 0.6106, top5_acc: 0.8185, loss_cls: 1.6359, loss: 1.6359, grad_norm: 2.1875 2021-02-22 03:27:07,854 - mmaction - INFO - Epoch [217][300/470] lr: 4.723e-02, eta: 14:26:25, time: 2.234, data_time: 0.005, memory: 25994, top1_acc: 0.6104, top5_acc: 0.8215, loss_cls: 1.6369, loss: 1.6369, grad_norm: 2.1467 2021-02-22 03:27:55,659 - mmaction - INFO - Epoch [217][320/470] lr: 4.723e-02, eta: 14:25:27, time: 2.392, data_time: 0.004, memory: 25994, top1_acc: 0.6067, top5_acc: 0.8096, loss_cls: 1.6743, loss: 1.6743, grad_norm: 2.1896 2021-02-22 03:28:40,508 - mmaction - INFO - Epoch [217][340/470] lr: 4.723e-02, eta: 14:24:29, time: 2.241, data_time: 0.003, memory: 25994, top1_acc: 0.6060, top5_acc: 0.8070, loss_cls: 1.6858, loss: 1.6858, grad_norm: 2.1707 2021-02-22 03:29:24,833 - mmaction - INFO - Epoch [217][360/470] lr: 4.723e-02, eta: 14:23:31, time: 2.217, data_time: 0.004, memory: 25994, top1_acc: 0.6096, top5_acc: 0.8119, loss_cls: 1.6657, loss: 1.6657, grad_norm: 2.1606 2021-02-22 03:30:09,709 - mmaction - INFO - Epoch [217][380/470] lr: 4.723e-02, eta: 14:22:32, time: 2.242, data_time: 0.002, memory: 25994, top1_acc: 0.6043, top5_acc: 0.8082, loss_cls: 1.6901, loss: 1.6901, grad_norm: 2.1952 2021-02-22 03:30:56,457 - mmaction - INFO - Epoch [217][400/470] lr: 4.723e-02, eta: 14:21:34, time: 2.340, data_time: 0.005, memory: 25994, top1_acc: 0.6100, top5_acc: 0.8145, loss_cls: 1.6558, loss: 1.6558, grad_norm: 2.1425 2021-02-22 03:31:41,706 - mmaction - INFO - Epoch [217][420/470] lr: 4.723e-02, eta: 14:20:36, time: 2.262, data_time: 0.004, memory: 25994, top1_acc: 0.6101, top5_acc: 0.8125, loss_cls: 1.6568, loss: 1.6568, grad_norm: 2.1732 2021-02-22 03:32:31,355 - mmaction - INFO - Epoch [217][440/470] lr: 4.723e-02, eta: 14:19:39, time: 2.481, data_time: 0.006, memory: 25994, top1_acc: 0.6073, top5_acc: 0.8102, loss_cls: 1.6490, loss: 1.6490, grad_norm: 2.1228 2021-02-22 03:33:15,134 - mmaction - INFO - Epoch [217][460/470] lr: 4.723e-02, eta: 14:18:41, time: 2.189, data_time: 0.004, memory: 25994, top1_acc: 0.6106, top5_acc: 0.8160, loss_cls: 1.6574, loss: 1.6574, grad_norm: 2.1847 2021-02-22 03:38:06,049 - mmaction - INFO - Epoch [218][20/470] lr: 4.494e-02, eta: 14:17:47, time: 12.742, data_time: 10.267, memory: 25994, top1_acc: 0.6211, top5_acc: 0.8215, loss_cls: 1.6160, loss: 1.6160, grad_norm: 2.1404 2021-02-22 03:39:02,246 - mmaction - INFO - Epoch [218][40/470] lr: 4.494e-02, eta: 14:16:51, time: 2.811, data_time: 0.015, memory: 25994, top1_acc: 0.6108, top5_acc: 0.8227, loss_cls: 1.6077, loss: 1.6077, grad_norm: 2.1559 2021-02-22 03:39:46,412 - mmaction - INFO - Epoch [218][60/470] lr: 4.494e-02, eta: 14:15:52, time: 2.217, data_time: 0.015, memory: 25994, top1_acc: 0.6212, top5_acc: 0.8258, loss_cls: 1.5890, loss: 1.5890, grad_norm: 2.1670 2021-02-22 03:40:32,148 - mmaction - INFO - Epoch [218][80/470] lr: 4.494e-02, eta: 14:14:54, time: 2.285, data_time: 0.002, memory: 25994, top1_acc: 0.6073, top5_acc: 0.8156, loss_cls: 1.6483, loss: 1.6483, grad_norm: 2.1911 2021-02-22 03:41:17,278 - mmaction - INFO - Epoch [218][100/470] lr: 4.494e-02, eta: 14:13:56, time: 2.258, data_time: 0.004, memory: 25994, top1_acc: 0.6176, top5_acc: 0.8155, loss_cls: 1.6385, loss: 1.6385, grad_norm: 2.1514 2021-02-22 03:42:04,461 - mmaction - INFO - Epoch [218][120/470] lr: 4.494e-02, eta: 14:12:58, time: 2.359, data_time: 0.003, memory: 25994, top1_acc: 0.6137, top5_acc: 0.8176, loss_cls: 1.6487, loss: 1.6487, grad_norm: 2.1573 2021-02-22 03:42:50,360 - mmaction - INFO - Epoch [218][140/470] lr: 4.494e-02, eta: 14:12:00, time: 2.290, data_time: 0.004, memory: 25994, top1_acc: 0.6122, top5_acc: 0.8208, loss_cls: 1.6387, loss: 1.6387, grad_norm: 2.2056 2021-02-22 03:43:36,862 - mmaction - INFO - Epoch [218][160/470] lr: 4.494e-02, eta: 14:11:02, time: 2.329, data_time: 0.009, memory: 25994, top1_acc: 0.6158, top5_acc: 0.8139, loss_cls: 1.6409, loss: 1.6409, grad_norm: 2.1748 2021-02-22 03:44:22,721 - mmaction - INFO - Epoch [218][180/470] lr: 4.494e-02, eta: 14:10:04, time: 2.293, data_time: 0.003, memory: 25994, top1_acc: 0.6130, top5_acc: 0.8172, loss_cls: 1.6360, loss: 1.6360, grad_norm: 2.1714 2021-02-22 03:45:10,267 - mmaction - INFO - Epoch [218][200/470] lr: 4.494e-02, eta: 14:09:06, time: 2.377, data_time: 0.006, memory: 25994, top1_acc: 0.6118, top5_acc: 0.8175, loss_cls: 1.6330, loss: 1.6330, grad_norm: 2.2100 2021-02-22 03:45:53,527 - mmaction - INFO - Epoch [218][220/470] lr: 4.494e-02, eta: 14:08:08, time: 2.163, data_time: 0.002, memory: 25994, top1_acc: 0.6101, top5_acc: 0.8130, loss_cls: 1.6486, loss: 1.6486, grad_norm: 2.1779 2021-02-22 03:46:39,627 - mmaction - INFO - Epoch [218][240/470] lr: 4.494e-02, eta: 14:07:10, time: 2.303, data_time: 0.003, memory: 25994, top1_acc: 0.6145, top5_acc: 0.8205, loss_cls: 1.6200, loss: 1.6200, grad_norm: 2.2242 2021-02-22 03:47:22,786 - mmaction - INFO - Epoch [218][260/470] lr: 4.494e-02, eta: 14:06:11, time: 2.160, data_time: 0.005, memory: 25994, top1_acc: 0.5998, top5_acc: 0.8105, loss_cls: 1.6817, loss: 1.6817, grad_norm: 2.2291 2021-02-22 03:48:08,984 - mmaction - INFO - Epoch [218][280/470] lr: 4.494e-02, eta: 14:05:14, time: 2.310, data_time: 0.004, memory: 25994, top1_acc: 0.6084, top5_acc: 0.8178, loss_cls: 1.6436, loss: 1.6436, grad_norm: 2.2215 2021-02-22 03:48:56,989 - mmaction - INFO - Epoch [218][300/470] lr: 4.494e-02, eta: 14:04:16, time: 2.397, data_time: 0.002, memory: 25994, top1_acc: 0.6169, top5_acc: 0.8217, loss_cls: 1.6051, loss: 1.6051, grad_norm: 2.1681 2021-02-22 03:49:44,478 - mmaction - INFO - Epoch [218][320/470] lr: 4.494e-02, eta: 14:03:18, time: 2.378, data_time: 0.006, memory: 25994, top1_acc: 0.6171, top5_acc: 0.8151, loss_cls: 1.6437, loss: 1.6437, grad_norm: 2.1860 2021-02-22 03:50:31,803 - mmaction - INFO - Epoch [218][340/470] lr: 4.494e-02, eta: 14:02:20, time: 2.366, data_time: 0.003, memory: 25994, top1_acc: 0.6187, top5_acc: 0.8212, loss_cls: 1.6251, loss: 1.6251, grad_norm: 2.2197 2021-02-22 03:51:17,718 - mmaction - INFO - Epoch [218][360/470] lr: 4.494e-02, eta: 14:01:22, time: 2.296, data_time: 0.005, memory: 25994, top1_acc: 0.6161, top5_acc: 0.8160, loss_cls: 1.6340, loss: 1.6340, grad_norm: 2.1790 2021-02-22 03:52:05,362 - mmaction - INFO - Epoch [218][380/470] lr: 4.494e-02, eta: 14:00:25, time: 2.376, data_time: 0.003, memory: 25994, top1_acc: 0.6122, top5_acc: 0.8143, loss_cls: 1.6508, loss: 1.6508, grad_norm: 2.2062 2021-02-22 03:52:49,239 - mmaction - INFO - Epoch [218][400/470] lr: 4.494e-02, eta: 13:59:26, time: 2.201, data_time: 0.010, memory: 25994, top1_acc: 0.6162, top5_acc: 0.8185, loss_cls: 1.6260, loss: 1.6260, grad_norm: 2.1936 2021-02-22 03:53:44,907 - mmaction - INFO - Epoch [218][420/470] lr: 4.494e-02, eta: 13:58:30, time: 2.774, data_time: 0.002, memory: 25994, top1_acc: 0.6098, top5_acc: 0.8124, loss_cls: 1.6684, loss: 1.6684, grad_norm: 2.2377 2021-02-22 03:54:29,245 - mmaction - INFO - Epoch [218][440/470] lr: 4.494e-02, eta: 13:57:32, time: 2.226, data_time: 0.013, memory: 25994, top1_acc: 0.6119, top5_acc: 0.8116, loss_cls: 1.6440, loss: 1.6440, grad_norm: 2.2123 2021-02-22 03:55:15,735 - mmaction - INFO - Epoch [218][460/470] lr: 4.494e-02, eta: 13:56:34, time: 2.325, data_time: 0.003, memory: 25994, top1_acc: 0.6193, top5_acc: 0.8226, loss_cls: 1.6114, loss: 1.6114, grad_norm: 2.1526 2021-02-22 04:00:13,516 - mmaction - INFO - Epoch [219][20/470] lr: 4.271e-02, eta: 13:55:41, time: 13.149, data_time: 10.650, memory: 25994, top1_acc: 0.6036, top5_acc: 0.8185, loss_cls: 1.6407, loss: 1.6407, grad_norm: 2.2051 2021-02-22 04:00:58,246 - mmaction - INFO - Epoch [219][40/470] lr: 4.271e-02, eta: 13:54:43, time: 2.237, data_time: 0.004, memory: 25994, top1_acc: 0.6215, top5_acc: 0.8267, loss_cls: 1.5810, loss: 1.5810, grad_norm: 2.1568 2021-02-22 04:01:44,181 - mmaction - INFO - Epoch [219][60/470] lr: 4.271e-02, eta: 13:53:45, time: 2.295, data_time: 0.004, memory: 25994, top1_acc: 0.6273, top5_acc: 0.8295, loss_cls: 1.5609, loss: 1.5609, grad_norm: 2.1900 2021-02-22 04:02:30,936 - mmaction - INFO - Epoch [219][80/470] lr: 4.271e-02, eta: 13:52:47, time: 2.339, data_time: 0.006, memory: 25994, top1_acc: 0.6188, top5_acc: 0.8172, loss_cls: 1.6149, loss: 1.6149, grad_norm: 2.2110 2021-02-22 04:03:16,383 - mmaction - INFO - Epoch [219][100/470] lr: 4.271e-02, eta: 13:51:49, time: 2.270, data_time: 0.003, memory: 25994, top1_acc: 0.6253, top5_acc: 0.8184, loss_cls: 1.5980, loss: 1.5980, grad_norm: 2.1839 2021-02-22 04:04:03,585 - mmaction - INFO - Epoch [219][120/470] lr: 4.271e-02, eta: 13:50:51, time: 2.360, data_time: 0.011, memory: 25994, top1_acc: 0.6238, top5_acc: 0.8168, loss_cls: 1.6001, loss: 1.6001, grad_norm: 2.1953 2021-02-22 04:04:46,929 - mmaction - INFO - Epoch [219][140/470] lr: 4.271e-02, eta: 13:49:53, time: 2.170, data_time: 0.009, memory: 25994, top1_acc: 0.6175, top5_acc: 0.8227, loss_cls: 1.6128, loss: 1.6128, grad_norm: 2.2164 2021-02-22 04:05:38,663 - mmaction - INFO - Epoch [219][160/470] lr: 4.271e-02, eta: 13:48:56, time: 2.586, data_time: 0.010, memory: 25994, top1_acc: 0.6086, top5_acc: 0.8175, loss_cls: 1.6383, loss: 1.6383, grad_norm: 2.1836 2021-02-22 04:06:23,987 - mmaction - INFO - Epoch [219][180/470] lr: 4.271e-02, eta: 13:47:57, time: 2.265, data_time: 0.004, memory: 25994, top1_acc: 0.6153, top5_acc: 0.8224, loss_cls: 1.6119, loss: 1.6119, grad_norm: 2.1812 2021-02-22 04:07:11,075 - mmaction - INFO - Epoch [219][200/470] lr: 4.271e-02, eta: 13:47:00, time: 2.357, data_time: 0.006, memory: 25994, top1_acc: 0.6231, top5_acc: 0.8173, loss_cls: 1.6057, loss: 1.6057, grad_norm: 2.1748 2021-02-22 04:07:57,654 - mmaction - INFO - Epoch [219][220/470] lr: 4.271e-02, eta: 13:46:02, time: 2.330, data_time: 0.006, memory: 25994, top1_acc: 0.6137, top5_acc: 0.8247, loss_cls: 1.6163, loss: 1.6163, grad_norm: 2.2524 2021-02-22 04:08:49,759 - mmaction - INFO - Epoch [219][240/470] lr: 4.271e-02, eta: 13:45:05, time: 2.605, data_time: 0.004, memory: 25994, top1_acc: 0.6154, top5_acc: 0.8238, loss_cls: 1.6166, loss: 1.6166, grad_norm: 2.2191 2021-02-22 04:09:33,640 - mmaction - INFO - Epoch [219][260/470] lr: 4.271e-02, eta: 13:44:07, time: 2.193, data_time: 0.004, memory: 25994, top1_acc: 0.6173, top5_acc: 0.8239, loss_cls: 1.6028, loss: 1.6028, grad_norm: 2.2338 2021-02-22 04:10:18,132 - mmaction - INFO - Epoch [219][280/470] lr: 4.271e-02, eta: 13:43:08, time: 2.219, data_time: 0.005, memory: 25994, top1_acc: 0.6251, top5_acc: 0.8202, loss_cls: 1.5956, loss: 1.5956, grad_norm: 2.2089 2021-02-22 04:11:02,101 - mmaction - INFO - Epoch [219][300/470] lr: 4.271e-02, eta: 13:42:10, time: 2.202, data_time: 0.011, memory: 25994, top1_acc: 0.6189, top5_acc: 0.8187, loss_cls: 1.6053, loss: 1.6053, grad_norm: 2.2221 2021-02-22 04:11:58,518 - mmaction - INFO - Epoch [219][320/470] lr: 4.271e-02, eta: 13:41:14, time: 2.825, data_time: 0.006, memory: 25994, top1_acc: 0.6069, top5_acc: 0.8171, loss_cls: 1.6626, loss: 1.6626, grad_norm: 2.2621 2021-02-22 04:12:43,498 - mmaction - INFO - Epoch [219][340/470] lr: 4.271e-02, eta: 13:40:16, time: 2.248, data_time: 0.004, memory: 25994, top1_acc: 0.6123, top5_acc: 0.8238, loss_cls: 1.6059, loss: 1.6059, grad_norm: 2.2421 2021-02-22 04:13:30,068 - mmaction - INFO - Epoch [219][360/470] lr: 4.271e-02, eta: 13:39:18, time: 2.313, data_time: 0.003, memory: 25994, top1_acc: 0.6195, top5_acc: 0.8202, loss_cls: 1.6020, loss: 1.6020, grad_norm: 2.2024 2021-02-22 04:14:18,042 - mmaction - INFO - Epoch [219][380/470] lr: 4.271e-02, eta: 13:38:21, time: 2.410, data_time: 0.024, memory: 25994, top1_acc: 0.6069, top5_acc: 0.8133, loss_cls: 1.6652, loss: 1.6652, grad_norm: 2.2369 2021-02-22 04:15:03,815 - mmaction - INFO - Epoch [219][400/470] lr: 4.271e-02, eta: 13:37:23, time: 2.293, data_time: 0.008, memory: 25994, top1_acc: 0.6034, top5_acc: 0.8146, loss_cls: 1.6588, loss: 1.6588, grad_norm: 2.2428 2021-02-22 04:15:53,545 - mmaction - INFO - Epoch [219][420/470] lr: 4.271e-02, eta: 13:36:25, time: 2.484, data_time: 0.003, memory: 25994, top1_acc: 0.6134, top5_acc: 0.8175, loss_cls: 1.6326, loss: 1.6326, grad_norm: 2.2222 2021-02-22 04:16:45,320 - mmaction - INFO - Epoch [219][440/470] lr: 4.271e-02, eta: 13:35:28, time: 2.590, data_time: 0.004, memory: 25994, top1_acc: 0.6262, top5_acc: 0.8264, loss_cls: 1.5646, loss: 1.5646, grad_norm: 2.2016 2021-02-22 04:17:32,228 - mmaction - INFO - Epoch [219][460/470] lr: 4.271e-02, eta: 13:34:31, time: 2.344, data_time: 0.004, memory: 25994, top1_acc: 0.6146, top5_acc: 0.8214, loss_cls: 1.6346, loss: 1.6346, grad_norm: 2.2228 2021-02-22 04:23:08,079 - mmaction - INFO - Epoch [220][20/470] lr: 4.053e-02, eta: 13:33:42, time: 14.851, data_time: 12.179, memory: 25994, top1_acc: 0.6220, top5_acc: 0.8246, loss_cls: 1.5816, loss: 1.5816, grad_norm: 2.2275 2021-02-22 04:23:53,508 - mmaction - INFO - Epoch [220][40/470] lr: 4.053e-02, eta: 13:32:44, time: 2.273, data_time: 0.004, memory: 25994, top1_acc: 0.6296, top5_acc: 0.8217, loss_cls: 1.5825, loss: 1.5825, grad_norm: 2.1844 2021-02-22 04:24:39,842 - mmaction - INFO - Epoch [220][60/470] lr: 4.053e-02, eta: 13:31:46, time: 2.314, data_time: 0.002, memory: 25994, top1_acc: 0.6201, top5_acc: 0.8239, loss_cls: 1.5804, loss: 1.5804, grad_norm: 2.2083 2021-02-22 04:25:26,544 - mmaction - INFO - Epoch [220][80/470] lr: 4.053e-02, eta: 13:30:49, time: 2.336, data_time: 0.006, memory: 25994, top1_acc: 0.6241, top5_acc: 0.8198, loss_cls: 1.5896, loss: 1.5896, grad_norm: 2.2302 2021-02-22 04:26:13,943 - mmaction - INFO - Epoch [220][100/470] lr: 4.053e-02, eta: 13:29:51, time: 2.372, data_time: 0.004, memory: 25994, top1_acc: 0.6224, top5_acc: 0.8263, loss_cls: 1.5793, loss: 1.5793, grad_norm: 2.1892 2021-02-22 04:27:01,214 - mmaction - INFO - Epoch [220][120/470] lr: 4.053e-02, eta: 13:28:53, time: 2.363, data_time: 0.003, memory: 25994, top1_acc: 0.6286, top5_acc: 0.8280, loss_cls: 1.5563, loss: 1.5563, grad_norm: 2.2167 2021-02-22 04:27:46,006 - mmaction - INFO - Epoch [220][140/470] lr: 4.053e-02, eta: 13:27:55, time: 2.240, data_time: 0.003, memory: 25994, top1_acc: 0.6177, top5_acc: 0.8213, loss_cls: 1.6197, loss: 1.6197, grad_norm: 2.2749 2021-02-22 04:28:32,395 - mmaction - INFO - Epoch [220][160/470] lr: 4.053e-02, eta: 13:26:57, time: 2.316, data_time: 0.004, memory: 25994, top1_acc: 0.6208, top5_acc: 0.8229, loss_cls: 1.5949, loss: 1.5949, grad_norm: 2.2120 2021-02-22 04:29:18,156 - mmaction - INFO - Epoch [220][180/470] lr: 4.053e-02, eta: 13:25:59, time: 2.291, data_time: 0.008, memory: 25994, top1_acc: 0.6229, top5_acc: 0.8259, loss_cls: 1.5771, loss: 1.5771, grad_norm: 2.2205 2021-02-22 04:30:04,978 - mmaction - INFO - Epoch [220][200/470] lr: 4.053e-02, eta: 13:25:02, time: 2.341, data_time: 0.002, memory: 25994, top1_acc: 0.6143, top5_acc: 0.8249, loss_cls: 1.6140, loss: 1.6140, grad_norm: 2.2718 2021-02-22 04:30:50,086 - mmaction - INFO - Epoch [220][220/470] lr: 4.053e-02, eta: 13:24:04, time: 2.256, data_time: 0.004, memory: 25994, top1_acc: 0.6161, top5_acc: 0.8246, loss_cls: 1.5972, loss: 1.5972, grad_norm: 2.2696 2021-02-22 04:31:36,993 - mmaction - INFO - Epoch [220][240/470] lr: 4.053e-02, eta: 13:23:06, time: 2.346, data_time: 0.002, memory: 25994, top1_acc: 0.6228, top5_acc: 0.8203, loss_cls: 1.5982, loss: 1.5982, grad_norm: 2.2138 2021-02-22 04:32:25,856 - mmaction - INFO - Epoch [220][260/470] lr: 4.053e-02, eta: 13:22:08, time: 2.442, data_time: 0.001, memory: 25994, top1_acc: 0.6231, top5_acc: 0.8242, loss_cls: 1.5983, loss: 1.5983, grad_norm: 2.2601 2021-02-22 04:33:12,164 - mmaction - INFO - Epoch [220][280/470] lr: 4.053e-02, eta: 13:21:11, time: 2.317, data_time: 0.003, memory: 25994, top1_acc: 0.6208, top5_acc: 0.8250, loss_cls: 1.6032, loss: 1.6032, grad_norm: 2.2556 2021-02-22 04:33:58,666 - mmaction - INFO - Epoch [220][300/470] lr: 4.053e-02, eta: 13:20:13, time: 2.324, data_time: 0.002, memory: 25994, top1_acc: 0.6255, top5_acc: 0.8247, loss_cls: 1.5916, loss: 1.5916, grad_norm: 2.2715 2021-02-22 04:34:44,482 - mmaction - INFO - Epoch [220][320/470] lr: 4.053e-02, eta: 13:19:15, time: 2.292, data_time: 0.004, memory: 25994, top1_acc: 0.6144, top5_acc: 0.8219, loss_cls: 1.6162, loss: 1.6162, grad_norm: 2.2995 2021-02-22 04:35:29,830 - mmaction - INFO - Epoch [220][340/470] lr: 4.053e-02, eta: 13:18:17, time: 2.263, data_time: 0.002, memory: 25994, top1_acc: 0.6120, top5_acc: 0.8183, loss_cls: 1.6228, loss: 1.6228, grad_norm: 2.2495 2021-02-22 04:36:15,204 - mmaction - INFO - Epoch [220][360/470] lr: 4.053e-02, eta: 13:17:19, time: 2.274, data_time: 0.008, memory: 25994, top1_acc: 0.6201, top5_acc: 0.8118, loss_cls: 1.6191, loss: 1.6191, grad_norm: 2.2239 2021-02-22 04:37:03,136 - mmaction - INFO - Epoch [220][380/470] lr: 4.053e-02, eta: 13:16:21, time: 2.394, data_time: 0.001, memory: 25994, top1_acc: 0.6224, top5_acc: 0.8177, loss_cls: 1.6085, loss: 1.6085, grad_norm: 2.2247 2021-02-22 04:37:48,024 - mmaction - INFO - Epoch [220][400/470] lr: 4.053e-02, eta: 13:15:23, time: 2.247, data_time: 0.007, memory: 25994, top1_acc: 0.6132, top5_acc: 0.8227, loss_cls: 1.6130, loss: 1.6130, grad_norm: 2.2375 2021-02-22 04:38:45,723 - mmaction - INFO - Epoch [220][420/470] lr: 4.053e-02, eta: 13:14:27, time: 2.883, data_time: 0.003, memory: 25994, top1_acc: 0.6188, top5_acc: 0.8235, loss_cls: 1.5985, loss: 1.5985, grad_norm: 2.2314 2021-02-22 04:39:32,381 - mmaction - INFO - Epoch [220][440/470] lr: 4.053e-02, eta: 13:13:30, time: 2.335, data_time: 0.005, memory: 25994, top1_acc: 0.6232, top5_acc: 0.8153, loss_cls: 1.6367, loss: 1.6367, grad_norm: 2.2348 2021-02-22 04:40:17,586 - mmaction - INFO - Epoch [220][460/470] lr: 4.053e-02, eta: 13:12:32, time: 2.258, data_time: 0.002, memory: 25994, top1_acc: 0.6132, top5_acc: 0.8197, loss_cls: 1.6180, loss: 1.6180, grad_norm: 2.2796 2021-02-22 04:40:53,658 - mmaction - INFO - Saving checkpoint at 220 epochs 2021-02-22 04:47:20,252 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-22 04:47:21,022 - mmaction - INFO - top1_acc 0.6555 top5_acc 0.8644 2021-02-22 04:47:21,022 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-22 04:47:21,079 - mmaction - INFO - mean_acc 0.6554 2021-02-22 04:47:21,079 - mmaction - INFO - Now best checkpoint is epoch_220.pth 2021-02-22 04:47:21,087 - mmaction - INFO - Epoch(val) [220][470] top1_acc: 0.6555, top5_acc: 0.8644, mean_class_accuracy: 0.6554 2021-02-22 04:51:20,514 - mmaction - INFO - Epoch [221][20/470] lr: 3.840e-02, eta: 13:11:33, time: 11.964, data_time: 9.585, memory: 25994, top1_acc: 0.6338, top5_acc: 0.8268, loss_cls: 1.5561, loss: 1.5561, grad_norm: 2.2015 2021-02-22 04:52:07,646 - mmaction - INFO - Epoch [221][40/470] lr: 3.840e-02, eta: 13:10:35, time: 2.362, data_time: 0.010, memory: 25994, top1_acc: 0.6261, top5_acc: 0.8240, loss_cls: 1.5814, loss: 1.5814, grad_norm: 2.2551 2021-02-22 04:52:51,996 - mmaction - INFO - Epoch [221][60/470] lr: 3.840e-02, eta: 13:09:37, time: 2.216, data_time: 0.003, memory: 25994, top1_acc: 0.6356, top5_acc: 0.8270, loss_cls: 1.5448, loss: 1.5448, grad_norm: 2.2516 2021-02-22 04:53:46,553 - mmaction - INFO - Epoch [221][80/470] lr: 3.840e-02, eta: 13:08:40, time: 2.728, data_time: 0.006, memory: 25994, top1_acc: 0.6244, top5_acc: 0.8269, loss_cls: 1.5754, loss: 1.5754, grad_norm: 2.2784 2021-02-22 04:54:32,171 - mmaction - INFO - Epoch [221][100/470] lr: 3.840e-02, eta: 13:07:43, time: 2.281, data_time: 0.011, memory: 25994, top1_acc: 0.6225, top5_acc: 0.8247, loss_cls: 1.5920, loss: 1.5920, grad_norm: 2.3068 2021-02-22 04:55:18,095 - mmaction - INFO - Epoch [221][120/470] lr: 3.840e-02, eta: 13:06:45, time: 2.292, data_time: 0.004, memory: 25994, top1_acc: 0.6238, top5_acc: 0.8257, loss_cls: 1.5808, loss: 1.5808, grad_norm: 2.2435 2021-02-22 04:56:04,228 - mmaction - INFO - Epoch [221][140/470] lr: 3.840e-02, eta: 13:05:47, time: 2.311, data_time: 0.010, memory: 25994, top1_acc: 0.6286, top5_acc: 0.8248, loss_cls: 1.5531, loss: 1.5531, grad_norm: 2.2378 2021-02-22 04:56:50,175 - mmaction - INFO - Epoch [221][160/470] lr: 3.840e-02, eta: 13:04:49, time: 2.298, data_time: 0.005, memory: 25994, top1_acc: 0.6279, top5_acc: 0.8237, loss_cls: 1.5703, loss: 1.5703, grad_norm: 2.2509 2021-02-22 04:57:34,889 - mmaction - INFO - Epoch [221][180/470] lr: 3.840e-02, eta: 13:03:51, time: 2.236, data_time: 0.005, memory: 25994, top1_acc: 0.6201, top5_acc: 0.8232, loss_cls: 1.5919, loss: 1.5919, grad_norm: 2.2977 2021-02-22 04:58:19,610 - mmaction - INFO - Epoch [221][200/470] lr: 3.840e-02, eta: 13:02:53, time: 2.234, data_time: 0.002, memory: 25994, top1_acc: 0.6295, top5_acc: 0.8278, loss_cls: 1.5655, loss: 1.5655, grad_norm: 2.2999 2021-02-22 04:59:05,340 - mmaction - INFO - Epoch [221][220/470] lr: 3.840e-02, eta: 13:01:55, time: 2.286, data_time: 0.004, memory: 25994, top1_acc: 0.6211, top5_acc: 0.8203, loss_cls: 1.6128, loss: 1.6128, grad_norm: 2.3132 2021-02-22 04:59:49,795 - mmaction - INFO - Epoch [221][240/470] lr: 3.840e-02, eta: 13:00:57, time: 2.224, data_time: 0.005, memory: 25994, top1_acc: 0.6180, top5_acc: 0.8239, loss_cls: 1.5858, loss: 1.5858, grad_norm: 2.2912 2021-02-22 05:00:35,318 - mmaction - INFO - Epoch [221][260/470] lr: 3.840e-02, eta: 12:59:59, time: 2.277, data_time: 0.006, memory: 25994, top1_acc: 0.6291, top5_acc: 0.8256, loss_cls: 1.5755, loss: 1.5755, grad_norm: 2.2802 2021-02-22 05:01:19,945 - mmaction - INFO - Epoch [221][280/470] lr: 3.840e-02, eta: 12:59:01, time: 2.231, data_time: 0.002, memory: 25994, top1_acc: 0.6271, top5_acc: 0.8226, loss_cls: 1.5924, loss: 1.5924, grad_norm: 2.2813 2021-02-22 05:02:06,005 - mmaction - INFO - Epoch [221][300/470] lr: 3.840e-02, eta: 12:58:03, time: 2.298, data_time: 0.006, memory: 25994, top1_acc: 0.6183, top5_acc: 0.8222, loss_cls: 1.5921, loss: 1.5921, grad_norm: 2.2912 2021-02-22 05:02:51,532 - mmaction - INFO - Epoch [221][320/470] lr: 3.840e-02, eta: 12:57:05, time: 2.275, data_time: 0.009, memory: 25994, top1_acc: 0.6180, top5_acc: 0.8230, loss_cls: 1.5981, loss: 1.5981, grad_norm: 2.3091 2021-02-22 05:03:37,768 - mmaction - INFO - Epoch [221][340/470] lr: 3.840e-02, eta: 12:56:08, time: 2.319, data_time: 0.010, memory: 25994, top1_acc: 0.6232, top5_acc: 0.8187, loss_cls: 1.6104, loss: 1.6104, grad_norm: 2.2611 2021-02-22 05:04:23,372 - mmaction - INFO - Epoch [221][360/470] lr: 3.840e-02, eta: 12:55:10, time: 2.276, data_time: 0.003, memory: 25994, top1_acc: 0.6300, top5_acc: 0.8231, loss_cls: 1.5839, loss: 1.5839, grad_norm: 2.2736 2021-02-22 05:05:08,282 - mmaction - INFO - Epoch [221][380/470] lr: 3.840e-02, eta: 12:54:12, time: 2.250, data_time: 0.013, memory: 25994, top1_acc: 0.6222, top5_acc: 0.8244, loss_cls: 1.5846, loss: 1.5846, grad_norm: 2.2683 2021-02-22 05:06:08,121 - mmaction - INFO - Epoch [221][400/470] lr: 3.840e-02, eta: 12:53:16, time: 2.978, data_time: 0.004, memory: 25994, top1_acc: 0.6218, top5_acc: 0.8228, loss_cls: 1.5723, loss: 1.5723, grad_norm: 2.2934 2021-02-22 05:06:54,809 - mmaction - INFO - Epoch [221][420/470] lr: 3.840e-02, eta: 12:52:18, time: 2.349, data_time: 0.019, memory: 25994, top1_acc: 0.6222, top5_acc: 0.8179, loss_cls: 1.6094, loss: 1.6094, grad_norm: 2.2599 2021-02-22 05:07:41,734 - mmaction - INFO - Epoch [221][440/470] lr: 3.840e-02, eta: 12:51:21, time: 2.339, data_time: 0.006, memory: 25994, top1_acc: 0.6160, top5_acc: 0.8222, loss_cls: 1.6060, loss: 1.6060, grad_norm: 2.2908 2021-02-22 05:08:31,595 - mmaction - INFO - Epoch [221][460/470] lr: 3.840e-02, eta: 12:50:24, time: 2.495, data_time: 0.010, memory: 25994, top1_acc: 0.6234, top5_acc: 0.8204, loss_cls: 1.5939, loss: 1.5939, grad_norm: 2.2769 2021-02-22 05:13:36,149 - mmaction - INFO - Epoch [222][20/470] lr: 3.633e-02, eta: 12:49:29, time: 13.436, data_time: 11.092, memory: 25994, top1_acc: 0.6325, top5_acc: 0.8320, loss_cls: 1.5495, loss: 1.5495, grad_norm: 2.2510 2021-02-22 05:14:22,506 - mmaction - INFO - Epoch [222][40/470] lr: 3.633e-02, eta: 12:48:31, time: 2.313, data_time: 0.017, memory: 25994, top1_acc: 0.6257, top5_acc: 0.8241, loss_cls: 1.5784, loss: 1.5784, grad_norm: 2.2969 2021-02-22 05:15:09,617 - mmaction - INFO - Epoch [222][60/470] lr: 3.633e-02, eta: 12:47:33, time: 2.360, data_time: 0.008, memory: 25994, top1_acc: 0.6330, top5_acc: 0.8306, loss_cls: 1.5457, loss: 1.5457, grad_norm: 2.2367 2021-02-22 05:15:54,636 - mmaction - INFO - Epoch [222][80/470] lr: 3.633e-02, eta: 12:46:35, time: 2.253, data_time: 0.006, memory: 25994, top1_acc: 0.6276, top5_acc: 0.8291, loss_cls: 1.5666, loss: 1.5666, grad_norm: 2.2862 2021-02-22 05:16:48,038 - mmaction - INFO - Epoch [222][100/470] lr: 3.633e-02, eta: 12:45:39, time: 2.669, data_time: 0.002, memory: 25994, top1_acc: 0.6329, top5_acc: 0.8317, loss_cls: 1.5464, loss: 1.5464, grad_norm: 2.2793 2021-02-22 05:17:33,897 - mmaction - INFO - Epoch [222][120/470] lr: 3.633e-02, eta: 12:44:41, time: 2.289, data_time: 0.004, memory: 25994, top1_acc: 0.6319, top5_acc: 0.8293, loss_cls: 1.5453, loss: 1.5453, grad_norm: 2.2727 2021-02-22 05:18:20,791 - mmaction - INFO - Epoch [222][140/470] lr: 3.633e-02, eta: 12:43:43, time: 2.348, data_time: 0.010, memory: 25994, top1_acc: 0.6315, top5_acc: 0.8284, loss_cls: 1.5479, loss: 1.5479, grad_norm: 2.2546 2021-02-22 05:19:04,869 - mmaction - INFO - Epoch [222][160/470] lr: 3.633e-02, eta: 12:42:45, time: 2.205, data_time: 0.003, memory: 25994, top1_acc: 0.6311, top5_acc: 0.8271, loss_cls: 1.5523, loss: 1.5523, grad_norm: 2.2931 2021-02-22 05:19:52,234 - mmaction - INFO - Epoch [222][180/470] lr: 3.633e-02, eta: 12:41:47, time: 2.367, data_time: 0.004, memory: 25994, top1_acc: 0.6322, top5_acc: 0.8348, loss_cls: 1.5298, loss: 1.5298, grad_norm: 2.3327 2021-02-22 05:20:37,376 - mmaction - INFO - Epoch [222][200/470] lr: 3.633e-02, eta: 12:40:50, time: 2.258, data_time: 0.004, memory: 25994, top1_acc: 0.6297, top5_acc: 0.8325, loss_cls: 1.5449, loss: 1.5449, grad_norm: 2.3040 2021-02-22 05:21:40,596 - mmaction - INFO - Epoch [222][220/470] lr: 3.633e-02, eta: 12:39:54, time: 3.160, data_time: 0.003, memory: 25994, top1_acc: 0.6221, top5_acc: 0.8189, loss_cls: 1.5925, loss: 1.5925, grad_norm: 2.3220 2021-02-22 05:22:26,301 - mmaction - INFO - Epoch [222][240/470] lr: 3.633e-02, eta: 12:38:57, time: 2.284, data_time: 0.003, memory: 25994, top1_acc: 