2020-10-23 21:57:44,384 - mmaction - INFO - Environment info: ------------------------------------------------------------ sys.platform: linux Python: 3.6.9 |Anaconda, Inc.| (default, Jul 30 2019, 19:07:31) [GCC 7.3.0] CUDA available: True GPU 0,1,2,3,4,5,6,7: TITAN Xp CUDA_HOME: /usr/local/cuda NVCC: Cuda compilation tools, release 8.0, V8.0.61 GCC: gcc (GCC) 4.8.5 20150623 (Red Hat 4.8.5-4) PyTorch: 1.1.0 PyTorch compiling details: PyTorch built with: - GCC 4.9 - Intel(R) Math Kernel Library Version 2019.0.4 Product Build 20190411 for Intel(R) 64 architecture applications - Intel(R) MKL-DNN v0.18.1 (Git Hash 7de7e5d02bf687f971e7668963649728356e0c20) - OpenMP 201307 (a.k.a. OpenMP 4.0) - NNPACK is enabled - CUDA Runtime 9.0 - NVCC architecture flags: -gencode;arch=compute_35,code=sm_35;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_50,code=compute_50 - CuDNN 7.5.1 - Magma 2.5.0 - Build settings: BLAS=MKL, BUILD_TYPE=Release, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -fopenmp -O2 -fPIC -Wno-narrowing -Wall -Wextra -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-variable -Wno-unused-function -Wno-unused-result -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math, DISABLE_NUMA=1, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, USE_CUDA=True, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=True, USE_NNPACK=True, USE_OPENMP=ON, TorchVision: 0.3.0 OpenCV: 4.2.0 MMCV: 1.1.2 MMCV Compiler: n/a MMCV CUDA Compiler: n/a MMAction2: 0.7.0+a72a2c7 ------------------------------------------------------------ 2020-10-23 21:57:45,607 - mmaction - INFO - Distributed training: True 2020-10-23 21:57:45,609 - mmaction - INFO - Config: /mnt/lustre/duanhaodong1/mmaction2_hvu/configs/hvu/tsn_scene_333x.py # model settings category_nums = dict( action=729, attribute=117, concept=291, event=69, object=1679, scene=248) target_cate='scene' model = dict( type='Recognizer2D', backbone=dict( type='ResNet', pretrained='modelzoo/resnet18-5c106cde.pth', depth=18, norm_eval=False), cls_head=dict( type='TSNHead', num_classes=category_nums[target_cate], in_channels=512, spatial_type='avg', multi_class=True, consensus=dict(type='AvgConsensus', dim=1), loss_cls=dict(type='BCELossWithLogits', loss_weight=333.), dropout_ratio=0.4, init_std=0.01)) # model training and testing settings train_cfg = dict() test_cfg = dict(average_clips=None) # dataset settings dataset_type = 'RawframeDataset' data_root = '/mnt/lustre21/DATAshare2/duanhaodong/hvu_frames' ann_file_train = f'data/hvu/hvu_train_{target_cate}_frames.json' ann_file_val = f'data/hvu/hvu_val_{target_cate}_frames.json' 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=1, frame_interval=1, num_clips=8), dict(type='RawFrameDecode', io_backend='memcached', **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='NCHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs', 'label']) ] val_pipeline = [ dict( type='SampleFrames', clip_len=1, frame_interval=1, num_clips=8, test_mode=True), dict(type='RawFrameDecode', io_backend='memcached', **mc_cfg), dict(type='Resize', scale=(-1, 256)), dict(type='CenterCrop', crop_size=256), dict(type='Flip', flip_ratio=0), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ] test_pipeline = [ dict( type='SampleFrames', clip_len=1, frame_interval=1, num_clips=25, test_mode=True), dict(type='RawFrameDecode', io_backend='memcached', **mc_cfg), 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='NCHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ] data = dict( videos_per_gpu=32, workers_per_gpu=2, train=dict( type=dataset_type, ann_file=ann_file_train, data_prefix=data_root, pipeline=train_pipeline, multi_class=True, num_classes=category_nums[target_cate], filename_tmpl='img_{:05d}.jpg'), val=dict( type=dataset_type, ann_file=ann_file_val, data_prefix=data_root, pipeline=val_pipeline, multi_class=True, num_classes=category_nums[target_cate], filename_tmpl='img_{:05d}.jpg'), test=dict( type=dataset_type, ann_file=ann_file_val, data_prefix=data_root, pipeline=test_pipeline, multi_class=True, num_classes=category_nums[target_cate], filename_tmpl='img_{:05d}.jpg')) # optimizer optimizer = dict( type='SGD', lr=0.01, momentum=0.9, weight_decay=0.0001) # this lr is used for 16 gpus optimizer_config = dict(grad_clip=dict(max_norm=40, norm_type=2)) # learning policy lr_config = dict(policy='step', step=[40, 80]) total_epochs = 100 checkpoint_config = dict(interval=5) evaluation = dict( interval=5, metrics=['mean_average_precision'], save_best=False, key_indicator='mean_average_precision') log_config = dict( interval=20, hooks=[ dict(type='TextLoggerHook'), ]) # runtime settings dist_params = dict(backend='nccl') log_level = 'INFO' work_dir = f'./work_dirs/hvu/tsn_{target_cate}_333x/' load_from = None resume_from = f'./work_dirs/hvu/tsn_{target_cate}_333x/latest.pth' workflow = [('train', 5)] 2020-10-23 21:57:45,993 - mmaction - INFO - These parameters in pretrained checkpoint are not loaded: {'fc.weight', 'fc.bias'} 2020-10-23 21:57:54,393 - mmaction - INFO - load checkpoint from ./work_dirs/hvu/tsn_scene_333x/latest.pth 2020-10-23 21:57:55,002 - mmaction - INFO - resumed epoch 10, iter 9210 2020-10-23 21:57:55,002 - mmaction - INFO - Start running, host: duanhaodong1@SH-IDC2-172-20-20-67, work_dir: /mnt/lustre/duanhaodong1/mmaction2_hvu/work_dirs/hvu/tsn_scene_333x 2020-10-23 21:57:55,002 - mmaction - INFO - workflow: [('train', 5)], max: 100 epochs 2020-10-23 21:58:33,757 - mmaction - INFO - Epoch [11][20/921] lr: 1.000e-02, eta: 1 day, 20:34:06, time: 1.936, data_time: 1.321, memory: 5811, loss_cls: 6.8298, loss: 6.8298, grad_norm: 5.3615 2020-10-23 21:59:00,281 - mmaction - INFO - Epoch [11][40/921] lr: 1.000e-02, eta: 1 day, 13:29:17, time: 1.322, data_time: 0.699, memory: 5811, loss_cls: 7.0475, loss: 7.0475, grad_norm: 5.4575 2020-10-23 21:59:26,659 - mmaction - INFO - Epoch [11][60/921] lr: 1.000e-02, eta: 1 day, 11:07:04, time: 1.321, data_time: 0.727, memory: 5811, loss_cls: 6.9423, loss: 6.9423, grad_norm: 5.4815 2020-10-23 21:59:53,821 - mmaction - INFO - Epoch [11][80/921] lr: 1.000e-02, eta: 1 day, 10:05:25, time: 1.349, data_time: 0.735, memory: 5811, loss_cls: 6.8228, loss: 6.8228, grad_norm: 5.3478 2020-10-23 22:00:21,375 - mmaction - INFO - Epoch [11][100/921] lr: 1.000e-02, eta: 1 day, 9:39:16, time: 1.389, data_time: 0.412, memory: 5811, loss_cls: 6.8553, loss: 6.8553, grad_norm: 5.4182 2020-10-23 22:00:48,440 - mmaction - INFO - Epoch [11][120/921] lr: 1.000e-02, eta: 1 day, 9:12:40, time: 1.350, data_time: 0.351, memory: 5811, loss_cls: 6.8940, loss: 6.8940, grad_norm: 5.3605 2020-10-23 22:01:15,706 - mmaction - INFO - Epoch [11][140/921] lr: 1.000e-02, eta: 1 day, 8:56:05, time: 1.363, data_time: 0.036, memory: 5811, loss_cls: 7.0649, loss: 7.0649, grad_norm: 5.5696 2020-10-23 22:01:42,360 - mmaction - INFO - Epoch [11][160/921] lr: 1.000e-02, eta: 1 day, 8:39:01, time: 1.337, data_time: 0.007, memory: 5811, loss_cls: 6.9129, loss: 6.9129, grad_norm: 5.3868 2020-10-23 22:02:09,577 - mmaction - INFO - Epoch [11][180/921] lr: 1.000e-02, eta: 1 day, 8:28:48, time: 1.357, data_time: 0.004, memory: 5811, loss_cls: 7.0104, loss: 7.0104, grad_norm: 5.5631 2020-10-23 22:02:37,091 - mmaction - INFO - Epoch [11][200/921] lr: 1.000e-02, eta: 1 day, 8:23:35, time: 1.379, data_time: 0.023, memory: 5811, loss_cls: 7.0039, loss: 7.0039, grad_norm: 5.4348 2020-10-23 22:03:03,515 - mmaction - INFO - Epoch [11][220/921] lr: 1.000e-02, eta: 1 day, 8:11:52, time: 1.320, data_time: 0.023, memory: 5811, loss_cls: 6.8719, loss: 6.8719, grad_norm: 5.3254 2020-10-23 22:03:30,754 - mmaction - INFO - Epoch [11][240/921] lr: 1.000e-02, eta: 1 day, 8:06:33, time: 1.360, data_time: 0.065, memory: 5811, loss_cls: 6.9341, loss: 6.9341, grad_norm: 5.5565 2020-10-23 22:03:58,379 - mmaction - INFO - Epoch [11][260/921] lr: 1.000e-02, eta: 1 day, 8:03:14, time: 1.372, data_time: 0.015, memory: 5811, loss_cls: 6.8814, loss: 6.8814, grad_norm: 5.4291 2020-10-23 22:04:25,181 - mmaction - INFO - Epoch [11][280/921] lr: 1.000e-02, eta: 1 day, 7:57:33, time: 1.343, data_time: 0.014, memory: 5811, loss_cls: 6.8899, loss: 6.8899, grad_norm: 5.4645 2020-10-23 22:04:52,237 - mmaction - INFO - Epoch [11][300/921] lr: 1.000e-02, eta: 1 day, 7:53:55, time: 1.358, data_time: 0.011, memory: 5811, loss_cls: 6.9203, loss: 6.9203, grad_norm: 5.4188 2020-10-23 22:05:19,312 - mmaction - INFO - Epoch [11][320/921] lr: 1.000e-02, eta: 1 day, 7:49:57, time: 1.350, data_time: 0.006, memory: 5811, loss_cls: 7.0154, loss: 7.0154, grad_norm: 5.5099 2020-10-23 22:05:45,822 - mmaction - INFO - Epoch [11][340/921] lr: 1.000e-02, eta: 1 day, 7:44:47, time: 1.330, data_time: 0.009, memory: 5811, loss_cls: 6.9560, loss: 6.9560, grad_norm: 5.4287 2020-10-23 22:06:12,637 - mmaction - INFO - Epoch [11][360/921] lr: 1.000e-02, eta: 1 day, 7:40:55, time: 1.340, data_time: 0.007, memory: 5811, loss_cls: 7.0857, loss: 7.0857, grad_norm: 5.4747 2020-10-23 22:06:39,168 - mmaction - INFO - Epoch [11][380/921] lr: 1.000e-02, eta: 1 day, 7:36:26, time: 1.326, data_time: 0.008, memory: 5811, loss_cls: 7.0797, loss: 7.0797, grad_norm: 5.3460 2020-10-23 22:07:05,640 - mmaction - INFO - Epoch [11][400/921] lr: 1.000e-02, eta: 1 day, 7:32:22, time: 1.327, data_time: 0.007, memory: 5811, loss_cls: 6.8073, loss: 6.8073, grad_norm: 5.3772 2020-10-23 22:07:32,469 - mmaction - INFO - Epoch [11][420/921] lr: 1.000e-02, eta: 1 day, 7:29:40, time: 1.342, data_time: 0.005, memory: 5811, loss_cls: 6.9334, loss: 6.9334, grad_norm: 5.5268 2020-10-23 22:07:58,664 - mmaction - INFO - Epoch [11][440/921] lr: 1.000e-02, eta: 1 day, 7:24:52, time: 1.305, data_time: 0.006, memory: 5811, loss_cls: 6.9172, loss: 6.9172, grad_norm: 5.4050 2020-10-23 22:08:25,096 - mmaction - INFO - Epoch [11][460/921] lr: 1.000e-02, eta: 1 day, 7:21:05, time: 1.316, data_time: 0.009, memory: 5811, loss_cls: 6.9393, loss: 6.9393, grad_norm: 5.3928 2020-10-23 22:08:51,044 - mmaction - INFO - Epoch [11][480/921] lr: 1.000e-02, eta: 1 day, 7:16:53, time: 1.304, data_time: 0.013, memory: 5811, loss_cls: 6.8882, loss: 6.8882, grad_norm: 5.4330 2020-10-23 22:09:17,737 - mmaction - INFO - Epoch [11][500/921] lr: 1.000e-02, eta: 1 day, 7:14:41, time: 1.335, data_time: 0.007, memory: 5811, loss_cls: 7.0749, loss: 7.0749, grad_norm: 5.5535 2020-10-23 22:09:43,595 - mmaction - INFO - Epoch [11][520/921] lr: 1.000e-02, eta: 1 day, 7:10:18, time: 1.291, data_time: 0.007, memory: 5811, loss_cls: 6.9299, loss: 6.9299, grad_norm: 5.4865 2020-10-23 22:10:10,169 - mmaction - INFO - Epoch [11][540/921] lr: 1.000e-02, eta: 1 day, 7:07:43, time: 1.321, data_time: 0.009, memory: 5811, loss_cls: 6.9164, loss: 6.9164, grad_norm: 5.3858 2020-10-23 22:10:37,255 - mmaction - INFO - Epoch [11][560/921] lr: 1.000e-02, eta: 1 day, 7:07:28, time: 1.365, data_time: 0.018, memory: 5811, loss_cls: 7.0309, loss: 7.0309, grad_norm: 5.5253 2020-10-23 22:11:02,948 - mmaction - INFO - Epoch [11][580/921] lr: 1.000e-02, eta: 1 day, 7:03:34, time: 1.288, data_time: 0.006, memory: 5811, loss_cls: 6.8898, loss: 6.8898, grad_norm: 5.3248 2020-10-23 22:11:30,067 - mmaction - INFO - Epoch [11][600/921] lr: 1.000e-02, eta: 1 day, 7:02:50, time: 1.353, data_time: 0.002, memory: 5811, loss_cls: 6.8731, loss: 6.8731, grad_norm: 5.3532 2020-10-23 22:11:56,670 - mmaction - INFO - Epoch [11][620/921] lr: 1.000e-02, eta: 1 day, 7:01:16, time: 1.333, data_time: 0.005, memory: 5811, loss_cls: 6.9106, loss: 6.9106, grad_norm: 5.2992 2020-10-23 22:12:23,738 - mmaction - INFO - Epoch [11][640/921] lr: 1.000e-02, eta: 1 day, 7:00:34, time: 1.352, data_time: 0.003, memory: 5811, loss_cls: 6.9684, loss: 6.9684, grad_norm: 5.4339 2020-10-23 22:12:50,641 - mmaction - INFO - Epoch [11][660/921] lr: 1.000e-02, eta: 1 day, 6:59:40, time: 1.347, data_time: 0.005, memory: 5811, loss_cls: 6.7182, loss: 6.7182, grad_norm: 5.2728 2020-10-23 22:13:16,760 - mmaction - INFO - Epoch [11][680/921] lr: 1.000e-02, eta: 1 day, 6:57:13, time: 1.307, data_time: 0.002, memory: 5811, loss_cls: 7.1394, loss: 7.1394, grad_norm: 5.5560 2020-10-23 22:13:43,227 - mmaction - INFO - Epoch [11][700/921] lr: 1.000e-02, eta: 1 day, 6:55:24, time: 1.321, data_time: 0.004, memory: 5811, loss_cls: 6.8640, loss: 6.8640, grad_norm: 5.5341 2020-10-23 22:14:10,200 - mmaction - INFO - Epoch [11][720/921] lr: 1.000e-02, eta: 1 day, 6:54:41, time: 1.348, data_time: 0.003, memory: 5811, loss_cls: 7.0797, loss: 7.0797, grad_norm: 5.5396 2020-10-23 22:14:36,649 - mmaction - INFO - Epoch [11][740/921] lr: 1.000e-02, eta: 1 day, 6:53:09, time: 1.325, data_time: 0.007, memory: 5811, loss_cls: 6.9108, loss: 6.9108, grad_norm: 5.4735 2020-10-23 22:15:03,596 - mmaction - INFO - Epoch [11][760/921] lr: 1.000e-02, eta: 1 day, 6:52:15, time: 1.341, data_time: 0.003, memory: 5811, loss_cls: 6.8707, loss: 6.8707, grad_norm: 5.4084 2020-10-23 22:15:30,364 - mmaction - INFO - Epoch [11][780/921] lr: 1.000e-02, eta: 1 day, 6:51:25, time: 1.342, data_time: 0.018, memory: 5811, loss_cls: 6.9377, loss: 6.9377, grad_norm: 5.4133 2020-10-23 22:15:56,875 - mmaction - INFO - Epoch [11][800/921] lr: 1.000e-02, eta: 1 day, 6:50:04, time: 1.326, data_time: 0.008, memory: 5811, loss_cls: 6.8650, loss: 6.8650, grad_norm: 5.4431 2020-10-23 22:16:23,822 - mmaction - INFO - Epoch [11][820/921] lr: 1.000e-02, eta: 1 day, 6:49:24, time: 1.346, data_time: 0.005, memory: 5811, loss_cls: 6.8101, loss: 6.8101, grad_norm: 5.3941 2020-10-23 22:16:50,464 - mmaction - INFO - Epoch [11][840/921] lr: 1.000e-02, eta: 1 day, 6:48:25, time: 1.336, data_time: 0.006, memory: 5811, loss_cls: 6.7969, loss: 6.7969, grad_norm: 5.3482 2020-10-23 22:17:17,272 - mmaction - INFO - Epoch [11][860/921] lr: 1.000e-02, eta: 1 day, 6:47:33, time: 1.339, data_time: 0.004, memory: 5811, loss_cls: 6.9979, loss: 6.9979, grad_norm: 5.4248 2020-10-23 22:17:44,505 - mmaction - INFO - Epoch [11][880/921] lr: 1.000e-02, eta: 1 day, 6:47:27, time: 1.363, data_time: 0.003, memory: 5811, loss_cls: 6.8422, loss: 6.8422, grad_norm: 5.3325 2020-10-23 22:18:11,227 - mmaction - INFO - Epoch [11][900/921] lr: 1.000e-02, eta: 1 day, 6:46:30, time: 1.335, data_time: 0.004, memory: 5811, loss_cls: 6.9894, loss: 6.9894, grad_norm: 5.4579 2020-10-23 22:18:36,361 - mmaction - INFO - Epoch [11][920/921] lr: 1.000e-02, eta: 1 day, 6:43:18, time: 1.259, data_time: 0.005, memory: 5811, loss_cls: 6.9203, loss: 6.9203, grad_norm: 5.2335 2020-10-23 22:19:22,627 - mmaction - INFO - Epoch [12][20/921] lr: 1.000e-02, eta: 1 day, 7:04:43, time: 2.170, data_time: 1.026, memory: 5811, loss_cls: 6.9924, loss: 6.9924, grad_norm: 5.4061 2020-10-23 22:19:51,101 - mmaction - INFO - Epoch [12][40/921] lr: 1.000e-02, eta: 1 day, 7:05:51, time: 1.421, data_time: 0.004, memory: 5811, loss_cls: 6.9724, loss: 6.9724, grad_norm: 5.4242 2020-10-23 22:20:18,112 - mmaction - INFO - Epoch [12][60/921] lr: 1.000e-02, eta: 1 day, 7:04:45, time: 1.343, data_time: 0.004, memory: 5811, loss_cls: 6.8045, loss: 6.8045, grad_norm: 5.3663 2020-10-23 22:20:45,910 - mmaction - INFO - Epoch [12][80/921] lr: 1.000e-02, eta: 1 day, 7:05:00, time: 1.392, data_time: 0.011, memory: 5811, loss_cls: 6.8395, loss: 6.8395, grad_norm: 5.2804 2020-10-23 22:21:12,897 - mmaction - INFO - Epoch [12][100/921] lr: 1.000e-02, eta: 1 day, 7:04:11, time: 1.353, data_time: 0.011, memory: 5811, loss_cls: 6.8333, loss: 6.8333, grad_norm: 5.3279 2020-10-23 22:21:40,313 - mmaction - INFO - Epoch [12][120/921] lr: 1.000e-02, eta: 1 day, 7:03:57, time: 1.374, data_time: 0.006, memory: 5811, loss_cls: 6.8742, loss: 6.8742, grad_norm: 5.5680 2020-10-23 22:22:06,591 - mmaction - INFO - Epoch [12][140/921] lr: 1.000e-02, eta: 1 day, 7:02:03, time: 1.310, data_time: 0.003, memory: 5811, loss_cls: 6.7935, loss: 6.7935, grad_norm: 5.4404 2020-10-23 22:22:32,686 - mmaction - INFO - Epoch [12][160/921] lr: 1.000e-02, eta: 1 day, 7:00:09, time: 1.308, data_time: 0.005, memory: 5811, loss_cls: 6.8545, loss: 6.8545, grad_norm: 5.4560 2020-10-23 22:22:58,790 - mmaction - INFO - Epoch [12][180/921] lr: 1.000e-02, eta: 1 day, 6:58:14, time: 1.305, data_time: 0.002, memory: 5811, loss_cls: 6.9414, loss: 6.9414, grad_norm: 5.2700 2020-10-23 22:23:26,440 - mmaction - INFO - Epoch [12][200/921] lr: 1.000e-02, eta: 1 day, 6:58:15, time: 1.383, data_time: 0.003, memory: 5811, loss_cls: 6.8052, loss: 6.8052, grad_norm: 5.3445 2020-10-23 22:23:53,178 - mmaction - INFO - Epoch [12][220/921] lr: 1.000e-02, eta: 1 day, 6:57:05, time: 1.334, data_time: 0.001, memory: 5811, loss_cls: 7.0190, loss: 7.0190, grad_norm: 5.5382 2020-10-23 22:24:20,564 - mmaction - INFO - Epoch [12][240/921] lr: 1.000e-02, eta: 1 day, 6:56:49, time: 1.371, data_time: 0.005, memory: 5811, loss_cls: 6.8354, loss: 6.8354, grad_norm: 5.4456 2020-10-23 22:24:47,644 - mmaction - INFO - Epoch [12][260/921] lr: 1.000e-02, eta: 1 day, 6:56:11, time: 1.355, data_time: 0.003, memory: 5811, loss_cls: 6.9270, loss: 6.9270, grad_norm: 5.3980 2020-10-23 22:25:13,979 - mmaction - INFO - Epoch [12][280/921] lr: 1.000e-02, eta: 1 day, 6:54:34, time: 1.312, data_time: 0.001, memory: 5811, loss_cls: 6.9288, loss: 6.9288, grad_norm: 5.3894 2020-10-23 22:25:40,557 - mmaction - INFO - Epoch [12][300/921] lr: 1.000e-02, eta: 1 day, 6:53:23, time: 1.329, data_time: 0.008, memory: 5811, loss_cls: 7.0574, loss: 7.0574, grad_norm: 5.4801 2020-10-23 22:26:06,781 - mmaction - INFO - Epoch [12][320/921] lr: 1.000e-02, eta: 1 day, 6:51:50, time: 1.311, data_time: 0.006, memory: 5811, loss_cls: 6.8755, loss: 6.8755, grad_norm: 5.3778 2020-10-23 22:26:33,069 - mmaction - INFO - Epoch [12][340/921] lr: 1.000e-02, eta: 1 day, 6:50:16, time: 1.310, data_time: 0.008, memory: 5811, loss_cls: 6.7353, loss: 6.7353, grad_norm: 5.3524 2020-10-23 22:26:59,155 - mmaction - INFO - Epoch [12][360/921] lr: 1.000e-02, eta: 1 day, 6:48:50, time: 1.313, data_time: 0.011, memory: 5811, loss_cls: 6.9865, loss: 6.9865, grad_norm: 5.4920 2020-10-23 22:27:25,461 - mmaction - INFO - Epoch [12][380/921] lr: 1.000e-02, eta: 1 day, 6:47:26, time: 1.315, data_time: 0.004, memory: 5811, loss_cls: 6.8130, loss: 6.8130, grad_norm: 5.6225 2020-10-23 22:27:51,979 - mmaction - INFO - Epoch [12][400/921] lr: 1.000e-02, eta: 1 day, 6:46:15, time: 1.323, data_time: 0.004, memory: 5811, loss_cls: 6.8537, loss: 6.8537, grad_norm: 5.3600 2020-10-23 22:28:17,873 - mmaction - INFO - Epoch [12][420/921] lr: 1.000e-02, eta: 1 day, 6:44:33, time: 1.296, data_time: 0.005, memory: 5811, loss_cls: 6.9418, loss: 6.9418, grad_norm: 5.4373 2020-10-23 22:28:44,167 - mmaction - INFO - Epoch [12][440/921] lr: 1.000e-02, eta: 1 day, 6:43:11, time: 1.311, data_time: 0.002, memory: 5811, loss_cls: 7.0026, loss: 7.0026, grad_norm: 5.5170 2020-10-23 22:29:10,742 - mmaction - INFO - Epoch [12][460/921] lr: 1.000e-02, eta: 1 day, 6:42:16, time: 1.333, data_time: 0.008, memory: 5811, loss_cls: 6.6652, loss: 6.6652, grad_norm: 5.3583 2020-10-23 22:29:37,432 - mmaction - INFO - Epoch [12][480/921] lr: 1.000e-02, eta: 1 day, 6:41:22, time: 1.333, data_time: 0.002, memory: 5811, loss_cls: 6.7622, loss: 6.7622, grad_norm: 5.4146 2020-10-23 22:30:03,575 - mmaction - INFO - Epoch [12][500/921] lr: 1.000e-02, eta: 1 day, 6:39:58, time: 1.306, data_time: 0.004, memory: 5811, loss_cls: 6.9325, loss: 6.9325, grad_norm: 5.4913 2020-10-23 22:30:29,724 - mmaction - INFO - Epoch [12][520/921] lr: 1.000e-02, eta: 1 day, 6:38:40, time: 1.310, data_time: 0.005, memory: 5811, loss_cls: 6.7172, loss: 6.7172, grad_norm: 5.2139 2020-10-23 22:30:56,634 - mmaction - INFO - Epoch [12][540/921] lr: 1.000e-02, eta: 1 day, 6:37:52, time: 1.336, data_time: 0.003, memory: 5811, loss_cls: 6.9220, loss: 6.9220, grad_norm: 5.3429 2020-10-23 22:31:23,656 - mmaction - INFO - Epoch [12][560/921] lr: 1.000e-02, eta: 1 day, 6:37:33, time: 1.361, data_time: 0.011, memory: 5811, loss_cls: 6.9330, loss: 6.9330, grad_norm: 5.3872 2020-10-23 22:31:50,001 - mmaction - INFO - Epoch [12][580/921] lr: 1.000e-02, eta: 1 day, 6:36:17, time: 1.310, data_time: 0.002, memory: 5811, loss_cls: 6.8979, loss: 6.8979, grad_norm: 5.5160 2020-10-23 22:32:17,101 - mmaction - INFO - Epoch [12][600/921] lr: 1.000e-02, eta: 1 day, 6:35:52, time: 1.355, data_time: 0.011, memory: 5811, loss_cls: 6.7464, loss: 6.7464, grad_norm: 5.4520 2020-10-23 22:32:43,431 - mmaction - INFO - Epoch [12][620/921] lr: 1.000e-02, eta: 1 day, 6:34:45, time: 1.315, data_time: 0.009, memory: 5811, loss_cls: 6.9185, loss: 6.9185, grad_norm: 5.4633 2020-10-23 22:33:08,971 - mmaction - INFO - Epoch [12][640/921] lr: 1.000e-02, eta: 1 day, 6:33:05, time: 1.284, data_time: 0.014, memory: 5811, loss_cls: 6.9138, loss: 6.9138, grad_norm: 5.4687 2020-10-23 22:33:35,162 - mmaction - INFO - Epoch [12][660/921] lr: 1.000e-02, eta: 1 day, 6:31:50, time: 1.305, data_time: 0.004, memory: 5811, loss_cls: 6.8710, loss: 6.8710, grad_norm: 5.3274 2020-10-23 22:34:02,146 - mmaction - INFO - Epoch [12][680/921] lr: 1.000e-02, eta: 1 day, 6:31:25, time: 1.354, data_time: 0.008, memory: 5811, loss_cls: 7.0223, loss: 7.0223, grad_norm: 5.4258 2020-10-23 22:34:29,281 - mmaction - INFO - Epoch [12][700/921] lr: 1.000e-02, eta: 1 day, 6:31:04, time: 1.357, data_time: 0.003, memory: 5811, loss_cls: 6.8067, loss: 6.8067, grad_norm: 5.2608 2020-10-23 22:34:55,125 - mmaction - INFO - Epoch [12][720/921] lr: 1.000e-02, eta: 1 day, 6:29:35, time: 1.289, data_time: 0.003, memory: 5811, loss_cls: 6.7910, loss: 6.7910, grad_norm: 5.3144 2020-10-23 22:35:20,868 - mmaction - INFO - Epoch [12][740/921] lr: 1.000e-02, eta: 1 day, 6:28:03, time: 1.284, data_time: 0.006, memory: 5811, loss_cls: 6.9419, loss: 6.9419, grad_norm: 5.4229 2020-10-23 22:35:48,026 - mmaction - INFO - Epoch [12][760/921] lr: 1.000e-02, eta: 1 day, 6:27:45, time: 1.360, data_time: 0.008, memory: 5811, loss_cls: 6.9395, loss: 6.9395, grad_norm: 5.4829 2020-10-23 22:36:15,061 - mmaction - INFO - Epoch [12][780/921] lr: 1.000e-02, eta: 1 day, 6:27:22, time: 1.355, data_time: 0.006, memory: 5811, loss_cls: 6.8228, loss: 6.8228, grad_norm: 5.3426 2020-10-23 22:36:42,049 - mmaction - INFO - Epoch [12][800/921] lr: 1.000e-02, eta: 1 day, 6:26:50, time: 1.346, data_time: 0.005, memory: 5811, loss_cls: 6.8120, loss: 6.8120, grad_norm: 5.4922 2020-10-23 22:37:08,628 - mmaction - INFO - Epoch [12][820/921] lr: 1.000e-02, eta: 1 day, 6:26:06, time: 1.332, data_time: 0.006, memory: 5811, loss_cls: 6.8906, loss: 6.8906, grad_norm: 5.4093 2020-10-23 22:37:35,636 - mmaction - INFO - Epoch [12][840/921] lr: 1.000e-02, eta: 1 day, 6:25:38, time: 1.350, data_time: 0.003, memory: 5811, loss_cls: 6.7420, loss: 6.7420, grad_norm: 5.3307 2020-10-23 22:38:02,736 - mmaction - INFO - Epoch [12][860/921] lr: 1.000e-02, eta: 1 day, 6:25:12, time: 1.351, data_time: 0.005, memory: 5811, loss_cls: 6.9865, loss: 6.9865, grad_norm: 5.3818 2020-10-23 22:38:29,717 - mmaction - INFO - Epoch [12][880/921] lr: 1.000e-02, eta: 1 day, 6:24:45, time: 1.351, data_time: 0.008, memory: 5811, loss_cls: 6.9484, loss: 6.9484, grad_norm: 5.3850 2020-10-23 22:38:56,551 - mmaction - INFO - Epoch [12][900/921] lr: 1.000e-02, eta: 1 day, 6:24:08, time: 1.339, data_time: 0.006, memory: 5811, loss_cls: 6.7818, loss: 6.7818, grad_norm: 5.2803 2020-10-23 22:39:22,391 - mmaction - INFO - Epoch [12][920/921] lr: 1.000e-02, eta: 1 day, 6:22:56, time: 1.299, data_time: 0.016, memory: 5811, loss_cls: 6.7814, loss: 6.7814, grad_norm: 5.3668 2020-10-23 22:40:02,680 - mmaction - INFO - Epoch [13][20/921] lr: 1.000e-02, eta: 1 day, 6:30:11, time: 1.950, data_time: 0.634, memory: 5811, loss_cls: 6.7211, loss: 6.7211, grad_norm: 5.3178 2020-10-23 22:40:29,872 - mmaction - INFO - Epoch [13][40/921] lr: 1.000e-02, eta: 1 day, 6:29:53, time: 1.365, data_time: 0.008, memory: 5811, loss_cls: 6.7304, loss: 6.7304, grad_norm: 5.2359 2020-10-23 22:40:57,718 - mmaction - INFO - Epoch [13][60/921] lr: 1.000e-02, eta: 1 day, 6:29:55, time: 1.390, data_time: 0.002, memory: 5811, loss_cls: 6.7895, loss: 6.7895, grad_norm: 5.4784 2020-10-23 22:41:24,488 - mmaction - INFO - Epoch [13][80/921] lr: 1.000e-02, eta: 1 day, 6:29:14, time: 1.339, data_time: 0.006, memory: 5811, loss_cls: 6.8629, loss: 6.8629, grad_norm: 5.4013 2020-10-23 22:41:51,323 - mmaction - INFO - Epoch [13][100/921] lr: 1.000e-02, eta: 1 day, 6:28:36, time: 1.342, data_time: 0.004, memory: 5811, loss_cls: 6.7845, loss: 6.7845, grad_norm: 5.5046 2020-10-23 22:42:17,607 - mmaction - INFO - Epoch [13][120/921] lr: 1.000e-02, eta: 1 day, 6:27:34, time: 1.312, data_time: 0.002, memory: 5811, loss_cls: 6.7298, loss: 6.7298, grad_norm: 5.3588 2020-10-23 22:42:44,168 - mmaction - INFO - Epoch [13][140/921] lr: 1.000e-02, eta: 1 day, 6:26:45, time: 1.328, data_time: 0.004, memory: 5811, loss_cls: 6.7324, loss: 6.7324, grad_norm: 5.4247 2020-10-23 22:43:10,157 - mmaction - INFO - Epoch [13][160/921] lr: 1.000e-02, eta: 1 day, 6:25:33, time: 1.300, data_time: 0.006, memory: 5811, loss_cls: 6.7252, loss: 6.7252, grad_norm: 5.2354 2020-10-23 22:43:36,470 - mmaction - INFO - Epoch [13][180/921] lr: 1.000e-02, eta: 1 day, 6:24:37, time: 1.318, data_time: 0.004, memory: 5811, loss_cls: 6.8646, loss: 6.8646, grad_norm: 5.4959 2020-10-23 22:44:03,113 - mmaction - INFO - Epoch [13][200/921] lr: 1.000e-02, eta: 1 day, 6:23:51, time: 1.330, data_time: 0.002, memory: 5811, loss_cls: 6.9712, loss: 6.9712, grad_norm: 5.4504 2020-10-23 22:44:29,077 - mmaction - INFO - Epoch [13][220/921] lr: 1.000e-02, eta: 1 day, 6:22:36, time: 1.292, data_time: 0.003, memory: 5811, loss_cls: 6.7819, loss: 6.7819, grad_norm: 5.3282 2020-10-23 22:44:55,799 - mmaction - INFO - Epoch [13][240/921] lr: 1.000e-02, eta: 1 day, 6:22:02, time: 1.345, data_time: 0.011, memory: 5811, loss_cls: 6.8624, loss: 6.8624, grad_norm: 5.3618 2020-10-23 22:45:21,995 - mmaction - INFO - Epoch [13][260/921] lr: 1.000e-02, eta: 1 day, 6:21:01, time: 1.308, data_time: 0.003, memory: 5811, loss_cls: 6.6968, loss: 6.6968, grad_norm: 5.3009 2020-10-23 22:45:48,088 - mmaction - INFO - Epoch [13][280/921] lr: 1.000e-02, eta: 1 day, 6:19:58, time: 1.305, data_time: 0.005, memory: 5811, loss_cls: 6.8845, loss: 6.8845, grad_norm: 5.3527 2020-10-23 22:46:14,523 - mmaction - INFO - Epoch [13][300/921] lr: 1.000e-02, eta: 1 day, 6:19:09, time: 1.323, data_time: 0.003, memory: 5811, loss_cls: 6.8892, loss: 6.8892, grad_norm: 5.4191 2020-10-23 22:46:40,750 - mmaction - INFO - Epoch [13][320/921] lr: 1.000e-02, eta: 1 day, 6:18:08, time: 1.306, data_time: 0.004, memory: 5811, loss_cls: 6.8374, loss: 6.8374, grad_norm: 5.3736 2020-10-23 22:47:07,266 - mmaction - INFO - Epoch [13][340/921] lr: 1.000e-02, eta: 1 day, 6:17:21, time: 1.324, data_time: 0.008, memory: 5811, loss_cls: 6.8931, loss: 6.8931, grad_norm: 5.4179 2020-10-23 22:47:33,252 - mmaction - INFO - Epoch [13][360/921] lr: 1.000e-02, eta: 1 day, 6:16:21, time: 1.306, data_time: 0.008, memory: 5811, loss_cls: 6.7384, loss: 6.7384, grad_norm: 5.2964 2020-10-23 22:47:59,916 - mmaction - INFO - Epoch [13][380/921] lr: 1.000e-02, eta: 1 day, 6:15:36, time: 1.327, data_time: 0.002, memory: 5811, loss_cls: 7.1474, loss: 7.1474, grad_norm: 5.5886 2020-10-23 22:48:25,905 - mmaction - INFO - Epoch [13][400/921] lr: 1.000e-02, eta: 1 day, 6:14:34, time: 1.301, data_time: 0.011, memory: 5811, loss_cls: 6.8781, loss: 6.8781, grad_norm: 5.4015 2020-10-23 22:48:51,055 - mmaction - INFO - Epoch [13][420/921] lr: 1.000e-02, eta: 1 day, 6:13:04, time: 1.262, data_time: 0.006, memory: 5811, loss_cls: 6.8372, loss: 6.8372, grad_norm: 5.4834 2020-10-23 22:49:16,897 - mmaction - INFO - Epoch [13][440/921] lr: 1.000e-02, eta: 1 day, 6:11:53, time: 1.286, data_time: 0.004, memory: 5811, loss_cls: 6.8178, loss: 6.8178, grad_norm: 5.3379 2020-10-23 22:49:43,051 - mmaction - INFO - Epoch [13][460/921] lr: 1.000e-02, eta: 1 day, 6:11:00, time: 1.312, data_time: 0.008, memory: 5811, loss_cls: 6.8633, loss: 6.8633, grad_norm: 5.3800 2020-10-23 22:50:09,720 - mmaction - INFO - Epoch [13][480/921] lr: 1.000e-02, eta: 1 day, 6:10:22, time: 1.332, data_time: 0.003, memory: 5811, loss_cls: 6.8326, loss: 6.8326, grad_norm: 5.3625 2020-10-23 22:50:36,516 - mmaction - INFO - Epoch [13][500/921] lr: 1.000e-02, eta: 1 day, 6:09:48, time: 1.337, data_time: 0.006, memory: 5811, loss_cls: 6.8811, loss: 6.8811, grad_norm: 5.2657 2020-10-23 22:51:03,187 - mmaction - INFO - Epoch [13][520/921] lr: 1.000e-02, eta: 1 day, 6:09:13, time: 1.336, data_time: 0.007, memory: 5811, loss_cls: 6.7626, loss: 6.7626, grad_norm: 5.2656 2020-10-23 22:51:30,269 - mmaction - INFO - Epoch [13][540/921] lr: 1.000e-02, eta: 1 day, 6:08:50, time: 1.355, data_time: 0.005, memory: 5811, loss_cls: 6.7288, loss: 6.7288, grad_norm: 5.3018 2020-10-23 22:51:57,461 - mmaction - INFO - Epoch [13][560/921] lr: 1.000e-02, eta: 1 day, 6:08:32, time: 1.361, data_time: 0.006, memory: 5811, loss_cls: 6.7536, loss: 6.7536, grad_norm: 5.3908 2020-10-23 22:52:24,316 - mmaction - INFO - Epoch [13][580/921] lr: 1.000e-02, eta: 1 day, 6:07:54, time: 1.332, data_time: 0.002, memory: 5811, loss_cls: 6.7392, loss: 6.7392, grad_norm: 5.2731 2020-10-23 22:52:50,909 - mmaction - INFO - Epoch [13][600/921] lr: 1.000e-02, eta: 1 day, 6:07:22, time: 1.341, data_time: 0.014, memory: 5811, loss_cls: 6.8801, loss: 6.8801, grad_norm: 5.4115 2020-10-23 22:53:17,566 - mmaction - INFO - Epoch [13][620/921] lr: 1.000e-02, eta: 1 day, 6:06:45, time: 1.333, data_time: 0.002, memory: 5811, loss_cls: 6.9040, loss: 6.9040, grad_norm: 5.5984 2020-10-23 22:53:44,305 - mmaction - INFO - Epoch [13][640/921] lr: 1.000e-02, eta: 1 day, 6:06:11, time: 1.336, data_time: 0.001, memory: 5811, loss_cls: 6.9606, loss: 6.9606, grad_norm: 5.3495 2020-10-23 22:54:09,997 - mmaction - INFO - Epoch [13][660/921] lr: 1.000e-02, eta: 1 day, 6:05:02, time: 1.282, data_time: 0.004, memory: 5811, loss_cls: 6.9222, loss: 6.9222, grad_norm: 5.5034 2020-10-23 22:54:36,415 - mmaction - INFO - Epoch [13][680/921] lr: 1.000e-02, eta: 1 day, 6:04:20, time: 1.324, data_time: 0.006, memory: 5811, loss_cls: 6.8606, loss: 6.8606, grad_norm: 5.3639 2020-10-23 22:55:02,576 - mmaction - INFO - Epoch [13][700/921] lr: 1.000e-02, eta: 1 day, 6:03:28, time: 1.307, data_time: 0.001, memory: 5811, loss_cls: 6.8318, loss: 6.8318, grad_norm: 5.3855 2020-10-23 22:55:29,133 - mmaction - INFO - Epoch [13][720/921] lr: 1.000e-02, eta: 1 day, 6:02:49, time: 1.328, data_time: 0.005, memory: 5811, loss_cls: 6.8722, loss: 6.8722, grad_norm: 5.3686 2020-10-23 22:55:55,884 - mmaction - INFO - Epoch [13][740/921] lr: 1.000e-02, eta: 1 day, 6:02:17, time: 1.338, data_time: 0.002, memory: 5811, loss_cls: 6.9433, loss: 6.9433, grad_norm: 5.4550 2020-10-23 22:56:21,926 - mmaction - INFO - Epoch [13][760/921] lr: 1.000e-02, eta: 1 day, 6:01:14, time: 1.287, data_time: 0.001, memory: 5811, loss_cls: 6.9104, loss: 6.9104, grad_norm: 5.3032 2020-10-23 22:56:47,991 - mmaction - INFO - Epoch [13][780/921] lr: 1.000e-02, eta: 1 day, 6:00:26, time: 1.313, data_time: 0.015, memory: 5811, loss_cls: 6.9125, loss: 6.9125, grad_norm: 5.4501 2020-10-23 22:57:14,148 - mmaction - INFO - Epoch [13][800/921] lr: 1.000e-02, eta: 1 day, 5:59:40, time: 1.313, data_time: 0.008, memory: 5811, loss_cls: 6.9009, loss: 6.9009, grad_norm: 5.3347 2020-10-23 22:57:40,231 - mmaction - INFO - Epoch [13][820/921] lr: 1.000e-02, eta: 1 day, 5:58:46, time: 1.302, data_time: 0.003, memory: 5811, loss_cls: 7.0450, loss: 7.0450, grad_norm: 5.4416 2020-10-23 22:58:06,570 - mmaction - INFO - Epoch [13][840/921] lr: 1.000e-02, eta: 1 day, 5:58:02, time: 1.316, data_time: 0.009, memory: 5811, loss_cls: 6.8806, loss: 6.8806, grad_norm: 5.4729 2020-10-23 22:58:32,882 - mmaction - INFO - Epoch [13][860/921] lr: 1.000e-02, eta: 1 day, 5:57:18, time: 1.317, data_time: 0.007, memory: 5811, loss_cls: 6.8164, loss: 6.8164, grad_norm: 5.3162 2020-10-23 22:58:59,602 - mmaction - INFO - Epoch [13][880/921] lr: 1.000e-02, eta: 1 day, 5:56:46, time: 1.335, data_time: 0.011, memory: 5811, loss_cls: 6.7152, loss: 6.7152, grad_norm: 5.3132 2020-10-23 22:59:25,732 - mmaction - INFO - Epoch [13][900/921] lr: 1.000e-02, eta: 1 day, 5:55:56, time: 1.305, data_time: 0.006, memory: 5811, loss_cls: 6.8882, loss: 6.8882, grad_norm: 5.4149 2020-10-23 22:59:50,971 - mmaction - INFO - Epoch [13][920/921] lr: 1.000e-02, eta: 1 day, 5:54:43, time: 1.265, data_time: 0.007, memory: 5811, loss_cls: 6.9202, loss: 6.9202, grad_norm: 5.4219 2020-10-23 23:00:40,543 - mmaction - INFO - Epoch [14][20/921] lr: 1.000e-02, eta: 1 day, 6:03:03, time: 2.328, data_time: 1.634, memory: 5811, loss_cls: 6.6784, loss: 6.6784, grad_norm: 5.2684 2020-10-23 23:01:08,702 - mmaction - INFO - Epoch [14][40/921] lr: 1.000e-02, eta: 1 day, 6:03:04, time: 1.401, data_time: 0.112, memory: 5811, loss_cls: 6.7581, loss: 6.7581, grad_norm: 5.2793 2020-10-23 23:01:35,869 - mmaction - INFO - Epoch [14][60/921] lr: 1.000e-02, eta: 1 day, 6:02:46, time: 1.366, data_time: 0.011, memory: 5811, loss_cls: 6.5881, loss: 6.5881, grad_norm: 5.1374 2020-10-23 23:02:02,821 - mmaction - INFO - Epoch [14][80/921] lr: 1.000e-02, eta: 1 day, 6:02:14, time: 1.342, data_time: 0.003, memory: 5811, loss_cls: 6.6338, loss: 6.6338, grad_norm: 5.3433 2020-10-23 23:02:30,224 - mmaction - INFO - Epoch [14][100/921] lr: 1.000e-02, eta: 1 day, 6:02:01, time: 1.376, data_time: 0.008, memory: 5811, loss_cls: 6.8041, loss: 6.8041, grad_norm: 5.4160 2020-10-23 23:02:56,608 - mmaction - INFO - Epoch [14][120/921] lr: 1.000e-02, eta: 1 day, 6:01:13, time: 1.314, data_time: 0.002, memory: 5811, loss_cls: 6.7930, loss: 6.7930, grad_norm: 5.4070 2020-10-23 23:03:23,154 - mmaction - INFO - Epoch [14][140/921] lr: 1.000e-02, eta: 1 day, 6:00:31, time: 1.325, data_time: 0.009, memory: 5811, loss_cls: 6.7758, loss: 6.7758, grad_norm: 5.3544 2020-10-23 23:03:49,116 - mmaction - INFO - Epoch [14][160/921] lr: 1.000e-02, eta: 1 day, 5:59:38, time: 1.303, data_time: 0.012, memory: 5811, loss_cls: 6.5323, loss: 6.5323, grad_norm: 5.4031 2020-10-23 23:04:15,576 - mmaction - INFO - Epoch [14][180/921] lr: 1.000e-02, eta: 1 day, 5:58:59, time: 1.327, data_time: 0.006, memory: 5811, loss_cls: 6.8309, loss: 6.8309, grad_norm: 5.3829 2020-10-23 23:04:42,754 - mmaction - INFO - Epoch [14][200/921] lr: 1.000e-02, eta: 1 day, 5:58:31, time: 1.349, data_time: 0.001, memory: 5811, loss_cls: 6.9506, loss: 6.9506, grad_norm: 5.4411 2020-10-23 23:05:09,514 - mmaction - INFO - Epoch [14][220/921] lr: 1.000e-02, eta: 1 day, 5:57:58, time: 1.340, data_time: 0.014, memory: 5811, loss_cls: 6.9044, loss: 6.9044, grad_norm: 5.4229 2020-10-23 23:05:35,203 - mmaction - INFO - Epoch [14][240/921] lr: 1.000e-02, eta: 1 day, 5:57:01, time: 1.293, data_time: 0.010, memory: 5811, loss_cls: 6.9183, loss: 6.9183, grad_norm: 5.5344 2020-10-23 23:06:00,711 - mmaction - INFO - Epoch [14][260/921] lr: 1.000e-02, eta: 1 day, 5:55:54, time: 1.274, data_time: 0.001, memory: 5811, loss_cls: 6.7547, loss: 6.7547, grad_norm: 5.2820 2020-10-23 23:06:27,002 - mmaction - INFO - Epoch [14][280/921] lr: 1.000e-02, eta: 1 day, 5:55:09, time: 1.315, data_time: 0.002, memory: 5811, loss_cls: 7.0016, loss: 7.0016, grad_norm: 5.3465 2020-10-23 23:06:53,899 - mmaction - INFO - Epoch [14][300/921] lr: 1.000e-02, eta: 1 day, 5:54:40, time: 1.345, data_time: 0.003, memory: 5811, loss_cls: 6.6761, loss: 6.6761, grad_norm: 5.3660 2020-10-23 23:07:20,781 - mmaction - INFO - Epoch [14][320/921] lr: 1.000e-02, eta: 1 day, 5:54:04, time: 1.332, data_time: 0.003, memory: 5811, loss_cls: 6.8120, loss: 6.8120, grad_norm: 5.3007 2020-10-23 23:07:47,232 - mmaction - INFO - Epoch [14][340/921] lr: 1.000e-02, eta: 1 day, 5:53:28, time: 1.332, data_time: 0.018, memory: 5811, loss_cls: 6.8616, loss: 6.8616, grad_norm: 5.4455 2020-10-23 23:08:13,781 - mmaction - INFO - Epoch [14][360/921] lr: 1.000e-02, eta: 1 day, 5:52:48, time: 1.324, data_time: 0.006, memory: 5811, loss_cls: 6.6900, loss: 6.6900, grad_norm: 5.1781 2020-10-23 23:08:39,757 - mmaction - INFO - Epoch [14][380/921] lr: 1.000e-02, eta: 1 day, 5:51:59, time: 1.305, data_time: 0.010, memory: 5811, loss_cls: 6.7920, loss: 6.7920, grad_norm: 5.2421 2020-10-23 23:09:06,034 - mmaction - INFO - Epoch [14][400/921] lr: 1.000e-02, eta: 1 day, 5:51:10, time: 1.304, data_time: 0.003, memory: 5811, loss_cls: 6.9071, loss: 6.9071, grad_norm: 5.4009 2020-10-23 23:09:32,189 - mmaction - INFO - Epoch [14][420/921] lr: 1.000e-02, eta: 1 day, 5:50:27, time: 1.315, data_time: 0.015, memory: 5811, loss_cls: 6.7959, loss: 6.7959, grad_norm: 5.3286 2020-10-23 23:09:57,279 - mmaction - INFO - Epoch [14][440/921] lr: 1.000e-02, eta: 1 day, 5:49:11, time: 1.250, data_time: 0.006, memory: 5811, loss_cls: 6.7121, loss: 6.7121, grad_norm: 5.2977 2020-10-23 23:10:23,596 - mmaction - INFO - Epoch [14][460/921] lr: 1.000e-02, eta: 1 day, 5:48:32, time: 1.323, data_time: 0.009, memory: 5811, loss_cls: 6.7378, loss: 6.7378, grad_norm: 5.3564 2020-10-23 23:10:49,315 - mmaction - INFO - Epoch [14][480/921] lr: 1.000e-02, eta: 1 day, 5:47:33, time: 1.281, data_time: 0.004, memory: 5811, loss_cls: 6.8511, loss: 6.8511, grad_norm: 5.3674 2020-10-23 23:11:16,048 - mmaction - INFO - Epoch [14][500/921] lr: 1.000e-02, eta: 1 day, 5:47:02, time: 1.338, data_time: 0.008, memory: 5811, loss_cls: 6.7638, loss: 6.7638, grad_norm: 5.3092 2020-10-23 23:11:41,565 - mmaction - INFO - Epoch [14][520/921] lr: 1.000e-02, eta: 1 day, 5:46:01, time: 1.276, data_time: 0.007, memory: 5811, loss_cls: 6.8716, loss: 6.8716, grad_norm: 5.2818 2020-10-23 23:12:07,792 - mmaction - INFO - Epoch [14][540/921] lr: 1.000e-02, eta: 1 day, 5:45:13, time: 1.302, data_time: 0.005, memory: 5811, loss_cls: 6.8453, loss: 6.8453, grad_norm: 5.2889 2020-10-23 23:12:34,087 - mmaction - INFO - Epoch [14][560/921] lr: 1.000e-02, eta: 1 day, 5:44:36, time: 1.325, data_time: 0.014, memory: 5811, loss_cls: 6.9030, loss: 6.9030, grad_norm: 5.4079 2020-10-23 23:13:00,791 - mmaction - INFO - Epoch [14][580/921] lr: 1.000e-02, eta: 1 day, 5:44:04, time: 1.335, data_time: 0.003, memory: 5811, loss_cls: 6.8044, loss: 6.8044, grad_norm: 5.3664 2020-10-23 23:13:27,365 - mmaction - INFO - Epoch [14][600/921] lr: 1.000e-02, eta: 1 day, 5:43:29, time: 1.328, data_time: 0.004, memory: 5811, loss_cls: 6.9080, loss: 6.9080, grad_norm: 5.4200 2020-10-23 23:13:53,862 - mmaction - INFO - Epoch [14][620/921] lr: 1.000e-02, eta: 1 day, 5:42:53, time: 1.328, data_time: 0.006, memory: 5811, loss_cls: 6.7616, loss: 6.7616, grad_norm: 5.3465 2020-10-23 23:14:20,181 - mmaction - INFO - Epoch [14][640/921] lr: 1.000e-02, eta: 1 day, 5:42:12, time: 1.315, data_time: 0.002, memory: 5811, loss_cls: 6.9124, loss: 6.9124, grad_norm: 5.3475 2020-10-23 23:14:46,094 - mmaction - INFO - Epoch [14][660/921] lr: 1.000e-02, eta: 1 day, 5:41:18, time: 1.286, data_time: 0.001, memory: 5811, loss_cls: 6.7378, loss: 6.7378, grad_norm: 5.3140 2020-10-23 23:15:12,637 - mmaction - INFO - Epoch [14][680/921] lr: 1.000e-02, eta: 1 day, 5:40:46, time: 1.334, data_time: 0.013, memory: 5811, loss_cls: 6.9239, loss: 6.9239, grad_norm: 5.4951 2020-10-23 23:15:38,816 - mmaction - INFO - Epoch [14][700/921] lr: 1.000e-02, eta: 1 day, 5:40:04, time: 1.312, data_time: 0.004, memory: 5811, loss_cls: 6.8436, loss: 6.8436, grad_norm: 5.3758 2020-10-23 23:16:05,528 - mmaction - INFO - Epoch [14][720/921] lr: 1.000e-02, eta: 1 day, 5:39:33, time: 1.335, data_time: 0.006, memory: 5811, loss_cls: 6.7748, loss: 6.7748, grad_norm: 5.2351 2020-10-23 23:16:31,767 - mmaction - INFO - Epoch [14][740/921] lr: 1.000e-02, eta: 1 day, 5:38:48, time: 1.305, data_time: 0.004, memory: 5811, loss_cls: 6.6696, loss: 6.6696, grad_norm: 5.1978 2020-10-23 23:16:58,239 - mmaction - INFO - Epoch [14][760/921] lr: 1.000e-02, eta: 1 day, 5:38:14, time: 1.330, data_time: 0.011, memory: 5811, loss_cls: 