0.6323, top5_acc: 0.8320, loss_cls: 1.5265, loss: 1.5265, grad_norm: 2.3243 2021-02-22 05:23:12,748 - mmaction - INFO - Epoch [222][260/470] lr: 3.633e-02, eta: 12:37:59, time: 2.324, data_time: 0.005, memory: 25994, top1_acc: 0.6260, top5_acc: 0.8288, loss_cls: 1.5819, loss: 1.5819, grad_norm: 2.3214 2021-02-22 05:23:58,269 - mmaction - INFO - Epoch [222][280/470] lr: 3.633e-02, eta: 12:37:01, time: 2.276, data_time: 0.004, memory: 25994, top1_acc: 0.6201, top5_acc: 0.8192, loss_cls: 1.6019, loss: 1.6019, grad_norm: 2.3189 2021-02-22 05:24:43,617 - mmaction - INFO - Epoch [222][300/470] lr: 3.633e-02, eta: 12:36:03, time: 2.265, data_time: 0.003, memory: 25994, top1_acc: 0.6366, top5_acc: 0.8234, loss_cls: 1.5644, loss: 1.5644, grad_norm: 2.2839 2021-02-22 05:25:28,891 - mmaction - INFO - Epoch [222][320/470] lr: 3.633e-02, eta: 12:35:05, time: 2.266, data_time: 0.006, memory: 25994, top1_acc: 0.6306, top5_acc: 0.8327, loss_cls: 1.5519, loss: 1.5519, grad_norm: 2.3119 2021-02-22 05:26:13,673 - mmaction - INFO - Epoch [222][340/470] lr: 3.633e-02, eta: 12:34:07, time: 2.240, data_time: 0.007, memory: 25994, top1_acc: 0.6229, top5_acc: 0.8276, loss_cls: 1.5716, loss: 1.5716, grad_norm: 2.3174 2021-02-22 05:26:59,460 - mmaction - INFO - Epoch [222][360/470] lr: 3.633e-02, eta: 12:33:10, time: 2.290, data_time: 0.005, memory: 25994, top1_acc: 0.6329, top5_acc: 0.8342, loss_cls: 1.5293, loss: 1.5293, grad_norm: 2.3120 2021-02-22 05:27:43,757 - mmaction - INFO - Epoch [222][380/470] lr: 3.633e-02, eta: 12:32:12, time: 2.215, data_time: 0.007, memory: 25994, top1_acc: 0.6293, top5_acc: 0.8240, loss_cls: 1.5765, loss: 1.5765, grad_norm: 2.2884 2021-02-22 05:28:28,999 - mmaction - INFO - Epoch [222][400/470] lr: 3.633e-02, eta: 12:31:14, time: 2.261, data_time: 0.002, memory: 25994, top1_acc: 0.6306, top5_acc: 0.8260, loss_cls: 1.5640, loss: 1.5640, grad_norm: 2.3085 2021-02-22 05:29:14,019 - mmaction - INFO - Epoch [222][420/470] lr: 3.633e-02, eta: 12:30:16, time: 2.252, data_time: 0.005, memory: 25994, top1_acc: 0.6197, top5_acc: 0.8228, loss_cls: 1.5817, loss: 1.5817, grad_norm: 2.3728 2021-02-22 05:30:07,212 - mmaction - INFO - Epoch [222][440/470] lr: 3.633e-02, eta: 12:29:19, time: 2.656, data_time: 0.004, memory: 25994, top1_acc: 0.6268, top5_acc: 0.8291, loss_cls: 1.5656, loss: 1.5656, grad_norm: 2.3474 2021-02-22 05:30:52,048 - mmaction - INFO - Epoch [222][460/470] lr: 3.633e-02, eta: 12:28:21, time: 2.245, data_time: 0.006, memory: 25994, top1_acc: 0.6220, top5_acc: 0.8216, loss_cls: 1.5865, loss: 1.5865, grad_norm: 2.2987 2021-02-22 05:35:48,891 - mmaction - INFO - Epoch [223][20/470] lr: 3.432e-02, eta: 12:27:24, time: 13.130, data_time: 10.740, memory: 25994, top1_acc: 0.6280, top5_acc: 0.8287, loss_cls: 1.5702, loss: 1.5702, grad_norm: 2.3363 2021-02-22 05:36:34,848 - mmaction - INFO - Epoch [223][40/470] lr: 3.432e-02, eta: 12:26:27, time: 2.295, data_time: 0.003, memory: 25994, top1_acc: 0.6309, top5_acc: 0.8284, loss_cls: 1.5521, loss: 1.5521, grad_norm: 2.2852 2021-02-22 05:37:24,447 - mmaction - INFO - Epoch [223][60/470] lr: 3.432e-02, eta: 12:25:29, time: 2.473, data_time: 0.011, memory: 25994, top1_acc: 0.6421, top5_acc: 0.8372, loss_cls: 1.4791, loss: 1.4791, grad_norm: 2.2531 2021-02-22 05:38:10,833 - mmaction - INFO - Epoch [223][80/470] lr: 3.432e-02, eta: 12:24:32, time: 2.329, data_time: 0.014, memory: 25994, top1_acc: 0.6375, top5_acc: 0.8340, loss_cls: 1.5227, loss: 1.5227, grad_norm: 2.3339 2021-02-22 05:38:58,646 - mmaction - INFO - Epoch [223][100/470] lr: 3.432e-02, eta: 12:23:34, time: 2.389, data_time: 0.004, memory: 25994, top1_acc: 0.6406, top5_acc: 0.8329, loss_cls: 1.5141, loss: 1.5141, grad_norm: 2.2853 2021-02-22 05:39:44,010 - mmaction - INFO - Epoch [223][120/470] lr: 3.432e-02, eta: 12:22:37, time: 2.271, data_time: 0.005, memory: 25994, top1_acc: 0.6278, top5_acc: 0.8275, loss_cls: 1.5565, loss: 1.5565, grad_norm: 2.3531 2021-02-22 05:40:31,404 - mmaction - INFO - Epoch [223][140/470] lr: 3.432e-02, eta: 12:21:39, time: 2.368, data_time: 0.004, memory: 25994, top1_acc: 0.6335, top5_acc: 0.8271, loss_cls: 1.5533, loss: 1.5533, grad_norm: 2.3147 2021-02-22 05:41:22,287 - mmaction - INFO - Epoch [223][160/470] lr: 3.432e-02, eta: 12:20:42, time: 2.545, data_time: 0.006, memory: 25994, top1_acc: 0.6273, top5_acc: 0.8258, loss_cls: 1.5592, loss: 1.5592, grad_norm: 2.3165 2021-02-22 05:42:09,153 - mmaction - INFO - Epoch [223][180/470] lr: 3.432e-02, eta: 12:19:44, time: 2.344, data_time: 0.005, memory: 25994, top1_acc: 0.6276, top5_acc: 0.8258, loss_cls: 1.5687, loss: 1.5687, grad_norm: 2.3442 2021-02-22 05:42:55,253 - mmaction - INFO - Epoch [223][200/470] lr: 3.432e-02, eta: 12:18:47, time: 2.303, data_time: 0.004, memory: 25994, top1_acc: 0.6466, top5_acc: 0.8346, loss_cls: 1.4931, loss: 1.4931, grad_norm: 2.3147 2021-02-22 05:43:40,984 - mmaction - INFO - Epoch [223][220/470] lr: 3.432e-02, eta: 12:17:49, time: 2.282, data_time: 0.005, memory: 25994, top1_acc: 0.6364, top5_acc: 0.8310, loss_cls: 1.5224, loss: 1.5224, grad_norm: 2.3596 2021-02-22 05:44:28,156 - mmaction - INFO - Epoch [223][240/470] lr: 3.432e-02, eta: 12:16:51, time: 2.366, data_time: 0.012, memory: 25994, top1_acc: 0.6333, top5_acc: 0.8287, loss_cls: 1.5524, loss: 1.5524, grad_norm: 2.3795 2021-02-22 05:45:12,982 - mmaction - INFO - Epoch [223][260/470] lr: 3.432e-02, eta: 12:15:54, time: 2.242, data_time: 0.003, memory: 25994, top1_acc: 0.6338, top5_acc: 0.8355, loss_cls: 1.5209, loss: 1.5209, grad_norm: 2.3425 2021-02-22 05:46:00,049 - mmaction - INFO - Epoch [223][280/470] lr: 3.432e-02, eta: 12:14:56, time: 2.352, data_time: 0.002, memory: 25994, top1_acc: 0.6307, top5_acc: 0.8271, loss_cls: 1.5563, loss: 1.5563, grad_norm: 2.3424 2021-02-22 05:46:45,780 - mmaction - INFO - Epoch [223][300/470] lr: 3.432e-02, eta: 12:13:58, time: 2.285, data_time: 0.004, memory: 25994, top1_acc: 0.6258, top5_acc: 0.8326, loss_cls: 1.5503, loss: 1.5503, grad_norm: 2.3600 2021-02-22 05:47:34,523 - mmaction - INFO - Epoch [223][320/470] lr: 3.432e-02, eta: 12:13:01, time: 2.439, data_time: 0.005, memory: 25994, top1_acc: 0.6288, top5_acc: 0.8291, loss_cls: 1.5516, loss: 1.5516, grad_norm: 2.3347 2021-02-22 05:48:19,422 - mmaction - INFO - Epoch [223][340/470] lr: 3.432e-02, eta: 12:12:03, time: 2.243, data_time: 0.003, memory: 25994, top1_acc: 0.6268, top5_acc: 0.8272, loss_cls: 1.5715, loss: 1.5715, grad_norm: 2.3494 2021-02-22 05:49:04,779 - mmaction - INFO - Epoch [223][360/470] lr: 3.432e-02, eta: 12:11:05, time: 2.264, data_time: 0.005, memory: 25994, top1_acc: 0.6234, top5_acc: 0.8259, loss_cls: 1.5773, loss: 1.5773, grad_norm: 2.3599 2021-02-22 05:49:54,169 - mmaction - INFO - Epoch [223][380/470] lr: 3.432e-02, eta: 12:10:08, time: 2.475, data_time: 0.010, memory: 25994, top1_acc: 0.6408, top5_acc: 0.8352, loss_cls: 1.5190, loss: 1.5190, grad_norm: 2.3521 2021-02-22 05:50:38,565 - mmaction - INFO - Epoch [223][400/470] lr: 3.432e-02, eta: 12:09:10, time: 2.220, data_time: 0.004, memory: 25994, top1_acc: 0.6310, top5_acc: 0.8253, loss_cls: 1.5642, loss: 1.5642, grad_norm: 2.3354 2021-02-22 05:51:24,360 - mmaction - INFO - Epoch [223][420/470] lr: 3.432e-02, eta: 12:08:13, time: 2.289, data_time: 0.001, memory: 25994, top1_acc: 0.6296, top5_acc: 0.8272, loss_cls: 1.5601, loss: 1.5601, grad_norm: 2.3442 2021-02-22 05:52:09,917 - mmaction - INFO - Epoch [223][440/470] lr: 3.432e-02, eta: 12:07:15, time: 2.277, data_time: 0.004, memory: 25994, top1_acc: 0.6437, top5_acc: 0.8408, loss_cls: 1.4932, loss: 1.4932, grad_norm: 2.3217 2021-02-22 05:52:58,791 - mmaction - INFO - Epoch [223][460/470] lr: 3.432e-02, eta: 12:06:18, time: 2.442, data_time: 0.005, memory: 25994, top1_acc: 0.6287, top5_acc: 0.8222, loss_cls: 1.5797, loss: 1.5797, grad_norm: 2.3980 2021-02-22 05:57:47,181 - mmaction - INFO - Epoch [224][20/470] lr: 3.235e-02, eta: 12:05:17, time: 12.380, data_time: 10.072, memory: 25994, top1_acc: 0.6453, top5_acc: 0.8382, loss_cls: 1.4767, loss: 1.4767, grad_norm: 2.3293 2021-02-22 05:58:33,613 - mmaction - INFO - Epoch [224][40/470] lr: 3.235e-02, eta: 12:04:20, time: 2.318, data_time: 0.011, memory: 25994, top1_acc: 0.6372, top5_acc: 0.8424, loss_cls: 1.4987, loss: 1.4987, grad_norm: 2.3493 2021-02-22 05:59:18,368 - mmaction - INFO - Epoch [224][60/470] lr: 3.235e-02, eta: 12:03:22, time: 2.241, data_time: 0.007, memory: 25994, top1_acc: 0.6479, top5_acc: 0.8356, loss_cls: 1.4928, loss: 1.4928, grad_norm: 2.3147 2021-02-22 06:00:03,715 - mmaction - INFO - Epoch [224][80/470] lr: 3.235e-02, eta: 12:02:24, time: 2.266, data_time: 0.003, memory: 25994, top1_acc: 0.6382, top5_acc: 0.8298, loss_cls: 1.5197, loss: 1.5197, grad_norm: 2.3379 2021-02-22 06:00:50,178 - mmaction - INFO - Epoch [224][100/470] lr: 3.235e-02, eta: 12:01:27, time: 2.310, data_time: 0.005, memory: 25994, top1_acc: 0.6391, top5_acc: 0.8363, loss_cls: 1.5169, loss: 1.5169, grad_norm: 2.3828 2021-02-22 06:01:36,677 - mmaction - INFO - Epoch [224][120/470] lr: 3.235e-02, eta: 12:00:29, time: 2.339, data_time: 0.018, memory: 25994, top1_acc: 0.6337, top5_acc: 0.8295, loss_cls: 1.5516, loss: 1.5516, grad_norm: 2.4104 2021-02-22 06:02:22,524 - mmaction - INFO - Epoch [224][140/470] lr: 3.235e-02, eta: 11:59:31, time: 2.292, data_time: 0.003, memory: 25994, top1_acc: 0.6396, top5_acc: 0.8366, loss_cls: 1.5028, loss: 1.5028, grad_norm: 2.3458 2021-02-22 06:03:08,355 - mmaction - INFO - Epoch [224][160/470] lr: 3.235e-02, eta: 11:58:34, time: 2.286, data_time: 0.005, memory: 25994, top1_acc: 0.6443, top5_acc: 0.8343, loss_cls: 1.4975, loss: 1.4975, grad_norm: 2.3266 2021-02-22 06:03:53,291 - mmaction - INFO - Epoch [224][180/470] lr: 3.235e-02, eta: 11:57:36, time: 2.251, data_time: 0.016, memory: 25994, top1_acc: 0.6384, top5_acc: 0.8344, loss_cls: 1.5141, loss: 1.5141, grad_norm: 2.3982 2021-02-22 06:04:38,819 - mmaction - INFO - Epoch [224][200/470] lr: 3.235e-02, eta: 11:56:38, time: 2.277, data_time: 0.005, memory: 25994, top1_acc: 0.6354, top5_acc: 0.8304, loss_cls: 1.5372, loss: 1.5372, grad_norm: 2.3758 2021-02-22 06:05:23,962 - mmaction - INFO - Epoch [224][220/470] lr: 3.235e-02, eta: 11:55:40, time: 2.259, data_time: 0.006, memory: 25994, top1_acc: 0.6303, top5_acc: 0.8299, loss_cls: 1.5376, loss: 1.5376, grad_norm: 2.4021 2021-02-22 06:06:11,137 - mmaction - INFO - Epoch [224][240/470] lr: 3.235e-02, eta: 11:54:43, time: 2.352, data_time: 0.003, memory: 25994, top1_acc: 0.6246, top5_acc: 0.8245, loss_cls: 1.5902, loss: 1.5902, grad_norm: 2.4377 2021-02-22 06:06:57,725 - mmaction - INFO - Epoch [224][260/470] lr: 3.235e-02, eta: 11:53:45, time: 2.336, data_time: 0.011, memory: 25994, top1_acc: 0.6312, top5_acc: 0.8239, loss_cls: 1.5648, loss: 1.5648, grad_norm: 2.4057 2021-02-22 06:07:46,495 - mmaction - INFO - Epoch [224][280/470] lr: 3.235e-02, eta: 11:52:48, time: 2.435, data_time: 0.005, memory: 25994, top1_acc: 0.6340, top5_acc: 0.8355, loss_cls: 1.5186, loss: 1.5186, grad_norm: 2.3730 2021-02-22 06:08:40,703 - mmaction - INFO - Epoch [224][300/470] lr: 3.235e-02, eta: 11:51:52, time: 2.712, data_time: 0.006, memory: 25994, top1_acc: 0.6359, top5_acc: 0.8338, loss_cls: 1.5187, loss: 1.5187, grad_norm: 2.3933 2021-02-22 06:09:27,698 - mmaction - INFO - Epoch [224][320/470] lr: 3.235e-02, eta: 11:50:54, time: 2.352, data_time: 0.005, memory: 25994, top1_acc: 0.6346, top5_acc: 0.8285, loss_cls: 1.5410, loss: 1.5410, grad_norm: 2.3872 2021-02-22 06:10:13,303 - mmaction - INFO - Epoch [224][340/470] lr: 3.235e-02, eta: 11:49:56, time: 2.272, data_time: 0.003, memory: 25994, top1_acc: 0.6295, top5_acc: 0.8330, loss_cls: 1.5341, loss: 1.5341, grad_norm: 2.4288 2021-02-22 06:10:58,317 - mmaction - INFO - Epoch [224][360/470] lr: 3.235e-02, eta: 11:48:59, time: 2.257, data_time: 0.012, memory: 25994, top1_acc: 0.6339, top5_acc: 0.8291, loss_cls: 1.5294, loss: 1.5294, grad_norm: 2.4077 2021-02-22 06:12:00,478 - mmaction - INFO - Epoch [224][380/470] lr: 3.235e-02, eta: 11:48:03, time: 3.107, data_time: 0.004, memory: 25994, top1_acc: 0.6295, top5_acc: 0.8269, loss_cls: 1.5506, loss: 1.5506, grad_norm: 2.3891 2021-02-22 06:12:47,777 - mmaction - INFO - Epoch [224][400/470] lr: 3.235e-02, eta: 11:47:06, time: 2.362, data_time: 0.005, memory: 25994, top1_acc: 0.6258, top5_acc: 0.8249, loss_cls: 1.5809, loss: 1.5809, grad_norm: 2.4543 2021-02-22 06:13:33,172 - mmaction - INFO - Epoch [224][420/470] lr: 3.235e-02, eta: 11:46:08, time: 2.273, data_time: 0.008, memory: 25994, top1_acc: 0.6391, top5_acc: 0.8368, loss_cls: 1.5188, loss: 1.5188, grad_norm: 2.3703 2021-02-22 06:14:19,440 - mmaction - INFO - Epoch [224][440/470] lr: 3.235e-02, eta: 11:45:11, time: 2.312, data_time: 0.006, memory: 25994, top1_acc: 0.6388, top5_acc: 0.8316, loss_cls: 1.5018, loss: 1.5018, grad_norm: 2.3586 2021-02-22 06:15:04,232 - mmaction - INFO - Epoch [224][460/470] lr: 3.235e-02, eta: 11:44:13, time: 2.241, data_time: 0.006, memory: 25994, top1_acc: 0.6343, top5_acc: 0.8320, loss_cls: 1.5326, loss: 1.5326, grad_norm: 2.4018 2021-02-22 06:15:38,012 - mmaction - INFO - Saving checkpoint at 224 epochs 2021-02-22 06:19:45,912 - mmaction - INFO - Epoch [225][20/470] lr: 3.045e-02, eta: 11:43:12, time: 12.310, data_time: 10.103, memory: 25994, top1_acc: 0.6501, top5_acc: 0.8410, loss_cls: 1.4581, loss: 1.4581, grad_norm: 2.3676 2021-02-22 06:20:37,499 - mmaction - INFO - Epoch [225][40/470] lr: 3.045e-02, eta: 11:42:15, time: 2.582, data_time: 0.016, memory: 25994, top1_acc: 0.6451, top5_acc: 0.8412, loss_cls: 1.4744, loss: 1.4744, grad_norm: 2.3775 2021-02-22 06:21:38,960 - mmaction - INFO - Epoch [225][60/470] lr: 3.045e-02, eta: 11:41:19, time: 3.072, data_time: 0.003, memory: 25994, top1_acc: 0.6390, top5_acc: 0.8307, loss_cls: 1.5226, loss: 1.5226, grad_norm: 2.4248 2021-02-22 06:22:24,758 - mmaction - INFO - Epoch [225][80/470] lr: 3.045e-02, eta: 11:40:22, time: 2.281, data_time: 0.002, memory: 25994, top1_acc: 0.6457, top5_acc: 0.8398, loss_cls: 1.4806, loss: 1.4806, grad_norm: 2.3705 2021-02-22 06:23:10,415 - mmaction - INFO - Epoch [225][100/470] lr: 3.045e-02, eta: 11:39:24, time: 2.281, data_time: 0.013, memory: 25994, top1_acc: 0.6471, top5_acc: 0.8388, loss_cls: 1.4783, loss: 1.4783, grad_norm: 2.3642 2021-02-22 06:23:55,446 - mmaction - INFO - Epoch [225][120/470] lr: 3.045e-02, eta: 11:38:26, time: 2.261, data_time: 0.013, memory: 25994, top1_acc: 0.6506, top5_acc: 0.8383, loss_cls: 1.4844, loss: 1.4844, grad_norm: 2.3702 2021-02-22 06:24:40,391 - mmaction - INFO - Epoch [225][140/470] lr: 3.045e-02, eta: 11:37:29, time: 2.246, data_time: 0.005, memory: 25994, top1_acc: 0.6400, top5_acc: 0.8372, loss_cls: 1.4925, loss: 1.4925, grad_norm: 2.3473 2021-02-22 06:25:25,920 - mmaction - INFO - Epoch [225][160/470] lr: 3.045e-02, eta: 11:36:31, time: 2.277, data_time: 0.005, memory: 25994, top1_acc: 0.6380, top5_acc: 0.8277, loss_cls: 1.5467, loss: 1.5467, grad_norm: 2.4266 2021-02-22 06:26:09,598 - mmaction - INFO - Epoch [225][180/470] lr: 3.045e-02, eta: 11:35:33, time: 2.185, data_time: 0.004, memory: 25994, top1_acc: 0.6421, top5_acc: 0.8316, loss_cls: 1.5161, loss: 1.5161, grad_norm: 2.4059 2021-02-22 06:26:56,402 - mmaction - INFO - Epoch [225][200/470] lr: 3.045e-02, eta: 11:34:36, time: 2.330, data_time: 0.002, memory: 25994, top1_acc: 0.6395, top5_acc: 0.8367, loss_cls: 1.5062, loss: 1.5062, grad_norm: 2.4206 2021-02-22 06:27:43,435 - mmaction - INFO - Epoch [225][220/470] lr: 3.045e-02, eta: 11:33:38, time: 2.363, data_time: 0.014, memory: 25994, top1_acc: 0.6410, top5_acc: 0.8323, loss_cls: 1.5073, loss: 1.5073, grad_norm: 2.4376 2021-02-22 06:28:27,792 - mmaction - INFO - Epoch [225][240/470] lr: 3.045e-02, eta: 11:32:40, time: 2.217, data_time: 0.002, memory: 25994, top1_acc: 0.6420, top5_acc: 0.8390, loss_cls: 1.4843, loss: 1.4843, grad_norm: 2.3671 2021-02-22 06:29:12,903 - mmaction - INFO - Epoch [225][260/470] lr: 3.045e-02, eta: 11:31:43, time: 2.254, data_time: 0.004, memory: 25994, top1_acc: 0.6397, top5_acc: 0.8321, loss_cls: 1.5226, loss: 1.5226, grad_norm: 2.3723 2021-02-22 06:29:59,714 - mmaction - INFO - Epoch [225][280/470] lr: 3.045e-02, eta: 11:30:45, time: 2.343, data_time: 0.004, memory: 25994, top1_acc: 0.6404, top5_acc: 0.8373, loss_cls: 1.4940, loss: 1.4940, grad_norm: 2.3862 2021-02-22 06:30:44,144 - mmaction - INFO - Epoch [225][300/470] lr: 3.045e-02, eta: 11:29:47, time: 2.215, data_time: 0.001, memory: 25994, top1_acc: 0.6324, top5_acc: 0.8327, loss_cls: 1.5387, loss: 1.5387, grad_norm: 2.4542 2021-02-22 06:31:30,603 - mmaction - INFO - Epoch [225][320/470] lr: 3.045e-02, eta: 11:28:50, time: 2.327, data_time: 0.012, memory: 25994, top1_acc: 0.6497, top5_acc: 0.8375, loss_cls: 1.4795, loss: 1.4795, grad_norm: 2.3810 2021-02-22 06:32:19,128 - mmaction - INFO - Epoch [225][340/470] lr: 3.045e-02, eta: 11:27:53, time: 2.424, data_time: 0.005, memory: 25994, top1_acc: 0.6319, top5_acc: 0.8263, loss_cls: 1.5483, loss: 1.5483, grad_norm: 2.4734 2021-02-22 06:33:04,851 - mmaction - INFO - Epoch [225][360/470] lr: 3.045e-02, eta: 11:26:55, time: 2.290, data_time: 0.007, memory: 25994, top1_acc: 0.6395, top5_acc: 0.8360, loss_cls: 1.5116, loss: 1.5116, grad_norm: 2.4441 2021-02-22 06:33:49,098 - mmaction - INFO - Epoch [225][380/470] lr: 3.045e-02, eta: 11:25:57, time: 2.211, data_time: 0.003, memory: 25994, top1_acc: 0.6419, top5_acc: 0.8353, loss_cls: 1.4984, loss: 1.4984, grad_norm: 2.4153 2021-02-22 06:34:34,928 - mmaction - INFO - Epoch [225][400/470] lr: 3.045e-02, eta: 11:25:00, time: 2.288, data_time: 0.005, memory: 25994, top1_acc: 0.6354, top5_acc: 0.8392, loss_cls: 1.5045, loss: 1.5045, grad_norm: 2.4395 2021-02-22 06:35:20,947 - mmaction - INFO - Epoch [225][420/470] lr: 3.045e-02, eta: 11:24:02, time: 2.305, data_time: 0.009, memory: 25994, top1_acc: 0.6472, top5_acc: 0.8400, loss_cls: 1.4777, loss: 1.4777, grad_norm: 2.3882 2021-02-22 06:36:06,438 - mmaction - INFO - Epoch [225][440/470] lr: 3.045e-02, eta: 11:23:04, time: 2.275, data_time: 0.007, memory: 25994, top1_acc: 0.6369, top5_acc: 0.8328, loss_cls: 1.5304, loss: 1.5304, grad_norm: 2.4360 2021-02-22 06:36:52,241 - mmaction - INFO - Epoch [225][460/470] lr: 3.045e-02, eta: 11:22:07, time: 2.291, data_time: 0.004, memory: 25994, top1_acc: 0.6312, top5_acc: 0.8241, loss_cls: 1.5531, loss: 1.5531, grad_norm: 2.4418 2021-02-22 06:44:05,257 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-22 06:44:06,092 - mmaction - INFO - top1_acc 0.6682 top5_acc 0.8734 2021-02-22 06:44:06,092 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-22 06:44:06,158 - mmaction - INFO - mean_acc 0.6680 2021-02-22 06:44:06,159 - mmaction - INFO - Now best checkpoint is epoch_225.pth 2021-02-22 06:44:06,170 - mmaction - INFO - Epoch(val) [225][470] top1_acc: 0.6682, top5_acc: 0.8734, mean_class_accuracy: 0.6680 2021-02-22 06:48:04,488 - mmaction - INFO - Epoch [226][20/470] lr: 2.860e-02, eta: 11:21:04, time: 11.910, data_time: 9.486, memory: 25994, top1_acc: 0.6493, top5_acc: 0.8336, loss_cls: 1.4934, loss: 1.4934, grad_norm: 2.4153 2021-02-22 06:48:51,435 - mmaction - INFO - Epoch [226][40/470] lr: 2.860e-02, eta: 11:20:06, time: 2.351, data_time: 0.009, memory: 25994, top1_acc: 0.6490, top5_acc: 0.8466, loss_cls: 1.4613, loss: 1.4613, grad_norm: 2.3941 2021-02-22 06:49:36,149 - mmaction - INFO - Epoch [226][60/470] lr: 2.860e-02, eta: 11:19:09, time: 2.237, data_time: 0.004, memory: 25994, top1_acc: 0.6476, top5_acc: 0.8400, loss_cls: 1.4827, loss: 1.4827, grad_norm: 2.4631 2021-02-22 06:50:21,158 - mmaction - INFO - Epoch [226][80/470] lr: 2.860e-02, eta: 11:18:11, time: 2.247, data_time: 0.012, memory: 25994, top1_acc: 0.6510, top5_acc: 0.8400, loss_cls: 1.4538, loss: 1.4538, grad_norm: 2.4104 2021-02-22 06:51:07,124 - mmaction - INFO - Epoch [226][100/470] lr: 2.860e-02, eta: 11:17:13, time: 2.303, data_time: 0.009, memory: 25994, top1_acc: 0.6392, top5_acc: 0.8324, loss_cls: 1.4949, loss: 1.4949, grad_norm: 2.4189 2021-02-22 06:51:51,473 - mmaction - INFO - Epoch [226][120/470] lr: 2.860e-02, eta: 11:16:16, time: 2.216, data_time: 0.004, memory: 25994, top1_acc: 0.6534, top5_acc: 0.8425, loss_cls: 1.4788, loss: 1.4788, grad_norm: 2.3905 2021-02-22 06:52:37,648 - mmaction - INFO - Epoch [226][140/470] lr: 2.860e-02, eta: 11:15:18, time: 2.310, data_time: 0.004, memory: 25994, top1_acc: 0.6424, top5_acc: 0.8341, loss_cls: 1.5077, loss: 1.5077, grad_norm: 2.4506 2021-02-22 06:53:22,804 - mmaction - INFO - Epoch [226][160/470] lr: 2.860e-02, eta: 11:14:20, time: 2.257, data_time: 0.003, memory: 25994, top1_acc: 0.6506, top5_acc: 0.8409, loss_cls: 1.4791, loss: 1.4791, grad_norm: 2.4219 2021-02-22 06:54:16,350 - mmaction - INFO - Epoch [226][180/470] lr: 2.860e-02, eta: 11:13:24, time: 2.668, data_time: 0.008, memory: 25994, top1_acc: 0.6396, top5_acc: 0.8398, loss_cls: 1.4887, loss: 1.4887, grad_norm: 2.4600 2021-02-22 06:55:04,120 - mmaction - INFO - Epoch [226][200/470] lr: 2.860e-02, eta: 11:12:27, time: 2.398, data_time: 0.014, memory: 25994, top1_acc: 0.6462, top5_acc: 0.8400, loss_cls: 1.4802, loss: 1.4802, grad_norm: 2.4331 2021-02-22 06:55:52,373 - mmaction - INFO - Epoch [226][220/470] lr: 2.860e-02, eta: 11:11:29, time: 2.406, data_time: 0.009, memory: 25994, top1_acc: 0.6403, top5_acc: 0.8357, loss_cls: 1.5085, loss: 1.5085, grad_norm: 2.4494 2021-02-22 06:56:37,931 - mmaction - INFO - Epoch [226][240/470] lr: 2.860e-02, eta: 11:10:32, time: 2.285, data_time: 0.018, memory: 25994, top1_acc: 0.6505, top5_acc: 0.8416, loss_cls: 1.4600, loss: 1.4600, grad_norm: 2.3989 2021-02-22 06:57:23,876 - mmaction - INFO - Epoch [226][260/470] lr: 2.860e-02, eta: 11:09:34, time: 2.299, data_time: 0.006, memory: 25994, top1_acc: 0.6459, top5_acc: 0.8388, loss_cls: 1.4922, loss: 1.4922, grad_norm: 2.4689 2021-02-22 06:58:09,403 - mmaction - INFO - Epoch [226][280/470] lr: 2.860e-02, eta: 11:08:37, time: 2.274, data_time: 0.005, memory: 25994, top1_acc: 0.6471, top5_acc: 0.8451, loss_cls: 1.4628, loss: 1.4628, grad_norm: 2.4360 2021-02-22 06:58:53,989 - mmaction - INFO - Epoch [226][300/470] lr: 2.860e-02, eta: 11:07:39, time: 2.230, data_time: 0.006, memory: 25994, top1_acc: 0.6418, top5_acc: 0.8396, loss_cls: 1.4858, loss: 1.4858, grad_norm: 2.4371 2021-02-22 06:59:39,614 - mmaction - INFO - Epoch [226][320/470] lr: 2.860e-02, eta: 11:06:41, time: 2.281, data_time: 0.005, memory: 25994, top1_acc: 0.6477, top5_acc: 0.8352, loss_cls: 1.4903, loss: 1.4903, grad_norm: 2.4339 2021-02-22 07:00:24,293 - mmaction - INFO - Epoch [226][340/470] lr: 2.860e-02, eta: 11:05:44, time: 2.235, data_time: 0.006, memory: 25994, top1_acc: 0.6329, top5_acc: 0.8270, loss_cls: 1.5489, loss: 1.5489, grad_norm: 2.4812 2021-02-22 07:01:10,362 - mmaction - INFO - Epoch [226][360/470] lr: 2.860e-02, eta: 11:04:46, time: 2.304, data_time: 0.003, memory: 25994, top1_acc: 0.6401, top5_acc: 0.8322, loss_cls: 1.5152, loss: 1.5152, grad_norm: 2.4440 2021-02-22 07:01:56,855 - mmaction - INFO - Epoch [226][380/470] lr: 2.860e-02, eta: 11:03:49, time: 2.321, data_time: 0.002, memory: 25994, top1_acc: 0.6440, top5_acc: 0.8370, loss_cls: 1.4881, loss: 1.4881, grad_norm: 2.4455 2021-02-22 07:02:43,544 - mmaction - INFO - Epoch [226][400/470] lr: 2.860e-02, eta: 11:02:51, time: 2.337, data_time: 0.005, memory: 25994, top1_acc: 0.6535, top5_acc: 0.8460, loss_cls: 1.4546, loss: 1.4546, grad_norm: 2.4664 2021-02-22 07:03:29,969 - mmaction - INFO - Epoch [226][420/470] lr: 2.860e-02, eta: 11:01:54, time: 2.321, data_time: 0.004, memory: 25994, top1_acc: 0.6412, top5_acc: 0.8375, loss_cls: 1.5031, loss: 1.5031, grad_norm: 2.4835 2021-02-22 07:04:14,717 - mmaction - INFO - Epoch [226][440/470] lr: 2.860e-02, eta: 11:00:56, time: 2.238, data_time: 0.004, memory: 25994, top1_acc: 0.6435, top5_acc: 0.8371, loss_cls: 1.4824, loss: 1.4824, grad_norm: 2.4419 2021-02-22 07:04:59,178 - mmaction - INFO - Epoch [226][460/470] lr: 2.860e-02, eta: 10:59:59, time: 2.215, data_time: 0.003, memory: 25994, top1_acc: 0.6428, top5_acc: 0.8342, loss_cls: 1.4869, loss: 1.4869, grad_norm: 2.4730 2021-02-22 07:09:53,789 - mmaction - INFO - Epoch [227][20/470] lr: 2.680e-02, eta: 10:58:57, time: 12.675, data_time: 10.273, memory: 25994, top1_acc: 0.6543, top5_acc: 0.8423, loss_cls: 1.4396, loss: 1.4396, grad_norm: 2.4012 2021-02-22 07:10:37,529 - mmaction - INFO - Epoch [227][40/470] lr: 2.680e-02, eta: 10:57:59, time: 2.187, data_time: 0.008, memory: 25994, top1_acc: 0.6560, top5_acc: 0.8454, loss_cls: 1.4373, loss: 1.4373, grad_norm: 2.4549 2021-02-22 07:11:22,915 - mmaction - INFO - Epoch [227][60/470] lr: 2.680e-02, eta: 10:57:02, time: 2.270, data_time: 0.006, memory: 25994, top1_acc: 0.6483, top5_acc: 0.8366, loss_cls: 1.4804, loss: 1.4804, grad_norm: 2.4461 2021-02-22 07:12:14,951 - mmaction - INFO - Epoch [227][80/470] lr: 2.680e-02, eta: 10:56:05, time: 2.599, data_time: 0.007, memory: 25994, top1_acc: 0.6478, top5_acc: 0.8397, loss_cls: 1.4707, loss: 1.4707, grad_norm: 2.4629 2021-02-22 07:13:00,133 - mmaction - INFO - Epoch [227][100/470] lr: 2.680e-02, eta: 10:55:07, time: 2.263, data_time: 0.008, memory: 25994, top1_acc: 0.6503, top5_acc: 0.8355, loss_cls: 1.4731, loss: 1.4731, grad_norm: 2.4647 2021-02-22 07:13:46,647 - mmaction - INFO - Epoch [227][120/470] lr: 2.680e-02, eta: 10:54:10, time: 2.326, data_time: 0.004, memory: 25994, top1_acc: 0.6546, top5_acc: 0.8394, loss_cls: 1.4576, loss: 1.4576, grad_norm: 2.4306 2021-02-22 07:14:31,753 - mmaction - INFO - Epoch [227][140/470] lr: 2.680e-02, eta: 10:53:12, time: 2.254, data_time: 0.004, memory: 25994, top1_acc: 0.6496, top5_acc: 0.8415, loss_cls: 1.4715, loss: 1.4715, grad_norm: 2.4962 2021-02-22 07:15:18,422 - mmaction - INFO - Epoch [227][160/470] lr: 2.680e-02, eta: 10:52:15, time: 2.335, data_time: 0.007, memory: 25994, top1_acc: 0.6474, top5_acc: 0.8377, loss_cls: 1.4652, loss: 1.4652, grad_norm: 2.4893 2021-02-22 07:16:11,282 - mmaction - INFO - Epoch [227][180/470] lr: 2.680e-02, eta: 10:51:18, time: 2.642, data_time: 0.005, memory: 25994, top1_acc: 0.6442, top5_acc: 0.8411, loss_cls: 1.4770, loss: 1.4770, grad_norm: 2.5076 2021-02-22 07:17:05,610 - mmaction - INFO - Epoch [227][200/470] lr: 2.680e-02, eta: 10:50:22, time: 2.716, data_time: 0.004, memory: 25994, top1_acc: 0.6505, top5_acc: 0.8422, loss_cls: 1.4664, loss: 1.4664, grad_norm: 2.4671 2021-02-22 07:17:51,184 - mmaction - INFO - Epoch [227][220/470] lr: 2.680e-02, eta: 10:49:24, time: 2.279, data_time: 0.004, memory: 25994, top1_acc: 0.6472, top5_acc: 0.8376, loss_cls: 1.4855, loss: 1.4855, grad_norm: 2.4819 2021-02-22 07:18:37,679 - mmaction - INFO - Epoch [227][240/470] lr: 2.680e-02, eta: 10:48:27, time: 2.325, data_time: 0.007, memory: 25994, top1_acc: 0.6426, top5_acc: 0.8397, loss_cls: 1.4833, loss: 1.4833, grad_norm: 2.4756 2021-02-22 07:19:23,870 - mmaction - INFO - Epoch [227][260/470] lr: 2.680e-02, eta: 10:47:29, time: 2.299, data_time: 0.004, memory: 25994, top1_acc: 0.6492, top5_acc: 0.8407, loss_cls: 1.4645, loss: 1.4645, grad_norm: 2.4186 2021-02-22 07:20:14,791 - mmaction - INFO - Epoch [227][280/470] lr: 2.680e-02, eta: 10:46:33, time: 2.557, data_time: 0.015, memory: 25994, top1_acc: 0.6422, top5_acc: 0.8355, loss_cls: 1.4841, loss: 1.4841, grad_norm: 2.5055 2021-02-22 07:21:18,753 - mmaction - INFO - Epoch [227][300/470] lr: 2.680e-02, eta: 10:45:38, time: 3.198, data_time: 0.003, memory: 25994, top1_acc: 0.6475, top5_acc: 0.8402, loss_cls: 1.4700, loss: 1.4700, grad_norm: 2.4973 2021-02-22 07:22:04,305 - mmaction - INFO - Epoch [227][320/470] lr: 2.680e-02, eta: 10:44:40, time: 2.277, data_time: 0.004, memory: 25994, top1_acc: 0.6481, top5_acc: 0.8386, loss_cls: 1.4763, loss: 1.4763, grad_norm: 2.4884 2021-02-22 07:22:49,574 - mmaction - INFO - Epoch [227][340/470] lr: 2.680e-02, eta: 10:43:42, time: 2.265, data_time: 0.008, memory: 25994, top1_acc: 0.6439, top5_acc: 0.8400, loss_cls: 1.4665, loss: 1.4665, grad_norm: 2.4954 2021-02-22 07:23:35,885 - mmaction - INFO - Epoch [227][360/470] lr: 2.680e-02, eta: 10:42:45, time: 2.312, data_time: 0.007, memory: 25994, top1_acc: 0.6543, top5_acc: 0.8447, loss_cls: 1.4569, loss: 1.4569, grad_norm: 2.4507 2021-02-22 07:24:21,431 - mmaction - INFO - Epoch [227][380/470] lr: 2.680e-02, eta: 10:41:48, time: 2.281, data_time: 0.007, memory: 25994, top1_acc: 0.6372, top5_acc: 0.8342, loss_cls: 1.5167, loss: 1.5167, grad_norm: 2.5228 2021-02-22 07:25:08,130 - mmaction - INFO - Epoch [227][400/470] lr: 2.680e-02, eta: 10:40:50, time: 2.336, data_time: 0.003, memory: 25994, top1_acc: 0.6459, top5_acc: 0.8342, loss_cls: 1.4952, loss: 1.4952, grad_norm: 2.4775 2021-02-22 07:25:52,506 - mmaction - INFO - Epoch [227][420/470] lr: 2.680e-02, eta: 10:39:53, time: 2.219, data_time: 0.007, memory: 25994, top1_acc: 0.6464, top5_acc: 0.8421, loss_cls: 1.4571, loss: 1.4571, grad_norm: 2.4836 2021-02-22 07:26:40,309 - mmaction - INFO - Epoch [227][440/470] lr: 2.680e-02, eta: 10:38:55, time: 2.390, data_time: 0.002, memory: 25994, top1_acc: 0.6471, top5_acc: 0.8373, loss_cls: 1.4788, loss: 1.4788, grad_norm: 2.4853 2021-02-22 07:27:25,751 - mmaction - INFO - Epoch [227][460/470] lr: 2.680e-02, eta: 10:37:58, time: 2.267, data_time: 0.002, memory: 25994, top1_acc: 0.6469, top5_acc: 0.8403, loss_cls: 1.4872, loss: 1.4872, grad_norm: 2.4846 2021-02-22 07:32:09,549 - mmaction - INFO - Epoch [228][20/470] lr: 2.506e-02, eta: 10:36:55, time: 12.478, data_time: 10.162, memory: 25994, top1_acc: 0.6506, top5_acc: 0.8344, loss_cls: 1.4711, loss: 1.4711, grad_norm: 2.4541 2021-02-22 07:32:54,818 - mmaction - INFO - Epoch [228][40/470] lr: 2.506e-02, eta: 10:35:57, time: 2.265, data_time: 0.008, memory: 25994, top1_acc: 0.6593, top5_acc: 0.8469, loss_cls: 1.4230, loss: 1.4230, grad_norm: 2.4971 2021-02-22 07:33:39,210 - mmaction - INFO - Epoch [228][60/470] lr: 2.506e-02, eta: 10:35:00, time: 2.221, data_time: 0.003, memory: 25994, top1_acc: 0.6594, top5_acc: 0.8434, loss_cls: 1.4352, loss: 1.4352, grad_norm: 2.4730 2021-02-22 07:34:25,478 - mmaction - INFO - Epoch [228][80/470] lr: 2.506e-02, eta: 10:34:02, time: 2.310, data_time: 0.002, memory: 25994, top1_acc: 0.6575, top5_acc: 0.8448, loss_cls: 1.4314, loss: 1.4314, grad_norm: 2.4722 2021-02-22 07:35:12,058 - mmaction - INFO - Epoch [228][100/470] lr: 2.506e-02, eta: 10:33:05, time: 2.332, data_time: 0.010, memory: 25994, top1_acc: 0.6599, top5_acc: 0.8445, loss_cls: 1.4311, loss: 1.4311, grad_norm: 2.4587 2021-02-22 07:35:58,996 - mmaction - INFO - Epoch [228][120/470] lr: 2.506e-02, eta: 10:32:08, time: 2.340, data_time: 0.003, memory: 25994, top1_acc: 0.6508, top5_acc: 0.8447, loss_cls: 1.4444, loss: 1.4444, grad_norm: 2.5058 2021-02-22 07:36:43,403 - mmaction - INFO - Epoch [228][140/470] lr: 2.506e-02, eta: 10:31:10, time: 2.223, data_time: 0.015, memory: 25994, top1_acc: 0.6495, top5_acc: 0.8388, loss_cls: 1.4508, loss: 1.4508, grad_norm: 2.4753 2021-02-22 07:37:30,297 - mmaction - INFO - Epoch [228][160/470] lr: 2.506e-02, eta: 10:30:13, time: 2.348, data_time: 0.010, memory: 25994, top1_acc: 0.6519, top5_acc: 0.8381, loss_cls: 1.4697, loss: 1.4697, grad_norm: 2.4941 2021-02-22 07:38:15,355 - mmaction - INFO - Epoch [228][180/470] lr: 2.506e-02, eta: 10:29:15, time: 2.248, data_time: 0.005, memory: 25994, top1_acc: 0.6539, top5_acc: 0.8453, loss_cls: 1.4426, loss: 1.4426, grad_norm: 2.4377 2021-02-22 07:39:00,905 - mmaction - INFO - Epoch [228][200/470] lr: 2.506e-02, eta: 10:28:18, time: 2.282, data_time: 0.014, memory: 25994, top1_acc: 0.6521, top5_acc: 0.8469, loss_cls: 1.4442, loss: 1.4442, grad_norm: 2.5513 2021-02-22 07:39:46,377 - mmaction - INFO - Epoch [228][220/470] lr: 2.506e-02, eta: 10:27:20, time: 2.274, data_time: 0.006, memory: 25994, top1_acc: 0.6515, top5_acc: 0.8423, loss_cls: 1.4510, loss: 1.4510, grad_norm: 2.5211 2021-02-22 07:40:32,672 - mmaction - INFO - Epoch [228][240/470] lr: 2.506e-02, eta: 10:26:23, time: 2.314, data_time: 0.004, memory: 25994, top1_acc: 0.6560, top5_acc: 0.8419, loss_cls: 1.4461, loss: 1.4461, grad_norm: 2.5051 2021-02-22 07:41:19,725 - mmaction - INFO - Epoch [228][260/470] lr: 2.506e-02, eta: 10:25:25, time: 2.354, data_time: 0.007, memory: 25994, top1_acc: 0.6561, top5_acc: 0.8482, loss_cls: 1.4274, loss: 1.4274, grad_norm: 2.4912 2021-02-22 07:42:06,523 - mmaction - INFO - Epoch [228][280/470] lr: 2.506e-02, eta: 10:24:28, time: 2.340, data_time: 0.005, memory: 25994, top1_acc: 0.6475, top5_acc: 0.8380, loss_cls: 1.4707, loss: 1.4707, grad_norm: 2.5251 2021-02-22 07:42:52,681 - mmaction - INFO - Epoch [228][300/470] lr: 2.506e-02, eta: 10:23:31, time: 2.300, data_time: 0.003, memory: 25994, top1_acc: 0.6563, top5_acc: 0.8446, loss_cls: 1.4520, loss: 1.4520, grad_norm: 2.4983 2021-02-22 07:43:36,990 - mmaction - INFO - Epoch [228][320/470] lr: 2.506e-02, eta: 10:22:33, time: 2.221, data_time: 0.011, memory: 25994, top1_acc: 0.6608, top5_acc: 0.8435, loss_cls: 1.4328, loss: 1.4328, grad_norm: 2.4900 2021-02-22 07:44:23,427 - mmaction - INFO - Epoch [228][340/470] lr: 2.506e-02, eta: 10:21:36, time: 2.324, data_time: 0.005, memory: 25994, top1_acc: 0.6520, top5_acc: 0.8396, loss_cls: 1.4486, loss: 1.4486, grad_norm: 2.5346 2021-02-22 07:45:12,190 - mmaction - INFO - Epoch [228][360/470] lr: 2.506e-02, eta: 10:20:39, time: 2.438, data_time: 0.005, memory: 25994, top1_acc: 0.6574, top5_acc: 0.8504, loss_cls: 1.4219, loss: 1.4219, grad_norm: 2.5236 2021-02-22 07:45:57,063 - mmaction - INFO - Epoch [228][380/470] lr: 2.506e-02, eta: 10:19:41, time: 2.244, data_time: 0.004, memory: 25994, top1_acc: 0.6503, top5_acc: 0.8435, loss_cls: 1.4693, loss: 1.4693, grad_norm: 2.5834 2021-02-22 07:46:44,951 - mmaction - INFO - Epoch [228][400/470] lr: 2.506e-02, eta: 10:18:44, time: 2.393, data_time: 0.003, memory: 25994, top1_acc: 0.6526, top5_acc: 0.8403, loss_cls: 1.4468, loss: 1.4468, grad_norm: 2.4795 2021-02-22 07:47:29,323 - mmaction - INFO - Epoch [228][420/470] lr: 2.506e-02, eta: 10:17:47, time: 2.220, data_time: 0.013, memory: 25994, top1_acc: 0.6482, top5_acc: 0.8401, loss_cls: 1.4605, loss: 1.4605, grad_norm: 2.5387 2021-02-22 07:48:15,130 - mmaction - INFO - Epoch [228][440/470] lr: 2.506e-02, eta: 10:16:49, time: 2.292, data_time: 0.006, memory: 25994, top1_acc: 0.6499, top5_acc: 0.8438, loss_cls: 1.4633, loss: 1.4633, grad_norm: 2.4979 2021-02-22 07:49:02,067 - mmaction - INFO - Epoch [228][460/470] lr: 2.506e-02, eta: 10:15:52, time: 2.346, data_time: 0.004, memory: 25994, top1_acc: 0.6402, top5_acc: 0.8347, loss_cls: 1.5025, loss: 1.5025, grad_norm: 2.5258 2021-02-22 07:49:37,177 - mmaction - INFO - Saving checkpoint at 228 epochs 2021-02-22 07:53:33,011 - mmaction - INFO - Epoch [229][20/470] lr: 2.338e-02, eta: 10:14:46, time: 11.702, data_time: 9.037, memory: 25994, top1_acc: 0.6595, top5_acc: 0.8489, loss_cls: 1.4114, loss: 1.4114, grad_norm: 2.4971 2021-02-22 07:54:19,123 - mmaction - INFO - Epoch [229][40/470] lr: 2.338e-02, eta: 10:13:49, time: 2.305, data_time: 0.004, memory: 25994, top1_acc: 0.6623, top5_acc: 0.8516, loss_cls: 1.3975, loss: 1.3975, grad_norm: 2.4859 2021-02-22 07:55:05,471 - mmaction - INFO - Epoch [229][60/470] lr: 2.338e-02, eta: 10:12:51, time: 2.317, data_time: 0.006, memory: 25994, top1_acc: 0.6675, top5_acc: 0.8496, loss_cls: 1.3950, loss: 1.3950, grad_norm: 2.4560 2021-02-22 07:55:52,665 - mmaction - INFO - Epoch [229][80/470] lr: 2.338e-02, eta: 10:11:54, time: 2.362, data_time: 0.009, memory: 25994, top1_acc: 0.6523, top5_acc: 0.8443, loss_cls: 1.4467, loss: 1.4467, grad_norm: 2.5533 2021-02-22 07:56:38,306 - mmaction - INFO - Epoch [229][100/470] lr: 2.338e-02, eta: 10:10:57, time: 2.279, data_time: 0.004, memory: 25994, top1_acc: 0.6568, top5_acc: 0.8408, loss_cls: 1.4506, loss: 1.4506, grad_norm: 2.5832 2021-02-22 07:57:23,187 - mmaction - INFO - Epoch [229][120/470] lr: 2.338e-02, eta: 10:09:59, time: 2.246, data_time: 0.005, memory: 25994, top1_acc: 0.6598, top5_acc: 0.8473, loss_cls: 1.4252, loss: 1.4252, grad_norm: 2.5032 2021-02-22 07:58:09,543 - mmaction - INFO - Epoch [229][140/470] lr: 2.338e-02, eta: 10:09:02, time: 2.310, data_time: 0.004, memory: 25994, top1_acc: 0.6583, top5_acc: 0.8503, loss_cls: 1.4237, loss: 1.4237, grad_norm: 2.5029 2021-02-22 07:58:55,244 - mmaction - INFO - Epoch [229][160/470] lr: 2.338e-02, eta: 10:08:05, time: 2.293, data_time: 0.010, memory: 25994, top1_acc: 0.6490, top5_acc: 0.8430, loss_cls: 1.4690, loss: 1.4690, grad_norm: 2.5795 2021-02-22 07:59:40,893 - mmaction - INFO - Epoch [229][180/470] lr: 2.338e-02, eta: 10:07:07, time: 2.281, data_time: 0.003, memory: 25994, top1_acc: 0.6600, top5_acc: 0.8437, loss_cls: 1.4374, loss: 1.4374, grad_norm: 2.5634 2021-02-22 08:00:25,384 - mmaction - INFO - Epoch [229][200/470] lr: 2.338e-02, eta: 10:06:10, time: 2.225, data_time: 0.003, memory: 25994, top1_acc: 0.6602, top5_acc: 0.8492, loss_cls: 1.4203, loss: 1.4203, grad_norm: 2.5125 2021-02-22 08:01:14,124 - mmaction - INFO - Epoch [229][220/470] lr: 2.338e-02, eta: 10:05:13, time: 2.436, data_time: 0.004, memory: 25994, top1_acc: 0.6489, top5_acc: 0.8381, loss_cls: 1.4622, loss: 1.4622, grad_norm: 2.5814 2021-02-22 08:02:00,561 - mmaction - INFO - Epoch [229][240/470] lr: 2.338e-02, eta: 10:04:15, time: 2.322, data_time: 0.009, memory: 25994, top1_acc: 0.6528, top5_acc: 0.8437, loss_cls: 1.4380, loss: 1.4380, grad_norm: 2.5294 2021-02-22 08:02:46,623 - mmaction - INFO - Epoch [229][260/470] lr: 2.338e-02, eta: 10:03:18, time: 2.304, data_time: 0.004, memory: 25994, top1_acc: 0.6573, top5_acc: 0.8438, loss_cls: 1.4433, loss: 1.4433, grad_norm: 2.5612 2021-02-22 08:03:31,325 - mmaction - INFO - Epoch [229][280/470] lr: 2.338e-02, eta: 10:02:20, time: 2.235, data_time: 0.004, memory: 25994, top1_acc: 0.6565, top5_acc: 0.8458, loss_cls: 1.4266, loss: 1.4266, grad_norm: 2.5203 2021-02-22 08:04:18,969 - mmaction - INFO - Epoch [229][300/470] lr: 2.338e-02, eta: 10:01:23, time: 2.382, data_time: 0.004, memory: 25994, top1_acc: 0.6583, top5_acc: 0.8491, loss_cls: 1.4193, loss: 1.4193, grad_norm: 2.5727 2021-02-22 08:05:05,011 - mmaction - INFO - Epoch [229][320/470] lr: 2.338e-02, eta: 10:00:26, time: 2.288, data_time: 0.004, memory: 25994, top1_acc: 0.6586, top5_acc: 0.8480, loss_cls: 1.4370, loss: 1.4370, grad_norm: 2.5460 2021-02-22 08:05:53,835 - mmaction - INFO - Epoch [229][340/470] lr: 2.338e-02, eta: 9:59:29, time: 2.455, data_time: 0.017, memory: 25994, top1_acc: 0.6503, top5_acc: 0.8402, loss_cls: 1.4478, loss: 1.4478, grad_norm: 2.5569 2021-02-22 08:06:40,751 - mmaction - INFO - Epoch [229][360/470] lr: 2.338e-02, eta: 9:58:32, time: 2.347, data_time: 0.005, memory: 25994, top1_acc: 0.6594, top5_acc: 0.8440, loss_cls: 1.4228, loss: 1.4228, grad_norm: 2.5375 2021-02-22 08:07:26,272 - mmaction - INFO - Epoch [229][380/470] lr: 2.338e-02, eta: 9:57:34, time: 2.275, data_time: 0.004, memory: 25994, top1_acc: 0.6525, top5_acc: 0.8444, loss_cls: 1.4430, loss: 1.4430, grad_norm: 2.5927 2021-02-22 08:08:10,516 - mmaction - INFO - Epoch [229][400/470] lr: 2.338e-02, eta: 9:56:37, time: 2.213, data_time: 0.005, memory: 25994, top1_acc: 0.6547, top5_acc: 0.8421, loss_cls: 1.4386, loss: 1.4386, grad_norm: 2.5343 2021-02-22 08:09:04,744 - mmaction - INFO - Epoch [229][420/470] lr: 2.338e-02, eta: 9:55:41, time: 2.710, data_time: 0.002, memory: 25994, top1_acc: 0.6563, top5_acc: 0.8438, loss_cls: 1.4421, loss: 1.4421, grad_norm: 2.5869 2021-02-22 08:09:49,136 - mmaction - INFO - Epoch [229][440/470] lr: 2.338e-02, eta: 9:54:43, time: 2.220, data_time: 0.004, memory: 25994, top1_acc: 0.6618, top5_acc: 0.8500, loss_cls: 1.4127, loss: 1.4127, grad_norm: 2.5530 2021-02-22 08:10:34,541 - mmaction - INFO - Epoch [229][460/470] lr: 2.338e-02, eta: 9:53:46, time: 2.271, data_time: 0.005, memory: 25994, top1_acc: 0.6574, top5_acc: 0.8417, loss_cls: 1.4461, loss: 1.4461, grad_norm: 2.5306 2021-02-22 08:15:22,558 - mmaction - INFO - Epoch [230][20/470] lr: 2.176e-02, eta: 9:52:42, time: 12.670, data_time: 10.277, memory: 25994, top1_acc: 0.6616, top5_acc: 0.8467, loss_cls: 1.4038, loss: 1.4038, grad_norm: 2.5172 2021-02-22 08:16:12,814 - mmaction - INFO - Epoch [230][40/470] lr: 2.176e-02, eta: 9:51:45, time: 2.522, data_time: 0.013, memory: 25994, top1_acc: 0.6726, top5_acc: 0.8509, loss_cls: 1.3855, loss: 1.3855, grad_norm: 2.5225 2021-02-22 08:17:03,035 - mmaction - INFO - Epoch [230][60/470] lr: 2.176e-02, eta: 9:50:48, time: 2.509, data_time: 0.006, memory: 25994, top1_acc: 0.6676, top5_acc: 0.8539, loss_cls: 1.3863, loss: 1.3863, grad_norm: 2.5745 2021-02-22 08:17:46,803 - mmaction - INFO - Epoch [230][80/470] lr: 2.176e-02, eta: 9:49:50, time: 2.186, data_time: 0.006, memory: 25994, top1_acc: 0.6611, top5_acc: 0.8474, loss_cls: 1.4206, loss: 1.4206, grad_norm: 2.5842 2021-02-22 08:18:32,697 - mmaction - INFO - Epoch [230][100/470] lr: 2.176e-02, eta: 9:48:53, time: 2.298, data_time: 0.007, memory: 25994, top1_acc: 0.6691, top5_acc: 0.8504, loss_cls: 1.3837, loss: 1.3837, grad_norm: 2.5637 2021-02-22 08:19:18,786 - mmaction - INFO - Epoch [230][120/470] lr: 2.176e-02, eta: 9:47:56, time: 2.302, data_time: 0.003, memory: 25994, top1_acc: 0.6702, top5_acc: 0.8562, loss_cls: 1.3729, loss: 1.3729, grad_norm: 2.5553 2021-02-22 08:20:12,657 - mmaction - INFO - Epoch [230][140/470] lr: 2.176e-02, eta: 9:46:59, time: 2.696, data_time: 0.006, memory: 25994, top1_acc: 0.6622, top5_acc: 0.8521, loss_cls: 1.3888, loss: 1.3888, grad_norm: 2.5639 2021-02-22 08:20:59,244 - mmaction - INFO - Epoch [230][160/470] lr: 2.176e-02, eta: 9:46:02, time: 2.330, data_time: 0.005, memory: 25994, top1_acc: 0.6578, top5_acc: 0.8419, loss_cls: 1.4312, loss: 1.4312, grad_norm: 2.5491 2021-02-22 08:21:53,822 - mmaction - INFO - Epoch [230][180/470] lr: 2.176e-02, eta: 9:45:06, time: 2.724, data_time: 0.140, memory: 25994, top1_acc: 0.6587, top5_acc: 0.8453, loss_cls: 1.4285, loss: 1.4285, grad_norm: 2.5839 2021-02-22 08:22:39,053 - mmaction - INFO - Epoch [230][200/470] lr: 2.176e-02, eta: 9:44:08, time: 2.267, data_time: 0.010, memory: 25994, top1_acc: 0.6632, top5_acc: 0.8495, loss_cls: 1.3992, loss: 1.3992, grad_norm: 2.5846 2021-02-22 08:23:25,281 - mmaction - INFO - Epoch [230][220/470] lr: 2.176e-02, eta: 9:43:11, time: 2.296, data_time: 0.003, memory: 25994, top1_acc: 0.6658, top5_acc: 0.8492, loss_cls: 1.3999, loss: 1.3999, grad_norm: 2.5789 2021-02-22 08:24:12,808 - mmaction - INFO - Epoch [230][240/470] lr: 2.176e-02, eta: 9:42:14, time: 2.390, data_time: 0.022, memory: 25994, top1_acc: 0.6666, top5_acc: 0.8505, loss_cls: 1.3860, loss: 1.3860, grad_norm: 2.5380 2021-02-22 08:25:00,212 - mmaction - INFO - Epoch [230][260/470] lr: 2.176e-02, eta: 9:41:17, time: 2.369, data_time: 0.005, memory: 25994, top1_acc: 0.6585, top5_acc: 0.8464, loss_cls: 1.4207, loss: 1.4207, grad_norm: 2.5689 2021-02-22 08:25:45,634 - mmaction - INFO - Epoch [230][280/470] lr: 2.176e-02, eta: 9:40:19, time: 2.274, data_time: 0.007, memory: 25994, top1_acc: 0.6612, top5_acc: 0.8471, loss_cls: 1.4110, loss: 1.4110, grad_norm: 2.5642 2021-02-22 08:26:31,276 - mmaction - INFO - Epoch [230][300/470] lr: 2.176e-02, eta: 9:39:22, time: 2.282, data_time: 0.003, memory: 25994, top1_acc: 0.6595, top5_acc: 0.8468, loss_cls: 1.4203, loss: 1.4203, grad_norm: 2.6142 2021-02-22 08:27:18,222 - mmaction - INFO - Epoch [230][320/470] lr: 2.176e-02, eta: 9:38:25, time: 2.345, data_time: 0.005, memory: 25994, top1_acc: 0.6645, top5_acc: 0.8501, loss_cls: 1.4099, loss: 1.4099, grad_norm: 2.5844 2021-02-22 08:28:04,573 - mmaction - INFO - Epoch [230][340/470] lr: 2.176e-02, eta: 9:37:28, time: 2.316, data_time: 0.005, memory: 25994, top1_acc: 0.6697, top5_acc: 0.8480, loss_cls: 1.3978, loss: 1.3978, grad_norm: 2.6106 2021-02-22 08:28:50,504 - mmaction - INFO - Epoch [230][360/470] lr: 2.176e-02, eta: 9:36:30, time: 2.295, data_time: 0.008, memory: 25994, top1_acc: 0.6600, top5_acc: 0.8481, loss_cls: 1.4124, loss: 1.4124, grad_norm: 2.6025 2021-02-22 08:29:34,802 - mmaction - INFO - Epoch [230][380/470] lr: 2.176e-02, eta: 9:35:33, time: 2.218, data_time: 0.008, memory: 25994, top1_acc: 0.6574, top5_acc: 0.8489, loss_cls: 1.4124, loss: 1.4124, grad_norm: 2.6104 2021-02-22 08:30:21,457 - mmaction - INFO - Epoch [230][400/470] lr: 2.176e-02, eta: 9:34:36, time: 2.334, data_time: 0.008, memory: 25994, top1_acc: 0.6588, top5_acc: 0.8403, loss_cls: 1.4368, loss: 1.4368, grad_norm: 2.5989 2021-02-22 08:31:07,172 - mmaction - INFO - Epoch [230][420/470] lr: 2.176e-02, eta: 9:33:39, time: 2.287, data_time: 0.010, memory: 25994, top1_acc: 0.6615, top5_acc: 0.8479, loss_cls: 1.4124, loss: 1.4124, grad_norm: 2.5970 2021-02-22 08:31:52,573 - mmaction - INFO - Epoch [230][440/470] lr: 2.176e-02, eta: 9:32:41, time: 2.271, data_time: 0.004, memory: 25994, top1_acc: 0.6621, top5_acc: 0.8506, loss_cls: 1.4096, loss: 1.4096, grad_norm: 2.5869 2021-02-22 08:32:39,995 - mmaction - INFO - Epoch [230][460/470] lr: 2.176e-02, eta: 9:31:44, time: 2.370, data_time: 0.003, memory: 25994, top1_acc: 0.6572, top5_acc: 0.8458, loss_cls: 1.4284, loss: 1.4284, grad_norm: 2.6200 2021-02-22 08:39:50,347 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-22 08:39:51,114 - mmaction - INFO - top1_acc 0.6800 top5_acc 0.8799 2021-02-22 08:39:51,115 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-22 08:39:51,170 - mmaction - INFO - mean_acc 0.6799 2021-02-22 08:39:51,170 - mmaction - INFO - Now best checkpoint is epoch_230.pth 2021-02-22 08:39:51,178 - mmaction - INFO - Epoch(val) [230][470] top1_acc: 0.6800, top5_acc: 0.8799, mean_class_accuracy: 0.6799 2021-02-22 08:43:35,663 - mmaction - INFO - Epoch [231][20/470] lr: 2.019e-02, eta: 9:30:36, time: 11.217, data_time: 8.814, memory: 25994, top1_acc: 0.6592, top5_acc: 0.8457, loss_cls: 1.4127, loss: 1.4127, grad_norm: 2.5755 2021-02-22 08:44:20,775 - mmaction - INFO - Epoch [231][40/470] lr: 2.019e-02, eta: 9:29:38, time: 2.258, data_time: 0.008, memory: 25994, top1_acc: 0.6642, top5_acc: 0.8501, loss_cls: 1.3920, loss: 1.3920, grad_norm: 2.6034 2021-02-22 08:45:05,522 - mmaction - INFO - Epoch [231][60/470] lr: 2.019e-02, eta: 9:28:41, time: 2.240, data_time: 0.005, memory: 25994, top1_acc: 0.6798, top5_acc: 0.8543, loss_cls: 1.3524, loss: 1.3524, grad_norm: 2.5363 2021-02-22 08:45:50,785 - mmaction - INFO - Epoch [231][80/470] lr: 2.019e-02, eta: 9:27:44, time: 2.261, data_time: 0.002, memory: 25994, top1_acc: 0.6708, top5_acc: 0.8532, loss_cls: 1.3574, loss: 1.3574, grad_norm: 2.5847 2021-02-22 08:46:36,442 - mmaction - INFO - Epoch [231][100/470] lr: 2.019e-02, eta: 9:26:46, time: 2.282, data_time: 0.006, memory: 25994, top1_acc: 0.6793, top5_acc: 0.8583, loss_cls: 1.3341, loss: 1.3341, grad_norm: 2.5849 2021-02-22 08:47:22,094 - mmaction - INFO - Epoch [231][120/470] lr: 2.019e-02, eta: 9:25:49, time: 2.284, data_time: 0.006, memory: 25994, top1_acc: 0.6686, top5_acc: 0.8501, loss_cls: 1.3926, loss: 1.3926, grad_norm: 2.6236 2021-02-22 08:48:07,718 - mmaction - INFO - Epoch [231][140/470] lr: 2.019e-02, eta: 9:24:52, time: 2.279, data_time: 0.007, memory: 25994, top1_acc: 0.6581, top5_acc: 0.8437, loss_cls: 1.4104, loss: 1.4104, grad_norm: 2.6237 2021-02-22 08:48:54,537 - mmaction - INFO - Epoch [231][160/470] lr: 2.019e-02, eta: 9:23:55, time: 2.343, data_time: 0.008, memory: 25994, top1_acc: 0.6652, top5_acc: 0.8497, loss_cls: 1.3946, loss: 1.3946, grad_norm: 2.6447 2021-02-22 08:49:40,395 - mmaction - INFO - Epoch [231][180/470] lr: 2.019e-02, eta: 9:22:57, time: 2.291, data_time: 0.005, memory: 25994, top1_acc: 0.6629, top5_acc: 0.8490, loss_cls: 1.3994, loss: 1.3994, grad_norm: 2.6050 2021-02-22 08:50:24,033 - mmaction - INFO - Epoch [231][200/470] lr: 2.019e-02, eta: 9:22:00, time: 2.183, data_time: 0.004, memory: 25994, top1_acc: 0.6743, top5_acc: 0.8566, loss_cls: 1.3487, loss: 1.3487, grad_norm: 2.5727 2021-02-22 08:51:09,553 - mmaction - INFO - Epoch [231][220/470] lr: 2.019e-02, eta: 9:21:03, time: 2.275, data_time: 0.003, memory: 25994, top1_acc: 0.6703, top5_acc: 0.8497, loss_cls: 1.3766, loss: 1.3766, grad_norm: 2.5715 2021-02-22 08:51:55,053 - mmaction - INFO - Epoch [231][240/470] lr: 2.019e-02, eta: 9:20:05, time: 2.270, data_time: 0.007, memory: 25994, top1_acc: 0.6607, top5_acc: 0.8496, loss_cls: 1.4033, loss: 1.4033, grad_norm: 2.6394 2021-02-22 08:52:42,786 - mmaction - INFO - Epoch [231][260/470] lr: 2.019e-02, eta: 9:19:08, time: 2.393, data_time: 0.011, memory: 25994, top1_acc: 0.6621, top5_acc: 0.8450, loss_cls: 1.4090, loss: 1.4090, grad_norm: 2.6149 2021-02-22 08:53:32,662 - mmaction - INFO - Epoch [231][280/470] lr: 2.019e-02, eta: 9:18:12, time: 2.493, data_time: 0.004, memory: 25994, top1_acc: 0.6705, top5_acc: 0.8460, loss_cls: 1.3847, loss: 1.3847, grad_norm: 2.5576 2021-02-22 08:54:25,173 - mmaction - INFO - Epoch [231][300/470] lr: 2.019e-02, eta: 9:17:15, time: 2.624, data_time: 0.004, memory: 25994, top1_acc: 0.6594, top5_acc: 0.8462, loss_cls: 1.4235, loss: 1.4235, grad_norm: 2.6123 2021-02-22 08:55:10,231 - mmaction - INFO - Epoch [231][320/470] lr: 2.019e-02, eta: 9:16:18, time: 2.253, data_time: 0.006, memory: 25994, top1_acc: 0.6712, top5_acc: 0.8559, loss_cls: 1.3769, loss: 1.3769, grad_norm: 2.5764 2021-02-22 08:55:55,013 - mmaction - INFO - Epoch [231][340/470] lr: 2.019e-02, eta: 9:15:20, time: 2.239, data_time: 0.004, memory: 25994, top1_acc: 0.6696, top5_acc: 0.8468, loss_cls: 1.4052, loss: 1.4052, grad_norm: 2.6117 2021-02-22 08:56:42,236 - mmaction - INFO - Epoch [231][360/470] lr: 2.019e-02, eta: 9:14:23, time: 2.360, data_time: 0.005, memory: 25994, top1_acc: 0.6517, top5_acc: 0.8434, loss_cls: 1.4453, loss: 1.4453, grad_norm: 2.6770 2021-02-22 08:57:27,345 - mmaction - INFO - Epoch [231][380/470] lr: 2.019e-02, eta: 9:13:26, time: 2.257, data_time: 0.006, memory: 25994, top1_acc: 0.6667, top5_acc: 0.8519, loss_cls: 1.3709, loss: 1.3709, grad_norm: 2.6150 2021-02-22 08:58:12,248 - mmaction - INFO - Epoch [231][400/470] lr: 2.019e-02, eta: 9:12:29, time: 2.242, data_time: 0.004, memory: 25994, top1_acc: 0.6591, top5_acc: 0.8432, loss_cls: 1.4308, loss: 1.4308, grad_norm: 2.6456 2021-02-22 08:58:57,036 - mmaction - INFO - Epoch [231][420/470] lr: 2.019e-02, eta: 9:11:31, time: 2.244, data_time: 0.006, memory: 25994, top1_acc: 0.6576, top5_acc: 0.8458, loss_cls: 1.4343, loss: 1.4343, grad_norm: 2.6620 2021-02-22 08:59:42,413 - mmaction - INFO - Epoch [231][440/470] lr: 2.019e-02, eta: 9:10:34, time: 2.261, data_time: 0.003, memory: 25994, top1_acc: 0.6718, top5_acc: 0.8521, loss_cls: 1.3792, loss: 1.3792, grad_norm: 2.5757 2021-02-22 09:00:30,095 - mmaction - INFO - Epoch [231][460/470] lr: 2.019e-02, eta: 9:09:37, time: 2.385, data_time: 0.011, memory: 25994, top1_acc: 0.6566, top5_acc: 0.8496, loss_cls: 1.4205, loss: 1.4205, grad_norm: 2.6499 2021-02-22 09:05:16,465 - mmaction - INFO - Epoch [232][20/470] lr: 1.868e-02, eta: 9:08:31, time: 12.571, data_time: 10.158, memory: 25994, top1_acc: 0.6741, top5_acc: 0.8504, loss_cls: 1.3719, loss: 1.3719, grad_norm: 2.5937 2021-02-22 09:06:08,373 - mmaction - INFO - Epoch [232][40/470] lr: 1.868e-02, eta: 9:07:35, time: 2.596, data_time: 0.006, memory: 25994, top1_acc: 0.6732, top5_acc: 0.8588, loss_cls: 1.3456, loss: 1.3456, grad_norm: 2.6162 2021-02-22 09:06:55,691 - mmaction - INFO - Epoch [232][60/470] lr: 1.868e-02, eta: 9:06:38, time: 2.367, data_time: 0.007, memory: 25994, top1_acc: 0.6703, top5_acc: 0.8562, loss_cls: 1.3760, loss: 1.3760, grad_norm: 2.6424 2021-02-22 09:07:43,957 - mmaction - INFO - Epoch [232][80/470] lr: 1.868e-02, eta: 9:05:41, time: 2.412, data_time: 0.003, memory: 25994, top1_acc: 0.6702, top5_acc: 0.8523, loss_cls: 1.3836, loss: 1.3836, grad_norm: 2.5953 2021-02-22 09:08:37,610 - mmaction - INFO - Epoch [232][100/470] lr: 1.868e-02, eta: 9:04:44, time: 2.682, data_time: 0.011, memory: 25994, top1_acc: 0.6777, top5_acc: 0.8598, loss_cls: 1.3284, loss: 1.3284, grad_norm: 2.6032 2021-02-22 09:09:24,855 - mmaction - INFO - Epoch [232][120/470] lr: 1.868e-02, eta: 9:03:47, time: 2.363, data_time: 0.004, memory: 25994, top1_acc: 0.6741, top5_acc: 0.8607, loss_cls: 1.3448, loss: 1.3448, grad_norm: 2.6203 2021-02-22 09:10:12,154 - mmaction - INFO - Epoch [232][140/470] lr: 1.868e-02, eta: 9:02:50, time: 2.365, data_time: 0.005, memory: 25994, top1_acc: 0.6651, top5_acc: 0.8493, loss_cls: 1.3845, loss: 1.3845, grad_norm: 2.6519 2021-02-22 09:10:59,681 - mmaction - INFO - Epoch [232][160/470] lr: 1.868e-02, eta: 9:01:53, time: 2.374, data_time: 0.005, memory: 25994, top1_acc: 0.6751, top5_acc: 0.8586, loss_cls: 1.3495, loss: 1.3495, grad_norm: 2.6235 2021-02-22 