6.8731, loss: 6.8731, grad_norm: 5.2730 2020-10-23 23:17:24,819 - mmaction - INFO - Epoch [14][780/921] lr: 1.000e-02, eta: 1 day, 5:37:38, time: 1.324, data_time: 0.003, memory: 5811, loss_cls: 6.7253, loss: 6.7253, grad_norm: 5.2880 2020-10-23 23:17:51,152 - mmaction - INFO - Epoch [14][800/921] lr: 1.000e-02, eta: 1 day, 5:37:01, time: 1.321, data_time: 0.008, memory: 5811, loss_cls: 6.8698, loss: 6.8698, grad_norm: 5.3124 2020-10-23 23:18:17,666 - mmaction - INFO - Epoch [14][820/921] lr: 1.000e-02, eta: 1 day, 5:36:26, time: 1.327, data_time: 0.004, memory: 5811, loss_cls: 6.7192, loss: 6.7192, grad_norm: 5.1692 2020-10-23 23:18:43,699 - mmaction - INFO - Epoch [14][840/921] lr: 1.000e-02, eta: 1 day, 5:35:36, time: 1.291, data_time: 0.003, memory: 5811, loss_cls: 6.9773, loss: 6.9773, grad_norm: 5.5237 2020-10-23 23:19:09,677 - mmaction - INFO - Epoch [14][860/921] lr: 1.000e-02, eta: 1 day, 5:34:52, time: 1.303, data_time: 0.013, memory: 5811, loss_cls: 6.7277, loss: 6.7277, grad_norm: 5.3327 2020-10-23 23:19:36,279 - mmaction - INFO - Epoch [14][880/921] lr: 1.000e-02, eta: 1 day, 5:34:20, time: 1.333, data_time: 0.011, memory: 5811, loss_cls: 6.8124, loss: 6.8124, grad_norm: 5.3372 2020-10-23 23:20:02,971 - mmaction - INFO - Epoch [14][900/921] lr: 1.000e-02, eta: 1 day, 5:33:49, time: 1.334, data_time: 0.005, memory: 5811, loss_cls: 6.7977, loss: 6.7977, grad_norm: 5.2609 2020-10-23 23:20:28,029 - mmaction - INFO - Epoch [14][920/921] lr: 1.000e-02, eta: 1 day, 5:32:45, time: 1.257, data_time: 0.009, memory: 5811, loss_cls: 6.7267, loss: 6.7267, grad_norm: 5.3249 2020-10-23 23:21:13,153 - mmaction - INFO - Epoch [15][20/921] lr: 1.000e-02, eta: 1 day, 5:37:23, time: 2.125, data_time: 1.418, memory: 5811, loss_cls: 6.5935, loss: 6.5935, grad_norm: 5.1299 2020-10-23 23:21:40,016 - mmaction - INFO - Epoch [15][40/921] lr: 1.000e-02, eta: 1 day, 5:36:53, time: 1.339, data_time: 0.173, memory: 5811, loss_cls: 6.6526, loss: 6.6526, grad_norm: 5.2418 2020-10-23 23:22:06,267 - mmaction - INFO - Epoch [15][60/921] lr: 1.000e-02, eta: 1 day, 5:36:14, time: 1.319, data_time: 0.009, memory: 5811, loss_cls: 6.5588, loss: 6.5588, grad_norm: 5.1850 2020-10-23 23:22:33,574 - mmaction - INFO - Epoch [15][80/921] lr: 1.000e-02, eta: 1 day, 5:35:54, time: 1.363, data_time: 0.003, memory: 5811, loss_cls: 6.6099, loss: 6.6099, grad_norm: 5.1888 2020-10-23 23:22:59,583 - mmaction - INFO - Epoch [15][100/921] lr: 1.000e-02, eta: 1 day, 5:35:08, time: 1.301, data_time: 0.005, memory: 5811, loss_cls: 6.8104, loss: 6.8104, grad_norm: 5.3317 2020-10-23 23:23:25,608 - mmaction - INFO - Epoch [15][120/921] lr: 1.000e-02, eta: 1 day, 5:34:21, time: 1.299, data_time: 0.004, memory: 5811, loss_cls: 6.8238, loss: 6.8238, grad_norm: 5.2311 2020-10-23 23:23:51,766 - mmaction - INFO - Epoch [15][140/921] lr: 1.000e-02, eta: 1 day, 5:33:37, time: 1.305, data_time: 0.007, memory: 5811, loss_cls: 6.8575, loss: 6.8575, grad_norm: 5.2886 2020-10-23 23:24:17,596 - mmaction - INFO - Epoch [15][160/921] lr: 1.000e-02, eta: 1 day, 5:32:51, time: 1.299, data_time: 0.008, memory: 5811, loss_cls: 6.6990, loss: 6.6990, grad_norm: 5.2328 2020-10-23 23:24:43,883 - mmaction - INFO - Epoch [15][180/921] lr: 1.000e-02, eta: 1 day, 5:32:10, time: 1.312, data_time: 0.002, memory: 5811, loss_cls: 6.8215, loss: 6.8215, grad_norm: 5.3467 2020-10-23 23:25:10,457 - mmaction - INFO - Epoch [15][200/921] lr: 1.000e-02, eta: 1 day, 5:31:37, time: 1.331, data_time: 0.007, memory: 5811, loss_cls: 6.8284, loss: 6.8284, grad_norm: 5.3605 2020-10-23 23:25:36,266 - mmaction - INFO - Epoch [15][220/921] lr: 1.000e-02, eta: 1 day, 5:30:48, time: 1.291, data_time: 0.002, memory: 5811, loss_cls: 6.7464, loss: 6.7464, grad_norm: 5.4183 2020-10-23 23:26:02,513 - mmaction - INFO - Epoch [15][240/921] lr: 1.000e-02, eta: 1 day, 5:30:05, time: 1.305, data_time: 0.002, memory: 5811, loss_cls: 6.7469, loss: 6.7469, grad_norm: 5.3020 2020-10-23 23:26:28,376 - mmaction - INFO - Epoch [15][260/921] lr: 1.000e-02, eta: 1 day, 5:29:20, time: 1.300, data_time: 0.014, memory: 5811, loss_cls: 6.9079, loss: 6.9079, grad_norm: 5.5187 2020-10-23 23:26:54,452 - mmaction - INFO - Epoch [15][280/921] lr: 1.000e-02, eta: 1 day, 5:28:37, time: 1.302, data_time: 0.007, memory: 5811, loss_cls: 6.8329, loss: 6.8329, grad_norm: 5.4537 2020-10-23 23:27:20,591 - mmaction - INFO - Epoch [15][300/921] lr: 1.000e-02, eta: 1 day, 5:27:56, time: 1.309, data_time: 0.005, memory: 5811, loss_cls: 6.7394, loss: 6.7394, grad_norm: 5.2815 2020-10-23 23:27:46,415 - mmaction - INFO - Epoch [15][320/921] lr: 1.000e-02, eta: 1 day, 5:27:05, time: 1.285, data_time: 0.001, memory: 5811, loss_cls: 6.8596, loss: 6.8596, grad_norm: 5.3313 2020-10-23 23:28:12,849 - mmaction - INFO - Epoch [15][340/921] lr: 1.000e-02, eta: 1 day, 5:26:31, time: 1.324, data_time: 0.011, memory: 5811, loss_cls: 6.8952, loss: 6.8952, grad_norm: 5.2228 2020-10-23 23:28:39,225 - mmaction - INFO - Epoch [15][360/921] lr: 1.000e-02, eta: 1 day, 5:25:53, time: 1.318, data_time: 0.007, memory: 5811, loss_cls: 6.7862, loss: 6.7862, grad_norm: 5.3412 2020-10-23 23:29:05,015 - mmaction - INFO - Epoch [15][380/921] lr: 1.000e-02, eta: 1 day, 5:25:03, time: 1.284, data_time: 0.008, memory: 5811, loss_cls: 6.7983, loss: 6.7983, grad_norm: 5.4116 2020-10-23 23:29:31,406 - mmaction - INFO - Epoch [15][400/921] lr: 1.000e-02, eta: 1 day, 5:24:29, time: 1.325, data_time: 0.016, memory: 5811, loss_cls: 6.7965, loss: 6.7965, grad_norm: 5.3906 2020-10-23 23:29:57,349 - mmaction - INFO - Epoch [15][420/921] lr: 1.000e-02, eta: 1 day, 5:23:43, time: 1.293, data_time: 0.009, memory: 5811, loss_cls: 6.8858, loss: 6.8858, grad_norm: 5.3958 2020-10-23 23:30:23,337 - mmaction - INFO - Epoch [15][440/921] lr: 1.000e-02, eta: 1 day, 5:23:01, time: 1.304, data_time: 0.010, memory: 5811, loss_cls: 6.9007, loss: 6.9007, grad_norm: 5.4972 2020-10-23 23:30:49,262 - mmaction - INFO - Epoch [15][460/921] lr: 1.000e-02, eta: 1 day, 5:22:17, time: 1.297, data_time: 0.005, memory: 5811, loss_cls: 6.6461, loss: 6.6461, grad_norm: 5.3005 2020-10-23 23:31:15,701 - mmaction - INFO - Epoch [15][480/921] lr: 1.000e-02, eta: 1 day, 5:21:43, time: 1.325, data_time: 0.007, memory: 5811, loss_cls: 6.5981, loss: 6.5981, grad_norm: 5.2392 2020-10-23 23:31:41,771 - mmaction - INFO - Epoch [15][500/921] lr: 1.000e-02, eta: 1 day, 5:20:59, time: 1.296, data_time: 0.003, memory: 5811, loss_cls: 6.8332, loss: 6.8332, grad_norm: 5.3513 2020-10-23 23:32:07,725 - mmaction - INFO - Epoch [15][520/921] lr: 1.000e-02, eta: 1 day, 5:20:16, time: 1.300, data_time: 0.011, memory: 5811, loss_cls: 6.9093, loss: 6.9093, grad_norm: 5.4107 2020-10-23 23:32:33,632 - mmaction - INFO - Epoch [15][540/921] lr: 1.000e-02, eta: 1 day, 5:19:34, time: 1.301, data_time: 0.009, memory: 5811, loss_cls: 6.7056, loss: 6.7056, grad_norm: 5.3545 2020-10-23 23:32:59,777 - mmaction - INFO - Epoch [15][560/921] lr: 1.000e-02, eta: 1 day, 5:18:54, time: 1.306, data_time: 0.003, memory: 5811, loss_cls: 6.8309, loss: 6.8309, grad_norm: 5.4490 2020-10-23 23:33:25,701 - mmaction - INFO - Epoch [15][580/921] lr: 1.000e-02, eta: 1 day, 5:18:11, time: 1.297, data_time: 0.003, memory: 5811, loss_cls: 6.7639, loss: 6.7639, grad_norm: 5.2347 2020-10-23 23:33:52,000 - mmaction - INFO - Epoch [15][600/921] lr: 1.000e-02, eta: 1 day, 5:17:34, time: 1.315, data_time: 0.003, memory: 5811, loss_cls: 6.7551, loss: 6.7551, grad_norm: 5.2793 2020-10-23 23:34:17,749 - mmaction - INFO - Epoch [15][620/921] lr: 1.000e-02, eta: 1 day, 5:16:47, time: 1.287, data_time: 0.002, memory: 5811, loss_cls: 6.6564, loss: 6.6564, grad_norm: 5.3720 2020-10-23 23:34:43,815 - mmaction - INFO - Epoch [15][640/921] lr: 1.000e-02, eta: 1 day, 5:16:06, time: 1.302, data_time: 0.002, memory: 5811, loss_cls: 6.5280, loss: 6.5280, grad_norm: 5.1023 2020-10-23 23:35:10,140 - mmaction - INFO - Epoch [15][660/921] lr: 1.000e-02, eta: 1 day, 5:15:28, time: 1.309, data_time: 0.004, memory: 5811, loss_cls: 6.7209, loss: 6.7209, grad_norm: 5.2644 2020-10-23 23:35:35,977 - mmaction - INFO - Epoch [15][680/921] lr: 1.000e-02, eta: 1 day, 5:14:45, time: 1.297, data_time: 0.013, memory: 5811, loss_cls: 6.7537, loss: 6.7537, grad_norm: 5.2573 2020-10-23 23:36:02,076 - mmaction - INFO - Epoch [15][700/921] lr: 1.000e-02, eta: 1 day, 5:14:06, time: 1.306, data_time: 0.008, memory: 5811, loss_cls: 6.8743, loss: 6.8743, grad_norm: 5.1721 2020-10-23 23:36:28,007 - mmaction - INFO - Epoch [15][720/921] lr: 1.000e-02, eta: 1 day, 5:13:24, time: 1.298, data_time: 0.004, memory: 5811, loss_cls: 6.6268, loss: 6.6268, grad_norm: 5.3466 2020-10-23 23:36:53,801 - mmaction - INFO - Epoch [15][740/921] lr: 1.000e-02, eta: 1 day, 5:12:39, time: 1.288, data_time: 0.002, memory: 5811, loss_cls: 6.7949, loss: 6.7949, grad_norm: 5.3624 2020-10-23 23:37:19,803 - mmaction - INFO - Epoch [15][760/921] lr: 1.000e-02, eta: 1 day, 5:11:58, time: 1.301, data_time: 0.006, memory: 5811, loss_cls: 6.6059, loss: 6.6059, grad_norm: 5.2385 2020-10-23 23:37:46,158 - mmaction - INFO - Epoch [15][780/921] lr: 1.000e-02, eta: 1 day, 5:11:23, time: 1.318, data_time: 0.004, memory: 5811, loss_cls: 6.6305, loss: 6.6305, grad_norm: 5.2591 2020-10-23 23:38:11,955 - mmaction - INFO - Epoch [15][800/921] lr: 1.000e-02, eta: 1 day, 5:10:39, time: 1.289, data_time: 0.005, memory: 5811, loss_cls: 6.8798, loss: 6.8798, grad_norm: 5.3376 2020-10-23 23:38:38,097 - mmaction - INFO - Epoch [15][820/921] lr: 1.000e-02, eta: 1 day, 5:09:59, time: 1.303, data_time: 0.006, memory: 5811, loss_cls: 6.6356, loss: 6.6356, grad_norm: 5.2603 2020-10-23 23:39:04,965 - mmaction - INFO - Epoch [15][840/921] lr: 1.000e-02, eta: 1 day, 5:09:36, time: 1.349, data_time: 0.009, memory: 5811, loss_cls: 6.6601, loss: 6.6601, grad_norm: 5.3685 2020-10-23 23:39:31,453 - mmaction - INFO - Epoch [15][860/921] lr: 1.000e-02, eta: 1 day, 5:09:04, time: 1.324, data_time: 0.001, memory: 5811, loss_cls: 6.8039, loss: 6.8039, grad_norm: 5.3016 2020-10-23 23:39:57,521 - mmaction - INFO - Epoch [15][880/921] lr: 1.000e-02, eta: 1 day, 5:08:24, time: 1.303, data_time: 0.003, memory: 5811, loss_cls: 6.8140, loss: 6.8140, grad_norm: 5.4029 2020-10-23 23:40:23,748 - mmaction - INFO - Epoch [15][900/921] lr: 1.000e-02, eta: 1 day, 5:07:46, time: 1.304, data_time: 0.004, memory: 5811, loss_cls: 6.7194, loss: 6.7194, grad_norm: 5.2363 2020-10-23 23:40:48,894 - mmaction - INFO - Epoch [15][920/921] lr: 1.000e-02, eta: 1 day, 5:06:54, time: 1.266, data_time: 0.015, memory: 5811, loss_cls: 6.7704, loss: 6.7704, grad_norm: 5.3248 2020-10-23 23:40:50,914 - mmaction - INFO - Saving checkpoint at 15 epochs 2020-10-23 23:42:22,298 - mmaction - INFO - Evaluating mean_average_precision... 2020-10-23 23:42:23,125 - mmaction - INFO - mean_average_precision 0.5039 2020-10-23 23:42:23,135 - mmaction - INFO - Epoch(val) [15][921] mean_average_precision: 0.5039 2020-10-23 23:42:58,405 - mmaction - INFO - Epoch [16][20/921] lr: 1.000e-02, eta: 1 day, 5:08:26, time: 1.760, data_time: 0.964, memory: 5811, loss_cls: 6.7561, loss: 6.7561, grad_norm: 5.0993 2020-10-23 23:43:26,476 - mmaction - INFO - Epoch [16][40/921] lr: 1.000e-02, eta: 1 day, 5:08:21, time: 1.407, data_time: 0.276, memory: 5811, loss_cls: 6.7463, loss: 6.7463, grad_norm: 5.4272 2020-10-23 23:43:53,550 - mmaction - INFO - Epoch [16][60/921] lr: 1.000e-02, eta: 1 day, 5:07:56, time: 1.345, data_time: 0.260, memory: 5811, loss_cls: 6.6248, loss: 6.6248, grad_norm: 5.1715 2020-10-23 23:44:20,443 - mmaction - INFO - Epoch [16][80/921] lr: 1.000e-02, eta: 1 day, 5:07:33, time: 1.352, data_time: 0.213, memory: 5811, loss_cls: 6.5356, loss: 6.5356, grad_norm: 5.2680 2020-10-23 23:44:47,595 - mmaction - INFO - Epoch [16][100/921] lr: 1.000e-02, eta: 1 day, 5:07:12, time: 1.359, data_time: 0.065, memory: 5811, loss_cls: 6.6377, loss: 6.6377, grad_norm: 5.2520 2020-10-23 23:45:13,758 - mmaction - INFO - Epoch [16][120/921] lr: 1.000e-02, eta: 1 day, 5:06:34, time: 1.308, data_time: 0.003, memory: 5811, loss_cls: 6.6828, loss: 6.6828, grad_norm: 5.4005 2020-10-23 23:45:39,971 - mmaction - INFO - Epoch [16][140/921] lr: 1.000e-02, eta: 1 day, 5:05:57, time: 1.308, data_time: 0.003, memory: 5811, loss_cls: 6.7685, loss: 6.7685, grad_norm: 5.3610 2020-10-23 23:46:06,975 - mmaction - INFO - Epoch [16][160/921] lr: 1.000e-02, eta: 1 day, 5:05:34, time: 1.353, data_time: 0.005, memory: 5811, loss_cls: 6.7399, loss: 6.7399, grad_norm: 5.3435 2020-10-23 23:46:33,558 - mmaction - INFO - Epoch [16][180/921] lr: 1.000e-02, eta: 1 day, 5:05:00, time: 1.317, data_time: 0.002, memory: 5811, loss_cls: 6.7330, loss: 6.7330, grad_norm: 5.4139 2020-10-23 23:46:59,386 - mmaction - INFO - Epoch [16][200/921] lr: 1.000e-02, eta: 1 day, 5:04:20, time: 1.301, data_time: 0.014, memory: 5811, loss_cls: 6.7852, loss: 6.7852, grad_norm: 5.4533 2020-10-23 23:47:25,565 - mmaction - INFO - Epoch [16][220/921] lr: 1.000e-02, eta: 1 day, 5:03:44, time: 1.311, data_time: 0.004, memory: 5811, loss_cls: 6.6681, loss: 6.6681, grad_norm: 5.3325 2020-10-23 23:47:51,804 - mmaction - INFO - Epoch [16][240/921] lr: 1.000e-02, eta: 1 day, 5:03:07, time: 1.309, data_time: 0.001, memory: 5811, loss_cls: 6.5819, loss: 6.5819, grad_norm: 5.3021 2020-10-23 23:48:17,361 - mmaction - INFO - Epoch [16][260/921] lr: 1.000e-02, eta: 1 day, 5:02:18, time: 1.271, data_time: 0.007, memory: 5811, loss_cls: 6.8010, loss: 6.8010, grad_norm: 5.4523 2020-10-23 23:48:43,214 - mmaction - INFO - Epoch [16][280/921] lr: 1.000e-02, eta: 1 day, 5:01:37, time: 1.297, data_time: 0.013, memory: 5811, loss_cls: 6.7904, loss: 6.7904, grad_norm: 5.2474 2020-10-23 23:49:08,138 - mmaction - INFO - Epoch [16][300/921] lr: 1.000e-02, eta: 1 day, 5:00:42, time: 1.250, data_time: 0.006, memory: 5811, loss_cls: 6.7820, loss: 6.7820, grad_norm: 5.2096 2020-10-23 23:49:34,354 - mmaction - INFO - Epoch [16][320/921] lr: 1.000e-02, eta: 1 day, 5:00:06, time: 1.310, data_time: 0.002, memory: 5811, loss_cls: 6.7220, loss: 6.7220, grad_norm: 5.1767 2020-10-23 23:50:00,077 - mmaction - INFO - Epoch [16][340/921] lr: 1.000e-02, eta: 1 day, 4:59:22, time: 1.284, data_time: 0.004, memory: 5811, loss_cls: 6.6890, loss: 6.6890, grad_norm: 5.3891 2020-10-23 23:50:25,988 - mmaction - INFO - Epoch [16][360/921] lr: 1.000e-02, eta: 1 day, 4:58:43, time: 1.299, data_time: 0.096, memory: 5811, loss_cls: 6.6443, loss: 6.6443, grad_norm: 5.2657 2020-10-23 23:50:53,015 - mmaction - INFO - Epoch [16][380/921] lr: 1.000e-02, eta: 1 day, 4:58:19, time: 1.349, data_time: 0.330, memory: 5811, loss_cls: 6.7678, loss: 6.7678, grad_norm: 5.4815 2020-10-23 23:51:19,745 - mmaction - INFO - Epoch [16][400/921] lr: 1.000e-02, eta: 1 day, 4:57:52, time: 1.339, data_time: 0.285, memory: 5811, loss_cls: 6.7782, loss: 6.7782, grad_norm: 5.4298 2020-10-23 23:51:46,091 - mmaction - INFO - Epoch [16][420/921] lr: 1.000e-02, eta: 1 day, 4:57:19, time: 1.317, data_time: 0.410, memory: 5811, loss_cls: 6.8622, loss: 6.8622, grad_norm: 5.3649 2020-10-23 23:52:11,950 - mmaction - INFO - Epoch [16][440/921] lr: 1.000e-02, eta: 1 day, 4:56:36, time: 1.289, data_time: 0.642, memory: 5811, loss_cls: 6.7028, loss: 6.7028, grad_norm: 5.2357 2020-10-23 23:52:39,227 - mmaction - INFO - Epoch [16][460/921] lr: 1.000e-02, eta: 1 day, 4:56:18, time: 1.364, data_time: 0.630, memory: 5811, loss_cls: 6.9005, loss: 6.9005, grad_norm: 5.3101 2020-10-23 23:53:05,905 - mmaction - INFO - Epoch [16][480/921] lr: 1.000e-02, eta: 1 day, 4:55:50, time: 1.336, data_time: 0.185, memory: 5811, loss_cls: 6.5393, loss: 6.5393, grad_norm: 5.3254 2020-10-23 23:53:31,230 - mmaction - INFO - Epoch [16][500/921] lr: 1.000e-02, eta: 1 day, 4:55:01, time: 1.265, data_time: 0.054, memory: 5811, loss_cls: 6.7953, loss: 6.7953, grad_norm: 5.3108 2020-10-23 23:53:57,486 - mmaction - INFO - Epoch [16][520/921] lr: 1.000e-02, eta: 1 day, 4:54:26, time: 1.311, data_time: 0.011, memory: 5811, loss_cls: 6.6109, loss: 6.6109, grad_norm: 5.1852 2020-10-23 23:54:23,661 - mmaction - INFO - Epoch [16][540/921] lr: 1.000e-02, eta: 1 day, 4:53:52, time: 1.315, data_time: 0.069, memory: 5811, loss_cls: 6.5981, loss: 6.5981, grad_norm: 5.2605 2020-10-23 23:54:50,243 - mmaction - INFO - Epoch [16][560/921] lr: 1.000e-02, eta: 1 day, 4:53:20, time: 1.321, data_time: 0.007, memory: 5811, loss_cls: 6.7352, loss: 6.7352, grad_norm: 5.4130 2020-10-23 23:55:16,342 - mmaction - INFO - Epoch [16][580/921] lr: 1.000e-02, eta: 1 day, 4:52:44, time: 1.308, data_time: 0.010, memory: 5811, loss_cls: 6.8234, loss: 6.8234, grad_norm: 5.3141 2020-10-23 23:55:41,651 - mmaction - INFO - Epoch [16][600/921] lr: 1.000e-02, eta: 1 day, 4:51:55, time: 1.263, data_time: 0.008, memory: 5811, loss_cls: 6.8519, loss: 6.8519, grad_norm: 5.2834 2020-10-23 23:56:08,219 - mmaction - INFO - Epoch [16][620/921] lr: 1.000e-02, eta: 1 day, 4:51:26, time: 1.331, data_time: 0.011, memory: 5811, loss_cls: 6.6635, loss: 6.6635, grad_norm: 5.3381 2020-10-23 23:56:33,957 - mmaction - INFO - Epoch [16][640/921] lr: 1.000e-02, eta: 1 day, 4:50:46, time: 1.290, data_time: 0.006, memory: 5811, loss_cls: 6.6331, loss: 6.6331, grad_norm: 5.2196 2020-10-23 23:57:00,832 - mmaction - INFO - Epoch [16][660/921] lr: 1.000e-02, eta: 1 day, 4:50:20, time: 1.341, data_time: 0.003, memory: 5811, loss_cls: 6.5508, loss: 6.5508, grad_norm: 5.1593 2020-10-23 23:57:26,872 - mmaction - INFO - Epoch [16][680/921] lr: 1.000e-02, eta: 1 day, 4:49:42, time: 1.298, data_time: 0.007, memory: 5811, loss_cls: 6.6606, loss: 6.6606, grad_norm: 5.3089 2020-10-23 23:57:52,525 - mmaction - INFO - Epoch [16][700/921] lr: 1.000e-02, eta: 1 day, 4:49:00, time: 1.285, data_time: 0.008, memory: 5811, loss_cls: 6.9689, loss: 6.9689, grad_norm: 5.2779 2020-10-23 23:58:18,720 - mmaction - INFO - Epoch [16][720/921] lr: 1.000e-02, eta: 1 day, 4:48:26, time: 1.312, data_time: 0.009, memory: 5811, loss_cls: 6.8163, loss: 6.8163, grad_norm: 5.2776 2020-10-23 23:58:45,021 - mmaction - INFO - Epoch [16][740/921] lr: 1.000e-02, eta: 1 day, 4:47:53, time: 1.316, data_time: 0.004, memory: 5811, loss_cls: 6.6990, loss: 6.6990, grad_norm: 5.3271 2020-10-23 23:59:11,001 - mmaction - INFO - Epoch [16][760/921] lr: 1.000e-02, eta: 1 day, 4:47:15, time: 1.299, data_time: 0.003, memory: 5811, loss_cls: 6.8280, loss: 6.8280, grad_norm: 5.3224 2020-10-23 23:59:37,045 - mmaction - INFO - Epoch [16][780/921] lr: 1.000e-02, eta: 1 day, 4:46:37, time: 1.296, data_time: 0.003, memory: 5811, loss_cls: 6.8372, loss: 6.8372, grad_norm: 5.1922 2020-10-24 00:00:03,017 - mmaction - INFO - Epoch [16][800/921] lr: 1.000e-02, eta: 1 day, 4:45:58, time: 1.296, data_time: 0.011, memory: 5811, loss_cls: 6.9096, loss: 6.9096, grad_norm: 5.3665 2020-10-24 00:00:29,675 - mmaction - INFO - Epoch [16][820/921] lr: 1.000e-02, eta: 1 day, 4:45:31, time: 1.333, data_time: 0.011, memory: 5811, loss_cls: 6.7781, loss: 6.7781, grad_norm: 5.2729 2020-10-24 00:00:55,631 - mmaction - INFO - Epoch [16][840/921] lr: 1.000e-02, eta: 1 day, 4:44:54, time: 1.303, data_time: 0.011, memory: 5811, loss_cls: 6.6445, loss: 6.6445, grad_norm: 5.2366 2020-10-24 00:01:21,242 - mmaction - INFO - Epoch [16][860/921] lr: 1.000e-02, eta: 1 day, 4:44:11, time: 1.278, data_time: 0.006, memory: 5811, loss_cls: 6.7980, loss: 6.7980, grad_norm: 5.2663 2020-10-24 00:01:47,089 - mmaction - INFO - Epoch [16][880/921] lr: 1.000e-02, eta: 1 day, 4:43:34, time: 1.299, data_time: 0.011, memory: 5811, loss_cls: 6.6626, loss: 6.6626, grad_norm: 5.2752 2020-10-24 00:02:13,554 - mmaction - INFO - Epoch [16][900/921] lr: 1.000e-02, eta: 1 day, 4:43:02, time: 1.319, data_time: 0.002, memory: 5811, loss_cls: 6.6687, loss: 6.6687, grad_norm: 5.3226 2020-10-24 00:02:37,751 - mmaction - INFO - Epoch [16][920/921] lr: 1.000e-02, eta: 1 day, 4:42:01, time: 1.214, data_time: 0.008, memory: 5811, loss_cls: 6.7367, loss: 6.7367, grad_norm: 5.2216 2020-10-24 00:03:48,939 - mmaction - INFO - Epoch [17][20/921] lr: 1.000e-02, eta: 1 day, 4:47:18, time: 2.637, data_time: 2.175, memory: 5811, loss_cls: 6.6851, loss: 6.6851, grad_norm: 5.3127 2020-10-24 00:04:16,161 - mmaction - INFO - Epoch [17][40/921] lr: 1.000e-02, eta: 1 day, 4:46:57, time: 1.361, data_time: 0.763, memory: 5811, loss_cls: 6.4755, loss: 6.4755, grad_norm: 5.3824 2020-10-24 00:04:43,037 - mmaction - INFO - Epoch [17][60/921] lr: 1.000e-02, eta: 1 day, 4:46:31, time: 1.344, data_time: 0.716, memory: 5811, loss_cls: 6.7357, loss: 6.7357, grad_norm: 5.3287 2020-10-24 00:05:09,445 - mmaction - INFO - Epoch [17][80/921] lr: 1.000e-02, eta: 1 day, 4:46:00, time: 1.323, data_time: 0.739, memory: 5811, loss_cls: 6.6780, loss: 6.6780, grad_norm: 5.1969 2020-10-24 00:05:36,175 - mmaction - INFO - Epoch [17][100/921] lr: 1.000e-02, eta: 1 day, 4:45:29, time: 1.328, data_time: 0.731, memory: 5811, loss_cls: 6.7702, loss: 6.7702, grad_norm: 5.3249 2020-10-24 00:06:02,789 - mmaction - INFO - Epoch [17][120/921] lr: 1.000e-02, eta: 1 day, 4:45:02, time: 1.338, data_time: 0.720, memory: 5811, loss_cls: 6.6583, loss: 6.6583, grad_norm: 5.1955 2020-10-24 00:06:29,529 - mmaction - INFO - Epoch [17][140/921] lr: 1.000e-02, eta: 1 day, 4:44:35, time: 1.339, data_time: 0.744, memory: 5811, loss_cls: 6.6460, loss: 6.6460, grad_norm: 5.2507 2020-10-24 00:06:55,402 - mmaction - INFO - Epoch [17][160/921] lr: 1.000e-02, eta: 1 day, 4:43:54, time: 1.287, data_time: 0.642, memory: 5811, loss_cls: 6.7417, loss: 6.7417, grad_norm: 5.3094 2020-10-24 00:07:21,378 - mmaction - INFO - Epoch [17][180/921] lr: 1.000e-02, eta: 1 day, 4:43:17, time: 1.302, data_time: 0.673, memory: 5811, loss_cls: 6.7212, loss: 6.7212, grad_norm: 5.3329 2020-10-24 00:07:46,777 - mmaction - INFO - Epoch [17][200/921] lr: 1.000e-02, eta: 1 day, 4:42:32, time: 1.274, data_time: 0.680, memory: 5811, loss_cls: 6.6812, loss: 6.6812, grad_norm: 5.3978 2020-10-24 00:08:13,463 - mmaction - INFO - Epoch [17][220/921] lr: 1.000e-02, eta: 1 day, 4:42:04, time: 1.333, data_time: 0.677, memory: 5811, loss_cls: 6.8671, loss: 6.8671, grad_norm: 5.3596 2020-10-24 00:08:39,370 - mmaction - INFO - Epoch [17][240/921] lr: 1.000e-02, eta: 1 day, 4:41:24, time: 1.291, data_time: 0.661, memory: 5811, loss_cls: 6.5062, loss: 6.5062, grad_norm: 5.2274 2020-10-24 00:09:05,256 - mmaction - INFO - Epoch [17][260/921] lr: 1.000e-02, eta: 1 day, 4:40:46, time: 1.297, data_time: 0.690, memory: 5811, loss_cls: 6.6236, loss: 6.6236, grad_norm: 5.3040 2020-10-24 00:09:31,444 - mmaction - INFO - Epoch [17][280/921] lr: 1.000e-02, eta: 1 day, 4:40:08, time: 1.299, data_time: 0.685, memory: 5811, loss_cls: 6.6459, loss: 6.6459, grad_norm: 5.2983 2020-10-24 00:09:56,782 - mmaction - INFO - Epoch [17][300/921] lr: 1.000e-02, eta: 1 day, 4:39:26, time: 1.281, data_time: 0.689, memory: 5811, loss_cls: 6.5667, loss: 6.5667, grad_norm: 5.2304 2020-10-24 00:10:22,941 - mmaction - INFO - Epoch [17][320/921] lr: 1.000e-02, eta: 1 day, 4:38:50, time: 1.302, data_time: 0.686, memory: 5811, loss_cls: 6.7933, loss: 6.7933, grad_norm: 5.3227 2020-10-24 00:10:49,351 - mmaction - INFO - Epoch [17][340/921] lr: 1.000e-02, eta: 1 day, 4:38:15, time: 1.308, data_time: 0.680, memory: 5811, loss_cls: 6.5364, loss: 6.5364, grad_norm: 5.2304 2020-10-24 00:11:15,086 - mmaction - INFO - Epoch [17][360/921] lr: 1.000e-02, eta: 1 day, 4:37:39, time: 1.304, data_time: 0.681, memory: 5811, loss_cls: 6.6249, loss: 6.6249, grad_norm: 5.2411 2020-10-24 00:11:41,258 - mmaction - INFO - Epoch [17][380/921] lr: 1.000e-02, eta: 1 day, 4:37:03, time: 1.303, data_time: 0.684, memory: 5811, loss_cls: 6.7443, loss: 6.7443, grad_norm: 5.3575 2020-10-24 00:12:07,486 - mmaction - INFO - Epoch [17][400/921] lr: 1.000e-02, eta: 1 day, 4:36:31, time: 1.315, data_time: 0.707, memory: 5811, loss_cls: 6.7680, loss: 6.7680, grad_norm: 5.4135 2020-10-24 00:12:33,567 - mmaction - INFO - Epoch [17][420/921] lr: 1.000e-02, eta: 1 day, 4:35:54, time: 1.300, data_time: 0.675, memory: 5811, loss_cls: 6.5857, loss: 6.5857, grad_norm: 5.2418 2020-10-24 00:12:59,587 - mmaction - INFO - Epoch [17][440/921] lr: 1.000e-02, eta: 1 day, 4:35:18, time: 1.303, data_time: 0.694, memory: 5811, loss_cls: 6.8233, loss: 6.8233, grad_norm: 5.4799 2020-10-24 00:13:25,446 - mmaction - INFO - Epoch [17][460/921] lr: 1.000e-02, eta: 1 day, 4:34:40, time: 1.294, data_time: 0.648, memory: 5811, loss_cls: 6.6294, loss: 6.6294, grad_norm: 5.2624 2020-10-24 00:13:51,293 - mmaction - INFO - Epoch [17][480/921] lr: 1.000e-02, eta: 1 day, 4:34:00, time: 1.285, data_time: 0.695, memory: 5811, loss_cls: 6.7052, loss: 6.7052, grad_norm: 5.2672 2020-10-24 00:14:16,875 - mmaction - INFO - Epoch [17][500/921] lr: 1.000e-02, eta: 1 day, 4:33:20, time: 1.288, data_time: 0.701, memory: 5811, loss_cls: 6.6773, loss: 6.6773, grad_norm: 5.1633 2020-10-24 00:14:42,826 - mmaction - INFO - Epoch [17][520/921] lr: 1.000e-02, eta: 1 day, 4:32:43, time: 1.296, data_time: 0.675, memory: 5811, loss_cls: 6.7328, loss: 6.7328, grad_norm: 5.2142 2020-10-24 00:15:08,515 - mmaction - INFO - Epoch [17][540/921] lr: 1.000e-02, eta: 1 day, 4:32:02, time: 1.282, data_time: 0.668, memory: 5811, loss_cls: 6.6892, loss: 6.6892, grad_norm: 5.2263 2020-10-24 00:15:34,794 - mmaction - INFO - Epoch [17][560/921] lr: 1.000e-02, eta: 1 day, 4:31:30, time: 1.317, data_time: 0.643, memory: 5811, loss_cls: 6.7082, loss: 6.7082, grad_norm: 5.2682 2020-10-24 00:16:00,665 - mmaction - INFO - Epoch [17][580/921] lr: 1.000e-02, eta: 1 day, 4:30:53, time: 1.294, data_time: 0.587, memory: 5811, loss_cls: 6.6201, loss: 6.6201, grad_norm: 5.2480 2020-10-24 00:16:27,147 - mmaction - INFO - Epoch [17][600/921] lr: 1.000e-02, eta: 1 day, 4:30:21, time: 1.317, data_time: 0.506, memory: 5811, loss_cls: 6.7507, loss: 6.7507, grad_norm: 5.2186 2020-10-24 00:16:53,364 - mmaction - INFO - Epoch [17][620/921] lr: 1.000e-02, eta: 1 day, 4:29:49, time: 1.315, data_time: 0.404, memory: 5811, loss_cls: 6.5828, loss: 6.5828, grad_norm: 5.2234 2020-10-24 00:17:19,559 - mmaction - INFO - Epoch [17][640/921] lr: 1.000e-02, eta: 1 day, 4:29:15, time: 1.308, data_time: 0.216, memory: 5811, loss_cls: 6.6977, loss: 6.6977, grad_norm: 5.4004 2020-10-24 00:17:46,040 - mmaction - INFO - Epoch [17][660/921] lr: 1.000e-02, eta: 1 day, 4:28:46, time: 1.326, data_time: 0.136, memory: 5811, loss_cls: 6.8486, loss: 6.8486, grad_norm: 5.2832 2020-10-24 00:18:11,872 - mmaction - INFO - Epoch [17][680/921] lr: 1.000e-02, eta: 1 day, 4:28:09, time: 1.296, data_time: 0.009, memory: 5811, loss_cls: 6.6674, loss: 6.6674, grad_norm: 5.3589 2020-10-24 00:18:37,835 - mmaction - INFO - Epoch [17][700/921] lr: 1.000e-02, eta: 1 day, 4:27:31, time: 1.292, data_time: 0.002, memory: 5811, loss_cls: 6.7059, loss: 6.7059, grad_norm: 5.4272 2020-10-24 00:19:03,851 - mmaction - INFO - Epoch [17][720/921] lr: 1.000e-02, eta: 1 day, 4:26:55, time: 1.299, data_time: 0.009, memory: 5811, loss_cls: 6.7828, loss: 6.7828, grad_norm: 5.4230 2020-10-24 00:19:29,888 - mmaction - INFO - Epoch [17][740/921] lr: 1.000e-02, eta: 1 day, 4:26:22, time: 1.307, data_time: 0.013, memory: 5811, loss_cls: 6.6642, loss: 6.6642, grad_norm: 5.2631 2020-10-24 00:19:55,843 - mmaction - INFO - Epoch [17][760/921] lr: 1.000e-02, eta: 1 day, 4:25:44, time: 1.293, data_time: 0.004, memory: 5811, loss_cls: 6.7551, loss: 6.7551, grad_norm: 5.3166 2020-10-24 00:20:21,749 - mmaction - INFO - Epoch [17][780/921] lr: 1.000e-02, eta: 1 day, 4:25:09, time: 1.299, data_time: 0.010, memory: 5811, loss_cls: 6.7214, loss: 6.7214, grad_norm: 5.2414 2020-10-24 00:20:47,170 - mmaction - INFO - Epoch [17][800/921] lr: 1.000e-02, eta: 1 day, 4:24:27, time: 1.275, data_time: 0.008, memory: 5811, loss_cls: 6.7102, loss: 6.7102, grad_norm: 5.1099 2020-10-24 00:21:12,747 - mmaction - INFO - Epoch [17][820/921] lr: 1.000e-02, eta: 1 day, 4:23:46, time: 1.277, data_time: 0.003, memory: 5811, loss_cls: 6.6806, loss: 6.6806, grad_norm: 5.1593 2020-10-24 00:21:38,506 - mmaction - INFO - Epoch [17][840/921] lr: 1.000e-02, eta: 1 day, 4:23:09, time: 1.290, data_time: 0.006, memory: 5811, loss_cls: 6.6503, loss: 6.6503, grad_norm: 5.2067 2020-10-24 00:22:03,852 - mmaction - INFO - Epoch [17][860/921] lr: 1.000e-02, eta: 1 day, 4:22:25, time: 1.266, data_time: 0.001, memory: 5811, loss_cls: 6.7242, loss: 6.7242, grad_norm: 5.3043 2020-10-24 00:22:30,258 - mmaction - INFO - Epoch [17][880/921] lr: 1.000e-02, eta: 1 day, 4:21:54, time: 1.316, data_time: 0.004, memory: 5811, loss_cls: 6.6737, loss: 6.6737, grad_norm: 5.2151 2020-10-24 00:22:56,254 - mmaction - INFO - Epoch [17][900/921] lr: 1.000e-02, eta: 1 day, 4:21:20, time: 1.306, data_time: 0.008, memory: 5811, loss_cls: 6.6050, loss: 6.6050, grad_norm: 5.1712 2020-10-24 00:23:20,748 - mmaction - INFO - Epoch [17][920/921] lr: 1.000e-02, eta: 1 day, 4:20:27, time: 1.224, data_time: 0.002, memory: 5811, loss_cls: 6.7600, loss: 6.7600, grad_norm: 5.2634 2020-10-24 00:24:10,340 - mmaction - INFO - Epoch [18][20/921] lr: 1.000e-02, eta: 1 day, 4:23:34, time: 2.312, data_time: 1.602, memory: 5811, loss_cls: 6.7193, loss: 6.7193, grad_norm: 5.2525 2020-10-24 00:24:37,710 - mmaction - INFO - Epoch [18][40/921] lr: 1.000e-02, eta: 1 day, 4:23:14, time: 1.363, data_time: 0.017, memory: 5811, loss_cls: 6.6088, loss: 6.6088, grad_norm: 5.3177 2020-10-24 00:25:04,920 - mmaction - INFO - Epoch [18][60/921] lr: 1.000e-02, eta: 1 day, 4:22:54, time: 1.366, data_time: 0.010, memory: 5811, loss_cls: 6.5683, loss: 6.5683, grad_norm: 5.2066 2020-10-24 00:25:32,341 - mmaction - INFO - Epoch [18][80/921] lr: 1.000e-02, eta: 1 day, 4:22:35, time: 1.371, data_time: 0.003, memory: 5811, loss_cls: 6.7528, loss: 6.7528, grad_norm: 5.3442 2020-10-24 00:25:59,718 - mmaction - INFO - Epoch [18][100/921] lr: 1.000e-02, eta: 1 day, 4:22:14, time: 1.364, data_time: 0.004, memory: 5811, loss_cls: 6.5354, loss: 6.5354, grad_norm: 5.1569 2020-10-24 00:26:26,444 - mmaction - INFO - Epoch [18][120/921] lr: 1.000e-02, eta: 1 day, 4:21:46, time: 1.332, data_time: 0.007, memory: 5811, loss_cls: 6.6290, loss: 6.6290, grad_norm: 5.3271 2020-10-24 00:26:53,385 - mmaction - INFO - Epoch [18][140/921] lr: 1.000e-02, eta: 1 day, 4:21:21, time: 1.348, data_time: 0.012, memory: 5811, loss_cls: 6.5767, loss: 6.5767, grad_norm: 5.1475 2020-10-24 00:27:20,477 - mmaction - INFO - Epoch [18][160/921] lr: 1.000e-02, eta: 1 day, 4:21:00, time: 1.361, data_time: 0.011, memory: 5811, loss_cls: 6.5555, loss: 6.5555, grad_norm: 5.2704 2020-10-24 00:27:47,788 - mmaction - INFO - Epoch [18][180/921] lr: 1.000e-02, eta: 1 day, 4:20:38, time: 1.361, data_time: 0.006, memory: 5811, loss_cls: 6.5223, loss: 6.5223, grad_norm: 5.1340 2020-10-24 00:28:14,158 - mmaction - INFO - Epoch [18][200/921] lr: 1.000e-02, eta: 1 day, 4:20:08, time: 1.323, data_time: 0.009, memory: 5811, loss_cls: 6.6396, loss: 6.6396, grad_norm: 5.3171 2020-10-24 00:28:41,390 - mmaction - INFO - Epoch [18][220/921] lr: 1.000e-02, eta: 1 day, 4:19:46, time: 1.358, data_time: 0.005, memory: 5811, loss_cls: 6.6571, loss: 6.6571, grad_norm: 5.2059 2020-10-24 00:29:08,166 - mmaction - INFO - Epoch [18][240/921] lr: 1.000e-02, eta: 1 day, 4:19:20, time: 1.343, data_time: 0.009, memory: 5811, loss_cls: 6.7013, loss: 6.7013, grad_norm: 5.3120 2020-10-24 00:29:34,630 - mmaction - INFO - Epoch [18][260/921] lr: 1.000e-02, eta: 1 day, 4:18:50, time: 1.321, data_time: 0.003, memory: 5811, loss_cls: 6.4999, loss: 6.4999, grad_norm: 5.2189 2020-10-24 00:30:01,368 - mmaction - INFO - Epoch [18][280/921] lr: 1.000e-02, eta: 1 day, 4:18:22, time: 1.335, data_time: 0.006, memory: 5811, loss_cls: 6.6865, loss: 6.6865, grad_norm: 5.2064 2020-10-24 00:30:28,419 - mmaction - INFO - Epoch [18][300/921] lr: 1.000e-02, eta: 1 day, 4:17:59, time: 1.355, data_time: 0.017, memory: 5811, loss_cls: 6.7193, loss: 6.7193, grad_norm: 5.2195 2020-10-24 00:30:54,742 - mmaction - INFO - Epoch [18][320/921] lr: 1.000e-02, eta: 1 day, 4:17:28, time: 1.316, data_time: 0.005, memory: 5811, loss_cls: 6.6412, loss: 6.6412, grad_norm: 5.2491 2020-10-24 00:31:21,535 - mmaction - INFO - Epoch [18][340/921] lr: 1.000e-02, eta: 1 day, 4:17:01, time: 1.339, data_time: 0.005, memory: 5811, loss_cls: 6.7294, loss: 6.7294, grad_norm: 5.2436 2020-10-24 00:31:48,269 - mmaction - INFO - Epoch [18][360/921] lr: 1.000e-02, eta: 1 day, 4:16:34, time: 1.335, data_time: 0.007, memory: 5811, loss_cls: 6.6121, loss: 6.6121, grad_norm: 5.3647 2020-10-24 00:32:15,272 - mmaction - INFO - Epoch [18][380/921] lr: 1.000e-02, eta: 1 day, 4:16:08, time: 1.345, data_time: 0.008, memory: 5811, loss_cls: 6.7247, loss: 6.7247, grad_norm: 5.2267 2020-10-24 00:32:42,407 - mmaction - INFO - Epoch [18][400/921] lr: 1.000e-02, eta: 1 day, 4:15:47, time: 1.360, data_time: 0.015, memory: 5811, loss_cls: 6.7527, loss: 6.7527, grad_norm: 5.3380 2020-10-24 00:33:09,047 - mmaction - INFO - Epoch [18][420/921] lr: 1.000e-02, eta: 1 day, 4:15:20, time: 1.339, data_time: 0.010, memory: 5811, loss_cls: 6.7294, loss: 6.7294, grad_norm: 5.2460 2020-10-24 00:33:36,129 - mmaction - INFO - Epoch [18][440/921] lr: 1.000e-02, eta: 1 day, 4:14:55, time: 1.347, data_time: 0.003, memory: 5811, loss_cls: 6.6856, loss: 6.6856, grad_norm: 5.1908 2020-10-24 00:34:02,588 - mmaction - INFO - Epoch [18][460/921] lr: 1.000e-02, eta: 1 day, 4:14:27, time: 1.331, data_time: 0.011, memory: 5811, loss_cls: 6.7263, loss: 6.7263, grad_norm: 5.2332 2020-10-24 00:34:29,661 - mmaction - INFO - Epoch [18][480/921] lr: 1.000e-02, eta: 1 day, 4:14:04, time: 1.354, data_time: 0.002, memory: 5811, loss_cls: 6.7794, loss: 6.7794, grad_norm: 5.3070 2020-10-24 00:34:56,451 - mmaction - INFO - Epoch [18][500/921] lr: 1.000e-02, eta: 1 day, 4:13:37, time: 1.336, data_time: 0.001, memory: 5811, loss_cls: 6.7997, loss: 6.7997, grad_norm: 5.3195 2020-10-24 00:35:22,680 - mmaction - INFO - Epoch [18][520/921] lr: 1.000e-02, eta: 1 day, 4:13:02, time: 1.304, data_time: 0.006, memory: 5811, loss_cls: 6.4748, loss: 6.4748, grad_norm: 5.1242 2020-10-24 00:35:48,573 - mmaction - INFO - Epoch [18][540/921] lr: 1.000e-02, eta: 1 day, 4:12:28, time: 1.303, data_time: 0.013, memory: 5811, loss_cls: 6.5343, loss: 6.5343, grad_norm: 5.2873 2020-10-24 00:36:15,330 - mmaction - INFO - Epoch [18][560/921] lr: 1.000e-02, eta: 1 day, 4:12:00, time: 1.331, data_time: 0.006, memory: 5811, loss_cls: 6.4803, loss: 6.4803, grad_norm: 5.1274 2020-10-24 00:36:41,675 - mmaction - INFO - Epoch [18][580/921] lr: 1.000e-02, eta: 1 day, 4:11:30, time: 1.323, data_time: 0.010, memory: 5811, loss_cls: 6.5836, loss: 6.5836, grad_norm: 5.2425 2020-10-24 00:37:08,608 - mmaction - INFO - Epoch [18][600/921] lr: 1.000e-02, eta: 1 day, 4:11:05, time: 1.344, data_time: 0.004, memory: 5811, loss_cls: 6.6993, loss: 6.6993, grad_norm: 5.2487 2020-10-24 00:37:34,926 - mmaction - INFO - Epoch [18][620/921] lr: 1.000e-02, eta: 1 day, 4:10:34, time: 1.321, data_time: 0.006, memory: 5811, loss_cls: 6.5051, loss: 6.5051, grad_norm: 5.1592 2020-10-24 00:38:02,206 - mmaction - INFO - Epoch [18][640/921] lr: 1.000e-02, eta: 1 day, 4:10:13, time: 1.363, data_time: 0.004, memory: 5811, loss_cls: 6.5574, loss: 6.5574, grad_norm: 5.2336 2020-10-24 00:38:29,428 - mmaction - INFO - Epoch [18][660/921] lr: 1.000e-02, eta: 1 day, 4:09:51, time: 1.359, data_time: 0.003, memory: 5811, loss_cls: 6.6626, loss: 6.6626, grad_norm: 5.3077 2020-10-24 00:38:55,696 - mmaction - INFO - Epoch [18][680/921] lr: 1.000e-02, eta: 1 day, 4:09:18, time: 1.312, data_time: 0.005, memory: 5811, loss_cls: 6.6619, loss: 6.6619, grad_norm: 5.3000 2020-10-24 00:39:22,508 - mmaction - INFO - Epoch [18][700/921] lr: 1.000e-02, eta: 1 day, 4:08:52, time: 1.339, data_time: 0.006, memory: 5811, loss_cls: 6.5896, loss: 6.5896, grad_norm: 5.2484 2020-10-24 00:39:49,277 - mmaction - INFO - Epoch [18][720/921] lr: 1.000e-02, eta: 1 day, 4:08:24, time: 1.332, data_time: 0.008, memory: 5811, loss_cls: 6.7328, loss: 6.7328, grad_norm: 5.2067 2020-10-24 00:40:15,953 - mmaction - INFO - Epoch [18][740/921] lr: 1.000e-02, eta: 1 day, 4:07:59, time: 1.346, data_time: 0.018, memory: 5811, loss_cls: 6.6858, loss: 6.6858, grad_norm: 5.3584 2020-10-24 00:40:42,698 - mmaction - INFO - Epoch [18][760/921] lr: 1.000e-02, eta: 1 day, 4:07:30, time: 1.329, data_time: 0.002, memory: 5811, loss_cls: 6.7277, loss: 6.7277, grad_norm: 5.3337 2020-10-24 00:41:09,341 - mmaction - INFO - Epoch [18][780/921] lr: 1.000e-02, eta: 1 day, 4:07:02, time: 1.331, data_time: 0.010, memory: 5811, loss_cls: 6.7976, loss: 6.7976, grad_norm: 5.4262 2020-10-24 00:41:36,175 - mmaction - INFO - Epoch [18][800/921] lr: 1.000e-02, eta: 1 day, 4:06:38, time: 1.350, data_time: 0.010, memory: 5811, loss_cls: 6.8072, loss: 6.8072, grad_norm: 5.3533 2020-10-24 00:42:02,840 - mmaction - INFO - Epoch [18][820/921] lr: 1.000e-02, eta: 1 day, 4:06:10, time: 1.333, data_time: 0.004, memory: 5811, loss_cls: 6.6617, loss: 6.6617, grad_norm: 5.1633 2020-10-24 00:42:30,074 - mmaction - INFO - Epoch [18][840/921] lr: 1.000e-02, eta: 1 day, 4:05:48, time: 1.358, data_time: 0.002, memory: 5811, loss_cls: 6.5866, loss: 6.5866, grad_norm: 5.0933 2020-10-24 00:42:56,789 - mmaction - INFO - Epoch [18][860/921] lr: 1.000e-02, eta: 1 day, 4:05:21, time: 1.338, data_time: 0.007, memory: 5811, loss_cls: 6.5201, loss: 6.5201, grad_norm: 5.1104 2020-10-24 00:43:23,189 - mmaction - INFO - Epoch [18][880/921] lr: 1.000e-02, eta: 1 day, 4:04:50, time: 1.319, data_time: 0.003, memory: 5811, loss_cls: 6.7201, loss: 6.7201, grad_norm: 5.4817 2020-10-24 00:43:49,297 - mmaction - INFO - Epoch [18][900/921] lr: 1.000e-02, eta: 1 day, 4:04:17, time: 1.305, data_time: 0.005, memory: 5811, loss_cls: 6.8929, loss: 6.8929, grad_norm: 5.4360 2020-10-24 00:44:15,266 - mmaction - INFO - Epoch [18][920/921] lr: 1.000e-02, eta: 1 day, 4:03:42, time: 1.301, data_time: 0.014, memory: 5811, loss_cls: 6.8685, loss: 6.8685, grad_norm: 5.4269 2020-10-24 00:45:02,346 - mmaction - INFO - Epoch [19][20/921] lr: 1.000e-02, eta: 1 day, 4:06:03, time: 2.228, data_time: 1.276, memory: 5811, loss_cls: 6.5045, loss: 6.5045, grad_norm: 5.1231 2020-10-24 00:45:31,075 - mmaction - INFO - Epoch [19][40/921] lr: 1.000e-02, eta: 1 day, 4:05:56, time: 1.437, data_time: 0.262, memory: 5811, loss_cls: 6.5669, loss: 6.5669, grad_norm: 5.2090 2020-10-24 00:45:59,580 - mmaction - INFO - Epoch [19][60/921] lr: 1.000e-02, eta: 1 day, 4:05:46, time: 1.424, data_time: 0.002, memory: 5811, loss_cls: 6.5362, loss: 6.5362, grad_norm: 5.3020 2020-10-24 00:46:27,663 - mmaction - INFO - Epoch [19][80/921] lr: 1.000e-02, eta: 1 day, 4:05:32, time: 1.402, data_time: 0.003, memory: 5811, loss_cls: 6.6088, loss: 6.6088, grad_norm: 5.2424 2020-10-24 00:46:54,855 - mmaction - INFO - Epoch [19][100/921] lr: 1.000e-02, eta: 1 day, 4:05:09, time: 1.363, data_time: 0.005, memory: 5811, loss_cls: 6.7085, loss: 6.7085, grad_norm: 5.3849 2020-10-24 00:47:22,092 - mmaction - INFO - Epoch [19][120/921] lr: 1.000e-02, eta: 1 day, 4:04:47, time: 1.362, data_time: 0.003, memory: 5811, loss_cls: 6.7114, loss: 6.7114, grad_norm: 5.3981 2020-10-24 00:47:49,630 - mmaction - INFO - Epoch [19][140/921] lr: 1.000e-02, eta: 1 day, 4:04:26, time: 1.372, data_time: 0.003, memory: 5811, loss_cls: 6.5624, loss: 6.5624, grad_norm: 5.2699 2020-10-24 00:48:16,065 - mmaction - INFO - Epoch [19][160/921] lr: 1.000e-02, eta: 1 day, 4:03:55, time: 1.317, data_time: 0.013, memory: 5811, loss_cls: 6.4926, loss: 6.4926, grad_norm: 5.2277 2020-10-24 00:48:42,889 - mmaction - INFO - Epoch [19][180/921] lr: 1.000e-02, eta: 1 day, 4:03:30, time: 1.349, data_time: 0.011, memory: 5811, loss_cls: 6.5320, loss: 6.5320, grad_norm: 5.3225 2020-10-24 00:49:09,999 - mmaction - INFO - Epoch [19][200/921] lr: 1.000e-02, eta: 1 day, 4:03:06, time: 1.355, data_time: 0.004, memory: 5811, loss_cls: 