09:11:56,880 - mmaction - INFO - Epoch [232][180/470] lr: 1.868e-02, eta: 9:00:57, time: 2.863, data_time: 0.006, memory: 25994, top1_acc: 0.6723, top5_acc: 0.8498, loss_cls: 1.3759, loss: 1.3759, grad_norm: 2.6521 2021-02-22 09:12:42,308 - mmaction - INFO - Epoch [232][200/470] lr: 1.868e-02, eta: 9:00:00, time: 2.273, data_time: 0.004, memory: 25994, top1_acc: 0.6736, top5_acc: 0.8546, loss_cls: 1.3627, loss: 1.3627, grad_norm: 2.6524 2021-02-22 09:13:31,440 - mmaction - INFO - Epoch [232][220/470] lr: 1.868e-02, eta: 8:59:03, time: 2.449, data_time: 0.008, memory: 25994, top1_acc: 0.6651, top5_acc: 0.8540, loss_cls: 1.3700, loss: 1.3700, grad_norm: 2.6454 2021-02-22 09:14:16,586 - mmaction - INFO - Epoch [232][240/470] lr: 1.868e-02, eta: 8:58:06, time: 2.262, data_time: 0.014, memory: 25994, top1_acc: 0.6699, top5_acc: 0.8504, loss_cls: 1.3972, loss: 1.3972, grad_norm: 2.6420 2021-02-22 09:15:04,936 - mmaction - INFO - Epoch [232][260/470] lr: 1.868e-02, eta: 8:57:09, time: 2.419, data_time: 0.005, memory: 25994, top1_acc: 0.6741, top5_acc: 0.8558, loss_cls: 1.3548, loss: 1.3548, grad_norm: 2.5807 2021-02-22 09:15:50,053 - mmaction - INFO - Epoch [232][280/470] lr: 1.868e-02, eta: 8:56:12, time: 2.256, data_time: 0.007, memory: 25994, top1_acc: 0.6723, top5_acc: 0.8539, loss_cls: 1.3790, loss: 1.3790, grad_norm: 2.6643 2021-02-22 09:16:49,268 - mmaction - INFO - Epoch [232][300/470] lr: 1.868e-02, eta: 8:55:16, time: 2.959, data_time: 0.004, memory: 25994, top1_acc: 0.6621, top5_acc: 0.8483, loss_cls: 1.4204, loss: 1.4204, grad_norm: 2.6465 2021-02-22 09:17:33,859 - mmaction - INFO - Epoch [232][320/470] lr: 1.868e-02, eta: 8:54:18, time: 2.232, data_time: 0.008, memory: 25994, top1_acc: 0.6682, top5_acc: 0.8494, loss_cls: 1.3872, loss: 1.3872, grad_norm: 2.6600 2021-02-22 09:18:20,589 - mmaction - INFO - Epoch [232][340/470] lr: 1.868e-02, eta: 8:53:21, time: 2.338, data_time: 0.003, memory: 25994, top1_acc: 0.6641, top5_acc: 0.8483, loss_cls: 1.3905, loss: 1.3905, grad_norm: 2.6864 2021-02-22 09:19:07,074 - mmaction - INFO - Epoch [232][360/470] lr: 1.868e-02, eta: 8:52:24, time: 2.323, data_time: 0.004, memory: 25994, top1_acc: 0.6687, top5_acc: 0.8518, loss_cls: 1.3820, loss: 1.3820, grad_norm: 2.6648 2021-02-22 09:20:01,157 - mmaction - INFO - Epoch [232][380/470] lr: 1.868e-02, eta: 8:51:28, time: 2.706, data_time: 0.005, memory: 25994, top1_acc: 0.6636, top5_acc: 0.8495, loss_cls: 1.3963, loss: 1.3963, grad_norm: 2.6986 2021-02-22 09:20:58,804 - mmaction - INFO - Epoch [232][400/470] lr: 1.868e-02, eta: 8:50:32, time: 2.872, data_time: 0.008, memory: 25994, top1_acc: 0.6687, top5_acc: 0.8544, loss_cls: 1.3692, loss: 1.3692, grad_norm: 2.6611 2021-02-22 09:22:02,486 - mmaction - INFO - Epoch [232][420/470] lr: 1.868e-02, eta: 8:49:37, time: 3.191, data_time: 0.012, memory: 25994, top1_acc: 0.6659, top5_acc: 0.8503, loss_cls: 1.3715, loss: 1.3715, grad_norm: 2.6216 2021-02-22 09:22:49,033 - mmaction - INFO - Epoch [232][440/470] lr: 1.868e-02, eta: 8:48:40, time: 2.321, data_time: 0.006, memory: 25994, top1_acc: 0.6734, top5_acc: 0.8582, loss_cls: 1.3518, loss: 1.3518, grad_norm: 2.6097 2021-02-22 09:23:35,340 - mmaction - INFO - Epoch [232][460/470] lr: 1.868e-02, eta: 8:47:43, time: 2.324, data_time: 0.021, memory: 25994, top1_acc: 0.6680, top5_acc: 0.8509, loss_cls: 1.3771, loss: 1.3771, grad_norm: 2.6539 2021-02-22 09:24:14,328 - mmaction - INFO - Saving checkpoint at 232 epochs 2021-02-22 09:28:43,904 - mmaction - INFO - Epoch [233][20/470] lr: 1.722e-02, eta: 8:46:37, time: 13.374, data_time: 10.929, memory: 25994, top1_acc: 0.6769, top5_acc: 0.8532, loss_cls: 1.3673, loss: 1.3673, grad_norm: 2.6357 2021-02-22 09:29:35,480 - mmaction - INFO - Epoch [233][40/470] lr: 1.722e-02, eta: 8:45:41, time: 2.578, data_time: 0.007, memory: 25994, top1_acc: 0.6824, top5_acc: 0.8613, loss_cls: 1.3282, loss: 1.3282, grad_norm: 2.5978 2021-02-22 09:30:23,512 - mmaction - INFO - Epoch [233][60/470] lr: 1.722e-02, eta: 8:44:44, time: 2.404, data_time: 0.011, memory: 25994, top1_acc: 0.6820, top5_acc: 0.8647, loss_cls: 1.3096, loss: 1.3096, grad_norm: 2.6519 2021-02-22 09:31:10,114 - mmaction - INFO - Epoch [233][80/470] lr: 1.722e-02, eta: 8:43:47, time: 2.323, data_time: 0.004, memory: 25994, top1_acc: 0.6742, top5_acc: 0.8561, loss_cls: 1.3413, loss: 1.3413, grad_norm: 2.6882 2021-02-22 09:31:55,225 - mmaction - INFO - Epoch [233][100/470] lr: 1.722e-02, eta: 8:42:49, time: 2.262, data_time: 0.013, memory: 25994, top1_acc: 0.6710, top5_acc: 0.8528, loss_cls: 1.3692, loss: 1.3692, grad_norm: 2.6735 2021-02-22 09:32:45,636 - mmaction - INFO - Epoch [233][120/470] lr: 1.722e-02, eta: 8:41:53, time: 2.519, data_time: 0.005, memory: 25994, top1_acc: 0.6712, top5_acc: 0.8566, loss_cls: 1.3598, loss: 1.3598, grad_norm: 2.7155 2021-02-22 09:33:32,742 - mmaction - INFO - Epoch [233][140/470] lr: 1.722e-02, eta: 8:40:56, time: 2.349, data_time: 0.006, memory: 25994, top1_acc: 0.6760, top5_acc: 0.8562, loss_cls: 1.3499, loss: 1.3499, grad_norm: 2.6406 2021-02-22 09:34:19,645 - mmaction - INFO - Epoch [233][160/470] lr: 1.722e-02, eta: 8:39:59, time: 2.354, data_time: 0.017, memory: 25994, top1_acc: 0.6763, top5_acc: 0.8569, loss_cls: 1.3491, loss: 1.3491, grad_norm: 2.7091 2021-02-22 09:35:06,505 - mmaction - INFO - Epoch [233][180/470] lr: 1.722e-02, eta: 8:39:02, time: 2.337, data_time: 0.006, memory: 25994, top1_acc: 0.6717, top5_acc: 0.8544, loss_cls: 1.3613, loss: 1.3613, grad_norm: 2.6794 2021-02-22 09:35:54,546 - mmaction - INFO - Epoch [233][200/470] lr: 1.722e-02, eta: 8:38:05, time: 2.408, data_time: 0.013, memory: 25994, top1_acc: 0.6793, top5_acc: 0.8552, loss_cls: 1.3392, loss: 1.3392, grad_norm: 2.6450 2021-02-22 09:36:43,706 - mmaction - INFO - Epoch [233][220/470] lr: 1.722e-02, eta: 8:37:08, time: 2.458, data_time: 0.004, memory: 25994, top1_acc: 0.6726, top5_acc: 0.8503, loss_cls: 1.3788, loss: 1.3788, grad_norm: 2.6538 2021-02-22 09:37:30,007 - mmaction - INFO - Epoch [233][240/470] lr: 1.722e-02, eta: 8:36:11, time: 2.316, data_time: 0.004, memory: 25994, top1_acc: 0.6749, top5_acc: 0.8556, loss_cls: 1.3483, loss: 1.3483, grad_norm: 2.6881 2021-02-22 09:38:18,092 - mmaction - INFO - Epoch [233][260/470] lr: 1.722e-02, eta: 8:35:14, time: 2.405, data_time: 0.008, memory: 25994, top1_acc: 0.6710, top5_acc: 0.8565, loss_cls: 1.3505, loss: 1.3505, grad_norm: 2.7016 2021-02-22 09:39:07,483 - mmaction - INFO - Epoch [233][280/470] lr: 1.722e-02, eta: 8:34:17, time: 2.471, data_time: 0.005, memory: 25994, top1_acc: 0.6737, top5_acc: 0.8553, loss_cls: 1.3563, loss: 1.3563, grad_norm: 2.6764 2021-02-22 09:39:52,670 - mmaction - INFO - Epoch [233][300/470] lr: 1.722e-02, eta: 8:33:20, time: 2.258, data_time: 0.003, memory: 25994, top1_acc: 0.6743, top5_acc: 0.8575, loss_cls: 1.3582, loss: 1.3582, grad_norm: 2.7170 2021-02-22 09:40:41,534 - mmaction - INFO - Epoch [233][320/470] lr: 1.722e-02, eta: 8:32:23, time: 2.444, data_time: 0.005, memory: 25994, top1_acc: 0.6735, top5_acc: 0.8571, loss_cls: 1.3498, loss: 1.3498, grad_norm: 2.6996 2021-02-22 09:41:28,085 - mmaction - INFO - Epoch [233][340/470] lr: 1.722e-02, eta: 8:31:26, time: 2.323, data_time: 0.005, memory: 25994, top1_acc: 0.6675, top5_acc: 0.8490, loss_cls: 1.3890, loss: 1.3890, grad_norm: 2.7322 2021-02-22 09:42:15,414 - mmaction - INFO - Epoch [233][360/470] lr: 1.722e-02, eta: 8:30:29, time: 2.370, data_time: 0.008, memory: 25994, top1_acc: 0.6725, top5_acc: 0.8519, loss_cls: 1.3762, loss: 1.3762, grad_norm: 2.7039 2021-02-22 09:43:02,101 - mmaction - INFO - Epoch [233][380/470] lr: 1.722e-02, eta: 8:29:32, time: 2.334, data_time: 0.004, memory: 25994, top1_acc: 0.6763, top5_acc: 0.8616, loss_cls: 1.3519, loss: 1.3519, grad_norm: 2.7158 2021-02-22 09:43:53,433 - mmaction - INFO - Epoch [233][400/470] lr: 1.722e-02, eta: 8:28:35, time: 2.565, data_time: 0.005, memory: 25994, top1_acc: 0.6719, top5_acc: 0.8517, loss_cls: 1.3742, loss: 1.3742, grad_norm: 2.6896 2021-02-22 09:44:41,813 - mmaction - INFO - Epoch [233][420/470] lr: 1.722e-02, eta: 8:27:39, time: 2.408, data_time: 0.008, memory: 25994, top1_acc: 0.6793, top5_acc: 0.8540, loss_cls: 1.3658, loss: 1.3658, grad_norm: 2.7189 2021-02-22 09:45:28,306 - mmaction - INFO - Epoch [233][440/470] lr: 1.722e-02, eta: 8:26:42, time: 2.339, data_time: 0.017, memory: 25994, top1_acc: 0.6762, top5_acc: 0.8570, loss_cls: 1.3497, loss: 1.3497, grad_norm: 2.6791 2021-02-22 09:46:16,320 - mmaction - INFO - Epoch [233][460/470] lr: 1.722e-02, eta: 8:25:45, time: 2.399, data_time: 0.004, memory: 25994, top1_acc: 0.6647, top5_acc: 0.8483, loss_cls: 1.3966, loss: 1.3966, grad_norm: 2.7174 2021-02-22 09:51:09,632 - mmaction - INFO - Epoch [234][20/470] lr: 1.583e-02, eta: 8:24:38, time: 12.832, data_time: 10.430, memory: 25994, top1_acc: 0.6821, top5_acc: 0.8589, loss_cls: 1.3039, loss: 1.3039, grad_norm: 2.6357 2021-02-22 09:51:57,700 - mmaction - INFO - Epoch [234][40/470] lr: 1.583e-02, eta: 8:23:41, time: 2.403, data_time: 0.007, memory: 25994, top1_acc: 0.6775, top5_acc: 0.8618, loss_cls: 1.3278, loss: 1.3278, grad_norm: 2.7194 2021-02-22 09:52:44,990 - mmaction - INFO - Epoch [234][60/470] lr: 1.583e-02, eta: 8:22:44, time: 2.367, data_time: 0.005, memory: 25994, top1_acc: 0.6807, top5_acc: 0.8591, loss_cls: 1.3202, loss: 1.3202, grad_norm: 2.7211 2021-02-22 09:53:39,678 - mmaction - INFO - Epoch [234][80/470] lr: 1.583e-02, eta: 8:21:47, time: 2.727, data_time: 0.005, memory: 25994, top1_acc: 0.6718, top5_acc: 0.8588, loss_cls: 1.3433, loss: 1.3433, grad_norm: 2.7385 2021-02-22 09:54:25,747 - mmaction - INFO - Epoch [234][100/470] lr: 1.583e-02, eta: 8:20:50, time: 2.309, data_time: 0.028, memory: 25994, top1_acc: 0.6850, top5_acc: 0.8639, loss_cls: 1.3068, loss: 1.3068, grad_norm: 2.7177 2021-02-22 09:55:15,202 - mmaction - INFO - Epoch [234][120/470] lr: 1.583e-02, eta: 8:19:53, time: 2.470, data_time: 0.007, memory: 25994, top1_acc: 0.6833, top5_acc: 0.8607, loss_cls: 1.3324, loss: 1.3324, grad_norm: 2.7012 2021-02-22 09:56:03,466 - mmaction - INFO - Epoch [234][140/470] lr: 1.583e-02, eta: 8:18:57, time: 2.416, data_time: 0.008, memory: 25994, top1_acc: 0.6841, top5_acc: 0.8604, loss_cls: 1.3285, loss: 1.3285, grad_norm: 2.7238 2021-02-22 09:56:51,192 - mmaction - INFO - Epoch [234][160/470] lr: 1.583e-02, eta: 8:18:00, time: 2.387, data_time: 0.006, memory: 25994, top1_acc: 0.6749, top5_acc: 0.8559, loss_cls: 1.3410, loss: 1.3410, grad_norm: 2.7450 2021-02-22 09:57:39,174 - mmaction - INFO - Epoch [234][180/470] lr: 1.583e-02, eta: 8:17:03, time: 2.394, data_time: 0.004, memory: 25994, top1_acc: 0.6843, top5_acc: 0.8574, loss_cls: 1.3319, loss: 1.3319, grad_norm: 2.7012 2021-02-22 09:58:27,644 - mmaction - INFO - Epoch [234][200/470] lr: 1.583e-02, eta: 8:16:06, time: 2.429, data_time: 0.012, memory: 25994, top1_acc: 0.6779, top5_acc: 0.8582, loss_cls: 1.3360, loss: 1.3360, grad_norm: 2.6988 2021-02-22 09:59:17,310 - mmaction - INFO - Epoch [234][220/470] lr: 1.583e-02, eta: 8:15:09, time: 2.482, data_time: 0.004, memory: 25994, top1_acc: 0.6758, top5_acc: 0.8546, loss_cls: 1.3469, loss: 1.3469, grad_norm: 2.7209 2021-02-22 10:00:08,132 - mmaction - INFO - Epoch [234][240/470] lr: 1.583e-02, eta: 8:14:13, time: 2.541, data_time: 0.004, memory: 25994, top1_acc: 0.6801, top5_acc: 0.8596, loss_cls: 1.3203, loss: 1.3203, grad_norm: 2.6930 2021-02-22 10:00:55,413 - mmaction - INFO - Epoch [234][260/470] lr: 1.583e-02, eta: 8:13:16, time: 2.365, data_time: 0.005, memory: 25994, top1_acc: 0.6796, top5_acc: 0.8604, loss_cls: 1.3167, loss: 1.3167, grad_norm: 2.7051 2021-02-22 10:01:44,181 - mmaction - INFO - Epoch [234][280/470] lr: 1.583e-02, eta: 8:12:19, time: 2.438, data_time: 0.003, memory: 25994, top1_acc: 0.6798, top5_acc: 0.8584, loss_cls: 1.3290, loss: 1.3290, grad_norm: 2.6864 2021-02-22 10:02:36,335 - mmaction - INFO - Epoch [234][300/470] lr: 1.583e-02, eta: 8:11:22, time: 2.606, data_time: 0.002, memory: 25994, top1_acc: 0.6738, top5_acc: 0.8557, loss_cls: 1.3575, loss: 1.3575, grad_norm: 2.7999 2021-02-22 10:03:27,420 - mmaction - INFO - Epoch [234][320/470] lr: 1.583e-02, eta: 8:10:26, time: 2.555, data_time: 0.003, memory: 25994, top1_acc: 0.6773, top5_acc: 0.8536, loss_cls: 1.3506, loss: 1.3506, grad_norm: 2.7101 2021-02-22 10:04:13,660 - mmaction - INFO - Epoch [234][340/470] lr: 1.583e-02, eta: 8:09:29, time: 2.310, data_time: 0.004, memory: 25994, top1_acc: 0.6776, top5_acc: 0.8576, loss_cls: 1.3381, loss: 1.3381, grad_norm: 2.7080 2021-02-22 10:04:59,840 - mmaction - INFO - Epoch [234][360/470] lr: 1.583e-02, eta: 8:08:32, time: 2.312, data_time: 0.006, memory: 25994, top1_acc: 0.6719, top5_acc: 0.8569, loss_cls: 1.3700, loss: 1.3700, grad_norm: 2.7914 2021-02-22 10:05:55,130 - mmaction - INFO - Epoch [234][380/470] lr: 1.583e-02, eta: 8:07:35, time: 2.764, data_time: 0.002, memory: 25994, top1_acc: 0.6791, top5_acc: 0.8595, loss_cls: 1.3336, loss: 1.3336, grad_norm: 2.7423 2021-02-22 10:06:43,413 - mmaction - INFO - Epoch [234][400/470] lr: 1.583e-02, eta: 8:06:39, time: 2.414, data_time: 0.004, memory: 25994, top1_acc: 0.6680, top5_acc: 0.8486, loss_cls: 1.3858, loss: 1.3858, grad_norm: 2.7488 2021-02-22 10:07:30,201 - mmaction - INFO - Epoch [234][420/470] lr: 1.583e-02, eta: 8:05:42, time: 2.339, data_time: 0.003, memory: 25994, top1_acc: 0.6786, top5_acc: 0.8615, loss_cls: 1.3374, loss: 1.3374, grad_norm: 2.7324 2021-02-22 10:08:16,181 - mmaction - INFO - Epoch [234][440/470] lr: 1.583e-02, eta: 8:04:45, time: 2.300, data_time: 0.005, memory: 25994, top1_acc: 0.6808, top5_acc: 0.8606, loss_cls: 1.3194, loss: 1.3194, grad_norm: 2.6945 2021-02-22 10:09:04,229 - mmaction - INFO - Epoch [234][460/470] lr: 1.583e-02, eta: 8:03:48, time: 2.398, data_time: 0.003, memory: 25994, top1_acc: 0.6717, top5_acc: 0.8595, loss_cls: 1.3368, loss: 1.3368, grad_norm: 2.7853 2021-02-22 10:14:09,733 - mmaction - INFO - Epoch [235][20/470] lr: 1.449e-02, eta: 8:02:41, time: 13.391, data_time: 11.000, memory: 25994, top1_acc: 0.6800, top5_acc: 0.8597, loss_cls: 1.3210, loss: 1.3210, grad_norm: 2.7167 2021-02-22 10:14:55,868 - mmaction - INFO - Epoch [235][40/470] lr: 1.449e-02, eta: 8:01:44, time: 2.312, data_time: 0.008, memory: 25994, top1_acc: 0.6859, top5_acc: 0.8627, loss_cls: 1.3068, loss: 1.3068, grad_norm: 2.7513 2021-02-22 10:15:42,748 - mmaction - INFO - Epoch [235][60/470] lr: 1.449e-02, eta: 8:00:47, time: 2.342, data_time: 0.003, memory: 25994, top1_acc: 0.6829, top5_acc: 0.8587, loss_cls: 1.3250, loss: 1.3250, grad_norm: 2.7496 2021-02-22 10:16:41,593 - mmaction - INFO - Epoch [235][80/470] lr: 1.449e-02, eta: 7:59:51, time: 2.942, data_time: 0.003, memory: 25994, top1_acc: 0.6820, top5_acc: 0.8591, loss_cls: 1.3252, loss: 1.3252, grad_norm: 2.7279 2021-02-22 10:17:31,157 - mmaction - INFO - Epoch [235][100/470] lr: 1.449e-02, eta: 7:58:54, time: 2.474, data_time: 0.004, memory: 25994, top1_acc: 0.6846, top5_acc: 0.8599, loss_cls: 1.3096, loss: 1.3096, grad_norm: 2.7157 2021-02-22 10:18:16,476 - mmaction - INFO - Epoch [235][120/470] lr: 1.449e-02, eta: 7:57:57, time: 2.266, data_time: 0.008, memory: 25994, top1_acc: 0.6777, top5_acc: 0.8617, loss_cls: 1.3213, loss: 1.3213, grad_norm: 2.7455 2021-02-22 10:19:03,485 - mmaction - INFO - Epoch [235][140/470] lr: 1.449e-02, eta: 7:57:00, time: 2.344, data_time: 0.021, memory: 25994, top1_acc: 0.6910, top5_acc: 0.8639, loss_cls: 1.2878, loss: 1.2878, grad_norm: 2.6801 2021-02-22 10:19:57,177 - mmaction - INFO - Epoch [235][160/470] lr: 1.449e-02, eta: 7:56:03, time: 2.533, data_time: 0.016, memory: 25994, top1_acc: 0.6771, top5_acc: 0.8570, loss_cls: 1.3284, loss: 1.3284, grad_norm: 2.7277 2021-02-22 10:20:43,462 - mmaction - INFO - Epoch [235][180/470] lr: 1.449e-02, eta: 7:55:07, time: 2.474, data_time: 0.167, memory: 25994, top1_acc: 0.6824, top5_acc: 0.8579, loss_cls: 1.3251, loss: 1.3251, grad_norm: 2.7570 2021-02-22 10:21:46,270 - mmaction - INFO - Epoch [235][200/470] lr: 1.449e-02, eta: 7:54:11, time: 3.142, data_time: 0.010, memory: 25994, top1_acc: 0.6932, top5_acc: 0.8616, loss_cls: 1.2782, loss: 1.2782, grad_norm: 2.7027 2021-02-22 10:22:33,714 - mmaction - INFO - Epoch [235][220/470] lr: 1.449e-02, eta: 7:53:14, time: 2.365, data_time: 0.007, memory: 25994, top1_acc: 0.6816, top5_acc: 0.8615, loss_cls: 1.3163, loss: 1.3163, grad_norm: 2.7758 2021-02-22 10:23:21,772 - mmaction - INFO - Epoch [235][240/470] lr: 1.449e-02, eta: 7:52:17, time: 2.408, data_time: 0.015, memory: 25994, top1_acc: 0.6755, top5_acc: 0.8545, loss_cls: 1.3449, loss: 1.3449, grad_norm: 2.7756 2021-02-22 10:24:07,915 - mmaction - INFO - Epoch [235][260/470] lr: 1.449e-02, eta: 7:51:20, time: 2.310, data_time: 0.009, memory: 25994, top1_acc: 0.6795, top5_acc: 0.8561, loss_cls: 1.3470, loss: 1.3470, grad_norm: 2.7241 2021-02-22 10:24:55,258 - mmaction - INFO - Epoch [235][280/470] lr: 1.449e-02, eta: 7:50:24, time: 2.368, data_time: 0.003, memory: 25994, top1_acc: 0.6906, top5_acc: 0.8603, loss_cls: 1.3026, loss: 1.3026, grad_norm: 2.7855 2021-02-22 10:25:40,249 - mmaction - INFO - Epoch [235][300/470] lr: 1.449e-02, eta: 7:49:26, time: 2.250, data_time: 0.005, memory: 25994, top1_acc: 0.6804, top5_acc: 0.8577, loss_cls: 1.3380, loss: 1.3380, grad_norm: 2.7911 2021-02-22 10:26:27,996 - mmaction - INFO - Epoch [235][320/470] lr: 1.449e-02, eta: 7:48:30, time: 2.386, data_time: 0.004, memory: 25994, top1_acc: 0.6891, top5_acc: 0.8624, loss_cls: 1.2949, loss: 1.2949, grad_norm: 2.7570 2021-02-22 10:27:15,328 - mmaction - INFO - Epoch [235][340/470] lr: 1.449e-02, eta: 7:47:33, time: 2.366, data_time: 0.007, memory: 25994, top1_acc: 0.6805, top5_acc: 0.8595, loss_cls: 1.3262, loss: 1.3262, grad_norm: 2.7911 2021-02-22 10:28:07,358 - mmaction - INFO - Epoch [235][360/470] lr: 1.449e-02, eta: 7:46:36, time: 2.603, data_time: 0.006, memory: 25994, top1_acc: 0.6821, top5_acc: 0.8600, loss_cls: 1.3152, loss: 1.3152, grad_norm: 2.7954 2021-02-22 10:28:54,657 - mmaction - INFO - Epoch [235][380/470] lr: 1.449e-02, eta: 7:45:39, time: 2.351, data_time: 0.005, memory: 25994, top1_acc: 0.6831, top5_acc: 0.8584, loss_cls: 1.3223, loss: 1.3223, grad_norm: 2.7876 2021-02-22 10:29:42,914 - mmaction - INFO - Epoch [235][400/470] lr: 1.449e-02, eta: 7:44:42, time: 2.422, data_time: 0.016, memory: 25994, top1_acc: 0.6834, top5_acc: 0.8605, loss_cls: 1.3130, loss: 1.3130, grad_norm: 2.7983 2021-02-22 10:30:31,229 - mmaction - INFO - Epoch [235][420/470] lr: 1.449e-02, eta: 7:43:46, time: 2.419, data_time: 0.012, memory: 25994, top1_acc: 0.6785, top5_acc: 0.8578, loss_cls: 1.3274, loss: 1.3274, grad_norm: 2.7858 2021-02-22 10:31:18,794 - mmaction - INFO - Epoch [235][440/470] lr: 1.449e-02, eta: 7:42:49, time: 2.379, data_time: 0.006, memory: 25994, top1_acc: 0.6843, top5_acc: 0.8591, loss_cls: 1.3114, loss: 1.3114, grad_norm: 2.7417 2021-02-22 10:32:06,200 - mmaction - INFO - Epoch [235][460/470] lr: 1.449e-02, eta: 7:41:52, time: 2.372, data_time: 0.005, memory: 25994, top1_acc: 0.6779, top5_acc: 0.8572, loss_cls: 1.3336, loss: 1.3336, grad_norm: 2.7634 2021-02-22 10:40:01,869 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-22 10:40:02,736 - mmaction - INFO - top1_acc 0.6870 top5_acc 0.8829 2021-02-22 10:40:02,736 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-22 10:40:02,796 - mmaction - INFO - mean_acc 0.6869 2021-02-22 10:40:02,797 - mmaction - INFO - Now best checkpoint is epoch_235.pth 2021-02-22 10:40:02,830 - mmaction - INFO - Epoch(val) [235][470] top1_acc: 0.6870, top5_acc: 0.8829, mean_class_accuracy: 0.6869 2021-02-22 10:44:09,473 - mmaction - INFO - Epoch [236][20/470] lr: 1.321e-02, eta: 7:40:42, time: 12.328, data_time: 10.002, memory: 25994, top1_acc: 0.6924, top5_acc: 0.8639, loss_cls: 1.2824, loss: 1.2824, grad_norm: 2.7143 2021-02-22 10:44:56,797 - mmaction - INFO - Epoch [236][40/470] lr: 1.321e-02, eta: 7:39:45, time: 2.364, data_time: 0.005, memory: 25994, top1_acc: 0.6862, top5_acc: 0.8637, loss_cls: 1.3028, loss: 1.3028, grad_norm: 2.7973 2021-02-22 10:45:42,460 - mmaction - INFO - Epoch [236][60/470] lr: 1.321e-02, eta: 7:38:48, time: 2.284, data_time: 0.010, memory: 25994, top1_acc: 0.6985, top5_acc: 0.8696, loss_cls: 1.2454, loss: 1.2454, grad_norm: 2.7023 2021-02-22 10:46:32,297 - mmaction - INFO - Epoch [236][80/470] lr: 1.321e-02, eta: 7:37:52, time: 2.494, data_time: 0.009, memory: 25994, top1_acc: 0.6840, top5_acc: 0.8628, loss_cls: 1.3057, loss: 1.3057, grad_norm: 2.7946 2021-02-22 10:47:19,903 - mmaction - INFO - Epoch [236][100/470] lr: 1.321e-02, eta: 7:36:55, time: 2.379, data_time: 0.016, memory: 25994, top1_acc: 0.6936, top5_acc: 0.8691, loss_cls: 1.2562, loss: 1.2562, grad_norm: 2.7408 2021-02-22 10:48:05,370 - mmaction - INFO - Epoch [236][120/470] lr: 1.321e-02, eta: 7:35:58, time: 2.275, data_time: 0.005, memory: 25994, top1_acc: 0.6818, top5_acc: 0.8587, loss_cls: 1.3108, loss: 1.3108, grad_norm: 2.7430 2021-02-22 10:48:54,251 - mmaction - INFO - Epoch [236][140/470] lr: 1.321e-02, eta: 7:35:01, time: 2.437, data_time: 0.005, memory: 25994, top1_acc: 0.6790, top5_acc: 0.8582, loss_cls: 1.3304, loss: 1.3304, grad_norm: 2.8308 2021-02-22 10:49:42,596 - mmaction - INFO - Epoch [236][160/470] lr: 1.321e-02, eta: 7:34:04, time: 2.421, data_time: 0.010, memory: 25994, top1_acc: 0.6874, top5_acc: 0.8614, loss_cls: 1.3065, loss: 1.3065, grad_norm: 2.8194 2021-02-22 10:50:32,982 - mmaction - INFO - Epoch [236][180/470] lr: 1.321e-02, eta: 7:33:07, time: 2.522, data_time: 0.006, memory: 25994, top1_acc: 0.6913, top5_acc: 0.8618, loss_cls: 1.2730, loss: 1.2730, grad_norm: 2.7570 2021-02-22 10:51:19,410 - mmaction - INFO - Epoch [236][200/470] lr: 1.321e-02, eta: 7:32:11, time: 2.320, data_time: 0.002, memory: 25994, top1_acc: 0.6879, top5_acc: 0.8662, loss_cls: 1.2864, loss: 1.2864, grad_norm: 2.7805 2021-02-22 10:52:08,509 - mmaction - INFO - Epoch [236][220/470] lr: 1.321e-02, eta: 7:31:14, time: 2.449, data_time: 0.006, memory: 25994, top1_acc: 0.6885, top5_acc: 0.8604, loss_cls: 1.3153, loss: 1.3153, grad_norm: 2.7865 2021-02-22 10:52:54,333 - mmaction - INFO - Epoch [236][240/470] lr: 1.321e-02, eta: 7:30:17, time: 2.297, data_time: 0.013, memory: 25994, top1_acc: 0.6872, top5_acc: 0.8590, loss_cls: 1.3109, loss: 1.3109, grad_norm: 2.7721 2021-02-22 10:53:52,527 - mmaction - INFO - Epoch [236][260/470] lr: 1.321e-02, eta: 7:29:21, time: 2.911, data_time: 0.005, memory: 25994, top1_acc: 0.6952, top5_acc: 0.8684, loss_cls: 1.2599, loss: 1.2599, grad_norm: 2.7411 2021-02-22 10:54:38,953 - mmaction - INFO - Epoch [236][280/470] lr: 1.321e-02, eta: 7:28:24, time: 2.318, data_time: 0.006, memory: 25994, top1_acc: 0.6832, top5_acc: 0.8565, loss_cls: 1.3278, loss: 1.3278, grad_norm: 2.8419 2021-02-22 10:55:25,410 - mmaction - INFO - Epoch [236][300/470] lr: 1.321e-02, eta: 7:27:27, time: 2.326, data_time: 0.011, memory: 25994, top1_acc: 0.6827, top5_acc: 0.8672, loss_cls: 1.3095, loss: 1.3095, grad_norm: 2.8669 2021-02-22 10:56:11,205 - mmaction - INFO - Epoch [236][320/470] lr: 1.321e-02, eta: 7:26:30, time: 2.290, data_time: 0.004, memory: 25994, top1_acc: 0.6875, top5_acc: 0.8625, loss_cls: 1.2962, loss: 1.2962, grad_norm: 2.8319 2021-02-22 10:56:57,659 - mmaction - INFO - Epoch [236][340/470] lr: 1.321e-02, eta: 7:25:33, time: 2.319, data_time: 0.009, memory: 25994, top1_acc: 0.6940, top5_acc: 0.8667, loss_cls: 1.2748, loss: 1.2748, grad_norm: 2.8287 2021-02-22 10:57:48,105 - mmaction - INFO - Epoch [236][360/470] lr: 1.321e-02, eta: 7:24:36, time: 2.525, data_time: 0.008, memory: 25994, top1_acc: 0.6844, top5_acc: 0.8634, loss_cls: 1.3002, loss: 1.3002, grad_norm: 2.7836 2021-02-22 10:58:33,679 - mmaction - INFO - Epoch [236][380/470] lr: 1.321e-02, eta: 7:23:39, time: 2.278, data_time: 0.007, memory: 25994, top1_acc: 0.6876, top5_acc: 0.8640, loss_cls: 1.2987, loss: 1.2987, grad_norm: 2.8112 2021-02-22 10:59:23,644 - mmaction - INFO - Epoch [236][400/470] lr: 1.321e-02, eta: 7:22:43, time: 2.497, data_time: 0.006, memory: 25994, top1_acc: 0.6785, top5_acc: 0.8542, loss_cls: 1.3340, loss: 1.3340, grad_norm: 2.7915 2021-02-22 11:00:12,434 - mmaction - INFO - Epoch [236][420/470] lr: 1.321e-02, eta: 7:21:46, time: 2.439, data_time: 0.008, memory: 25994, top1_acc: 0.6932, top5_acc: 0.8673, loss_cls: 1.2844, loss: 1.2844, grad_norm: 2.8208 2021-02-22 11:00:58,725 - mmaction - INFO - Epoch [236][440/470] lr: 1.321e-02, eta: 7:20:49, time: 2.315, data_time: 0.007, memory: 25994, top1_acc: 0.6872, top5_acc: 0.8656, loss_cls: 1.2827, loss: 1.2827, grad_norm: 2.7926 2021-02-22 11:01:46,056 - mmaction - INFO - Epoch [236][460/470] lr: 1.321e-02, eta: 7:19:52, time: 2.364, data_time: 0.009, memory: 25994, top1_acc: 0.6858, top5_acc: 0.8635, loss_cls: 1.2934, loss: 1.2934, grad_norm: 2.8136 2021-02-22 11:02:23,731 - mmaction - INFO - Saving checkpoint at 236 epochs 2021-02-22 11:06:59,125 - mmaction - INFO - Epoch [237][20/470] lr: 1.199e-02, eta: 7:18:44, time: 13.660, data_time: 11.258, memory: 25994, top1_acc: 0.6907, top5_acc: 0.8700, loss_cls: 1.2804, loss: 1.2804, grad_norm: 2.7560 2021-02-22 11:07:44,470 - mmaction - INFO - Epoch [237][40/470] lr: 1.199e-02, eta: 7:17:47, time: 2.264, data_time: 0.009, memory: 25994, top1_acc: 0.6932, top5_acc: 0.8688, loss_cls: 1.2659, loss: 1.2659, grad_norm: 2.7770 2021-02-22 11:08:40,566 - mmaction - INFO - Epoch [237][60/470] lr: 1.199e-02, eta: 7:16:51, time: 2.810, data_time: 0.014, memory: 25994, top1_acc: 0.6997, top5_acc: 0.8721, loss_cls: 1.2396, loss: 1.2396, grad_norm: 2.7718 2021-02-22 11:09:28,211 - mmaction - INFO - Epoch [237][80/470] lr: 1.199e-02, eta: 7:15:54, time: 2.381, data_time: 0.007, memory: 25994, top1_acc: 0.6890, top5_acc: 0.8647, loss_cls: 1.2721, loss: 1.2721, grad_norm: 2.8174 2021-02-22 11:10:15,637 - mmaction - INFO - Epoch [237][100/470] lr: 1.199e-02, eta: 7:14:57, time: 2.370, data_time: 0.008, memory: 25994, top1_acc: 0.6889, top5_acc: 0.8617, loss_cls: 1.2827, loss: 1.2827, grad_norm: 2.7806 2021-02-22 11:11:02,505 - mmaction - INFO - Epoch [237][120/470] lr: 1.199e-02, eta: 7:14:00, time: 2.346, data_time: 0.016, memory: 25994, top1_acc: 0.6851, top5_acc: 0.8601, loss_cls: 1.2982, loss: 1.2982, grad_norm: 2.8501 2021-02-22 11:12:06,165 - mmaction - INFO - Epoch [237][140/470] lr: 1.199e-02, eta: 7:13:05, time: 3.182, data_time: 0.008, memory: 25994, top1_acc: 0.6943, top5_acc: 0.8640, loss_cls: 1.2730, loss: 1.2730, grad_norm: 2.8241 2021-02-22 11:12:51,455 - mmaction - INFO - Epoch [237][160/470] lr: 1.199e-02, eta: 7:12:08, time: 2.263, data_time: 0.008, memory: 25994, top1_acc: 0.6948, top5_acc: 0.8648, loss_cls: 1.2847, loss: 1.2847, grad_norm: 2.8614 2021-02-22 11:13:36,139 - mmaction - INFO - Epoch [237][180/470] lr: 1.199e-02, eta: 7:11:11, time: 2.236, data_time: 0.009, memory: 25994, top1_acc: 0.6919, top5_acc: 0.8615, loss_cls: 1.2865, loss: 1.2865, grad_norm: 2.8255 2021-02-22 11:14:24,698 - mmaction - INFO - Epoch [237][200/470] lr: 1.199e-02, eta: 7:10:14, time: 2.427, data_time: 0.007, memory: 25994, top1_acc: 0.6930, top5_acc: 0.8677, loss_cls: 1.2910, loss: 1.2910, grad_norm: 2.8533 2021-02-22 11:15:13,157 - mmaction - INFO - Epoch [237][220/470] lr: 1.199e-02, eta: 7:09:17, time: 2.426, data_time: 0.007, memory: 25994, top1_acc: 0.6854, top5_acc: 0.8582, loss_cls: 1.3053, loss: 1.3053, grad_norm: 2.8250 2021-02-22 11:15:56,603 - mmaction - INFO - Epoch [237][240/470] lr: 1.199e-02, eta: 7:08:20, time: 2.173, data_time: 0.007, memory: 25994, top1_acc: 0.6959, top5_acc: 0.8689, loss_cls: 1.2521, loss: 1.2521, grad_norm: 2.7702 2021-02-22 11:16:56,992 - mmaction - INFO - Epoch [237][260/470] lr: 1.199e-02, eta: 7:07:24, time: 3.016, data_time: 0.048, memory: 25994, top1_acc: 0.6895, top5_acc: 0.8653, loss_cls: 1.2797, loss: 1.2797, grad_norm: 2.8174 2021-02-22 11:17:44,419 - mmaction - INFO - Epoch [237][280/470] lr: 1.199e-02, eta: 7:06:28, time: 2.369, data_time: 0.008, memory: 25994, top1_acc: 0.6910, top5_acc: 0.8652, loss_cls: 1.2779, loss: 1.2779, grad_norm: 2.8538 2021-02-22 11:18:31,636 - mmaction - INFO - Epoch [237][300/470] lr: 1.199e-02, eta: 7:05:31, time: 2.366, data_time: 0.012, memory: 25994, top1_acc: 0.6994, top5_acc: 0.8659, loss_cls: 1.2533, loss: 1.2533, grad_norm: 2.7608 2021-02-22 11:19:17,517 - mmaction - INFO - Epoch [237][320/470] lr: 1.199e-02, eta: 7:04:34, time: 2.292, data_time: 0.006, memory: 25994, top1_acc: 0.7000, top5_acc: 0.8670, loss_cls: 1.2473, loss: 1.2473, grad_norm: 2.8127 2021-02-22 11:20:08,964 - mmaction - INFO - Epoch [237][340/470] lr: 1.199e-02, eta: 7:03:37, time: 2.573, data_time: 0.009, memory: 25994, top1_acc: 0.6950, top5_acc: 0.8631, loss_cls: 1.2772, loss: 1.2772, grad_norm: 2.8233 2021-02-22 11:21:18,287 - mmaction - INFO - Epoch [237][360/470] lr: 1.199e-02, eta: 7:02:42, time: 3.468, data_time: 0.007, memory: 25994, top1_acc: 0.6964, top5_acc: 0.8726, loss_cls: 1.2478, loss: 1.2478, grad_norm: 2.8213 2021-02-22 11:22:05,330 - mmaction - INFO - Epoch [237][380/470] lr: 1.199e-02, eta: 7:01:45, time: 2.350, data_time: 0.007, memory: 25994, top1_acc: 0.6869, top5_acc: 0.8604, loss_cls: 1.2832, loss: 1.2832, grad_norm: 2.8532 2021-02-22 11:22:50,323 - mmaction - INFO - Epoch [237][400/470] lr: 1.199e-02, eta: 7:00:48, time: 2.251, data_time: 0.007, memory: 25994, top1_acc: 0.6853, top5_acc: 0.8639, loss_cls: 1.2829, loss: 1.2829, grad_norm: 2.8392 2021-02-22 11:23:38,178 - mmaction - INFO - Epoch [237][420/470] lr: 1.199e-02, eta: 6:59:52, time: 2.380, data_time: 0.005, memory: 25994, top1_acc: 0.6918, top5_acc: 0.8663, loss_cls: 1.2755, loss: 1.2755, grad_norm: 2.8071 2021-02-22 11:24:24,025 - mmaction - INFO - Epoch [237][440/470] lr: 1.199e-02, eta: 6:58:55, time: 2.300, data_time: 0.022, memory: 25994, top1_acc: 0.6872, top5_acc: 0.8563, loss_cls: 1.3077, loss: 1.3077, grad_norm: 2.8372 2021-02-22 11:25:15,046 - mmaction - INFO - Epoch [237][460/470] lr: 1.199e-02, eta: 6:57:58, time: 2.555, data_time: 0.013, memory: 25994, top1_acc: 0.6961, top5_acc: 0.8634, loss_cls: 1.2738, loss: 1.2738, grad_norm: 2.7973 2021-02-22 11:30:26,694 - mmaction - INFO - Epoch [238][20/470] lr: 1.082e-02, eta: 6:56:49, time: 13.558, data_time: 11.268, memory: 25994, top1_acc: 0.7046, top5_acc: 0.8712, loss_cls: 1.2354, loss: 1.2354, grad_norm: 2.7894 2021-02-22 11:31:12,559 - mmaction - INFO - Epoch [238][40/470] lr: 1.082e-02, eta: 6:55:52, time: 2.297, data_time: 0.023, memory: 25994, top1_acc: 0.6924, top5_acc: 0.8642, loss_cls: 1.2641, loss: 1.2641, grad_norm: 2.8754 2021-02-22 11:31:59,698 - mmaction - INFO - Epoch [238][60/470] lr: 1.082e-02, eta: 6:54:55, time: 2.358, data_time: 0.005, memory: 25994, top1_acc: 0.7030, top5_acc: 0.8663, loss_cls: 1.2297, loss: 1.2297, grad_norm: 2.8285 2021-02-22 11:32:42,964 - mmaction - INFO - Epoch [238][80/470] lr: 1.082e-02, eta: 6:53:58, time: 2.164, data_time: 0.004, memory: 25994, top1_acc: 0.6983, top5_acc: 0.8665, loss_cls: 1.2384, loss: 1.2384, grad_norm: 2.8259 2021-02-22 11:33:29,488 - mmaction - INFO - Epoch [238][100/470] lr: 1.082e-02, eta: 6:53:01, time: 2.324, data_time: 0.011, memory: 25994, top1_acc: 0.6991, top5_acc: 0.8722, loss_cls: 1.2375, loss: 1.2375, grad_norm: 2.8592 2021-02-22 11:34:16,361 - mmaction - INFO - Epoch [238][120/470] lr: 1.082e-02, eta: 6:52:04, time: 2.342, data_time: 0.008, memory: 25994, top1_acc: 0.7012, top5_acc: 0.8686, loss_cls: 1.2591, loss: 1.2591, grad_norm: 2.8469 2021-02-22 11:34:59,814 - mmaction - INFO - Epoch [238][140/470] lr: 1.082e-02, eta: 6:51:07, time: 2.178, data_time: 0.009, memory: 25994, top1_acc: 0.7004, top5_acc: 0.8711, loss_cls: 1.2447, loss: 1.2447, grad_norm: 2.8205 2021-02-22 11:35:47,683 - mmaction - INFO - Epoch [238][160/470] lr: 1.082e-02, eta: 6:50:10, time: 2.391, data_time: 0.003, memory: 25994, top1_acc: 0.6965, top5_acc: 0.8679, loss_cls: 1.2497, loss: 1.2497, grad_norm: 2.8511 2021-02-22 11:36:33,521 - mmaction - INFO - Epoch [238][180/470] lr: 1.082e-02, eta: 6:49:13, time: 2.293, data_time: 0.007, memory: 25994, top1_acc: 0.6918, top5_acc: 0.8649, loss_cls: 1.2861, loss: 1.2861, grad_norm: 2.8802 2021-02-22 11:37:21,565 - mmaction - INFO - Epoch [238][200/470] lr: 1.082e-02, eta: 6:48:17, time: 2.399, data_time: 0.005, memory: 25994, top1_acc: 0.6939, top5_acc: 0.8648, loss_cls: 1.2793, loss: 1.2793, grad_norm: 2.8756 2021-02-22 11:38:08,070 - mmaction - INFO - Epoch [238][220/470] lr: 1.082e-02, eta: 6:47:20, time: 2.329, data_time: 0.008, memory: 25994, top1_acc: 0.6970, top5_acc: 0.8688, loss_cls: 1.2550, loss: 1.2550, grad_norm: 2.8546 2021-02-22 11:38:58,746 - mmaction - INFO - Epoch [238][240/470] lr: 1.082e-02, eta: 6:46:23, time: 2.535, data_time: 0.005, memory: 25994, top1_acc: 0.6979, top5_acc: 0.8672, loss_cls: 1.2511, loss: 1.2511, grad_norm: 2.8695 2021-02-22 11:39:47,583 - mmaction - INFO - Epoch [238][260/470] lr: 1.082e-02, eta: 6:45:27, time: 2.436, data_time: 0.005, memory: 25994, top1_acc: 0.6883, top5_acc: 0.8630, loss_cls: 1.2804, loss: 1.2804, grad_norm: 2.8589 2021-02-22 11:40:36,000 - mmaction - INFO - Epoch [238][280/470] lr: 1.082e-02, eta: 6:44:30, time: 2.422, data_time: 0.012, memory: 25994, top1_acc: 0.6984, top5_acc: 0.8651, loss_cls: 1.2484, loss: 1.2484, grad_norm: 2.8091 2021-02-22 11:41:25,671 - mmaction - INFO - Epoch [238][300/470] lr: 1.082e-02, eta: 6:43:33, time: 2.482, data_time: 0.010, memory: 25994, top1_acc: 0.6963, top5_acc: 0.8646, loss_cls: 1.2735, loss: 1.2735, grad_norm: 2.8962 2021-02-22 11:42:12,310 - mmaction - INFO - Epoch [238][320/470] lr: 1.082e-02, eta: 6:42:36, time: 2.337, data_time: 0.011, memory: 25994, top1_acc: 0.6914, top5_acc: 0.8612, loss_cls: 1.2858, loss: 1.2858, grad_norm: 2.9114 2021-02-22 11:42:59,278 - mmaction - INFO - Epoch [238][340/470] lr: 1.082e-02, eta: 6:41:40, time: 2.345, data_time: 0.005, memory: 25994, top1_acc: 0.6944, top5_acc: 0.8636, loss_cls: 1.2721, loss: 1.2721, grad_norm: 2.8295 2021-02-22 11:43:48,631 - mmaction - INFO - Epoch [238][360/470] lr: 1.082e-02, eta: 6:40:43, time: 2.467, data_time: 0.009, memory: 25994, top1_acc: 0.6991, top5_acc: 0.8692, loss_cls: 1.2419, loss: 1.2419, grad_norm: 2.8354 2021-02-22 11:44:32,913 - mmaction - INFO - Epoch [238][380/470] lr: 1.082e-02, eta: 6:39:46, time: 2.218, data_time: 0.009, memory: 25994, top1_acc: 0.6943, top5_acc: 0.8648, loss_cls: 1.2795, loss: 1.2795, grad_norm: 2.8924 2021-02-22 11:45:22,159 - mmaction - INFO - Epoch [238][400/470] lr: 1.082e-02, eta: 6:38:49, time: 2.462, data_time: 0.005, memory: 25994, top1_acc: 0.7067, top5_acc: 0.8709, loss_cls: 1.2219, loss: 1.2219, grad_norm: 2.8423 2021-02-22 11:46:08,658 - mmaction - INFO - Epoch [238][420/470] lr: 1.082e-02, eta: 6:37:52, time: 2.324, data_time: 0.005, memory: 25994, top1_acc: 0.6957, top5_acc: 0.8680, loss_cls: 1.2653, loss: 1.2653, grad_norm: 2.8694 2021-02-22 11:46:57,012 - mmaction - INFO - Epoch [238][440/470] lr: 1.082e-02, eta: 6:36:56, time: 2.417, data_time: 0.008, memory: 25994, top1_acc: 0.6920, top5_acc: 0.8642, loss_cls: 1.2992, loss: 1.2992, grad_norm: 2.9216 2021-02-22 11:47:44,825 - mmaction - INFO - Epoch [238][460/470] lr: 1.082e-02, eta: 6:35:59, time: 2.393, data_time: 0.006, memory: 25994, top1_acc: 0.6874, top5_acc: 0.8622, loss_cls: 1.3002, loss: 1.3002, grad_norm: 2.9042 2021-02-22 11:53:14,172 - mmaction - INFO - Epoch [239][20/470] lr: 9.719e-03, eta: 6:34:51, time: 14.662, data_time: 11.012, memory: 25994, top1_acc: 0.7075, top5_acc: 0.8777, loss_cls: 1.2172, loss: 1.2172, grad_norm: 2.8298 2021-02-22 11:54:09,848 - mmaction - INFO - Epoch [239][40/470] lr: 9.719e-03, eta: 6:33:54, time: 2.786, data_time: 0.011, memory: 25994, top1_acc: 0.7059, top5_acc: 0.8723, loss_cls: 1.2150, loss: 1.2150, grad_norm: 2.8485 2021-02-22 11:54:58,941 - mmaction - INFO - Epoch [239][60/470] lr: 9.719e-03, eta: 6:32:58, time: 2.461, data_time: 0.012, memory: 25994, top1_acc: 0.7057, top5_acc: 0.8726, loss_cls: 1.2284, loss: 1.2284, grad_norm: 2.8742 2021-02-22 11:55:47,752 - mmaction - INFO - Epoch [239][80/470] lr: 9.719e-03, eta: 6:32:01, time: 2.440, data_time: 0.007, memory: 25994, top1_acc: 0.7013, top5_acc: 0.8689, loss_cls: 1.2406, loss: 1.2406, grad_norm: 2.8998 2021-02-22 11:56:33,582 - mmaction - INFO - Epoch [239][100/470] lr: 9.719e-03, eta: 6:31:04, time: 2.281, data_time: 0.003, memory: 25994, top1_acc: 0.6935, top5_acc: 0.8725, loss_cls: 1.2544, loss: 1.2544, grad_norm: 2.9053 2021-02-22 11:57:22,031 - mmaction - INFO - Epoch [239][120/470] lr: 9.719e-03, eta: 6:30:07, time: 2.429, data_time: 0.015, memory: 25994, top1_acc: 0.6977, top5_acc: 0.8654, loss_cls: 1.2581, loss: 1.2581, grad_norm: 2.8891 2021-02-22 11:58:07,869 - mmaction - INFO - Epoch [239][140/470] lr: 9.719e-03, eta: 6:29:11, time: 2.295, data_time: 0.028, memory: 25994, top1_acc: 0.7042, top5_acc: 0.8695, loss_cls: 1.2326, loss: 1.2326, grad_norm: 2.8586 2021-02-22 11:58:56,672 - mmaction - INFO - Epoch [239][160/470] lr: 9.719e-03, eta: 6:28:14, time: 2.436, data_time: 0.004, memory: 25994, top1_acc: 0.6976, top5_acc: 0.8714, loss_cls: 1.2464, loss: 1.2464, grad_norm: 2.9062 2021-02-22 11:59:44,146 - mmaction - INFO - Epoch [239][180/470] lr: 9.719e-03, eta: 6:27:17, time: 2.379, data_time: 0.014, memory: 25994, top1_acc: 0.6925, top5_acc: 0.8632, loss_cls: 1.2779, loss: 1.2779, grad_norm: 2.8988 2021-02-22 12:00:30,963 - mmaction - INFO - Epoch [239][200/470] lr: 9.719e-03, eta: 6:26:20, time: 2.340, data_time: 0.004, memory: 25994, top1_acc: 0.6949, top5_acc: 0.8650, loss_cls: 1.2533, loss: 1.2533, grad_norm: 2.8704 2021-02-22 12:01:17,094 - mmaction - INFO - Epoch [239][220/470] lr: 9.719e-03, eta: 6:25:23, time: 2.306, data_time: 0.004, memory: 25994, top1_acc: 0.6979, top5_acc: 0.8710, loss_cls: 1.2474, loss: 1.2474, grad_norm: 2.9159 2021-02-22 12:02:03,948 - mmaction - INFO - Epoch [239][240/470] lr: 9.719e-03, eta: 6:24:27, time: 2.343, data_time: 0.014, memory: 25994, top1_acc: 0.6990, top5_acc: 0.8713, loss_cls: 1.2469, loss: 1.2469, grad_norm: 2.9219 2021-02-22 12:02:53,800 - mmaction - INFO - Epoch [239][260/470] lr: 9.719e-03, eta: 6:23:30, time: 2.487, data_time: 0.008, memory: 25994, top1_acc: 0.7009, top5_acc: 0.8655, loss_cls: 1.2556, loss: 1.2556, grad_norm: 2.8741 2021-02-22 12:03:43,314 - mmaction - INFO - Epoch [239][280/470] lr: 9.719e-03, eta: 6:22:33, time: 2.475, data_time: 0.012, memory: 25994, top1_acc: 0.7030, top5_acc: 0.8668, loss_cls: 1.2623, loss: 1.2623, grad_norm: 2.9046 2021-02-22 12:04:33,551 - mmaction - INFO - Epoch [239][300/470] lr: 9.719e-03, eta: 6:21:37, time: 2.516, data_time: 0.011, memory: 25994, top1_acc: 0.7008, top5_acc: 0.8691, loss_cls: 1.2522, loss: 1.2522, grad_norm: 2.9321 2021-02-22 12:05:19,970 - mmaction - INFO - Epoch [239][320/470] lr: 9.719e-03, eta: 6:20:40, time: 2.318, data_time: 0.008, memory: 25994, top1_acc: 0.7023, top5_acc: 0.8778, loss_cls: 1.2199, loss: 1.2199, grad_norm: 2.8751 2021-02-22 12:06:05,366 - mmaction - INFO - Epoch [239][340/470] lr: 9.719e-03, eta: 6:19:43, time: 2.274, data_time: 0.011, memory: 25994, top1_acc: 0.7056, top5_acc: 0.8695, loss_cls: 1.2184, loss: 1.2184, grad_norm: 2.8871 2021-02-22 12:06:51,494 - mmaction - INFO - Epoch [239][360/470] lr: 9.719e-03, eta: 6:18:46, time: 2.306, data_time: 0.006, memory: 25994, top1_acc: 0.7022, top5_acc: 0.8729, loss_cls: 1.2352, loss: 1.2352, grad_norm: 2.8994 2021-02-22 12:07:38,772 - mmaction - INFO - Epoch [239][380/470] lr: 9.719e-03, eta: 6:17:50, time: 2.357, data_time: 0.006, memory: 25994, top1_acc: 0.7010, top5_acc: 0.8694, loss_cls: 1.2426, loss: 1.2426, grad_norm: 2.9370 2021-02-22 12:08:31,086 - mmaction - INFO - Epoch [239][400/470] lr: 9.719e-03, eta: 6:16:53, time: 2.619, data_time: 0.015, memory: 25994, top1_acc: 0.7117, top5_acc: 0.8806, loss_cls: 1.1953, loss: 1.1953, grad_norm: 2.8854 2021-02-22 12:09:16,227 - mmaction - INFO - Epoch [239][420/470] lr: 9.719e-03, eta: 6:15:56, time: 2.258, data_time: 0.010, memory: 25994, top1_acc: 0.6994, top5_acc: 0.8722, loss_cls: 1.2395, loss: 1.2395, grad_norm: 2.8771 2021-02-22 12:10:01,527 - mmaction - INFO - Epoch [239][440/470] lr: 9.719e-03, eta: 6:14:59, time: 2.258, data_time: 0.009, memory: 25994, top1_acc: 0.7009, top5_acc: 0.8714, loss_cls: 1.2303, loss: 1.2303, grad_norm: 2.9261 2021-02-22 12:10:49,684 - mmaction - INFO - Epoch [239][460/470] lr: 9.719e-03, eta: 6:14:03, time: 2.417, data_time: 0.014, memory: 25994, top1_acc: 0.7006, top5_acc: 0.8672, loss_cls: 1.2524, loss: 1.2524, grad_norm: 2.9225 2021-02-22 12:15:54,635 - mmaction - INFO - Epoch [240][20/470] lr: 8.673e-03, eta: 6:12:51, time: 13.130, data_time: 10.574, memory: 25994, top1_acc: 0.7013, top5_acc: 0.8702, loss_cls: 1.2343, loss: 1.2343, grad_norm: 2.8811 2021-02-22 12:16:55,043 - mmaction - INFO - Epoch [240][40/470] lr: 8.673e-03, eta: 6:11:55, time: 3.025, data_time: 0.218, memory: 25994, top1_acc: 0.7068, top5_acc: 0.8730, loss_cls: 1.2141, loss: 1.2141, grad_norm: 2.9452 2021-02-22 12:17:39,317 - mmaction - INFO - Epoch [240][60/470] lr: 8.673e-03, eta: 6:10:58, time: 2.213, data_time: 0.004, memory: 25994, top1_acc: 0.7034, top5_acc: 0.8741, loss_cls: 1.2224, loss: 1.2224, grad_norm: 2.9353 2021-02-22 12:18:24,431 - mmaction - INFO - Epoch [240][80/470] lr: 8.673e-03, eta: 6:10:02, time: 2.255, data_time: 0.009, memory: 25994, top1_acc: 0.7091, top5_acc: 0.8731, loss_cls: 1.2097, loss: 1.2097, grad_norm: 2.8858 2021-02-22 12:19:11,153 - mmaction - INFO - Epoch [240][100/470] lr: 8.673e-03, eta: 6:09:05, time: 2.327, data_time: 0.005, memory: 25994, top1_acc: 0.7058, top5_acc: 0.8699, loss_cls: 1.2418, loss: 1.2418, grad_norm: 2.9318 2021-02-22 12:19:57,245 - mmaction - INFO - Epoch [240][120/470] lr: 8.673e-03, eta: 6:08:08, time: 2.316, data_time: 0.019, memory: 25994, top1_acc: 0.7141, top5_acc: 0.8750, loss_cls: 1.1889, loss: 1.1889, grad_norm: 2.8996 2021-02-22 12:20:43,636 - mmaction - INFO - Epoch [240][140/470] lr: 8.673e-03, eta: 6:07:11, time: 2.317, data_time: 0.003, memory: 25994, top1_acc: 0.7082, top5_acc: 0.8711, loss_cls: 1.2085, loss: 1.2085, grad_norm: 2.9030 2021-02-22 12:21:44,524 - mmaction - INFO - Epoch [240][160/470] lr: 8.673e-03, eta: 6:06:15, time: 3.043, data_time: 0.006, memory: 25994, top1_acc: 0.7160, top5_acc: 0.8711, loss_cls: 1.2027, loss: 1.2027, grad_norm: 2.9378 2021-02-22 12:22:31,959 - mmaction - INFO - Epoch [240][180/470] lr: 8.673e-03, eta: 6:05:19, time: 2.372, data_time: 0.006, memory: 25994, top1_acc: 0.7065, top5_acc: 0.8741, loss_cls: 1.2291, loss: 1.2291, grad_norm: 2.9783 2021-02-22 12:23:18,227 - mmaction - INFO - Epoch [240][200/470] lr: 8.673e-03, eta: 6:04:22, time: 2.314, data_time: 0.006, memory: 25994, top1_acc: 0.7099, top5_acc: 0.8724, loss_cls: 1.2251, loss: 1.2251, grad_norm: 2.9000 2021-02-22 12:24:05,696 - mmaction - INFO - Epoch [240][220/470] lr: 8.673e-03, eta: 6:03:25, time: 2.373, data_time: 0.005, memory: 25994, top1_acc: 0.6958, top5_acc: 0.8673, loss_cls: 1.2581, loss: 1.2581, grad_norm: 2.9517 2021-02-22 12:24:52,425 - mmaction - INFO - Epoch [240][240/470] lr: 8.673e-03, eta: 6:02:28, time: 2.338, data_time: 0.007, memory: 25994, top1_acc: 0.7033, top5_acc: 0.8723, loss_cls: 1.2170, loss: 1.2170, grad_norm: 2.9090 2021-02-22 12:25:39,894 - mmaction - INFO - Epoch [240][260/470] lr: 8.673e-03, eta: 6:01:32, time: 2.367, data_time: 0.004, memory: 25994, top1_acc: 0.6995, top5_acc: 0.8716, loss_cls: 1.2379, loss: 1.2379, grad_norm: 2.9584 2021-02-22 12:26:25,284 - mmaction - INFO - Epoch [240][280/470] lr: 8.673e-03, eta: 6:00:35, time: 2.265, data_time: 0.009, memory: 25994, top1_acc: 0.7058, top5_acc: 0.8741, loss_cls: 1.2107, loss: 1.2107, grad_norm: 2.9878 2021-02-22 12:27:12,683 - mmaction - INFO - Epoch [240][300/470] lr: 8.673e-03, eta: 5:59:38, time: 2.380, data_time: 0.014, memory: 25994, top1_acc: 0.7053, top5_acc: 0.8702, loss_cls: 1.2360, loss: 1.2360, grad_norm: 2.9312 2021-02-22 12:27:57,186 - mmaction - INFO - Epoch [240][320/470] lr: 8.673e-03, eta: 5:58:41, time: 2.224, data_time: 0.005, memory: 25994, top1_acc: 0.7080, top5_acc: 0.8726, loss_cls: 1.2179, loss: 1.2179, grad_norm: 2.8850 2021-02-22 12:28:45,934 - mmaction - INFO - Epoch [240][340/470] lr: 8.673e-03, eta: 5:57:44, time: 2.435, data_time: 0.006, memory: 25994, top1_acc: 0.7051, top5_acc: 0.8726, loss_cls: 1.2066, loss: 1.2066, grad_norm: 2.8973 2021-02-22 12:29:32,231 - mmaction - INFO - Epoch [240][360/470] lr: 8.673e-03, eta: 5:56:48, time: 2.317, data_time: 0.042, memory: 25994, top1_acc: 0.7096, top5_acc: 0.8750, loss_cls: 1.2071, loss: 1.2071, grad_norm: 2.9025 2021-02-22 12:30:20,543 - mmaction - INFO - Epoch [240][380/470] lr: 8.673e-03, eta: 5:55:51, time: 2.399, data_time: 0.006, memory: 25994, top1_acc: 0.6957, top5_acc: 0.8674, loss_cls: 1.2476, loss: 1.2476, grad_norm: 2.9813 2021-02-22 12:31:06,708 - mmaction - INFO - Epoch [240][400/470] lr: 8.673e-03, eta: 5:54:54, time: 2.323, data_time: 0.027, memory: 25994, top1_acc: 0.7051, top5_acc: 0.8702, loss_cls: 1.2245, loss: 1.2245, grad_norm: 2.9346 2021-02-22 12:31:54,638 - mmaction - INFO - Epoch [240][420/470] lr: 8.673e-03, eta: 5:53:58, time: 2.399, data_time: 0.009, memory: 25994, top1_acc: 0.7095, top5_acc: 0.8738, loss_cls: 1.2070, loss: 1.2070, grad_norm: 2.9319 2021-02-22 12:32:39,674 - mmaction - INFO - Epoch [240][440/470] lr: 8.673e-03, eta: 5:53:01, time: 2.253, data_time: 0.005, memory: 25994, top1_acc: 0.6906, top5_acc: 0.8643, loss_cls: 1.2797, loss: 1.2797, grad_norm: 3.0275 2021-02-22 12:33:26,447 - mmaction - INFO - Epoch [240][460/470] lr: 8.673e-03, eta: 5:52:04, time: 2.336, data_time: 0.005, memory: 25994, top1_acc: 0.7019, top5_acc: 0.8684, loss_cls: 1.2387, loss: 1.2387, grad_norm: 2.9899 2021-02-22 12:34:05,450 - mmaction - INFO - Saving checkpoint at 240 epochs 2021-02-22 12:40:42,423 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-22 12:40:43,273 - mmaction - INFO - top1_acc 0.6986 top5_acc 0.8887 2021-02-22 12:40:43,274 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-22 12:40:43,330 - mmaction - INFO - mean_acc 0.6986 2021-02-22 12:40:43,331 - mmaction - INFO - Now best checkpoint is epoch_240.pth 2021-02-22 12:40:43,342 - mmaction - INFO - Epoch(val) [240][470] top1_acc: 0.6986, top5_acc: 0.8887, mean_class_accuracy: 0.6986 2021-02-22 12:44:53,371 - mmaction - INFO - Epoch [241][20/470] lr: 7.686e-03, eta: 5:50:51, time: 12.497, data_time: 9.212, memory: 25994, top1_acc: 0.7065, top5_acc: 0.8768, loss_cls: 1.2034, loss: 1.2034, grad_norm: 2.9357 2021-02-22 12:45:39,973 - mmaction - INFO - Epoch [241][40/470] lr: 7.686e-03, eta: 5:49:54, time: 2.332, data_time: 0.006, memory: 25994, top1_acc: 0.7076, top5_acc: 0.8692, loss_cls: 1.2104, loss: 1.2104, grad_norm: 2.9230 2021-02-22 12:46:27,521 - mmaction - INFO - Epoch [241][60/470] lr: 7.686e-03, eta: 5:48:57, time: 2.374, data_time: 0.013, memory: 25994, top1_acc: 0.7143, top5_acc: 0.8792, loss_cls: 1.1713, loss: 1.1713, grad_norm: 2.9426 2021-02-22 12:47:11,115 - mmaction - INFO - Epoch [241][80/470] lr: 7.686e-03, eta: 5:48:00, time: 2.181, data_time: 0.007, memory: 25994, top1_acc: 0.7083, top5_acc: 0.8724, loss_cls: 1.1939, loss: 1.1939, grad_norm: 2.9059 2021-02-22 12:47:57,356 - mmaction - INFO - Epoch [241][100/470] lr: 7.686e-03, eta: 5:47:04, time: 2.314, data_time: 0.007, memory: 25994, top1_acc: 0.7104, top5_acc: 0.8759, loss_cls: 1.1914, loss: 1.1914, grad_norm: 2.9243 2021-02-22 12:48:44,310 - mmaction - INFO - Epoch [241][120/470] lr: 7.686e-03, eta: 5:46:07, time: 2.346, data_time: 0.004, memory: 25994, top1_acc: 0.7179, top5_acc: 0.8762, loss_cls: 1.1879, loss: 1.1879, grad_norm: 2.9140 2021-02-22 12:49:29,398 - mmaction - INFO - Epoch [241][140/470] lr: 7.686e-03, eta: 5:45:10, time: 2.256, data_time: 0.005, memory: 25994, top1_acc: 0.7044, top5_acc: 0.8735, loss_cls: 1.2089, loss: 1.2089, grad_norm: 2.9492 2021-02-22 12:50:14,934 - mmaction - INFO - Epoch [241][160/470] lr: 7.686e-03, eta: 5:44:13, time: 2.274, data_time: 0.004, memory: 25994, top1_acc: 0.7039, top5_acc: 0.8719, loss_cls: 1.2126, loss: 1.2126, grad_norm: 2.9981 2021-02-22 12:51:01,652 - mmaction - INFO - Epoch [241][180/470] lr: 7.686e-03, eta: 5:43:16, time: 2.339, data_time: 0.009, memory: 25994, top1_acc: 0.7120, top5_acc: 0.8776, loss_cls: 1.1840, loss: 1.1840, grad_norm: 2.9776 2021-02-22 12:51:47,310 - mmaction - INFO - Epoch [241][200/470] lr: 7.686e-03, eta: 5:42:20, time: 2.280, data_time: 0.003, memory: 25994, top1_acc: 0.6979, top5_acc: 0.8681, loss_cls: 1.2485, loss: 1.2485, grad_norm: 3.0181 2021-02-22 12:52:31,110 - mmaction - INFO - Epoch [241][220/470] lr: 7.686e-03, eta: 5:41:23, time: 2.191, data_time: 0.005, memory: 25994, top1_acc: 0.7173, top5_acc: 0.8732, loss_cls: 1.1945, loss: 1.1945, grad_norm: 2.9144 2021-02-22 12:53:17,286 - mmaction - INFO - Epoch [241][240/470] lr: 7.686e-03, eta: 5:40:26, time: 2.309, data_time: 0.006, memory: 25994, top1_acc: 0.7112, top5_acc: 0.8680, loss_cls: 1.2252, loss: 1.2252, grad_norm: 2.9716 2021-02-22 12:54:10,205 - mmaction - INFO - Epoch [241][260/470] lr: 7.686e-03, eta: 5:39:30, time: 2.647, data_time: 0.006, memory: 25994, top1_acc: 0.7112, top5_acc: 0.8746, loss_cls: 1.1983, loss: 1.1983, grad_norm: 2.9472 2021-02-22 12:54:57,789 - mmaction - INFO - Epoch [241][280/470] lr: 7.686e-03, eta: 5:38:33, time: 2.379, data_time: 0.007, memory: 25994, top1_acc: 0.7005, top5_acc: 0.8714, loss_cls: 1.2283, loss: 1.2283, grad_norm: 2.9654 2021-02-22 12:55:44,209 - mmaction - INFO - Epoch [241][300/470] lr: 7.686e-03, eta: 5:37:36, time: 2.313, data_time: 0.004, memory: 25994, top1_acc: 0.7138, top5_acc: 0.8776, loss_cls: 1.1833, loss: 1.1833, grad_norm: 2.9812 2021-02-22 12:56:31,715 - mmaction - INFO - Epoch [241][320/470] lr: 7.686e-03, eta: 5:36:40, time: 2.384, data_time: 0.014, memory: 25994, top1_acc: 0.7117, top5_acc: 0.8796, loss_cls: 1.1864, loss: 1.1864, grad_norm: 2.9684 2021-02-22 12:57:17,847 - mmaction - INFO - Epoch [241][340/470] lr: 7.686e-03, eta: 5:35:43, time: 2.297, data_time: 0.004, memory: 25994, top1_acc: 0.7050, top5_acc: 0.8728, loss_cls: 1.2203, loss: 1.2203, grad_norm: 2.9738 2021-02-22 12:58:04,271 - mmaction - INFO - Epoch [241][360/470] lr: 7.686e-03, eta: 5:34:46, time: 2.329, data_time: 0.015, memory: 25994, top1_acc: 0.7073, top5_acc: 0.8730, loss_cls: 1.2061, loss: 1.2061, grad_norm: 2.9885 2021-02-22 12:58:49,029 - mmaction - INFO - Epoch [241][380/470] lr: 7.686e-03, eta: 5:33:49, time: 2.240, data_time: 0.007, memory: 25994, top1_acc: 0.7098, top5_acc: 0.8742, loss_cls: 1.2195, loss: 1.2195, grad_norm: 3.0039 2021-02-22 12:59:35,119 - mmaction - INFO - Epoch [241][400/470] lr: 7.686e-03, eta: 5:32:53, time: 2.305, data_time: 0.007, memory: 25994, top1_acc: 0.7039, top5_acc: 0.8686, loss_cls: 1.2367, loss: 1.2367, grad_norm: 3.0139 2021-02-22 13:00:22,831 - mmaction - INFO - Epoch [241][420/470] lr: 7.686e-03, eta: 5:31:56, time: 2.385, data_time: 0.004, memory: 25994, top1_acc: 0.7092, top5_acc: 0.8749, loss_cls: 1.2102, loss: 1.2102, grad_norm: 3.0101 2021-02-22 13:01:09,895 - mmaction - INFO - Epoch [241][440/470] lr: 7.686e-03, eta: 5:30:59, time: 2.347, data_time: 0.005, memory: 25994, top1_acc: 0.7005, top5_acc: 0.8738, loss_cls: 1.2316, loss: 1.2316, grad_norm: 3.0424 2021-02-22 13:01:55,172 - mmaction - INFO - Epoch [241][460/470] lr: 7.686e-03, eta: 5:30:03, time: 2.269, data_time: 0.010, memory: 25994, top1_acc: 0.7095, top5_acc: 0.8737, loss_cls: 1.2087, loss: 1.2087, grad_norm: 2.9563 2021-02-22 13:06:44,621 - mmaction - INFO - Epoch [242][20/470] lr: 6.758e-03, eta: 5:28:49, time: 12.659, data_time: 10.290, memory: 25994, top1_acc: 0.7164, top5_acc: 0.8762, loss_cls: 1.1851, loss: 1.1851, grad_norm: 2.9751 2021-02-22 13:07:29,921 - mmaction - INFO - Epoch [242][40/470] lr: 6.758e-03, eta: 5:27:52, time: 2.264, data_time: 0.006, memory: 25994, top1_acc: 0.7102, top5_acc: 0.8731, loss_cls: 1.2095, loss: 1.2095, grad_norm: 2.9850 2021-02-22 13:08:15,498 - mmaction - INFO - Epoch [242][60/470] lr: 6.758e-03, eta: 5:26:55, time: 2.276, data_time: 0.007, memory: 25994, top1_acc: 0.7097, top5_acc: 0.8729, loss_cls: 1.2008, loss: 1.2008, grad_norm: 2.9523 2021-02-22 13:09:03,736 - mmaction - INFO - Epoch [242][80/470] lr: 6.758e-03, eta: 5:25:59, time: 2.416, data_time: 0.007, memory: 25994, top1_acc: 0.7114, top5_acc: 0.8736, loss_cls: 1.2068, loss: 1.2068, grad_norm: 3.0121 2021-02-22 13:09:50,548 - mmaction - INFO - Epoch [242][100/470] lr: 6.758e-03, eta: 5:25:02, time: 2.338, data_time: 0.004, memory: 25994, top1_acc: 0.7102, top5_acc: 