6.6427, loss: 6.6427, grad_norm: 5.3339 2020-10-24 00:49:36,101 - mmaction - INFO - Epoch [19][220/921] lr: 1.000e-02, eta: 1 day, 4:02:32, time: 1.308, data_time: 0.005, memory: 5811, loss_cls: 6.6327, loss: 6.6327, grad_norm: 5.3494 2020-10-24 00:50:02,698 - mmaction - INFO - Epoch [19][240/921] lr: 1.000e-02, eta: 1 day, 4:02:03, time: 1.330, data_time: 0.002, memory: 5811, loss_cls: 6.8406, loss: 6.8406, grad_norm: 5.3432 2020-10-24 00:50:29,238 - mmaction - INFO - Epoch [19][260/921] lr: 1.000e-02, eta: 1 day, 4:01:33, time: 1.324, data_time: 0.002, memory: 5811, loss_cls: 6.4972, loss: 6.4972, grad_norm: 5.1497 2020-10-24 00:50:54,792 - mmaction - INFO - Epoch [19][280/921] lr: 1.000e-02, eta: 1 day, 4:00:55, time: 1.281, data_time: 0.005, memory: 5811, loss_cls: 6.7292, loss: 6.7292, grad_norm: 5.2452 2020-10-24 00:51:21,840 - mmaction - INFO - Epoch [19][300/921] lr: 1.000e-02, eta: 1 day, 4:00:30, time: 1.350, data_time: 0.001, memory: 5811, loss_cls: 6.5813, loss: 6.5813, grad_norm: 5.1736 2020-10-24 00:51:48,997 - mmaction - INFO - Epoch [19][320/921] lr: 1.000e-02, eta: 1 day, 4:00:07, time: 1.359, data_time: 0.005, memory: 5811, loss_cls: 6.3896, loss: 6.3896, grad_norm: 5.1971 2020-10-24 00:52:15,840 - mmaction - INFO - Epoch [19][340/921] lr: 1.000e-02, eta: 1 day, 3:59:40, time: 1.340, data_time: 0.003, memory: 5811, loss_cls: 6.7071, loss: 6.7071, grad_norm: 5.4640 2020-10-24 00:52:42,509 - mmaction - INFO - Epoch [19][360/921] lr: 1.000e-02, eta: 1 day, 3:59:11, time: 1.330, data_time: 0.005, memory: 5811, loss_cls: 6.7580, loss: 6.7580, grad_norm: 5.3016 2020-10-24 00:53:09,303 - mmaction - INFO - Epoch [19][380/921] lr: 1.000e-02, eta: 1 day, 3:58:45, time: 1.345, data_time: 0.010, memory: 5811, loss_cls: 6.5824, loss: 6.5824, grad_norm: 5.2415 2020-10-24 00:53:36,248 - mmaction - INFO - Epoch [19][400/921] lr: 1.000e-02, eta: 1 day, 3:58:19, time: 1.342, data_time: 0.003, memory: 5811, loss_cls: 6.6372, loss: 6.6372, grad_norm: 5.2034 2020-10-24 00:54:02,814 - mmaction - INFO - Epoch [19][420/921] lr: 1.000e-02, eta: 1 day, 3:57:49, time: 1.327, data_time: 0.009, memory: 5811, loss_cls: 6.7055, loss: 6.7055, grad_norm: 5.3407 2020-10-24 00:54:29,130 - mmaction - INFO - Epoch [19][440/921] lr: 1.000e-02, eta: 1 day, 3:57:17, time: 1.311, data_time: 0.009, memory: 5811, loss_cls: 6.5852, loss: 6.5852, grad_norm: 5.1952 2020-10-24 00:54:55,833 - mmaction - INFO - Epoch [19][460/921] lr: 1.000e-02, eta: 1 day, 3:56:50, time: 1.342, data_time: 0.014, memory: 5811, loss_cls: 6.6885, loss: 6.6885, grad_norm: 5.2150 2020-10-24 00:55:22,386 - mmaction - INFO - Epoch [19][480/921] lr: 1.000e-02, eta: 1 day, 3:56:22, time: 1.331, data_time: 0.008, memory: 5811, loss_cls: 6.7240, loss: 6.7240, grad_norm: 5.3146 2020-10-24 00:55:48,881 - mmaction - INFO - Epoch [19][500/921] lr: 1.000e-02, eta: 1 day, 3:55:50, time: 1.314, data_time: 0.005, memory: 5811, loss_cls: 6.7382, loss: 6.7382, grad_norm: 5.4256 2020-10-24 00:56:15,656 - mmaction - INFO - Epoch [19][520/921] lr: 1.000e-02, eta: 1 day, 3:55:24, time: 1.346, data_time: 0.018, memory: 5811, loss_cls: 6.5402, loss: 6.5402, grad_norm: 5.2102 2020-10-24 00:56:42,012 - mmaction - INFO - Epoch [19][540/921] lr: 1.000e-02, eta: 1 day, 3:54:54, time: 1.323, data_time: 0.008, memory: 5811, loss_cls: 6.6834, loss: 6.6834, grad_norm: 5.1612 2020-10-24 00:57:08,848 - mmaction - INFO - Epoch [19][560/921] lr: 1.000e-02, eta: 1 day, 3:54:26, time: 1.334, data_time: 0.002, memory: 5811, loss_cls: 6.6926, loss: 6.6926, grad_norm: 5.3031 2020-10-24 00:57:36,199 - mmaction - INFO - Epoch [19][580/921] lr: 1.000e-02, eta: 1 day, 3:54:04, time: 1.364, data_time: 0.011, memory: 5811, loss_cls: 6.8349, loss: 6.8349, grad_norm: 5.3954 2020-10-24 00:58:02,795 - mmaction - INFO - Epoch [19][600/921] lr: 1.000e-02, eta: 1 day, 3:53:35, time: 1.332, data_time: 0.013, memory: 5811, loss_cls: 6.6146, loss: 6.6146, grad_norm: 5.1931 2020-10-24 00:58:30,025 - mmaction - INFO - Epoch [19][620/921] lr: 1.000e-02, eta: 1 day, 3:53:13, time: 1.364, data_time: 0.018, memory: 5811, loss_cls: 6.5337, loss: 6.5337, grad_norm: 5.1914 2020-10-24 00:58:56,139 - mmaction - INFO - Epoch [19][640/921] lr: 1.000e-02, eta: 1 day, 3:52:40, time: 1.309, data_time: 0.008, memory: 5811, loss_cls: 6.6803, loss: 6.6803, grad_norm: 5.2419 2020-10-24 00:59:23,010 - mmaction - INFO - Epoch [19][660/921] lr: 1.000e-02, eta: 1 day, 3:52:14, time: 1.343, data_time: 0.005, memory: 5811, loss_cls: 6.6045, loss: 6.6045, grad_norm: 5.2520 2020-10-24 00:59:49,987 - mmaction - INFO - Epoch [19][680/921] lr: 1.000e-02, eta: 1 day, 3:51:49, time: 1.348, data_time: 0.006, memory: 5811, loss_cls: 6.6576, loss: 6.6576, grad_norm: 5.3360 2020-10-24 01:00:16,033 - mmaction - INFO - Epoch [19][700/921] lr: 1.000e-02, eta: 1 day, 3:51:15, time: 1.305, data_time: 0.007, memory: 5811, loss_cls: 6.6590, loss: 6.6590, grad_norm: 5.2704 2020-10-24 01:00:42,831 - mmaction - INFO - Epoch [19][720/921] lr: 1.000e-02, eta: 1 day, 3:50:47, time: 1.333, data_time: 0.003, memory: 5811, loss_cls: 6.5966, loss: 6.5966, grad_norm: 5.2143 2020-10-24 01:01:09,753 - mmaction - INFO - Epoch [19][740/921] lr: 1.000e-02, eta: 1 day, 3:50:22, time: 1.347, data_time: 0.012, memory: 5811, loss_cls: 6.5789, loss: 6.5789, grad_norm: 5.2590 2020-10-24 01:01:36,149 - mmaction - INFO - Epoch [19][760/921] lr: 1.000e-02, eta: 1 day, 3:49:52, time: 1.325, data_time: 0.008, memory: 5811, loss_cls: 6.6917, loss: 6.6917, grad_norm: 5.3729 2020-10-24 01:02:02,959 - mmaction - INFO - Epoch [19][780/921] lr: 1.000e-02, eta: 1 day, 3:49:24, time: 1.332, data_time: 0.003, memory: 5811, loss_cls: 6.6304, loss: 6.6304, grad_norm: 5.2266 2020-10-24 01:02:29,328 - mmaction - INFO - Epoch [19][800/921] lr: 1.000e-02, eta: 1 day, 3:48:54, time: 1.324, data_time: 0.011, memory: 5811, loss_cls: 6.7601, loss: 6.7601, grad_norm: 5.3982 2020-10-24 01:02:56,182 - mmaction - INFO - Epoch [19][820/921] lr: 1.000e-02, eta: 1 day, 3:48:28, time: 1.343, data_time: 0.008, memory: 5811, loss_cls: 6.7128, loss: 6.7128, grad_norm: 5.2933 2020-10-24 01:03:22,716 - mmaction - INFO - Epoch [19][840/921] lr: 1.000e-02, eta: 1 day, 3:47:59, time: 1.326, data_time: 0.005, memory: 5811, loss_cls: 6.7387, loss: 6.7387, grad_norm: 5.2410 2020-10-24 01:03:49,181 - mmaction - INFO - Epoch [19][860/921] lr: 1.000e-02, eta: 1 day, 3:47:28, time: 1.321, data_time: 0.007, memory: 5811, loss_cls: 6.7124, loss: 6.7124, grad_norm: 5.1934 2020-10-24 01:04:16,357 - mmaction - INFO - Epoch [19][880/921] lr: 1.000e-02, eta: 1 day, 3:47:06, time: 1.366, data_time: 0.008, memory: 5811, loss_cls: 6.6104, loss: 6.6104, grad_norm: 5.3080 2020-10-24 01:04:43,025 - mmaction - INFO - Epoch [19][900/921] lr: 1.000e-02, eta: 1 day, 3:46:38, time: 1.331, data_time: 0.003, memory: 5811, loss_cls: 6.7644, loss: 6.7644, grad_norm: 5.3808 2020-10-24 01:05:08,471 - mmaction - INFO - Epoch [19][920/921] lr: 1.000e-02, eta: 1 day, 3:45:59, time: 1.275, data_time: 0.004, memory: 5811, loss_cls: 6.6196, loss: 6.6196, grad_norm: 5.2399 2020-10-24 01:05:53,895 - mmaction - INFO - Epoch [20][20/921] lr: 1.000e-02, eta: 1 day, 3:47:52, time: 2.192, data_time: 1.501, memory: 5811, loss_cls: 6.6582, loss: 6.6582, grad_norm: 5.1544 2020-10-24 01:06:21,990 - mmaction - INFO - Epoch [20][40/921] lr: 1.000e-02, eta: 1 day, 3:47:36, time: 1.403, data_time: 0.330, memory: 5811, loss_cls: 6.5864, loss: 6.5864, grad_norm: 5.1418 2020-10-24 01:06:48,919 - mmaction - INFO - Epoch [20][60/921] lr: 1.000e-02, eta: 1 day, 3:47:09, time: 1.342, data_time: 0.002, memory: 5811, loss_cls: 6.5463, loss: 6.5463, grad_norm: 5.2033 2020-10-24 01:07:15,709 - mmaction - INFO - Epoch [20][80/921] lr: 1.000e-02, eta: 1 day, 3:46:41, time: 1.337, data_time: 0.009, memory: 5811, loss_cls: 6.4035, loss: 6.4035, grad_norm: 5.1340 2020-10-24 01:07:41,838 - mmaction - INFO - Epoch [20][100/921] lr: 1.000e-02, eta: 1 day, 3:46:09, time: 1.313, data_time: 0.010, memory: 5811, loss_cls: 6.7422, loss: 6.7422, grad_norm: 5.4320 2020-10-24 01:08:08,889 - mmaction - INFO - Epoch [20][120/921] lr: 1.000e-02, eta: 1 day, 3:45:45, time: 1.353, data_time: 0.005, memory: 5811, loss_cls: 6.6985, loss: 6.6985, grad_norm: 5.2904 2020-10-24 01:08:35,413 - mmaction - INFO - Epoch [20][140/921] lr: 1.000e-02, eta: 1 day, 3:45:14, time: 1.321, data_time: 0.004, memory: 5811, loss_cls: 6.5506, loss: 6.5506, grad_norm: 5.2290 2020-10-24 01:09:02,382 - mmaction - INFO - Epoch [20][160/921] lr: 1.000e-02, eta: 1 day, 3:44:50, time: 1.355, data_time: 0.010, memory: 5811, loss_cls: 6.6819, loss: 6.6819, grad_norm: 5.3275 2020-10-24 01:09:28,185 - mmaction - INFO - Epoch [20][180/921] lr: 1.000e-02, eta: 1 day, 3:44:12, time: 1.280, data_time: 0.001, memory: 5811, loss_cls: 6.5023, loss: 6.5023, grad_norm: 5.3229 2020-10-24 01:09:54,942 - mmaction - INFO - Epoch [20][200/921] lr: 1.000e-02, eta: 1 day, 3:43:45, time: 1.344, data_time: 0.015, memory: 5811, loss_cls: 6.4743, loss: 6.4743, grad_norm: 5.3371 2020-10-24 01:10:21,219 - mmaction - INFO - Epoch [20][220/921] lr: 1.000e-02, eta: 1 day, 3:43:13, time: 1.310, data_time: 0.008, memory: 5811, loss_cls: 6.4971, loss: 6.4971, grad_norm: 5.3169 2020-10-24 01:10:47,518 - mmaction - INFO - Epoch [20][240/921] lr: 1.000e-02, eta: 1 day, 3:42:42, time: 1.319, data_time: 0.009, memory: 5811, loss_cls: 6.6326, loss: 6.6326, grad_norm: 5.3899 2020-10-24 01:11:13,386 - mmaction - INFO - Epoch [20][260/921] lr: 1.000e-02, eta: 1 day, 3:42:07, time: 1.293, data_time: 0.011, memory: 5811, loss_cls: 6.7503, loss: 6.7503, grad_norm: 5.2078 2020-10-24 01:11:39,661 - mmaction - INFO - Epoch [20][280/921] lr: 1.000e-02, eta: 1 day, 3:41:36, time: 1.318, data_time: 0.006, memory: 5811, loss_cls: 6.6687, loss: 6.6687, grad_norm: 5.1465 2020-10-24 01:12:06,676 - mmaction - INFO - Epoch [20][300/921] lr: 1.000e-02, eta: 1 day, 3:41:11, time: 1.351, data_time: 0.001, memory: 5811, loss_cls: 6.5860, loss: 6.5860, grad_norm: 5.2015 2020-10-24 01:12:33,208 - mmaction - INFO - Epoch [20][320/921] lr: 1.000e-02, eta: 1 day, 3:40:41, time: 1.324, data_time: 0.002, memory: 5811, loss_cls: 6.6357, loss: 6.6357, grad_norm: 5.2284 2020-10-24 01:13:00,305 - mmaction - INFO - Epoch [20][340/921] lr: 1.000e-02, eta: 1 day, 3:40:15, time: 1.346, data_time: 0.004, memory: 5811, loss_cls: 6.7953, loss: 6.7953, grad_norm: 5.4429 2020-10-24 01:13:26,210 - mmaction - INFO - Epoch [20][360/921] lr: 1.000e-02, eta: 1 day, 3:39:41, time: 1.302, data_time: 0.011, memory: 5811, loss_cls: 6.5267, loss: 6.5267, grad_norm: 5.2588 2020-10-24 01:13:52,454 - mmaction - INFO - Epoch [20][380/921] lr: 1.000e-02, eta: 1 day, 3:39:09, time: 1.310, data_time: 0.005, memory: 5811, loss_cls: 6.4429, loss: 6.4429, grad_norm: 5.0419 2020-10-24 01:14:19,625 - mmaction - INFO - Epoch [20][400/921] lr: 1.000e-02, eta: 1 day, 3:38:46, time: 1.361, data_time: 0.009, memory: 5811, loss_cls: 6.5889, loss: 6.5889, grad_norm: 5.2647 2020-10-24 01:14:45,947 - mmaction - INFO - Epoch [20][420/921] lr: 1.000e-02, eta: 1 day, 3:38:14, time: 1.314, data_time: 0.005, memory: 5811, loss_cls: 6.5239, loss: 6.5239, grad_norm: 5.2515 2020-10-24 01:15:12,877 - mmaction - INFO - Epoch [20][440/921] lr: 1.000e-02, eta: 1 day, 3:37:48, time: 1.345, data_time: 0.008, memory: 5811, loss_cls: 6.5067, loss: 6.5067, grad_norm: 5.1737 2020-10-24 01:15:39,224 - mmaction - INFO - Epoch [20][460/921] lr: 1.000e-02, eta: 1 day, 3:37:18, time: 1.324, data_time: 0.010, memory: 5811, loss_cls: 6.5430, loss: 6.5430, grad_norm: 5.3483 2020-10-24 01:16:06,079 - mmaction - INFO - Epoch [20][480/921] lr: 1.000e-02, eta: 1 day, 3:36:52, time: 1.343, data_time: 0.005, memory: 5811, loss_cls: 6.5318, loss: 6.5318, grad_norm: 5.2125 2020-10-24 01:16:32,135 - mmaction - INFO - Epoch [20][500/921] lr: 1.000e-02, eta: 1 day, 3:36:18, time: 1.299, data_time: 0.001, memory: 5811, loss_cls: 6.5761, loss: 6.5761, grad_norm: 5.3707 2020-10-24 01:16:58,954 - mmaction - INFO - Epoch [20][520/921] lr: 1.000e-02, eta: 1 day, 3:35:51, time: 1.343, data_time: 0.006, memory: 5811, loss_cls: 6.6669, loss: 6.6669, grad_norm: 5.3547 2020-10-24 01:17:25,478 - mmaction - INFO - Epoch [20][540/921] lr: 1.000e-02, eta: 1 day, 3:35:22, time: 1.327, data_time: 0.003, memory: 5811, loss_cls: 6.5147, loss: 6.5147, grad_norm: 5.2840 2020-10-24 01:17:51,941 - mmaction - INFO - Epoch [20][560/921] lr: 1.000e-02, eta: 1 day, 3:34:52, time: 1.320, data_time: 0.003, memory: 5811, loss_cls: 6.4536, loss: 6.4536, grad_norm: 5.2278 2020-10-24 01:18:18,824 - mmaction - INFO - Epoch [20][580/921] lr: 1.000e-02, eta: 1 day, 3:34:25, time: 1.343, data_time: 0.009, memory: 5811, loss_cls: 6.6646, loss: 6.6646, grad_norm: 5.3205 2020-10-24 01:18:45,041 - mmaction - INFO - Epoch [20][600/921] lr: 1.000e-02, eta: 1 day, 3:33:53, time: 1.312, data_time: 0.009, memory: 5811, loss_cls: 6.5638, loss: 6.5638, grad_norm: 5.1610 2020-10-24 01:19:11,374 - mmaction - INFO - Epoch [20][620/921] lr: 1.000e-02, eta: 1 day, 3:33:23, time: 1.321, data_time: 0.007, memory: 5811, loss_cls: 6.4162, loss: 6.4162, grad_norm: 5.1230 2020-10-24 01:19:37,944 - mmaction - INFO - Epoch [20][640/921] lr: 1.000e-02, eta: 1 day, 3:32:54, time: 1.328, data_time: 0.003, memory: 5811, loss_cls: 6.5976, loss: 6.5976, grad_norm: 5.4559 2020-10-24 01:20:03,926 - mmaction - INFO - Epoch [20][660/921] lr: 1.000e-02, eta: 1 day, 3:32:20, time: 1.296, data_time: 0.003, memory: 5811, loss_cls: 6.7032, loss: 6.7032, grad_norm: 5.2639 2020-10-24 01:20:30,796 - mmaction - INFO - Epoch [20][680/921] lr: 1.000e-02, eta: 1 day, 3:31:53, time: 1.339, data_time: 0.005, memory: 5811, loss_cls: 6.6563, loss: 6.6563, grad_norm: 5.2862 2020-10-24 01:20:57,378 - mmaction - INFO - Epoch [20][700/921] lr: 1.000e-02, eta: 1 day, 3:31:25, time: 1.331, data_time: 0.013, memory: 5811, loss_cls: 6.6536, loss: 6.6536, grad_norm: 5.2697 2020-10-24 01:21:24,164 - mmaction - INFO - Epoch [20][720/921] lr: 1.000e-02, eta: 1 day, 3:30:58, time: 1.344, data_time: 0.009, memory: 5811, loss_cls: 6.5529, loss: 6.5529, grad_norm: 5.2072 2020-10-24 01:21:50,927 - mmaction - INFO - Epoch [20][740/921] lr: 1.000e-02, eta: 1 day, 3:30:31, time: 1.339, data_time: 0.003, memory: 5811, loss_cls: 6.8006, loss: 6.8006, grad_norm: 5.2491 2020-10-24 01:22:17,595 - mmaction - INFO - Epoch [20][760/921] lr: 1.000e-02, eta: 1 day, 3:30:03, time: 1.331, data_time: 0.006, memory: 5811, loss_cls: 6.6229, loss: 6.6229, grad_norm: 5.3149 2020-10-24 01:22:44,185 - mmaction - INFO - Epoch [20][780/921] lr: 1.000e-02, eta: 1 day, 3:29:34, time: 1.325, data_time: 0.007, memory: 5811, loss_cls: 6.4353, loss: 6.4353, grad_norm: 5.0898 2020-10-24 01:23:10,947 - mmaction - INFO - Epoch [20][800/921] lr: 1.000e-02, eta: 1 day, 3:29:07, time: 1.342, data_time: 0.010, memory: 5811, loss_cls: 6.6879, loss: 6.6879, grad_norm: 5.3779 2020-10-24 01:23:37,315 - mmaction - INFO - Epoch [20][820/921] lr: 1.000e-02, eta: 1 day, 3:28:37, time: 1.318, data_time: 0.009, memory: 5811, loss_cls: 6.4207, loss: 6.4207, grad_norm: 5.1401 2020-10-24 01:24:03,737 - mmaction - INFO - Epoch [20][840/921] lr: 1.000e-02, eta: 1 day, 3:28:07, time: 1.322, data_time: 0.004, memory: 5811, loss_cls: 6.7824, loss: 6.7824, grad_norm: 5.3090 2020-10-24 01:24:30,123 - mmaction - INFO - Epoch [20][860/921] lr: 1.000e-02, eta: 1 day, 3:27:35, time: 1.312, data_time: 0.004, memory: 5811, loss_cls: 6.5979, loss: 6.5979, grad_norm: 5.3032 2020-10-24 01:24:56,417 - mmaction - INFO - Epoch [20][880/921] lr: 1.000e-02, eta: 1 day, 3:27:05, time: 1.319, data_time: 0.009, memory: 5811, loss_cls: 6.7775, loss: 6.7775, grad_norm: 5.3469 2020-10-24 01:25:23,243 - mmaction - INFO - Epoch [20][900/921] lr: 1.000e-02, eta: 1 day, 3:26:37, time: 1.330, data_time: 0.005, memory: 5811, loss_cls: 6.7476, loss: 6.7476, grad_norm: 5.3512 2020-10-24 01:25:47,799 - mmaction - INFO - Epoch [20][920/921] lr: 1.000e-02, eta: 1 day, 3:25:54, time: 1.242, data_time: 0.018, memory: 5811, loss_cls: 6.6663, loss: 6.6663, grad_norm: 5.1637 2020-10-24 01:25:49,736 - mmaction - INFO - Saving checkpoint at 20 epochs 2020-10-24 01:27:23,221 - mmaction - INFO - Evaluating mean_average_precision... 2020-10-24 01:27:23,866 - mmaction - INFO - mean_average_precision 0.5149 2020-10-24 01:27:23,875 - mmaction - INFO - Epoch(val) [20][921] mean_average_precision: 0.5149 2020-10-24 01:28:01,920 - mmaction - INFO - Epoch [21][20/921] lr: 1.000e-02, eta: 1 day, 3:26:44, time: 1.900, data_time: 1.431, memory: 5811, loss_cls: 6.5136, loss: 6.5136, grad_norm: 5.2898 2020-10-24 01:28:29,787 - mmaction - INFO - Epoch [21][40/921] lr: 1.000e-02, eta: 1 day, 3:26:26, time: 1.392, data_time: 0.601, memory: 5811, loss_cls: 6.4680, loss: 6.4680, grad_norm: 5.1353 2020-10-24 01:28:56,577 - mmaction - INFO - Epoch [21][60/921] lr: 1.000e-02, eta: 1 day, 3:25:59, time: 1.342, data_time: 0.413, memory: 5811, loss_cls: 6.5470, loss: 6.5470, grad_norm: 5.1827 2020-10-24 01:29:24,050 - mmaction - INFO - Epoch [21][80/921] lr: 1.000e-02, eta: 1 day, 3:25:37, time: 1.373, data_time: 0.382, memory: 5811, loss_cls: 6.4433, loss: 6.4433, grad_norm: 5.1889 2020-10-24 01:29:51,752 - mmaction - INFO - Epoch [21][100/921] lr: 1.000e-02, eta: 1 day, 3:25:17, time: 1.387, data_time: 0.280, memory: 5811, loss_cls: 6.5211, loss: 6.5211, grad_norm: 5.2245 2020-10-24 01:30:19,464 - mmaction - INFO - Epoch [21][120/921] lr: 1.000e-02, eta: 1 day, 3:24:57, time: 1.384, data_time: 0.239, memory: 5811, loss_cls: 6.5746, loss: 6.5746, grad_norm: 5.3108 2020-10-24 01:30:46,824 - mmaction - INFO - Epoch [21][140/921] lr: 1.000e-02, eta: 1 day, 3:24:33, time: 1.361, data_time: 0.140, memory: 5811, loss_cls: 6.5622, loss: 6.5622, grad_norm: 5.2509 2020-10-24 01:31:13,489 - mmaction - INFO - Epoch [21][160/921] lr: 1.000e-02, eta: 1 day, 3:24:07, time: 1.342, data_time: 0.076, memory: 5811, loss_cls: 6.4207, loss: 6.4207, grad_norm: 5.3815 2020-10-24 01:31:40,242 - mmaction - INFO - Epoch [21][180/921] lr: 1.000e-02, eta: 1 day, 3:23:37, time: 1.326, data_time: 0.061, memory: 5811, loss_cls: 6.5211, loss: 6.5211, grad_norm: 5.1686 2020-10-24 01:32:06,908 - mmaction - INFO - Epoch [21][200/921] lr: 1.000e-02, eta: 1 day, 3:23:10, time: 1.339, data_time: 0.040, memory: 5811, loss_cls: 6.3973, loss: 6.3973, grad_norm: 5.2357 2020-10-24 01:32:32,685 - mmaction - INFO - Epoch [21][220/921] lr: 1.000e-02, eta: 1 day, 3:22:35, time: 1.291, data_time: 0.015, memory: 5811, loss_cls: 6.6430, loss: 6.6430, grad_norm: 5.2729 2020-10-24 01:32:59,665 - mmaction - INFO - Epoch [21][240/921] lr: 1.000e-02, eta: 1 day, 3:22:10, time: 1.348, data_time: 0.005, memory: 5811, loss_cls: 6.6133, loss: 6.6133, grad_norm: 5.2474 2020-10-24 01:33:26,592 - mmaction - INFO - Epoch [21][260/921] lr: 1.000e-02, eta: 1 day, 3:21:44, time: 1.351, data_time: 0.005, memory: 5811, loss_cls: 6.5675, loss: 6.5675, grad_norm: 5.2656 2020-10-24 01:33:51,912 - mmaction - INFO - Epoch [21][280/921] lr: 1.000e-02, eta: 1 day, 3:21:05, time: 1.263, data_time: 0.002, memory: 5811, loss_cls: 6.5937, loss: 6.5937, grad_norm: 5.3258 2020-10-24 01:34:18,580 - mmaction - INFO - Epoch [21][300/921] lr: 1.000e-02, eta: 1 day, 3:20:38, time: 1.336, data_time: 0.005, memory: 5811, loss_cls: 6.6730, loss: 6.6730, grad_norm: 5.3567 2020-10-24 01:34:45,505 - mmaction - INFO - Epoch [21][320/921] lr: 1.000e-02, eta: 1 day, 3:20:10, time: 1.336, data_time: 0.002, memory: 5811, loss_cls: 6.4835, loss: 6.4835, grad_norm: 5.2041 2020-10-24 01:35:11,576 - mmaction - INFO - Epoch [21][340/921] lr: 1.000e-02, eta: 1 day, 3:19:39, time: 1.312, data_time: 0.013, memory: 5811, loss_cls: 6.4056, loss: 6.4056, grad_norm: 5.1630 2020-10-24 01:35:39,107 - mmaction - INFO - Epoch [21][360/921] lr: 1.000e-02, eta: 1 day, 3:19:16, time: 1.370, data_time: 0.007, memory: 5811, loss_cls: 6.6201, loss: 6.6201, grad_norm: 5.2200 2020-10-24 01:36:05,801 - mmaction - INFO - Epoch [21][380/921] lr: 1.000e-02, eta: 1 day, 3:18:49, time: 1.340, data_time: 0.010, memory: 5811, loss_cls: 6.5721, loss: 6.5721, grad_norm: 5.2466 2020-10-24 01:36:32,234 - mmaction - INFO - Epoch [21][400/921] lr: 1.000e-02, eta: 1 day, 3:18:19, time: 1.321, data_time: 0.005, memory: 5811, loss_cls: 6.6520, loss: 6.6520, grad_norm: 5.3572 2020-10-24 01:36:58,809 - mmaction - INFO - Epoch [21][420/921] lr: 1.000e-02, eta: 1 day, 3:17:50, time: 1.328, data_time: 0.006, memory: 5811, loss_cls: 6.5438, loss: 6.5438, grad_norm: 5.1663 2020-10-24 01:37:25,285 - mmaction - INFO - Epoch [21][440/921] lr: 1.000e-02, eta: 1 day, 3:17:21, time: 1.327, data_time: 0.005, memory: 5811, loss_cls: 6.5839, loss: 6.5839, grad_norm: 5.3328 2020-10-24 01:37:52,125 - mmaction - INFO - Epoch [21][460/921] lr: 1.000e-02, eta: 1 day, 3:16:54, time: 1.340, data_time: 0.003, memory: 5811, loss_cls: 6.4938, loss: 6.4938, grad_norm: 5.2749 2020-10-24 01:38:18,578 - mmaction - INFO - Epoch [21][480/921] lr: 1.000e-02, eta: 1 day, 3:16:24, time: 1.316, data_time: 0.005, memory: 5811, loss_cls: 6.5313, loss: 6.5313, grad_norm: 5.1872 2020-10-24 01:38:45,383 - mmaction - INFO - Epoch [21][500/921] lr: 1.000e-02, eta: 1 day, 3:15:57, time: 1.344, data_time: 0.013, memory: 5811, loss_cls: 6.6691, loss: 6.6691, grad_norm: 5.2925 2020-10-24 01:39:11,891 - mmaction - INFO - Epoch [21][520/921] lr: 1.000e-02, eta: 1 day, 3:15:29, time: 1.332, data_time: 0.008, memory: 5811, loss_cls: 6.6283, loss: 6.6283, grad_norm: 5.3565 2020-10-24 01:39:39,433 - mmaction - INFO - Epoch [21][540/921] lr: 1.000e-02, eta: 1 day, 3:15:07, time: 1.377, data_time: 0.002, memory: 5811, loss_cls: 6.6412, loss: 6.6412, grad_norm: 5.3438 2020-10-24 01:40:05,970 - mmaction - INFO - Epoch [21][560/921] lr: 1.000e-02, eta: 1 day, 3:14:37, time: 1.317, data_time: 0.005, memory: 5811, loss_cls: 6.5783, loss: 6.5783, grad_norm: 5.2750 2020-10-24 01:40:32,535 - mmaction - INFO - Epoch [21][580/921] lr: 1.000e-02, eta: 1 day, 3:14:09, time: 1.333, data_time: 0.012, memory: 5811, loss_cls: 6.5199, loss: 6.5199, grad_norm: 5.1830 2020-10-24 01:40:59,232 - mmaction - INFO - Epoch [21][600/921] lr: 1.000e-02, eta: 1 day, 3:13:42, time: 1.339, data_time: 0.009, memory: 5811, loss_cls: 6.6343, loss: 6.6343, grad_norm: 5.2562 2020-10-24 01:41:26,267 - mmaction - INFO - Epoch [21][620/921] lr: 1.000e-02, eta: 1 day, 3:13:15, time: 1.342, data_time: 0.004, memory: 5811, loss_cls: 6.6163, loss: 6.6163, grad_norm: 5.2544 2020-10-24 01:41:52,639 - mmaction - INFO - Epoch [21][640/921] lr: 1.000e-02, eta: 1 day, 3:12:46, time: 1.329, data_time: 0.012, memory: 5811, loss_cls: 6.7290, loss: 6.7290, grad_norm: 5.2481 2020-10-24 01:42:19,007 - mmaction - INFO - Epoch [21][660/921] lr: 1.000e-02, eta: 1 day, 3:12:15, time: 1.311, data_time: 0.005, memory: 5811, loss_cls: 6.4543, loss: 6.4543, grad_norm: 5.1943 2020-10-24 01:42:46,016 - mmaction - INFO - Epoch [21][680/921] lr: 1.000e-02, eta: 1 day, 3:11:49, time: 1.348, data_time: 0.010, memory: 5811, loss_cls: 6.7173, loss: 6.7173, grad_norm: 5.2750 2020-10-24 01:43:12,889 - mmaction - INFO - Epoch [21][700/921] lr: 1.000e-02, eta: 1 day, 3:11:24, time: 1.353, data_time: 0.011, memory: 5811, loss_cls: 6.7850, loss: 6.7850, grad_norm: 5.3743 2020-10-24 01:43:39,167 - mmaction - INFO - Epoch [21][720/921] lr: 1.000e-02, eta: 1 day, 3:10:53, time: 1.309, data_time: 0.001, memory: 5811, loss_cls: 6.7554, loss: 6.7554, grad_norm: 5.3535 2020-10-24 01:44:04,930 - mmaction - INFO - Epoch [21][740/921] lr: 1.000e-02, eta: 1 day, 3:10:18, time: 1.290, data_time: 0.007, memory: 5811, loss_cls: 6.5032, loss: 6.5032, grad_norm: 5.1788 2020-10-24 01:44:31,841 - mmaction - INFO - Epoch [21][760/921] lr: 1.000e-02, eta: 1 day, 3:09:52, time: 1.341, data_time: 0.007, memory: 5811, loss_cls: 6.3716, loss: 6.3716, grad_norm: 5.2057 2020-10-24 01:44:58,377 - mmaction - INFO - Epoch [21][780/921] lr: 1.000e-02, eta: 1 day, 3:09:23, time: 1.330, data_time: 0.009, memory: 5811, loss_cls: 6.6510, loss: 6.6510, grad_norm: 5.2881 2020-10-24 01:45:24,765 - mmaction - INFO - Epoch [21][800/921] lr: 1.000e-02, eta: 1 day, 3:08:53, time: 1.321, data_time: 0.017, memory: 5811, loss_cls: 6.8418, loss: 6.8418, grad_norm: 5.4198 2020-10-24 01:45:51,283 - mmaction - INFO - Epoch [21][820/921] lr: 1.000e-02, eta: 1 day, 3:08:24, time: 1.326, data_time: 0.017, memory: 5811, loss_cls: 6.6647, loss: 6.6647, grad_norm: 5.1691 2020-10-24 01:46:18,414 - mmaction - INFO - Epoch [21][840/921] lr: 1.000e-02, eta: 1 day, 3:07:59, time: 1.350, data_time: 0.055, memory: 5811, loss_cls: 6.6643, loss: 6.6643, grad_norm: 5.3067 2020-10-24 01:46:44,990 - mmaction - INFO - Epoch [21][860/921] lr: 1.000e-02, eta: 1 day, 3:07:31, time: 1.332, data_time: 0.112, memory: 5811, loss_cls: 6.5222, loss: 6.5222, grad_norm: 5.2544 2020-10-24 01:47:11,677 - mmaction - INFO - Epoch [21][880/921] lr: 1.000e-02, eta: 1 day, 3:07:03, time: 1.336, data_time: 0.250, memory: 5811, loss_cls: 6.7093, loss: 6.7093, grad_norm: 5.3157 2020-10-24 01:47:38,686 - mmaction - INFO - Epoch [21][900/921] lr: 1.000e-02, eta: 1 day, 3:06:38, time: 1.348, data_time: 0.490, memory: 5811, loss_cls: 6.5608, loss: 6.5608, grad_norm: 5.2379 2020-10-24 01:48:03,387 - mmaction - INFO - Epoch [21][920/921] lr: 1.000e-02, eta: 1 day, 3:05:56, time: 1.240, data_time: 0.614, memory: 5811, loss_cls: 6.6067, loss: 6.6067, grad_norm: 5.3083 2020-10-24 01:48:48,695 - mmaction - INFO - Epoch [22][20/921] lr: 1.000e-02, eta: 1 day, 3:07:13, time: 2.143, data_time: 1.171, memory: 5811, loss_cls: 6.5292, loss: 6.5292, grad_norm: 5.1236 2020-10-24 01:49:15,770 - mmaction - INFO - Epoch [22][40/921] lr: 1.000e-02, eta: 1 day, 3:06:48, time: 1.353, data_time: 0.039, memory: 5811, loss_cls: 6.5697, loss: 6.5697, grad_norm: 5.1280 2020-10-24 01:49:41,602 - mmaction - INFO - Epoch [22][60/921] lr: 1.000e-02, eta: 1 day, 3:06:14, time: 1.294, data_time: 0.004, memory: 5811, loss_cls: 6.3677, loss: 6.3677, grad_norm: 5.1864 2020-10-24 01:50:07,996 - mmaction - INFO - Epoch [22][80/921] lr: 1.000e-02, eta: 1 day, 3:05:44, time: 1.317, data_time: 0.002, memory: 5811, loss_cls: 6.4932, loss: 6.4932, grad_norm: 5.0953 2020-10-24 01:50:35,313 - mmaction - INFO - Epoch [22][100/921] lr: 1.000e-02, eta: 1 day, 3:05:21, time: 1.369, data_time: 0.006, memory: 5811, loss_cls: 6.6061, loss: 6.6061, grad_norm: 5.2375 2020-10-24 01:51:01,988 - mmaction - INFO - Epoch [22][120/921] lr: 1.000e-02, eta: 1 day, 3:04:53, time: 1.334, data_time: 0.002, memory: 5811, loss_cls: 6.5984, loss: 6.5984, grad_norm: 5.2227 2020-10-24 01:51:28,934 - mmaction - INFO - Epoch [22][140/921] lr: 1.000e-02, eta: 1 day, 3:04:26, time: 1.344, data_time: 0.003, memory: 5811, loss_cls: 6.5291, loss: 6.5291, grad_norm: 5.1500 2020-10-24 01:51:55,346 - mmaction - INFO - Epoch [22][160/921] lr: 1.000e-02, eta: 1 day, 3:03:56, time: 1.321, data_time: 0.006, memory: 5811, loss_cls: 6.5454, loss: 6.5454, grad_norm: 5.2331 2020-10-24 01:52:22,002 - mmaction - INFO - Epoch [22][180/921] lr: 1.000e-02, eta: 1 day, 3:03:28, time: 1.334, data_time: 0.008, memory: 5811, loss_cls: 6.4277, loss: 6.4277, grad_norm: 5.2311 2020-10-24 01:52:48,645 - mmaction - INFO - Epoch [22][200/921] lr: 1.000e-02, eta: 1 day, 3:03:00, time: 1.332, data_time: 0.004, memory: 5811, loss_cls: 6.5191, loss: 6.5191, grad_norm: 5.2279 2020-10-24 01:53:15,160 - mmaction - INFO - Epoch [22][220/921] lr: 1.000e-02, eta: 1 day, 3:02:31, time: 1.324, data_time: 0.004, memory: 5811, loss_cls: 6.6612, loss: 6.6612, grad_norm: 5.3571 2020-10-24 01:53:42,326 - mmaction - INFO - Epoch [22][240/921] lr: 1.000e-02, eta: 1 day, 3:02:06, time: 1.362, data_time: 0.007, memory: 5811, loss_cls: 6.6811, loss: 6.6811, grad_norm: 5.3277 2020-10-24 01:54:09,307 - mmaction - INFO - Epoch [22][260/921] lr: 1.000e-02, eta: 1 day, 3:01:41, time: 1.350, data_time: 0.003, memory: 5811, loss_cls: 6.4478, loss: 6.4478, grad_norm: 5.2551 2020-10-24 01:54:35,650 - mmaction - INFO - Epoch [22][280/921] lr: 1.000e-02, eta: 1 day, 3:01:10, time: 1.317, data_time: 0.001, memory: 5811, loss_cls: 6.6855, loss: 6.6855, grad_norm: 5.2159 2020-10-24 01:55:02,391 - mmaction - INFO - Epoch [22][300/921] lr: 1.000e-02, eta: 1 day, 3:00:41, time: 1.324, data_time: 0.001, memory: 5811, loss_cls: 6.5572, loss: 6.5572, grad_norm: 5.2277 2020-10-24 01:55:28,787 - mmaction - INFO - Epoch [22][320/921] lr: 1.000e-02, eta: 1 day, 3:00:11, time: 1.321, data_time: 0.014, memory: 5811, loss_cls: 6.4872, loss: 6.4872, grad_norm: 5.1975 2020-10-24 01:55:55,441 - mmaction - INFO - Epoch [22][340/921] lr: 1.000e-02, eta: 1 day, 2:59:44, time: 1.341, data_time: 0.013, memory: 5811, loss_cls: 6.5397, loss: 6.5397, grad_norm: 5.1770 2020-10-24 01:56:22,231 - mmaction - INFO - Epoch [22][360/921] lr: 1.000e-02, eta: 1 day, 2:59:18, time: 1.342, data_time: 0.009, memory: 5811, loss_cls: 6.7497, loss: 6.7497, grad_norm: 5.2710 2020-10-24 01:56:48,528 - mmaction - INFO - Epoch [22][380/921] lr: 1.000e-02, eta: 1 day, 2:58:46, time: 1.309, data_time: 0.002, memory: 5811, loss_cls: 6.4810, loss: 6.4810, grad_norm: 5.2590 2020-10-24 01:57:15,512 - mmaction - INFO - Epoch [22][400/921] lr: 1.000e-02, eta: 1 day, 2:58:21, time: 1.355, data_time: 0.008, memory: 5811, loss_cls: 6.7044, loss: 6.7044, grad_norm: 5.4374 2020-10-24 01:57:41,902 - mmaction - INFO - Epoch [22][420/921] lr: 1.000e-02, eta: 1 day, 2:57:51, time: 1.318, data_time: 0.002, memory: 5811, loss_cls: 6.4702, loss: 6.4702, grad_norm: 5.1831 2020-10-24 01:58:08,375 - mmaction - INFO - Epoch [22][440/921] lr: 1.000e-02, eta: 1 day, 2:57:22, time: 1.323, data_time: 0.005, memory: 5811, loss_cls: 6.6994, loss: 6.6994, grad_norm: 5.2887 2020-10-24 01:58:34,617 - mmaction - INFO - Epoch [22][460/921] lr: 1.000e-02, eta: 1 day, 2:56:51, time: 1.314, data_time: 0.004, memory: 5811, loss_cls: 6.5508, loss: 6.5508, grad_norm: 5.2776 2020-10-24 01:59:01,329 - mmaction - INFO - Epoch [22][480/921] lr: 1.000e-02, eta: 1 day, 2:56:23, time: 1.336, data_time: 0.004, memory: 5811, loss_cls: 6.4731, loss: 6.4731, grad_norm: 5.2172 2020-10-24 01:59:27,534 - mmaction - INFO - Epoch [22][500/921] lr: 1.000e-02, eta: 1 day, 2:55:51, time: 1.302, data_time: 0.002, memory: 5811, loss_cls: 6.5076, loss: 6.5076, grad_norm: 5.1906 2020-10-24 01:59:53,636 - mmaction - INFO - Epoch [22][520/921] lr: 1.000e-02, eta: 1 day, 2:55:20, time: 1.310, data_time: 0.010, memory: 5811, loss_cls: 6.6209, loss: 6.6209, grad_norm: 5.2371 2020-10-24 02:00:18,594 - mmaction - INFO - Epoch [22][540/921] lr: 1.000e-02, eta: 1 day, 2:54:41, time: 1.252, data_time: 0.007, memory: 5811, loss_cls: 6.7428, loss: 6.7428, grad_norm: 5.3541 2020-10-24 02:00:44,561 - mmaction - INFO - Epoch [22][560/921] lr: 1.000e-02, eta: 1 day, 2:54:08, time: 1.298, data_time: 0.001, memory: 5811, loss_cls: 6.5268, loss: 6.5268, grad_norm: 5.1428 2020-10-24 02:01:11,923 - mmaction - INFO - Epoch [22][580/921] lr: 1.000e-02, eta: 1 day, 2:53:44, time: 1.361, data_time: 0.006, memory: 5811, loss_cls: 6.7340, loss: 6.7340, grad_norm: 5.2312 2020-10-24 02:01:38,441 - mmaction - INFO - Epoch [22][600/921] lr: 1.000e-02, eta: 1 day, 2:53:16, time: 1.331, data_time: 0.012, memory: 5811, loss_cls: 6.4195, loss: 6.4195, grad_norm: 5.2100 2020-10-24 02:02:06,236 - mmaction - INFO - Epoch [22][620/921] lr: 1.000e-02, eta: 1 day, 2:52:55, time: 1.387, data_time: 0.005, memory: 5811, loss_cls: 6.4255, loss: 6.4255, grad_norm: 5.1026 2020-10-24 02:02:32,961 - mmaction - INFO - Epoch [22][640/921] lr: 1.000e-02, eta: 1 day, 2:52:28, time: 1.341, data_time: 0.009, memory: 5811, loss_cls: 6.5375, loss: 6.5375, grad_norm: 5.0943 2020-10-24 02:02:59,311 - mmaction - INFO - Epoch [22][660/921] lr: 1.000e-02, eta: 1 day, 2:51:58, time: 1.316, data_time: 0.002, memory: 5811, loss_cls: 6.6230, loss: 6.6230, grad_norm: 5.3335 2020-10-24 02:03:26,150 - mmaction - INFO - Epoch [22][680/921] lr: 1.000e-02, eta: 1 day, 2:51:31, time: 1.342, data_time: 0.003, memory: 5811, loss_cls: 6.4616, loss: 6.4616, grad_norm: 5.2005 2020-10-24 02:03:52,855 - mmaction - INFO - Epoch [22][700/921] lr: 1.000e-02, eta: 1 day, 2:51:03, time: 1.328, data_time: 0.006, memory: 5811, loss_cls: 6.6737, loss: 6.6737, grad_norm: 5.2217 2020-10-24 02:04:19,239 - mmaction - INFO - Epoch [22][720/921] lr: 1.000e-02, eta: 1 day, 2:50:34, time: 1.327, data_time: 0.008, memory: 5811, loss_cls: 6.5914, loss: 6.5914, grad_norm: 5.2885 2020-10-24 02:04:45,805 - mmaction - INFO - Epoch [22][740/921] lr: 1.000e-02, eta: 1 day, 2:50:05, time: 1.328, data_time: 0.003, memory: 5811, loss_cls: 6.5345, loss: 6.5345, grad_norm: 5.2099 2020-10-24 02:05:12,275 - mmaction - INFO - Epoch [22][760/921] lr: 1.000e-02, eta: 1 day, 2:49:36, time: 1.323, data_time: 0.002, memory: 5811, loss_cls: 6.4925, loss: 6.4925, grad_norm: 5.1783 2020-10-24 02:05:39,139 - mmaction - INFO - Epoch [22][780/921] lr: 1.000e-02, eta: 1 day, 2:49:09, time: 1.336, data_time: 0.035, memory: 5811, loss_cls: 6.9214, loss: 6.9214, grad_norm: 5.3665 2020-10-24 02:06:05,460 - mmaction - INFO - Epoch [22][800/921] lr: 1.000e-02, eta: 1 day, 2:48:39, time: 1.322, data_time: 0.087, memory: 5811, loss_cls: 6.5518, loss: 6.5518, grad_norm: 5.2794 2020-10-24 02:06:31,964 - mmaction - INFO - Epoch [22][820/921] lr: 1.000e-02, eta: 1 day, 2:48:10, time: 1.325, data_time: 0.096, memory: 5811, loss_cls: 6.4079, loss: 6.4079, grad_norm: 5.0777 2020-10-24 02:06:58,729 - mmaction - INFO - Epoch [22][840/921] lr: 1.000e-02, eta: 1 day, 2:47:43, time: 1.340, data_time: 0.153, memory: 5811, loss_cls: 6.6700, loss: 6.6700, grad_norm: 5.3218 2020-10-24 02:07:25,254 - mmaction - INFO - Epoch [22][860/921] lr: 1.000e-02, eta: 1 day, 2:47:14, time: 1.320, data_time: 0.001, memory: 5811, loss_cls: 6.4441, loss: 6.4441, grad_norm: 5.0985 2020-10-24 02:07:51,629 - mmaction - INFO - Epoch [22][880/921] lr: 1.000e-02, eta: 1 day, 2:46:44, time: 1.320, data_time: 0.009, memory: 5811, loss_cls: 6.5306, loss: 6.5306, grad_norm: 5.2500 2020-10-24 02:08:17,516 - mmaction - INFO - Epoch [22][900/921] lr: 1.000e-02, eta: 1 day, 2:46:12, time: 1.298, data_time: 0.006, memory: 5811, loss_cls: 6.5986, loss: 6.5986, grad_norm: 5.1440 2020-10-24 02:08:42,423 - mmaction - INFO - Epoch [22][920/921] lr: 1.000e-02, eta: 1 day, 2:45:32, time: 1.246, data_time: 0.006, memory: 5811, loss_cls: 6.5449, loss: 6.5449, grad_norm: 5.1475 2020-10-24 02:09:25,015 - mmaction - INFO - Epoch [23][20/921] lr: 1.000e-02, eta: 1 day, 2:46:24, time: 2.025, data_time: 1.103, memory: 5811, loss_cls: 6.4845, loss: 6.4845, grad_norm: 5.2293 2020-10-24 02:09:54,435 - mmaction - INFO - Epoch [23][40/921] lr: 1.000e-02, eta: 1 day, 2:46:14, time: 1.470, data_time: 0.293, memory: 5811, loss_cls: 6.4499, loss: 6.4499, grad_norm: 5.2643 2020-10-24 02:10:22,387 - mmaction - INFO - Epoch [23][60/921] lr: 1.000e-02, eta: 1 day, 2:45:54, time: 1.398, data_time: 0.005, memory: 5811, loss_cls: 6.5363, loss: 6.5363, grad_norm: 5.0830 2020-10-24 02:10:49,054 - mmaction - INFO - Epoch [23][80/921] lr: 1.000e-02, eta: 1 day, 2:45:26, time: 1.335, data_time: 0.006, memory: 5811, loss_cls: 6.4270, loss: 6.4270, grad_norm: 5.0712 2020-10-24 02:11:15,872 - mmaction - INFO - Epoch [23][100/921] lr: 1.000e-02, eta: 1 day, 2:44:59, time: 1.336, data_time: 0.003, memory: 5811, loss_cls: 6.7047, loss: 6.7047, grad_norm: 5.4490 2020-10-24 02:11:43,533 - mmaction - INFO - Epoch [23][120/921] lr: 1.000e-02, eta: 1 day, 2:44:37, time: 1.381, data_time: 0.008, memory: 5811, loss_cls: 6.5761, loss: 6.5761, grad_norm: 5.3025 2020-10-24 02:12:09,588 - mmaction - INFO - Epoch [23][140/921] lr: 1.000e-02, eta: 1 day, 2:44:05, time: 1.304, data_time: 0.014, memory: 5811, loss_cls: 6.4753, loss: 6.4753, grad_norm: 5.2690 2020-10-24 02:12:36,111 - mmaction - INFO - Epoch [23][160/921] lr: 1.000e-02, eta: 1 day, 2:43:37, time: 1.331, data_time: 0.008, memory: 5811, loss_cls: 6.3858, loss: 6.3858, grad_norm: 5.1219 2020-10-24 02:13:02,871 - mmaction - INFO - Epoch [23][180/921] lr: 1.000e-02, eta: 1 day, 2:43:09, time: 1.337, data_time: 0.005, memory: 5811, loss_cls: 6.5874, loss: 6.5874, grad_norm: 5.2671 2020-10-24 02:13:29,775 - mmaction - INFO - Epoch [23][200/921] lr: 1.000e-02, eta: 1 day, 2:42:43, time: 1.343, data_time: 0.007, memory: 5811, loss_cls: 6.5222, loss: 6.5222, grad_norm: 5.2246 2020-10-24 02:13:56,053 - mmaction - INFO - Epoch [23][220/921] lr: 1.000e-02, eta: 1 day, 2:42:12, time: 1.316, data_time: 0.007, memory: 5811, loss_cls: 6.3971, loss: 6.3971, grad_norm: 5.1809 2020-10-24 02:14:22,052 - mmaction - INFO - Epoch [23][240/921] lr: 1.000e-02, eta: 1 day, 2:41:40, time: 1.301, data_time: 0.006, memory: 5811, loss_cls: 6.7193, loss: 6.7193, grad_norm: 5.2815 2020-10-24 02:14:48,302 - mmaction - INFO - Epoch [23][260/921] lr: 1.000e-02, eta: 1 day, 2:41:09, time: 1.308, data_time: 0.010, memory: 5811, loss_cls: 6.5338, loss: 6.5338, grad_norm: 5.2786 2020-10-24 02:15:15,045 - mmaction - INFO - Epoch [23][280/921] lr: 1.000e-02, eta: 1 day, 2:40:42, time: 1.341, data_time: 0.008, memory: 5811, loss_cls: 6.5693, loss: 6.5693, grad_norm: 5.2142 2020-10-24 02:15:41,151 - mmaction - INFO - Epoch [23][300/921] lr: 1.000e-02, eta: 1 day, 2:40:10, time: 1.305, data_time: 0.008, memory: 5811, loss_cls: 6.5954, loss: 6.5954, grad_norm: 5.2346 2020-10-24 02:16:07,761 - mmaction - INFO - Epoch [23][320/921] lr: 1.000e-02, eta: 1 day, 2:39:42, time: 1.333, data_time: 0.007, memory: 5811, loss_cls: 6.4362, loss: 6.4362, grad_norm: 5.1871 2020-10-24 02:16:33,731 - mmaction - INFO - Epoch [23][340/921] lr: 1.000e-02, eta: 1 day, 2:39:10, time: 1.297, data_time: 0.003, memory: 5811, loss_cls: 6.6096, loss: 6.6096, grad_norm: 5.2307 2020-10-24 02:17:00,017 - mmaction - INFO - Epoch [23][360/921] lr: 1.000e-02, eta: 1 day, 2:38:40, time: 1.318, data_time: 0.006, memory: 5811, loss_cls: 6.6088, loss: 6.6088, grad_norm: 5.3691 2020-10-24 02:17:27,104 - mmaction - INFO - Epoch [23][380/921] lr: 1.000e-02, eta: 1 day, 2:38:14, time: 1.351, data_time: 0.011, memory: 5811, loss_cls: 6.4633, loss: 6.4633, grad_norm: 5.2617 2020-10-24 02:17:53,923 - mmaction - INFO - Epoch [23][400/921] lr: 1.000e-02, eta: 1 day, 2:37:46, time: 1.333, data_time: 0.006, memory: 5811, loss_cls: 6.5111, loss: 6.5111, grad_norm: 5.1603 2020-10-24 02:18:20,409 - mmaction - INFO - Epoch [23][420/921] lr: 1.000e-02, eta: 1 day, 2:37:19, time: 1.336, data_time: 0.016, memory: 5811, loss_cls: 6.5900, loss: 6.5900, grad_norm: 5.2766 2020-10-24 02:18:46,232 - mmaction - INFO - Epoch [23][440/921] lr: 1.000e-02, eta: 1 day, 2:36:45, time: 1.290, data_time: 0.004, memory: 5811, loss_cls: 6.4910, loss: 6.4910, grad_norm: 5.1790 2020-10-24 02:19:12,694 - mmaction - INFO - Epoch [23][460/921] lr: 1.000e-02, eta: 1 day, 2:36:16, time: 1.324, data_time: 0.002, memory: 5811, loss_cls: 6.4620, loss: 6.4620, grad_norm: 5.1417 2020-10-24 02:19:39,313 - mmaction - INFO - Epoch [23][480/921] lr: 1.000e-02, eta: 1 day, 2:35:48, time: 1.328, data_time: 0.002, memory: 5811, loss_cls: 6.4206, loss: 6.4206, grad_norm: 5.1553 2020-10-24 02:20:05,746 - mmaction - INFO - Epoch [23][500/921] lr: 1.000e-02, eta: 1 day, 2:35:19, time: 1.324, data_time: 0.006, memory: 5811, loss_cls: 6.4607, loss: 6.4607, grad_norm: 5.2789 2020-10-24 02:20:31,734 - mmaction - INFO - Epoch [23][520/921] lr: 1.000e-02, eta: 1 day, 2:34:47, time: 1.298, data_time: 0.003, memory: 5811, loss_cls: 6.5204, loss: 6.5204, grad_norm: 5.2158 2020-10-24 02:20:58,623 - mmaction - INFO - Epoch [23][540/921] lr: 1.000e-02, eta: 1 day, 2:34:19, time: 1.339, data_time: 0.001, memory: 5811, loss_cls: 6.6159, loss: 6.6159, grad_norm: 5.3084 2020-10-24 02:21:25,173 - mmaction - INFO - Epoch [23][560/921] lr: 1.000e-02, eta: 1 day, 2:33:52, time: 1.332, data_time: 0.009, memory: 