0.8753, loss_cls: 1.2048, loss: 1.2048, grad_norm: 3.0311 2021-02-22 13:10:37,014 - mmaction - INFO - Epoch [242][120/470] lr: 6.758e-03, eta: 5:24:05, time: 2.325, data_time: 0.008, memory: 25994, top1_acc: 0.7148, top5_acc: 0.8775, loss_cls: 1.1847, loss: 1.1847, grad_norm: 3.0346 2021-02-22 13:11:23,235 - mmaction - INFO - Epoch [242][140/470] lr: 6.758e-03, eta: 5:23:09, time: 2.313, data_time: 0.006, memory: 25994, top1_acc: 0.7072, top5_acc: 0.8734, loss_cls: 1.2043, loss: 1.2043, grad_norm: 3.0316 2021-02-22 13:12:14,287 - mmaction - INFO - Epoch [242][160/470] lr: 6.758e-03, eta: 5:22:12, time: 2.548, data_time: 0.004, memory: 25994, top1_acc: 0.7041, top5_acc: 0.8714, loss_cls: 1.2170, loss: 1.2170, grad_norm: 3.0301 2021-02-22 13:13:00,132 - mmaction - INFO - Epoch [242][180/470] lr: 6.758e-03, eta: 5:21:15, time: 2.296, data_time: 0.007, memory: 25994, top1_acc: 0.7093, top5_acc: 0.8740, loss_cls: 1.2099, loss: 1.2099, grad_norm: 3.0037 2021-02-22 13:13:45,869 - mmaction - INFO - Epoch [242][200/470] lr: 6.758e-03, eta: 5:20:19, time: 2.284, data_time: 0.004, memory: 25994, top1_acc: 0.7105, top5_acc: 0.8750, loss_cls: 1.1755, loss: 1.1755, grad_norm: 2.9721 2021-02-22 13:14:34,011 - mmaction - INFO - Epoch [242][220/470] lr: 6.758e-03, eta: 5:19:22, time: 2.407, data_time: 0.010, memory: 25994, top1_acc: 0.7165, top5_acc: 0.8745, loss_cls: 1.1784, loss: 1.1784, grad_norm: 2.9461 2021-02-22 13:15:20,141 - mmaction - INFO - Epoch [242][240/470] lr: 6.758e-03, eta: 5:18:25, time: 2.305, data_time: 0.009, memory: 25994, top1_acc: 0.7159, top5_acc: 0.8794, loss_cls: 1.1725, loss: 1.1725, grad_norm: 2.9509 2021-02-22 13:16:17,269 - mmaction - INFO - Epoch [242][260/470] lr: 6.758e-03, eta: 5:17:29, time: 2.856, data_time: 0.009, memory: 25994, top1_acc: 0.7033, top5_acc: 0.8749, loss_cls: 1.2152, loss: 1.2152, grad_norm: 3.0265 2021-02-22 13:17:08,234 - mmaction - INFO - Epoch [242][280/470] lr: 6.758e-03, eta: 5:16:33, time: 2.549, data_time: 0.010, memory: 25994, top1_acc: 0.7061, top5_acc: 0.8744, loss_cls: 1.2100, loss: 1.2100, grad_norm: 3.0405 2021-02-22 13:17:54,998 - mmaction - INFO - Epoch [242][300/470] lr: 6.758e-03, eta: 5:15:36, time: 2.338, data_time: 0.011, memory: 25994, top1_acc: 0.7168, top5_acc: 0.8766, loss_cls: 1.1792, loss: 1.1792, grad_norm: 3.0015 2021-02-22 13:18:42,585 - mmaction - INFO - Epoch [242][320/470] lr: 6.758e-03, eta: 5:14:40, time: 2.384, data_time: 0.009, memory: 25994, top1_acc: 0.7117, top5_acc: 0.8734, loss_cls: 1.1942, loss: 1.1942, grad_norm: 3.0069 2021-02-22 13:19:35,034 - mmaction - INFO - Epoch [242][340/470] lr: 6.758e-03, eta: 5:13:43, time: 2.622, data_time: 0.008, memory: 25994, top1_acc: 0.7175, top5_acc: 0.8818, loss_cls: 1.1542, loss: 1.1542, grad_norm: 2.9772 2021-02-22 13:20:20,863 - mmaction - INFO - Epoch [242][360/470] lr: 6.758e-03, eta: 5:12:47, time: 2.291, data_time: 0.004, memory: 25994, top1_acc: 0.7103, top5_acc: 0.8729, loss_cls: 1.2094, loss: 1.2094, grad_norm: 3.0170 2021-02-22 13:21:22,422 - mmaction - INFO - Epoch [242][380/470] lr: 6.758e-03, eta: 5:11:51, time: 3.079, data_time: 0.005, memory: 25994, top1_acc: 0.7058, top5_acc: 0.8713, loss_cls: 1.2141, loss: 1.2141, grad_norm: 3.0245 2021-02-22 13:22:08,984 - mmaction - INFO - Epoch [242][400/470] lr: 6.758e-03, eta: 5:10:54, time: 2.326, data_time: 0.004, memory: 25994, top1_acc: 0.7083, top5_acc: 0.8748, loss_cls: 1.1942, loss: 1.1942, grad_norm: 3.0367 2021-02-22 13:22:53,938 - mmaction - INFO - Epoch [242][420/470] lr: 6.758e-03, eta: 5:09:57, time: 2.248, data_time: 0.006, memory: 25994, top1_acc: 0.7194, top5_acc: 0.8789, loss_cls: 1.1721, loss: 1.1721, grad_norm: 3.0181 2021-02-22 13:23:40,616 - mmaction - INFO - Epoch [242][440/470] lr: 6.758e-03, eta: 5:09:01, time: 2.334, data_time: 0.007, memory: 25994, top1_acc: 0.7194, top5_acc: 0.8749, loss_cls: 1.1861, loss: 1.1861, grad_norm: 3.0160 2021-02-22 13:24:27,066 - mmaction - INFO - Epoch [242][460/470] lr: 6.758e-03, eta: 5:08:04, time: 2.323, data_time: 0.006, memory: 25994, top1_acc: 0.7159, top5_acc: 0.8776, loss_cls: 1.1730, loss: 1.1730, grad_norm: 2.9949 2021-02-22 13:29:10,212 - mmaction - INFO - Epoch [243][20/470] lr: 5.889e-03, eta: 5:06:49, time: 12.433, data_time: 10.126, memory: 25994, top1_acc: 0.7245, top5_acc: 0.8774, loss_cls: 1.1651, loss: 1.1651, grad_norm: 2.9678 2021-02-22 13:29:55,685 - mmaction - INFO - Epoch [243][40/470] lr: 5.889e-03, eta: 5:05:53, time: 2.272, data_time: 0.005, memory: 25994, top1_acc: 0.7196, top5_acc: 0.8811, loss_cls: 1.1635, loss: 1.1635, grad_norm: 3.0113 2021-02-22 13:30:41,341 - mmaction - INFO - Epoch [243][60/470] lr: 5.889e-03, eta: 5:04:56, time: 2.285, data_time: 0.005, memory: 25994, top1_acc: 0.7154, top5_acc: 0.8810, loss_cls: 1.1619, loss: 1.1619, grad_norm: 3.0236 2021-02-22 13:31:27,359 - mmaction - INFO - Epoch [243][80/470] lr: 5.889e-03, eta: 5:03:59, time: 2.300, data_time: 0.004, memory: 25994, top1_acc: 0.7229, top5_acc: 0.8798, loss_cls: 1.1570, loss: 1.1570, grad_norm: 2.9888 2021-02-22 13:32:14,910 - mmaction - INFO - Epoch [243][100/470] lr: 5.889e-03, eta: 5:03:03, time: 2.379, data_time: 0.005, memory: 25994, top1_acc: 0.7169, top5_acc: 0.8780, loss_cls: 1.1838, loss: 1.1838, grad_norm: 2.9938 2021-02-22 13:33:03,077 - mmaction - INFO - Epoch [243][120/470] lr: 5.889e-03, eta: 5:02:06, time: 2.405, data_time: 0.004, memory: 25994, top1_acc: 0.7137, top5_acc: 0.8792, loss_cls: 1.1766, loss: 1.1766, grad_norm: 3.0201 2021-02-22 13:33:48,945 - mmaction - INFO - Epoch [243][140/470] lr: 5.889e-03, eta: 5:01:09, time: 2.295, data_time: 0.008, memory: 25994, top1_acc: 0.7179, top5_acc: 0.8744, loss_cls: 1.1753, loss: 1.1753, grad_norm: 3.0084 2021-02-22 13:34:34,206 - mmaction - INFO - Epoch [243][160/470] lr: 5.889e-03, eta: 5:00:13, time: 2.265, data_time: 0.007, memory: 25994, top1_acc: 0.7223, top5_acc: 0.8782, loss_cls: 1.1568, loss: 1.1568, grad_norm: 2.9892 2021-02-22 13:35:22,061 - mmaction - INFO - Epoch [243][180/470] lr: 5.889e-03, eta: 4:59:16, time: 2.390, data_time: 0.004, memory: 25994, top1_acc: 0.7188, top5_acc: 0.8761, loss_cls: 1.1684, loss: 1.1684, grad_norm: 2.9834 2021-02-22 13:36:07,277 - mmaction - INFO - Epoch [243][200/470] lr: 5.889e-03, eta: 4:58:19, time: 2.262, data_time: 0.008, memory: 25994, top1_acc: 0.7158, top5_acc: 0.8813, loss_cls: 1.1572, loss: 1.1572, grad_norm: 3.0164 2021-02-22 13:36:53,220 - mmaction - INFO - Epoch [243][220/470] lr: 5.889e-03, eta: 4:57:23, time: 2.300, data_time: 0.008, memory: 25994, top1_acc: 0.7118, top5_acc: 0.8823, loss_cls: 1.1606, loss: 1.1606, grad_norm: 3.0720 2021-02-22 13:37:41,635 - mmaction - INFO - Epoch [243][240/470] lr: 5.889e-03, eta: 4:56:26, time: 2.419, data_time: 0.007, memory: 25994, top1_acc: 0.7192, top5_acc: 0.8781, loss_cls: 1.1649, loss: 1.1649, grad_norm: 2.9958 2021-02-22 13:38:32,289 - mmaction - INFO - Epoch [243][260/470] lr: 5.889e-03, eta: 4:55:30, time: 2.531, data_time: 0.007, memory: 25994, top1_acc: 0.7203, top5_acc: 0.8826, loss_cls: 1.1627, loss: 1.1627, grad_norm: 3.0290 2021-02-22 13:39:20,362 - mmaction - INFO - Epoch [243][280/470] lr: 5.889e-03, eta: 4:54:33, time: 2.406, data_time: 0.005, memory: 25994, top1_acc: 0.7140, top5_acc: 0.8736, loss_cls: 1.1877, loss: 1.1877, grad_norm: 3.0668 2021-02-22 13:40:06,433 - mmaction - INFO - Epoch [243][300/470] lr: 5.889e-03, eta: 4:53:36, time: 2.303, data_time: 0.002, memory: 25994, top1_acc: 0.7154, top5_acc: 0.8780, loss_cls: 1.1657, loss: 1.1657, grad_norm: 3.0025 2021-02-22 13:40:52,650 - mmaction - INFO - Epoch [243][320/470] lr: 5.889e-03, eta: 4:52:40, time: 2.309, data_time: 0.004, memory: 25994, top1_acc: 0.7154, top5_acc: 0.8803, loss_cls: 1.1712, loss: 1.1712, grad_norm: 3.0501 2021-02-22 13:41:39,643 - mmaction - INFO - Epoch [243][340/470] lr: 5.889e-03, eta: 4:51:43, time: 2.350, data_time: 0.005, memory: 25994, top1_acc: 0.7132, top5_acc: 0.8785, loss_cls: 1.1807, loss: 1.1807, grad_norm: 3.0865 2021-02-22 13:42:28,175 - mmaction - INFO - Epoch [243][360/470] lr: 5.889e-03, eta: 4:50:47, time: 2.428, data_time: 0.008, memory: 25994, top1_acc: 0.7141, top5_acc: 0.8774, loss_cls: 1.1721, loss: 1.1721, grad_norm: 3.0354 2021-02-22 13:43:15,736 - mmaction - INFO - Epoch [243][380/470] lr: 5.889e-03, eta: 4:49:50, time: 2.375, data_time: 0.003, memory: 25994, top1_acc: 0.7119, top5_acc: 0.8800, loss_cls: 1.1797, loss: 1.1797, grad_norm: 3.0521 2021-02-22 13:44:00,743 - mmaction - INFO - Epoch [243][400/470] lr: 5.889e-03, eta: 4:48:53, time: 2.248, data_time: 0.010, memory: 25994, top1_acc: 0.7173, top5_acc: 0.8787, loss_cls: 1.1633, loss: 1.1633, grad_norm: 3.0065 2021-02-22 13:44:49,499 - mmaction - INFO - Epoch [243][420/470] lr: 5.889e-03, eta: 4:47:57, time: 2.438, data_time: 0.011, memory: 25994, top1_acc: 0.7110, top5_acc: 0.8730, loss_cls: 1.1940, loss: 1.1940, grad_norm: 3.0450 2021-02-22 13:45:36,269 - mmaction - INFO - Epoch [243][440/470] lr: 5.889e-03, eta: 4:47:00, time: 2.341, data_time: 0.007, memory: 25994, top1_acc: 0.7245, top5_acc: 0.8813, loss_cls: 1.1487, loss: 1.1487, grad_norm: 2.9770 2021-02-22 13:46:21,808 - mmaction - INFO - Epoch [243][460/470] lr: 5.889e-03, eta: 4:46:04, time: 2.279, data_time: 0.005, memory: 25994, top1_acc: 0.7065, top5_acc: 0.8731, loss_cls: 1.1990, loss: 1.1990, grad_norm: 3.0505 2021-02-22 13:51:03,406 - mmaction - INFO - Epoch [244][20/470] lr: 5.079e-03, eta: 4:44:48, time: 12.313, data_time: 10.069, memory: 25994, top1_acc: 0.7236, top5_acc: 0.8771, loss_cls: 1.1572, loss: 1.1572, grad_norm: 2.9473 2021-02-22 13:51:49,264 - mmaction - INFO - Epoch [244][40/470] lr: 5.079e-03, eta: 4:43:52, time: 2.293, data_time: 0.004, memory: 25994, top1_acc: 0.7210, top5_acc: 0.8780, loss_cls: 1.1491, loss: 1.1491, grad_norm: 3.0357 2021-02-22 13:52:34,660 - mmaction - INFO - Epoch [244][60/470] lr: 5.079e-03, eta: 4:42:55, time: 2.270, data_time: 0.008, memory: 25994, top1_acc: 0.7215, top5_acc: 0.8785, loss_cls: 1.1576, loss: 1.1576, grad_norm: 3.0287 2021-02-22 13:53:19,642 - mmaction - INFO - Epoch [244][80/470] lr: 5.079e-03, eta: 4:41:58, time: 2.248, data_time: 0.003, memory: 25994, top1_acc: 0.7208, top5_acc: 0.8791, loss_cls: 1.1627, loss: 1.1627, grad_norm: 2.9659 2021-02-22 13:54:11,804 - mmaction - INFO - Epoch [244][100/470] lr: 5.079e-03, eta: 4:41:02, time: 2.604, data_time: 0.009, memory: 25994, top1_acc: 0.7144, top5_acc: 0.8784, loss_cls: 1.1929, loss: 1.1929, grad_norm: 3.0733 2021-02-22 13:54:57,760 - mmaction - INFO - Epoch [244][120/470] lr: 5.079e-03, eta: 4:40:05, time: 2.299, data_time: 0.010, memory: 25994, top1_acc: 0.7211, top5_acc: 0.8796, loss_cls: 1.1554, loss: 1.1554, grad_norm: 3.0285 2021-02-22 13:55:45,579 - mmaction - INFO - Epoch [244][140/470] lr: 5.079e-03, eta: 4:39:09, time: 2.394, data_time: 0.007, memory: 25994, top1_acc: 0.7211, top5_acc: 0.8809, loss_cls: 1.1324, loss: 1.1324, grad_norm: 2.9945 2021-02-22 13:56:34,644 - mmaction - INFO - Epoch [244][160/470] lr: 5.079e-03, eta: 4:38:12, time: 2.453, data_time: 0.003, memory: 25994, top1_acc: 0.7104, top5_acc: 0.8733, loss_cls: 1.1956, loss: 1.1956, grad_norm: 3.0767 2021-02-22 13:57:18,549 - mmaction - INFO - Epoch [244][180/470] lr: 5.079e-03, eta: 4:37:15, time: 2.195, data_time: 0.006, memory: 25994, top1_acc: 0.7244, top5_acc: 0.8821, loss_cls: 1.1549, loss: 1.1549, grad_norm: 3.0575 2021-02-22 13:58:06,867 - mmaction - INFO - Epoch [244][200/470] lr: 5.079e-03, eta: 4:36:19, time: 2.416, data_time: 0.004, memory: 25994, top1_acc: 0.7157, top5_acc: 0.8794, loss_cls: 1.1581, loss: 1.1581, grad_norm: 3.1118 2021-02-22 13:58:55,223 - mmaction - INFO - Epoch [244][220/470] lr: 5.079e-03, eta: 4:35:22, time: 2.414, data_time: 0.005, memory: 25994, top1_acc: 0.7200, top5_acc: 0.8821, loss_cls: 1.1523, loss: 1.1523, grad_norm: 3.0573 2021-02-22 13:59:42,982 - mmaction - INFO - Epoch [244][240/470] lr: 5.079e-03, eta: 4:34:26, time: 2.393, data_time: 0.012, memory: 25994, top1_acc: 0.7264, top5_acc: 0.8832, loss_cls: 1.1351, loss: 1.1351, grad_norm: 3.0833 2021-02-22 14:00:27,827 - mmaction - INFO - Epoch [244][260/470] lr: 5.079e-03, eta: 4:33:29, time: 2.241, data_time: 0.004, memory: 25994, top1_acc: 0.7156, top5_acc: 0.8755, loss_cls: 1.1734, loss: 1.1734, grad_norm: 3.0813 2021-02-22 14:01:16,106 - mmaction - INFO - Epoch [244][280/470] lr: 5.079e-03, eta: 4:32:33, time: 2.414, data_time: 0.005, memory: 25994, top1_acc: 0.7202, top5_acc: 0.8765, loss_cls: 1.1676, loss: 1.1676, grad_norm: 3.1041 2021-02-22 14:02:00,877 - mmaction - INFO - Epoch [244][300/470] lr: 5.079e-03, eta: 4:31:36, time: 2.237, data_time: 0.004, memory: 25994, top1_acc: 0.7228, top5_acc: 0.8835, loss_cls: 1.1507, loss: 1.1507, grad_norm: 3.0751 2021-02-22 14:02:46,667 - mmaction - INFO - Epoch [244][320/470] lr: 5.079e-03, eta: 4:30:39, time: 2.291, data_time: 0.010, memory: 25994, top1_acc: 0.7165, top5_acc: 0.8765, loss_cls: 1.1833, loss: 1.1833, grad_norm: 3.0985 2021-02-22 14:03:33,243 - mmaction - INFO - Epoch [244][340/470] lr: 5.079e-03, eta: 4:29:43, time: 2.316, data_time: 0.006, memory: 25994, top1_acc: 0.7172, top5_acc: 0.8815, loss_cls: 1.1659, loss: 1.1659, grad_norm: 3.0700 2021-02-22 14:04:20,609 - mmaction - INFO - Epoch [244][360/470] lr: 5.079e-03, eta: 4:28:46, time: 2.380, data_time: 0.015, memory: 25994, top1_acc: 0.7208, top5_acc: 0.8829, loss_cls: 1.1491, loss: 1.1491, grad_norm: 3.0677 2021-02-22 14:05:07,830 - mmaction - INFO - Epoch [244][380/470] lr: 5.079e-03, eta: 4:27:50, time: 2.360, data_time: 0.005, memory: 25994, top1_acc: 0.7159, top5_acc: 0.8805, loss_cls: 1.1645, loss: 1.1645, grad_norm: 3.1015 2021-02-22 14:05:57,841 - mmaction - INFO - Epoch [244][400/470] lr: 5.079e-03, eta: 4:26:53, time: 2.501, data_time: 0.005, memory: 25994, top1_acc: 0.7237, top5_acc: 0.8803, loss_cls: 1.1463, loss: 1.1463, grad_norm: 3.0806 2021-02-22 14:06:43,506 - mmaction - INFO - Epoch [244][420/470] lr: 5.079e-03, eta: 4:25:57, time: 2.278, data_time: 0.007, memory: 25994, top1_acc: 0.7139, top5_acc: 0.8770, loss_cls: 1.1792, loss: 1.1792, grad_norm: 3.1152 2021-02-22 14:07:32,761 - mmaction - INFO - Epoch [244][440/470] lr: 5.079e-03, eta: 4:25:00, time: 2.469, data_time: 0.015, memory: 25994, top1_acc: 0.7241, top5_acc: 0.8824, loss_cls: 1.1544, loss: 1.1544, grad_norm: 3.0617 2021-02-22 14:08:16,897 - mmaction - INFO - Epoch [244][460/470] lr: 5.079e-03, eta: 4:24:04, time: 2.207, data_time: 0.005, memory: 25994, top1_acc: 0.7278, top5_acc: 0.8830, loss_cls: 1.1300, loss: 1.1300, grad_norm: 3.0354 2021-02-22 14:08:53,000 - mmaction - INFO - Saving checkpoint at 244 epochs 2021-02-22 14:13:08,173 - mmaction - INFO - Epoch [245][20/470] lr: 4.329e-03, eta: 4:22:48, time: 12.659, data_time: 10.374, memory: 25994, top1_acc: 0.7249, top5_acc: 0.8827, loss_cls: 1.1391, loss: 1.1391, grad_norm: 3.0149 2021-02-22 14:13:54,557 - mmaction - INFO - Epoch [245][40/470] lr: 4.329e-03, eta: 4:21:51, time: 2.316, data_time: 0.005, memory: 25994, top1_acc: 0.7226, top5_acc: 0.8822, loss_cls: 1.1491, loss: 1.1491, grad_norm: 3.0465 2021-02-22 14:14:39,838 - mmaction - INFO - Epoch [245][60/470] lr: 4.329e-03, eta: 4:20:55, time: 2.266, data_time: 0.008, memory: 25994, top1_acc: 0.7246, top5_acc: 0.8767, loss_cls: 1.1569, loss: 1.1569, grad_norm: 3.0353 2021-02-22 14:15:27,037 - mmaction - INFO - Epoch [245][80/470] lr: 4.329e-03, eta: 4:19:58, time: 2.361, data_time: 0.008, memory: 25994, top1_acc: 0.7227, top5_acc: 0.8806, loss_cls: 1.1610, loss: 1.1610, grad_norm: 3.1083 2021-02-22 14:16:17,477 - mmaction - INFO - Epoch [245][100/470] lr: 4.329e-03, eta: 4:19:02, time: 2.522, data_time: 0.006, memory: 25994, top1_acc: 0.7269, top5_acc: 0.8875, loss_cls: 1.1197, loss: 1.1197, grad_norm: 3.0662 2021-02-22 14:17:03,398 - mmaction - INFO - Epoch [245][120/470] lr: 4.329e-03, eta: 4:18:05, time: 2.294, data_time: 0.007, memory: 25994, top1_acc: 0.7272, top5_acc: 0.8818, loss_cls: 1.1227, loss: 1.1227, grad_norm: 3.0429 2021-02-22 14:17:48,419 - mmaction - INFO - Epoch [245][140/470] lr: 4.329e-03, eta: 4:17:08, time: 2.252, data_time: 0.007, memory: 25994, top1_acc: 0.7168, top5_acc: 0.8742, loss_cls: 1.1840, loss: 1.1840, grad_norm: 3.1185 2021-02-22 14:18:34,619 - mmaction - INFO - Epoch [245][160/470] lr: 4.329e-03, eta: 4:16:12, time: 2.311, data_time: 0.008, memory: 25994, top1_acc: 0.7229, top5_acc: 0.8815, loss_cls: 1.1532, loss: 1.1532, grad_norm: 3.0897 2021-02-22 14:19:22,280 - mmaction - INFO - Epoch [245][180/470] lr: 4.329e-03, eta: 4:15:15, time: 2.376, data_time: 0.004, memory: 25994, top1_acc: 0.7216, top5_acc: 0.8812, loss_cls: 1.1492, loss: 1.1492, grad_norm: 3.0811 2021-02-22 14:20:14,639 - mmaction - INFO - Epoch [245][200/470] lr: 4.329e-03, eta: 4:14:19, time: 2.624, data_time: 0.014, memory: 25994, top1_acc: 0.7251, top5_acc: 0.8813, loss_cls: 1.1383, loss: 1.1383, grad_norm: 3.0712 2021-02-22 14:20:59,443 - mmaction - INFO - Epoch [245][220/470] lr: 4.329e-03, eta: 4:13:22, time: 2.237, data_time: 0.007, memory: 25994, top1_acc: 0.7241, top5_acc: 0.8809, loss_cls: 1.1448, loss: 1.1448, grad_norm: 3.0520 2021-02-22 14:21:55,953 - mmaction - INFO - Epoch [245][240/470] lr: 4.329e-03, eta: 4:12:26, time: 2.830, data_time: 0.008, memory: 25994, top1_acc: 0.7169, top5_acc: 0.8793, loss_cls: 1.1563, loss: 1.1563, grad_norm: 3.1366 2021-02-22 14:22:42,452 - mmaction - INFO - Epoch [245][260/470] lr: 4.329e-03, eta: 4:11:30, time: 2.325, data_time: 0.005, memory: 25994, top1_acc: 0.7186, top5_acc: 0.8801, loss_cls: 1.1546, loss: 1.1546, grad_norm: 3.1106 2021-02-22 14:23:30,339 - mmaction - INFO - Epoch [245][280/470] lr: 4.329e-03, eta: 4:10:33, time: 2.395, data_time: 0.007, memory: 25994, top1_acc: 0.7228, top5_acc: 0.8806, loss_cls: 1.1498, loss: 1.1498, grad_norm: 3.1089 2021-02-22 14:24:16,893 - mmaction - INFO - Epoch [245][300/470] lr: 4.329e-03, eta: 4:09:37, time: 2.327, data_time: 0.003, memory: 25994, top1_acc: 0.7147, top5_acc: 0.8743, loss_cls: 1.1698, loss: 1.1698, grad_norm: 3.0875 2021-02-22 14:25:03,580 - mmaction - INFO - Epoch [245][320/470] lr: 4.329e-03, eta: 4:08:40, time: 2.323, data_time: 0.004, memory: 25994, top1_acc: 0.7171, top5_acc: 0.8766, loss_cls: 1.1644, loss: 1.1644, grad_norm: 3.1296 2021-02-22 14:25:49,006 - mmaction - INFO - Epoch [245][340/470] lr: 4.329e-03, eta: 4:07:44, time: 2.281, data_time: 0.020, memory: 25994, top1_acc: 0.7209, top5_acc: 0.8815, loss_cls: 1.1493, loss: 1.1493, grad_norm: 3.1333 2021-02-22 14:26:34,153 - mmaction - INFO - Epoch [245][360/470] lr: 4.329e-03, eta: 4:06:47, time: 2.258, data_time: 0.008, memory: 25994, top1_acc: 0.7280, top5_acc: 0.8848, loss_cls: 1.1249, loss: 1.1249, grad_norm: 3.1359 2021-02-22 14:27:22,622 - mmaction - INFO - Epoch [245][380/470] lr: 4.329e-03, eta: 4:05:51, time: 2.425, data_time: 0.005, memory: 25994, top1_acc: 0.7242, top5_acc: 0.8828, loss_cls: 1.1402, loss: 1.1402, grad_norm: 3.1056 2021-02-22 14:28:09,254 - mmaction - INFO - Epoch [245][400/470] lr: 4.329e-03, eta: 4:04:54, time: 2.330, data_time: 0.003, memory: 25994, top1_acc: 0.7152, top5_acc: 0.8729, loss_cls: 1.1761, loss: 1.1761, grad_norm: 3.1336 2021-02-22 14:28:56,027 - mmaction - INFO - Epoch [245][420/470] lr: 4.329e-03, eta: 4:03:58, time: 2.338, data_time: 0.005, memory: 25994, top1_acc: 0.7244, top5_acc: 0.8845, loss_cls: 1.1429, loss: 1.1429, grad_norm: 3.1125 2021-02-22 14:29:41,289 - mmaction - INFO - Epoch [245][440/470] lr: 4.329e-03, eta: 4:03:01, time: 2.254, data_time: 0.008, memory: 25994, top1_acc: 0.7201, top5_acc: 0.8821, loss_cls: 1.1458, loss: 1.1458, grad_norm: 3.0794 2021-02-22 14:30:27,552 - mmaction - INFO - Epoch [245][460/470] lr: 4.329e-03, eta: 4:02:04, time: 2.324, data_time: 0.015, memory: 25994, top1_acc: 0.7313, top5_acc: 0.8854, loss_cls: 1.1189, loss: 1.1189, grad_norm: 3.0433 2021-02-22 14:37:51,327 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-22 14:37:52,111 - mmaction - INFO - top1_acc 0.7076 top5_acc 0.8915 2021-02-22 14:37:52,111 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-22 14:37:52,174 - mmaction - INFO - mean_acc 0.7076 2021-02-22 14:37:52,175 - mmaction - INFO - Now best checkpoint is epoch_245.pth 2021-02-22 14:37:52,211 - mmaction - INFO - Epoch(val) [245][470] top1_acc: 0.7076, top5_acc: 0.8915, mean_class_accuracy: 0.7076 2021-02-22 14:42:17,923 - mmaction - INFO - Epoch [246][20/470] lr: 3.639e-03, eta: 4:00:48, time: 13.277, data_time: 10.390, memory: 25994, top1_acc: 0.7188, top5_acc: 0.8775, loss_cls: 1.1476, loss: 1.1476, grad_norm: 3.0736 2021-02-22 14:43:05,160 - mmaction - INFO - Epoch [246][40/470] lr: 3.639e-03, eta: 3:59:52, time: 2.368, data_time: 0.011, memory: 25994, top1_acc: 0.7257, top5_acc: 0.8853, loss_cls: 1.1259, loss: 1.1259, grad_norm: 3.1004 2021-02-22 14:43:50,944 - mmaction - INFO - Epoch [246][60/470] lr: 3.639e-03, eta: 3:58:55, time: 2.289, data_time: 0.004, memory: 25994, top1_acc: 0.7225, top5_acc: 0.8816, loss_cls: 1.1452, loss: 1.1452, grad_norm: 3.0767 2021-02-22 14:44:37,900 - mmaction - INFO - Epoch [246][80/470] lr: 3.639e-03, eta: 3:57:59, time: 2.346, data_time: 0.007, memory: 25994, top1_acc: 0.7263, top5_acc: 0.8841, loss_cls: 1.1291, loss: 1.1291, grad_norm: 3.0891 2021-02-22 14:45:24,669 - mmaction - INFO - Epoch [246][100/470] lr: 3.639e-03, eta: 3:57:02, time: 2.339, data_time: 0.006, memory: 25994, top1_acc: 0.7205, top5_acc: 0.8812, loss_cls: 1.1536, loss: 1.1536, grad_norm: 3.1250 2021-02-22 14:46:14,456 - mmaction - INFO - Epoch [246][120/470] lr: 3.639e-03, eta: 3:56:06, time: 2.480, data_time: 0.006, memory: 25994, top1_acc: 0.7351, top5_acc: 0.8854, loss_cls: 1.0956, loss: 1.0956, grad_norm: 3.0257 2021-02-22 14:47:00,304 - mmaction - INFO - Epoch [246][140/470] lr: 3.639e-03, eta: 3:55:09, time: 2.303, data_time: 0.016, memory: 25994, top1_acc: 0.7312, top5_acc: 0.8850, loss_cls: 1.1218, loss: 1.1218, grad_norm: 3.0740 2021-02-22 14:47:47,552 - mmaction - INFO - Epoch [246][160/470] lr: 3.639e-03, eta: 3:54:13, time: 2.358, data_time: 0.010, memory: 25994, top1_acc: 0.7236, top5_acc: 0.8859, loss_cls: 1.1275, loss: 1.1275, grad_norm: 3.0968 2021-02-22 14:48:34,670 - mmaction - INFO - Epoch [246][180/470] lr: 3.639e-03, eta: 3:53:16, time: 2.360, data_time: 0.008, memory: 25994, top1_acc: 0.7289, top5_acc: 0.8849, loss_cls: 1.1162, loss: 1.1162, grad_norm: 3.0861 2021-02-22 14:49:23,127 - mmaction - INFO - Epoch [246][200/470] lr: 3.639e-03, eta: 3:52:20, time: 2.413, data_time: 0.004, memory: 25994, top1_acc: 0.7256, top5_acc: 0.8825, loss_cls: 1.1166, loss: 1.1166, grad_norm: 3.0963 2021-02-22 14:50:12,453 - mmaction - INFO - Epoch [246][220/470] lr: 3.639e-03, eta: 3:51:24, time: 2.475, data_time: 0.023, memory: 25994, top1_acc: 0.7183, top5_acc: 0.8838, loss_cls: 1.1580, loss: 1.1580, grad_norm: 3.1782 2021-02-22 14:50:59,761 - mmaction - INFO - Epoch [246][240/470] lr: 3.639e-03, eta: 3:50:27, time: 2.364, data_time: 0.004, memory: 25994, top1_acc: 0.7332, top5_acc: 0.8839, loss_cls: 1.1199, loss: 1.1199, grad_norm: 3.0971 2021-02-22 14:51:50,190 - mmaction - INFO - Epoch [246][260/470] lr: 3.639e-03, eta: 3:49:31, time: 2.520, data_time: 0.006, memory: 25994, top1_acc: 0.7233, top5_acc: 0.8812, loss_cls: 1.1317, loss: 1.1317, grad_norm: 3.1188 2021-02-22 14:52:34,274 - mmaction - INFO - Epoch [246][280/470] lr: 3.639e-03, eta: 3:48:34, time: 2.207, data_time: 0.008, memory: 25994, top1_acc: 0.7249, top5_acc: 0.8842, loss_cls: 1.1304, loss: 1.1304, grad_norm: 3.1015 2021-02-22 14:53:20,507 - mmaction - INFO - Epoch [246][300/470] lr: 3.639e-03, eta: 3:47:38, time: 2.309, data_time: 0.004, memory: 25994, top1_acc: 0.7236, top5_acc: 0.8840, loss_cls: 1.1391, loss: 1.1391, grad_norm: 3.1421 2021-02-22 14:54:20,763 - mmaction - INFO - Epoch [246][320/470] lr: 3.639e-03, eta: 3:46:42, time: 3.014, data_time: 0.015, memory: 25994, top1_acc: 0.7232, top5_acc: 0.8852, loss_cls: 1.1238, loss: 1.1238, grad_norm: 3.1153 2021-02-22 14:55:06,671 - mmaction - INFO - Epoch [246][340/470] lr: 3.639e-03, eta: 3:45:45, time: 2.295, data_time: 0.006, memory: 25994, top1_acc: 0.7315, top5_acc: 0.8854, loss_cls: 1.1044, loss: 1.1044, grad_norm: 3.0645 2021-02-22 14:56:20,690 - mmaction - INFO - Epoch [246][360/470] lr: 3.639e-03, eta: 3:44:50, time: 3.697, data_time: 0.008, memory: 25994, top1_acc: 0.7222, top5_acc: 0.8827, loss_cls: 1.1426, loss: 1.1426, grad_norm: 3.1390 2021-02-22 14:57:05,991 - mmaction - INFO - Epoch [246][380/470] lr: 3.639e-03, eta: 3:43:53, time: 2.272, data_time: 0.011, memory: 25994, top1_acc: 0.7229, top5_acc: 0.8796, loss_cls: 1.1557, loss: 1.1557, grad_norm: 3.1170 2021-02-22 14:57:54,219 - mmaction - INFO - Epoch [246][400/470] lr: 3.639e-03, eta: 3:42:57, time: 2.412, data_time: 0.004, memory: 25994, top1_acc: 0.7254, top5_acc: 0.8831, loss_cls: 1.1320, loss: 1.1320, grad_norm: 3.1041 2021-02-22 14:58:42,200 - mmaction - INFO - Epoch [246][420/470] lr: 3.639e-03, eta: 3:42:01, time: 2.399, data_time: 0.003, memory: 25994, top1_acc: 0.7280, top5_acc: 0.8840, loss_cls: 1.1289, loss: 1.1289, grad_norm: 3.1235 2021-02-22 14:59:29,422 - mmaction - INFO - Epoch [246][440/470] lr: 3.639e-03, eta: 3:41:04, time: 2.358, data_time: 0.003, memory: 25994, top1_acc: 0.7264, top5_acc: 0.8823, loss_cls: 1.1281, loss: 1.1281, grad_norm: 3.1183 2021-02-22 15:00:15,503 - mmaction - INFO - Epoch [246][460/470] lr: 3.639e-03, eta: 3:40:08, time: 2.307, data_time: 0.008, memory: 25994, top1_acc: 0.7266, top5_acc: 0.8823, loss_cls: 1.1278, loss: 1.1278, grad_norm: 3.1090 2021-02-22 15:06:08,081 - mmaction - INFO - Epoch [247][20/470] lr: 3.008e-03, eta: 3:38:53, time: 15.590, data_time: 12.919, memory: 25994, top1_acc: 0.7327, top5_acc: 0.8838, loss_cls: 1.1075, loss: 1.1075, grad_norm: 3.0977 2021-02-22 15:06:53,934 - mmaction - INFO - Epoch [247][40/470] lr: 3.008e-03, eta: 3:37:56, time: 2.294, data_time: 0.015, memory: 25994, top1_acc: 0.7293, top5_acc: 0.8823, loss_cls: 1.1331, loss: 1.1331, grad_norm: 3.1432 2021-02-22 15:07:45,720 - mmaction - INFO - Epoch [247][60/470] lr: 3.008e-03, eta: 3:37:00, time: 2.590, data_time: 0.006, memory: 25994, top1_acc: 0.7360, top5_acc: 0.8883, loss_cls: 1.0882, loss: 1.0882, grad_norm: 3.0738 2021-02-22 15:08:34,113 - mmaction - INFO - Epoch [247][80/470] lr: 