5811, loss_cls: 6.3945, loss: 6.3945, grad_norm: 5.1810 2020-10-24 02:21:51,482 - mmaction - INFO - Epoch [23][580/921] lr: 1.000e-02, eta: 1 day, 2:33:21, time: 1.309, data_time: 0.003, memory: 5811, loss_cls: 6.4590, loss: 6.4590, grad_norm: 5.2178 2020-10-24 02:22:17,662 - mmaction - INFO - Epoch [23][600/921] lr: 1.000e-02, eta: 1 day, 2:32:51, time: 1.314, data_time: 0.012, memory: 5811, loss_cls: 6.5199, loss: 6.5199, grad_norm: 5.2409 2020-10-24 02:22:44,276 - mmaction - INFO - Epoch [23][620/921] lr: 1.000e-02, eta: 1 day, 2:32:22, time: 1.327, data_time: 0.006, memory: 5811, loss_cls: 6.5445, loss: 6.5445, grad_norm: 5.1737 2020-10-24 02:23:10,850 - mmaction - INFO - Epoch [23][640/921] lr: 1.000e-02, eta: 1 day, 2:31:53, time: 1.327, data_time: 0.012, memory: 5811, loss_cls: 6.5906, loss: 6.5906, grad_norm: 5.2164 2020-10-24 02:23:37,262 - mmaction - INFO - Epoch [23][660/921] lr: 1.000e-02, eta: 1 day, 2:31:25, time: 1.326, data_time: 0.012, memory: 5811, loss_cls: 6.6420, loss: 6.6420, grad_norm: 5.1831 2020-10-24 02:24:04,027 - mmaction - INFO - Epoch [23][680/921] lr: 1.000e-02, eta: 1 day, 2:30:57, time: 1.339, data_time: 0.003, memory: 5811, loss_cls: 6.4899, loss: 6.4899, grad_norm: 5.3027 2020-10-24 02:24:30,765 - mmaction - INFO - Epoch [23][700/921] lr: 1.000e-02, eta: 1 day, 2:30:30, time: 1.333, data_time: 0.006, memory: 5811, loss_cls: 6.5102, loss: 6.5102, grad_norm: 5.1924 2020-10-24 02:24:56,717 - mmaction - INFO - Epoch [23][720/921] lr: 1.000e-02, eta: 1 day, 2:29:58, time: 1.300, data_time: 0.007, memory: 5811, loss_cls: 6.6336, loss: 6.6336, grad_norm: 5.2571 2020-10-24 02:25:23,186 - mmaction - INFO - Epoch [23][740/921] lr: 1.000e-02, eta: 1 day, 2:29:28, time: 1.321, data_time: 0.005, memory: 5811, loss_cls: 6.5606, loss: 6.5606, grad_norm: 5.1619 2020-10-24 02:25:49,205 - mmaction - INFO - Epoch [23][760/921] lr: 1.000e-02, eta: 1 day, 2:28:57, time: 1.302, data_time: 0.008, memory: 5811, loss_cls: 6.3862, loss: 6.3862, grad_norm: 5.1894 2020-10-24 02:26:15,595 - mmaction - INFO - Epoch [23][780/921] lr: 1.000e-02, eta: 1 day, 2:28:27, time: 1.317, data_time: 0.007, memory: 5811, loss_cls: 6.6164, loss: 6.6164, grad_norm: 5.2914 2020-10-24 02:26:42,239 - mmaction - INFO - Epoch [23][800/921] lr: 1.000e-02, eta: 1 day, 2:27:59, time: 1.332, data_time: 0.011, memory: 5811, loss_cls: 6.6091, loss: 6.6091, grad_norm: 5.2098 2020-10-24 02:27:07,948 - mmaction - INFO - Epoch [23][820/921] lr: 1.000e-02, eta: 1 day, 2:27:26, time: 1.292, data_time: 0.009, memory: 5811, loss_cls: 6.4367, loss: 6.4367, grad_norm: 5.2743 2020-10-24 02:27:33,857 - mmaction - INFO - Epoch [23][840/921] lr: 1.000e-02, eta: 1 day, 2:26:54, time: 1.294, data_time: 0.002, memory: 5811, loss_cls: 6.6026, loss: 6.6026, grad_norm: 5.1788 2020-10-24 02:28:00,309 - mmaction - INFO - Epoch [23][860/921] lr: 1.000e-02, eta: 1 day, 2:26:25, time: 1.320, data_time: 0.006, memory: 5811, loss_cls: 6.5841, loss: 6.5841, grad_norm: 5.2026 2020-10-24 02:28:26,832 - mmaction - INFO - Epoch [23][880/921] lr: 1.000e-02, eta: 1 day, 2:25:56, time: 1.322, data_time: 0.013, memory: 5811, loss_cls: 6.5849, loss: 6.5849, grad_norm: 5.2188 2020-10-24 02:28:53,730 - mmaction - INFO - Epoch [23][900/921] lr: 1.000e-02, eta: 1 day, 2:25:29, time: 1.347, data_time: 0.011, memory: 5811, loss_cls: 6.4808, loss: 6.4808, grad_norm: 5.1734 2020-10-24 02:29:17,881 - mmaction - INFO - Epoch [23][920/921] lr: 1.000e-02, eta: 1 day, 2:24:48, time: 1.215, data_time: 0.013, memory: 5811, loss_cls: 6.4334, loss: 6.4334, grad_norm: 5.1850 2020-10-24 02:30:07,839 - mmaction - INFO - Epoch [24][20/921] lr: 1.000e-02, eta: 1 day, 2:26:09, time: 2.336, data_time: 1.556, memory: 5811, loss_cls: 6.3919, loss: 6.3919, grad_norm: 5.2316 2020-10-24 02:30:36,229 - mmaction - INFO - Epoch [24][40/921] lr: 1.000e-02, eta: 1 day, 2:25:51, time: 1.417, data_time: 0.303, memory: 5811, loss_cls: 6.2968, loss: 6.2968, grad_norm: 5.0818 2020-10-24 02:31:02,271 - mmaction - INFO - Epoch [24][60/921] lr: 1.000e-02, eta: 1 day, 2:25:20, time: 1.305, data_time: 0.025, memory: 5811, loss_cls: 6.4973, loss: 6.4973, grad_norm: 5.2489 2020-10-24 02:31:28,701 - mmaction - INFO - Epoch [24][80/921] lr: 1.000e-02, eta: 1 day, 2:24:50, time: 1.316, data_time: 0.003, memory: 5811, loss_cls: 6.4233, loss: 6.4233, grad_norm: 5.1238 2020-10-24 02:31:55,058 - mmaction - INFO - Epoch [24][100/921] lr: 1.000e-02, eta: 1 day, 2:24:21, time: 1.323, data_time: 0.009, memory: 5811, loss_cls: 6.4810, loss: 6.4810, grad_norm: 5.2199 2020-10-24 02:32:21,356 - mmaction - INFO - Epoch [24][120/921] lr: 1.000e-02, eta: 1 day, 2:23:50, time: 1.309, data_time: 0.003, memory: 5811, loss_cls: 6.3743, loss: 6.3743, grad_norm: 5.1898 2020-10-24 02:32:48,155 - mmaction - INFO - Epoch [24][140/921] lr: 1.000e-02, eta: 1 day, 2:23:23, time: 1.344, data_time: 0.010, memory: 5811, loss_cls: 6.7422, loss: 6.7422, grad_norm: 5.4260 2020-10-24 02:33:14,925 - mmaction - INFO - Epoch [24][160/921] lr: 1.000e-02, eta: 1 day, 2:22:56, time: 1.339, data_time: 0.003, memory: 5811, loss_cls: 6.5101, loss: 6.5101, grad_norm: 5.2014 2020-10-24 02:33:41,686 - mmaction - INFO - Epoch [24][180/921] lr: 1.000e-02, eta: 1 day, 2:22:29, time: 1.339, data_time: 0.002, memory: 5811, loss_cls: 6.5730, loss: 6.5730, grad_norm: 5.4312 2020-10-24 02:34:07,172 - mmaction - INFO - Epoch [24][200/921] lr: 1.000e-02, eta: 1 day, 2:21:54, time: 1.274, data_time: 0.005, memory: 5811, loss_cls: 6.2924, loss: 6.2924, grad_norm: 5.1183 2020-10-24 02:34:33,778 - mmaction - INFO - Epoch [24][220/921] lr: 1.000e-02, eta: 1 day, 2:21:26, time: 1.327, data_time: 0.002, memory: 5811, loss_cls: 6.4268, loss: 6.4268, grad_norm: 5.0741 2020-10-24 02:35:00,205 - mmaction - INFO - Epoch [24][240/921] lr: 1.000e-02, eta: 1 day, 2:20:57, time: 1.323, data_time: 0.005, memory: 5811, loss_cls: 6.4714, loss: 6.4714, grad_norm: 5.1312 2020-10-24 02:35:26,845 - mmaction - INFO - Epoch [24][260/921] lr: 1.000e-02, eta: 1 day, 2:20:28, time: 1.327, data_time: 0.004, memory: 5811, loss_cls: 6.3896, loss: 6.3896, grad_norm: 5.1729 2020-10-24 02:35:53,027 - mmaction - INFO - Epoch [24][280/921] lr: 1.000e-02, eta: 1 day, 2:19:58, time: 1.312, data_time: 0.007, memory: 5811, loss_cls: 6.4003, loss: 6.4003, grad_norm: 5.0569 2020-10-24 02:36:19,190 - mmaction - INFO - Epoch [24][300/921] lr: 1.000e-02, eta: 1 day, 2:19:27, time: 1.308, data_time: 0.006, memory: 5811, loss_cls: 6.6162, loss: 6.6162, grad_norm: 5.2243 2020-10-24 02:36:45,362 - mmaction - INFO - Epoch [24][320/921] lr: 1.000e-02, eta: 1 day, 2:18:56, time: 1.302, data_time: 0.007, memory: 5811, loss_cls: 6.4201, loss: 6.4201, grad_norm: 5.2103 2020-10-24 02:37:12,161 - mmaction - INFO - Epoch [24][340/921] lr: 1.000e-02, eta: 1 day, 2:18:29, time: 1.349, data_time: 0.014, memory: 5811, loss_cls: 6.6803, loss: 6.6803, grad_norm: 5.3818 2020-10-24 02:37:38,191 - mmaction - INFO - Epoch [24][360/921] lr: 1.000e-02, eta: 1 day, 2:17:58, time: 1.299, data_time: 0.003, memory: 5811, loss_cls: 6.5229, loss: 6.5229, grad_norm: 5.2551 2020-10-24 02:38:04,417 - mmaction - INFO - Epoch [24][380/921] lr: 1.000e-02, eta: 1 day, 2:17:27, time: 1.311, data_time: 0.006, memory: 5811, loss_cls: 6.4786, loss: 6.4786, grad_norm: 5.2259 2020-10-24 02:38:30,411 - mmaction - INFO - Epoch [24][400/921] lr: 1.000e-02, eta: 1 day, 2:16:56, time: 1.299, data_time: 0.008, memory: 5811, loss_cls: 6.5318, loss: 6.5318, grad_norm: 5.1984 2020-10-24 02:38:57,102 - mmaction - INFO - Epoch [24][420/921] lr: 1.000e-02, eta: 1 day, 2:16:28, time: 1.335, data_time: 0.007, memory: 5811, loss_cls: 6.5957, loss: 6.5957, grad_norm: 5.3173 2020-10-24 02:39:23,224 - mmaction - INFO - Epoch [24][440/921] lr: 1.000e-02, eta: 1 day, 2:15:56, time: 1.298, data_time: 0.006, memory: 5811, loss_cls: 6.6295, loss: 6.6295, grad_norm: 5.2912 2020-10-24 02:39:49,472 - mmaction - INFO - Epoch [24][460/921] lr: 1.000e-02, eta: 1 day, 2:15:27, time: 1.321, data_time: 0.015, memory: 5811, loss_cls: 6.4157, loss: 6.4157, grad_norm: 5.3287 2020-10-24 02:40:16,320 - mmaction - INFO - Epoch [24][480/921] lr: 1.000e-02, eta: 1 day, 2:15:00, time: 1.337, data_time: 0.006, memory: 5811, loss_cls: 6.5724, loss: 6.5724, grad_norm: 5.1470 2020-10-24 02:40:42,784 - mmaction - INFO - Epoch [24][500/921] lr: 1.000e-02, eta: 1 day, 2:14:31, time: 1.329, data_time: 0.012, memory: 5811, loss_cls: 6.6565, loss: 6.6565, grad_norm: 5.3117 2020-10-24 02:41:08,848 - mmaction - INFO - Epoch [24][520/921] lr: 1.000e-02, eta: 1 day, 2:14:00, time: 1.305, data_time: 0.005, memory: 5811, loss_cls: 6.5331, loss: 6.5331, grad_norm: 5.2816 2020-10-24 02:41:35,294 - mmaction - INFO - Epoch [24][540/921] lr: 1.000e-02, eta: 1 day, 2:13:30, time: 1.314, data_time: 0.003, memory: 5811, loss_cls: 6.4887, loss: 6.4887, grad_norm: 5.1768 2020-10-24 02:42:01,822 - mmaction - INFO - Epoch [24][560/921] lr: 1.000e-02, eta: 1 day, 2:13:03, time: 1.334, data_time: 0.015, memory: 5811, loss_cls: 6.4448, loss: 6.4448, grad_norm: 5.1523 2020-10-24 02:42:27,910 - mmaction - INFO - Epoch [24][580/921] lr: 1.000e-02, eta: 1 day, 2:12:31, time: 1.295, data_time: 0.004, memory: 5811, loss_cls: 6.4549, loss: 6.4549, grad_norm: 5.2515 2020-10-24 02:42:53,452 - mmaction - INFO - Epoch [24][600/921] lr: 1.000e-02, eta: 1 day, 2:11:58, time: 1.285, data_time: 0.015, memory: 5811, loss_cls: 6.6342, loss: 6.6342, grad_norm: 5.2584 2020-10-24 02:43:19,845 - mmaction - INFO - Epoch [24][620/921] lr: 1.000e-02, eta: 1 day, 2:11:29, time: 1.323, data_time: 0.006, memory: 5811, loss_cls: 6.6197, loss: 6.6197, grad_norm: 5.2835 2020-10-24 02:43:46,088 - mmaction - INFO - Epoch [24][640/921] lr: 1.000e-02, eta: 1 day, 2:10:59, time: 1.312, data_time: 0.002, memory: 5811, loss_cls: 6.5026, loss: 6.5026, grad_norm: 5.2952 2020-10-24 02:44:12,173 - mmaction - INFO - Epoch [24][660/921] lr: 1.000e-02, eta: 1 day, 2:10:27, time: 1.303, data_time: 0.002, memory: 5811, loss_cls: 6.3912, loss: 6.3912, grad_norm: 5.1284 2020-10-24 02:44:38,279 - mmaction - INFO - Epoch [24][680/921] lr: 1.000e-02, eta: 1 day, 2:09:57, time: 1.305, data_time: 0.005, memory: 5811, loss_cls: 6.4798, loss: 6.4798, grad_norm: 5.2744 2020-10-24 02:45:04,463 - mmaction - INFO - Epoch [24][700/921] lr: 1.000e-02, eta: 1 day, 2:09:26, time: 1.311, data_time: 0.004, memory: 5811, loss_cls: 6.7102, loss: 6.7102, grad_norm: 5.4261 2020-10-24 02:45:30,482 - mmaction - INFO - Epoch [24][720/921] lr: 1.000e-02, eta: 1 day, 2:08:54, time: 1.293, data_time: 0.004, memory: 5811, loss_cls: 6.6065, loss: 6.6065, grad_norm: 5.2454 2020-10-24 02:45:56,335 - mmaction - INFO - Epoch [24][740/921] lr: 1.000e-02, eta: 1 day, 2:08:23, time: 1.297, data_time: 0.011, memory: 5811, loss_cls: 6.3315, loss: 6.3315, grad_norm: 5.1866 2020-10-24 02:46:22,662 - mmaction - INFO - Epoch [24][760/921] lr: 1.000e-02, eta: 1 day, 2:07:53, time: 1.319, data_time: 0.005, memory: 5811, loss_cls: 6.5354, loss: 6.5354, grad_norm: 5.2499 2020-10-24 02:46:48,793 - mmaction - INFO - Epoch [24][780/921] lr: 1.000e-02, eta: 1 day, 2:07:23, time: 1.308, data_time: 0.004, memory: 5811, loss_cls: 6.5980, loss: 6.5980, grad_norm: 5.1754 2020-10-24 02:47:15,153 - mmaction - INFO - Epoch [24][800/921] lr: 1.000e-02, eta: 1 day, 2:06:52, time: 1.308, data_time: 0.004, memory: 5811, loss_cls: 6.4895, loss: 6.4895, grad_norm: 5.1848 2020-10-24 02:47:41,364 - mmaction - INFO - Epoch [24][820/921] lr: 1.000e-02, eta: 1 day, 2:06:22, time: 1.311, data_time: 0.014, memory: 5811, loss_cls: 6.6632, loss: 6.6632, grad_norm: 5.2342 2020-10-24 02:48:07,322 - mmaction - INFO - Epoch [24][840/921] lr: 1.000e-02, eta: 1 day, 2:05:51, time: 1.298, data_time: 0.011, memory: 5811, loss_cls: 6.5946, loss: 6.5946, grad_norm: 5.3662 2020-10-24 02:48:33,307 - mmaction - INFO - Epoch [24][860/921] lr: 1.000e-02, eta: 1 day, 2:05:21, time: 1.309, data_time: 0.015, memory: 5811, loss_cls: 6.6256, loss: 6.6256, grad_norm: 5.2062 2020-10-24 02:48:59,469 - mmaction - INFO - Epoch [24][880/921] lr: 1.000e-02, eta: 1 day, 2:04:50, time: 1.308, data_time: 0.002, memory: 5811, loss_cls: 6.5100, loss: 6.5100, grad_norm: 5.2784 2020-10-24 02:49:25,142 - mmaction - INFO - Epoch [24][900/921] lr: 1.000e-02, eta: 1 day, 2:04:17, time: 1.284, data_time: 0.001, memory: 5811, loss_cls: 6.2970, loss: 6.2970, grad_norm: 5.1536 2020-10-24 02:49:50,258 - mmaction - INFO - Epoch [24][920/921] lr: 1.000e-02, eta: 1 day, 2:03:41, time: 1.255, data_time: 0.008, memory: 5811, loss_cls: 6.5438, loss: 6.5438, grad_norm: 5.2570 2020-10-24 02:50:31,530 - mmaction - INFO - Epoch [25][20/921] lr: 1.000e-02, eta: 1 day, 2:04:17, time: 1.994, data_time: 0.923, memory: 5811, loss_cls: 6.5068, loss: 6.5068, grad_norm: 5.2451 2020-10-24 02:50:59,197 - mmaction - INFO - Epoch [25][40/921] lr: 1.000e-02, eta: 1 day, 2:03:54, time: 1.382, data_time: 0.006, memory: 5811, loss_cls: 6.4031, loss: 6.4031, grad_norm: 5.2640 2020-10-24 02:51:26,206 - mmaction - INFO - Epoch [25][60/921] lr: 1.000e-02, eta: 1 day, 2:03:29, time: 1.353, data_time: 0.009, memory: 5811, loss_cls: 6.3332, loss: 6.3332, grad_norm: 5.0668 2020-10-24 02:51:53,628 - mmaction - INFO - Epoch [25][80/921] lr: 1.000e-02, eta: 1 day, 2:03:04, time: 1.361, data_time: 0.005, memory: 5811, loss_cls: 6.5092, loss: 6.5092, grad_norm: 5.2711 2020-10-24 02:52:19,582 - mmaction - INFO - Epoch [25][100/921] lr: 1.000e-02, eta: 1 day, 2:02:33, time: 1.304, data_time: 0.012, memory: 5811, loss_cls: 6.5677, loss: 6.5677, grad_norm: 5.3145 2020-10-24 02:52:46,490 - mmaction - INFO - Epoch [25][120/921] lr: 1.000e-02, eta: 1 day, 2:02:07, time: 1.346, data_time: 0.005, memory: 5811, loss_cls: 6.4764, loss: 6.4764, grad_norm: 5.1896 2020-10-24 02:53:12,670 - mmaction - INFO - Epoch [25][140/921] lr: 1.000e-02, eta: 1 day, 2:01:37, time: 1.310, data_time: 0.005, memory: 5811, loss_cls: 6.4471, loss: 6.4471, grad_norm: 5.2331 2020-10-24 02:53:39,188 - mmaction - INFO - Epoch [25][160/921] lr: 1.000e-02, eta: 1 day, 2:01:08, time: 1.324, data_time: 0.004, memory: 5811, loss_cls: 6.4798, loss: 6.4798, grad_norm: 5.1936 2020-10-24 02:54:05,971 - mmaction - INFO - Epoch [25][180/921] lr: 1.000e-02, eta: 1 day, 2:00:40, time: 1.331, data_time: 0.007, memory: 5811, loss_cls: 6.4814, loss: 6.4814, grad_norm: 5.2066 2020-10-24 02:54:33,156 - mmaction - INFO - Epoch [25][200/921] lr: 1.000e-02, eta: 1 day, 2:00:16, time: 1.368, data_time: 0.015, memory: 5811, loss_cls: 6.4873, loss: 6.4873, grad_norm: 5.2672 2020-10-24 02:54:59,603 - mmaction - INFO - Epoch [25][220/921] lr: 1.000e-02, eta: 1 day, 1:59:47, time: 1.323, data_time: 0.005, memory: 5811, loss_cls: 6.5463, loss: 6.5463, grad_norm: 5.1484 2020-10-24 02:55:26,063 - mmaction - INFO - Epoch [25][240/921] lr: 1.000e-02, eta: 1 day, 1:59:18, time: 1.321, data_time: 0.005, memory: 5811, loss_cls: 6.5214, loss: 6.5214, grad_norm: 5.2220 2020-10-24 02:55:52,774 - mmaction - INFO - Epoch [25][260/921] lr: 1.000e-02, eta: 1 day, 1:58:51, time: 1.338, data_time: 0.008, memory: 5811, loss_cls: 6.3578, loss: 6.3578, grad_norm: 5.2434 2020-10-24 02:56:18,270 - mmaction - INFO - Epoch [25][280/921] lr: 1.000e-02, eta: 1 day, 1:58:17, time: 1.268, data_time: 0.003, memory: 5811, loss_cls: 6.3598, loss: 6.3598, grad_norm: 5.1849 2020-10-24 02:56:44,295 - mmaction - INFO - Epoch [25][300/921] lr: 1.000e-02, eta: 1 day, 1:57:46, time: 1.308, data_time: 0.010, memory: 5811, loss_cls: 6.5947, loss: 6.5947, grad_norm: 5.3201 2020-10-24 02:57:10,517 - mmaction - INFO - Epoch [25][320/921] lr: 1.000e-02, eta: 1 day, 1:57:16, time: 1.309, data_time: 0.004, memory: 5811, loss_cls: 6.5003, loss: 6.5003, grad_norm: 5.3172 2020-10-24 02:57:36,901 - mmaction - INFO - Epoch [25][340/921] lr: 1.000e-02, eta: 1 day, 1:56:47, time: 1.320, data_time: 0.008, memory: 5811, loss_cls: 6.3285, loss: 6.3285, grad_norm: 5.3466 2020-10-24 02:58:03,307 - mmaction - INFO - Epoch [25][360/921] lr: 1.000e-02, eta: 1 day, 1:56:18, time: 1.320, data_time: 0.005, memory: 5811, loss_cls: 6.6352, loss: 6.6352, grad_norm: 5.2169 2020-10-24 02:58:29,169 - mmaction - INFO - Epoch [25][380/921] lr: 1.000e-02, eta: 1 day, 1:55:46, time: 1.296, data_time: 0.005, memory: 5811, loss_cls: 6.6744, loss: 6.6744, grad_norm: 5.1939 2020-10-24 02:58:56,048 - mmaction - INFO - Epoch [25][400/921] lr: 1.000e-02, eta: 1 day, 1:55:20, time: 1.342, data_time: 0.005, memory: 5811, loss_cls: 6.4239, loss: 6.4239, grad_norm: 5.1311 2020-10-24 02:59:22,224 - mmaction - INFO - Epoch [25][420/921] lr: 1.000e-02, eta: 1 day, 1:54:49, time: 1.309, data_time: 0.004, memory: 5811, loss_cls: 6.5472, loss: 6.5472, grad_norm: 5.1788 2020-10-24 02:59:48,178 - mmaction - INFO - Epoch [25][440/921] lr: 1.000e-02, eta: 1 day, 1:54:18, time: 1.300, data_time: 0.003, memory: 5811, loss_cls: 6.3597, loss: 6.3597, grad_norm: 5.1301 2020-10-24 03:00:15,055 - mmaction - INFO - Epoch [25][460/921] lr: 1.000e-02, eta: 1 day, 1:53:51, time: 1.336, data_time: 0.005, memory: 5811, loss_cls: 6.5766, loss: 6.5766, grad_norm: 5.1488 2020-10-24 03:00:41,478 - mmaction - INFO - Epoch [25][480/921] lr: 1.000e-02, eta: 1 day, 1:53:23, time: 1.327, data_time: 0.014, memory: 5811, loss_cls: 6.5203, loss: 6.5203, grad_norm: 5.3907 2020-10-24 03:01:07,452 - mmaction - INFO - Epoch [25][500/921] lr: 1.000e-02, eta: 1 day, 1:52:52, time: 1.298, data_time: 0.005, memory: 5811, loss_cls: 6.6224, loss: 6.6224, grad_norm: 5.3087 2020-10-24 03:01:33,536 - mmaction - INFO - Epoch [25][520/921] lr: 1.000e-02, eta: 1 day, 1:52:21, time: 1.305, data_time: 0.004, memory: 5811, loss_cls: 6.5435, loss: 6.5435, grad_norm: 5.1225 2020-10-24 03:01:59,888 - mmaction - INFO - Epoch [25][540/921] lr: 1.000e-02, eta: 1 day, 1:51:52, time: 1.319, data_time: 0.004, memory: 5811, loss_cls: 6.4312, loss: 6.4312, grad_norm: 5.1692 2020-10-24 03:02:26,472 - mmaction - INFO - Epoch [25][560/921] lr: 1.000e-02, eta: 1 day, 1:51:24, time: 1.328, data_time: 0.002, memory: 5811, loss_cls: 6.6157, loss: 6.6157, grad_norm: 5.2977 2020-10-24 03:02:51,934 - mmaction - INFO - Epoch [25][580/921] lr: 1.000e-02, eta: 1 day, 1:50:50, time: 1.271, data_time: 0.003, memory: 5811, loss_cls: 6.4224, loss: 6.4224, grad_norm: 5.1136 2020-10-24 03:03:18,560 - mmaction - INFO - Epoch [25][600/921] lr: 1.000e-02, eta: 1 day, 1:50:22, time: 1.329, data_time: 0.009, memory: 5811, loss_cls: 6.4176, loss: 6.4176, grad_norm: 5.2277 2020-10-24 03:03:45,160 - mmaction - INFO - Epoch [25][620/921] lr: 1.000e-02, eta: 1 day, 1:49:55, time: 1.335, data_time: 0.008, memory: 5811, loss_cls: 6.5902, loss: 6.5902, grad_norm: 5.1881 2020-10-24 03:04:11,998 - mmaction - INFO - Epoch [25][640/921] lr: 1.000e-02, eta: 1 day, 1:49:28, time: 1.339, data_time: 0.003, memory: 5811, loss_cls: 6.3332, loss: 6.3332, grad_norm: 5.1329 2020-10-24 03:04:38,628 - mmaction - INFO - Epoch [25][660/921] lr: 1.000e-02, eta: 1 day, 1:49:00, time: 1.334, data_time: 0.007, memory: 5811, loss_cls: 6.4950, loss: 6.4950, grad_norm: 5.2768 2020-10-24 03:05:04,689 - mmaction - INFO - Epoch [25][680/921] lr: 1.000e-02, eta: 1 day, 1:48:29, time: 1.301, data_time: 0.004, memory: 5811, loss_cls: 6.4437, loss: 6.4437, grad_norm: 5.2207 2020-10-24 03:05:31,031 - mmaction - INFO - Epoch [25][700/921] lr: 1.000e-02, eta: 1 day, 1:48:00, time: 1.321, data_time: 0.007, memory: 5811, loss_cls: 6.5135, loss: 6.5135, grad_norm: 5.2122 2020-10-24 03:05:58,217 - mmaction - INFO - Epoch [25][720/921] lr: 1.000e-02, eta: 1 day, 1:47:35, time: 1.353, data_time: 0.003, memory: 5811, loss_cls: 6.5629, loss: 6.5629, grad_norm: 5.3629 2020-10-24 03:06:24,961 - mmaction - INFO - Epoch [25][740/921] lr: 1.000e-02, eta: 1 day, 1:47:08, time: 1.337, data_time: 0.012, memory: 5811, loss_cls: 6.5396, loss: 6.5396, grad_norm: 5.2857 2020-10-24 03:06:51,209 - mmaction - INFO - Epoch [25][760/921] lr: 1.000e-02, eta: 1 day, 1:46:39, time: 1.320, data_time: 0.011, memory: 5811, loss_cls: 6.5955, loss: 6.5955, grad_norm: 5.3335 2020-10-24 03:07:18,235 - mmaction - INFO - Epoch [25][780/921] lr: 1.000e-02, eta: 1 day, 1:46:12, time: 1.344, data_time: 0.003, memory: 5811, loss_cls: 6.4596, loss: 6.4596, grad_norm: 5.1461 2020-10-24 03:07:44,563 - mmaction - INFO - Epoch [25][800/921] lr: 1.000e-02, eta: 1 day, 1:45:44, time: 1.322, data_time: 0.009, memory: 5811, loss_cls: 6.2738, loss: 6.2738, grad_norm: 5.0382 2020-10-24 03:08:11,023 - mmaction - INFO - Epoch [25][820/921] lr: 1.000e-02, eta: 1 day, 1:45:15, time: 1.324, data_time: 0.004, memory: 5811, loss_cls: 6.4819, loss: 6.4819, grad_norm: 5.2655 2020-10-24 03:08:37,958 - mmaction - INFO - Epoch [25][840/921] lr: 1.000e-02, eta: 1 day, 1:44:49, time: 1.340, data_time: 0.004, memory: 5811, loss_cls: 6.3833, loss: 6.3833, grad_norm: 5.1554 2020-10-24 03:09:04,171 - mmaction - INFO - Epoch [25][860/921] lr: 1.000e-02, eta: 1 day, 1:44:19, time: 1.310, data_time: 0.008, memory: 5811, loss_cls: 6.5180, loss: 6.5180, grad_norm: 5.3230 2020-10-24 03:09:30,411 - mmaction - INFO - Epoch [25][880/921] lr: 1.000e-02, eta: 1 day, 1:43:49, time: 1.314, data_time: 0.012, memory: 5811, loss_cls: 6.4933, loss: 6.4933, grad_norm: 5.2572 2020-10-24 03:09:56,846 - mmaction - INFO - Epoch [25][900/921] lr: 1.000e-02, eta: 1 day, 1:43:21, time: 1.326, data_time: 0.007, memory: 5811, loss_cls: 6.5608, loss: 6.5608, grad_norm: 5.1574 2020-10-24 03:10:21,511 - mmaction - INFO - Epoch [25][920/921] lr: 1.000e-02, eta: 1 day, 1:42:44, time: 1.234, data_time: 0.003, memory: 5811, loss_cls: 6.3745, loss: 6.3745, grad_norm: 5.1640 2020-10-24 03:10:35,982 - mmaction - INFO - Saving checkpoint at 25 epochs 2020-10-24 03:12:36,049 - mmaction - INFO - Evaluating mean_average_precision... 2020-10-24 03:12:36,768 - mmaction - INFO - mean_average_precision 0.5221 2020-10-24 03:12:36,778 - mmaction - INFO - Epoch(val) [25][921] mean_average_precision: 0.5221 2020-10-24 03:13:11,997 - mmaction - INFO - Epoch [26][20/921] lr: 1.000e-02, eta: 1 day, 1:42:50, time: 1.758, data_time: 0.830, memory: 5811, loss_cls: 6.3940, loss: 6.3940, grad_norm: 5.0791 2020-10-24 03:13:39,676 - mmaction - INFO - Epoch [26][40/921] lr: 1.000e-02, eta: 1 day, 1:42:28, time: 1.386, data_time: 0.055, memory: 5811, loss_cls: 6.4234, loss: 6.4234, grad_norm: 5.2633 2020-10-24 03:14:06,775 - mmaction - INFO - Epoch [26][60/921] lr: 1.000e-02, eta: 1 day, 1:42:03, time: 1.352, data_time: 0.002, memory: 5811, loss_cls: 6.4239, loss: 6.4239, grad_norm: 5.2537 2020-10-24 03:14:34,042 - mmaction - INFO - Epoch [26][80/921] lr: 1.000e-02, eta: 1 day, 1:41:38, time: 1.364, data_time: 0.008, memory: 5811, loss_cls: 6.5255, loss: 6.5255, grad_norm: 5.2763 2020-10-24 03:15:00,724 - mmaction - INFO - Epoch [26][100/921] lr: 1.000e-02, eta: 1 day, 1:41:11, time: 1.334, data_time: 0.009, memory: 5811, loss_cls: 6.5896, loss: 6.5896, grad_norm: 5.3133 2020-10-24 03:15:27,825 - mmaction - INFO - Epoch [26][120/921] lr: 1.000e-02, eta: 1 day, 1:40:46, time: 1.359, data_time: 0.006, memory: 5811, loss_cls: 6.4591, loss: 6.4591, grad_norm: 5.2532 2020-10-24 03:15:54,417 - mmaction - INFO - Epoch [26][140/921] lr: 1.000e-02, eta: 1 day, 1:40:18, time: 1.329, data_time: 0.001, memory: 5811, loss_cls: 6.3922, loss: 6.3922, grad_norm: 5.2189 2020-10-24 03:16:21,219 - mmaction - INFO - Epoch [26][160/921] lr: 1.000e-02, eta: 1 day, 1:39:51, time: 1.340, data_time: 0.002, memory: 5811, loss_cls: 6.3562, loss: 6.3562, grad_norm: 5.1794 2020-10-24 03:16:48,011 - mmaction - INFO - Epoch [26][180/921] lr: 1.000e-02, eta: 1 day, 1:39:24, time: 1.339, data_time: 0.001, memory: 5811, loss_cls: 6.4839, loss: 6.4839, grad_norm: 5.2408 2020-10-24 03:17:15,325 - mmaction - INFO - Epoch [26][200/921] lr: 1.000e-02, eta: 1 day, 1:38:58, time: 1.352, data_time: 0.002, memory: 5811, loss_cls: 6.4476, loss: 6.4476, grad_norm: 5.2572 2020-10-24 03:17:41,697 - mmaction - INFO - Epoch [26][220/921] lr: 1.000e-02, eta: 1 day, 1:38:30, time: 1.331, data_time: 0.015, memory: 5811, loss_cls: 6.5230, loss: 6.5230, grad_norm: 5.2759 2020-10-24 03:18:08,939 - mmaction - INFO - Epoch [26][240/921] lr: 1.000e-02, eta: 1 day, 1:38:06, time: 1.363, data_time: 0.002, memory: 5811, loss_cls: 6.3997, loss: 6.3997, grad_norm: 5.2856 2020-10-24 03:18:36,127 - mmaction - INFO - Epoch [26][260/921] lr: 1.000e-02, eta: 1 day, 1:37:40, time: 1.355, data_time: 0.002, memory: 5811, loss_cls: 6.4685, loss: 6.4685, grad_norm: 5.1778 2020-10-24 03:19:03,203 - mmaction - INFO - Epoch [26][280/921] lr: 1.000e-02, eta: 1 day, 1:37:15, time: 1.354, data_time: 0.007, memory: 5811, loss_cls: 6.5480, loss: 6.5480, grad_norm: 5.3470 2020-10-24 03:19:30,198 - mmaction - INFO - Epoch [26][300/921] lr: 1.000e-02, eta: 1 day, 1:36:49, time: 1.350, data_time: 0.006, memory: 5811, loss_cls: 6.6466, loss: 6.6466, grad_norm: 5.2847 2020-10-24 03:19:57,631 - mmaction - INFO - Epoch [26][320/921] lr: 1.000e-02, eta: 1 day, 1:36:25, time: 1.373, data_time: 0.007, memory: 5811, loss_cls: 6.3917, loss: 6.3917, grad_norm: 5.1623 2020-10-24 03:20:24,747 - mmaction - INFO - Epoch [26][340/921] lr: 1.000e-02, eta: 1 day, 1:36:00, time: 1.357, data_time: 0.003, memory: 5811, loss_cls: 6.3514, loss: 6.3514, grad_norm: 5.1807 2020-10-24 03:20:51,559 - mmaction - INFO - Epoch [26][360/921] lr: 1.000e-02, eta: 1 day, 1:35:33, time: 1.341, data_time: 0.003, memory: 5811, loss_cls: 6.3255, loss: 6.3255, grad_norm: 5.1144 2020-10-24 03:21:18,157 - mmaction - INFO - Epoch [26][380/921] lr: 1.000e-02, eta: 1 day, 1:35:05, time: 1.324, data_time: 0.002, memory: 5811, loss_cls: 6.4662, loss: 6.4662, grad_norm: 5.2173 2020-10-24 03:21:45,571 - mmaction - INFO - Epoch [26][400/921] lr: 1.000e-02, eta: 1 day, 1:34:41, time: 1.374, data_time: 0.012, memory: 5811, loss_cls: 6.5171, loss: 6.5171, grad_norm: 5.3565 2020-10-24 03:22:12,489 - mmaction - INFO - Epoch [26][420/921] lr: 1.000e-02, eta: 1 day, 1:34:15, time: 1.348, data_time: 0.004, memory: 5811, loss_cls: 6.5032, loss: 6.5032, grad_norm: 5.2371 2020-10-24 03:22:39,322 - mmaction - INFO - Epoch [26][440/921] lr: 1.000e-02, eta: 1 day, 1:33:48, time: 1.341, data_time: 0.002, memory: 5811, loss_cls: 6.4347, loss: 6.4347, grad_norm: 5.1989 2020-10-24 03:23:06,226 - mmaction - INFO - Epoch [26][460/921] lr: 1.000e-02, eta: 1 day, 1:33:21, time: 1.341, data_time: 0.004, memory: 5811, loss_cls: 6.4509, loss: 6.4509, grad_norm: 5.2042 2020-10-24 03:23:32,526 - mmaction - INFO - Epoch [26][480/921] lr: 1.000e-02, eta: 1 day, 1:32:52, time: 1.318, data_time: 0.007, memory: 5811, loss_cls: 6.4094, loss: 6.4094, grad_norm: 5.2536 2020-10-24 03:23:59,583 - mmaction - INFO - Epoch [26][500/921] lr: 1.000e-02, eta: 1 day, 1:32:26, time: 1.349, data_time: 0.005, memory: 5811, loss_cls: 6.3745, loss: 6.3745, grad_norm: 5.1870 2020-10-24 03:24:26,743 - mmaction - INFO - Epoch [26][520/921] lr: 1.000e-02, eta: 1 day, 1:32:01, time: 1.359, data_time: 0.009, memory: 5811, loss_cls: 6.5098, loss: 6.5098, grad_norm: 5.2515 2020-10-24 03:24:53,821 - mmaction - INFO - Epoch [26][540/921] lr: 1.000e-02, eta: 1 day, 1:31:36, time: 1.360, data_time: 0.008, memory: 5811, loss_cls: 6.5176, loss: 6.5176, grad_norm: 5.2343 2020-10-24 03:25:21,220 - mmaction - INFO - Epoch [26][560/921] lr: 1.000e-02, eta: 1 day, 1:31:12, time: 1.370, data_time: 0.001, memory: 5811, loss_cls: 6.4936, loss: 6.4936, grad_norm: 5.1756 2020-10-24 03:25:47,834 - mmaction - INFO - Epoch [26][580/921] lr: 1.000e-02, eta: 1 day, 1:30:44, time: 1.330, data_time: 0.003, memory: 5811, loss_cls: 6.5432, loss: 6.5432, grad_norm: 5.2667 2020-10-24 03:26:14,672 - mmaction - INFO - Epoch [26][600/921] lr: 1.000e-02, eta: 1 day, 1:30:18, time: 1.342, data_time: 0.002, memory: 5811, loss_cls: 6.4996, loss: 6.4996, grad_norm: 5.1385 2020-10-24 03:26:42,010 - mmaction - INFO - Epoch [26][620/921] lr: 1.000e-02, eta: 1 day, 1:29:53, time: 1.367, data_time: 0.002, memory: 5811, loss_cls: 6.5567, loss: 6.5567, grad_norm: 5.1577 2020-10-24 03:27:08,853 - mmaction - INFO - Epoch [26][640/921] lr: 1.000e-02, eta: 1 day, 1:29:26, time: 1.340, data_time: 0.001, memory: 5811, loss_cls: 6.5133, loss: 6.5133, grad_norm: 5.1475 2020-10-24 03:27:36,212 - mmaction - INFO - Epoch [26][660/921] lr: 1.000e-02, eta: 1 day, 1:29:02, time: 1.370, data_time: 0.004, memory: 5811, loss_cls: 6.4304, loss: 6.4304, grad_norm: 5.1922 2020-10-24 03:28:03,298 - mmaction - INFO - Epoch [26][680/921] lr: 1.000e-02, eta: 1 day, 1:28:37, time: 1.354, data_time: 0.002, memory: 5811, loss_cls: 6.3437, loss: 6.3437, grad_norm: 5.1442 2020-10-24 03:28:30,093 - mmaction - INFO - Epoch [26][700/921] lr: 1.000e-02, eta: 1 day, 1:28:10, time: 1.338, data_time: 0.002, memory: 5811, loss_cls: 6.3828, loss: 6.3828, grad_norm: 5.1367 2020-10-24 03:28:56,465 - mmaction - INFO - Epoch [26][720/921] lr: 1.000e-02, eta: 1 day, 1:27:40, time: 1.316, data_time: 0.004, memory: 5811, loss_cls: 6.6155, loss: 6.6155, grad_norm: 5.2819 2020-10-24 03:29:23,865 - mmaction - INFO - Epoch [26][740/921] lr: 1.000e-02, eta: 1 day, 1:27:17, time: 1.374, data_time: 0.005, memory: 5811, loss_cls: 6.5190, loss: 6.5190, grad_norm: 5.2013 2020-10-24 03:29:50,683 - mmaction - INFO - Epoch [26][760/921] lr: 1.000e-02, eta: 1 day, 1:26:49, time: 1.336, data_time: 0.003, memory: 5811, loss_cls: 6.3091, loss: 6.3091, grad_norm: 5.1903 2020-10-24 03:30:17,783 - mmaction - INFO - Epoch [26][780/921] lr: 1.000e-02, eta: 1 day, 1:26:24, time: 1.353, data_time: 0.012, memory: 5811, loss_cls: 6.4300, loss: 6.4300, grad_norm: 5.1601 2020-10-24 03:30:44,016 - mmaction - INFO - Epoch [26][800/921] lr: 1.000e-02, eta: 1 day, 1:25:55, time: 1.318, data_time: 0.009, memory: 5811, loss_cls: 6.3582, loss: 6.3582, grad_norm: 5.1005 2020-10-24 03:31:10,260 - mmaction - INFO - Epoch [26][820/921] lr: 1.000e-02, eta: 1 day, 1:25:25, time: 1.312, data_time: 0.005, memory: 5811, loss_cls: 6.4695, loss: 6.4695, grad_norm: 5.2334 2020-10-24 03:31:37,373 - mmaction - INFO - Epoch [26][840/921] lr: 1.000e-02, eta: 1 day, 1:24:59, time: 1.348, data_time: 0.002, memory: 5811, loss_cls: 6.5178, loss: 6.5178, grad_norm: 5.1925 2020-10-24 03:32:03,778 - mmaction - INFO - Epoch [26][860/921] lr: 1.000e-02, eta: 1 day, 1:24:31, time: 1.323, data_time: 0.011, memory: 5811, loss_cls: 6.5719, loss: 6.5719, grad_norm: 5.3754 2020-10-24 03:32:29,683 - mmaction - INFO - Epoch [26][880/921] lr: 1.000e-02, eta: 1 day, 1:24:00, time: 1.298, data_time: 0.007, memory: 5811, loss_cls: 6.5682, loss: 6.5682, grad_norm: 5.1826 2020-10-24 03:32:56,754 - mmaction - INFO - Epoch [26][900/921] lr: 1.000e-02, eta: 1 day, 1:23:34, time: 1.350, data_time: 0.004, memory: 5811, loss_cls: 6.4816, loss: 6.4816, grad_norm: 5.2218 2020-10-24 03:33:21,560 - mmaction - INFO - Epoch [26][920/921] lr: 1.000e-02, eta: 1 day, 1:22:58, time: 1.247, data_time: 0.011, memory: 5811, loss_cls: 6.4650, loss: 6.4650, grad_norm: 5.1164 2020-10-24 03:33:59,379 - mmaction - INFO - Epoch [27][20/921] lr: 1.000e-02, eta: 1 day, 1:23:10, time: 1.836, data_time: 1.098, memory: 5811, loss_cls: 6.3378, loss: 6.3378, grad_norm: 5.1274 2020-10-24 03:34:27,419 - mmaction - INFO - Epoch [27][40/921] lr: 1.000e-02, eta: 1 day, 1:22:48, time: 1.399, data_time: 0.100, memory: 5811, loss_cls: 6.3811, loss: 6.3811, grad_norm: 5.1831 2020-10-24 03:34:53,375 - mmaction - INFO - Epoch [27][60/921] lr: 1.000e-02, eta: 1 day, 1:22:18, time: 1.300, data_time: 0.007, memory: 5811, loss_cls: 6.4428, loss: 6.4428, grad_norm: 5.1612 2020-10-24 03:35:20,395 - mmaction - INFO - Epoch [27][80/921] lr: 1.000e-02, eta: 1 day, 1:21:51, time: 1.343, data_time: 0.002, memory: 5811, loss_cls: 6.2716, loss: 6.2716, grad_norm: 5.0210 2020-10-24 03:35:46,955 - mmaction - INFO - Epoch [27][100/921] lr: 1.000e-02, eta: 1 day, 1:21:22, time: 1.324, data_time: 0.011, memory: 5811, loss_cls: 6.4251, loss: 6.4251, grad_norm: 5.4151 2020-10-24 03:36:13,183 - mmaction - INFO - Epoch [27][120/921] lr: 1.000e-02, eta: 1 day, 1:20:54, time: 1.320, data_time: 0.014, memory: 5811, loss_cls: 6.4829, loss: 6.4829, grad_norm: 5.2099 2020-10-24 03:36:39,975 - mmaction - INFO - Epoch [27][140/921] lr: 1.000e-02, eta: 1 day, 1:20:27, time: 1.344, data_time: 0.006, memory: 5811, loss_cls: 6.3894, loss: 6.3894, grad_norm: 5.2003 2020-10-24 03:37:06,232 - mmaction - INFO - Epoch [27][160/921] lr: 1.000e-02, eta: 1 day, 1:19:58, time: 1.313, data_time: 0.003, memory: 5811, loss_cls: 6.5320, loss: 6.5320, grad_norm: 5.0933 2020-10-24 03:37:32,645 - mmaction - INFO - Epoch [27][180/921] lr: 1.000e-02, eta: 1 day, 1:19:28, time: 1.312, data_time: 0.004, memory: 5811, loss_cls: 6.4492, loss: 6.4492, grad_norm: 5.2072 2020-10-24 03:37:58,685 - mmaction - INFO - Epoch [27][200/921] lr: 1.000e-02, eta: 1 day, 1:18:58, time: 1.308, data_time: 0.013, memory: 5811, loss_cls: 6.3511, loss: 6.3511, grad_norm: 5.1813 2020-10-24 03:38:24,685 - mmaction - INFO - Epoch [27][220/921] lr: 1.000e-02, eta: 1 day, 1:18:28, time: 1.303, data_time: 0.007, memory: 5811, loss_cls: 6.3689, loss: 6.3689, grad_norm: 5.0886 2020-10-24 03:38:50,632 - mmaction - INFO - Epoch [27][240/921] lr: 1.000e-02, eta: 1 day, 1:17:56, time: 1.290, data_time: 0.002, memory: 5811, loss_cls: 6.4306, loss: 6.4306, grad_norm: 5.3048 2020-10-24 03:39:16,212 - mmaction - INFO - Epoch [27][260/921] lr: 1.000e-02, eta: 1 day, 1:17:24, time: 1.284, data_time: 0.010, memory: 5811, loss_cls: 6.4513, loss: 6.4513, grad_norm: 5.2019 2020-10-24 03:39:41,797 - mmaction - INFO - Epoch [27][280/921] lr: 1.000e-02, eta: 1 day, 1:16:52, time: 1.277, data_time: 0.005, memory: 5811, loss_cls: 6.4928, loss: 6.4928, grad_norm: 5.2857 2020-10-24 03:40:07,735 - mmaction - INFO - Epoch [27][300/921] lr: 1.000e-02, eta: 1 day, 1:16:21, time: 1.298, data_time: 0.006, memory: 5811, loss_cls: 6.3959, loss: 6.3959, grad_norm: 5.2299 2020-10-24 03:40:33,473 - mmaction - INFO - Epoch [27][320/921] lr: 1.000e-02, eta: 1 day, 1:15:49, time: 1.285, data_time: 0.005, memory: 5811, loss_cls: 6.5318, loss: 6.5318, grad_norm: 5.2248 2020-10-24 03:40:59,957 - mmaction - INFO - Epoch [27][340/921] lr: 1.000e-02, eta: 1 day, 1:15:21, time: 1.324, data_time: 0.011, memory: 5811, loss_cls: 6.3593, loss: 6.3593, grad_norm: 5.2875 2020-10-24 03:41:26,411 - mmaction - INFO - Epoch [27][360/921] lr: 1.000e-02, eta: 1 day, 1:14:53, time: 1.326, data_time: 0.019, memory: 5811, loss_cls: 6.5957, loss: 6.5957, grad_norm: 5.4779 2020-10-24 03:41:52,763 - mmaction - INFO - Epoch [27][380/921] lr: 1.000e-02, eta: 1 day, 1:14:24, time: 1.319, data_time: 0.005, memory: 5811, loss_cls: 6.4350, loss: 6.4350, grad_norm: 5.2498 2020-10-24 03:42:18,999 - mmaction - INFO - Epoch [27][400/921] lr: 1.000e-02, eta: 1 day, 1:13:54, time: 1.308, data_time: 0.004, memory: 5811, loss_cls: 6.4939, loss: 6.4939, grad_norm: 5.3688 2020-10-24 03:42:44,893 - mmaction - INFO - Epoch [27][420/921] lr: 1.000e-02, eta: 1 day, 1:13:24, time: 1.298, data_time: 0.007, memory: 5811, loss_cls: 6.4719, loss: 6.4719, grad_norm: 5.4249 2020-10-24 03:43:10,682 - mmaction - INFO - Epoch [27][440/921] lr: 1.000e-02, eta: 1 day, 1:12:52, time: 1.287, data_time: 0.004, memory: 5811, loss_cls: 6.3727, loss: 6.3727, grad_norm: 5.1551 2020-10-24 03:43:36,295 - mmaction - INFO - Epoch [27][460/921] lr: 1.000e-02, eta: 1 day, 1:12:20, time: 1.282, data_time: 0.004, memory: 5811, loss_cls: 6.3716, loss: 6.3716, grad_norm: 5.2693 2020-10-24 03:44:02,391 - mmaction - INFO - Epoch [27][480/921] lr: 1.000e-02, eta: 1 day, 1:11:50, time: 1.300, data_time: 0.003, memory: 5811, loss_cls: 6.3599, loss: 6.3599, grad_norm: 5.2070 2020-10-24 03:44:28,490 - mmaction - INFO - Epoch [27][500/921] lr: 1.000e-02, eta: 1 day, 1:11:20, time: 1.308, data_time: 0.009, memory: 5811, loss_cls: 6.5232, loss: 6.5232, grad_norm: 5.2445 2020-10-24 03:44:54,586 - mmaction - INFO - Epoch [27][520/921] lr: 1.000e-02, eta: 1 day, 1:10:50, time: 1.307, data_time: 0.010, memory: 5811, loss_cls: 6.4485, loss: 6.4485, grad_norm: 5.2674 2020-10-24 03:45:21,293 - mmaction - INFO - Epoch [27][540/921] lr: 1.000e-02, eta: 1 day, 1:10:23, time: 1.334, data_time: 0.002, memory: 5811, loss_cls: 6.6453, loss: 6.6453, grad_norm: 5.3989 2020-10-24 03:45:47,798 - mmaction - INFO - Epoch [27][560/921] lr: 1.000e-02, eta: 1 day, 1:09:55, time: 1.323, data_time: 0.004, memory: 5811, loss_cls: 6.4087, loss: 6.4087, grad_norm: 5.1238 2020-10-24 03:46:13,822 - mmaction - INFO - Epoch [27][580/921] lr: 1.000e-02, eta: 1 day, 1:09:24, time: 1.299, data_time: 0.009, memory: 5811, loss_cls: 6.3928, loss: 6.3928, grad_norm: 5.0530 2020-10-24 03:46:39,792 - mmaction - INFO - Epoch [27][600/921] lr: 1.000e-02, eta: 1 day, 1:08:54, time: 1.301, data_time: 0.009, memory: 5811, loss_cls: 6.4803, loss: 6.4803, grad_norm: 5.2505 2020-10-24 03:47:05,805 - mmaction - INFO - Epoch [27][620/921] lr: 1.000e-02, eta: 1 day, 1:08:24, time: 1.304, data_time: 0.005, memory: 5811, loss_cls: 6.4712, loss: 6.4712, grad_norm: 5.2632 2020-10-24 03:47:31,197 - mmaction - INFO - Epoch [27][640/921] lr: 1.000e-02, eta: 1 day, 1:07:50, time: 1.262, data_time: 0.001, memory: 5811, loss_cls: 6.3037, loss: 6.3037, grad_norm: 5.0790 2020-10-24 03:47:57,174 - mmaction - INFO - Epoch [27][660/921] lr: 1.000e-02, eta: 1 day, 1:07:20, time: 1.304, data_time: 0.010, memory: 5811, loss_cls: 6.4585, loss: 6.4585, grad_norm: 5.1585 2020-10-24 03:48:23,500 - mmaction - INFO - Epoch [27][680/921] lr: 1.000e-02, eta: 1 day, 1:06:51, time: 1.314, data_time: 0.005, memory: 5811, loss_cls: 6.4806, loss: 6.4806, grad_norm: 5.1866 2020-10-24 03:48:49,428 - mmaction - INFO - Epoch [27][700/921] lr: 1.000e-02, eta: 1 day, 1:06:21, time: 1.297, data_time: 0.019, memory: 5811, loss_cls: 6.5146, loss: 6.5146, grad_norm: 5.3251 2020-10-24 03:49:15,745 - mmaction - INFO - Epoch [27][720/921] lr: 1.000e-02, eta: 1 day, 1:05:52, time: 1.319, data_time: 0.007, memory: 5811, loss_cls: 6.4918, loss: 6.4918, grad_norm: 5.3383 2020-10-24 03:49:40,721 - mmaction - INFO - Epoch [27][740/921] lr: 1.000e-02, eta: 1 day, 1:05:17, time: 1.248, data_time: 0.002, memory: 5811, loss_cls: 6.3527, loss: 6.3527, grad_norm: 5.1685 2020-10-24 03:50:07,009 - mmaction - INFO - Epoch [27][760/921] lr: 1.000e-02, eta: 1 day, 1:04:48, time: 1.311, data_time: 0.002, memory: 5811, loss_cls: 6.5402, loss: 6.5402, grad_norm: 5.2281 2020-10-24 03:50:33,356 - mmaction - INFO - Epoch [27][780/921] lr: 1.000e-02, eta: 1 day, 1:04:19, time: 1.318, data_time: 0.008, memory: 5811, loss_cls: 6.4031, loss: 6.4031, grad_norm: 5.1732 2020-10-24 03:51:00,316 - mmaction - INFO - Epoch [27][800/921] lr: 1.000e-02, eta: 1 day, 1:03:54, time: 1.352, data_time: 0.006, memory: 5811, loss_cls: 6.4210, loss: 6.4210, grad_norm: 5.1560 2020-10-24 03:51:26,648 - mmaction - INFO - Epoch [27][820/921] lr: 1.000e-02, eta: 1 day, 1:03:24, time: 1.312, data_time: 0.004, memory: 5811, loss_cls: 6.2630, loss: 6.2630, grad_norm: 5.1353 2020-10-24 03:51:53,073 - mmaction - INFO - Epoch [27][840/921] lr: 1.000e-02, eta: 1 day, 1:02:56, time: 1.323, data_time: 0.010, memory: 5811, loss_cls: 6.3166, loss: 6.3166, grad_norm: 5.1588 2020-10-24 03:52:19,248 - mmaction - INFO - Epoch [27][860/921] lr: 1.000e-02, eta: 1 day, 1:02:27, time: 1.309, data_time: 0.005, memory: 5811, loss_cls: 6.2998, loss: 6.2998, grad_norm: 5.1901 2020-10-24 03:52:45,158 - mmaction - INFO - Epoch [27][880/921] lr: 1.000e-02, eta: 1 day, 1:01:56, time: 1.297, data_time: 0.003, memory: 5811, loss_cls: 6.7395, loss: 6.7395, grad_norm: 5.3871 2020-10-24 03:53:11,101 - mmaction - INFO - Epoch [27][900/921] lr: 1.000e-02, eta: 1 day, 1:01:25, time: 1.290, data_time: 0.003, memory: 5811, loss_cls: 6.4095, loss: 6.4095, grad_norm: 5.0925 2020-10-24 03:53:35,744 - mmaction - INFO - Epoch [27][920/921] lr: 1.000e-02, eta: 1 day, 1:00:50, time: 1.239, data_time: 0.008, memory: 5811, loss_cls: 6.4072, loss: 6.4072, grad_norm: 5.1384 2020-10-24 03:54:20,702 - mmaction - INFO - Epoch [28][20/921] lr: 1.000e-02, eta: 1 day, 1:01:24, time: 2.127, data_time: 1.555, memory: 5811, loss_cls: 6.3512, loss: 6.3512, grad_norm: 5.1034 2020-10-24 03:54:47,581 - mmaction - INFO - Epoch [28][40/921] lr: 1.000e-02, eta: 1 day, 1:00:56, time: 1.335, data_time: 0.477, memory: 5811, loss_cls: 6.3352, loss: 6.3352, grad_norm: 5.1925 2020-10-24 03:55:13,870 - mmaction - INFO - Epoch [28][60/921] lr: 1.000e-02, eta: 1 day, 1:00:28, time: 1.321, data_time: 0.621, memory: 5811, loss_cls: 6.4091, loss: 6.4091, grad_norm: 5.3057 2020-10-24 03:55:40,948 - mmaction - INFO - Epoch [28][80/921] lr: 1.000e-02, eta: 1 day, 1:00:03, time: 1.359, data_time: 0.155, memory: 5811, loss_cls: 6.2985, loss: 6.2985, grad_norm: 5.1357 2020-10-24 03:56:07,521 - mmaction - INFO - Epoch [28][100/921] lr: 1.000e-02, eta: 1 day, 0:59:35, time: 1.326, data_time: 0.003, memory: 5811, loss_cls: 6.3401, loss: 6.3401, grad_norm: 5.2214 2020-10-24 03:56:33,545 - mmaction - INFO - Epoch [28][120/921] lr: 1.000e-02, eta: 1 day, 0:59:05, time: 1.301, data_time: 0.005, memory: 5811, loss_cls: 6.4225, loss: 6.4225, grad_norm: 5.1703 2020-10-24 03:57:00,146 - mmaction - INFO - Epoch [28][140/921] lr: 1.000e-02, eta: 1 day, 0:58:37, time: 1.330, data_time: 0.004, memory: 5811, loss_cls: 6.2887, loss: 6.2887, grad_norm: 5.1037 2020-10-24 03:57:26,210 - mmaction - INFO - Epoch [28][160/921] lr: 1.000e-02, eta: 1 day, 0:58:07, time: 1.300, data_time: 0.004, memory: 5811, loss_cls: 6.3830, loss: 6.3830, grad_norm: 5.1989 2020-10-24 03:57:52,512 - mmaction - INFO - Epoch [28][180/921] lr: 1.000e-02, eta: 1 day, 0:57:38, time: 1.315, data_time: 0.008, memory: 5811, loss_cls: 6.4349, loss: 6.4349, grad_norm: 5.2519 2020-10-24 03:58:18,967 - mmaction - INFO - Epoch [28][200/921] lr: 1.000e-02, eta: 1 day, 0:57:09, time: 1.320, data_time: 0.007, memory: 5811, loss_cls: 6.4495, loss: 6.4495, grad_norm: 5.3158 2020-10-24 03:58:45,911 - mmaction - INFO - Epoch [28][220/921] lr: 1.000e-02, eta: 1 day, 0:56:43, time: 1.348, data_time: 0.011, memory: 5811, loss_cls: 6.4485, loss: 6.4485, grad_norm: 5.2302 2020-10-24 03:59:11,879 - mmaction - INFO - Epoch [28][240/921] lr: 1.000e-02, eta: 1 day, 0:56:14, time: 1.306, data_time: 0.009, memory: 5811, loss_cls: 6.4332, loss: 6.4332, grad_norm: 5.3490 2020-10-24 03:59:38,521 - mmaction - INFO - Epoch [28][260/921] lr: 1.000e-02, eta: 1 day, 0:55:46, time: 1.332, data_time: 0.006, memory: 5811, loss_cls: 6.3283, loss: 6.3283, grad_norm: 5.1258 2020-10-24 04:00:05,202 - mmaction - INFO - Epoch [28][280/921] lr: 1.000e-02, eta: 1 day, 0:55:19, time: 1.334, data_time: 0.003, memory: 5811, loss_cls: 6.4130, loss: 6.4130, grad_norm: 5.2130 2020-10-24 04:00:31,175 - mmaction - INFO - Epoch [28][300/921] lr: 1.000e-02, eta: 1 day, 0:54:48, time: 1.295, data_time: 0.001, memory: 5811, loss_cls: 6.2142, loss: 6.2142, grad_norm: 5.1563 2020-10-24 04:00:57,914 - mmaction - INFO - Epoch [28][320/921] lr: 1.000e-02, eta: 1 day, 0:54:21, time: 1.339, data_time: 0.006, memory: 5811, loss_cls: 6.4929, loss: 6.4929, grad_norm: 5.2626 2020-10-24 04:01:24,141 - mmaction - INFO - Epoch [28][340/921] lr: 1.000e-02, eta: 1 day, 0:53:52, time: 1.312, data_time: 0.009, memory: 5811, loss_cls: 6.4190, loss: 6.4190, grad_norm: 5.1930 2020-10-24 04:01:50,596 - mmaction - INFO - Epoch [28][360/921] lr: 1.000e-02, eta: 1 day, 0:53:24, time: 1.320, data_time: 0.003, memory: 5811, loss_cls: 6.4336, loss: 6.4336, grad_norm: 5.0841 2020-10-24 04:02:17,199 - mmaction - INFO - Epoch [28][380/921] lr: 1.000e-02, eta: 1 day, 0:52:56, time: 1.329, data_time: 0.007, memory: 5811, loss_cls: 6.3693, loss: 6.3693, grad_norm: 5.2377 2020-10-24 04:02:44,179 - mmaction - INFO - Epoch [28][400/921] lr: 1.000e-02, eta: 1 day, 0:52:30, time: 1.353, data_time: 0.007, memory: 5811, loss_cls: 6.4150, loss: 6.4150, grad_norm: 5.1903 2020-10-24 04:03:10,793 - mmaction - INFO - Epoch [28][420/921] lr: 1.000e-02, eta: 1 day, 0:52:03, time: 1.332, data_time: 0.003, memory: 5811, loss_cls: 6.2321, loss: 6.2321, grad_norm: 5.0849 2020-10-24 04:03:36,515 - mmaction - INFO - Epoch [28][440/921] lr: 1.000e-02, eta: 1 day, 0:51:31, time: 1.285, data_time: 0.002, memory: 5811, loss_cls: 6.2742, loss: 6.2742, grad_norm: 5.1718 2020-10-24 04:04:02,329 - mmaction - INFO - Epoch [28][460/921] lr: 1.000e-02, eta: 1 day, 0:51:00, time: 1.287, data_time: 0.003, memory: 5811, loss_cls: 6.5135, loss: 6.5135, grad_norm: 5.3340 2020-10-24 04:04:28,903 - mmaction - INFO - Epoch [28][480/921] lr: 1.000e-02, eta: 1 day, 0:50:33, time: 1.333, data_time: 0.006, memory: 5811, loss_cls: 6.4751, loss: 6.4751, grad_norm: 5.2680 2020-10-24 04:04:54,842 - mmaction - INFO - Epoch [28][500/921] lr: 1.000e-02, eta: 1 day, 0:50:02, time: 1.289, data_time: 0.002, memory: 5811, loss_cls: 6.4149, loss: 6.4149, grad_norm: 5.1768 2020-10-24 04:05:21,412 - mmaction - INFO - Epoch [28][520/921] lr: 1.000e-02, eta: 1 day, 0:49:34, time: 1.324, data_time: 0.010, memory: 5811, loss_cls: 6.3441, loss: 6.3441, grad_norm: 5.1316 2020-10-24 04:05:47,256 - mmaction - INFO - Epoch [28][540/921] lr: 1.000e-02, eta: 1 day, 0:49:04, time: 1.304, data_time: 0.014, memory: 5811, loss_cls: 6.4303, loss: 6.4303, grad_norm: 5.3005 2020-10-24 04:06:13,718 - mmaction - INFO - Epoch [28][560/921] lr: 1.000e-02, eta: 1 day, 0:48:36, time: 1.320, data_time: 0.003, memory: 5811, loss_cls: 6.4369, loss: 6.4369, grad_norm: 5.2353 2020-10-24 04:06:40,350 - mmaction - INFO - Epoch [28][580/921] lr: 1.000e-02, eta: 1 day, 0:48:09, time: 1.335, data_time: 0.005, memory: 5811, loss_cls: 6.4361, loss: 6.4361, grad_norm: 5.1718 2020-10-24 04:07:06,831 - mmaction - INFO - Epoch [28][600/921] lr: 1.000e-02, eta: 1 day, 0:47:40, time: 1.322, data_time: 0.001, memory: 5811, loss_cls: 6.6204, loss: 6.6204, grad_norm: 5.1763 2020-10-24 04:07:33,791 - mmaction - INFO - Epoch [28][620/921] lr: 1.000e-02, eta: 1 day, 0:47:14, time: 1.348, data_time: 0.003, memory: 5811, loss_cls: 6.5697, loss: 6.5697, grad_norm: 5.3363 2020-10-24 04:07:59,704 - mmaction - INFO - Epoch [28][640/921] lr: 1.000e-02, eta: 1 day, 0:46:43, time: 1.290, data_time: 0.003, memory: 5811, loss_cls: 6.5602, loss: 6.5602, grad_norm: 5.3579 2020-10-24 04:08:26,080 - mmaction - INFO - Epoch [28][660/921] lr: 1.000e-02, eta: 1 day, 0:46:15, time: 1.322, data_time: 0.009, memory: 5811, loss_cls: 6.5566, loss: 6.5566, grad_norm: 5.1899 2020-10-24 04:08:52,084 - mmaction - INFO - Epoch [28][680/921] lr: 1.000e-02, eta: 1 day, 0:45:45, time: 1.301, data_time: 0.007, memory: 5811, loss_cls: 6.3942, loss: 6.3942, grad_norm: 5.1900 2020-10-24 04:09:18,236 - mmaction - INFO - Epoch [28][700/921] lr: 1.000e-02, eta: 1 day, 0:45:16, time: 1.309, data_time: 0.009, memory: 5811, loss_cls: 6.4166, loss: 6.4166, grad_norm: 5.1771 2020-10-24 04:09:45,066 - mmaction - INFO - Epoch [28][720/921] lr: 1.000e-02, eta: 1 day, 0:44:49, time: 1.343, data_time: 0.004, memory: 5811, loss_cls: 6.4220, loss: 6.4220, grad_norm: 5.2105 2020-10-24 04:10:12,126 - mmaction - INFO - Epoch [28][740/921] lr: 1.000e-02, eta: 1 day, 0:44:24, time: 1.354, data_time: 0.005, memory: 5811, loss_cls: 6.4382, loss: 6.4382, grad_norm: 5.2830 2020-10-24 04:10:38,231 - mmaction - INFO - Epoch [28][760/921] lr: 1.000e-02, eta: 1 day, 0:43:54, time: 1.305, data_time: 0.005, memory: 5811, loss_cls: 6.4895, loss: 6.4895, grad_norm: 5.1337 2020-10-24 04:11:04,652 - mmaction - INFO - Epoch [28][780/921] lr: 1.000e-02, eta: 1 day, 0:43:26, time: 1.316, data_time: 0.002, memory: 5811, loss_cls: 6.3267, loss: 6.3267, grad_norm: 5.1617 2020-10-24 04:11:31,483 - mmaction - INFO - Epoch [28][800/921] lr: 1.000e-02, eta: 1 day, 0:42:59, time: 1.343, data_time: 0.006, memory: 5811, loss_cls: 6.3908, loss: 6.3908, grad_norm: 5.2358 2020-10-24 04:11:57,271 - mmaction - INFO - Epoch [28][820/921] lr: 1.000e-02, eta: 1 day, 0:42:28, time: 1.282, data_time: 0.005, memory: 5811, loss_cls: 6.4644, loss: 6.4644, grad_norm: 5.1869 2020-10-24 04:12:24,476 - mmaction - INFO - Epoch [28][840/921] lr: 1.000e-02, eta: 1 day, 0:42:03, time: 1.368, data_time: 0.012, memory: 5811, loss_cls: 6.5911, loss: 6.5911, grad_norm: 5.3485 2020-10-24 04:12:51,026 - mmaction - INFO - Epoch [28][860/921] lr: 1.000e-02, eta: 1 day, 0:41:36, time: 1.330, data_time: 0.004, memory: 5811, loss_cls: 6.4163, loss: 6.4163, grad_norm: 5.2468 2020-10-24 04:13:16,769 - mmaction - INFO - Epoch [28][880/921] lr: 1.000e-02, eta: 1 day, 0:41:05, time: 1.287, data_time: 0.001, memory: 5811, loss_cls: 6.4559, loss: 6.4559, grad_norm: 5.2660 2020-10-24 04:13:42,925 - mmaction - INFO - Epoch [28][900/921] lr: 1.000e-02, eta: 1 day, 0:40:35, time: 1.308, data_time: 0.002, memory: 5811, loss_cls: 6.4953, loss: 6.4953, grad_norm: 5.1674 2020-10-24 04:14:07,882 - mmaction - INFO - Epoch [28][920/921] lr: 1.000e-02, eta: 1 day, 0:40:01, time: 1.247, data_time: 0.005, memory: 5811, loss_cls: 6.4611, loss: 6.4611, grad_norm: 5.3048 2020-10-24 04:14:48,850 - mmaction - INFO - Epoch [29][20/921] lr: 1.000e-02, eta: 1 day, 0:40:17, time: 1.954, data_time: 1.453, memory: 5811, loss_cls: 6.4850, loss: 6.4850, grad_norm: 5.3060 2020-10-24 04:15:16,900 - mmaction - INFO - Epoch [29][40/921] lr: 1.000e-02, eta: 1 day, 0:39:56, time: 1.408, data_time: 0.376, memory: 5811, loss_cls: 6.2305, loss: 6.2305, grad_norm: 5.1440 2020-10-24 04:15:43,593 - mmaction - INFO - Epoch [29][60/921] lr: 1.000e-02, eta: 1 day, 0:39:28, time: 1.335, data_time: 0.021, memory: 5811, loss_cls: 6.3987, loss: 6.3987, grad_norm: 5.1277 2020-10-24 04:16:09,677 - mmaction - INFO - Epoch [29][80/921] lr: 1.000e-02, eta: 1 day, 0:38:58, time: 1.292, data_time: 0.002, memory: 5811, loss_cls: 6.2777, loss: 6.2777, grad_norm: 5.1061 2020-10-24 04:16:36,702 - mmaction - INFO - Epoch [29][100/921] lr: 1.000e-02, eta: 1 day, 0:38:33, time: 1.361, data_time: 0.014, memory: 5811, loss_cls: 6.4270, loss: 6.4270, grad_norm: 5.3393 2020-10-24 04:17:03,477 - mmaction - INFO - Epoch [29][120/921] lr: 1.000e-02, eta: 1 day, 0:38:06, time: 1.340, data_time: 0.005, memory: 5811, loss_cls: 6.2728, loss: 6.2728, grad_norm: 5.1919 2020-10-24 04:17:29,433 - mmaction - INFO - Epoch [29][140/921] lr: 1.000e-02, eta: 1 day, 0:37:35, time: 1.290, data_time: 0.004, memory: 5811, loss_cls: 6.2029, loss: 6.2029, grad_norm: 5.0281 2020-10-24 04:17:55,770 - mmaction - INFO - Epoch [29][160/921] lr: 1.000e-02, eta: 1 day, 0:37:06, time: 1.314, data_time: 0.012, memory: 5811, loss_cls: 6.3872, loss: 6.3872, grad_norm: 5.3010 2020-10-24 04:18:22,230 - mmaction - INFO - Epoch [29][180/921] lr: 1.000e-02, eta: 1 day, 0:36:39, time: 1.335, data_time: 0.017, memory: 5811, loss_cls: 6.1713, loss: 6.1713, grad_norm: 5.1383 2020-10-24 04:18:48,200 - mmaction - INFO - Epoch [29][200/921] lr: 1.000e-02, eta: 1 day, 0:36:09, time: 1.299, data_time: 0.005, memory: 5811, loss_cls: 6.3065, loss: 6.3065, grad_norm: 5.1204 2020-10-24 04:19:14,022 - mmaction - INFO - Epoch [29][220/921] lr: 1.000e-02, eta: 1 day, 0:35:38, time: 1.290, data_time: 0.003, memory: 5811, loss_cls: 6.3936, loss: 6.3936, grad_norm: 5.2229 2020-10-24 04:19:40,420 - mmaction - INFO - Epoch [29][240/921] lr: 1.000e-02, eta: 1 day, 0:35:09, time: 1.309, data_time: 0.004, memory: 5811, loss_cls: 6.3059, loss: 6.3059, grad_norm: 5.1385 2020-10-24 04:20:06,185 - mmaction - INFO - Epoch [29][260/921] lr: 1.000e-02, eta: 1 day, 0:34:38, time: 1.288, data_time: 0.014, memory: 5811, loss_cls: 6.5301, loss: 6.5301, grad_norm: 5.3009 2020-10-24 04:20:32,181 - mmaction - INFO - Epoch [29][280/921] lr: 1.000e-02, eta: 1 day, 0:34:09, time: 1.303, data_time: 0.013, memory: 5811, loss_cls: 6.4841, loss: 6.4841, grad_norm: 5.2451 2020-10-24 04:20:58,813 - mmaction - INFO - Epoch [29][300/921] lr: 1.000e-02, eta: 1 day, 0:33:42, time: 1.340, data_time: 0.011, memory: 5811, loss_cls: 6.2696, loss: 6.2696, grad_norm: 5.2190 2020-10-24 04:21:24,789 - mmaction - INFO - Epoch [29][320/921] lr: 1.000e-02, eta: 1 day, 0:33:12, time: 1.292, data_time: 0.006, memory: 5811, loss_cls: 6.5411, loss: 6.5411, grad_norm: 5.3672 2020-10-24 04:21:50,885 - mmaction - INFO - Epoch [29][340/921] lr: 1.000e-02, eta: 1 day, 0:32:42, time: 1.309, data_time: 0.012, memory: 5811, loss_cls: 6.3880, loss: 6.3880, grad_norm: 5.0657 2020-10-24 04:22:17,841 - mmaction - INFO - Epoch [29][360/921] lr: 1.000e-02, eta: 1 day, 0:32:16, time: 1.350, data_time: 0.005, memory: 5811, loss_cls: 6.4156, loss: 6.4156, grad_norm: 5.0827 2020-10-24 04:22:43,599 - mmaction - INFO - Epoch [29][380/921] lr: 1.000e-02, eta: 1 day, 0:31:45, time: 1.282, data_time: 0.004, memory: 5811, loss_cls: 6.4337, loss: 6.4337, grad_norm: 5.1918 2020-10-24 04:23:10,004 - mmaction - INFO - Epoch [29][400/921] lr: 1.000e-02, eta: 1 day, 0:31:17, time: 1.326, data_time: 0.008, memory: 5811, loss_cls: 6.4747, loss: 6.4747, grad_norm: 5.2420 2020-10-24 04:23:35,725 - mmaction - INFO - Epoch [29][420/921] lr: 1.000e-02, eta: 1 day, 0:30:46, time: 1.286, data_time: 0.001, memory: 5811, loss_cls: 6.4563, loss: 6.4563, grad_norm: 5.2464 2020-10-24 04:24:01,560 - mmaction - INFO - Epoch [29][440/921] lr: 1.000e-02, eta: 1 day, 0:30:16, time: 1.292, data_time: 0.004, memory: 5811, loss_cls: 6.4335, loss: 6.4335, grad_norm: 5.2641 2020-10-24 04:24:27,928 - mmaction - INFO - Epoch [29][460/921] lr: 1.000e-02, eta: 1 day, 0:29:48, time: 1.318, data_time: 0.001, memory: 5811, loss_cls: 6.4683, loss: 6.4683, grad_norm: 5.2054 2020-10-24 04:24:53,374 - mmaction - INFO - Epoch [29][480/921] lr: 1.000e-02, eta: 1 day, 0:29:15, time: 1.271, data_time: 0.001, memory: 5811, loss_cls: 6.4763, loss: 6.4763, grad_norm: 5.1673 2020-10-24 04:25:19,839 - mmaction - INFO - Epoch [29][500/921] lr: 1.000e-02, eta: 1 day, 0:28:47, time: 1.322, data_time: 0.004, memory: 5811, loss_cls: 6.2341, loss: 6.2341, grad_norm: 5.0826 2020-10-24 04:25:45,980 - mmaction - INFO - Epoch [29][520/921] lr: 1.000e-02, eta: 1 day, 0:28:18, time: 1.302, data_time: 0.005, memory: 5811, loss_cls: 6.5116, loss: 6.5116, grad_norm: 5.3341 2020-10-24 04:26:11,617 - mmaction - INFO - Epoch [29][540/921] lr: 1.000e-02, eta: 1 day, 0:27:47, time: 1.289, data_time: 0.009, memory: 5811, loss_cls: 6.3832, loss: 6.3832, grad_norm: 5.2630 2020-10-24 04:26:38,031 - mmaction - INFO - Epoch [29][560/921] lr: 1.000e-02, eta: 1 day, 0:27:18, time: 1.314, data_time: 0.002, memory: 5811, loss_cls: 6.6284, loss: 6.6284, grad_norm: 5.2575 2020-10-24 04:27:04,428 - mmaction - INFO - Epoch [29][580/921] lr: 1.000e-02, eta: 1 day, 0:26:51, time: 1.326, data_time: 0.009, memory: 5811, loss_cls: 6.4315, loss: 6.4315, grad_norm: 5.2518 2020-10-24 04:27:30,458 - mmaction - INFO - Epoch [29][600/921] lr: 1.000e-02, eta: 1 day, 0:26:21, time: 1.297, data_time: 0.003, memory: 5811, loss_cls: 6.4810, loss: 6.4810, grad_norm: 5.1961 2020-10-24 04:27:56,232 - mmaction - INFO - Epoch [29][620/921] lr: 1.000e-02, eta: 1 day, 0:25:51, time: 1.294, data_time: 0.007, memory: 5811, loss_cls: 6.5153, loss: 6.5153, grad_norm: 5.2331 2020-10-24 04:28:22,861 - mmaction - INFO - Epoch [29][640/921] lr: 1.000e-02, eta: 1 day, 0:25:23, time: 1.328, data_time: 0.003, memory: 5811, loss_cls: 6.5890, loss: 6.5890, grad_norm: 5.2440 2020-10-24 04:28:49,191 - mmaction - INFO - Epoch [29][660/921] lr: 1.000e-02, eta: 1 day, 0:24:55, time: 1.319, data_time: 0.006, memory: 5811, loss_cls: 6.5332, loss: 6.5332, grad_norm: 5.3405 2020-10-24 04:29:15,142 - mmaction - INFO - Epoch [29][680/921] lr: 1.000e-02, eta: 1 day, 0:24:24, time: 1.295, data_time: 0.003, memory: 5811, loss_cls: 6.4390, loss: 6.4390, grad_norm: 5.1643 2020-10-24 04:29:41,326 - mmaction - INFO - Epoch [29][700/921] lr: 1.000e-02, eta: 1 day, 0:23:56, time: 1.312, data_time: 0.006, memory: 5811, loss_cls: 6.5077, loss: 6.5077, grad_norm: 5.3499 2020-10-24 04:30:07,892 - mmaction - INFO - Epoch [29][720/921] lr: 1.000e-02, eta: 1 day, 0:23:28, time: 1.328, data_time: 0.004, memory: 5811, loss_cls: 6.4729, loss: 6.4729, grad_norm: 5.3006 2020-10-24 04:30:34,343 - mmaction - INFO - Epoch [29][740/921] lr: 1.000e-02, eta: 1 day, 0:22:59, time: 1.315, data_time: 0.003, memory: 5811, loss_cls: 6.5294, loss: 6.5294, grad_norm: 5.2559 2020-10-24 04:31:01,132 - mmaction - INFO - Epoch [29][760/921] lr: 1.000e-02, eta: 1 day, 0:22:33, time: 1.344, data_time: 0.010, memory: 5811, loss_cls: 6.3809, loss: 6.3809, grad_norm: 5.1651 2020-10-24 04:31:27,167 - mmaction - INFO - Epoch [29][780/921] lr: 1.000e-02, eta: 1 day, 0:22:04, time: 1.305, data_time: 0.007, memory: 5811, loss_cls: 6.4203, loss: 6.4203, grad_norm: 5.2707 2020-10-24 04:31:53,882 - mmaction - INFO - Epoch [29][800/921] lr: 1.000e-02, eta: 1 day, 0:21:37, time: 1.335, data_time: 0.001, memory: 5811, loss_cls: 6.3477, loss: 6.3477, grad_norm: 5.1815 2020-10-24 04:32:20,937 - mmaction - INFO - Epoch [29][820/921] lr: 1.000e-02, eta: 1 day, 0:21:11, time: 1.347, data_time: 0.003, memory: 5811, loss_cls: 6.2967, loss: 6.2967, grad_norm: 5.1948 2020-10-24 04:32:47,237 - mmaction - INFO - Epoch [29][840/921] lr: 1.000e-02, eta: 1 day, 0:20:42, time: 1.320, data_time: 0.010, memory: 5811, loss_cls: 6.2674, loss: 6.2674, grad_norm: 5.2531 2020-10-24 04:33:13,299 - mmaction - INFO - Epoch [29][860/921] lr: 1.000e-02, eta: 1 day, 0:20:13, time: 1.299, data_time: 0.004, memory: 5811, loss_cls: 6.4428, loss: 6.4428, grad_norm: 5.1568 2020-10-24 04:33:39,135 - mmaction - INFO - Epoch [29][880/921] lr: 1.000e-02, eta: 1 day, 0:19:43, time: 1.295, data_time: 0.008, memory: 5811, loss_cls: 6.3938, loss: 6.3938, grad_norm: 5.1256 2020-10-24 04:34:05,235 - mmaction - INFO - Epoch [29][900/921] lr: 1.000e-02, eta: 1 day, 0:19:13, time: 1.302, data_time: 0.003, memory: 5811, loss_cls: 6.3005, loss: 6.3005, grad_norm: 5.0599 2020-10-24 04:34:29,937 - mmaction - INFO - Epoch [29][920/921] lr: 1.000e-02, eta: 1 day, 0:18:39, time: 1.239, data_time: 0.010, memory: 5811, loss_cls: 6.4338, loss: 6.4338, grad_norm: 5.2278 2020-10-24 04:35:10,400 - mmaction - INFO - Epoch [30][20/921] lr: 1.000e-02, eta: 1 day, 0:18:52, time: 1.954, data_time: 0.946, memory: 5811, loss_cls: 6.3007, loss: 6.3007, grad_norm: 5.1426 2020-10-24 04:35:36,707 - mmaction - INFO - Epoch [30][40/921] lr: 1.000e-02, eta: 1 day, 0:18:23, time: 1.314, data_time: 0.001, memory: 5811, loss_cls: 6.3924, loss: 6.3924, grad_norm: 5.1691 2020-10-24 04:36:02,192 - mmaction - INFO - Epoch [30][60/921] lr: 1.000e-02, eta: 1 day, 0:17:52, time: 1.274, data_time: 0.001, memory: 5811, loss_cls: 6.5161, loss: 6.5161, grad_norm: 5.2598 2020-10-24 04:36:28,577 - mmaction - INFO - Epoch [30][80/921] lr: 1.000e-02, eta: 1 day, 0:17:23, time: 1.317, data_time: 0.002, memory: 5811, loss_cls: 6.4281, loss: 6.4281, grad_norm: 5.1706 2020-10-24 04:36:54,674 - mmaction - INFO - Epoch [30][100/921] lr: 1.000e-02, eta: 1 day, 0:16:54, time: 1.303, data_time: 0.008, memory: 5811, loss_cls: 6.2968, loss: 6.2968, grad_norm: 5.2005 2020-10-24 04:37:21,258 - mmaction - INFO - Epoch [30][120/921] lr: 1.000e-02, eta: 1 day, 0:16:26, time: 1.332, data_time: 0.006, memory: 5811, loss_cls: 6.2708, loss: 6.2708, grad_norm: 5.2614 2020-10-24 04:37:47,196 - mmaction - INFO - Epoch [30][140/921] lr: 1.000e-02, eta: 1 day, 0:15:57, time: 1.298, data_time: 0.005, memory: 5811, loss_cls: 6.3451, loss: 6.3451, grad_norm: 5.2377 2020-10-24 04:38:12,954 - mmaction - INFO - Epoch [30][160/921] lr: 1.000e-02, eta: 1 day, 0:15:25, time: 1.278, data_time: 0.002, memory: 5811, loss_cls: 6.3784, loss: 6.3784, grad_norm: 5.1796 2020-10-24 04:38:39,154 - mmaction - INFO - Epoch [30][180/921] lr: 1.000e-02, eta: 1 day, 0:14:57, time: 1.320, data_time: 0.013, memory: 5811, loss_cls: 6.2487, loss: 6.2487, grad_norm: 5.0394 2020-10-24 04:39:04,963 - mmaction - INFO - Epoch [30][200/921] lr: 1.000e-02, eta: 1 day, 0:14:27, time: 1.288, data_time: 0.002, memory: 5811, loss_cls: 6.3198, loss: 6.3198, grad_norm: 5.2401 2020-10-24 04:39:31,559 - mmaction - INFO - Epoch [30][220/921] lr: 1.000e-02, eta: 1 day, 0:13:59, time: 1.331, data_time: 0.006, memory: 5811, loss_cls: 6.3190, loss: 6.3190, grad_norm: 5.2084 2020-10-24 04:39:57,305 - mmaction - INFO - Epoch [30][240/921] lr: 1.000e-02, eta: 1 day, 0:13:28, time: 1.277, data_time: 0.001, memory: 5811, loss_cls: 6.3097, loss: 6.3097, grad_norm: 5.1240 2020-10-24 04:40:22,797 - mmaction - INFO - Epoch [30][260/921] lr: 1.000e-02, eta: 1 day, 0:12:57, time: 1.281, data_time: 0.015, memory: 5811, loss_cls: 6.3609, loss: 6.3609, grad_norm: 5.1887 2020-10-24 04:40:48,625 - mmaction - INFO - Epoch [30][280/921] lr: 1.000e-02, eta: 1 day, 0:12:27, time: 1.290, data_time: 0.008, memory: 5811, loss_cls: 6.3816, loss: 6.3816, grad_norm: 5.2569 2020-10-24 04:41:14,254 - mmaction - INFO - Epoch [30][300/921] lr: 1.000e-02, eta: 1 day, 0:11:56, time: 1.285, data_time: 0.008, memory: 5811, loss_cls: 6.3585, loss: 6.3585, grad_norm: 5.2273 2020-10-24 04:41:40,647 - mmaction - INFO - Epoch [30][320/921] lr: 1.000e-02, eta: 1 day, 0:11:28, time: 1.320, data_time: 0.003, memory: 5811, loss_cls: 6.4301, loss: 6.4301, grad_norm: 5.1937 2020-10-24 04:42:06,648 - mmaction - INFO - Epoch [30][340/921] lr: 1.000e-02, eta: 1 day, 0:10:58, time: 1.297, data_time: 0.005, memory: 5811, loss_cls: 6.3044, loss: 6.3044, grad_norm: 5.1071 2020-10-24 04:42:32,916 - mmaction - INFO - Epoch [30][360/921] lr: 1.000e-02, eta: 1 day, 0:10:30, time: 1.318, data_time: 0.015, memory: 5811, loss_cls: 6.4367, loss: 6.4367, grad_norm: 5.1627 2020-10-24 04:42:58,192 - mmaction - INFO - Epoch [30][380/921] lr: 1.000e-02, eta: 1 day, 0:09:58, time: 1.263, data_time: 0.001, memory: 5811, loss_cls: 6.5021, loss: 6.5021, grad_norm: 5.2696 2020-10-24 04:43:24,365 - mmaction - INFO - Epoch [30][400/921] lr: 1.000e-02, eta: 1 day, 0:09:29, time: 1.309, data_time: 0.003, memory: 5811, loss_cls: 6.3648, loss: 6.3648, grad_norm: 5.2140 2020-10-24 04:43:50,410 - mmaction - INFO - Epoch [30][420/921] lr: 1.000e-02, eta: 1 day, 0:09:00, time: 1.302, data_time: 0.002, memory: 5811, loss_cls: 6.5440, loss: 6.5440, grad_norm: 5.2457 2020-10-24 04:44:16,761 - mmaction - INFO - Epoch [30][440/921] lr: 1.000e-02, eta: 1 day, 0:08:31, time: 1.317, data_time: 0.002, memory: 5811, loss_cls: 6.5889, loss: 6.5889, grad_norm: 5.2801 2020-10-24 04:44:42,792 - mmaction - INFO - Epoch [30][460/921] lr: 1.000e-02, eta: 1 day, 0:08:02, time: 1.301, data_time: 0.001, memory: 5811, loss_cls: 6.3836, loss: 6.3836, grad_norm: 5.2625 2020-10-24 04:45:08,512 - mmaction - INFO - Epoch [30][480/921] lr: 1.000e-02, eta: 1 day, 0:07:31, time: 1.280, data_time: 0.004, memory: 5811, loss_cls: 6.4230, loss: 6.4230, grad_norm: 5.1509 2020-10-24 04:45:34,702 - mmaction - INFO - Epoch [30][500/921] lr: 1.000e-02, eta: 1 day, 0:07:02, time: 1.317, data_time: 0.011, memory: 5811, loss_cls: 6.4457, loss: 6.4457, grad_norm: 5.1757 2020-10-24 04:46:00,705 - mmaction - INFO - Epoch [30][520/921] lr: 1.000e-02, eta: 1 day, 0:06:32, time: 1.285, data_time: 0.003, memory: 5811, loss_cls: 6.2345, loss: 6.2345, grad_norm: 5.1521 2020-10-24 04:46:26,927 - mmaction - INFO - Epoch [30][540/921] lr: 1.000e-02, eta: 1 day, 0:06:04, time: 1.327, data_time: 0.017, memory: 5811, loss_cls: 6.4308, loss: 6.4308, grad_norm: 5.1143 2020-10-24 04:46:53,326 - mmaction - INFO - Epoch [30][560/921] lr: 1.000e-02, eta: 1 day, 0:05:36, time: 1.316, data_time: 0.003, memory: 5811, loss_cls: 6.3462, loss: 6.3462, grad_norm: 5.2377 2020-10-24 04:47:19,505 - mmaction - INFO - Epoch [30][580/921] lr: 1.000e-02, eta: 1 day, 0:05:07, time: 1.309, data_time: 0.006, memory: 5811, loss_cls: 6.5269, loss: 6.5269, grad_norm: 5.4500 2020-10-24 04:47:44,781 - mmaction - INFO - Epoch [30][600/921] lr: 1.000e-02, eta: 1 day, 0:04:35, time: 1.268, data_time: 0.005, memory: 5811, loss_cls: 6.4438, loss: 6.4438, grad_norm: 5.1480 2020-10-24 04:48:10,631 - mmaction - INFO - Epoch [30][620/921] lr: 1.000e-02, eta: 1 day, 0:04:05, time: 1.291, data_time: 0.005, memory: 5811, loss_cls: 6.4483, loss: 6.4483, grad_norm: 5.1838 2020-10-24 04:48:36,473 - mmaction - INFO - Epoch [30][640/921] lr: 1.000e-02, eta: 1 day, 0:03:35, time: 1.286, data_time: 0.013, memory: 5811, loss_cls: 6.3721, loss: 6.3721, grad_norm: 5.3626 2020-10-24 04:49:02,565 - mmaction - INFO - Epoch [30][660/921] lr: 1.000e-02, eta: 1 day, 0:03:06, time: 1.303, data_time: 0.009, memory: 5811, loss_cls: 6.3365, loss: 6.3365, grad_norm: 5.2674 2020-10-24 04:49:28,532 - mmaction - INFO - Epoch [30][680/921] lr: 1.000e-02, eta: 1 day, 0:02:36, time: 1.302, data_time: 0.012, memory: 5811, loss_cls: 6.3073, loss: 6.3073, grad_norm: 5.1496 2020-10-24 04:49:54,324 - mmaction - INFO - Epoch [30][700/921] lr: 1.000e-02, eta: 1 day, 0:02:06, time: 1.293, data_time: 0.007, memory: 5811, loss_cls: 6.3164, loss: 6.3164, grad_norm: 5.1888 2020-10-24 04:50:18,817 - mmaction - INFO - Epoch [30][720/921] lr: 1.000e-02, eta: 1 day, 0:01:32, time: 1.226, data_time: 0.004, memory: 5811, loss_cls: 6.5494, loss: 6.5494, grad_norm: 5.2351 2020-10-24 04:50:44,998 - mmaction - INFO - Epoch [30][740/921] lr: 1.000e-02, eta: 1 day, 0:01:03, time: 1.302, data_time: 0.009, memory: 5811, loss_cls: 6.4258, loss: 6.4258, grad_norm: 5.3267 2020-10-24 04:51:10,812 - mmaction - INFO - Epoch [30][760/921] lr: 1.000e-02, eta: 1 day, 0:00:32, time: 1.289, data_time: 0.008, memory: 5811, loss_cls: 6.2642, loss: 6.2642, grad_norm: 5.0638 2020-10-24 04:51:36,386 - mmaction - INFO - Epoch [30][780/921] lr: 1.000e-02, eta: 1 day, 0:00:02, time: 1.285, data_time: 0.022, memory: 5811, loss_cls: 6.4083, loss: 6.4083, grad_norm: 5.1719 2020-10-24 04:52:02,331 - mmaction - INFO - Epoch [30][800/921] lr: 1.000e-02, eta: 23:59:32, time: 1.291, data_time: 0.007, memory: 5811, loss_cls: 6.4537, loss: 6.4537, grad_norm: 5.1653 2020-10-24 04:52:28,270 - mmaction - INFO - Epoch [30][820/921] lr: 1.000e-02, eta: 23:59:02, time: 1.297, data_time: 0.012, memory: 5811, loss_cls: 6.4996, loss: 6.4996, grad_norm: 5.1761 2020-10-24 04:52:54,409 - mmaction - INFO - Epoch [30][840/921] lr: 1.000e-02, eta: 23:58:33, time: 1.306, data_time: 0.015, memory: 5811, loss_cls: 6.4717, loss: 6.4717, grad_norm: 5.1348 2020-10-24 04:53:20,742 - mmaction - INFO - Epoch [30][860/921] lr: 1.000e-02, eta: 23:58:05, time: 1.316, data_time: 0.015, memory: 5811, loss_cls: 6.4487, loss: 6.4487, grad_norm: 5.2722 2020-10-24 04:53:46,607 - mmaction - INFO - Epoch [30][880/921] lr: 1.000e-02, eta: 23:57:35, time: 1.295, data_time: 0.011, memory: 5811, loss_cls: 6.5720, loss: 6.5720, grad_norm: 5.2085 2020-10-24 04:54:12,381 - mmaction - INFO - Epoch [30][900/921] lr: 1.000e-02, eta: 23:57:06, time: 1.292, data_time: 0.012, memory: 5811, loss_cls: 6.2825, loss: 6.2825, grad_norm: 5.2164 2020-10-24 04:54:36,989 - mmaction - INFO - Epoch [30][920/921] lr: 1.000e-02, eta: 23:56:32, time: 1.236, data_time: 0.010, memory: 5811, loss_cls: 6.4044, loss: 6.4044, grad_norm: 5.3347 2020-10-24 04:54:40,017 - mmaction - INFO - Saving checkpoint at 30 epochs 2020-10-24 04:56:15,478 - mmaction - INFO - Evaluating mean_average_precision... 2020-10-24 04:56:16,218 - mmaction - INFO - mean_average_precision 0.5234 2020-10-24 04:56:16,232 - mmaction - INFO - Epoch(val) [30][921] mean_average_precision: 0.5234 2020-10-24 04:56:57,367 - mmaction - INFO - Epoch [31][20/921] lr: 1.000e-02, eta: 23:56:49, time: 2.056, data_time: 0.985, memory: 5811, loss_cls: 6.2455, loss: 6.2455, grad_norm: 5.0006 2020-10-24 04:57:24,772 - mmaction - INFO - Epoch [31][40/921] lr: 1.000e-02, eta: 23:56:25, time: 1.371, data_time: 0.008, memory: 5811, loss_cls: 6.2871, loss: 6.2871, grad_norm: 5.0977 2020-10-24 04:57:52,359 - mmaction - INFO - Epoch [31][60/921] lr: 1.000e-02, eta: 23:56:01, time: 1.380, data_time: 0.001, memory: 5811, loss_cls: 6.3625, loss: 6.3625, grad_norm: 5.2193 2020-10-24 04:58:20,343 - mmaction - INFO - Epoch [31][80/921] lr: 1.000e-02, eta: 23:55:38, time: 1.399, data_time: 0.001, memory: 5811, loss_cls: 6.3844, loss: 6.3844, grad_norm: 5.1927 2020-10-24 04:58:47,882 - mmaction - INFO - Epoch [31][100/921] lr: 1.000e-02, eta: 23:55:14, time: 1.374, data_time: 0.002, memory: 5811, loss_cls: 6.3319, loss: 6.3319, grad_norm: 5.0476 2020-10-24 04:59:15,124 - mmaction - INFO - Epoch [31][120/921] lr: 1.000e-02, eta: 23:54:49, time: 1.365, data_time: 0.006, memory: 5811, loss_cls: 6.2956, loss: 6.2956, grad_norm: 5.1461 2020-10-24 04:59:41,305 - mmaction - INFO - Epoch [31][140/921] lr: 1.000e-02, eta: 23:54:21, time: 1.309, data_time: 0.002, memory: 5811, loss_cls: 6.3207, loss: 6.3207, grad_norm: 5.0676 2020-10-24 05:00:09,394 - mmaction - INFO - Epoch [31][160/921] lr: 1.000e-02, eta: 23:53:58, time: 1.404, data_time: 0.001, memory: 5811, loss_cls: 6.2332, loss: 6.2332, grad_norm: 5.1966 2020-10-24 05:00:36,459 - mmaction - INFO - Epoch [31][180/921] lr: 1.000e-02, eta: 23:53:33, time: 1.354, data_time: 0.003, memory: 5811, loss_cls: 6.3389, loss: 6.3389, grad_norm: 5.2359 2020-10-24 05:01:04,009 - mmaction - INFO - Epoch [31][200/921] lr: 1.000e-02, eta: 23:53:08, time: 1.368, data_time: 0.002, memory: 5811, loss_cls: 6.1795, loss: 6.1795, grad_norm: 5.0935 2020-10-24 05:01:30,781 - mmaction - INFO - Epoch [31][220/921] lr: 1.000e-02, eta: 23:52:42, time: 1.343, data_time: 0.013, memory: 5811, loss_cls: 6.4340, loss: 6.4340, grad_norm: 5.2054 2020-10-24 05:01:57,272 - mmaction - INFO - Epoch [31][240/921] lr: 1.000e-02, eta: 23:52:14, time: 1.326, data_time: 0.008, memory: 5811, loss_cls: 6.3656, loss: 6.3656, grad_norm: 5.2835 2020-10-24 05:02:23,635 - mmaction - INFO - Epoch [31][260/921] lr: 1.000e-02, eta: 23:51:46, time: 1.322, data_time: 0.010, memory: 5811, loss_cls: 6.3666, loss: 6.3666, grad_norm: 5.2235 2020-10-24 05:02:50,527 - mmaction - INFO - Epoch [31][280/921] lr: 1.000e-02, eta: 23:51:20, time: 1.344, data_time: 0.007, memory: 5811, loss_cls: 6.3730, loss: 6.3730, grad_norm: 5.2295 2020-10-24 05:03:16,825 - mmaction - INFO - Epoch [31][300/921] lr: 1.000e-02, eta: 23:50:51, time: 1.309, data_time: 0.006, memory: 5811, loss_cls: 6.2945, loss: 6.2945, grad_norm: 5.3329 2020-10-24 05:03:42,283 - mmaction - INFO - Epoch [31][320/921] lr: 1.000e-02, eta: 23:50:20, time: 1.270, data_time: 0.008, memory: 5811, loss_cls: 6.2219, loss: 6.2219, grad_norm: 5.1359 2020-10-24 05:04:09,102 - mmaction - INFO - Epoch [31][340/921] lr: 1.000e-02, eta: 23:49:53, time: 1.344, data_time: 0.010, memory: 5811, loss_cls: 6.4795, loss: 6.4795, grad_norm: 5.4110 2020-10-24 05:04:35,327 - mmaction - INFO - Epoch [31][360/921] lr: 1.000e-02, eta: 23:49:25, time: 1.313, data_time: 0.009, memory: 5811, loss_cls: 6.4474, loss: 6.4474, grad_norm: 5.2527 2020-10-24 05:05:02,081 - mmaction - INFO - Epoch [31][380/921] lr: 1.000e-02, eta: 23:48:58, time: 1.342, data_time: 0.008, memory: 5811, loss_cls: 6.4728, loss: 6.4728, grad_norm: 5.2322 2020-10-24 05:05:27,535 - mmaction - INFO - Epoch [31][400/921] lr: 1.000e-02, eta: 23:48:27, time: 1.273, data_time: 0.004, memory: 5811, loss_cls: 6.4038, loss: 6.4038, grad_norm: 5.3036 2020-10-24 05:05:53,996 - mmaction - INFO - Epoch [31][420/921] lr: 1.000e-02, eta: 23:47:59, time: 1.308, data_time: 0.001, memory: 5811, loss_cls: 6.5255, loss: 6.5255, grad_norm: 5.3954 2020-10-24 05:06:20,424 - mmaction - INFO - Epoch [31][440/921] lr: 1.000e-02, eta: 23:47:32, time: 1.335, data_time: 0.017, memory: 5811, loss_cls: 6.3402, loss: 6.3402, grad_norm: 5.1662 2020-10-24 05:06:46,206 - mmaction - INFO - Epoch [31][460/921] lr: 1.000e-02, eta: 23:47:02, time: 1.291, data_time: 0.003, memory: 5811, loss_cls: 6.5517, loss: 6.5517, grad_norm: 5.1715 2020-10-24 05:07:12,086 - mmaction - INFO - Epoch [31][480/921] lr: 1.000e-02, eta: 23:46:32, time: 1.292, data_time: 0.002, memory: 5811, loss_cls: 6.3901, loss: 6.3901, grad_norm: 5.2114 2020-10-24 05:07:38,592 - mmaction - INFO - Epoch [31][500/921] lr: 1.000e-02, eta: 23:46:04, time: 1.324, data_time: 0.003, memory: 5811, loss_cls: 6.3252, loss: 6.3252, grad_norm: 5.3153 2020-10-24 05:08:04,775 - mmaction - INFO - Epoch [31][520/921] lr: 1.000e-02, eta: 23:45:36, time: 1.312, data_time: 0.005, memory: 5811, loss_cls: 6.5130, loss: 6.5130, grad_norm: 5.2927 2020-10-24 05:08:31,125 - mmaction - INFO - Epoch [31][540/921] lr: 1.000e-02, eta: 23:45:07, time: 1.308, data_time: 0.001, memory: 5811, loss_cls: 6.4586, loss: 6.4586, grad_norm: 5.2453 2020-10-24 05:08:57,331 - mmaction - INFO - Epoch [31][560/921] lr: 1.000e-02, eta: 23:44:39, time: 1.316, data_time: 0.014, memory: 5811, loss_cls: 6.3876, loss: 6.3876, grad_norm: 5.3518 2020-10-24 05:09:23,160 - mmaction - INFO - Epoch [31][580/921] lr: 1.000e-02, eta: 23:44:09, time: 1.295, data_time: 0.011, memory: 5811, loss_cls: 6.2957, loss: 6.2957, grad_norm: 5.1745 2020-10-24 05:09:49,197 - mmaction - INFO - Epoch [31][600/921] lr: 1.000e-02, eta: 23:43:40, time: 1.298, data_time: 0.002, memory: 5811, loss_cls: 6.2857, loss: 6.2857, grad_norm: 5.1179 2020-10-24 05:10:14,988 - mmaction - INFO - Epoch [31][620/921] lr: 1.000e-02, eta: 23:43:10, time: 1.290, data_time: 0.007, memory: 5811, loss_cls: 6.2722, loss: 6.2722, grad_norm: 5.1603 2020-10-24 05:10:40,895 - mmaction - INFO - Epoch [31][640/921] lr: 1.000e-02, eta: 23:42:40, time: 1.299, data_time: 0.005, memory: 5811, loss_cls: 6.4380, loss: 6.4380, grad_norm: 5.1878 2020-10-24 05:11:06,707 - mmaction - INFO - Epoch [31][660/921] lr: 1.000e-02, eta: 23:42:10, time: 1.286, data_time: 0.007, memory: 5811, loss_cls: 6.3242, loss: 6.3242, grad_norm: 5.1093 2020-10-24 05:11:32,548 - mmaction - INFO - Epoch [31][680/921] lr: 1.000e-02, eta: 23:41:41, time: 1.297, data_time: 0.007, memory: 5811, loss_cls: 6.3477, loss: 6.3477, grad_norm: 5.3185 2020-10-24 05:11:58,723 - mmaction - INFO - Epoch [31][700/921] lr: 1.000e-02, eta: 23:41:12, time: 1.305, data_time: 0.001, memory: 5811, loss_cls: 6.2766, loss: 6.2766, grad_norm: 5.1914 2020-10-24 05:12:25,021 - mmaction - INFO - Epoch [31][720/921] lr: 1.000e-02, eta: 23:40:44, time: 1.318, data_time: 0.006, memory: 5811, loss_cls: 6.3294, loss: 6.3294, grad_norm: 5.1121 2020-10-24 05:12:51,514 - mmaction - INFO - Epoch [31][740/921] lr: 1.000e-02, eta: 23:40:16, time: 1.325, data_time: 0.002, memory: 5811, loss_cls: 6.3904, loss: 6.3904, grad_norm: 5.3216 2020-10-24 05:13:17,489 - mmaction - INFO - Epoch [31][760/921] lr: 1.000e-02, eta: 23:39:47, time: 1.296, data_time: 0.002, memory: 5811, loss_cls: 6.4181, loss: 6.4181, grad_norm: 5.2298 2020-10-24 05:13:43,446 - mmaction - INFO - Epoch [31][780/921] lr: 1.000e-02, eta: 23:39:17, time: 1.292, data_time: 0.005, memory: 5811, loss_cls: 6.4870, loss: 6.4870, grad_norm: 5.2260 2020-10-24 05:14:09,449 - mmaction - INFO - Epoch [31][800/921] lr: 1.000e-02, eta: 23:38:49, time: 1.308, data_time: 0.010, memory: 5811, loss_cls: 6.3539, loss: 6.3539, grad_norm: 5.1743 2020-10-24 05:14:36,000 - mmaction - INFO - Epoch [31][820/921] lr: 1.000e-02, eta: 23:38:21, time: 1.328, data_time: 0.006, memory: 5811, loss_cls: 6.4028, loss: 6.4028, grad_norm: 5.2376 2020-10-24 05:15:01,344 - mmaction - INFO - Epoch [31][840/921] lr: 1.000e-02, eta: 23:37:50, time: 1.264, data_time: 0.003, memory: 5811, loss_cls: 6.2133, loss: 6.2133, grad_norm: 5.1936 2020-10-24 05:15:27,004 - mmaction - INFO - Epoch [31][860/921] lr: 1.000e-02, eta: 23:37:19, time: 1.285, data_time: 0.007, memory: 5811, loss_cls: 6.6241, loss: 6.6241, grad_norm: 5.4399 2020-10-24 05:15:53,834 - mmaction - INFO - Epoch [31][880/921] lr: 1.000e-02, eta: 23:36:52, time: 1.334, data_time: 0.004, memory: 5811, loss_cls: 6.3552, loss: 6.3552, grad_norm: 5.1934 2020-10-24 05:16:19,862 - mmaction - INFO - Epoch [31][900/921] lr: 1.000e-02, eta: 23:36:24, time: 1.306, data_time: 0.012, memory: 5811, loss_cls: 6.4110, loss: 6.4110, grad_norm: 5.1592 2020-10-24 05:16:44,620 - mmaction - INFO - Epoch [31][920/921] lr: 1.000e-02, eta: 23:35:51, time: 1.244, data_time: 0.008, memory: 5811, loss_cls: 6.2640, loss: 6.2640, grad_norm: 5.0969 2020-10-24 05:17:29,771 - mmaction - INFO - Epoch [32][20/921] lr: 1.000e-02, eta: 23:36:12, time: 2.148, data_time: 1.531, memory: 5811, loss_cls: 6.3853, loss: 6.3853, grad_norm: 5.3343 2020-10-24 05:17:57,066 - mmaction - INFO - Epoch [32][40/921] lr: 1.000e-02, eta: 23:35:47, time: 1.365, data_time: 0.522, memory: 5811, loss_cls: 6.3605, loss: 6.3605, grad_norm: 5.2172 2020-10-24 05:18:23,008 - mmaction - INFO - Epoch [32][60/921] lr: 1.000e-02, eta: 23:35:17, time: 1.297, data_time: 0.097, memory: 5811, loss_cls: 6.2033, loss: 6.2033, grad_norm: 5.0543 2020-10-24 05:18:49,165 - mmaction - INFO - Epoch [32][80/921] lr: 1.000e-02, eta: 23:34:48, time: 1.302, data_time: 0.001, memory: 5811, loss_cls: 6.2677, loss: 6.2677, grad_norm: 5.1676 2020-10-24 05:19:15,527 - mmaction - INFO - Epoch [32][100/921] lr: 1.000e-02, eta: 23:34:20, time: 1.320, data_time: 0.010, memory: 5811, loss_cls: 6.2162, loss: 6.2162, grad_norm: 5.1468 2020-10-24 05:19:41,726 - mmaction - INFO - Epoch [32][120/921] lr: 1.000e-02, eta: 23:33:51, time: 1.299, data_time: 0.009, memory: 5811, loss_cls: 6.2732, loss: 6.2732, grad_norm: 5.1250 2020-10-24 05:20:07,851 - mmaction - INFO - Epoch [32][140/921] lr: 1.000e-02, eta: 23:33:23, time: 1.312, data_time: 0.015, memory: 5811, loss_cls: 6.3104, loss: 6.3104, grad_norm: 5.1710 2020-10-24 05:20:33,602 - mmaction - INFO - Epoch [32][160/921] lr: 1.000e-02, eta: 23:32:52, time: 1.284, data_time: 0.011, memory: 5811, loss_cls: 6.2779, loss: 6.2779, grad_norm: 5.0918 2020-10-24 05:21:00,091 - mmaction - INFO - Epoch [32][180/921] lr: 1.000e-02, eta: 23:32:25, time: 1.335, data_time: 0.015, memory: 5811, loss_cls: 6.2202, loss: 6.2202, grad_norm: 5.1030 2020-10-24 05:21:25,316 - mmaction - INFO - Epoch [32][200/921] lr: 1.000e-02, eta: 23:31:53, time: 1.256, data_time: 0.005, memory: 5811, loss_cls: 6.2460, loss: 6.2460, grad_norm: 5.1159 2020-10-24 05:21:50,978 - mmaction - INFO - Epoch [32][220/921] lr: 1.000e-02, eta: 23:31:24, time: 1.289, data_time: 0.008, memory: 5811, loss_cls: 6.4886, loss: 6.4886, grad_norm: 5.3431 2020-10-24 05:22:16,339 - mmaction - INFO - Epoch [32][240/921] lr: 1.000e-02, eta: 23:30:52, time: 1.267, data_time: 0.002, memory: 5811, loss_cls: 6.4290, loss: 6.4290, grad_norm: 5.1887 2020-10-24 05:22:42,915 - mmaction - INFO - Epoch [32][260/921] lr: 1.000e-02, eta: 23:30:24, time: 1.317, data_time: 0.004, memory: 5811, loss_cls: 6.4177, loss: 6.4177, grad_norm: 5.3380 2020-10-24 05:23:09,129 - mmaction - INFO - Epoch [32][280/921] lr: 1.000e-02, eta: 23:29:57, time: 1.321, data_time: 0.016, memory: 5811, loss_cls: 6.4209, loss: 6.4209, grad_norm: 5.0991 2020-10-24 05:23:34,483 - mmaction - INFO - Epoch [32][300/921] lr: 1.000e-02, eta: 23:29:25, time: 1.263, data_time: 0.005, memory: 5811, loss_cls: 6.3742, loss: 6.3742, grad_norm: 5.2731 2020-10-24 05:24:00,460 - mmaction - INFO - Epoch [32][320/921] lr: 1.000e-02, eta: 23:28:56, time: 1.299, data_time: 0.011, memory: 5811, loss_cls: 6.2599, loss: 6.2599, grad_norm: 5.1778 2020-10-24 05:24:26,321 - mmaction - INFO - Epoch [32][340/921] lr: 1.000e-02, eta: 23:28:27, time: 1.300, data_time: 0.016, memory: 5811, loss_cls: 6.3101, loss: 6.3101, grad_norm: 5.1103 2020-10-24 05:24:51,939 - mmaction - INFO - Epoch [32][360/921] lr: 1.000e-02, eta: 23:27:56, time: 1.278, data_time: 0.002, memory: 5811, loss_cls: 6.4233, loss: 6.4233, grad_norm: 5.2688 2020-10-24 05:25:17,741 - mmaction - INFO - Epoch [32][380/921] lr: 1.000e-02, eta: 23:27:26, time: 1.285, data_time: 0.005, memory: 5811, loss_cls: 6.3588, loss: 6.3588, grad_norm: 5.2594 2020-10-24 05:25:44,465 - mmaction - INFO - Epoch [32][400/921] lr: 1.000e-02, eta: 23:27:00, time: 1.340, data_time: 0.010, memory: 5811, loss_cls: 6.4158, loss: 6.4158, grad_norm: 5.2531 