3.008e-03, eta: 3:36:03, time: 2.418, data_time: 0.010, memory: 25994, top1_acc: 0.7304, top5_acc: 0.8819, loss_cls: 1.1176, loss: 1.1176, grad_norm: 3.1277 2021-02-22 15:09:20,016 - mmaction - INFO - Epoch [247][100/470] lr: 3.008e-03, eta: 3:35:07, time: 2.298, data_time: 0.010, memory: 25994, top1_acc: 0.7288, top5_acc: 0.8874, loss_cls: 1.1175, loss: 1.1175, grad_norm: 3.1029 2021-02-22 15:10:10,679 - mmaction - INFO - Epoch [247][120/470] lr: 3.008e-03, eta: 3:34:11, time: 2.530, data_time: 0.003, memory: 25994, top1_acc: 0.7305, top5_acc: 0.8864, loss_cls: 1.1271, loss: 1.1271, grad_norm: 3.1137 2021-02-22 15:10:57,259 - mmaction - INFO - Epoch [247][140/470] lr: 3.008e-03, eta: 3:33:14, time: 2.324, data_time: 0.012, memory: 25994, top1_acc: 0.7301, top5_acc: 0.8864, loss_cls: 1.0974, loss: 1.0974, grad_norm: 3.0894 2021-02-22 15:11:57,050 - mmaction - INFO - Epoch [247][160/470] lr: 3.008e-03, eta: 3:32:18, time: 2.995, data_time: 0.020, memory: 25994, top1_acc: 0.7319, top5_acc: 0.8888, loss_cls: 1.1004, loss: 1.1004, grad_norm: 3.1399 2021-02-22 15:12:43,594 - mmaction - INFO - Epoch [247][180/470] lr: 3.008e-03, eta: 3:31:22, time: 2.329, data_time: 0.006, memory: 25994, top1_acc: 0.7251, top5_acc: 0.8841, loss_cls: 1.1328, loss: 1.1328, grad_norm: 3.1607 2021-02-22 15:13:32,907 - mmaction - INFO - Epoch [247][200/470] lr: 3.008e-03, eta: 3:30:25, time: 2.465, data_time: 0.003, memory: 25994, top1_acc: 0.7213, top5_acc: 0.8790, loss_cls: 1.1515, loss: 1.1515, grad_norm: 3.1542 2021-02-22 15:14:23,585 - mmaction - INFO - Epoch [247][220/470] lr: 3.008e-03, eta: 3:29:29, time: 2.534, data_time: 0.005, memory: 25994, top1_acc: 0.7310, top5_acc: 0.8841, loss_cls: 1.1197, loss: 1.1197, grad_norm: 3.1465 2021-02-22 15:15:13,931 - mmaction - INFO - Epoch [247][240/470] lr: 3.008e-03, eta: 3:28:33, time: 2.515, data_time: 0.005, memory: 25994, top1_acc: 0.7263, top5_acc: 0.8821, loss_cls: 1.1230, loss: 1.1230, grad_norm: 3.1155 2021-02-22 15:16:12,740 - mmaction - INFO - Epoch [247][260/470] lr: 3.008e-03, eta: 3:27:37, time: 2.932, data_time: 0.011, memory: 25994, top1_acc: 0.7329, top5_acc: 0.8864, loss_cls: 1.0956, loss: 1.0956, grad_norm: 3.1410 2021-02-22 15:17:08,264 - mmaction - INFO - Epoch [247][280/470] lr: 3.008e-03, eta: 3:26:40, time: 2.787, data_time: 0.021, memory: 25994, top1_acc: 0.7265, top5_acc: 0.8816, loss_cls: 1.1425, loss: 1.1425, grad_norm: 3.1363 2021-02-22 15:17:54,028 - mmaction - INFO - Epoch [247][300/470] lr: 3.008e-03, eta: 3:25:44, time: 2.284, data_time: 0.004, memory: 25994, top1_acc: 0.7308, top5_acc: 0.8854, loss_cls: 1.1136, loss: 1.1136, grad_norm: 3.1230 2021-02-22 15:18:42,769 - mmaction - INFO - Epoch [247][320/470] lr: 3.008e-03, eta: 3:24:48, time: 2.439, data_time: 0.011, memory: 25994, top1_acc: 0.7345, top5_acc: 0.8841, loss_cls: 1.1081, loss: 1.1081, grad_norm: 3.1311 2021-02-22 15:19:30,431 - mmaction - INFO - Epoch [247][340/470] lr: 3.008e-03, eta: 3:23:51, time: 2.384, data_time: 0.006, memory: 25994, top1_acc: 0.7261, top5_acc: 0.8819, loss_cls: 1.1341, loss: 1.1341, grad_norm: 3.1653 2021-02-22 15:20:20,113 - mmaction - INFO - Epoch [247][360/470] lr: 3.008e-03, eta: 3:22:55, time: 2.477, data_time: 0.005, memory: 25994, top1_acc: 0.7242, top5_acc: 0.8794, loss_cls: 1.1349, loss: 1.1349, grad_norm: 3.1596 2021-02-22 15:21:26,476 - mmaction - INFO - Epoch [247][380/470] lr: 3.008e-03, eta: 3:21:59, time: 3.327, data_time: 0.013, memory: 25994, top1_acc: 0.7321, top5_acc: 0.8859, loss_cls: 1.1137, loss: 1.1137, grad_norm: 3.1599 2021-02-22 15:22:11,868 - mmaction - INFO - Epoch [247][400/470] lr: 3.008e-03, eta: 3:21:03, time: 2.267, data_time: 0.004, memory: 25994, top1_acc: 0.7171, top5_acc: 0.8776, loss_cls: 1.1720, loss: 1.1720, grad_norm: 3.2142 2021-02-22 15:23:01,578 - mmaction - INFO - Epoch [247][420/470] lr: 3.008e-03, eta: 3:20:06, time: 2.487, data_time: 0.008, memory: 25994, top1_acc: 0.7362, top5_acc: 0.8850, loss_cls: 1.1166, loss: 1.1166, grad_norm: 3.1147 2021-02-22 15:23:49,846 - mmaction - INFO - Epoch [247][440/470] lr: 3.008e-03, eta: 3:19:10, time: 2.415, data_time: 0.013, memory: 25994, top1_acc: 0.7223, top5_acc: 0.8825, loss_cls: 1.1254, loss: 1.1254, grad_norm: 3.1429 2021-02-22 15:24:36,187 - mmaction - INFO - Epoch [247][460/470] lr: 3.008e-03, eta: 3:18:13, time: 2.312, data_time: 0.005, memory: 25994, top1_acc: 0.7312, top5_acc: 0.8882, loss_cls: 1.0986, loss: 1.0986, grad_norm: 3.1170 2021-02-22 15:30:11,466 - mmaction - INFO - Epoch [248][20/470] lr: 2.437e-03, eta: 3:16:57, time: 14.766, data_time: 12.409, memory: 25994, top1_acc: 0.7392, top5_acc: 0.8900, loss_cls: 1.0781, loss: 1.0781, grad_norm: 3.0918 2021-02-22 15:30:55,905 - mmaction - INFO - Epoch [248][40/470] lr: 2.437e-03, eta: 3:16:00, time: 2.219, data_time: 0.006, memory: 25994, top1_acc: 0.7254, top5_acc: 0.8860, loss_cls: 1.1139, loss: 1.1139, grad_norm: 3.1434 2021-02-22 15:31:43,803 - mmaction - INFO - Epoch [248][60/470] lr: 2.437e-03, eta: 3:15:04, time: 2.399, data_time: 0.009, memory: 25994, top1_acc: 0.7301, top5_acc: 0.8807, loss_cls: 1.1244, loss: 1.1244, grad_norm: 3.0840 2021-02-22 15:32:31,830 - mmaction - INFO - Epoch [248][80/470] lr: 2.437e-03, eta: 3:14:07, time: 2.396, data_time: 0.007, memory: 25994, top1_acc: 0.7363, top5_acc: 0.8848, loss_cls: 1.0959, loss: 1.0959, grad_norm: 3.1023 2021-02-22 15:33:17,347 - mmaction - INFO - Epoch [248][100/470] lr: 2.437e-03, eta: 3:13:11, time: 2.273, data_time: 0.010, memory: 25994, top1_acc: 0.7284, top5_acc: 0.8818, loss_cls: 1.1350, loss: 1.1350, grad_norm: 3.1747 2021-02-22 15:34:04,893 - mmaction - INFO - Epoch [248][120/470] lr: 2.437e-03, eta: 3:12:14, time: 2.384, data_time: 0.012, memory: 25994, top1_acc: 0.7249, top5_acc: 0.8800, loss_cls: 1.1365, loss: 1.1365, grad_norm: 3.1606 2021-02-22 15:34:52,524 - mmaction - INFO - Epoch [248][140/470] lr: 2.437e-03, eta: 3:11:18, time: 2.380, data_time: 0.008, memory: 25994, top1_acc: 0.7283, top5_acc: 0.8839, loss_cls: 1.1200, loss: 1.1200, grad_norm: 3.1350 2021-02-22 15:35:40,662 - mmaction - INFO - Epoch [248][160/470] lr: 2.437e-03, eta: 3:10:22, time: 2.410, data_time: 0.007, memory: 25994, top1_acc: 0.7369, top5_acc: 0.8928, loss_cls: 1.0820, loss: 1.0820, grad_norm: 3.1308 2021-02-22 15:36:25,176 - mmaction - INFO - Epoch [248][180/470] lr: 2.437e-03, eta: 3:09:25, time: 2.226, data_time: 0.010, memory: 25994, top1_acc: 0.7282, top5_acc: 0.8823, loss_cls: 1.1306, loss: 1.1306, grad_norm: 3.1315 2021-02-22 15:37:17,085 - mmaction - INFO - Epoch [248][200/470] lr: 2.437e-03, eta: 3:08:29, time: 2.593, data_time: 0.008, memory: 25994, top1_acc: 0.7358, top5_acc: 0.8854, loss_cls: 1.0852, loss: 1.0852, grad_norm: 3.1107 2021-02-22 15:38:03,107 - mmaction - INFO - Epoch [248][220/470] lr: 2.437e-03, eta: 3:07:32, time: 2.304, data_time: 0.007, memory: 25994, top1_acc: 0.7411, top5_acc: 0.8887, loss_cls: 1.0872, loss: 1.0872, grad_norm: 3.1374 2021-02-22 15:38:49,977 - mmaction - INFO - Epoch [248][240/470] lr: 2.437e-03, eta: 3:06:36, time: 2.343, data_time: 0.003, memory: 25994, top1_acc: 0.7349, top5_acc: 0.8893, loss_cls: 1.0969, loss: 1.0969, grad_norm: 3.1551 2021-02-22 15:39:37,852 - mmaction - INFO - Epoch [248][260/470] lr: 2.437e-03, eta: 3:05:39, time: 2.389, data_time: 0.006, memory: 25994, top1_acc: 0.7304, top5_acc: 0.8879, loss_cls: 1.1228, loss: 1.1228, grad_norm: 3.1418 2021-02-22 15:40:24,323 - mmaction - INFO - Epoch [248][280/470] lr: 2.437e-03, eta: 3:04:43, time: 2.327, data_time: 0.011, memory: 25994, top1_acc: 0.7298, top5_acc: 0.8878, loss_cls: 1.1136, loss: 1.1136, grad_norm: 3.1833 2021-02-22 15:41:09,357 - mmaction - INFO - Epoch [248][300/470] lr: 2.437e-03, eta: 3:03:47, time: 2.252, data_time: 0.004, memory: 25994, top1_acc: 0.7256, top5_acc: 0.8866, loss_cls: 1.1077, loss: 1.1077, grad_norm: 3.1550 2021-02-22 15:41:53,547 - mmaction - INFO - Epoch [248][320/470] lr: 2.437e-03, eta: 3:02:50, time: 2.210, data_time: 0.006, memory: 25994, top1_acc: 0.7300, top5_acc: 0.8832, loss_cls: 1.1223, loss: 1.1223, grad_norm: 3.1848 2021-02-22 15:42:43,449 - mmaction - INFO - Epoch [248][340/470] lr: 2.437e-03, eta: 3:01:54, time: 2.491, data_time: 0.007, memory: 25994, top1_acc: 0.7283, top5_acc: 0.8873, loss_cls: 1.1101, loss: 1.1101, grad_norm: 3.1809 2021-02-22 15:43:28,020 - mmaction - INFO - Epoch [248][360/470] lr: 2.437e-03, eta: 3:00:57, time: 2.233, data_time: 0.010, memory: 25994, top1_acc: 0.7283, top5_acc: 0.8867, loss_cls: 1.1119, loss: 1.1119, grad_norm: 3.1776 2021-02-22 15:44:13,761 - mmaction - INFO - Epoch [248][380/470] lr: 2.437e-03, eta: 3:00:01, time: 2.287, data_time: 0.004, memory: 25994, top1_acc: 0.7323, top5_acc: 0.8865, loss_cls: 1.0980, loss: 1.0980, grad_norm: 3.1385 2021-02-22 15:45:04,570 - mmaction - INFO - Epoch [248][400/470] lr: 2.437e-03, eta: 2:59:04, time: 2.540, data_time: 0.006, memory: 25994, top1_acc: 0.7363, top5_acc: 0.8887, loss_cls: 1.0788, loss: 1.0788, grad_norm: 3.1080 2021-02-22 15:45:49,774 - mmaction - INFO - Epoch [248][420/470] lr: 2.437e-03, eta: 2:58:08, time: 2.247, data_time: 0.006, memory: 25994, top1_acc: 0.7248, top5_acc: 0.8811, loss_cls: 1.1305, loss: 1.1305, grad_norm: 3.2100 2021-02-22 15:46:38,776 - mmaction - INFO - Epoch [248][440/470] lr: 2.437e-03, eta: 2:57:12, time: 2.464, data_time: 0.017, memory: 25994, top1_acc: 0.7364, top5_acc: 0.8872, loss_cls: 1.0905, loss: 1.0905, grad_norm: 3.1510 2021-02-22 15:47:26,882 - mmaction - INFO - Epoch [248][460/470] lr: 2.437e-03, eta: 2:56:15, time: 2.406, data_time: 0.005, memory: 25994, top1_acc: 0.7346, top5_acc: 0.8859, loss_cls: 1.0953, loss: 1.0953, grad_norm: 3.1237 2021-02-22 15:48:07,798 - mmaction - INFO - Saving checkpoint at 248 epochs 2021-02-22 15:52:45,040 - mmaction - INFO - Epoch [249][20/470] lr: 1.926e-03, eta: 2:54:57, time: 13.771, data_time: 11.484, memory: 25994, top1_acc: 0.7309, top5_acc: 0.8848, loss_cls: 1.1196, loss: 1.1196, grad_norm: 3.1878 2021-02-22 15:53:36,244 - mmaction - INFO - Epoch [249][40/470] lr: 1.926e-03, eta: 2:54:01, time: 2.561, data_time: 0.009, memory: 25994, top1_acc: 0.7343, top5_acc: 0.8889, loss_cls: 1.0921, loss: 1.0921, grad_norm: 3.1723 2021-02-22 15:54:28,206 - mmaction - INFO - Epoch [249][60/470] lr: 1.926e-03, eta: 2:53:05, time: 2.594, data_time: 0.314, memory: 25994, top1_acc: 0.7322, top5_acc: 0.8879, loss_cls: 1.1043, loss: 1.1043, grad_norm: 3.1772 2021-02-22 15:55:15,511 - mmaction - INFO - Epoch [249][80/470] lr: 1.926e-03, eta: 2:52:08, time: 2.366, data_time: 0.012, memory: 25994, top1_acc: 0.7394, top5_acc: 0.8924, loss_cls: 1.0693, loss: 1.0693, grad_norm: 3.1009 2021-02-22 15:56:00,687 - mmaction - INFO - Epoch [249][100/470] lr: 1.926e-03, eta: 2:51:12, time: 2.263, data_time: 0.011, memory: 25994, top1_acc: 0.7329, top5_acc: 0.8853, loss_cls: 1.0984, loss: 1.0984, grad_norm: 3.1677 2021-02-22 15:56:49,357 - mmaction - INFO - Epoch [249][120/470] lr: 1.926e-03, eta: 2:50:15, time: 2.433, data_time: 0.003, memory: 25994, top1_acc: 0.7388, top5_acc: 0.8896, loss_cls: 1.0828, loss: 1.0828, grad_norm: 3.1324 2021-02-22 15:57:34,646 - mmaction - INFO - Epoch [249][140/470] lr: 1.926e-03, eta: 2:49:19, time: 2.265, data_time: 0.009, memory: 25994, top1_acc: 0.7266, top5_acc: 0.8856, loss_cls: 1.1181, loss: 1.1181, grad_norm: 3.2313 2021-02-22 15:58:27,122 - mmaction - INFO - Epoch [249][160/470] lr: 1.926e-03, eta: 2:48:23, time: 2.620, data_time: 0.007, memory: 25994, top1_acc: 0.7332, top5_acc: 0.8894, loss_cls: 1.0867, loss: 1.0867, grad_norm: 3.1421 2021-02-22 15:59:13,707 - mmaction - INFO - Epoch [249][180/470] lr: 1.926e-03, eta: 2:47:26, time: 2.334, data_time: 0.008, memory: 25994, top1_acc: 0.7373, top5_acc: 0.8861, loss_cls: 1.0827, loss: 1.0827, grad_norm: 3.1112 2021-02-22 16:00:00,571 - mmaction - INFO - Epoch [249][200/470] lr: 1.926e-03, eta: 2:46:30, time: 2.341, data_time: 0.002, memory: 25994, top1_acc: 0.7361, top5_acc: 0.8891, loss_cls: 1.0879, loss: 1.0879, grad_norm: 3.1581 2021-02-22 16:00:49,320 - mmaction - INFO - Epoch [249][220/470] lr: 1.926e-03, eta: 2:45:34, time: 2.437, data_time: 0.004, memory: 25994, top1_acc: 0.7276, top5_acc: 0.8867, loss_cls: 1.1106, loss: 1.1106, grad_norm: 3.2136 2021-02-22 16:01:35,354 - mmaction - INFO - Epoch [249][240/470] lr: 1.926e-03, eta: 2:44:37, time: 2.303, data_time: 0.009, memory: 25994, top1_acc: 0.7339, top5_acc: 0.8882, loss_cls: 1.0966, loss: 1.0966, grad_norm: 3.1577 2021-02-22 16:02:22,890 - mmaction - INFO - Epoch [249][260/470] lr: 1.926e-03, eta: 2:43:41, time: 2.373, data_time: 0.005, memory: 25994, top1_acc: 0.7394, top5_acc: 0.8863, loss_cls: 1.0885, loss: 1.0885, grad_norm: 3.1348 2021-02-22 16:03:14,231 - mmaction - INFO - Epoch [249][280/470] lr: 1.926e-03, eta: 2:42:44, time: 2.561, data_time: 0.012, memory: 25994, top1_acc: 0.7390, top5_acc: 0.8907, loss_cls: 1.0788, loss: 1.0788, grad_norm: 3.1520 2021-02-22 16:04:08,201 - mmaction - INFO - Epoch [249][300/470] lr: 1.926e-03, eta: 2:41:48, time: 2.707, data_time: 0.018, memory: 25994, top1_acc: 0.7338, top5_acc: 0.8856, loss_cls: 1.1037, loss: 1.1037, grad_norm: 3.1630 2021-02-22 16:04:54,494 - mmaction - INFO - Epoch [249][320/470] lr: 1.926e-03, eta: 2:40:52, time: 2.319, data_time: 0.009, memory: 25994, top1_acc: 0.7302, top5_acc: 0.8835, loss_cls: 1.1169, loss: 1.1169, grad_norm: 3.1572 2021-02-22 16:05:42,252 - mmaction - INFO - Epoch [249][340/470] lr: 1.926e-03, eta: 2:39:56, time: 2.381, data_time: 0.001, memory: 25994, top1_acc: 0.7307, top5_acc: 0.8816, loss_cls: 1.1177, loss: 1.1177, grad_norm: 3.1558 2021-02-22 16:06:30,287 - mmaction - INFO - Epoch [249][360/470] lr: 1.926e-03, eta: 2:38:59, time: 2.407, data_time: 0.009, memory: 25994, top1_acc: 0.7301, top5_acc: 0.8857, loss_cls: 1.1053, loss: 1.1053, grad_norm: 3.1621 2021-02-22 16:07:16,220 - mmaction - INFO - Epoch [249][380/470] lr: 1.926e-03, eta: 2:38:03, time: 2.297, data_time: 0.004, memory: 25994, top1_acc: 0.7290, top5_acc: 0.8830, loss_cls: 1.1108, loss: 1.1108, grad_norm: 3.1815 2021-02-22 16:08:01,519 - mmaction - INFO - Epoch [249][400/470] lr: 1.926e-03, eta: 2:37:06, time: 2.265, data_time: 0.007, memory: 25994, top1_acc: 0.7331, top5_acc: 0.8849, loss_cls: 1.1041, loss: 1.1041, grad_norm: 3.1574 2021-02-22 16:08:53,301 - mmaction - INFO - Epoch [249][420/470] lr: 1.926e-03, eta: 2:36:10, time: 2.586, data_time: 0.005, memory: 25994, top1_acc: 0.7339, top5_acc: 0.8873, loss_cls: 1.0999, loss: 1.0999, grad_norm: 3.1557 2021-02-22 16:09:42,126 - mmaction - INFO - Epoch [249][440/470] lr: 1.926e-03, eta: 2:35:14, time: 2.445, data_time: 0.007, memory: 25994, top1_acc: 0.7305, top5_acc: 0.8890, loss_cls: 1.0955, loss: 1.0955, grad_norm: 3.1963 2021-02-22 16:10:31,570 - mmaction - INFO - Epoch [249][460/470] lr: 1.926e-03, eta: 2:34:17, time: 2.471, data_time: 0.003, memory: 25994, top1_acc: 0.7255, top5_acc: 0.8834, loss_cls: 1.1303, loss: 1.1303, grad_norm: 3.2092 2021-02-22 16:16:04,729 - mmaction - INFO - Epoch [250][20/470] lr: 1.475e-03, eta: 2:32:59, time: 14.661, data_time: 12.215, memory: 25994, top1_acc: 0.7357, top5_acc: 0.8873, loss_cls: 1.0842, loss: 1.0842, grad_norm: 3.1732 2021-02-22 16:16:55,489 - mmaction - INFO - Epoch [250][40/470] lr: 1.475e-03, eta: 2:32:03, time: 2.550, data_time: 0.017, memory: 25994, top1_acc: 0.7417, top5_acc: 0.8896, loss_cls: 1.0721, loss: 1.0721, grad_norm: 3.1252 2021-02-22 16:17:40,602 - mmaction - INFO - Epoch [250][60/470] lr: 1.475e-03, eta: 2:31:06, time: 2.256, data_time: 0.008, memory: 25994, top1_acc: 0.7356, top5_acc: 0.8907, loss_cls: 1.0949, loss: 1.0949, grad_norm: 3.1586 2021-02-22 16:18:29,125 - mmaction - INFO - Epoch [250][80/470] lr: 1.475e-03, eta: 2:30:10, time: 2.423, data_time: 0.007, memory: 25994, top1_acc: 0.7358, top5_acc: 0.8867, loss_cls: 1.0948, loss: 1.0948, grad_norm: 3.1271 2021-02-22 16:19:14,577 - mmaction - INFO - Epoch [250][100/470] lr: 1.475e-03, eta: 2:29:14, time: 2.276, data_time: 0.010, memory: 25994, top1_acc: 0.7372, top5_acc: 0.8911, loss_cls: 1.0667, loss: 1.0667, grad_norm: 3.1336 2021-02-22 16:20:04,430 - mmaction - INFO - Epoch [250][120/470] lr: 1.475e-03, eta: 2:28:17, time: 2.492, data_time: 0.006, memory: 25994, top1_acc: 0.7314, top5_acc: 0.8838, loss_cls: 1.1223, loss: 1.1223, grad_norm: 3.1568 2021-02-22 16:20:51,542 - mmaction - INFO - Epoch [250][140/470] lr: 1.475e-03, eta: 2:27:21, time: 2.355, data_time: 0.004, memory: 25994, top1_acc: 0.7375, top5_acc: 0.8915, loss_cls: 1.0788, loss: 1.0788, grad_norm: 3.1561 2021-02-22 16:21:45,009 - mmaction - INFO - Epoch [250][160/470] lr: 1.475e-03, eta: 2:26:25, time: 2.675, data_time: 0.008, memory: 25994, top1_acc: 0.7354, top5_acc: 0.8877, loss_cls: 1.0817, loss: 1.0817, grad_norm: 3.1171 2021-02-22 16:22:29,278 - mmaction - INFO - Epoch [250][180/470] lr: 1.475e-03, eta: 2:25:28, time: 2.212, data_time: 0.005, memory: 25994, top1_acc: 0.7327, top5_acc: 0.8900, loss_cls: 1.0920, loss: 1.0920, grad_norm: 3.1971 2021-02-22 16:23:21,790 - mmaction - INFO - Epoch [250][200/470] lr: 1.475e-03, eta: 2:24:32, time: 2.627, data_time: 0.003, memory: 25994, top1_acc: 0.7415, top5_acc: 0.8871, loss_cls: 1.0701, loss: 1.0701, grad_norm: 3.1523 2021-02-22 16:24:07,173 - mmaction - INFO - Epoch [250][220/470] lr: 1.475e-03, eta: 2:23:36, time: 2.270, data_time: 0.004, memory: 25994, top1_acc: 0.7419, top5_acc: 0.8917, loss_cls: 1.0663, loss: 1.0663, grad_norm: 3.1524 2021-02-22 16:24:52,281 - mmaction - INFO - Epoch [250][240/470] lr: 1.475e-03, eta: 2:22:39, time: 2.247, data_time: 0.003, memory: 25994, top1_acc: 0.7367, top5_acc: 0.8863, loss_cls: 1.0809, loss: 1.0809, grad_norm: 3.1409 2021-02-22 16:25:37,980 - mmaction - INFO - Epoch [250][260/470] lr: 1.475e-03, eta: 2:21:43, time: 2.289, data_time: 0.013, memory: 25994, top1_acc: 0.7340, top5_acc: 0.8867, loss_cls: 1.0951, loss: 1.0951, grad_norm: 3.1489 2021-02-22 16:26:22,902 - mmaction - INFO - Epoch [250][280/470] lr: 1.475e-03, eta: 2:20:46, time: 2.249, data_time: 0.009, memory: 25994, top1_acc: 0.7309, top5_acc: 0.8889, loss_cls: 1.1058, loss: 1.1058, grad_norm: 3.1560 2021-02-22 16:27:08,967 - mmaction - INFO - Epoch [250][300/470] lr: 1.475e-03, eta: 2:19:50, time: 2.301, data_time: 0.007, memory: 25994, top1_acc: 0.7353, top5_acc: 0.8906, loss_cls: 1.0968, loss: 1.0968, grad_norm: 3.1794 2021-02-22 16:27:55,833 - mmaction - INFO - Epoch [250][320/470] lr: 1.475e-03, eta: 2:18:54, time: 2.339, data_time: 0.007, memory: 25994, top1_acc: 0.7432, top5_acc: 0.8905, loss_cls: 1.0612, loss: 1.0612, grad_norm: 3.1370 2021-02-22 16:28:39,861 - mmaction - INFO - Epoch [250][340/470] lr: 1.475e-03, eta: 2:17:57, time: 2.210, data_time: 0.010, memory: 25994, top1_acc: 0.7289, top5_acc: 0.8884, loss_cls: 1.1083, loss: 1.1083, grad_norm: 3.1790 2021-02-22 16:29:23,088 - mmaction - INFO - Epoch [250][360/470] lr: 1.475e-03, eta: 2:17:01, time: 2.161, data_time: 0.004, memory: 25994, top1_acc: 0.7290, top5_acc: 0.8855, loss_cls: 1.1080, loss: 1.1080, grad_norm: 3.2273 2021-02-22 16:30:08,080 - mmaction - INFO - Epoch [250][380/470] lr: 1.475e-03, eta: 2:16:04, time: 2.247, data_time: 0.004, memory: 25994, top1_acc: 0.7332, top5_acc: 0.8894, loss_cls: 1.0936, loss: 1.0936, grad_norm: 3.2231 2021-02-22 16:30:50,989 - mmaction - INFO - Epoch [250][400/470] lr: 1.475e-03, eta: 2:15:08, time: 2.148, data_time: 0.006, memory: 25994, top1_acc: 0.7348, top5_acc: 0.8874, loss_cls: 1.1015, loss: 1.1015, grad_norm: 3.2046 2021-02-22 16:31:38,557 - mmaction - INFO - Epoch [250][420/470] lr: 1.475e-03, eta: 2:14:12, time: 2.376, data_time: 0.002, memory: 25994, top1_acc: 0.7372, top5_acc: 0.8885, loss_cls: 1.0778, loss: 1.0778, grad_norm: 3.1854 2021-02-22 16:32:25,705 - mmaction - INFO - Epoch [250][440/470] lr: 1.475e-03, eta: 2:13:15, time: 2.359, data_time: 0.010, memory: 25994, top1_acc: 0.7366, top5_acc: 0.8895, loss_cls: 1.0748, loss: 1.0748, grad_norm: 3.1667 2021-02-22 16:33:11,095 - mmaction - INFO - Epoch [250][460/470] lr: 1.475e-03, eta: 2:12:19, time: 2.271, data_time: 0.007, memory: 25994, top1_acc: 0.7336, top5_acc: 0.8921, loss_cls: 1.0851, loss: 1.0851, grad_norm: 3.2326 2021-02-22 16:41:30,002 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-22 16:41:30,839 - mmaction - INFO - top1_acc 0.7114 top5_acc 0.8953 2021-02-22 16:41:30,839 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-22 16:41:30,905 - mmaction - INFO - mean_acc 0.7114 2021-02-22 16:41:30,906 - mmaction - INFO - Now best checkpoint is epoch_250.pth 2021-02-22 16:41:30,920 - mmaction - INFO - Epoch(val) [250][470] top1_acc: 0.7114, top5_acc: 0.8953, mean_class_accuracy: 0.7114 2021-02-22 16:46:00,242 - mmaction - INFO - Epoch [251][20/470] lr: 1.084e-03, eta: 2:10:59, time: 13.462, data_time: 10.995, memory: 25994, top1_acc: 0.7349, top5_acc: 0.8848, loss_cls: 1.1132, loss: 1.1132, grad_norm: 3.2120 2021-02-22 16:46:44,819 - mmaction - INFO - Epoch [251][40/470] lr: 1.084e-03, eta: 2:10:03, time: 2.230, data_time: 0.011, memory: 25994, top1_acc: 0.7335, top5_acc: 0.8854, loss_cls: 1.1047, loss: 1.1047, grad_norm: 3.1788 2021-02-22 16:47:31,331 - mmaction - INFO - Epoch [251][60/470] lr: 1.084e-03, eta: 2:09:06, time: 2.325, data_time: 0.004, memory: 25994, top1_acc: 0.7428, top5_acc: 0.8911, loss_cls: 1.0607, loss: 1.0607, grad_norm: 3.1402 2021-02-22 16:48:17,015 - mmaction - INFO - Epoch [251][80/470] lr: 1.084e-03, eta: 2:08:10, time: 2.281, data_time: 0.006, memory: 25994, top1_acc: 0.7285, top5_acc: 0.8871, loss_cls: 1.1144, loss: 1.1144, grad_norm: 3.2464 2021-02-22 16:49:01,852 - mmaction - INFO - Epoch [251][100/470] lr: 1.084e-03, eta: 2:07:14, time: 2.245, data_time: 0.009, memory: 25994, top1_acc: 0.7410, top5_acc: 0.8874, loss_cls: 1.0874, loss: 1.0874, grad_norm: 3.1347 2021-02-22 16:49:48,194 - mmaction - INFO - Epoch [251][120/470] lr: 1.084e-03, eta: 2:06:17, time: 2.315, data_time: 0.004, memory: 25994, top1_acc: 0.7344, top5_acc: 0.8874, loss_cls: 1.0926, loss: 1.0926, grad_norm: 3.1970 2021-02-22 16:50:33,986 - mmaction - INFO - Epoch [251][140/470] lr: 1.084e-03, eta: 2:05:21, time: 2.292, data_time: 0.008, memory: 25994, top1_acc: 0.7369, top5_acc: 0.8903, loss_cls: 1.0843, loss: 1.0843, grad_norm: 3.1481 2021-02-22 16:51:17,896 - mmaction - INFO - Epoch [251][160/470] lr: 1.084e-03, eta: 2:04:25, time: 2.194, data_time: 0.007, memory: 25994, top1_acc: 0.7421, top5_acc: 0.8876, loss_cls: 1.0701, loss: 1.0701, grad_norm: 3.1579 2021-02-22 16:52:04,659 - mmaction - INFO - Epoch [251][180/470] lr: 1.084e-03, eta: 2:03:28, time: 2.336, data_time: 0.009, memory: 25994, top1_acc: 0.7346, top5_acc: 0.8869, loss_cls: 1.0842, loss: 1.0842, grad_norm: 3.1809 2021-02-22 16:52:52,290 - mmaction - INFO - Epoch [251][200/470] lr: 1.084e-03, eta: 2:02:32, time: 2.384, data_time: 0.010, memory: 25994, top1_acc: 0.7343, top5_acc: 0.8894, loss_cls: 1.0959, loss: 1.0959, grad_norm: 3.1769 2021-02-22 16:53:50,899 - mmaction - INFO - Epoch [251][220/470] lr: 1.084e-03, eta: 2:01:36, time: 2.934, data_time: 0.010, memory: 25994, top1_acc: 0.7462, top5_acc: 0.8907, loss_cls: 1.0683, loss: 1.0683, grad_norm: 3.1529 2021-02-22 16:54:38,342 - mmaction - INFO - Epoch [251][240/470] lr: 1.084e-03, eta: 2:00:39, time: 2.368, data_time: 0.015, memory: 25994, top1_acc: 0.7373, top5_acc: 0.8853, loss_cls: 1.0895, loss: 1.0895, grad_norm: 3.1661 2021-02-22 16:55:24,838 - mmaction - INFO - Epoch [251][260/470] lr: 1.084e-03, eta: 1:59:43, time: 2.324, data_time: 0.016, memory: 25994, top1_acc: 0.7328, top5_acc: 0.8870, loss_cls: 1.1007, loss: 1.1007, grad_norm: 3.2212 2021-02-22 16:56:10,249 - mmaction - INFO - Epoch [251][280/470] lr: 1.084e-03, eta: 1:58:47, time: 2.276, data_time: 0.009, memory: 25994, top1_acc: 0.7435, top5_acc: 0.8922, loss_cls: 1.0543, loss: 1.0543, grad_norm: 3.1557 2021-02-22 16:56:58,868 - mmaction - INFO - Epoch [251][300/470] lr: 1.084e-03, eta: 1:57:51, time: 2.429, data_time: 0.003, memory: 25994, top1_acc: 0.7428, top5_acc: 0.8935, loss_cls: 1.0572, loss: 1.0572, grad_norm: 3.1779 2021-02-22 16:57:44,295 - mmaction - INFO - Epoch [251][320/470] lr: 1.084e-03, eta: 1:56:54, time: 2.272, data_time: 0.012, memory: 25994, top1_acc: 0.7442, top5_acc: 0.8914, loss_cls: 1.0602, loss: 1.0602, grad_norm: 3.1387 2021-02-22 16:58:29,427 - mmaction - INFO - Epoch [251][340/470] lr: 1.084e-03, eta: 1:55:58, time: 2.258, data_time: 0.005, memory: 25994, top1_acc: 0.7336, top5_acc: 0.8881, loss_cls: 1.0867, loss: 1.0867, grad_norm: 3.1756 2021-02-22 16:59:18,314 - mmaction - INFO - Epoch [251][360/470] lr: 1.084e-03, eta: 1:55:02, time: 2.444, data_time: 0.003, memory: 25994, top1_acc: 0.7387, top5_acc: 0.8920, loss_cls: 1.0804, loss: 1.0804, grad_norm: 3.1886 2021-02-22 17:00:05,970 - mmaction - INFO - Epoch [251][380/470] lr: 1.084e-03, eta: 1:54:05, time: 2.383, data_time: 0.007, memory: 25994, top1_acc: 0.7369, top5_acc: 0.8897, loss_cls: 1.0949, loss: 1.0949, grad_norm: 3.1817 2021-02-22 17:00:50,440 - mmaction - INFO - Epoch [251][400/470] lr: 1.084e-03, eta: 1:53:09, time: 2.222, data_time: 0.005, memory: 25994, top1_acc: 0.7396, top5_acc: 0.8921, loss_cls: 1.0752, loss: 1.0752, grad_norm: 3.1977 2021-02-22 17:01:38,080 - mmaction - INFO - Epoch [251][420/470] lr: 1.084e-03, eta: 1:52:13, time: 2.384, data_time: 0.006, memory: 25994, top1_acc: 0.7446, top5_acc: 0.8902, loss_cls: 1.0655, loss: 1.0655, grad_norm: 3.1268 2021-02-22 17:02:25,044 - mmaction - INFO - Epoch [251][440/470] lr: 1.084e-03, eta: 1:51:16, time: 2.344, data_time: 0.005, memory: 25994, top1_acc: 0.7389, top5_acc: 0.8922, loss_cls: 1.0821, loss: 1.0821, grad_norm: 3.2394 2021-02-22 17:03:11,116 - mmaction - INFO - Epoch [251][460/470] lr: 1.084e-03, eta: 1:50:20, time: 2.301, data_time: 0.008, memory: 25994, top1_acc: 0.7341, top5_acc: 0.8891, loss_cls: 1.0845, loss: 1.0845, grad_norm: 3.1878 2021-02-22 17:08:28,776 - mmaction - INFO - Epoch [252][20/470] lr: 7.528e-04, eta: 1:49:00, time: 14.096, data_time: 11.822, memory: 25994, top1_acc: 0.7336, top5_acc: 0.8846, loss_cls: 1.1086, loss: 1.1086, grad_norm: 3.2079 2021-02-22 17:09:18,180 - mmaction - INFO - Epoch [252][40/470] lr: 7.528e-04, eta: 1:48:03, time: 2.473, data_time: 0.012, memory: 25994, top1_acc: 0.7401, top5_acc: 0.8917, loss_cls: 