2020-10-24 05:26:10,132 - mmaction - INFO - Epoch [32][420/921] lr: 1.000e-02, eta: 23:26:29, time: 1.278, data_time: 0.005, memory: 5811, loss_cls: 6.3376, loss: 6.3376, grad_norm: 5.2498 2020-10-24 05:26:36,774 - mmaction - INFO - Epoch [32][440/921] lr: 1.000e-02, eta: 23:26:02, time: 1.337, data_time: 0.010, memory: 5811, loss_cls: 6.2883, loss: 6.2883, grad_norm: 5.1773 2020-10-24 05:27:03,489 - mmaction - INFO - Epoch [32][460/921] lr: 1.000e-02, eta: 23:25:36, time: 1.338, data_time: 0.005, memory: 5811, loss_cls: 6.5124, loss: 6.5124, grad_norm: 5.2992 2020-10-24 05:27:29,921 - mmaction - INFO - Epoch [32][480/921] lr: 1.000e-02, eta: 23:25:08, time: 1.324, data_time: 0.004, memory: 5811, loss_cls: 6.3002, loss: 6.3002, grad_norm: 5.0264 2020-10-24 05:27:56,125 - mmaction - INFO - Epoch [32][500/921] lr: 1.000e-02, eta: 23:24:39, time: 1.305, data_time: 0.002, memory: 5811, loss_cls: 6.3917, loss: 6.3917, grad_norm: 5.1699 2020-10-24 05:28:21,955 - mmaction - INFO - Epoch [32][520/921] lr: 1.000e-02, eta: 23:24:10, time: 1.296, data_time: 0.011, memory: 5811, loss_cls: 6.3785, loss: 6.3785, grad_norm: 5.2511 2020-10-24 05:28:48,147 - mmaction - INFO - Epoch [32][540/921] lr: 1.000e-02, eta: 23:23:41, time: 1.303, data_time: 0.002, memory: 5811, loss_cls: 6.2848, loss: 6.2848, grad_norm: 5.0900 2020-10-24 05:29:13,656 - mmaction - INFO - Epoch [32][560/921] lr: 1.000e-02, eta: 23:23:11, time: 1.278, data_time: 0.011, memory: 5811, loss_cls: 6.2021, loss: 6.2021, grad_norm: 5.1037 2020-10-24 05:29:39,247 - mmaction - INFO - Epoch [32][580/921] lr: 1.000e-02, eta: 23:22:41, time: 1.283, data_time: 0.007, memory: 5811, loss_cls: 6.3402, loss: 6.3402, grad_norm: 5.0846 2020-10-24 05:30:04,908 - mmaction - INFO - Epoch [32][600/921] lr: 1.000e-02, eta: 23:22:10, time: 1.277, data_time: 0.002, memory: 5811, loss_cls: 6.3965, loss: 6.3965, grad_norm: 5.2386 2020-10-24 05:30:30,909 - mmaction - INFO - Epoch [32][620/921] lr: 1.000e-02, eta: 23:21:42, time: 1.306, data_time: 0.007, memory: 5811, loss_cls: 6.2935, loss: 6.2935, grad_norm: 5.2194 2020-10-24 05:30:57,411 - mmaction - INFO - Epoch [32][640/921] lr: 1.000e-02, eta: 23:21:14, time: 1.325, data_time: 0.002, memory: 5811, loss_cls: 6.5479, loss: 6.5479, grad_norm: 5.3294 2020-10-24 05:31:24,154 - mmaction - INFO - Epoch [32][660/921] lr: 1.000e-02, eta: 23:20:47, time: 1.336, data_time: 0.002, memory: 5811, loss_cls: 6.4319, loss: 6.4319, grad_norm: 5.2234 2020-10-24 05:31:50,731 - mmaction - INFO - Epoch [32][680/921] lr: 1.000e-02, eta: 23:20:20, time: 1.329, data_time: 0.005, memory: 5811, loss_cls: 6.3275, loss: 6.3275, grad_norm: 5.2491 2020-10-24 05:32:16,806 - mmaction - INFO - Epoch [32][700/921] lr: 1.000e-02, eta: 23:19:51, time: 1.300, data_time: 0.008, memory: 5811, loss_cls: 6.5146, loss: 6.5146, grad_norm: 5.3155 2020-10-24 05:32:42,706 - mmaction - INFO - Epoch [32][720/921] lr: 1.000e-02, eta: 23:19:22, time: 1.300, data_time: 0.006, memory: 5811, loss_cls: 6.3456, loss: 6.3456, grad_norm: 5.2546 2020-10-24 05:33:09,241 - mmaction - INFO - Epoch [32][740/921] lr: 1.000e-02, eta: 23:18:54, time: 1.320, data_time: 0.001, memory: 5811, loss_cls: 6.4145, loss: 6.4145, grad_norm: 5.2749 2020-10-24 05:33:35,458 - mmaction - INFO - Epoch [32][760/921] lr: 1.000e-02, eta: 23:18:26, time: 1.316, data_time: 0.009, memory: 5811, loss_cls: 6.2913, loss: 6.2913, grad_norm: 5.1978 2020-10-24 05:34:01,785 - mmaction - INFO - Epoch [32][780/921] lr: 1.000e-02, eta: 23:17:58, time: 1.315, data_time: 0.004, memory: 5811, loss_cls: 6.3161, loss: 6.3161, grad_norm: 5.1091 2020-10-24 05:34:27,482 - mmaction - INFO - Epoch [32][800/921] lr: 1.000e-02, eta: 23:17:29, time: 1.287, data_time: 0.006, memory: 5811, loss_cls: 6.3792, loss: 6.3792, grad_norm: 5.1196 2020-10-24 05:34:53,710 - mmaction - INFO - Epoch [32][820/921] lr: 1.000e-02, eta: 23:16:59, time: 1.295, data_time: 0.003, memory: 5811, loss_cls: 6.4470, loss: 6.4470, grad_norm: 5.2512 2020-10-24 05:35:19,333 - mmaction - INFO - Epoch [32][840/921] lr: 1.000e-02, eta: 23:16:30, time: 1.288, data_time: 0.017, memory: 5811, loss_cls: 6.5373, loss: 6.5373, grad_norm: 5.1646 2020-10-24 05:35:45,581 - mmaction - INFO - Epoch [32][860/921] lr: 1.000e-02, eta: 23:16:01, time: 1.311, data_time: 0.012, memory: 5811, loss_cls: 6.3884, loss: 6.3884, grad_norm: 5.1976 2020-10-24 05:36:11,010 - mmaction - INFO - Epoch [32][880/921] lr: 1.000e-02, eta: 23:15:31, time: 1.279, data_time: 0.015, memory: 5811, loss_cls: 6.4387, loss: 6.4387, grad_norm: 5.2359 2020-10-24 05:36:36,713 - mmaction - INFO - Epoch [32][900/921] lr: 1.000e-02, eta: 23:15:01, time: 1.284, data_time: 0.009, memory: 5811, loss_cls: 6.5249, loss: 6.5249, grad_norm: 5.2892 2020-10-24 05:37:01,387 - mmaction - INFO - Epoch [32][920/921] lr: 1.000e-02, eta: 23:14:28, time: 1.238, data_time: 0.006, memory: 5811, loss_cls: 6.3134, loss: 6.3134, grad_norm: 5.0671 2020-10-24 05:37:46,463 - mmaction - INFO - Epoch [33][20/921] lr: 1.000e-02, eta: 23:14:46, time: 2.142, data_time: 1.421, memory: 5811, loss_cls: 6.3742, loss: 6.3742, grad_norm: 5.3445 2020-10-24 05:38:14,467 - mmaction - INFO - Epoch [33][40/921] lr: 1.000e-02, eta: 23:14:23, time: 1.393, data_time: 0.242, memory: 5811, loss_cls: 6.3438, loss: 6.3438, grad_norm: 5.2260 2020-10-24 05:38:41,956 - mmaction - INFO - Epoch [33][60/921] lr: 1.000e-02, eta: 23:13:58, time: 1.378, data_time: 0.024, memory: 5811, loss_cls: 6.4048, loss: 6.4048, grad_norm: 5.2387 2020-10-24 05:39:09,333 - mmaction - INFO - Epoch [33][80/921] lr: 1.000e-02, eta: 23:13:34, time: 1.367, data_time: 0.013, memory: 5811, loss_cls: 6.2806, loss: 6.2806, grad_norm: 5.1964 2020-10-24 05:39:36,412 - mmaction - INFO - Epoch [33][100/921] lr: 1.000e-02, eta: 23:13:08, time: 1.356, data_time: 0.007, memory: 5811, loss_cls: 6.1972, loss: 6.1972, grad_norm: 5.1211 2020-10-24 05:40:02,837 - mmaction - INFO - Epoch [33][120/921] lr: 1.000e-02, eta: 23:12:40, time: 1.324, data_time: 0.005, memory: 5811, loss_cls: 6.4559, loss: 6.4559, grad_norm: 5.3673 2020-10-24 05:40:29,580 - mmaction - INFO - Epoch [33][140/921] lr: 1.000e-02, eta: 23:12:13, time: 1.333, data_time: 0.002, memory: 5811, loss_cls: 6.4021, loss: 6.4021, grad_norm: 5.3800 2020-10-24 05:40:55,622 - mmaction - INFO - Epoch [33][160/921] lr: 1.000e-02, eta: 23:11:44, time: 1.299, data_time: 0.009, memory: 5811, loss_cls: 6.4265, loss: 6.4265, grad_norm: 5.2342 2020-10-24 05:41:21,392 - mmaction - INFO - Epoch [33][180/921] lr: 1.000e-02, eta: 23:11:15, time: 1.294, data_time: 0.011, memory: 5811, loss_cls: 6.3205, loss: 6.3205, grad_norm: 5.1462 2020-10-24 05:41:47,719 - mmaction - INFO - Epoch [33][200/921] lr: 1.000e-02, eta: 23:10:47, time: 1.312, data_time: 0.003, memory: 5811, loss_cls: 6.2383, loss: 6.2383, grad_norm: 5.1177 2020-10-24 05:42:13,972 - mmaction - INFO - Epoch [33][220/921] lr: 1.000e-02, eta: 23:10:19, time: 1.316, data_time: 0.012, memory: 5811, loss_cls: 6.3872, loss: 6.3872, grad_norm: 5.2460 2020-10-24 05:42:40,534 - mmaction - INFO - Epoch [33][240/921] lr: 1.000e-02, eta: 23:09:52, time: 1.329, data_time: 0.007, memory: 5811, loss_cls: 6.2203, loss: 6.2203, grad_norm: 5.2676 2020-10-24 05:43:06,281 - mmaction - INFO - Epoch [33][260/921] lr: 1.000e-02, eta: 23:09:22, time: 1.283, data_time: 0.006, memory: 5811, loss_cls: 6.4622, loss: 6.4622, grad_norm: 5.3375 2020-10-24 05:43:32,305 - mmaction - INFO - Epoch [33][280/921] lr: 1.000e-02, eta: 23:08:53, time: 1.308, data_time: 0.010, memory: 5811, loss_cls: 6.3705, loss: 6.3705, grad_norm: 5.3334 2020-10-24 05:43:58,329 - mmaction - INFO - Epoch [33][300/921] lr: 1.000e-02, eta: 23:08:24, time: 1.297, data_time: 0.004, memory: 5811, loss_cls: 6.4577, loss: 6.4577, grad_norm: 5.2558 2020-10-24 05:44:24,010 - mmaction - INFO - Epoch [33][320/921] lr: 1.000e-02, eta: 23:07:54, time: 1.280, data_time: 0.005, memory: 5811, loss_cls: 6.1924, loss: 6.1924, grad_norm: 5.0282 2020-10-24 05:44:50,082 - mmaction - INFO - Epoch [33][340/921] lr: 1.000e-02, eta: 23:07:25, time: 1.304, data_time: 0.009, memory: 5811, loss_cls: 6.4640, loss: 6.4640, grad_norm: 5.2003 2020-10-24 05:45:15,925 - mmaction - INFO - Epoch [33][360/921] lr: 1.000e-02, eta: 23:06:56, time: 1.299, data_time: 0.009, memory: 5811, loss_cls: 6.1739, loss: 6.1739, grad_norm: 5.0806 2020-10-24 05:45:42,246 - mmaction - INFO - Epoch [33][380/921] lr: 1.000e-02, eta: 23:06:28, time: 1.314, data_time: 0.003, memory: 5811, loss_cls: 6.4738, loss: 6.4738, grad_norm: 5.3773 2020-10-24 05:46:08,035 - mmaction - INFO - Epoch [33][400/921] lr: 1.000e-02, eta: 23:05:59, time: 1.290, data_time: 0.005, memory: 5811, loss_cls: 6.2771, loss: 6.2771, grad_norm: 5.1040 2020-10-24 05:46:34,644 - mmaction - INFO - Epoch [33][420/921] lr: 1.000e-02, eta: 23:05:32, time: 1.331, data_time: 0.004, memory: 5811, loss_cls: 6.3256, loss: 6.3256, grad_norm: 5.1263 2020-10-24 05:47:00,656 - mmaction - INFO - Epoch [33][440/921] lr: 1.000e-02, eta: 23:05:03, time: 1.299, data_time: 0.003, memory: 5811, loss_cls: 6.3603, loss: 6.3603, grad_norm: 5.2657 2020-10-24 05:47:26,969 - mmaction - INFO - Epoch [33][460/921] lr: 1.000e-02, eta: 23:04:35, time: 1.317, data_time: 0.004, memory: 5811, loss_cls: 6.4761, loss: 6.4761, grad_norm: 5.3479 2020-10-24 05:47:53,313 - mmaction - INFO - Epoch [33][480/921] lr: 1.000e-02, eta: 23:04:07, time: 1.317, data_time: 0.003, memory: 5811, loss_cls: 6.4484, loss: 6.4484, grad_norm: 5.3222 2020-10-24 05:48:19,457 - mmaction - INFO - Epoch [33][500/921] lr: 1.000e-02, eta: 23:03:38, time: 1.306, data_time: 0.002, memory: 5811, loss_cls: 6.3148, loss: 6.3148, grad_norm: 5.1610 2020-10-24 05:48:45,982 - mmaction - INFO - Epoch [33][520/921] lr: 1.000e-02, eta: 23:03:11, time: 1.323, data_time: 0.004, memory: 5811, loss_cls: 6.3450, loss: 6.3450, grad_norm: 5.2561 2020-10-24 05:49:12,244 - mmaction - INFO - Epoch [33][540/921] lr: 1.000e-02, eta: 23:02:42, time: 1.309, data_time: 0.008, memory: 5811, loss_cls: 6.3511, loss: 6.3511, grad_norm: 5.2469 2020-10-24 05:49:38,221 - mmaction - INFO - Epoch [33][560/921] lr: 1.000e-02, eta: 23:02:14, time: 1.308, data_time: 0.011, memory: 5811, loss_cls: 6.2846, loss: 6.2846, grad_norm: 5.0915 2020-10-24 05:50:04,830 - mmaction - INFO - Epoch [33][580/921] lr: 1.000e-02, eta: 23:01:47, time: 1.328, data_time: 0.002, memory: 5811, loss_cls: 6.1632, loss: 6.1632, grad_norm: 5.0745 2020-10-24 05:50:31,296 - mmaction - INFO - Epoch [33][600/921] lr: 1.000e-02, eta: 23:01:19, time: 1.316, data_time: 0.003, memory: 5811, loss_cls: 6.5130, loss: 6.5130, grad_norm: 5.3130 2020-10-24 05:50:57,558 - mmaction - INFO - Epoch [33][620/921] lr: 1.000e-02, eta: 23:00:51, time: 1.323, data_time: 0.013, memory: 5811, loss_cls: 6.1824, loss: 6.1824, grad_norm: 5.0792 2020-10-24 05:51:23,901 - mmaction - INFO - Epoch [33][640/921] lr: 1.000e-02, eta: 23:00:23, time: 1.315, data_time: 0.002, memory: 5811, loss_cls: 6.4004, loss: 6.4004, grad_norm: 5.3668 2020-10-24 05:51:50,193 - mmaction - INFO - Epoch [33][660/921] lr: 1.000e-02, eta: 22:59:55, time: 1.316, data_time: 0.005, memory: 5811, loss_cls: 6.4836, loss: 6.4836, grad_norm: 5.3827 2020-10-24 05:52:16,164 - mmaction - INFO - Epoch [33][680/921] lr: 1.000e-02, eta: 22:59:27, time: 1.300, data_time: 0.003, memory: 5811, loss_cls: 6.5191, loss: 6.5191, grad_norm: 5.3365 2020-10-24 05:52:42,032 - mmaction - INFO - Epoch [33][700/921] lr: 1.000e-02, eta: 22:58:57, time: 1.290, data_time: 0.008, memory: 5811, loss_cls: 6.4153, loss: 6.4153, grad_norm: 5.3691 2020-10-24 05:53:08,430 - mmaction - INFO - Epoch [33][720/921] lr: 1.000e-02, eta: 22:58:30, time: 1.320, data_time: 0.013, memory: 5811, loss_cls: 6.4009, loss: 6.4009, grad_norm: 5.3027 2020-10-24 05:53:34,313 - mmaction - INFO - Epoch [33][740/921] lr: 1.000e-02, eta: 22:58:00, time: 1.289, data_time: 0.006, memory: 5811, loss_cls: 6.3130, loss: 6.3130, grad_norm: 5.2936 2020-10-24 05:54:00,377 - mmaction - INFO - Epoch [33][760/921] lr: 1.000e-02, eta: 22:57:31, time: 1.305, data_time: 0.010, memory: 5811, loss_cls: 6.3642, loss: 6.3642, grad_norm: 5.2800 2020-10-24 05:54:26,952 - mmaction - INFO - Epoch [33][780/921] lr: 1.000e-02, eta: 22:57:04, time: 1.325, data_time: 0.012, memory: 5811, loss_cls: 6.3314, loss: 6.3314, grad_norm: 5.2247 2020-10-24 05:54:52,532 - mmaction - INFO - Epoch [33][800/921] lr: 1.000e-02, eta: 22:56:35, time: 1.288, data_time: 0.012, memory: 5811, loss_cls: 6.2819, loss: 6.2819, grad_norm: 5.1398 2020-10-24 05:55:18,840 - mmaction - INFO - Epoch [33][820/921] lr: 1.000e-02, eta: 22:56:06, time: 1.311, data_time: 0.004, memory: 5811, loss_cls: 6.5219, loss: 6.5219, grad_norm: 5.2213 2020-10-24 05:55:45,012 - mmaction - INFO - Epoch [33][840/921] lr: 1.000e-02, eta: 22:55:37, time: 1.297, data_time: 0.007, memory: 5811, loss_cls: 6.3950, loss: 6.3950, grad_norm: 5.2597 2020-10-24 05:56:11,292 - mmaction - INFO - Epoch [33][860/921] lr: 1.000e-02, eta: 22:55:10, time: 1.328, data_time: 0.019, memory: 5811, loss_cls: 6.3723, loss: 6.3723, grad_norm: 5.1594 2020-10-24 05:56:38,082 - mmaction - INFO - Epoch [33][880/921] lr: 1.000e-02, eta: 22:54:44, time: 1.338, data_time: 0.004, memory: 5811, loss_cls: 6.3034, loss: 6.3034, grad_norm: 5.2288 2020-10-24 05:57:03,982 - mmaction - INFO - Epoch [33][900/921] lr: 1.000e-02, eta: 22:54:15, time: 1.298, data_time: 0.007, memory: 5811, loss_cls: 6.3895, loss: 6.3895, grad_norm: 5.2590 2020-10-24 05:57:28,496 - mmaction - INFO - Epoch [33][920/921] lr: 1.000e-02, eta: 22:53:42, time: 1.226, data_time: 0.002, memory: 5811, loss_cls: 6.3574, loss: 6.3574, grad_norm: 5.0804 2020-10-24 05:58:15,642 - mmaction - INFO - Epoch [34][20/921] lr: 1.000e-02, eta: 22:54:01, time: 2.214, data_time: 1.158, memory: 5811, loss_cls: 6.3755, loss: 6.3755, grad_norm: 5.1779 2020-10-24 05:58:42,539 - mmaction - INFO - Epoch [34][40/921] lr: 1.000e-02, eta: 22:53:35, time: 1.348, data_time: 0.030, memory: 5811, loss_cls: 6.2418, loss: 6.2418, grad_norm: 5.2094 2020-10-24 05:59:09,202 - mmaction - INFO - Epoch [34][60/921] lr: 1.000e-02, eta: 22:53:08, time: 1.337, data_time: 0.006, memory: 5811, loss_cls: 6.3379, loss: 6.3379, grad_norm: 5.3196 2020-10-24 05:59:35,813 - mmaction - INFO - Epoch [34][80/921] lr: 1.000e-02, eta: 22:52:41, time: 1.328, data_time: 0.002, memory: 5811, loss_cls: 6.4631, loss: 6.4631, grad_norm: 5.4257 2020-10-24 06:00:02,332 - mmaction - INFO - Epoch [34][100/921] lr: 1.000e-02, eta: 22:52:14, time: 1.327, data_time: 0.006, memory: 5811, loss_cls: 6.1914, loss: 6.1914, grad_norm: 5.1323 2020-10-24 06:00:30,908 - mmaction - INFO - Epoch [34][120/921] lr: 1.000e-02, eta: 22:51:52, time: 1.426, data_time: 0.003, memory: 5811, loss_cls: 6.3167, loss: 6.3167, grad_norm: 5.1939 2020-10-24 06:00:56,440 - mmaction - INFO - Epoch [34][140/921] lr: 1.000e-02, eta: 22:51:22, time: 1.281, data_time: 0.644, memory: 5811, loss_cls: 6.3527, loss: 6.3527, grad_norm: 5.2697 2020-10-24 06:01:24,101 - mmaction - INFO - Epoch [34][160/921] lr: 1.000e-02, eta: 22:50:58, time: 1.376, data_time: 0.410, memory: 5811, loss_cls: 6.2797, loss: 6.2797, grad_norm: 5.0934 2020-10-24 06:01:51,341 - mmaction - INFO - Epoch [34][180/921] lr: 1.000e-02, eta: 22:50:32, time: 1.363, data_time: 0.048, memory: 5811, loss_cls: 6.3249, loss: 6.3249, grad_norm: 5.3709 2020-10-24 06:02:18,648 - mmaction - INFO - Epoch [34][200/921] lr: 1.000e-02, eta: 22:50:08, time: 1.371, data_time: 0.007, memory: 5811, loss_cls: 6.2903, loss: 6.2903, grad_norm: 5.3213 2020-10-24 06:02:44,291 - mmaction - INFO - Epoch [34][220/921] lr: 1.000e-02, eta: 22:49:38, time: 1.276, data_time: 0.002, memory: 5811, loss_cls: 6.1458, loss: 6.1458, grad_norm: 5.0703 2020-10-24 06:03:09,969 - mmaction - INFO - Epoch [34][240/921] lr: 1.000e-02, eta: 22:49:08, time: 1.284, data_time: 0.012, memory: 5811, loss_cls: 6.3162, loss: 6.3162, grad_norm: 5.2006 2020-10-24 06:03:36,306 - mmaction - INFO - Epoch [34][260/921] lr: 1.000e-02, eta: 22:48:40, time: 1.323, data_time: 0.012, memory: 5811, loss_cls: 6.2229, loss: 6.2229, grad_norm: 5.1887 2020-10-24 06:04:03,094 - mmaction - INFO - Epoch [34][280/921] lr: 1.000e-02, eta: 22:48:13, time: 1.333, data_time: 0.003, memory: 5811, loss_cls: 6.3423, loss: 6.3423, grad_norm: 5.2245 2020-10-24 06:04:28,810 - mmaction - INFO - Epoch [34][300/921] lr: 1.000e-02, eta: 22:47:44, time: 1.292, data_time: 0.007, memory: 5811, loss_cls: 6.3044, loss: 6.3044, grad_norm: 5.1777 2020-10-24 06:04:54,904 - mmaction - INFO - Epoch [34][320/921] lr: 1.000e-02, eta: 22:47:15, time: 1.303, data_time: 0.001, memory: 5811, loss_cls: 6.3045, loss: 6.3045, grad_norm: 5.3203 2020-10-24 06:05:20,911 - mmaction - INFO - Epoch [34][340/921] lr: 1.000e-02, eta: 22:46:47, time: 1.302, data_time: 0.006, memory: 5811, loss_cls: 6.3707, loss: 6.3707, grad_norm: 5.3505 2020-10-24 06:05:47,175 - mmaction - INFO - Epoch [34][360/921] lr: 1.000e-02, eta: 22:46:18, time: 1.303, data_time: 0.001, memory: 5811, loss_cls: 6.3175, loss: 6.3175, grad_norm: 5.2753 2020-10-24 06:06:12,153 - mmaction - INFO - Epoch [34][380/921] lr: 1.000e-02, eta: 22:45:47, time: 1.259, data_time: 0.014, memory: 5811, loss_cls: 6.3088, loss: 6.3088, grad_norm: 5.1704 2020-10-24 06:06:39,361 - mmaction - INFO - Epoch [34][400/921] lr: 1.000e-02, eta: 22:45:21, time: 1.350, data_time: 0.002, memory: 5811, loss_cls: 6.2206, loss: 6.2206, grad_norm: 5.1718 2020-10-24 06:07:06,359 - mmaction - INFO - Epoch [34][420/921] lr: 1.000e-02, eta: 22:44:55, time: 1.346, data_time: 0.011, memory: 5811, loss_cls: 6.2478, loss: 6.2478, grad_norm: 5.2042 2020-10-24 06:07:32,041 - mmaction - INFO - Epoch [34][440/921] lr: 1.000e-02, eta: 22:44:26, time: 1.298, data_time: 0.015, memory: 5811, loss_cls: 6.2561, loss: 6.2561, grad_norm: 5.0746 2020-10-24 06:07:58,565 - mmaction - INFO - Epoch [34][460/921] lr: 1.000e-02, eta: 22:43:59, time: 1.326, data_time: 0.002, memory: 5811, loss_cls: 6.2020, loss: 6.2020, grad_norm: 5.0452 2020-10-24 06:08:24,546 - mmaction - INFO - Epoch [34][480/921] lr: 1.000e-02, eta: 22:43:30, time: 1.297, data_time: 0.006, memory: 5811, loss_cls: 6.5287, loss: 6.5287, grad_norm: 5.2228 2020-10-24 06:08:51,395 - mmaction - INFO - Epoch [34][500/921] lr: 1.000e-02, eta: 22:43:03, time: 1.341, data_time: 0.004, memory: 5811, loss_cls: 6.3546, loss: 6.3546, grad_norm: 5.2227 2020-10-24 06:09:17,501 - mmaction - INFO - Epoch [34][520/921] lr: 1.000e-02, eta: 22:42:35, time: 1.305, data_time: 0.006, memory: 5811, loss_cls: 6.2908, loss: 6.2908, grad_norm: 5.1235 2020-10-24 06:09:43,904 - mmaction - INFO - Epoch [34][540/921] lr: 1.000e-02, eta: 22:42:07, time: 1.309, data_time: 0.005, memory: 5811, loss_cls: 6.2274, loss: 6.2274, grad_norm: 5.0981 2020-10-24 06:10:09,497 - mmaction - INFO - Epoch [34][560/921] lr: 1.000e-02, eta: 22:41:37, time: 1.295, data_time: 0.018, memory: 5811, loss_cls: 6.3970, loss: 6.3970, grad_norm: 5.3178 2020-10-24 06:10:35,945 - mmaction - INFO - Epoch [34][580/921] lr: 1.000e-02, eta: 22:41:10, time: 1.313, data_time: 0.003, memory: 5811, loss_cls: 6.3650, loss: 6.3650, grad_norm: 5.3305 2020-10-24 06:11:02,859 - mmaction - INFO - Epoch [34][600/921] lr: 1.000e-02, eta: 22:40:43, time: 1.342, data_time: 0.014, memory: 5811, loss_cls: 6.1985, loss: 6.1985, grad_norm: 5.2045 2020-10-24 06:11:28,176 - mmaction - INFO - Epoch [34][620/921] lr: 1.000e-02, eta: 22:40:13, time: 1.277, data_time: 0.016, memory: 5811, loss_cls: 6.3204, loss: 6.3204, grad_norm: 5.2836 2020-10-24 06:11:55,409 - mmaction - INFO - Epoch [34][640/921] lr: 1.000e-02, eta: 22:39:47, time: 1.352, data_time: 0.004, memory: 5811, loss_cls: 6.4042, loss: 6.4042, grad_norm: 5.2994 2020-10-24 06:12:21,249 - mmaction - INFO - Epoch [34][660/921] lr: 1.000e-02, eta: 22:39:19, time: 1.304, data_time: 0.027, memory: 5811, loss_cls: 6.2859, loss: 6.2859, grad_norm: 5.2855 2020-10-24 06:12:47,475 - mmaction - INFO - Epoch [34][680/921] lr: 1.000e-02, eta: 22:38:50, time: 1.302, data_time: 0.005, memory: 5811, loss_cls: 6.3543, loss: 6.3543, grad_norm: 5.2924 2020-10-24 06:13:13,942 - mmaction - INFO - Epoch [34][700/921] lr: 1.000e-02, eta: 22:38:23, time: 1.321, data_time: 0.011, memory: 5811, loss_cls: 6.4619, loss: 6.4619, grad_norm: 5.3197 2020-10-24 06:13:40,648 - mmaction - INFO - Epoch [34][720/921] lr: 1.000e-02, eta: 22:37:56, time: 1.333, data_time: 0.014, memory: 5811, loss_cls: 6.3472, loss: 6.3472, grad_norm: 5.2037 2020-10-24 06:14:06,709 - mmaction - INFO - Epoch [34][740/921] lr: 1.000e-02, eta: 22:37:28, time: 1.311, data_time: 0.015, memory: 5811, loss_cls: 6.5562, loss: 6.5562, grad_norm: 5.1411 2020-10-24 06:14:33,039 - mmaction - INFO - Epoch [34][760/921] lr: 1.000e-02, eta: 22:37:00, time: 1.319, data_time: 0.008, memory: 5811, loss_cls: 6.2238, loss: 6.2238, grad_norm: 5.1438 2020-10-24 06:14:59,299 - mmaction - INFO - Epoch [34][780/921] lr: 1.000e-02, eta: 22:36:31, time: 1.303, data_time: 0.004, memory: 5811, loss_cls: 6.4358, loss: 6.4358, grad_norm: 5.3034 2020-10-24 06:15:25,260 - mmaction - INFO - Epoch [34][800/921] lr: 1.000e-02, eta: 22:36:03, time: 1.305, data_time: 0.016, memory: 5811, loss_cls: 6.2784, loss: 6.2784, grad_norm: 5.0649 2020-10-24 06:15:51,863 - mmaction - INFO - Epoch [34][820/921] lr: 1.000e-02, eta: 22:35:35, time: 1.321, data_time: 0.010, memory: 5811, loss_cls: 6.4263, loss: 6.4263, grad_norm: 5.1916 2020-10-24 06:16:17,653 - mmaction - INFO - Epoch [34][840/921] lr: 1.000e-02, eta: 22:35:07, time: 1.300, data_time: 0.019, memory: 5811, loss_cls: 6.1606, loss: 6.1606, grad_norm: 5.1874 2020-10-24 06:16:43,834 - mmaction - INFO - Epoch [34][860/921] lr: 1.000e-02, eta: 22:34:39, time: 1.311, data_time: 0.008, memory: 5811, loss_cls: 6.5635, loss: 6.5635, grad_norm: 5.1288 2020-10-24 06:17:10,955 - mmaction - INFO - Epoch [34][880/921] lr: 1.000e-02, eta: 22:34:13, time: 1.357, data_time: 0.009, memory: 5811, loss_cls: 6.4494, loss: 6.4494, grad_norm: 5.2126 2020-10-24 06:17:36,492 - mmaction - INFO - Epoch [34][900/921] lr: 1.000e-02, eta: 22:33:43, time: 1.270, data_time: 0.005, memory: 5811, loss_cls: 6.3422, loss: 6.3422, grad_norm: 5.1638 2020-10-24 06:18:01,151 - mmaction - INFO - Epoch [34][920/921] lr: 1.000e-02, eta: 22:33:11, time: 1.240, data_time: 0.011, memory: 5811, loss_cls: 6.3564, loss: 6.3564, grad_norm: 5.2634 2020-10-24 06:19:03,393 - mmaction - INFO - Epoch [35][20/921] lr: 1.000e-02, eta: 22:33:48, time: 2.586, data_time: 1.536, memory: 5811, loss_cls: 6.2021, loss: 6.2021, grad_norm: 5.0422 2020-10-24 06:19:31,345 - mmaction - INFO - Epoch [35][40/921] lr: 1.000e-02, eta: 22:33:24, time: 1.399, data_time: 0.026, memory: 5811, loss_cls: 6.3194, loss: 6.3194, grad_norm: 5.2005 2020-10-24 06:19:58,450 - mmaction - INFO - Epoch [35][60/921] lr: 1.000e-02, eta: 22:32:58, time: 1.351, data_time: 0.003, memory: 5811, loss_cls: 6.3832, loss: 6.3832, grad_norm: 5.2576 2020-10-24 06:20:24,914 - mmaction - INFO - Epoch [35][80/921] lr: 1.000e-02, eta: 22:32:31, time: 1.325, data_time: 0.007, memory: 5811, loss_cls: 6.2749, loss: 6.2749, grad_norm: 5.1684 2020-10-24 06:20:50,930 - mmaction - INFO - Epoch [35][100/921] lr: 1.000e-02, eta: 22:32:02, time: 1.292, data_time: 0.005, memory: 5811, loss_cls: 6.2891, loss: 6.2891, grad_norm: 5.0840 2020-10-24 06:21:17,127 - mmaction - INFO - Epoch [35][120/921] lr: 1.000e-02, eta: 22:31:34, time: 1.317, data_time: 0.016, memory: 5811, loss_cls: 6.3555, loss: 6.3555, grad_norm: 5.2571 2020-10-24 06:21:42,759 - mmaction - INFO - Epoch [35][140/921] lr: 1.000e-02, eta: 22:31:04, time: 1.280, data_time: 0.009, memory: 5811, loss_cls: 6.4812, loss: 6.4812, grad_norm: 5.3519 2020-10-24 06:22:09,231 - mmaction - INFO - Epoch [35][160/921] lr: 1.000e-02, eta: 22:30:36, time: 1.317, data_time: 0.016, memory: 5811, loss_cls: 6.2106, loss: 6.2106, grad_norm: 5.0994 2020-10-24 06:22:35,379 - mmaction - INFO - Epoch [35][180/921] lr: 1.000e-02, eta: 22:30:09, time: 1.320, data_time: 0.015, memory: 5811, loss_cls: 6.1967, loss: 6.1967, grad_norm: 5.0961 2020-10-24 06:23:01,116 - mmaction - INFO - Epoch [35][200/921] lr: 1.000e-02, eta: 22:29:39, time: 1.286, data_time: 0.004, memory: 5811, loss_cls: 6.2370, loss: 6.2370, grad_norm: 5.1858 2020-10-24 06:23:27,375 - mmaction - INFO - Epoch [35][220/921] lr: 1.000e-02, eta: 22:29:11, time: 1.312, data_time: 0.001, memory: 5811, loss_cls: 6.1324, loss: 6.1324, grad_norm: 5.1835 2020-10-24 06:23:54,333 - mmaction - INFO - Epoch [35][240/921] lr: 1.000e-02, eta: 22:28:45, time: 1.344, data_time: 0.005, memory: 5811, loss_cls: 6.4005, loss: 6.4005, grad_norm: 5.2200 2020-10-24 06:24:20,446 - mmaction - INFO - Epoch [35][260/921] lr: 1.000e-02, eta: 22:28:17, time: 1.311, data_time: 0.007, memory: 5811, loss_cls: 6.3158, loss: 6.3158, grad_norm: 5.2954 2020-10-24 06:24:47,282 - mmaction - INFO - Epoch [35][280/921] lr: 1.000e-02, eta: 22:27:50, time: 1.326, data_time: 0.005, memory: 5811, loss_cls: 6.1934, loss: 6.1934, grad_norm: 5.1894 2020-10-24 06:25:14,208 - mmaction - INFO - Epoch [35][300/921] lr: 1.000e-02, eta: 22:27:24, time: 1.361, data_time: 0.020, memory: 5811, loss_cls: 6.3814, loss: 6.3814, grad_norm: 5.2226 2020-10-24 06:25:39,832 - mmaction - INFO - Epoch [35][320/921] lr: 1.000e-02, eta: 22:26:54, time: 1.279, data_time: 0.002, memory: 5811, loss_cls: 6.3457, loss: 6.3457, grad_norm: 5.2964 2020-10-24 06:26:06,385 - mmaction - INFO - Epoch [35][340/921] lr: 1.000e-02, eta: 22:26:27, time: 1.322, data_time: 0.004, memory: 5811, loss_cls: 6.2435, loss: 6.2435, grad_norm: 5.1247 2020-10-24 06:26:32,638 - mmaction - INFO - Epoch [35][360/921] lr: 1.000e-02, eta: 22:25:59, time: 1.314, data_time: 0.012, memory: 5811, loss_cls: 6.2093, loss: 6.2093, grad_norm: 5.1389 2020-10-24 06:26:59,082 - mmaction - INFO - Epoch [35][380/921] lr: 1.000e-02, eta: 22:25:31, time: 1.322, data_time: 0.010, memory: 5811, loss_cls: 6.3340, loss: 6.3340, grad_norm: 5.2200 2020-10-24 06:27:24,631 - mmaction - INFO - Epoch [35][400/921] lr: 1.000e-02, eta: 22:25:02, time: 1.284, data_time: 0.010, memory: 5811, loss_cls: 6.2501, loss: 6.2501, grad_norm: 5.2027 2020-10-24 06:27:51,064 - mmaction - INFO - Epoch [35][420/921] lr: 1.000e-02, eta: 22:24:34, time: 1.319, data_time: 0.002, memory: 5811, loss_cls: 6.1356, loss: 6.1356, grad_norm: 5.1257 2020-10-24 06:28:16,815 - mmaction - INFO - Epoch [35][440/921] lr: 1.000e-02, eta: 22:24:05, time: 1.287, data_time: 0.008, memory: 5811, loss_cls: 6.2571, loss: 6.2571, grad_norm: 5.2442 2020-10-24 06:28:43,991 - mmaction - INFO - Epoch [35][460/921] lr: 1.000e-02, eta: 22:23:39, time: 1.357, data_time: 0.006, memory: 5811, loss_cls: 6.2466, loss: 6.2466, grad_norm: 5.1941 2020-10-24 06:29:09,851 - mmaction - INFO - Epoch [35][480/921] lr: 1.000e-02, eta: 22:23:10, time: 1.293, data_time: 0.008, memory: 5811, loss_cls: 6.4496, loss: 6.4496, grad_norm: 5.3487 2020-10-24 06:29:36,519 - mmaction - INFO - Epoch [35][500/921] lr: 1.000e-02, eta: 22:22:43, time: 1.330, data_time: 0.007, memory: 5811, loss_cls: 6.2406, loss: 6.2406, grad_norm: 5.0603 2020-10-24 06:30:03,338 - mmaction - INFO - Epoch [35][520/921] lr: 1.000e-02, eta: 22:22:17, time: 1.350, data_time: 0.010, memory: 5811, loss_cls: 6.3096, loss: 6.3096, grad_norm: 5.2592 2020-10-24 06:30:28,997 - mmaction - INFO - Epoch [35][540/921] lr: 1.000e-02, eta: 22:21:47, time: 1.279, data_time: 0.003, memory: 5811, loss_cls: 6.2827, loss: 6.2827, grad_norm: 5.1952 2020-10-24 06:30:55,223 - mmaction - INFO - Epoch [35][560/921] lr: 1.000e-02, eta: 22:21:19, time: 1.309, data_time: 0.007, memory: 5811, loss_cls: 6.4323, loss: 6.4323, grad_norm: 5.2305 2020-10-24 06:31:21,007 - mmaction - INFO - Epoch [35][580/921] lr: 1.000e-02, eta: 22:20:50, time: 1.289, data_time: 0.009, memory: 5811, loss_cls: 6.2941, loss: 6.2941, grad_norm: 5.3131 2020-10-24 06:31:47,288 - mmaction - INFO - Epoch [35][600/921] lr: 1.000e-02, eta: 22:20:22, time: 1.317, data_time: 0.010, memory: 5811, loss_cls: 6.3999, loss: 6.3999, grad_norm: 5.2302 2020-10-24 06:32:13,799 - mmaction - INFO - Epoch [35][620/921] lr: 1.000e-02, eta: 22:19:55, time: 1.326, data_time: 0.004, memory: 5811, loss_cls: 6.2651, loss: 6.2651, grad_norm: 5.2349 2020-10-24 06:32:40,621 - mmaction - INFO - Epoch [35][640/921] lr: 1.000e-02, eta: 22:19:28, time: 1.342, data_time: 0.003, memory: 5811, loss_cls: 6.2012, loss: 6.2012, grad_norm: 5.1779 2020-10-24 06:33:06,453 - mmaction - INFO - Epoch [35][660/921] lr: 1.000e-02, eta: 22:18:59, time: 1.292, data_time: 0.003, memory: 5811, loss_cls: 6.3598, loss: 6.3598, grad_norm: 5.3214 2020-10-24 06:33:32,776 - mmaction - INFO - Epoch [35][680/921] lr: 1.000e-02, eta: 22:18:31, time: 1.307, data_time: 0.001, memory: 5811, loss_cls: 6.3702, loss: 6.3702, grad_norm: 5.2009 2020-10-24 06:33:59,137 - mmaction - INFO - Epoch [35][700/921] lr: 1.000e-02, eta: 22:18:04, time: 1.323, data_time: 0.013, memory: 5811, loss_cls: 6.2732, loss: 6.2732, grad_norm: 5.2947 2020-10-24 06:34:25,527 - mmaction - INFO - Epoch [35][720/921] lr: 1.000e-02, eta: 22:17:36, time: 1.312, data_time: 0.006, memory: 5811, loss_cls: 6.2835, loss: 6.2835, grad_norm: 5.1988 2020-10-24 06:34:51,291 - mmaction - INFO - Epoch [35][740/921] lr: 1.000e-02, eta: 22:17:07, time: 1.299, data_time: 0.015, memory: 5811, loss_cls: 6.3856, loss: 6.3856, grad_norm: 5.1942 2020-10-24 06:35:18,082 - mmaction - INFO - Epoch [35][760/921] lr: 1.000e-02, eta: 22:16:40, time: 1.334, data_time: 0.003, memory: 5811, loss_cls: 6.2569, loss: 6.2569, grad_norm: 5.1567 2020-10-24 06:35:44,496 - mmaction - INFO - Epoch [35][780/921] lr: 1.000e-02, eta: 22:16:13, time: 1.320, data_time: 0.013, memory: 5811, loss_cls: 6.4992, loss: 6.4992, grad_norm: 5.3645 2020-10-24 06:36:11,153 - mmaction - INFO - Epoch [35][800/921] lr: 1.000e-02, eta: 22:15:46, time: 1.331, data_time: 0.014, memory: 5811, loss_cls: 6.2470, loss: 6.2470, grad_norm: 5.1739 2020-10-24 06:36:36,964 - mmaction - INFO - Epoch [35][820/921] lr: 1.000e-02, eta: 22:15:17, time: 1.299, data_time: 0.010, memory: 5811, loss_cls: 6.3618, loss: 6.3618, grad_norm: 5.1929 2020-10-24 06:37:03,411 - mmaction - INFO - Epoch [35][840/921] lr: 1.000e-02, eta: 22:14:49, time: 1.309, data_time: 0.003, memory: 5811, loss_cls: 6.4064, loss: 6.4064, grad_norm: 5.2496 2020-10-24 06:37:29,586 - mmaction - INFO - Epoch [35][860/921] lr: 1.000e-02, eta: 22:14:21, time: 1.317, data_time: 0.016, memory: 5811, loss_cls: 6.2905, loss: 6.2905, grad_norm: 5.2285 2020-10-24 06:37:56,235 - mmaction - INFO - Epoch [35][880/921] lr: 1.000e-02, eta: 22:13:55, time: 1.337, data_time: 0.007, memory: 5811, loss_cls: 6.4875, loss: 6.4875, grad_norm: 5.3190 2020-10-24 06:38:22,610 - mmaction - INFO - Epoch [35][900/921] lr: 1.000e-02, eta: 22:13:27, time: 1.316, data_time: 0.002, memory: 5811, loss_cls: 6.1911, loss: 6.1911, grad_norm: 5.1236 2020-10-24 06:38:47,616 - mmaction - INFO - Epoch [35][920/921] lr: 1.000e-02, eta: 22:12:56, time: 1.253, data_time: 0.008, memory: 5811, loss_cls: 6.4360, loss: 6.4360, grad_norm: 5.2157 2020-10-24 06:38:49,431 - mmaction - INFO - Saving checkpoint at 35 epochs 2020-10-24 06:40:21,014 - mmaction - INFO - Evaluating mean_average_precision... 2020-10-24 06:40:21,656 - mmaction - INFO - mean_average_precision 0.5253 2020-10-24 06:40:21,672 - mmaction - INFO - Epoch(val) [35][921] mean_average_precision: 0.5253 2020-10-24 06:40:59,480 - mmaction - INFO - Epoch [36][20/921] lr: 1.000e-02, eta: 22:12:53, time: 1.890, data_time: 0.968, memory: 5811, loss_cls: 6.2779, loss: 6.2779, grad_norm: 5.0744 2020-10-24 06:41:26,893 - mmaction - INFO - Epoch [36][40/921] lr: 1.000e-02, eta: 22:12:28, time: 1.364, data_time: 0.023, memory: 5811, loss_cls: 6.3599, loss: 6.3599, grad_norm: 5.3540 2020-10-24 06:41:53,810 - mmaction - INFO - Epoch [36][60/921] lr: 1.000e-02, eta: 22:12:02, time: 1.349, data_time: 0.020, memory: 5811, loss_cls: 6.1827, loss: 6.1827, grad_norm: 5.1297 2020-10-24 06:42:20,704 - mmaction - INFO - Epoch [36][80/921] lr: 1.000e-02, eta: 22:11:35, time: 1.345, data_time: 0.008, memory: 5811, loss_cls: 6.2115, loss: 6.2115, grad_norm: 5.1929 2020-10-24 06:42:47,123 - mmaction - INFO - Epoch [36][100/921] lr: 1.000e-02, eta: 22:11:08, time: 1.319, data_time: 0.005, memory: 5811, loss_cls: 6.3476, loss: 6.3476, grad_norm: 5.3340 2020-10-24 06:43:13,360 - mmaction - INFO - Epoch [36][120/921] lr: 1.000e-02, eta: 22:10:40, time: 1.317, data_time: 0.007, memory: 5811, loss_cls: 6.2485, loss: 6.2485, grad_norm: 5.1527 2020-10-24 06:43:39,288 - mmaction - INFO - Epoch [36][140/921] lr: 1.000e-02, eta: 22:10:11, time: 1.296, data_time: 0.005, memory: 5811, loss_cls: 6.3402, loss: 6.3402, grad_norm: 5.2273 2020-10-24 06:44:05,195 - mmaction - INFO - Epoch [36][160/921] lr: 1.000e-02, eta: 22:09:42, time: 1.286, data_time: 0.003, memory: 5811, loss_cls: 6.4011, loss: 6.4011, grad_norm: 5.3650 2020-10-24 06:44:31,205 - mmaction - INFO - Epoch [36][180/921] lr: 1.000e-02, eta: 22:09:14, time: 1.309, data_time: 0.012, memory: 5811, loss_cls: 6.3942, loss: 6.3942, grad_norm: 5.2271 2020-10-24 06:44:57,453 - mmaction - INFO - Epoch [36][200/921] lr: 1.000e-02, eta: 22:08:46, time: 1.309, data_time: 0.004, memory: 5811, loss_cls: 6.1861, loss: 6.1861, grad_norm: 5.2077 2020-10-24 06:45:23,726 - mmaction - INFO - Epoch [36][220/921] lr: 1.000e-02, eta: 22:08:18, time: 1.318, data_time: 0.006, memory: 5811, loss_cls: 6.2619, loss: 6.2619, grad_norm: 5.2821 2020-10-24 06:45:49,969 - mmaction - INFO - Epoch [36][240/921] lr: 1.000e-02, eta: 22:07:50, time: 1.308, data_time: 0.003, memory: 5811, loss_cls: 6.2050, loss: 6.2050, grad_norm: 5.1104 2020-10-24 06:46:16,010 - mmaction - INFO - Epoch [36][260/921] lr: 1.000e-02, eta: 22:07:22, time: 1.306, data_time: 0.010, memory: 5811, loss_cls: 6.2391, loss: 6.2391, grad_norm: 5.2134 2020-10-24 06:46:42,574 - mmaction - INFO - Epoch [36][280/921] lr: 1.000e-02, eta: 22:06:54, time: 1.325, data_time: 0.002, memory: 5811, loss_cls: 6.3622, loss: 6.3622, grad_norm: 5.3369 2020-10-24 06:47:08,402 - mmaction - INFO - Epoch [36][300/921] lr: 1.000e-02, eta: 22:06:25, time: 1.294, data_time: 0.005, memory: 5811, loss_cls: 6.1837, loss: 6.1837, grad_norm: 5.2388 2020-10-24 06:47:34,418 - mmaction - INFO - Epoch [36][320/921] lr: 1.000e-02, eta: 22:05:57, time: 1.301, data_time: 0.003, memory: 5811, loss_cls: 6.1521, loss: 6.1521, grad_norm: 5.1538 2020-10-24 06:48:00,863 - mmaction - INFO - Epoch [36][340/921] lr: 1.000e-02, eta: 22:05:29, time: 1.318, data_time: 0.004, memory: 5811, loss_cls: 6.3312, loss: 6.3312, grad_norm: 5.2196 2020-10-24 06:48:26,893 - mmaction - INFO - Epoch [36][360/921] lr: 1.000e-02, eta: 22:05:01, time: 1.301, data_time: 0.008, memory: 5811, loss_cls: 6.3060, loss: 6.3060, grad_norm: 5.1808 2020-10-24 06:48:53,086 - mmaction - INFO - Epoch [36][380/921] lr: 1.000e-02, eta: 22:04:33, time: 1.308, data_time: 0.008, memory: 5811, loss_cls: 6.2287, loss: 6.2287, grad_norm: 5.1874 2020-10-24 06:49:19,055 - mmaction - INFO - Epoch [36][400/921] lr: 1.000e-02, eta: 22:04:04, time: 1.303, data_time: 0.012, memory: 5811, loss_cls: 6.3015, loss: 6.3015, grad_norm: 5.2288 2020-10-24 06:49:45,025 - mmaction - INFO - Epoch [36][420/921] lr: 1.000e-02, eta: 22:03:35, time: 1.297, data_time: 0.005, memory: 5811, loss_cls: 6.1833, loss: 6.1833, grad_norm: 5.1699 2020-10-24 06:50:11,339 - mmaction - INFO - Epoch [36][440/921] lr: 1.000e-02, eta: 22:03:08, time: 1.321, data_time: 0.008, memory: 5811, loss_cls: 6.3161, loss: 6.3161, grad_norm: 5.1690 2020-10-24 06:50:37,992 - mmaction - INFO - Epoch [36][460/921] lr: 1.000e-02, eta: 22:02:41, time: 1.328, data_time: 0.005, memory: 5811, loss_cls: 6.2906, loss: 6.2906, grad_norm: 5.1304 2020-10-24 06:51:03,916 - mmaction - INFO - Epoch [36][480/921] lr: 1.000e-02, eta: 22:02:12, time: 1.297, data_time: 0.007, memory: 5811, loss_cls: 6.3260, loss: 6.3260, grad_norm: 5.2330 2020-10-24 06:51:30,003 - mmaction - INFO - Epoch [36][500/921] lr: 1.000e-02, eta: 22:01:44, time: 1.307, data_time: 0.009, memory: 5811, loss_cls: 6.1701, loss: 6.1701, grad_norm: 5.1701 2020-10-24 06:51:55,031 - mmaction - INFO - Epoch [36][520/921] lr: 1.000e-02, eta: 22:01:13, time: 1.251, data_time: 0.003, memory: 5811, loss_cls: 6.1833, loss: 6.1833, grad_norm: 5.1187 2020-10-24 06:52:20,915 - mmaction - INFO - Epoch [36][540/921] lr: 1.000e-02, eta: 22:00:44, time: 1.292, data_time: 0.005, memory: 5811, loss_cls: 6.3316, loss: 6.3316, grad_norm: 5.1554 2020-10-24 06:52:47,575 - mmaction - INFO - Epoch [36][560/921] lr: 1.000e-02, eta: 22:00:17, time: 1.333, data_time: 0.006, memory: 5811, loss_cls: 6.3438, loss: 6.3438, grad_norm: 5.2432 2020-10-24 06:53:13,651 - mmaction - INFO - Epoch [36][580/921] lr: 1.000e-02, eta: 21:59:49, time: 1.306, data_time: 0.006, memory: 5811, loss_cls: 6.3061, loss: 6.3061, grad_norm: 5.2498 2020-10-24 06:53:39,422 - mmaction - INFO - Epoch [36][600/921] lr: 1.000e-02, eta: 21:59:20, time: 1.282, data_time: 0.009, memory: 5811, loss_cls: 6.4143, loss: 6.4143, grad_norm: 5.4431 2020-10-24 06:54:05,777 - mmaction - INFO - Epoch [36][620/921] lr: 1.000e-02, eta: 21:58:52, time: 1.326, data_time: 0.011, memory: 5811, loss_cls: 6.1255, loss: 6.1255, grad_norm: 5.1331 2020-10-24 06:54:31,883 - mmaction - INFO - Epoch [36][640/921] lr: 1.000e-02, eta: 21:58:24, time: 1.301, data_time: 0.004, memory: 5811, loss_cls: 6.1956, loss: 6.1956, grad_norm: 5.0440 2020-10-24 06:54:58,219 - mmaction - INFO - Epoch [36][660/921] lr: 1.000e-02, eta: 21:57:56, time: 1.319, data_time: 0.011, memory: 5811, loss_cls: 6.3724, loss: 6.3724, grad_norm: 5.3539 2020-10-24 06:55:24,005 - mmaction - INFO - Epoch [36][680/921] lr: 1.000e-02, eta: 21:57:27, time: 1.287, data_time: 0.004, memory: 5811, loss_cls: 6.3808, loss: 6.3808, grad_norm: 5.1865 2020-10-24 06:55:50,039 - mmaction - INFO - Epoch [36][700/921] lr: 1.000e-02, eta: 21:56:59, time: 1.305, data_time: 0.006, memory: 5811, loss_cls: 6.1927, loss: 6.1927, grad_norm: 5.2440 2020-10-24 06:56:16,335 - mmaction - INFO - Epoch [36][720/921] lr: 1.000e-02, eta: 21:56:31, time: 1.316, data_time: 0.004, memory: 5811, loss_cls: 6.1832, loss: 6.1832, grad_norm: 5.1082 2020-10-24 06:56:43,370 - mmaction - INFO - Epoch [36][740/921] lr: 1.000e-02, eta: 21:56:05, time: 1.349, data_time: 0.003, memory: 5811, loss_cls: 6.2258, loss: 6.2258, grad_norm: 5.2419 2020-10-24 06:57:09,067 - mmaction - INFO - Epoch [36][760/921] lr: 1.000e-02, eta: 21:55:36, time: 1.281, data_time: 0.004, memory: 5811, loss_cls: 6.4546, loss: 6.4546, grad_norm: 5.2259 2020-10-24 06:57:34,852 - mmaction - INFO - Epoch [36][780/921] lr: 1.000e-02, eta: 21:55:07, time: 1.291, data_time: 0.009, memory: 5811, loss_cls: 6.3073, loss: 6.3073, grad_norm: 5.2303 2020-10-24 06:58:00,830 - mmaction - INFO - Epoch [36][800/921] lr: 1.000e-02, eta: 21:54:38, time: 1.290, data_time: 0.007, memory: 5811, loss_cls: 6.5312, loss: 6.5312, grad_norm: 5.3142 2020-10-24 06:58:26,254 - mmaction - INFO - Epoch [36][820/921] lr: 1.000e-02, eta: 21:54:08, time: 1.280, data_time: 0.014, memory: 5811, loss_cls: 6.3870, loss: 6.3870, grad_norm: 5.2986 2020-10-24 06:58:52,873 - mmaction - INFO - Epoch [36][840/921] lr: 1.000e-02, eta: 21:53:42, time: 1.332, data_time: 0.007, memory: 5811, loss_cls: 6.3978, loss: 6.3978, grad_norm: 5.2410 2020-10-24 06:59:18,520 - mmaction - INFO - Epoch [36][860/921] lr: 1.000e-02, eta: 21:53:12, time: 1.282, data_time: 0.006, memory: 5811, loss_cls: 6.3409, loss: 6.3409, grad_norm: 5.2631 2020-10-24 06:59:45,059 - mmaction - INFO - Epoch [36][880/921] lr: 1.000e-02, eta: 21:52:45, time: 1.328, data_time: 0.005, memory: 5811, loss_cls: 6.3663, loss: 6.3663, grad_norm: 5.2846 2020-10-24 07:00:11,406 - mmaction - INFO - Epoch [36][900/921] lr: 1.000e-02, eta: 21:52:17, time: 1.315, data_time: 0.004, memory: 5811, loss_cls: 6.3087, loss: 6.3087, grad_norm: 5.2201 2020-10-24 07:00:36,064 - mmaction - INFO - Epoch [36][920/921] lr: 1.000e-02, eta: 21:51:46, time: 1.237, data_time: 0.009, memory: 5811, loss_cls: 6.3600, loss: 6.3600, grad_norm: 5.3335 2020-10-24 07:01:23,887 - mmaction - INFO - Epoch [37][20/921] lr: 1.000e-02, eta: 21:52:00, time: 2.258, data_time: 1.524, memory: 5811, loss_cls: 6.2773, loss: 6.2773, grad_norm: 5.2276 2020-10-24 07:01:51,915 - mmaction - INFO - Epoch [37][40/921] lr: 1.000e-02, eta: 21:51:36, time: 1.399, data_time: 0.269, memory: 5811, loss_cls: 6.2266, loss: 6.2266, grad_norm: 5.1404 2020-10-24 07:02:19,523 - mmaction - INFO - Epoch [37][60/921] lr: 1.000e-02, eta: 21:51:12, time: 1.380, data_time: 0.006, memory: 5811, loss_cls: 6.1448, loss: 6.1448, grad_norm: 5.0872 2020-10-24 07:02:46,690 - mmaction - INFO - Epoch [37][80/921] lr: 1.000e-02, eta: 21:50:46, time: 1.353, data_time: 0.007, memory: 5811, loss_cls: 6.2700, loss: 6.2700, grad_norm: 5.2617 2020-10-24 07:03:12,881 - mmaction - INFO - Epoch [37][100/921] lr: 1.000e-02, eta: 21:50:18, time: 1.309, data_time: 0.012, memory: 5811, loss_cls: 6.1812, loss: 6.1812, grad_norm: 5.1899 2020-10-24 07:03:38,316 - mmaction - INFO - Epoch [37][120/921] lr: 1.000e-02, eta: 21:49:48, time: 1.281, data_time: 0.013, memory: 5811, loss_cls: 6.3746, loss: 6.3746, grad_norm: 5.3160 2020-10-24 07:04:04,063 - mmaction - INFO - Epoch [37][140/921] lr: 1.000e-02, eta: 21:49:19, time: 1.290, data_time: 0.022, memory: 5811, loss_cls: 6.2379, loss: 6.2379, grad_norm: 5.1478 2020-10-24 07:04:31,156 - mmaction - INFO - Epoch [37][160/921] lr: 1.000e-02, eta: 21:48:54, time: 1.354, data_time: 0.267, memory: 5811, loss_cls: 6.2695, loss: 6.2695, grad_norm: 5.1660 2020-10-24 07:04:57,747 - mmaction - INFO - Epoch [37][180/921] lr: 1.000e-02, eta: 21:48:26, time: 1.328, data_time: 0.347, memory: 5811, loss_cls: 6.3283, loss: 6.3283, grad_norm: 5.1428 2020-10-24 07:05:24,051 - mmaction - INFO - Epoch [37][200/921] lr: 1.000e-02, eta: 21:47:59, time: 1.317, data_time: 0.456, memory: 5811, loss_cls: 6.2095, loss: 6.2095, grad_norm: 5.0954 2020-10-24 07:05:50,141 - mmaction - INFO - Epoch [37][220/921] lr: 1.000e-02, eta: 21:47:31, time: 1.304, data_time: 0.668, memory: 5811, loss_cls: 6.2920, loss: 6.2920, grad_norm: 5.1182 2020-10-24 07:06:16,591 - mmaction - INFO - Epoch [37][240/921] lr: 1.000e-02, eta: 21:47:03, time: 1.318, data_time: 0.478, memory: 5811, loss_cls: 6.1091, loss: 6.1091, grad_norm: 5.0784 2020-10-24 07:06:43,550 - mmaction - INFO - Epoch [37][260/921] lr: 1.000e-02, eta: 21:46:37, time: 1.348, data_time: 0.307, memory: 5811, loss_cls: 6.2957, loss: 6.2957, grad_norm: 5.2032 2020-10-24 07:07:10,476 - mmaction - INFO - Epoch [37][280/921] lr: 1.000e-02, eta: 21:46:11, time: 1.348, data_time: 0.381, memory: 5811, loss_cls: 6.2824, loss: 6.2824, grad_norm: 5.2629 2020-10-24 07:07:37,252 - mmaction - INFO - Epoch [37][300/921] lr: 1.000e-02, eta: 21:45:44, time: 1.335, data_time: 0.447, memory: 5811, loss_cls: 6.2019, loss: 6.2019, grad_norm: 5.1472 2020-10-24 07:08:03,440 - mmaction - INFO - Epoch [37][320/921] lr: 1.000e-02, eta: 21:45:16, time: 1.316, data_time: 0.566, memory: 5811, loss_cls: 6.1608, loss: 6.1608, grad_norm: 5.3049 2020-10-24 07:08:30,293 - mmaction - INFO - Epoch [37][340/921] lr: 1.000e-02, eta: 21:44:50, time: 1.338, data_time: 0.407, memory: 5811, loss_cls: 6.2541, loss: 6.2541, grad_norm: 5.2979 2020-10-24 07:08:56,387 - mmaction - INFO - Epoch [37][360/921] lr: 1.000e-02, eta: 21:44:21, time: 1.305, data_time: 0.071, memory: 5811, loss_cls: 6.2464, loss: 6.2464, grad_norm: 5.3255 2020-10-24 07:09:22,833 - mmaction - INFO - Epoch [37][380/921] lr: 1.000e-02, eta: 21:43:54, time: 1.321, data_time: 0.018, memory: 5811, loss_cls: 6.3022, loss: 6.3022, grad_norm: 5.2746 2020-10-24 07:09:49,627 - mmaction - INFO - Epoch [37][400/921] lr: 1.000e-02, eta: 21:43:28, time: 1.345, data_time: 0.042, memory: 5811, loss_cls: 6.3281, loss: 6.3281, grad_norm: 5.2314 2020-10-24 07:10:15,329 - mmaction - INFO - Epoch [37][420/921] lr: 1.000e-02, eta: 21:42:58, time: 1.277, data_time: 0.004, memory: 5811, loss_cls: 6.1780, loss: 6.1780, grad_norm: 5.0844 2020-10-24 07:10:41,578 - mmaction - INFO - Epoch [37][440/921] lr: 1.000e-02, eta: 21:42:30, time: 1.311, data_time: 0.013, memory: 5811, loss_cls: 6.2653, loss: 6.2653, grad_norm: 5.1468 2020-10-24 07:11:07,184 - mmaction - INFO - Epoch [37][460/921] lr: 1.000e-02, eta: 21:42:01, time: 1.288, data_time: 0.015, memory: 5811, loss_cls: 6.3761, loss: 6.3761, grad_norm: 5.3013 2020-10-24 07:11:33,231 - mmaction - INFO - Epoch [37][480/921] lr: 1.000e-02, eta: 21:41:33, time: 1.300, data_time: 0.007, memory: 5811, loss_cls: 6.2485, loss: 6.2485, grad_norm: 5.1507 2020-10-24 07:11:59,507 - mmaction - INFO - Epoch [37][500/921] lr: 1.000e-02, eta: 21:41:05, time: 1.312, data_time: 0.024, memory: 5811, loss_cls: 6.2998, loss: 6.2998, grad_norm: 5.2445 2020-10-24 07:12:26,296 - mmaction - INFO - Epoch [37][520/921] lr: 1.000e-02, eta: 21:40:38, time: 1.330, data_time: 0.065, memory: 5811, loss_cls: 6.2940, loss: 6.2940, grad_norm: 5.2765 2020-10-24 07:12:52,213 - mmaction - INFO - Epoch [37][540/921] lr: 1.000e-02, eta: 21:40:10, time: 1.313, data_time: 0.020, memory: 5811, loss_cls: 6.1451, loss: 6.1451, grad_norm: 5.2488 2020-10-24 07:13:18,985 - mmaction - INFO - Epoch [37][560/921] lr: 1.000e-02, eta: 21:39:43, time: 1.336, data_time: 0.002, memory: 5811, loss_cls: 6.4277, loss: 6.4277, grad_norm: 5.2186 2020-10-24 07:13:45,674 - mmaction - INFO - Epoch [37][580/921] lr: 1.000e-02, eta: 21:39:17, time: 1.336, data_time: 0.003, memory: 5811, loss_cls: 6.3194, loss: 6.3194, grad_norm: 5.1083 2020-10-24 07:14:11,745 - mmaction - INFO - Epoch [37][600/921] lr: 1.000e-02, eta: 21:38:48, time: 1.299, data_time: 0.015, memory: 5811, loss_cls: 6.3033, loss: 6.3033, grad_norm: 5.1642 2020-10-24 07:14:38,440 - mmaction - INFO - Epoch [37][620/921] lr: 1.000e-02, eta: 21:38:22, time: 1.337, data_time: 0.024, memory: 5811, loss_cls: 6.3494, loss: 6.3494, grad_norm: 5.3729 2020-10-24 07:15:05,427 - mmaction - INFO - Epoch [37][640/921] lr: 1.000e-02, eta: 21:37:55, time: 1.344, data_time: 0.109, memory: 5811, loss_cls: 6.2649, loss: 6.2649, grad_norm: 5.1281 2020-10-24 07:15:31,803 - mmaction - INFO - Epoch [37][660/921] lr: 1.000e-02, eta: 21:37:28, time: 1.327, data_time: 0.060, memory: 5811, loss_cls: 6.4155, loss: 6.4155, grad_norm: 5.2729 2020-10-24 07:15:58,598 - mmaction - INFO - Epoch [37][680/921] lr: 1.000e-02, eta: 21:37:02, time: 1.335, data_time: 0.061, memory: 5811, loss_cls: 6.2683, loss: 6.2683, grad_norm: 5.2372 2020-10-24 07:16:24,630 - mmaction - INFO - Epoch [37][700/921] lr: 1.000e-02, eta: 21:36:33, time: 1.304, data_time: 0.006, memory: 5811, loss_cls: 6.1727, loss: 6.1727, grad_norm: 5.1285 2020-10-24 07:16:51,255 - mmaction - INFO - Epoch [37][720/921] lr: 1.000e-02, eta: 21:36:06, time: 1.324, data_time: 0.003, memory: 5811, loss_cls: 6.3308, loss: 6.3308, grad_norm: 5.3461 2020-10-24 07:17:17,314 - mmaction - INFO - Epoch [37][740/921] lr: 1.000e-02, eta: 21:35:38, time: 1.308, data_time: 0.034, memory: 5811, loss_cls: 6.1923, loss: 6.1923, grad_norm: 5.1203 2020-10-24 07:17:43,961 - mmaction - INFO - Epoch [37][760/921] lr: 1.000e-02, eta: 21:35:11, time: 1.335, data_time: 0.240, memory: 5811, loss_cls: 6.3801, loss: 6.3801, grad_norm: 5.3525 2020-10-24 07:18:11,138 - mmaction - INFO - Epoch [37][780/921] lr: 1.000e-02, eta: 21:34:45, time: 1.350, data_time: 0.484, memory: 5811, loss_cls: 6.2801, loss: 6.2801, grad_norm: 5.2382 2020-10-24 07:18:37,617 - mmaction - INFO - Epoch [37][800/921] lr: 1.000e-02, eta: 21:34:18, time: 1.327, data_time: 0.509, memory: 5811, loss_cls: 6.2326, loss: 6.2326, grad_norm: 5.1676 2020-10-24 07:19:04,313 - mmaction - INFO - Epoch [37][820/921] lr: 1.000e-02, eta: 21:33:51, time: 1.336, data_time: 0.437, memory: 5811, loss_cls: 6.2175, loss: 6.2175, grad_norm: 5.2865 2020-10-24 07:19:30,835 - mmaction - INFO - Epoch [37][840/921] lr: 1.000e-02, eta: 21:33:24, time: 1.329, data_time: 0.264, memory: 5811, loss_cls: 6.3558, loss: 6.3558, grad_norm: 5.2224 2020-10-24 07:19:57,701 - mmaction - INFO - Epoch [37][860/921] lr: 1.000e-02, eta: 21:32:58, time: 1.335, data_time: 0.378, memory: 5811, loss_cls: 6.3520, loss: 6.3520, grad_norm: 5.2062 2020-10-24 07:20:23,718 - mmaction - INFO - Epoch [37][880/921] lr: 1.000e-02, eta: 21:32:29, time: 1.303, data_time: 0.648, memory: 5811, loss_cls: 6.3926, loss: 6.3926, grad_norm: 5.1899 2020-10-24 07:20:50,032 - mmaction - INFO - Epoch [37][900/921] lr: 1.000e-02, eta: 21:32:02, time: 1.317, data_time: 0.674, memory: 5811, loss_cls: 6.3387, loss: 6.3387, grad_norm: 5.3365 2020-10-24 07:21:15,522 - mmaction - INFO - Epoch [37][920/921] lr: 1.000e-02, eta: 21:31:33, time: 1.280, data_time: 0.638, memory: 5811, loss_cls: 6.3406, loss: 6.3406, grad_norm: 5.3011 2020-10-24 07:21:58,292 - mmaction - INFO - Epoch [38][20/921] lr: 1.000e-02, eta: 21:31:35, time: 2.053, data_time: 0.663, memory: 5811, loss_cls: 6.2219, loss: 6.2219, grad_norm: 5.2609 2020-10-24 07:22:25,241 - mmaction - INFO - Epoch [38][40/921] lr: 1.000e-02, eta: 21:31:08, time: 1.343, data_time: 0.008, memory: 5811, loss_cls: 6.1637, loss: 6.1637, grad_norm: 5.0352 2020-10-24 07:22:52,127 - mmaction - INFO - Epoch [38][60/921] lr: 1.000e-02, eta: 21:30:42, time: 1.348, data_time: 0.007, memory: 5811, loss_cls: 6.1570, loss: 6.1570, grad_norm: 5.2047 2020-10-24 07:23:18,777 - mmaction - INFO - Epoch [38][80/921] lr: 1.000e-02, eta: 21:30:15, time: 1.329, data_time: 0.003, memory: 5811, loss_cls: 6.3147, loss: 6.3147, grad_norm: 5.3174 2020-10-24 07:23:45,989 - mmaction - INFO - Epoch [38][100/921] lr: 1.000e-02, eta: 21:29:50, time: 1.361, data_time: 0.008, memory: 5811, loss_cls: 6.1094, loss: 6.1094, grad_norm: 5.1489 2020-10-24 07:24:11,803 - mmaction - INFO - Epoch [38][120/921] lr: 1.000e-02, eta: 21:29:21, time: 1.290, data_time: 0.005, memory: 5811, loss_cls: 6.3432, loss: 6.3432, grad_norm: 5.2327 2020-10-24 07:24:38,488 - mmaction - INFO - Epoch [38][140/921] lr: 1.000e-02, eta: 21:28:54, time: 1.327, data_time: 0.007, memory: 5811, loss_cls: 6.1500, loss: 6.1500, grad_norm: 5.0650 2020-10-24 07:25:05,403 - mmaction - INFO - Epoch [38][160/921] lr: 1.000e-02, eta: 21:28:27, time: 1.347, data_time: 0.017, memory: 5811, loss_cls: 6.2522, loss: 6.2522, grad_norm: 5.1323 2020-10-24 07:25:31,409 - mmaction - INFO - Epoch [38][180/921] lr: 1.000e-02, eta: 21:28:00, time: 1.310, data_time: 0.014, memory: 5811, loss_cls: 6.2779, loss: 6.2779, grad_norm: 5.2981 2020-10-24 07:25:58,079 - mmaction - INFO - Epoch [38][200/921] lr: 1.000e-02, eta: 21:27:32, time: 1.323, data_time: 0.003, memory: 5811, loss_cls: 6.1868, loss: 6.1868, grad_norm: 5.2779 2020-10-24 07:26:24,386 - mmaction - INFO - Epoch [38][220/921] lr: 1.000e-02, eta: 21:27:05, time: 1.320, data_time: 0.018, memory: 5811, loss_cls: 6.1692, loss: 6.1692, grad_norm: 5.2019 2020-10-24 07:26:51,209 - mmaction - INFO - Epoch [38][240/921] lr: 1.000e-02, eta: 21:26:38, time: 1.339, data_time: 0.011, memory: 5811, loss_cls: 6.1721, loss: 6.1721, grad_norm: 5.2608 2020-10-24 07:27:17,140 - mmaction - INFO - Epoch [38][260/921] lr: 1.000e-02, eta: 21:26:10, time: 1.302, data_time: 0.011, memory: 5811, loss_cls: 6.3179, loss: 6.3179, grad_norm: 5.1917 2020-10-24 07:27:43,914 - mmaction - INFO - Epoch [38][280/921] lr: 1.000e-02, eta: 21:25:43, time: 1.339, data_time: 0.006, memory: 5811, loss_cls: 6.0839, loss: 6.0839, grad_norm: 5.1837 2020-10-24 07:28:10,612 - mmaction - INFO - Epoch [38][300/921] lr: 1.000e-02, eta: 21:25:17, time: 1.335, data_time: 0.005, memory: 5811, loss_cls: 6.3781, loss: 6.3781, grad_norm: 5.3371 2020-10-24 07:28:36,738 - mmaction - INFO - Epoch [38][320/921] lr: 1.000e-02, eta: 21:24:49, time: 1.309, data_time: 0.007, memory: 5811, loss_cls: 6.2101, loss: 6.2101, grad_norm: 5.1652 2020-10-24 07:29:03,303 - mmaction - INFO - Epoch [38][340/921] lr: 1.000e-02, eta: 21:24:21, time: 1.321, data_time: 0.001, memory: 5811, loss_cls: 6.3345, loss: 6.3345, grad_norm: 5.1942 2020-10-24 07:29:29,102 - mmaction - INFO - Epoch [38][360/921] lr: 1.000e-02, eta: 21:23:53, time: 1.294, data_time: 0.009, memory: 5811, loss_cls: 6.1833, loss: 6.1833, grad_norm: 5.0683 2020-10-24 07:29:55,452 - mmaction - INFO - Epoch [38][380/921] lr: 1.000e-02, eta: 21:23:25, time: 1.320, data_time: 0.005, memory: 5811, loss_cls: 6.1259, loss: 6.1259, grad_norm: 5.1107 2020-10-24 07:30:22,460 - mmaction - INFO - Epoch [38][400/921] lr: 1.000e-02, eta: 21:22:58, time: 1.336, data_time: 0.004, memory: 5811, loss_cls: 6.2001, loss: 6.2001, grad_norm: 5.2506 2020-10-24 07:30:48,878 - mmaction - INFO - Epoch [38][420/921] lr: 1.000e-02, eta: 21:22:32, time: 1.332, data_time: 0.015, memory: 5811, loss_cls: 6.4143, loss: 6.4143, grad_norm: 5.2309 2020-10-24 07:31:15,252 - mmaction - INFO - Epoch [38][440/921] lr: 1.000e-02, eta: 21:22:04, time: 1.322, data_time: 0.006, memory: 5811, loss_cls: 6.1758, loss: 6.1758, grad_norm: 5.1427 2020-10-24 07:31:41,058 - mmaction - INFO - Epoch [38][460/921] lr: 1.000e-02, eta: 21:21:35, time: 1.290, data_time: 0.003, memory: 5811, loss_cls: 6.1359, loss: 6.1359, grad_norm: 5.1601 2020-10-24 07:32:07,724 - mmaction - INFO - Epoch [38][480/921] lr: 1.000e-02, eta: 21:21:08, time: 1.329, data_time: 0.001, memory: 5811, loss_cls: 6.4036, loss: 6.4036, grad_norm: 5.2800 2020-10-24 07:32:34,517 - mmaction - INFO - Epoch [38][500/921] lr: 1.000e-02, eta: 21:20:42, time: 1.339, data_time: 0.006, memory: 5811, loss_cls: 6.1570, loss: 6.1570, grad_norm: 5.1305 2020-10-24 07:33:00,974 - mmaction - INFO - Epoch [38][520/921] lr: 1.000e-02, eta: 21:20:14, time: 1.323, data_time: 0.008, memory: 5811, loss_cls: 6.2135, loss: 6.2135, grad_norm: 5.2044 2020-10-24 07:33:27,455 - mmaction - INFO - Epoch [38][540/921] lr: 1.000e-02, eta: 21:19:47, time: 1.322, data_time: 0.008, memory: 5811, loss_cls: 6.3811, loss: 6.3811, grad_norm: 5.2407 2020-10-24 07:33:53,936 - mmaction - INFO - Epoch [38][560/921] lr: 1.000e-02, eta: 21:19:20, time: 1.327, data_time: 0.010, memory: 5811, loss_cls: 6.2789, loss: 6.2789, grad_norm: 5.1763 2020-10-24 07:34:20,298 - mmaction - INFO - Epoch [38][580/921] lr: 1.000e-02, eta: 21:18:52, time: 1.316, data_time: 0.008, memory: 5811, loss_cls: 6.2542, loss: 6.2542, grad_norm: 5.1577 2020-10-24 07:34:46,988 - mmaction - INFO - Epoch [38][600/921] lr: 1.000e-02, eta: 21:18:25, time: 1.331, data_time: 0.008, memory: 5811, loss_cls: 6.1762, loss: 6.1762, grad_norm: 5.2188 2020-10-24 07:35:12,853 - mmaction - INFO - Epoch [38][620/921] lr: 1.000e-02, eta: 21:17:57, time: 1.302, data_time: 0.010, memory: 5811, loss_cls: 6.1896, loss: 6.1896, grad_norm: 5.3690 2020-10-24 07:35:39,040 - mmaction - INFO - Epoch [38][640/921] lr: 1.000e-02, eta: 21:17:29, time: 1.309, data_time: 0.003, memory: 5811, loss_cls: 6.1863, loss: 6.1863, grad_norm: 5.2038 2020-10-24 07:36:05,170 - mmaction - INFO - Epoch [38][660/921] lr: 1.000e-02, eta: 21:17:01, time: 1.299, data_time: 0.006, memory: 5811, loss_cls: 6.5004, loss: 6.5004, grad_norm: 5.4698 2020-10-24 07:36:31,816 - mmaction - INFO - Epoch [38][680/921] lr: 1.000e-02, eta: 21:16:34, time: 1.335, data_time: 0.016, memory: 5811, loss_cls: 6.3359, loss: 6.3359, grad_norm: 5.3047 2020-10-24 07:36:58,292 - mmaction - INFO - Epoch [38][700/921] lr: 1.000e-02, eta: 21:16:07, time: 1.326, data_time: 0.009, memory: 5811, loss_cls: 6.2732, loss: 6.2732, grad_norm: 5.1822 2020-10-24 07:37:23,924 - mmaction - INFO - Epoch [38][720/921] lr: 1.000e-02, eta: 21:15:38, time: 1.277, data_time: 0.008, memory: 5811, loss_cls: 6.3430, loss: 6.3430, grad_norm: 5.2091 2020-10-24 07:37:50,325 - mmaction - INFO - Epoch [38][740/921] lr: 1.000e-02, eta: 21:15:11, time: 1.327, data_time: 0.013, memory: 5811, loss_cls: 6.2734, loss: 6.2734, grad_norm: 5.2548 2020-10-24 07:38:16,418 - mmaction - INFO - Epoch [38][760/921] lr: 1.000e-02, eta: 21:14:42, time: 1.302, data_time: 0.003, memory: 5811, loss_cls: 6.2649, loss: 6.2649, grad_norm: 5.2448 2020-10-24 07:38:42,319 - mmaction - INFO - Epoch [38][780/921] lr: 1.000e-02, eta: 21:14:14, time: 1.287, data_time: 0.006, memory: 5811, loss_cls: 6.4323, loss: 6.4323, grad_norm: 5.2550 2020-10-24 07:39:08,136 - mmaction - INFO - Epoch [38][800/921] lr: 1.000e-02, eta: 21:13:45, time: 1.295, data_time: 0.016, memory: 5811, loss_cls: 6.2350, loss: 6.2350, grad_norm: 5.2285 2020-10-24 07:39:34,121 - mmaction - INFO - Epoch [38][820/921] lr: 1.000e-02, eta: 21:13:17, time: 1.300, data_time: 0.015, memory: 5811, loss_cls: 6.2474, loss: 6.2474, grad_norm: 5.2844 2020-10-24 07:40:00,265 - mmaction - INFO - Epoch [38][840/921] lr: 1.000e-02, eta: 21:12:49, time: 1.302, data_time: 0.009, memory: 5811, loss_cls: 6.3170, loss: 6.3170, grad_norm: 5.2971 2020-10-24 07:40:26,465 - mmaction - INFO - Epoch [38][860/921] lr: 1.000e-02, eta: 21:12:21, time: 1.313, data_time: 0.013, memory: 5811, loss_cls: 6.4081, loss: 6.4081, grad_norm: 5.4065 2020-10-24 07:40:52,195 - mmaction - INFO - Epoch [38][880/921] lr: 1.000e-02, eta: 21:11:52, time: 1.295, data_time: 0.009, memory: 5811, loss_cls: 6.1601, loss: 6.1601, grad_norm: 5.2239 2020-10-24 07:41:18,235 - mmaction - INFO - Epoch [38][900/921] lr: 1.000e-02, eta: 21:11:24, time: 1.301, data_time: 0.001, memory: 5811, loss_cls: 6.3971, loss: 6.3971, grad_norm: 5.2907 2020-10-24 07:41:42,801 - mmaction - INFO - Epoch [38][920/921] lr: 1.000e-02, eta: 21:10:53, time: 1.230, data_time: 0.009, memory: 5811, loss_cls: 6.1615, loss: 6.1615, grad_norm: 5.2067 2020-10-24 07:42:28,257 - mmaction - INFO - Epoch [39][20/921] lr: 1.000e-02, eta: 21:10:57, time: 2.142, data_time: 1.367, memory: 5811, loss_cls: 6.1962, loss: 6.1962, grad_norm: 5.1156 2020-10-24 07:42:55,192 - mmaction - INFO - Epoch [39][40/921] lr: 1.000e-02, eta: 21:10:31, time: 1.346, data_time: 0.063, memory: 5811, loss_cls: 6.2390, loss: 6.2390, grad_norm: 5.1405 2020-10-24 07:43:21,919 - mmaction - INFO - Epoch [39][60/921] lr: 1.000e-02, eta: 21:10:04, time: 1.332, data_time: 0.003, memory: 5811, loss_cls: 6.1833, loss: 6.1833, grad_norm: 5.2517 2020-10-24 07:43:48,297 - mmaction - INFO - Epoch [39][80/921] lr: 1.000e-02, eta: 21:09:37, time: 1.321, data_time: 0.006, memory: 5811, loss_cls: 6.1777, loss: 6.1777, grad_norm: 5.1600 2020-10-24 07:44:14,470 - mmaction - INFO - Epoch [39][100/921] lr: 1.000e-02, eta: 21:09:09, time: 1.310, data_time: 0.006, memory: 5811, loss_cls: 6.2774, loss: 6.2774, grad_norm: 5.2254 2020-10-24 07:44:41,262 - mmaction - INFO - Epoch [39][120/921] lr: 1.000e-02, eta: 21:08:42, time: 1.339, data_time: 0.005, memory: 5811, loss_cls: 6.2909, loss: 6.2909, grad_norm: 5.2907 2020-10-24 07:45:07,483 - mmaction - INFO - Epoch [39][140/921] lr: 1.000e-02, eta: 21:08:15, time: 1.313, data_time: 0.007, memory: 5811, loss_cls: 6.2118, loss: 6.2118, grad_norm: 5.3560 2020-10-24 07:45:34,058 - mmaction - INFO - Epoch [39][160/921] lr: 1.000e-02, eta: 21:07:47, time: 1.326, data_time: 0.005, memory: 5811, loss_cls: 6.1935, loss: 6.1935, grad_norm: 5.0341 2020-10-24 07:45:59,488 - mmaction - INFO - Epoch [39][180/921] lr: 1.000e-02, eta: 21:07:18, time: 1.273, data_time: 0.005, memory: 5811, loss_cls: 6.2510, loss: 6.2510, grad_norm: 5.2458 2020-10-24 07:46:25,901 - mmaction - INFO - Epoch [39][200/921] lr: 1.000e-02, eta: 21:06:51, time: 1.321, data_time: 0.003, memory: 5811, loss_cls: 6.2077, loss: 6.2077, grad_norm: 5.1255 2020-10-24 07:46:52,385 - mmaction - INFO - Epoch [39][220/921] lr: 1.000e-02, eta: 21:06:23, time: 1.323, data_time: 0.005, memory: 5811, loss_cls: 6.3240, loss: 6.3240, grad_norm: 5.1884 2020-10-24 07:47:18,758 - mmaction - INFO - Epoch [39][240/921] lr: 1.000e-02, eta: 21:05:56, time: 1.320, data_time: 0.008, memory: 5811, loss_cls: 6.2877, loss: 6.2877, grad_norm: 5.2970 2020-10-24 07:47:44,645 - mmaction - INFO - Epoch [39][260/921] lr: 1.000e-02, eta: 21:05:27, time: 1.296, data_time: 0.005, memory: 5811, loss_cls: 6.2650, loss: 6.2650, grad_norm: 5.3800 2020-10-24 07:48:10,743 - mmaction - INFO - Epoch [39][280/921] lr: 1.000e-02, eta: 21:04:59, time: 1.292, data_time: 0.004, memory: 5811, loss_cls: 6.4042, loss: 6.4042, grad_norm: 5.2821 2020-10-24 07:48:37,081 - mmaction - INFO - Epoch [39][300/921] lr: 1.000e-02, eta: 21:04:32, time: 1.327, data_time: 0.015, memory: 5811, loss_cls: 6.2098, loss: 6.2098, grad_norm: 5.1938 2020-10-24 07:49:03,340 - mmaction - INFO - Epoch [39][320/921] lr: 1.000e-02, eta: 21:04:04, time: 1.311, data_time: 0.006, memory: 5811, loss_cls: 6.2216, loss: 6.2216, grad_norm: 5.1529 2020-10-24 07:49:29,308 - mmaction - INFO - Epoch [39][340/921] lr: 1.000e-02, eta: 21:03:35, time: 1.297, data_time: 0.008, memory: 5811, loss_cls: 6.2109, loss: 6.2109, grad_norm: 5.3257 2020-10-24 07:49:55,444 - mmaction - INFO - Epoch [39][360/921] lr: 1.000e-02, eta: 21:03:08, time: 1.308, data_time: 0.009, memory: 5811, loss_cls: 6.3702, loss: 6.3702, grad_norm: 5.2703 2020-10-24 07:50:22,027 - mmaction - INFO - Epoch [39][380/921] lr: 1.000e-02, eta: 21:02:41, time: 1.334, data_time: 0.009, memory: 5811, loss_cls: 6.0735, loss: 6.0735, grad_norm: 5.1165 2020-10-24 07:50:48,063 - mmaction - INFO - Epoch [39][400/921] lr: 1.000e-02, eta: 21:02:12, time: 1.299, data_time: 0.004, memory: 5811, loss_cls: 6.1886, loss: 6.1886, grad_norm: 5.2861 2020-10-24 07:51:14,082 - mmaction - INFO - Epoch [39][420/921] lr: 1.000e-02, eta: 21:01:44, time: 1.302, data_time: 0.008, memory: 5811, loss_cls: 6.3054, loss: 6.3054, grad_norm: 5.2407 2020-10-24 07:51:40,241 - mmaction - INFO - Epoch [39][440/921] lr: 1.000e-02, eta: 21:01:16, time: 1.293, data_time: 0.004, memory: 5811, loss_cls: 6.2845, loss: 6.2845, grad_norm: 5.3040 2020-10-24 07:52:06,093 - mmaction - INFO - Epoch [39][460/921] lr: 1.000e-02, eta: 21:00:48, time: 1.309, data_time: 0.021, memory: 5811, loss_cls: 6.3227, loss: 6.3227, grad_norm: 5.2256 2020-10-24 07:52:32,450 - mmaction - INFO - Epoch [39][480/921] lr: 1.000e-02, eta: 21:00:20, time: 1.319, data_time: 0.003, memory: 5811, loss_cls: 6.2944, loss: 6.2944, grad_norm: 5.2256 2020-10-24 07:52:58,568 - mmaction - INFO - Epoch [39][500/921] lr: 1.000e-02, eta: 20:59:52, time: 1.301, data_time: 0.003, memory: 5811, loss_cls: 6.1607, loss: 6.1607, grad_norm: 5.2896 2020-10-24 07:53:24,909 - mmaction - INFO - Epoch [39][520/921] lr: 1.000e-02, eta: 20:59:25, time: 1.312, data_time: 0.008, memory: 5811, loss_cls: 6.3134, loss: 6.3134, grad_norm: 5.2514 2020-10-24 07:53:50,770 - mmaction - INFO - Epoch [39][540/921] lr: 1.000e-02, eta: 20:58:56, time: 1.301, data_time: 0.013, memory: 5811, loss_cls: 6.1014, loss: 6.1014, grad_norm: 5.1742 2020-10-24 07:54:17,320 - mmaction - INFO - Epoch [39][560/921] lr: 1.000e-02, eta: 20:58:29, time: 1.328, data_time: 0.003, memory: 5811, loss_cls: 6.2082, loss: 6.2082, grad_norm: 5.1977 2020-10-24 07:54:43,244 - mmaction - INFO - Epoch [39][580/921] lr: 1.000e-02, eta: 20:58:01, time: 1.294, data_time: 0.008, memory: 5811, loss_cls: 6.2310, loss: 6.2310, grad_norm: 5.2089 2020-10-24 07:55:09,153 - mmaction - INFO - Epoch [39][600/921] lr: 1.000e-02, eta: 20:57:33, time: 1.297, data_time: 0.004, memory: 5811, loss_cls: 6.2418, loss: 6.2418, grad_norm: 5.2191 2020-10-24 07:55:35,218 - mmaction - INFO - Epoch [39][620/921] lr: 1.000e-02, eta: 20:57:04, time: 1.298, data_time: 0.002, memory: 5811, loss_cls: 6.1990, loss: 6.1990, grad_norm: 5.1905 2020-10-24 07:56:01,393 - mmaction - INFO - Epoch [39][640/921] lr: 1.000e-02, eta: 20:56:36, time: 1.301, data_time: 0.009, memory: 5811, loss_cls: 6.1983, loss: 6.1983, grad_norm: 5.2601 2020-10-24 07:56:27,592 - mmaction - INFO - Epoch [39][660/921] lr: 1.000e-02, eta: 20:56:09, time: 1.322, data_time: 0.015, memory: 5811, loss_cls: 6.2997, loss: 6.2997, grad_norm: 5.3005 2020-10-24 07:56:53,713 - mmaction - INFO - Epoch [39][680/921] lr: 1.000e-02, eta: 20:55:41, time: 1.306, data_time: 0.005, memory: 5811, loss_cls: 6.2949, loss: 6.2949, grad_norm: 5.3264 2020-10-24 07:57:19,785 - mmaction - INFO - Epoch [39][700/921] lr: 1.000e-02, eta: 20:55:13, time: 1.302, data_time: 0.004, memory: 5811, loss_cls: 6.3385, loss: 6.3385, grad_norm: 5.3590 2020-10-24 07:57:45,721 - mmaction - INFO - Epoch [39][720/921] lr: 1.000e-02, eta: 20:54:44, time: 1.298, data_time: 0.006, memory: 5811, loss_cls: 6.2226, loss: 6.2226, grad_norm: 5.0824 2020-10-24 07:58:11,482 - mmaction - INFO - Epoch [39][740/921] lr: 1.000e-02, eta: 20:54:16, time: 1.290, data_time: 0.004, memory: 5811, loss_cls: 6.1719, loss: 6.1719, grad_norm: 5.0727 2020-10-24 07:58:37,642 - mmaction - INFO - Epoch [39][760/921] lr: 1.000e-02, eta: 20:53:47, time: 1.299, data_time: 0.001, memory: 5811, loss_cls: 6.3241, loss: 6.3241, grad_norm: 5.2085 2020-10-24 07:59:03,199 - mmaction - INFO - Epoch [39][780/921] lr: 1.000e-02, eta: 20:53:19, time: 1.282, data_time: 0.012, memory: 5811, loss_cls: 6.3392, loss: 6.3392, grad_norm: 5.4089 2020-10-24 07:59:29,983 - mmaction - INFO - Epoch [39][800/921] lr: 1.000e-02, eta: 20:52:52, time: 1.343, data_time: 0.007, memory: 5811, loss_cls: 6.1306, loss: 6.1306, grad_norm: 5.1312 2020-10-24 07:59:55,661 - mmaction - INFO - Epoch [39][820/921] lr: 1.000e-02, eta: 20:52:23, time: 1.272, data_time: 0.002, memory: 5811, loss_cls: 6.3125, loss: 6.3125, grad_norm: 5.2709 2020-10-24 08:00:21,945 - mmaction - INFO - Epoch [39][840/921] lr: 1.000e-02, eta: 20:51:56, time: 1.325, data_time: 0.017, memory: 5811, loss_cls: 6.3734, loss: 6.3734, grad_norm: 5.2112 2020-10-24 08:00:48,229 - mmaction - INFO - Epoch [39][860/921] lr: 1.000e-02, eta: 20:51:28, time: 1.314, data_time: 0.005, memory: 5811, loss_cls: 6.1955, loss: 6.1955, grad_norm: 5.1476 2020-10-24 08:01:14,386 - mmaction - INFO - Epoch [39][880/921] lr: 1.000e-02, eta: 20:51:00, time: 1.306, data_time: 0.003, memory: 5811, loss_cls: 6.3155, loss: 6.3155, grad_norm: 5.2487 2020-10-24 08:01:40,557 - mmaction - INFO - Epoch [39][900/921] lr: 1.000e-02, eta: 20:50:32, time: 1.306, data_time: 0.006, memory: 5811, loss_cls: 6.3302, loss: 6.3302, grad_norm: 5.3697 2020-10-24 08:02:05,705 - mmaction - INFO - Epoch [39][920/921] lr: 1.000e-02, eta: 20:50:02, time: 1.263, data_time: 0.009, memory: 5811, loss_cls: 6.2769, loss: 6.2769, grad_norm: 5.1556 2020-10-24 08:02:46,052 - mmaction - INFO - Epoch [40][20/921] lr: 1.000e-02, eta: 20:49:57, time: 1.948, data_time: 1.244, memory: 5811, loss_cls: 6.2591, loss: 6.2591, grad_norm: 5.1228 2020-10-24 08:03:12,759 - mmaction - INFO - Epoch [40][40/921] lr: 1.000e-02, eta: 20:49:31, time: 1.335, data_time: 0.093, memory: 5811, loss_cls: 5.9912, loss: 5.9912, grad_norm: 4.9579 2020-10-24 08:03:39,409 - mmaction - INFO - Epoch [40][60/921] lr: 1.000e-02, eta: 20:49:04, time: 1.332, data_time: 0.001, memory: 5811, loss_cls: 6.2441, loss: 6.2441, grad_norm: 5.2818 2020-10-24 08:04:05,853 - mmaction - INFO - Epoch [40][80/921] lr: 1.000e-02, eta: 20:48:37, time: 1.323, data_time: 0.005, memory: 5811, loss_cls: 6.0440, loss: 6.0440, grad_norm: 5.1829 2020-10-24 08:04:31,691 - mmaction - INFO - Epoch [40][100/921] lr: 1.000e-02, eta: 20:48:08, time: 1.287, data_time: 0.003, memory: 5811, loss_cls: 6.2840, loss: 6.2840, grad_norm: 5.2180 2020-10-24 08:04:58,123 - mmaction - INFO - Epoch [40][120/921] lr: 1.000e-02, eta: 20:47:41, time: 1.327, data_time: 0.008, memory: 5811, loss_cls: 6.1504, loss: 6.1504, grad_norm: 5.2507 2020-10-24 08:05:23,578 - mmaction - INFO - Epoch [40][140/921] lr: 1.000e-02, eta: 20:47:11, time: 1.268, data_time: 0.002, memory: 5811, loss_cls: 6.3187, loss: 6.3187, grad_norm: 5.3001 2020-10-24 08:05:49,827 - mmaction - INFO - Epoch [40][160/921] lr: 1.000e-02, eta: 20:46:44, time: 1.316, data_time: 0.006, memory: 5811, loss_cls: 6.3083, loss: 6.3083, grad_norm: 5.3253 2020-10-24 08:06:15,503 - mmaction - INFO - Epoch [40][180/921] lr: 1.000e-02, eta: 20:46:15, time: 1.285, data_time: 0.002, memory: 5811, loss_cls: 6.2326, loss: 6.2326, grad_norm: 5.1764 2020-10-24 08:06:42,217 - mmaction - INFO - Epoch [40][200/921] lr: 1.000e-02, eta: 20:45:48, time: 1.336, data_time: 0.001, memory: 5811, loss_cls: 6.2080, loss: 6.2080, grad_norm: 5.1869 2020-10-24 08:07:08,670 - mmaction - INFO - Epoch [40][220/921] lr: 1.000e-02, eta: 20:45:21, time: 1.318, data_time: 0.003, memory: 5811, loss_cls: 6.2460, loss: 6.2460, grad_norm: 5.3436 2020-10-24 08:07:34,257 - mmaction - INFO - Epoch [40][240/921] lr: 1.000e-02, eta: 20:44:52, time: 1.284, data_time: 0.006, memory: 5811, loss_cls: 6.1755, loss: 6.1755, grad_norm: 5.1702 2020-10-24 08:08:00,817 - mmaction - INFO - Epoch [40][260/921] lr: 1.000e-02, eta: 20:44:25, time: 1.326, data_time: 0.003, memory: 5811, loss_cls: 6.1732, loss: 6.1732, grad_norm: 5.2183 2020-10-24 08:08:27,085 - mmaction - INFO - Epoch [40][280/921] lr: 1.000e-02, eta: 20:43:57, time: 1.313, data_time: 0.006, memory: 5811, loss_cls: 6.0937, loss: 6.0937, grad_norm: 5.1528 2020-10-24 08:08:53,381 - mmaction - INFO - Epoch [40][300/921] lr: 1.000e-02, eta: 20:43:30, time: 1.310, data_time: 0.005, memory: 5811, loss_cls: 6.3067, loss: 6.3067, grad_norm: 5.4159 2020-10-24 08:09:20,587 - mmaction - INFO - Epoch [40][320/921] lr: 1.000e-02, eta: 20:43:04, time: 1.366, data_time: 0.009, memory: 5811, loss_cls: 6.3035, loss: 6.3035, grad_norm: 5.1536 2020-10-24 08:09:46,992 - mmaction - INFO - Epoch [40][340/921] lr: 1.000e-02, eta: 20:42:37, time: 1.320, data_time: 0.006, memory: 5811, loss_cls: 6.1463, loss: 6.1463, grad_norm: 5.2012 2020-10-24 08:10:13,446 - mmaction - INFO - Epoch [40][360/921] lr: 1.000e-02, eta: 20:42:09, time: 1.312, data_time: 0.005, memory: 5811, loss_cls: 6.2982, loss: 6.2982, grad_norm: 5.2328 2020-10-24 08:10:39,682 - mmaction - INFO - Epoch [40][380/921] lr: 1.000e-02, eta: 20:41:42, time: 1.325, data_time: 0.015, memory: 5811, loss_cls: 6.1742, loss: 6.1742, grad_norm: 5.1700 2020-10-24 08:11:05,961 - mmaction - INFO - Epoch [40][400/921] lr: 1.000e-02, eta: 20:41:14, time: 1.308, data_time: 0.002, memory: 5811, loss_cls: 6.2685, loss: 6.2685, grad_norm: 5.3702 2020-10-24 08:11:31,904 - mmaction - INFO - Epoch [40][420/921] lr: 1.000e-02, eta: 20:40:46, time: 1.293, data_time: 0.006, memory: 5811, loss_cls: 6.3032, loss: 6.3032, grad_norm: 5.3658 2020-10-24 08:11:57,793 - mmaction - INFO - Epoch [40][440/921] lr: 1.000e-02, eta: 20:40:17, time: 1.295, data_time: 0.010, memory: 5811, loss_cls: 6.2854, loss: 6.2854, grad_norm: 5.2536 2020-10-24 08:12:23,737 - mmaction - INFO - Epoch [40][460/921] lr: 1.000e-02, eta: 20:39:49, time: 1.304, data_time: 0.016, memory: 5811, loss_cls: 6.2345, loss: 6.2345, grad_norm: 5.2497 2020-10-24 08:12:49,344 - mmaction - INFO - Epoch [40][480/921] lr: 1.000e-02, eta: 20:39:21, time: 1.282, data_time: 0.008, memory: 5811, loss_cls: 6.1733, loss: 6.1733, grad_norm: 5.1316 2020-10-24 08:13:15,478 - mmaction - INFO - Epoch [40][500/921] lr: 1.000e-02, eta: 20:38:53, time: 1.306, data_time: 0.002, memory: 5811, loss_cls: 6.3665, loss: 6.3665, grad_norm: 5.3421 2020-10-24 08:13:41,344 - mmaction - INFO - Epoch [40][520/921] lr: 1.000e-02, eta: 20:38:24, time: 1.294, data_time: 0.003, memory: 5811, loss_cls: 6.0805, loss: 6.0805, grad_norm: 5.2044 2020-10-24 08:14:07,206 - mmaction - INFO - Epoch [40][540/921] lr: 1.000e-02, eta: 20:37:56, time: 1.290, data_time: 0.002, memory: 5811, loss_cls: 6.2576, loss: 6.2576, grad_norm: 5.2099 2020-10-24 08:14:33,270 - mmaction - INFO - Epoch [40][560/921] lr: 1.000e-02, eta: 20:37:28, time: 1.306, data_time: 0.005, memory: 5811, loss_cls: 6.3616, loss: 6.3616, grad_norm: 5.1045 2020-10-24 08:14:59,194 - mmaction - INFO - Epoch [40][580/921] lr: 1.000e-02, eta: 20:37:00, time: 1.296, data_time: 0.004, memory: 5811, loss_cls: 6.2112, loss: 6.2112, grad_norm: 5.1012 2020-10-24 08:15:25,062 - mmaction - INFO - Epoch [40][600/921] lr: 1.000e-02, eta: 20:36:31, time: 1.284, data_time: 0.002, memory: 5811, loss_cls: 6.1982, loss: 6.1982, grad_norm: 5.1283 2020-10-24 08:15:51,360 - mmaction - INFO - Epoch [40][620/921] lr: 1.000e-02, eta: 20:36:04, time: 1.325, data_time: 0.012, memory: 5811, loss_cls: 6.1548, loss: 6.1548, grad_norm: 5.1854 2020-10-24 08:16:17,577 - mmaction - INFO - Epoch [40][640/921] lr: 1.000e-02, eta: 20:35:36, time: 1.305, data_time: 0.004, memory: 5811, loss_cls: 6.2885, loss: 6.2885, grad_norm: 5.2490 2020-10-24 08:16:43,166 - mmaction - INFO - Epoch [40][660/921] lr: 1.000e-02, eta: 20:35:07, time: 1.283, data_time: 0.010, memory: 5811, loss_cls: 6.3296, loss: 6.3296, grad_norm: 5.2761 2020-10-24 08:17:09,752 - mmaction - INFO - Epoch [40][680/921] lr: 1.000e-02, eta: 20:34:40, time: 1.328, data_time: 0.003, memory: 5811, loss_cls: 6.1725, loss: 6.1725, grad_norm: 5.2195 2020-10-24 08:17:35,266 - mmaction - INFO - Epoch [40][700/921] lr: 1.000e-02, eta: 20:34:11, time: 1.270, data_time: 0.012, memory: 5811, loss_cls: 6.2883, loss: 6.2883, grad_norm: 5.2313 2020-10-24 08:18:01,473 - mmaction - INFO - Epoch [40][720/921] lr: 1.000e-02, eta: 20:33:43, time: 1.311, data_time: 0.013, memory: 5811, loss_cls: 6.1553, loss: 6.1553, grad_norm: 5.2473 2020-10-24 08:18:27,791 - mmaction - INFO - Epoch [40][740/921] lr: 1.000e-02, eta: 20:33:16, time: 1.318, data_time: 0.017, memory: 5811, loss_cls: 6.2249, loss: 6.2249, grad_norm: 5.0913 2020-10-24 08:18:53,206 - mmaction - INFO - Epoch [40][760/921] lr: 1.000e-02, eta: 20:32:47, time: 1.277, data_time: 0.008, memory: 5811, loss_cls: 6.1400, loss: 6.1400, grad_norm: 5.0647 2020-10-24 08:19:19,386 - mmaction - INFO - Epoch [40][780/921] lr: 1.000e-02, eta: 20:32:19, time: 1.308, data_time: 0.005, memory: 5811, loss_cls: 6.1720, loss: 6.1720, grad_norm: 5.1462 2020-10-24 08:19:45,601 - mmaction - INFO - Epoch [40][800/921] lr: 1.000e-02, eta: 20:31:51, time: 1.308, data_time: 0.004, memory: 5811, loss_cls: 6.2971, loss: 6.2971, grad_norm: 5.1423 2020-10-24 08:20:11,634 - mmaction - INFO - Epoch [40][820/921] lr: 1.000e-02, eta: 20:31:23, time: 1.306, data_time: 0.006, memory: 5811, loss_cls: 6.1499, loss: 6.1499, grad_norm: 5.0358 2020-10-24 08:20:37,554 - mmaction - INFO - Epoch [40][840/921] lr: 1.000e-02, eta: 20:30:55, time: 1.296, data_time: 0.002, memory: 5811, loss_cls: 6.1561, loss: 6.1561, grad_norm: 5.1514 2020-10-24 08:21:03,498 - mmaction - INFO - Epoch [40][860/921] lr: 1.000e-02, eta: 20:30:27, time: 1.295, data_time: 0.003, memory: 5811, loss_cls: 6.3027, loss: 6.3027, grad_norm: 5.2376 2020-10-24 08:21:29,662 - mmaction - INFO - Epoch [40][880/921] lr: 1.000e-02, eta: 20:29:59, time: 1.311, data_time: 0.006, memory: 5811, loss_cls: 6.3724, loss: 6.3724, grad_norm: 5.2673 2020-10-24 08:21:55,821 - mmaction - INFO - Epoch [40][900/921] lr: 1.000e-02, eta: 20:29:31, time: 1.304, data_time: 0.001, memory: 5811, loss_cls: 6.3209, loss: 6.3209, grad_norm: 5.2398 2020-10-24 08:22:20,540 - mmaction - INFO - Epoch [40][920/921] lr: 1.000e-02, eta: 20:29:01, time: 1.239, data_time: 0.013, memory: 5811, loss_cls: 6.3861, loss: 6.3861, grad_norm: 5.3028 2020-10-24 08:22:22,073 - mmaction - INFO - Saving checkpoint at 40 epochs 2020-10-24 08:23:52,500 - mmaction - INFO - Evaluating mean_average_precision... 