1.0627, loss: 1.0627, grad_norm: 3.1663 2021-02-22 17:10:02,495 - mmaction - INFO - Epoch [252][60/470] lr: 7.528e-04, eta: 1:47:07, time: 2.216, data_time: 0.006, memory: 25994, top1_acc: 0.7416, top5_acc: 0.8871, loss_cls: 1.0763, loss: 1.0763, grad_norm: 3.1680 2021-02-22 17:10:49,888 - mmaction - INFO - Epoch [252][80/470] lr: 7.528e-04, eta: 1:46:11, time: 2.373, data_time: 0.006, memory: 25994, top1_acc: 0.7405, top5_acc: 0.8954, loss_cls: 1.0579, loss: 1.0579, grad_norm: 3.2074 2021-02-22 17:11:41,866 - mmaction - INFO - Epoch [252][100/470] lr: 7.528e-04, eta: 1:45:15, time: 2.599, data_time: 0.005, memory: 25994, top1_acc: 0.7356, top5_acc: 0.8879, loss_cls: 1.0942, loss: 1.0942, grad_norm: 3.1921 2021-02-22 17:12:31,260 - mmaction - INFO - Epoch [252][120/470] lr: 7.528e-04, eta: 1:44:18, time: 2.467, data_time: 0.002, memory: 25994, top1_acc: 0.7371, top5_acc: 0.8900, loss_cls: 1.0741, loss: 1.0741, grad_norm: 3.1874 2021-02-22 17:13:17,940 - mmaction - INFO - Epoch [252][140/470] lr: 7.528e-04, eta: 1:43:22, time: 2.326, data_time: 0.005, memory: 25994, top1_acc: 0.7334, top5_acc: 0.8862, loss_cls: 1.0881, loss: 1.0881, grad_norm: 3.2158 2021-02-22 17:14:06,225 - mmaction - INFO - Epoch [252][160/470] lr: 7.528e-04, eta: 1:42:26, time: 2.424, data_time: 0.013, memory: 25994, top1_acc: 0.7390, top5_acc: 0.8878, loss_cls: 1.0878, loss: 1.0878, grad_norm: 3.1584 2021-02-22 17:14:51,659 - mmaction - INFO - Epoch [252][180/470] lr: 7.528e-04, eta: 1:41:29, time: 2.273, data_time: 0.011, memory: 25994, top1_acc: 0.7385, top5_acc: 0.8895, loss_cls: 1.0793, loss: 1.0793, grad_norm: 3.1834 2021-02-22 17:15:36,731 - mmaction - INFO - Epoch [252][200/470] lr: 7.528e-04, eta: 1:40:33, time: 2.253, data_time: 0.013, memory: 25994, top1_acc: 0.7353, top5_acc: 0.8904, loss_cls: 1.0789, loss: 1.0789, grad_norm: 3.1573 2021-02-22 17:16:28,722 - mmaction - INFO - Epoch [252][220/470] lr: 7.528e-04, eta: 1:39:37, time: 2.598, data_time: 0.006, memory: 25994, top1_acc: 0.7394, top5_acc: 0.8901, loss_cls: 1.0694, loss: 1.0694, grad_norm: 3.1728 2021-02-22 17:17:14,586 - mmaction - INFO - Epoch [252][240/470] lr: 7.528e-04, eta: 1:38:41, time: 2.294, data_time: 0.005, memory: 25994, top1_acc: 0.7388, top5_acc: 0.8859, loss_cls: 1.0819, loss: 1.0819, grad_norm: 3.1987 2021-02-22 17:18:01,102 - mmaction - INFO - Epoch [252][260/470] lr: 7.528e-04, eta: 1:37:44, time: 2.327, data_time: 0.005, memory: 25994, top1_acc: 0.7313, top5_acc: 0.8835, loss_cls: 1.1010, loss: 1.1010, grad_norm: 3.1990 2021-02-22 17:18:46,498 - mmaction - INFO - Epoch [252][280/470] lr: 7.528e-04, eta: 1:36:48, time: 2.270, data_time: 0.003, memory: 25994, top1_acc: 0.7367, top5_acc: 0.8881, loss_cls: 1.0950, loss: 1.0950, grad_norm: 3.2150 2021-02-22 17:19:35,046 - mmaction - INFO - Epoch [252][300/470] lr: 7.528e-04, eta: 1:35:52, time: 2.428, data_time: 0.004, memory: 25994, top1_acc: 0.7380, top5_acc: 0.8931, loss_cls: 1.0604, loss: 1.0604, grad_norm: 3.2052 2021-02-22 17:20:27,167 - mmaction - INFO - Epoch [252][320/470] lr: 7.528e-04, eta: 1:34:56, time: 2.597, data_time: 0.004, memory: 25994, top1_acc: 0.7434, top5_acc: 0.8924, loss_cls: 1.0609, loss: 1.0609, grad_norm: 3.1831 2021-02-22 17:21:31,146 - mmaction - INFO - Epoch [252][340/470] lr: 7.528e-04, eta: 1:34:00, time: 3.201, data_time: 0.014, memory: 25994, top1_acc: 0.7429, top5_acc: 0.8920, loss_cls: 1.0538, loss: 1.0538, grad_norm: 3.1786 2021-02-22 17:22:21,309 - mmaction - INFO - Epoch [252][360/470] lr: 7.528e-04, eta: 1:33:03, time: 2.508, data_time: 0.012, memory: 25994, top1_acc: 0.7316, top5_acc: 0.8864, loss_cls: 1.1048, loss: 1.1048, grad_norm: 3.2452 2021-02-22 17:23:10,741 - mmaction - INFO - Epoch [252][380/470] lr: 7.528e-04, eta: 1:32:07, time: 2.479, data_time: 0.012, memory: 25994, top1_acc: 0.7373, top5_acc: 0.8857, loss_cls: 1.0888, loss: 1.0888, grad_norm: 3.2148 2021-02-22 17:23:56,523 - mmaction - INFO - Epoch [252][400/470] lr: 7.528e-04, eta: 1:31:11, time: 2.289, data_time: 0.004, memory: 25994, top1_acc: 0.7391, top5_acc: 0.8924, loss_cls: 1.0724, loss: 1.0724, grad_norm: 3.1769 2021-02-22 17:24:43,762 - mmaction - INFO - Epoch [252][420/470] lr: 7.528e-04, eta: 1:30:15, time: 2.358, data_time: 0.006, memory: 25994, top1_acc: 0.7401, top5_acc: 0.8922, loss_cls: 1.0667, loss: 1.0667, grad_norm: 3.1737 2021-02-22 17:25:31,612 - mmaction - INFO - Epoch [252][440/470] lr: 7.528e-04, eta: 1:29:18, time: 2.393, data_time: 0.010, memory: 25994, top1_acc: 0.7372, top5_acc: 0.8908, loss_cls: 1.0725, loss: 1.0725, grad_norm: 3.2019 2021-02-22 17:26:15,021 - mmaction - INFO - Epoch [252][460/470] lr: 7.528e-04, eta: 1:28:22, time: 2.172, data_time: 0.005, memory: 25994, top1_acc: 0.7461, top5_acc: 0.8937, loss_cls: 1.0484, loss: 1.0484, grad_norm: 3.2010 2021-02-22 17:26:57,032 - mmaction - INFO - Saving checkpoint at 252 epochs 2021-02-22 17:31:27,402 - mmaction - INFO - Epoch [253][20/470] lr: 4.818e-04, eta: 1:27:01, time: 13.417, data_time: 11.074, memory: 25994, top1_acc: 0.7436, top5_acc: 0.8927, loss_cls: 1.0646, loss: 1.0646, grad_norm: 3.2032 2021-02-22 17:32:12,469 - mmaction - INFO - Epoch [253][40/470] lr: 4.818e-04, eta: 1:26:04, time: 2.253, data_time: 0.006, memory: 25994, top1_acc: 0.7439, top5_acc: 0.8920, loss_cls: 1.0717, loss: 1.0717, grad_norm: 3.2130 2021-02-22 17:32:58,002 - mmaction - INFO - Epoch [253][60/470] lr: 4.818e-04, eta: 1:25:08, time: 2.276, data_time: 0.006, memory: 25994, top1_acc: 0.7384, top5_acc: 0.8928, loss_cls: 1.0701, loss: 1.0701, grad_norm: 3.1786 2021-02-22 17:33:46,330 - mmaction - INFO - Epoch [253][80/470] lr: 4.818e-04, eta: 1:24:12, time: 2.389, data_time: 0.004, memory: 25994, top1_acc: 0.7331, top5_acc: 0.8901, loss_cls: 1.0904, loss: 1.0904, grad_norm: 3.2807 2021-02-22 17:34:34,513 - mmaction - INFO - Epoch [253][100/470] lr: 4.818e-04, eta: 1:23:16, time: 2.437, data_time: 0.039, memory: 25994, top1_acc: 0.7338, top5_acc: 0.8870, loss_cls: 1.0891, loss: 1.0891, grad_norm: 3.2350 2021-02-22 17:35:21,650 - mmaction - INFO - Epoch [253][120/470] lr: 4.818e-04, eta: 1:22:19, time: 2.353, data_time: 0.005, memory: 25994, top1_acc: 0.7446, top5_acc: 0.8945, loss_cls: 1.0335, loss: 1.0335, grad_norm: 3.1633 2021-02-22 17:36:07,102 - mmaction - INFO - Epoch [253][140/470] lr: 4.818e-04, eta: 1:21:23, time: 2.275, data_time: 0.016, memory: 25994, top1_acc: 0.7303, top5_acc: 0.8855, loss_cls: 1.1035, loss: 1.1035, grad_norm: 3.2181 2021-02-22 17:36:52,533 - mmaction - INFO - Epoch [253][160/470] lr: 4.818e-04, eta: 1:20:27, time: 2.273, data_time: 0.007, memory: 25994, top1_acc: 0.7457, top5_acc: 0.8925, loss_cls: 1.0575, loss: 1.0575, grad_norm: 3.1931 2021-02-22 17:37:40,574 - mmaction - INFO - Epoch [253][180/470] lr: 4.818e-04, eta: 1:19:30, time: 2.400, data_time: 0.005, memory: 25994, top1_acc: 0.7315, top5_acc: 0.8867, loss_cls: 1.1076, loss: 1.1076, grad_norm: 3.2505 2021-02-22 17:38:35,062 - mmaction - INFO - Epoch [253][200/470] lr: 4.818e-04, eta: 1:18:34, time: 2.722, data_time: 0.005, memory: 25994, top1_acc: 0.7439, top5_acc: 0.8953, loss_cls: 1.0613, loss: 1.0613, grad_norm: 3.1665 2021-02-22 17:39:22,683 - mmaction - INFO - Epoch [253][220/470] lr: 4.818e-04, eta: 1:17:38, time: 2.381, data_time: 0.013, memory: 25994, top1_acc: 0.7423, top5_acc: 0.8932, loss_cls: 1.0487, loss: 1.0487, grad_norm: 3.2270 2021-02-22 17:40:07,981 - mmaction - INFO - Epoch [253][240/470] lr: 4.818e-04, eta: 1:16:42, time: 2.269, data_time: 0.009, memory: 25994, top1_acc: 0.7414, top5_acc: 0.8883, loss_cls: 1.0767, loss: 1.0767, grad_norm: 3.2133 2021-02-22 17:40:54,851 - mmaction - INFO - Epoch [253][260/470] lr: 4.818e-04, eta: 1:15:46, time: 2.342, data_time: 0.003, memory: 25994, top1_acc: 0.7301, top5_acc: 0.8863, loss_cls: 1.0932, loss: 1.0932, grad_norm: 3.1913 2021-02-22 17:41:42,182 - mmaction - INFO - Epoch [253][280/470] lr: 4.818e-04, eta: 1:14:49, time: 2.365, data_time: 0.006, memory: 25994, top1_acc: 0.7284, top5_acc: 0.8854, loss_cls: 1.1203, loss: 1.1203, grad_norm: 3.3070 2021-02-22 17:42:27,512 - mmaction - INFO - Epoch [253][300/470] lr: 4.818e-04, eta: 1:13:53, time: 2.270, data_time: 0.009, memory: 25994, top1_acc: 0.7414, top5_acc: 0.8905, loss_cls: 1.0672, loss: 1.0672, grad_norm: 3.2094 2021-02-22 17:43:13,527 - mmaction - INFO - Epoch [253][320/470] lr: 4.818e-04, eta: 1:12:57, time: 2.301, data_time: 0.010, memory: 25994, top1_acc: 0.7366, top5_acc: 0.8891, loss_cls: 1.0728, loss: 1.0728, grad_norm: 3.1982 2021-02-22 17:43:58,317 - mmaction - INFO - Epoch [253][340/470] lr: 4.818e-04, eta: 1:12:01, time: 2.239, data_time: 0.002, memory: 25994, top1_acc: 0.7417, top5_acc: 0.8896, loss_cls: 1.0609, loss: 1.0609, grad_norm: 3.1865 2021-02-22 17:44:45,548 - mmaction - INFO - Epoch [253][360/470] lr: 4.818e-04, eta: 1:11:04, time: 2.361, data_time: 0.003, memory: 25994, top1_acc: 0.7438, top5_acc: 0.8911, loss_cls: 1.0629, loss: 1.0629, grad_norm: 3.1814 2021-02-22 17:45:32,261 - mmaction - INFO - Epoch [253][380/470] lr: 4.818e-04, eta: 1:10:08, time: 2.335, data_time: 0.013, memory: 25994, top1_acc: 0.7344, top5_acc: 0.8929, loss_cls: 1.0743, loss: 1.0743, grad_norm: 3.2193 2021-02-22 17:46:15,817 - mmaction - INFO - Epoch [253][400/470] lr: 4.818e-04, eta: 1:09:12, time: 2.179, data_time: 0.007, memory: 25994, top1_acc: 0.7305, top5_acc: 0.8899, loss_cls: 1.0949, loss: 1.0949, grad_norm: 3.2822 2021-02-22 17:47:03,926 - mmaction - INFO - Epoch [253][420/470] lr: 4.818e-04, eta: 1:08:16, time: 2.397, data_time: 0.004, memory: 25994, top1_acc: 0.7427, top5_acc: 0.8874, loss_cls: 1.0759, loss: 1.0759, grad_norm: 3.1718 2021-02-22 17:47:51,220 - mmaction - INFO - Epoch [253][440/470] lr: 4.818e-04, eta: 1:07:19, time: 2.374, data_time: 0.015, memory: 25994, top1_acc: 0.7352, top5_acc: 0.8892, loss_cls: 1.0790, loss: 1.0790, grad_norm: 3.2182 2021-02-22 17:48:39,219 - mmaction - INFO - Epoch [253][460/470] lr: 4.818e-04, eta: 1:06:23, time: 2.399, data_time: 0.002, memory: 25994, top1_acc: 0.7320, top5_acc: 0.8843, loss_cls: 1.1074, loss: 1.1074, grad_norm: 3.2187 2021-02-22 17:54:10,668 - mmaction - INFO - Epoch [254][20/470] lr: 2.710e-04, eta: 1:05:01, time: 14.695, data_time: 11.901, memory: 25994, top1_acc: 0.7403, top5_acc: 0.8938, loss_cls: 1.0625, loss: 1.0625, grad_norm: 3.2061 2021-02-22 17:54:56,246 - mmaction - INFO - Epoch [254][40/470] lr: 2.710e-04, eta: 1:04:05, time: 2.282, data_time: 0.013, memory: 25994, top1_acc: 0.7342, top5_acc: 0.8858, loss_cls: 1.0978, loss: 1.0978, grad_norm: 3.2119 2021-02-22 17:55:44,382 - mmaction - INFO - Epoch [254][60/470] lr: 2.710e-04, eta: 1:03:09, time: 2.406, data_time: 0.004, memory: 25994, top1_acc: 0.7443, top5_acc: 0.8918, loss_cls: 1.0510, loss: 1.0510, grad_norm: 3.1701 2021-02-22 17:56:32,257 - mmaction - INFO - Epoch [254][80/470] lr: 2.710e-04, eta: 1:02:13, time: 2.392, data_time: 0.003, memory: 25994, top1_acc: 0.7325, top5_acc: 0.8926, loss_cls: 1.0652, loss: 1.0652, grad_norm: 3.2388 2021-02-22 17:57:17,739 - mmaction - INFO - Epoch [254][100/470] lr: 2.710e-04, eta: 1:01:16, time: 2.276, data_time: 0.007, memory: 25994, top1_acc: 0.7403, top5_acc: 0.8930, loss_cls: 1.0612, loss: 1.0612, grad_norm: 3.2013 2021-02-22 17:58:02,444 - mmaction - INFO - Epoch [254][120/470] lr: 2.710e-04, eta: 1:00:20, time: 2.236, data_time: 0.004, memory: 25994, top1_acc: 0.7457, top5_acc: 0.8928, loss_cls: 1.0508, loss: 1.0508, grad_norm: 3.1749 2021-02-22 17:58:49,733 - mmaction - INFO - Epoch [254][140/470] lr: 2.710e-04, eta: 0:59:24, time: 2.364, data_time: 0.003, memory: 25994, top1_acc: 0.7438, top5_acc: 0.8914, loss_cls: 1.0584, loss: 1.0584, grad_norm: 3.1899 2021-02-22 17:59:36,198 - mmaction - INFO - Epoch [254][160/470] lr: 2.710e-04, eta: 0:58:28, time: 2.323, data_time: 0.005, memory: 25994, top1_acc: 0.7363, top5_acc: 0.8882, loss_cls: 1.0803, loss: 1.0803, grad_norm: 3.2097 2021-02-22 18:00:22,973 - mmaction - INFO - Epoch [254][180/470] lr: 2.710e-04, eta: 0:57:32, time: 2.326, data_time: 0.005, memory: 25994, top1_acc: 0.7343, top5_acc: 0.8876, loss_cls: 1.0955, loss: 1.0955, grad_norm: 3.2194 2021-02-22 18:01:09,312 - mmaction - INFO - Epoch [254][200/470] lr: 2.710e-04, eta: 0:56:35, time: 2.328, data_time: 0.017, memory: 25994, top1_acc: 0.7422, top5_acc: 0.8878, loss_cls: 1.0786, loss: 1.0786, grad_norm: 3.1723 2021-02-22 18:01:57,106 - mmaction - INFO - Epoch [254][220/470] lr: 2.710e-04, eta: 0:55:39, time: 2.391, data_time: 0.006, memory: 25994, top1_acc: 0.7496, top5_acc: 0.8938, loss_cls: 1.0437, loss: 1.0437, grad_norm: 3.1479 2021-02-22 18:02:42,111 - mmaction - INFO - Epoch [254][240/470] lr: 2.710e-04, eta: 0:54:43, time: 2.246, data_time: 0.002, memory: 25994, top1_acc: 0.7406, top5_acc: 0.8849, loss_cls: 1.0862, loss: 1.0862, grad_norm: 3.1840 2021-02-22 18:03:27,571 - mmaction - INFO - Epoch [254][260/470] lr: 2.710e-04, eta: 0:53:47, time: 2.278, data_time: 0.021, memory: 25994, top1_acc: 0.7394, top5_acc: 0.8940, loss_cls: 1.0559, loss: 1.0559, grad_norm: 3.1545 2021-02-22 18:04:13,101 - mmaction - INFO - Epoch [254][280/470] lr: 2.710e-04, eta: 0:52:50, time: 2.272, data_time: 0.004, memory: 25994, top1_acc: 0.7445, top5_acc: 0.8900, loss_cls: 1.0587, loss: 1.0587, grad_norm: 3.1863 2021-02-22 18:05:02,976 - mmaction - INFO - Epoch [254][300/470] lr: 2.710e-04, eta: 0:51:54, time: 2.493, data_time: 0.008, memory: 25994, top1_acc: 0.7443, top5_acc: 0.8868, loss_cls: 1.0807, loss: 1.0807, grad_norm: 3.1746 2021-02-22 18:05:47,752 - mmaction - INFO - Epoch [254][320/470] lr: 2.710e-04, eta: 0:50:58, time: 2.243, data_time: 0.008, memory: 25994, top1_acc: 0.7516, top5_acc: 0.8930, loss_cls: 1.0319, loss: 1.0319, grad_norm: 3.1543 2021-02-22 18:06:32,086 - mmaction - INFO - Epoch [254][340/470] lr: 2.710e-04, eta: 0:50:02, time: 2.205, data_time: 0.005, memory: 25994, top1_acc: 0.7306, top5_acc: 0.8839, loss_cls: 1.1259, loss: 1.1259, grad_norm: 3.2807 2021-02-22 18:07:19,114 - mmaction - INFO - Epoch [254][360/470] lr: 2.710e-04, eta: 0:49:06, time: 2.345, data_time: 0.019, memory: 25994, top1_acc: 0.7349, top5_acc: 0.8879, loss_cls: 1.0819, loss: 1.0819, grad_norm: 3.2025 2021-02-22 18:08:06,490 - mmaction - INFO - Epoch [254][380/470] lr: 2.710e-04, eta: 0:48:09, time: 2.386, data_time: 0.021, memory: 25994, top1_acc: 0.7479, top5_acc: 0.8955, loss_cls: 1.0461, loss: 1.0461, grad_norm: 3.1881 2021-02-22 18:08:50,592 - mmaction - INFO - Epoch [254][400/470] lr: 2.710e-04, eta: 0:47:13, time: 2.205, data_time: 0.006, memory: 25994, top1_acc: 0.7400, top5_acc: 0.8920, loss_cls: 1.0570, loss: 1.0570, grad_norm: 3.1968 2021-02-22 18:09:38,556 - mmaction - INFO - Epoch [254][420/470] lr: 2.710e-04, eta: 0:46:17, time: 2.400, data_time: 0.005, memory: 25994, top1_acc: 0.7343, top5_acc: 0.8875, loss_cls: 1.0967, loss: 1.0967, grad_norm: 3.2212 2021-02-22 18:10:27,284 - mmaction - INFO - Epoch [254][440/470] lr: 2.710e-04, eta: 0:45:21, time: 2.435, data_time: 0.006, memory: 25994, top1_acc: 0.7406, top5_acc: 0.8907, loss_cls: 1.0674, loss: 1.0674, grad_norm: 3.1761 2021-02-22 18:11:15,103 - mmaction - INFO - Epoch [254][460/470] lr: 2.710e-04, eta: 0:44:25, time: 2.384, data_time: 0.004, memory: 25994, top1_acc: 0.7405, top5_acc: 0.8914, loss_cls: 1.0623, loss: 1.0623, grad_norm: 3.1941 2021-02-22 18:16:54,953 - mmaction - INFO - Epoch [255][20/470] lr: 1.205e-04, eta: 0:43:02, time: 14.956, data_time: 12.695, memory: 25994, top1_acc: 0.7406, top5_acc: 0.8906, loss_cls: 1.0700, loss: 1.0700, grad_norm: 3.1688 2021-02-22 18:17:42,544 - mmaction - INFO - Epoch [255][40/470] lr: 1.205e-04, eta: 0:42:06, time: 2.382, data_time: 0.010, memory: 25994, top1_acc: 0.7389, top5_acc: 0.8862, loss_cls: 1.0923, loss: 1.0923, grad_norm: 3.2147 2021-02-22 18:18:27,997 - mmaction - INFO - Epoch [255][60/470] lr: 1.205e-04, eta: 0:41:10, time: 2.273, data_time: 0.008, memory: 25994, top1_acc: 0.7412, top5_acc: 0.8904, loss_cls: 1.0688, loss: 1.0688, grad_norm: 3.2101 2021-02-22 18:19:12,223 - mmaction - INFO - Epoch [255][80/470] lr: 1.205e-04, eta: 0:40:13, time: 2.211, data_time: 0.009, memory: 25994, top1_acc: 0.7384, top5_acc: 0.8938, loss_cls: 1.0702, loss: 1.0702, grad_norm: 3.2445 2021-02-22 18:19:59,537 - mmaction - INFO - Epoch [255][100/470] lr: 1.205e-04, eta: 0:39:17, time: 2.354, data_time: 0.013, memory: 25994, top1_acc: 0.7434, top5_acc: 0.8895, loss_cls: 1.0687, loss: 1.0687, grad_norm: 3.2417 2021-02-22 18:20:47,003 - mmaction - INFO - Epoch [255][120/470] lr: 1.205e-04, eta: 0:38:21, time: 2.380, data_time: 0.018, memory: 25994, top1_acc: 0.7422, top5_acc: 0.8875, loss_cls: 1.0797, loss: 1.0797, grad_norm: 3.1809 2021-02-22 18:21:41,240 - mmaction - INFO - Epoch [255][140/470] lr: 1.205e-04, eta: 0:37:25, time: 2.712, data_time: 0.014, memory: 25994, top1_acc: 0.7445, top5_acc: 0.8921, loss_cls: 1.0621, loss: 1.0621, grad_norm: 3.2005 2021-02-22 18:22:29,046 - mmaction - INFO - Epoch [255][160/470] lr: 1.205e-04, eta: 0:36:29, time: 2.396, data_time: 0.026, memory: 25994, top1_acc: 0.7374, top5_acc: 0.8876, loss_cls: 1.0780, loss: 1.0780, grad_norm: 3.2117 2021-02-22 18:23:14,632 - mmaction - INFO - Epoch [255][180/470] lr: 1.205e-04, eta: 0:35:33, time: 2.277, data_time: 0.007, memory: 25994, top1_acc: 0.7459, top5_acc: 0.8921, loss_cls: 1.0605, loss: 1.0605, grad_norm: 3.1893 2021-02-22 18:24:01,081 - mmaction - INFO - Epoch [255][200/470] lr: 1.205e-04, eta: 0:34:36, time: 2.327, data_time: 0.008, memory: 25994, top1_acc: 0.7406, top5_acc: 0.8883, loss_cls: 1.0756, loss: 1.0756, grad_norm: 3.1789 2021-02-22 18:24:49,471 - mmaction - INFO - Epoch [255][220/470] lr: 1.205e-04, eta: 0:33:40, time: 2.418, data_time: 0.003, memory: 25994, top1_acc: 0.7438, top5_acc: 0.8933, loss_cls: 1.0509, loss: 1.0509, grad_norm: 3.1803 2021-02-22 18:25:38,025 - mmaction - INFO - Epoch [255][240/470] lr: 1.205e-04, eta: 0:32:44, time: 2.423, data_time: 0.004, memory: 25994, top1_acc: 0.7477, top5_acc: 0.8898, loss_cls: 1.0626, loss: 1.0626, grad_norm: 3.1896 2021-02-22 18:26:22,854 - mmaction - INFO - Epoch [255][260/470] lr: 1.205e-04, eta: 0:31:48, time: 2.244, data_time: 0.012, memory: 25994, top1_acc: 0.7486, top5_acc: 0.8946, loss_cls: 1.0393, loss: 1.0393, grad_norm: 3.1551 2021-02-22 18:27:09,292 - mmaction - INFO - Epoch [255][280/470] lr: 1.205e-04, eta: 0:30:52, time: 2.325, data_time: 0.006, memory: 25994, top1_acc: 0.7480, top5_acc: 0.8919, loss_cls: 1.0560, loss: 1.0560, grad_norm: 3.2264 2021-02-22 18:27:55,150 - mmaction - INFO - Epoch [255][300/470] lr: 1.205e-04, eta: 0:29:55, time: 2.285, data_time: 0.008, memory: 25994, top1_acc: 0.7461, top5_acc: 0.8940, loss_cls: 1.0405, loss: 1.0405, grad_norm: 3.1835 2021-02-22 18:28:42,399 - mmaction - INFO - Epoch [255][320/470] lr: 1.205e-04, eta: 0:28:59, time: 2.369, data_time: 0.013, memory: 25994, top1_acc: 0.7436, top5_acc: 0.8934, loss_cls: 1.0662, loss: 1.0662, grad_norm: 3.2166 2021-02-22 18:29:29,235 - mmaction - INFO - Epoch [255][340/470] lr: 1.205e-04, eta: 0:28:03, time: 2.343, data_time: 0.010, memory: 25994, top1_acc: 0.7407, top5_acc: 0.8933, loss_cls: 1.0471, loss: 1.0471, grad_norm: 3.1302 2021-02-22 18:30:14,751 - mmaction - INFO - Epoch [255][360/470] lr: 1.205e-04, eta: 0:27:07, time: 2.276, data_time: 0.005, memory: 25994, top1_acc: 0.7432, top5_acc: 0.8937, loss_cls: 1.0611, loss: 1.0611, grad_norm: 3.1686 2021-02-22 18:31:01,337 - mmaction - INFO - Epoch [255][380/470] lr: 1.205e-04, eta: 0:26:11, time: 2.330, data_time: 0.006, memory: 25994, top1_acc: 0.7426, top5_acc: 0.8908, loss_cls: 1.0576, loss: 1.0576, grad_norm: 3.1750 2021-02-22 18:31:46,259 - mmaction - INFO - Epoch [255][400/470] lr: 1.205e-04, eta: 0:25:15, time: 2.244, data_time: 0.004, memory: 25994, top1_acc: 0.7462, top5_acc: 0.8902, loss_cls: 1.0452, loss: 1.0452, grad_norm: 3.1463 2021-02-22 18:32:30,614 - mmaction - INFO - Epoch [255][420/470] lr: 1.205e-04, eta: 0:24:18, time: 2.218, data_time: 0.006, memory: 25994, top1_acc: 0.7308, top5_acc: 0.8860, loss_cls: 1.1006, loss: 1.1006, grad_norm: 3.2343 2021-02-22 18:33:17,375 - mmaction - INFO - Epoch [255][440/470] lr: 1.205e-04, eta: 0:23:22, time: 2.335, data_time: 0.004, memory: 25994, top1_acc: 0.7388, top5_acc: 0.8898, loss_cls: 1.0674, loss: 1.0674, grad_norm: 3.1870 2021-02-22 18:34:03,715 - mmaction - INFO - Epoch [255][460/470] lr: 1.205e-04, eta: 0:22:26, time: 2.320, data_time: 0.010, memory: 25994, top1_acc: 0.7439, top5_acc: 0.8934, loss_cls: 1.0583, loss: 1.0583, grad_norm: 3.1886 2021-02-22 18:42:27,354 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-02-22 18:42:28,177 - mmaction - INFO - top1_acc 0.7117 top5_acc 0.8963 2021-02-22 18:42:28,177 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-02-22 18:42:28,243 - mmaction - INFO - mean_acc 0.7116 2021-02-22 18:42:28,244 - mmaction - INFO - Now best checkpoint is epoch_255.pth 2021-02-22 18:42:28,253 - mmaction - INFO - Epoch(val) [255][470] top1_acc: 0.7117, top5_acc: 0.8963, mean_class_accuracy: 0.7116 2021-02-22 18:46:56,570 - mmaction - INFO - Epoch [256][20/470] lr: 3.012e-05, eta: 0:21:03, time: 13.406, data_time: 10.954, memory: 25994, top1_acc: 0.7447, top5_acc: 0.8919, loss_cls: 1.0648, loss: 1.0648, grad_norm: 3.1979 2021-02-22 18:47:43,481 - mmaction - INFO - Epoch [256][40/470] lr: 3.012e-05, eta: 0:20:06, time: 2.351, data_time: 0.014, memory: 25994, top1_acc: 0.7396, top5_acc: 0.8899, loss_cls: 1.0838, loss: 1.0838, grad_norm: 3.2126 2021-02-22 18:48:29,518 - mmaction - INFO - Epoch [256][60/470] lr: 3.012e-05, eta: 0:19:10, time: 2.303, data_time: 0.008, memory: 25994, top1_acc: 0.7410, top5_acc: 0.8937, loss_cls: 1.0490, loss: 1.0490, grad_norm: 3.2030 2021-02-22 18:49:16,361 - mmaction - INFO - Epoch [256][80/470] lr: 3.012e-05, eta: 0:18:14, time: 2.344, data_time: 0.006, memory: 25994, top1_acc: 0.7430, top5_acc: 0.8911, loss_cls: 1.0608, loss: 1.0608, grad_norm: 3.1545 2021-02-22 18:49:59,565 - mmaction - INFO - Epoch [256][100/470] lr: 3.012e-05, eta: 0:17:18, time: 2.160, data_time: 0.007, memory: 25994, top1_acc: 0.7408, top5_acc: 0.8918, loss_cls: 1.0692, loss: 1.0692, grad_norm: 3.1955 2021-02-22 18:50:44,654 - mmaction - INFO - Epoch [256][120/470] lr: 3.012e-05, eta: 0:16:22, time: 2.251, data_time: 0.004, memory: 25994, top1_acc: 0.7438, top5_acc: 0.8924, loss_cls: 1.0533, loss: 1.0533, grad_norm: 3.1289 2021-02-22 18:51:32,024 - mmaction - INFO - Epoch [256][140/470] lr: 3.012e-05, eta: 0:15:26, time: 2.373, data_time: 0.008, memory: 25994, top1_acc: 0.7361, top5_acc: 0.8863, loss_cls: 1.0819, loss: 1.0819, grad_norm: 3.2455 2021-02-22 18:52:16,351 - mmaction - INFO - Epoch [256][160/470] lr: 3.012e-05, eta: 0:14:29, time: 2.217, data_time: 0.002, memory: 25994, top1_acc: 0.7464, top5_acc: 0.8968, loss_cls: 1.0396, loss: 1.0396, grad_norm: 3.1481 2021-02-22 18:53:03,699 - mmaction - INFO - Epoch [256][180/470] lr: 3.012e-05, eta: 0:13:33, time: 2.363, data_time: 0.002, memory: 25994, top1_acc: 0.7326, top5_acc: 0.8890, loss_cls: 1.0843, loss: 1.0843, grad_norm: 3.2249 2021-02-22 18:53:57,644 - mmaction - INFO - Epoch [256][200/470] lr: 3.012e-05, eta: 0:12:37, time: 2.701, data_time: 0.020, memory: 25994, top1_acc: 0.7460, top5_acc: 0.8931, loss_cls: 1.0510, loss: 1.0510, grad_norm: 3.1729 2021-02-22 18:54:43,483 - mmaction - INFO - Epoch [256][220/470] lr: 3.012e-05, eta: 0:11:41, time: 2.291, data_time: 0.003, memory: 25994, top1_acc: 0.7395, top5_acc: 0.8882, loss_cls: 1.0709, loss: 1.0709, grad_norm: 3.1983 2021-02-22 18:55:30,397 - mmaction - INFO - Epoch [256][240/470] lr: 3.012e-05, eta: 0:10:45, time: 2.336, data_time: 0.008, memory: 25994, top1_acc: 0.7425, top5_acc: 0.8929, loss_cls: 1.0653, loss: 1.0653, grad_norm: 3.2149 2021-02-22 18:56:15,710 - mmaction - INFO - Epoch [256][260/470] lr: 3.012e-05, eta: 0:09:49, time: 2.267, data_time: 0.019, memory: 25994, top1_acc: 0.7419, top5_acc: 0.8937, loss_cls: 1.0570, loss: 1.0570, grad_norm: 3.2146 2021-02-22 18:57:02,076 - mmaction - INFO - Epoch [256][280/470] lr: 3.012e-05, eta: 0:08:53, time: 2.319, data_time: 0.015, memory: 25994, top1_acc: 0.7414, top5_acc: 0.8904, loss_cls: 1.0651, loss: 1.0651, grad_norm: 3.1627 2021-02-22 18:57:50,255 - mmaction - INFO - Epoch [256][300/470] lr: 3.012e-05, eta: 0:07:57, time: 2.412, data_time: 0.014, memory: 25994, top1_acc: 0.7383, top5_acc: 0.8882, loss_cls: 1.0867, loss: 1.0867, grad_norm: 3.2279 2021-02-22 18:58:36,380 - mmaction - INFO - Epoch [256][320/470] lr: 3.012e-05, eta: 0:07:00, time: 2.311, data_time: 0.011, memory: 25994, top1_acc: 0.7374, top5_acc: 0.8898, loss_cls: 1.0703, loss: 1.0703, grad_norm: 3.1817 2021-02-22 18:59:20,263 - mmaction - INFO - Epoch [256][340/470] lr: 3.012e-05, eta: 0:06:04, time: 2.194, data_time: 0.002, memory: 25994, top1_acc: 0.7346, top5_acc: 0.8847, loss_cls: 1.1021, loss: 1.1021, grad_norm: 3.1991 2021-02-22 19:00:09,799 - mmaction - INFO - Epoch [256][360/470] lr: 3.012e-05, eta: 0:05:08, time: 2.476, data_time: 0.006, memory: 25994, top1_acc: 0.7431, top5_acc: 0.8889, loss_cls: 1.0712, loss: 1.0712, grad_norm: 3.1916 2021-02-22 19:00:59,350 - mmaction - INFO - Epoch [256][380/470] lr: 3.012e-05, eta: 0:04:12, time: 2.478, data_time: 0.009, memory: 25994, top1_acc: 0.7427, top5_acc: 0.8890, loss_cls: 1.0593, loss: 1.0593, grad_norm: 3.1794 2021-02-22 19:01:44,612 - mmaction - INFO - Epoch [256][400/470] lr: 3.012e-05, eta: 0:03:16, time: 2.263, data_time: 0.004, memory: 25994, top1_acc: 0.7416, top5_acc: 0.8878, loss_cls: 1.0612, loss: 1.0612, grad_norm: 3.2019 2021-02-22 19:02:31,641 - mmaction - INFO - Epoch [256][420/470] lr: 3.012e-05, eta: 0:02:20, time: 2.343, data_time: 0.007, memory: 25994, top1_acc: 0.7322, top5_acc: 0.8867, loss_cls: 1.1012, loss: 1.1012, grad_norm: 3.2503 2021-02-22 19:03:21,283 - mmaction - INFO - Epoch [256][440/470] lr: 3.012e-05, eta: 0:01:24, time: 2.487, data_time: 0.017, memory: 25994, top1_acc: 0.7414, top5_acc: 0.8954, loss_cls: 1.0594, loss: 1.0594, grad_norm: 3.2219 2021-02-22 19:04:10,681 - mmaction - INFO - Epoch [256][460/470] lr: 3.012e-05, eta: 0:00:28, time: 2.470, data_time: 0.011, memory: 25994, top1_acc: 0.7403, top5_acc: 0.8902, loss_cls: 1.0690, loss: 1.0690, grad_norm: 3.1705 2021-02-22 19:04:48,929 - mmaction - INFO - Saving checkpoint at 256 epochs