2020-10-24 08:23:53,185 - mmaction - INFO - mean_average_precision 0.5282 2020-10-24 08:23:53,213 - mmaction - INFO - Epoch(val) [40][921] mean_average_precision: 0.5282 2020-10-24 08:24:30,523 - mmaction - INFO - Epoch [41][20/921] lr: 1.000e-03, eta: 20:28:51, time: 1.860, data_time: 1.012, memory: 5811, loss_cls: 6.1130, loss: 6.1130, grad_norm: 5.1540 2020-10-24 08:24:57,519 - mmaction - INFO - Epoch [41][40/921] lr: 1.000e-03, eta: 20:28:25, time: 1.351, data_time: 0.494, memory: 5811, loss_cls: 6.1512, loss: 6.1512, grad_norm: 5.0551 2020-10-24 08:25:23,446 - mmaction - INFO - Epoch [41][60/921] lr: 1.000e-03, eta: 20:27:57, time: 1.300, data_time: 0.204, memory: 5811, loss_cls: 5.9607, loss: 5.9607, grad_norm: 4.8869 2020-10-24 08:25:50,327 - mmaction - INFO - Epoch [41][80/921] lr: 1.000e-03, eta: 20:27:31, time: 1.343, data_time: 0.223, memory: 5811, loss_cls: 5.9407, loss: 5.9407, grad_norm: 4.8606 2020-10-24 08:26:16,798 - mmaction - INFO - Epoch [41][100/921] lr: 1.000e-03, eta: 20:27:03, time: 1.322, data_time: 0.302, memory: 5811, loss_cls: 6.1090, loss: 6.1090, grad_norm: 5.0703 2020-10-24 08:26:43,757 - mmaction - INFO - Epoch [41][120/921] lr: 1.000e-03, eta: 20:26:37, time: 1.347, data_time: 0.361, memory: 5811, loss_cls: 5.8038, loss: 5.8038, grad_norm: 4.8271 2020-10-24 08:27:11,028 - mmaction - INFO - Epoch [41][140/921] lr: 1.000e-03, eta: 20:26:12, time: 1.365, data_time: 0.260, memory: 5811, loss_cls: 5.9994, loss: 5.9994, grad_norm: 4.9833 2020-10-24 08:27:37,547 - mmaction - INFO - Epoch [41][160/921] lr: 1.000e-03, eta: 20:25:45, time: 1.326, data_time: 0.378, memory: 5811, loss_cls: 5.9197, loss: 5.9197, grad_norm: 4.9852 2020-10-24 08:28:04,323 - mmaction - INFO - Epoch [41][180/921] lr: 1.000e-03, eta: 20:25:18, time: 1.339, data_time: 0.486, memory: 5811, loss_cls: 6.0160, loss: 6.0160, grad_norm: 4.9838 2020-10-24 08:28:30,500 - mmaction - INFO - Epoch [41][200/921] lr: 1.000e-03, eta: 20:24:50, time: 1.309, data_time: 0.690, memory: 5811, loss_cls: 6.0678, loss: 6.0678, grad_norm: 5.0971 2020-10-24 08:28:57,266 - mmaction - INFO - Epoch [41][220/921] lr: 1.000e-03, eta: 20:24:24, time: 1.338, data_time: 0.677, memory: 5811, loss_cls: 5.9020, loss: 5.9020, grad_norm: 4.8801 2020-10-24 08:29:23,272 - mmaction - INFO - Epoch [41][240/921] lr: 1.000e-03, eta: 20:23:56, time: 1.294, data_time: 0.676, memory: 5811, loss_cls: 5.9611, loss: 5.9611, grad_norm: 4.9493 2020-10-24 08:29:49,583 - mmaction - INFO - Epoch [41][260/921] lr: 1.000e-03, eta: 20:23:28, time: 1.320, data_time: 0.694, memory: 5811, loss_cls: 5.9812, loss: 5.9812, grad_norm: 4.9475 2020-10-24 08:30:15,783 - mmaction - INFO - Epoch [41][280/921] lr: 1.000e-03, eta: 20:23:01, time: 1.311, data_time: 0.672, memory: 5811, loss_cls: 5.9773, loss: 5.9773, grad_norm: 4.9824 2020-10-24 08:30:41,248 - mmaction - INFO - Epoch [41][300/921] lr: 1.000e-03, eta: 20:22:31, time: 1.266, data_time: 0.653, memory: 5811, loss_cls: 5.8670, loss: 5.8670, grad_norm: 4.9431 2020-10-24 08:31:07,596 - mmaction - INFO - Epoch [41][320/921] lr: 1.000e-03, eta: 20:22:04, time: 1.318, data_time: 0.710, memory: 5811, loss_cls: 6.0700, loss: 6.0700, grad_norm: 4.9518 2020-10-24 08:31:33,502 - mmaction - INFO - Epoch [41][340/921] lr: 1.000e-03, eta: 20:21:36, time: 1.304, data_time: 0.696, memory: 5811, loss_cls: 5.8178, loss: 5.8178, grad_norm: 4.9207 2020-10-24 08:31:59,092 - mmaction - INFO - Epoch [41][360/921] lr: 1.000e-03, eta: 20:21:07, time: 1.276, data_time: 0.656, memory: 5811, loss_cls: 5.9321, loss: 5.9321, grad_norm: 5.0109 2020-10-24 08:32:25,330 - mmaction - INFO - Epoch [41][380/921] lr: 1.000e-03, eta: 20:20:39, time: 1.311, data_time: 0.666, memory: 5811, loss_cls: 5.9557, loss: 5.9557, grad_norm: 5.0293 2020-10-24 08:32:50,968 - mmaction - INFO - Epoch [41][400/921] lr: 1.000e-03, eta: 20:20:11, time: 1.283, data_time: 0.684, memory: 5811, loss_cls: 6.0022, loss: 6.0022, grad_norm: 4.9787 2020-10-24 08:33:17,210 - mmaction - INFO - Epoch [41][420/921] lr: 1.000e-03, eta: 20:19:43, time: 1.307, data_time: 0.703, memory: 5811, loss_cls: 5.8447, loss: 5.8447, grad_norm: 4.8918 2020-10-24 08:33:43,079 - mmaction - INFO - Epoch [41][440/921] lr: 1.000e-03, eta: 20:19:15, time: 1.295, data_time: 0.666, memory: 5811, loss_cls: 6.0330, loss: 6.0330, grad_norm: 5.0402 2020-10-24 08:34:09,359 - mmaction - INFO - Epoch [41][460/921] lr: 1.000e-03, eta: 20:18:47, time: 1.309, data_time: 0.663, memory: 5811, loss_cls: 5.8611, loss: 5.8611, grad_norm: 4.9194 2020-10-24 08:34:35,303 - mmaction - INFO - Epoch [41][480/921] lr: 1.000e-03, eta: 20:18:19, time: 1.305, data_time: 0.701, memory: 5811, loss_cls: 5.9577, loss: 5.9577, grad_norm: 4.9449 2020-10-24 08:35:01,575 - mmaction - INFO - Epoch [41][500/921] lr: 1.000e-03, eta: 20:17:51, time: 1.309, data_time: 0.705, memory: 5811, loss_cls: 5.8739, loss: 5.8739, grad_norm: 5.0048 2020-10-24 08:35:27,531 - mmaction - INFO - Epoch [41][520/921] lr: 1.000e-03, eta: 20:17:23, time: 1.297, data_time: 0.700, memory: 5811, loss_cls: 5.8864, loss: 5.8864, grad_norm: 4.8964 2020-10-24 08:35:53,521 - mmaction - INFO - Epoch [41][540/921] lr: 1.000e-03, eta: 20:16:56, time: 1.306, data_time: 0.717, memory: 5811, loss_cls: 5.8923, loss: 5.8923, grad_norm: 4.9424 2020-10-24 08:36:20,482 - mmaction - INFO - Epoch [41][560/921] lr: 1.000e-03, eta: 20:16:30, time: 1.351, data_time: 0.729, memory: 5811, loss_cls: 5.7396, loss: 5.7396, grad_norm: 4.8809 2020-10-24 08:36:46,302 - mmaction - INFO - Epoch [41][580/921] lr: 1.000e-03, eta: 20:16:01, time: 1.287, data_time: 0.660, memory: 5811, loss_cls: 5.7298, loss: 5.7298, grad_norm: 4.8728 2020-10-24 08:37:12,233 - mmaction - INFO - Epoch [41][600/921] lr: 1.000e-03, eta: 20:15:33, time: 1.298, data_time: 0.689, memory: 5811, loss_cls: 5.7140, loss: 5.7140, grad_norm: 4.8995 2020-10-24 08:37:38,995 - mmaction - INFO - Epoch [41][620/921] lr: 1.000e-03, eta: 20:15:06, time: 1.329, data_time: 0.715, memory: 5811, loss_cls: 5.8718, loss: 5.8718, grad_norm: 4.9807 2020-10-24 08:38:04,925 - mmaction - INFO - Epoch [41][640/921] lr: 1.000e-03, eta: 20:14:38, time: 1.301, data_time: 0.727, memory: 5811, loss_cls: 5.8913, loss: 5.8913, grad_norm: 5.0626 2020-10-24 08:38:30,925 - mmaction - INFO - Epoch [41][660/921] lr: 1.000e-03, eta: 20:14:10, time: 1.301, data_time: 0.711, memory: 5811, loss_cls: 5.7997, loss: 5.7997, grad_norm: 4.9323 2020-10-24 08:38:57,599 - mmaction - INFO - Epoch [41][680/921] lr: 1.000e-03, eta: 20:13:43, time: 1.331, data_time: 0.704, memory: 5811, loss_cls: 5.9647, loss: 5.9647, grad_norm: 5.0758 2020-10-24 08:39:23,787 - mmaction - INFO - Epoch [41][700/921] lr: 1.000e-03, eta: 20:13:16, time: 1.318, data_time: 0.741, memory: 5811, loss_cls: 5.8937, loss: 5.8937, grad_norm: 5.0405 2020-10-24 08:39:50,430 - mmaction - INFO - Epoch [41][720/921] lr: 1.000e-03, eta: 20:12:49, time: 1.331, data_time: 0.719, memory: 5811, loss_cls: 5.8173, loss: 5.8173, grad_norm: 4.9693 2020-10-24 08:40:16,758 - mmaction - INFO - Epoch [41][740/921] lr: 1.000e-03, eta: 20:12:21, time: 1.307, data_time: 0.722, memory: 5811, loss_cls: 5.9114, loss: 5.9114, grad_norm: 5.0639 2020-10-24 08:40:42,989 - mmaction - INFO - Epoch [41][760/921] lr: 1.000e-03, eta: 20:11:54, time: 1.318, data_time: 0.723, memory: 5811, loss_cls: 5.8480, loss: 5.8480, grad_norm: 4.9568 2020-10-24 08:41:08,808 - mmaction - INFO - Epoch [41][780/921] lr: 1.000e-03, eta: 20:11:26, time: 1.292, data_time: 0.679, memory: 5811, loss_cls: 5.8860, loss: 5.8860, grad_norm: 4.9971 2020-10-24 08:41:34,724 - mmaction - INFO - Epoch [41][800/921] lr: 1.000e-03, eta: 20:10:58, time: 1.293, data_time: 0.691, memory: 5811, loss_cls: 5.8523, loss: 5.8523, grad_norm: 4.9554 2020-10-24 08:42:00,446 - mmaction - INFO - Epoch [41][820/921] lr: 1.000e-03, eta: 20:10:29, time: 1.289, data_time: 0.663, memory: 5811, loss_cls: 5.9034, loss: 5.9034, grad_norm: 5.0306 2020-10-24 08:42:26,873 - mmaction - INFO - Epoch [41][840/921] lr: 1.000e-03, eta: 20:10:02, time: 1.324, data_time: 0.685, memory: 5811, loss_cls: 5.9585, loss: 5.9585, grad_norm: 4.9929 2020-10-24 08:42:53,036 - mmaction - INFO - Epoch [41][860/921] lr: 1.000e-03, eta: 20:09:34, time: 1.308, data_time: 0.653, memory: 5811, loss_cls: 5.8879, loss: 5.8879, grad_norm: 5.1106 2020-10-24 08:43:19,247 - mmaction - INFO - Epoch [41][880/921] lr: 1.000e-03, eta: 20:09:06, time: 1.302, data_time: 0.686, memory: 5811, loss_cls: 5.7853, loss: 5.7853, grad_norm: 5.0970 2020-10-24 08:43:45,389 - mmaction - INFO - Epoch [41][900/921] lr: 1.000e-03, eta: 20:08:39, time: 1.315, data_time: 0.697, memory: 5811, loss_cls: 5.9250, loss: 5.9250, grad_norm: 5.0786 2020-10-24 08:44:09,782 - mmaction - INFO - Epoch [41][920/921] lr: 1.000e-03, eta: 20:08:08, time: 1.221, data_time: 0.615, memory: 5811, loss_cls: 5.9299, loss: 5.9299, grad_norm: 4.9966 2020-10-24 08:44:50,472 - mmaction - INFO - Epoch [42][20/921] lr: 1.000e-03, eta: 20:08:01, time: 1.958, data_time: 0.678, memory: 5811, loss_cls: 5.8440, loss: 5.8440, grad_norm: 5.0856 2020-10-24 08:45:17,680 - mmaction - INFO - Epoch [42][40/921] lr: 1.000e-03, eta: 20:07:36, time: 1.361, data_time: 0.004, memory: 5811, loss_cls: 5.8696, loss: 5.8696, grad_norm: 5.0745 2020-10-24 08:45:43,503 - mmaction - INFO - Epoch [42][60/921] lr: 1.000e-03, eta: 20:07:07, time: 1.291, data_time: 0.005, memory: 5811, loss_cls: 5.9833, loss: 5.9833, grad_norm: 5.0215 2020-10-24 08:46:09,736 - mmaction - INFO - Epoch [42][80/921] lr: 1.000e-03, eta: 20:06:39, time: 1.307, data_time: 0.001, memory: 5811, loss_cls: 5.8549, loss: 5.8549, grad_norm: 5.0708 2020-10-24 08:46:36,257 - mmaction - INFO - Epoch [42][100/921] lr: 1.000e-03, eta: 20:06:13, time: 1.331, data_time: 0.008, memory: 5811, loss_cls: 5.7819, loss: 5.7819, grad_norm: 5.0045 2020-10-24 08:47:01,891 - mmaction - INFO - Epoch [42][120/921] lr: 1.000e-03, eta: 20:05:44, time: 1.281, data_time: 0.003, memory: 5811, loss_cls: 5.8197, loss: 5.8197, grad_norm: 5.0930 2020-10-24 08:47:27,855 - mmaction - INFO - Epoch [42][140/921] lr: 1.000e-03, eta: 20:05:16, time: 1.293, data_time: 0.004, memory: 5811, loss_cls: 5.8895, loss: 5.8895, grad_norm: 5.0340 2020-10-24 08:47:53,149 - mmaction - INFO - Epoch [42][160/921] lr: 1.000e-03, eta: 20:04:46, time: 1.264, data_time: 0.009, memory: 5811, loss_cls: 5.7983, loss: 5.7983, grad_norm: 5.0673 2020-10-24 08:48:19,411 - mmaction - INFO - Epoch [42][180/921] lr: 1.000e-03, eta: 20:04:19, time: 1.313, data_time: 0.011, memory: 5811, loss_cls: 5.7296, loss: 5.7296, grad_norm: 4.9871 2020-10-24 08:48:45,584 - mmaction - INFO - Epoch [42][200/921] lr: 1.000e-03, eta: 20:03:51, time: 1.315, data_time: 0.009, memory: 5811, loss_cls: 5.8325, loss: 5.8325, grad_norm: 5.2036 2020-10-24 08:49:11,675 - mmaction - INFO - Epoch [42][220/921] lr: 1.000e-03, eta: 20:03:24, time: 1.302, data_time: 0.004, memory: 5811, loss_cls: 5.9030, loss: 5.9030, grad_norm: 5.1878 2020-10-24 08:49:37,239 - mmaction - INFO - Epoch [42][240/921] lr: 1.000e-03, eta: 20:02:55, time: 1.281, data_time: 0.008, memory: 5811, loss_cls: 5.8073, loss: 5.8073, grad_norm: 5.0138 2020-10-24 08:50:03,662 - mmaction - INFO - Epoch [42][260/921] lr: 1.000e-03, eta: 20:02:28, time: 1.323, data_time: 0.005, memory: 5811, loss_cls: 5.9009, loss: 5.9009, grad_norm: 5.0409 2020-10-24 08:50:29,848 - mmaction - INFO - Epoch [42][280/921] lr: 1.000e-03, eta: 20:02:00, time: 1.307, data_time: 0.005, memory: 5811, loss_cls: 5.9146, loss: 5.9146, grad_norm: 5.1595 2020-10-24 08:50:55,703 - mmaction - INFO - Epoch [42][300/921] lr: 1.000e-03, eta: 20:01:32, time: 1.292, data_time: 0.004, memory: 5811, loss_cls: 5.8896, loss: 5.8896, grad_norm: 5.1382 2020-10-24 08:51:21,595 - mmaction - INFO - Epoch [42][320/921] lr: 1.000e-03, eta: 20:01:04, time: 1.294, data_time: 0.006, memory: 5811, loss_cls: 5.8762, loss: 5.8762, grad_norm: 5.0700 2020-10-24 08:51:47,680 - mmaction - INFO - Epoch [42][340/921] lr: 1.000e-03, eta: 20:00:36, time: 1.307, data_time: 0.005, memory: 5811, loss_cls: 5.9347, loss: 5.9347, grad_norm: 5.1435 2020-10-24 08:52:13,677 - mmaction - INFO - Epoch [42][360/921] lr: 1.000e-03, eta: 20:00:08, time: 1.297, data_time: 0.003, memory: 5811, loss_cls: 6.0604, loss: 6.0604, grad_norm: 5.2494 2020-10-24 08:52:39,572 - mmaction - INFO - Epoch [42][380/921] lr: 1.000e-03, eta: 19:59:40, time: 1.291, data_time: 0.007, memory: 5811, loss_cls: 5.9193, loss: 5.9193, grad_norm: 5.0902 2020-10-24 08:53:05,260 - mmaction - INFO - Epoch [42][400/921] lr: 1.000e-03, eta: 19:59:11, time: 1.288, data_time: 0.016, memory: 5811, loss_cls: 5.7814, loss: 5.7814, grad_norm: 5.0126 2020-10-24 08:53:31,271 - mmaction - INFO - Epoch [42][420/921] lr: 1.000e-03, eta: 19:58:43, time: 1.301, data_time: 0.009, memory: 5811, loss_cls: 5.7254, loss: 5.7254, grad_norm: 4.9457 2020-10-24 08:53:57,781 - mmaction - INFO - Epoch [42][440/921] lr: 1.000e-03, eta: 19:58:16, time: 1.324, data_time: 0.006, memory: 5811, loss_cls: 5.9300, loss: 5.9300, grad_norm: 5.2719 2020-10-24 08:54:23,655 - mmaction - INFO - Epoch [42][460/921] lr: 1.000e-03, eta: 19:57:48, time: 1.295, data_time: 0.008, memory: 5811, loss_cls: 5.8022, loss: 5.8022, grad_norm: 4.9751 2020-10-24 08:54:49,362 - mmaction - INFO - Epoch [42][480/921] lr: 1.000e-03, eta: 19:57:20, time: 1.288, data_time: 0.006, memory: 5811, loss_cls: 5.7441, loss: 5.7441, grad_norm: 5.0563 2020-10-24 08:55:14,823 - mmaction - INFO - Epoch [42][500/921] lr: 1.000e-03, eta: 19:56:51, time: 1.274, data_time: 0.006, memory: 5811, loss_cls: 5.8333, loss: 5.8333, grad_norm: 5.1382 2020-10-24 08:55:40,438 - mmaction - INFO - Epoch [42][520/921] lr: 1.000e-03, eta: 19:56:22, time: 1.274, data_time: 0.004, memory: 5811, loss_cls: 5.9424, loss: 5.9424, grad_norm: 5.1512 2020-10-24 08:56:06,549 - mmaction - INFO - Epoch [42][540/921] lr: 1.000e-03, eta: 19:55:54, time: 1.311, data_time: 0.010, memory: 5811, loss_cls: 5.8299, loss: 5.8299, grad_norm: 5.1196 2020-10-24 08:56:32,599 - mmaction - INFO - Epoch [42][560/921] lr: 1.000e-03, eta: 19:55:26, time: 1.298, data_time: 0.003, memory: 5811, loss_cls: 5.8285, loss: 5.8285, grad_norm: 5.0938 2020-10-24 08:56:58,214 - mmaction - INFO - Epoch [42][580/921] lr: 1.000e-03, eta: 19:54:58, time: 1.283, data_time: 0.009, memory: 5811, loss_cls: 5.7687, loss: 5.7687, grad_norm: 5.0698 2020-10-24 08:57:24,071 - mmaction - INFO - Epoch [42][600/921] lr: 1.000e-03, eta: 19:54:30, time: 1.298, data_time: 0.010, memory: 5811, loss_cls: 5.7764, loss: 5.7764, grad_norm: 5.1061 2020-10-24 08:57:49,553 - mmaction - INFO - Epoch [42][620/921] lr: 1.000e-03, eta: 19:54:01, time: 1.274, data_time: 0.005, memory: 5811, loss_cls: 5.8392, loss: 5.8392, grad_norm: 5.1754 2020-10-24 08:58:15,180 - mmaction - INFO - Epoch [42][640/921] lr: 1.000e-03, eta: 19:53:32, time: 1.275, data_time: 0.002, memory: 5811, loss_cls: 5.8758, loss: 5.8758, grad_norm: 5.1425 2020-10-24 08:58:41,183 - mmaction - INFO - Epoch [42][660/921] lr: 1.000e-03, eta: 19:53:04, time: 1.305, data_time: 0.009, memory: 5811, loss_cls: 5.7468, loss: 5.7468, grad_norm: 4.9952 2020-10-24 08:59:07,007 - mmaction - INFO - Epoch [42][680/921] lr: 1.000e-03, eta: 19:52:36, time: 1.291, data_time: 0.002, memory: 5811, loss_cls: 5.9765, loss: 5.9765, grad_norm: 5.1839 2020-10-24 08:59:32,085 - mmaction - INFO - Epoch [42][700/921] lr: 1.000e-03, eta: 19:52:07, time: 1.255, data_time: 0.003, memory: 5811, loss_cls: 5.8353, loss: 5.8353, grad_norm: 5.1443 2020-10-24 08:59:58,214 - mmaction - INFO - Epoch [42][720/921] lr: 1.000e-03, eta: 19:51:39, time: 1.306, data_time: 0.001, memory: 5811, loss_cls: 5.7955, loss: 5.7955, grad_norm: 5.0402 2020-10-24 09:00:24,299 - mmaction - INFO - Epoch [42][740/921] lr: 1.000e-03, eta: 19:51:11, time: 1.303, data_time: 0.002, memory: 5811, loss_cls: 5.6725, loss: 5.6725, grad_norm: 5.0633 2020-10-24 09:00:50,688 - mmaction - INFO - Epoch [42][760/921] lr: 1.000e-03, eta: 19:50:44, time: 1.319, data_time: 0.003, memory: 5811, loss_cls: 5.8669, loss: 5.8669, grad_norm: 5.1538 2020-10-24 09:01:16,271 - mmaction - INFO - Epoch [42][780/921] lr: 1.000e-03, eta: 19:50:15, time: 1.280, data_time: 0.006, memory: 5811, loss_cls: 5.6595, loss: 5.6595, grad_norm: 5.0117 2020-10-24 09:01:42,478 - mmaction - INFO - Epoch [42][800/921] lr: 1.000e-03, eta: 19:49:48, time: 1.305, data_time: 0.003, memory: 5811, loss_cls: 5.7839, loss: 5.7839, grad_norm: 5.2242 2020-10-24 09:02:08,175 - mmaction - INFO - Epoch [42][820/921] lr: 1.000e-03, eta: 19:49:19, time: 1.290, data_time: 0.008, memory: 5811, loss_cls: 5.9320, loss: 5.9320, grad_norm: 5.2234 2020-10-24 09:02:33,855 - mmaction - INFO - Epoch [42][840/921] lr: 1.000e-03, eta: 19:48:51, time: 1.278, data_time: 0.001, memory: 5811, loss_cls: 5.8405, loss: 5.8405, grad_norm: 5.1727 2020-10-24 09:02:59,465 - mmaction - INFO - Epoch [42][860/921] lr: 1.000e-03, eta: 19:48:22, time: 1.286, data_time: 0.008, memory: 5811, loss_cls: 5.9179, loss: 5.9179, grad_norm: 5.1609 2020-10-24 09:03:25,803 - mmaction - INFO - Epoch [42][880/921] lr: 1.000e-03, eta: 19:47:55, time: 1.310, data_time: 0.004, memory: 5811, loss_cls: 5.7880, loss: 5.7880, grad_norm: 5.0340 2020-10-24 09:03:51,641 - mmaction - INFO - Epoch [42][900/921] lr: 1.000e-03, eta: 19:47:27, time: 1.299, data_time: 0.013, memory: 5811, loss_cls: 5.8839, loss: 5.8839, grad_norm: 5.1659 2020-10-24 09:04:15,993 - mmaction - INFO - Epoch [42][920/921] lr: 1.000e-03, eta: 19:46:56, time: 1.218, data_time: 0.002, memory: 5811, loss_cls: 5.7754, loss: 5.7754, grad_norm: 5.2008 2020-10-24 09:05:39,134 - mmaction - INFO - Epoch [43][20/921] lr: 1.000e-03, eta: 19:47:39, time: 3.350, data_time: 2.335, memory: 5811, loss_cls: 5.7497, loss: 5.7497, grad_norm: 5.1370 2020-10-24 09:06:07,551 - mmaction - INFO - Epoch [43][40/921] lr: 1.000e-03, eta: 19:47:15, time: 1.418, data_time: 0.010, memory: 5811, loss_cls: 5.8553, loss: 5.8553, grad_norm: 5.1280 2020-10-24 09:06:34,403 - mmaction - INFO - Epoch [43][60/921] lr: 1.000e-03, eta: 19:46:49, time: 1.345, data_time: 0.009, memory: 5811, loss_cls: 5.7107, loss: 5.7107, grad_norm: 5.1471 2020-10-24 09:07:01,368 - mmaction - INFO - Epoch [43][80/921] lr: 1.000e-03, eta: 19:46:23, time: 1.352, data_time: 0.005, memory: 5811, loss_cls: 5.8934, loss: 5.8934, grad_norm: 5.1644 2020-10-24 09:07:27,395 - mmaction - INFO - Epoch [43][100/921] lr: 1.000e-03, eta: 19:45:55, time: 1.301, data_time: 0.003, memory: 5811, loss_cls: 5.8545, loss: 5.8545, grad_norm: 5.0274 2020-10-24 09:07:54,000 - mmaction - INFO - Epoch [43][120/921] lr: 1.000e-03, eta: 19:45:28, time: 1.325, data_time: 0.002, memory: 5811, loss_cls: 5.9438, loss: 5.9438, grad_norm: 5.2013 2020-10-24 09:08:20,278 - mmaction - INFO - Epoch [43][140/921] lr: 1.000e-03, eta: 19:45:00, time: 1.319, data_time: 0.010, memory: 5811, loss_cls: 5.7626, loss: 5.7626, grad_norm: 5.0139 2020-10-24 09:08:46,451 - mmaction - INFO - Epoch [43][160/921] lr: 1.000e-03, eta: 19:44:33, time: 1.307, data_time: 0.002, memory: 5811, loss_cls: 5.7835, loss: 5.7835, grad_norm: 5.0702 2020-10-24 09:09:13,072 - mmaction - INFO - Epoch [43][180/921] lr: 1.000e-03, eta: 19:44:05, time: 1.317, data_time: 0.003, memory: 5811, loss_cls: 5.8035, loss: 5.8035, grad_norm: 5.1825 2020-10-24 09:09:38,810 - mmaction - INFO - Epoch [43][200/921] lr: 1.000e-03, eta: 19:43:38, time: 1.301, data_time: 0.018, memory: 5811, loss_cls: 5.7937, loss: 5.7937, grad_norm: 5.2486 2020-10-24 09:10:04,642 - mmaction - INFO - Epoch [43][220/921] lr: 1.000e-03, eta: 19:43:09, time: 1.293, data_time: 0.005, memory: 5811, loss_cls: 5.7953, loss: 5.7953, grad_norm: 5.1177 2020-10-24 09:10:29,814 - mmaction - INFO - Epoch [43][240/921] lr: 1.000e-03, eta: 19:42:40, time: 1.254, data_time: 0.003, memory: 5811, loss_cls: 5.7535, loss: 5.7535, grad_norm: 5.1129 2020-10-24 09:10:55,454 - mmaction - INFO - Epoch [43][260/921] lr: 1.000e-03, eta: 19:42:11, time: 1.280, data_time: 0.012, memory: 5811, loss_cls: 5.8994, loss: 5.8994, grad_norm: 5.1768 2020-10-24 09:11:21,896 - mmaction - INFO - Epoch [43][280/921] lr: 1.000e-03, eta: 19:41:44, time: 1.322, data_time: 0.010, memory: 5811, loss_cls: 5.6853, loss: 5.6853, grad_norm: 5.0405 2020-10-24 09:11:47,638 - mmaction - INFO - Epoch [43][300/921] lr: 1.000e-03, eta: 19:41:16, time: 1.294, data_time: 0.008, memory: 5811, loss_cls: 5.7704, loss: 5.7704, grad_norm: 5.1817 2020-10-24 09:12:13,898 - mmaction - INFO - Epoch [43][320/921] lr: 1.000e-03, eta: 19:40:48, time: 1.309, data_time: 0.002, memory: 5811, loss_cls: 5.7102, loss: 5.7102, grad_norm: 5.0658 2020-10-24 09:12:39,409 - mmaction - INFO - Epoch [43][340/921] lr: 1.000e-03, eta: 19:40:20, time: 1.278, data_time: 0.005, memory: 5811, loss_cls: 5.6758, loss: 5.6758, grad_norm: 5.1387 2020-10-24 09:13:05,106 - mmaction - INFO - Epoch [43][360/921] lr: 1.000e-03, eta: 19:39:51, time: 1.286, data_time: 0.004, memory: 5811, loss_cls: 5.9439, loss: 5.9439, grad_norm: 5.2333 2020-10-24 09:13:31,067 - mmaction - INFO - Epoch [43][380/921] lr: 1.000e-03, eta: 19:39:23, time: 1.292, data_time: 0.001, memory: 5811, loss_cls: 5.9118, loss: 5.9118, grad_norm: 5.2358 2020-10-24 09:13:57,165 - mmaction - INFO - Epoch [43][400/921] lr: 1.000e-03, eta: 19:38:55, time: 1.310, data_time: 0.009, memory: 5811, loss_cls: 5.6525, loss: 5.6525, grad_norm: 5.0663 2020-10-24 09:14:23,029 - mmaction - INFO - Epoch [43][420/921] lr: 1.000e-03, eta: 19:38:27, time: 1.293, data_time: 0.003, memory: 5811, loss_cls: 5.6690, loss: 5.6690, grad_norm: 5.1614 2020-10-24 09:14:49,224 - mmaction - INFO - Epoch [43][440/921] lr: 1.000e-03, eta: 19:38:00, time: 1.309, data_time: 0.003, memory: 5811, loss_cls: 5.8296, loss: 5.8296, grad_norm: 5.2221 2020-10-24 09:15:14,902 - mmaction - INFO - Epoch [43][460/921] lr: 1.000e-03, eta: 19:37:31, time: 1.287, data_time: 0.005, memory: 5811, loss_cls: 5.8024, loss: 5.8024, grad_norm: 5.2170 2020-10-24 09:15:40,446 - mmaction - INFO - Epoch [43][480/921] lr: 1.000e-03, eta: 19:37:03, time: 1.277, data_time: 0.002, memory: 5811, loss_cls: 5.6832, loss: 5.6832, grad_norm: 5.1262 2020-10-24 09:16:06,346 - mmaction - INFO - Epoch [43][500/921] lr: 1.000e-03, eta: 19:36:35, time: 1.293, data_time: 0.001, memory: 5811, loss_cls: 5.7176, loss: 5.7176, grad_norm: 5.1073 2020-10-24 09:16:32,113 - mmaction - INFO - Epoch [43][520/921] lr: 1.000e-03, eta: 19:36:06, time: 1.285, data_time: 0.005, memory: 5811, loss_cls: 5.8965, loss: 5.8965, grad_norm: 5.3008 2020-10-24 09:16:58,442 - mmaction - INFO - Epoch [43][540/921] lr: 1.000e-03, eta: 19:35:39, time: 1.315, data_time: 0.009, memory: 5811, loss_cls: 5.8789, loss: 5.8789, grad_norm: 5.2614 2020-10-24 09:17:24,938 - mmaction - INFO - Epoch [43][560/921] lr: 1.000e-03, eta: 19:35:12, time: 1.326, data_time: 0.009, memory: 5811, loss_cls: 5.8284, loss: 5.8284, grad_norm: 5.2282 2020-10-24 09:17:51,423 - mmaction - INFO - Epoch [43][580/921] lr: 1.000e-03, eta: 19:34:45, time: 1.323, data_time: 0.011, memory: 5811, loss_cls: 5.8558, loss: 5.8558, grad_norm: 5.2503 2020-10-24 09:18:17,904 - mmaction - INFO - Epoch [43][600/921] lr: 1.000e-03, eta: 19:34:18, time: 1.328, data_time: 0.008, memory: 5811, loss_cls: 5.8925, loss: 5.8925, grad_norm: 5.3064 2020-10-24 09:18:43,295 - mmaction - INFO - Epoch [43][620/921] lr: 1.000e-03, eta: 19:33:49, time: 1.270, data_time: 0.001, memory: 5811, loss_cls: 5.8962, loss: 5.8962, grad_norm: 5.2003 2020-10-24 09:19:09,951 - mmaction - INFO - Epoch [43][640/921] lr: 1.000e-03, eta: 19:33:22, time: 1.330, data_time: 0.004, memory: 5811, loss_cls: 5.8097, loss: 5.8097, grad_norm: 5.1798 2020-10-24 09:19:35,871 - mmaction - INFO - Epoch [43][660/921] lr: 1.000e-03, eta: 19:32:54, time: 1.298, data_time: 0.003, memory: 5811, loss_cls: 5.6955, loss: 5.6955, grad_norm: 5.1349 2020-10-24 09:20:02,066 - mmaction - INFO - Epoch [43][680/921] lr: 1.000e-03, eta: 19:32:27, time: 1.308, data_time: 0.005, memory: 5811, loss_cls: 5.8893, loss: 5.8893, grad_norm: 5.2796 2020-10-24 09:20:28,707 - mmaction - INFO - Epoch [43][700/921] lr: 1.000e-03, eta: 19:32:00, time: 1.330, data_time: 0.009, memory: 5811, loss_cls: 5.8205, loss: 5.8205, grad_norm: 5.1676 2020-10-24 09:20:54,392 - mmaction - INFO - Epoch [43][720/921] lr: 1.000e-03, eta: 19:31:31, time: 1.283, data_time: 0.006, memory: 5811, loss_cls: 5.7825, loss: 5.7825, grad_norm: 5.1853 2020-10-24 09:21:20,339 - mmaction - INFO - Epoch [43][740/921] lr: 1.000e-03, eta: 19:31:03, time: 1.292, data_time: 0.006, memory: 5811, loss_cls: 5.7921, loss: 5.7921, grad_norm: 5.1905 2020-10-24 09:21:45,662 - mmaction - INFO - Epoch [43][760/921] lr: 1.000e-03, eta: 19:30:34, time: 1.269, data_time: 0.012, memory: 5811, loss_cls: 5.8145, loss: 5.8145, grad_norm: 5.3115 2020-10-24 09:22:11,632 - mmaction - INFO - Epoch [43][780/921] lr: 1.000e-03, eta: 19:30:07, time: 1.306, data_time: 0.008, memory: 5811, loss_cls: 5.8476, loss: 5.8476, grad_norm: 5.3033 2020-10-24 09:22:37,576 - mmaction - INFO - Epoch [43][800/921] lr: 1.000e-03, eta: 19:29:38, time: 1.282, data_time: 0.001, memory: 5811, loss_cls: 5.7449, loss: 5.7449, grad_norm: 5.2858 2020-10-24 09:23:03,298 - mmaction - INFO - Epoch [43][820/921] lr: 1.000e-03, eta: 19:29:10, time: 1.300, data_time: 0.017, memory: 5811, loss_cls: 5.9231, loss: 5.9231, grad_norm: 5.2689 2020-10-24 09:23:29,598 - mmaction - INFO - Epoch [43][840/921] lr: 1.000e-03, eta: 19:28:42, time: 1.296, data_time: 0.002, memory: 5811, loss_cls: 5.8370, loss: 5.8370, grad_norm: 5.2439 2020-10-24 09:23:55,526 - mmaction - INFO - Epoch [43][860/921] lr: 1.000e-03, eta: 19:28:15, time: 1.309, data_time: 0.021, memory: 5811, loss_cls: 5.8300, loss: 5.8300, grad_norm: 5.1445 2020-10-24 09:24:21,924 - mmaction - INFO - Epoch [43][880/921] lr: 1.000e-03, eta: 19:27:48, time: 1.322, data_time: 0.009, memory: 5811, loss_cls: 5.8052, loss: 5.8052, grad_norm: 5.2686 2020-10-24 09:24:48,427 - mmaction - INFO - Epoch [43][900/921] lr: 1.000e-03, eta: 19:27:21, time: 1.325, data_time: 0.007, memory: 5811, loss_cls: 5.7426, loss: 5.7426, grad_norm: 5.2013 2020-10-24 09:25:13,297 - mmaction - INFO - Epoch [43][920/921] lr: 1.000e-03, eta: 19:26:51, time: 1.248, data_time: 0.007, memory: 5811, loss_cls: 5.8224, loss: 5.8224, grad_norm: 5.2992 2020-10-24 09:25:55,692 - mmaction - INFO - Epoch [44][20/921] lr: 1.000e-03, eta: 19:26:45, time: 2.022, data_time: 1.552, memory: 5811, loss_cls: 5.7353, loss: 5.7353, grad_norm: 5.1733 2020-10-24 09:26:23,650 - mmaction - INFO - Epoch [44][40/921] lr: 1.000e-03, eta: 19:26:20, time: 1.394, data_time: 0.813, memory: 5811, loss_cls: 5.8776, loss: 5.8776, grad_norm: 5.2269 2020-10-24 09:26:50,919 - mmaction - INFO - Epoch [44][60/921] lr: 1.000e-03, eta: 19:25:54, time: 1.367, data_time: 0.710, memory: 5811, loss_cls: 5.7873, loss: 5.7873, grad_norm: 5.2613 2020-10-24 09:27:17,377 - mmaction - INFO - Epoch [44][80/921] lr: 1.000e-03, eta: 19:25:27, time: 1.322, data_time: 0.700, memory: 5811, loss_cls: 5.8257, loss: 5.8257, grad_norm: 5.1764 2020-10-24 09:27:43,106 - mmaction - INFO - Epoch [44][100/921] lr: 1.000e-03, eta: 19:24:59, time: 1.287, data_time: 0.680, memory: 5811, loss_cls: 5.8572, loss: 5.8572, grad_norm: 5.2957 2020-10-24 09:28:09,312 - mmaction - INFO - Epoch [44][120/921] lr: 1.000e-03, eta: 19:24:31, time: 1.308, data_time: 0.695, memory: 5811, loss_cls: 5.7133, loss: 5.7133, grad_norm: 5.1205 2020-10-24 09:28:35,609 - mmaction - INFO - Epoch [44][140/921] lr: 1.000e-03, eta: 19:24:04, time: 1.318, data_time: 0.690, memory: 5811, loss_cls: 5.7134, loss: 5.7134, grad_norm: 5.1202 2020-10-24 09:29:02,089 - mmaction - INFO - Epoch [44][160/921] lr: 1.000e-03, eta: 19:23:37, time: 1.324, data_time: 0.705, memory: 5811, loss_cls: 5.9816, loss: 5.9816, grad_norm: 5.4641 2020-10-24 09:29:28,756 - mmaction - INFO - Epoch [44][180/921] lr: 1.000e-03, eta: 19:23:10, time: 1.323, data_time: 0.691, memory: 5811, loss_cls: 5.6743, loss: 5.6743, grad_norm: 5.1447 2020-10-24 09:29:55,392 - mmaction - INFO - Epoch [44][200/921] lr: 1.000e-03, eta: 19:22:44, time: 1.339, data_time: 0.692, memory: 5811, loss_cls: 5.8530, loss: 5.8530, grad_norm: 5.3152 2020-10-24 09:30:21,512 - mmaction - INFO - Epoch [44][220/921] lr: 1.000e-03, eta: 19:22:16, time: 1.308, data_time: 0.665, memory: 5811, loss_cls: 5.8043, loss: 5.8043, grad_norm: 5.2514 2020-10-24 09:30:46,976 - mmaction - INFO - Epoch [44][240/921] lr: 1.000e-03, eta: 19:21:47, time: 1.270, data_time: 0.696, memory: 5811, loss_cls: 5.7820, loss: 5.7820, grad_norm: 5.2642 2020-10-24 09:31:13,743 - mmaction - INFO - Epoch [44][260/921] lr: 1.000e-03, eta: 19:21:21, time: 1.343, data_time: 0.689, memory: 5811, loss_cls: 5.8259, loss: 5.8259, grad_norm: 5.1907 2020-10-24 09:31:39,834 - mmaction - INFO - Epoch [44][280/921] lr: 1.000e-03, eta: 19:20:53, time: 1.303, data_time: 0.652, memory: 5811, loss_cls: 5.6474, loss: 5.6474, grad_norm: 5.1052 2020-10-24 09:32:05,897 - mmaction - INFO - Epoch [44][300/921] lr: 1.000e-03, eta: 19:20:25, time: 1.305, data_time: 0.674, memory: 5811, loss_cls: 5.6402, loss: 5.6402, grad_norm: 5.1630 2020-10-24 09:32:32,089 - mmaction - INFO - Epoch [44][320/921] lr: 1.000e-03, eta: 19:19:58, time: 1.303, data_time: 0.684, memory: 5811, loss_cls: 5.8924, loss: 5.8924, grad_norm: 5.3195 2020-10-24 09:32:57,918 - mmaction - INFO - Epoch [44][340/921] lr: 1.000e-03, eta: 19:19:30, time: 1.292, data_time: 0.704, memory: 5811, loss_cls: 5.8283, loss: 5.8283, grad_norm: 5.2227 2020-10-24 09:33:23,907 - mmaction - INFO - Epoch [44][360/921] lr: 1.000e-03, eta: 19:19:02, time: 1.303, data_time: 0.682, memory: 5811, loss_cls: 5.7245, loss: 5.7245, grad_norm: 5.1868 2020-10-24 09:33:51,086 - mmaction - INFO - Epoch [44][380/921] lr: 1.000e-03, eta: 19:18:36, time: 1.362, data_time: 0.739, memory: 5811, loss_cls: 5.8109, loss: 5.8109, grad_norm: 5.2558 2020-10-24 09:34:17,735 - mmaction - INFO - Epoch [44][400/921] lr: 1.000e-03, eta: 19:18:09, time: 1.330, data_time: 0.737, memory: 5811, loss_cls: 5.7605, loss: 5.7605, grad_norm: 5.2071 2020-10-24 09:34:43,989 - mmaction - INFO - Epoch [44][420/921] lr: 1.000e-03, eta: 19:17:42, time: 1.315, data_time: 0.714, memory: 5811, loss_cls: 5.6874, loss: 5.6874, grad_norm: 5.1280 2020-10-24 09:35:10,498 - mmaction - INFO - Epoch [44][440/921] lr: 1.000e-03, eta: 19:17:15, time: 1.319, data_time: 0.716, memory: 5811, loss_cls: 5.8112, loss: 5.8112, grad_norm: 5.3614 2020-10-24 09:35:37,076 - mmaction - INFO - Epoch [44][460/921] lr: 1.000e-03, eta: 19:16:48, time: 1.332, data_time: 0.711, memory: 5811, loss_cls: 5.7434, loss: 5.7434, grad_norm: 5.2056 2020-10-24 09:36:03,727 - mmaction - INFO - Epoch [44][480/921] lr: 1.000e-03, eta: 19:16:22, time: 1.336, data_time: 0.689, memory: 5811, loss_cls: 5.8109, loss: 5.8109, grad_norm: 5.3412 2020-10-24 09:36:29,765 - mmaction - INFO - Epoch [44][500/921] lr: 1.000e-03, eta: 19:15:54, time: 1.295, data_time: 0.690, memory: 5811, loss_cls: 5.7934, loss: 5.7934, grad_norm: 5.3357 2020-10-24 09:36:56,020 - mmaction - INFO - Epoch [44][520/921] lr: 1.000e-03, eta: 19:15:26, time: 1.316, data_time: 0.688, memory: 5811, loss_cls: 5.8115, loss: 5.8115, grad_norm: 5.2995 2020-10-24 09:37:22,765 - mmaction - INFO - Epoch [44][540/921] lr: 1.000e-03, eta: 19:15:00, time: 1.336, data_time: 0.717, memory: 5811, loss_cls: 5.7059, loss: 5.7059, grad_norm: 5.1814 2020-10-24 09:37:48,853 - mmaction - INFO - Epoch [44][560/921] lr: 1.000e-03, eta: 19:14:32, time: 1.298, data_time: 0.676, memory: 5811, loss_cls: 5.8646, loss: 5.8646, grad_norm: 5.3319 2020-10-24 09:38:14,766 - mmaction - INFO - Epoch [44][580/921] lr: 1.000e-03, eta: 19:14:04, time: 1.299, data_time: 0.668, memory: 5811, loss_cls: 5.7893, loss: 5.7893, grad_norm: 5.2104 2020-10-24 09:38:40,747 - mmaction - INFO - Epoch [44][600/921] lr: 1.000e-03, eta: 19:13:36, time: 1.300, data_time: 0.667, memory: 5811, loss_cls: 5.8403, loss: 5.8403, grad_norm: 5.3327 2020-10-24 09:39:07,036 - mmaction - INFO - Epoch [44][620/921] lr: 1.000e-03, eta: 19:13:09, time: 1.318, data_time: 0.692, memory: 5811, loss_cls: 5.7831, loss: 5.7831, grad_norm: 5.2168 2020-10-24 09:39:33,105 - mmaction - INFO - Epoch [44][640/921] lr: 1.000e-03, eta: 19:12:41, time: 1.305, data_time: 0.678, memory: 5811, loss_cls: 5.8222, loss: 5.8222, grad_norm: 5.3504 2020-10-24 09:39:59,761 - mmaction - INFO - Epoch [44][660/921] lr: 1.000e-03, eta: 19:12:14, time: 1.323, data_time: 0.685, memory: 5811, loss_cls: 5.8249, loss: 5.8249, grad_norm: 5.3098 2020-10-24 09:40:25,997 - mmaction - INFO - Epoch [44][680/921] lr: 1.000e-03, eta: 19:11:47, time: 1.319, data_time: 0.692, memory: 5811, loss_cls: 5.8234, loss: 5.8234, grad_norm: 5.4148 2020-10-24 09:40:52,010 - mmaction - INFO - Epoch [44][700/921] lr: 1.000e-03, eta: 19:11:19, time: 1.299, data_time: 0.703, memory: 5811, loss_cls: 5.7964, loss: 5.7964, grad_norm: 5.2142 2020-10-24 09:41:18,233 - mmaction - INFO - Epoch [44][720/921] lr: 1.000e-03, eta: 19:10:52, time: 1.314, data_time: 0.679, memory: 5811, loss_cls: 5.9680, loss: 5.9680, grad_norm: 5.3751 2020-10-24 09:41:44,860 - mmaction - INFO - Epoch [44][740/921] lr: 1.000e-03, eta: 19:10:25, time: 1.323, data_time: 0.684, memory: 5811, loss_cls: 5.6481, loss: 5.6481, grad_norm: 5.2651 2020-10-24 09:42:11,404 - mmaction - INFO - Epoch [44][760/921] lr: 1.000e-03, eta: 19:09:58, time: 1.329, data_time: 0.694, memory: 5811, loss_cls: 5.7686, loss: 5.7686, grad_norm: 5.2384 2020-10-24 09:42:37,748 - mmaction - INFO - Epoch [44][780/921] lr: 1.000e-03, eta: 19:09:31, time: 1.326, data_time: 0.676, memory: 5811, loss_cls: 5.5892, loss: 5.5892, grad_norm: 5.2167 2020-10-24 09:43:03,870 - mmaction - INFO - Epoch [44][800/921] lr: 1.000e-03, eta: 19:09:03, time: 1.287, data_time: 0.684, memory: 5811, loss_cls: 5.7926, loss: 5.7926, grad_norm: 5.2426 2020-10-24 09:43:29,628 - mmaction - INFO - Epoch [44][820/921] lr: 1.000e-03, eta: 19:08:35, time: 1.306, data_time: 0.677, memory: 5811, loss_cls: 5.7593, loss: 5.7593, grad_norm: 5.2029 2020-10-24 09:43:55,732 - mmaction - INFO - Epoch [44][840/921] lr: 1.000e-03, eta: 19:08:08, time: 1.301, data_time: 0.685, memory: 5811, loss_cls: 5.7969, loss: 5.7969, grad_norm: 5.2358 2020-10-24 09:44:22,565 - mmaction - INFO - Epoch [44][860/921] lr: 1.000e-03, eta: 19:07:41, time: 1.340, data_time: 0.712, memory: 5811, loss_cls: 5.8920, loss: 5.8920, grad_norm: 5.3416 2020-10-24 09:44:48,667 - mmaction - INFO - Epoch [44][880/921] lr: 1.000e-03, eta: 19:07:14, time: 1.308, data_time: 0.673, memory: 5811, loss_cls: 5.7961, loss: 5.7961, grad_norm: 5.1898 2020-10-24 09:45:14,462 - mmaction - INFO - Epoch [44][900/921] lr: 1.000e-03, eta: 19:06:46, time: 1.292, data_time: 0.689, memory: 5811, loss_cls: 5.6728, loss: 5.6728, grad_norm: 5.1992 2020-10-24 09:45:39,397 - mmaction - INFO - Epoch [44][920/921] lr: 1.000e-03, eta: 19:06:16, time: 1.248, data_time: 0.666, memory: 5811, loss_cls: 5.7879, loss: 5.7879, grad_norm: 5.2213 2020-10-24 09:46:22,669 - mmaction - INFO - Epoch [45][20/921] lr: 1.000e-03, eta: 19:06:10, time: 2.061, data_time: 1.235, memory: 5811, loss_cls: 5.7307, loss: 5.7307, grad_norm: 5.3217 2020-10-24 09:46:51,150 - mmaction - INFO - Epoch [45][40/921] lr: 1.000e-03, eta: 19:05:46, time: 1.422, data_time: 0.543, memory: 5811, loss_cls: 5.7552, loss: 5.7552, grad_norm: 5.2725 2020-10-24 09:47:18,503 - mmaction - INFO - Epoch [45][60/921] lr: 1.000e-03, eta: 19:05:20, time: 1.358, data_time: 0.728, memory: 5811, loss_cls: 5.8212, loss: 5.8212, grad_norm: 5.3205 2020-10-24 09:47:44,987 - mmaction - INFO - Epoch [45][80/921] lr: 1.000e-03, eta: 19:04:54, time: 1.335, data_time: 0.750, memory: 5811, loss_cls: 5.7580, loss: 5.7580, grad_norm: 5.2579 2020-10-24 09:48:11,800 - mmaction - INFO - Epoch [45][100/921] lr: 1.000e-03, eta: 19:04:27, time: 1.332, data_time: 0.725, memory: 5811, loss_cls: 5.8219, loss: 5.8219, grad_norm: 5.2679 2020-10-24 09:48:38,518 - mmaction - INFO - Epoch [45][120/921] lr: 1.000e-03, eta: 19:04:01, time: 1.346, data_time: 0.732, memory: 5811, loss_cls: 5.8671, loss: 5.8671, grad_norm: 5.3096 2020-10-24 09:49:05,000 - mmaction - INFO - Epoch [45][140/921] lr: 1.000e-03, eta: 19:03:33, time: 1.321, data_time: 0.716, memory: 5811, loss_cls: 5.7840, loss: 5.7840, grad_norm: 5.4092 2020-10-24 09:49:30,543 - mmaction - INFO - Epoch [45][160/921] lr: 1.000e-03, eta: 19:03:05, time: 1.280, data_time: 0.664, memory: 5811, loss_cls: 5.7327, loss: 5.7327, grad_norm: 5.2179 2020-10-24 09:49:57,527 - mmaction - INFO - Epoch [45][180/921] lr: 1.000e-03, eta: 19:02:39, time: 1.342, data_time: 0.379, memory: 5811, loss_cls: 5.9332, loss: 5.9332, grad_norm: 5.4756 2020-10-24 09:50:23,103 - mmaction - INFO - Epoch [45][200/921] lr: 1.000e-03, eta: 19:02:10, time: 1.286, data_time: 0.070, memory: 5811, loss_cls: 5.6691, loss: 5.6691, grad_norm: 5.2468 2020-10-24 09:50:49,075 - mmaction - INFO - Epoch [45][220/921] lr: 1.000e-03, eta: 19:01:42, time: 1.293, data_time: 0.001, memory: 5811, loss_cls: 5.8195, loss: 5.8195, grad_norm: 5.4661 2020-10-24 09:51:13,717 - mmaction - INFO - Epoch [45][240/921] lr: 1.000e-03, eta: 19:01:12, time: 1.236, data_time: 0.007, memory: 5811, loss_cls: 5.8056, loss: 5.8056, grad_norm: 5.3397 2020-10-24 09:51:39,475 - mmaction - INFO - Epoch [45][260/921] lr: 1.000e-03, eta: 19:00:44, time: 1.287, data_time: 0.004, memory: 5811, loss_cls: 5.6970, loss: 5.6970, grad_norm: 5.1502 2020-10-24 09:52:05,189 - mmaction - INFO - Epoch [45][280/921] lr: 1.000e-03, eta: 19:00:16, time: 1.280, data_time: 0.004, memory: 5811, loss_cls: 5.6025, loss: 5.6025, grad_norm: 5.2278 2020-10-24 09:52:30,812 - mmaction - INFO - Epoch [45][300/921] lr: 1.000e-03, eta: 18:59:48, time: 1.286, data_time: 0.013, memory: 5811, loss_cls: 5.8675, loss: 5.8675, grad_norm: 5.3944 2020-10-24 09:52:56,596 - mmaction - INFO - Epoch [45][320/921] lr: 1.000e-03, eta: 18:59:20, time: 1.290, data_time: 0.005, memory: 5811, loss_cls: 5.7450, loss: 5.7450, grad_norm: 5.2298 2020-10-24 09:53:22,656 - mmaction - INFO - Epoch [45][340/921] lr: 1.000e-03, eta: 18:58:52, time: 1.303, data_time: 0.005, memory: 5811, loss_cls: 5.6694, loss: 5.6694, grad_norm: 5.2386 2020-10-24 09:53:48,330 - mmaction - INFO - Epoch [45][360/921] lr: 1.000e-03, eta: 18:58:23, time: 1.279, data_time: 0.006, memory: 5811, loss_cls: 5.6682, loss: 5.6682, grad_norm: 5.1780 2020-10-24 09:54:13,668 - mmaction - INFO - Epoch [45][380/921] lr: 1.000e-03, eta: 18:57:55, time: 1.272, data_time: 0.014, memory: 5811, loss_cls: 5.7959, loss: 5.7959, grad_norm: 5.2444 2020-10-24 09:54:39,461 - mmaction - INFO - Epoch [45][400/921] lr: 1.000e-03, eta: 18:57:27, time: 1.290, data_time: 0.008, memory: 5811, loss_cls: 5.7204, loss: 5.7204, grad_norm: 5.2553 2020-10-24 09:55:04,910 - mmaction - INFO - Epoch [45][420/921] lr: 1.000e-03, eta: 18:56:58, time: 1.264, data_time: 0.006, memory: 5811, loss_cls: 5.7344, loss: 5.7344, grad_norm: 5.4038 2020-10-24 09:55:30,738 - mmaction - INFO - Epoch [45][440/921] lr: 1.000e-03, eta: 18:56:30, time: 1.297, data_time: 0.012, memory: 5811, loss_cls: 5.7700, loss: 5.7700, grad_norm: 5.2409 2020-10-24 09:55:56,316 - mmaction - INFO - Epoch [45][460/921] lr: 1.000e-03, eta: 18:56:01, time: 1.279, data_time: 0.008, memory: 5811, loss_cls: 5.7712, loss: 5.7712, grad_norm: 5.3457 2020-10-24 09:56:21,827 - mmaction - INFO - Epoch [45][480/921] lr: 1.000e-03, eta: 18:55:33, time: 1.275, data_time: 0.007, memory: 5811, loss_cls: 5.6871, loss: 5.6871, grad_norm: 5.2802 2020-10-24 09:56:47,839 - mmaction - INFO - Epoch [45][500/921] lr: 1.000e-03, eta: 18:55:05, time: 1.295, data_time: 0.005, memory: 5811, loss_cls: 5.7865, loss: 5.7865, grad_norm: 5.3127 2020-10-24 09:57:13,481 - mmaction - INFO - Epoch [45][520/921] lr: 1.000e-03, eta: 18:54:37, time: 1.282, data_time: 0.011, memory: 5811, loss_cls: 5.7184, loss: 5.7184, grad_norm: 5.3101 2020-10-24 09:57:38,815 - mmaction - INFO - Epoch [45][540/921] lr: 1.000e-03, eta: 18:54:08, time: 1.270, data_time: 0.012, memory: 5811, loss_cls: 5.6758, loss: 5.6758, grad_norm: 5.2717 2020-10-24 09:58:04,879 - mmaction - INFO - Epoch [45][560/921] lr: 1.000e-03, eta: 18:53:40, time: 1.306, data_time: 0.010, memory: 5811, loss_cls: 5.7464, loss: 5.7464, grad_norm: 5.3845 2020-10-24 09:58:30,532 - mmaction - INFO - Epoch [45][580/921] lr: 1.000e-03, eta: 18:53:12, time: 1.278, data_time: 0.005, memory: 5811, loss_cls: 5.7718, loss: 5.7718, grad_norm: 5.2773 2020-10-24 09:58:56,548 - mmaction - INFO - Epoch [45][600/921] lr: 1.000e-03, eta: 18:52:44, time: 1.302, data_time: 0.013, memory: 5811, loss_cls: 5.7726, loss: 5.7726, grad_norm: 5.2654 2020-10-24 09:59:22,473 - mmaction - INFO - Epoch [45][620/921] lr: 1.000e-03, eta: 18:52:17, time: 1.303, data_time: 0.010, memory: 5811, loss_cls: 5.7827, loss: 5.7827, grad_norm: 5.3698 2020-10-24 09:59:47,842 - mmaction - INFO - Epoch [45][640/921] lr: 1.000e-03, eta: 18:51:48, time: 1.269, data_time: 0.001, memory: 5811, loss_cls: 5.7952, loss: 5.7952, grad_norm: 5.4451 2020-10-24 10:00:14,321 - mmaction - INFO - Epoch [45][660/921] lr: 1.000e-03, eta: 18:51:21, time: 1.310, data_time: 0.005, memory: 5811, loss_cls: 5.8029, loss: 5.8029, grad_norm: 5.3375 2020-10-24 10:00:39,363 - mmaction - INFO - Epoch [45][680/921] lr: 1.000e-03, eta: 18:50:52, time: 1.266, data_time: 0.016, memory: 5811, loss_cls: 5.6743, loss: 5.6743, grad_norm: 5.1932 2020-10-24 10:01:05,206 - mmaction - INFO - Epoch [45][700/921] lr: 1.000e-03, eta: 18:50:24, time: 1.292, data_time: 0.002, memory: 5811, loss_cls: 5.6996, loss: 5.6996, grad_norm: 5.3341 2020-10-24 10:01:31,809 - mmaction - INFO - Epoch [45][720/921] lr: 1.000e-03, eta: 18:49:57, time: 1.330, data_time: 0.001, memory: 5811, loss_cls: 5.8368, loss: 5.8368, grad_norm: 5.4163 2020-10-24 10:01:57,611 - mmaction - INFO - Epoch [45][740/921] lr: 1.000e-03, eta: 18:49:29, time: 1.278, data_time: 0.002, memory: 5811, loss_cls: 5.8704, loss: 5.8704, grad_norm: 5.3538 2020-10-24 10:02:22,958 - mmaction - INFO - Epoch [45][760/921] lr: 1.000e-03, eta: 18:49:00, time: 1.276, data_time: 0.013, memory: 5811, loss_cls: 5.6190, loss: 5.6190, grad_norm: 5.2793 2020-10-24 10:02:48,728 - mmaction - INFO - Epoch [45][780/921] lr: 1.000e-03, eta: 18:48:32, time: 1.283, data_time: 0.006, memory: 5811, loss_cls: 5.7633, loss: 5.7633, grad_norm: 5.3477 2020-10-24 10:03:14,714 - mmaction - INFO - Epoch [45][800/921] lr: 1.000e-03, eta: 18:48:05, time: 1.309, data_time: 0.011, memory: 5811, loss_cls: 5.8884, loss: 5.8884, grad_norm: 5.4554 2020-10-24 10:03:40,468 - mmaction - INFO - Epoch [45][820/921] lr: 1.000e-03, eta: 18:47:36, time: 1.287, data_time: 0.002, memory: 5811, loss_cls: 5.8665, loss: 5.8665, grad_norm: 5.3573 2020-10-24 10:04:06,109 - mmaction - INFO - Epoch [45][840/921] lr: 1.000e-03, eta: 18:47:08, time: 1.282, data_time: 0.002, memory: 5811, loss_cls: 5.6829, loss: 5.6829, grad_norm: 5.2719 2020-10-24 10:04:31,780 - mmaction - INFO - Epoch [45][860/921] lr: 1.000e-03, eta: 18:46:40, time: 1.284, data_time: 0.004, memory: 5811, loss_cls: 5.7073, loss: 5.7073, grad_norm: 5.4503 2020-10-24 10:04:56,906 - mmaction - INFO - Epoch [45][880/921] lr: 1.000e-03, eta: 18:46:11, time: 1.254, data_time: 0.001, memory: 5811, loss_cls: 5.8096, loss: 5.8096, grad_norm: 5.3885 2020-10-24 10:05:22,836 - mmaction - INFO - Epoch [45][900/921] lr: 1.000e-03, eta: 18:45:43, time: 1.297, data_time: 0.004, memory: 5811, loss_cls: 5.7382, loss: 5.7382, grad_norm: 5.2519 2020-10-24 10:05:46,525 - mmaction - INFO - Epoch [45][920/921] lr: 1.000e-03, eta: 18:45:12, time: 1.186, data_time: 0.005, memory: 5811, loss_cls: 5.7804, loss: 5.7804, grad_norm: 5.3936 2020-10-24 10:05:47,832 - mmaction - INFO - Saving checkpoint at 45 epochs 2020-10-24 10:07:17,559 - mmaction - INFO - Evaluating mean_average_precision... 2020-10-24 10:07:18,270 - mmaction - INFO - mean_average_precision 0.5441 2020-10-24 10:07:18,283 - mmaction - INFO - Epoch(val) [45][921] mean_average_precision: 0.5441 2020-10-24 10:07:53,850 - mmaction - INFO - Epoch [46][20/921] lr: 1.000e-03, eta: 18:44:56, time: 1.777, data_time: 1.087, memory: 5811, loss_cls: 5.6351, loss: 5.6351, grad_norm: 5.2528 2020-10-24 10:08:20,417 - mmaction - INFO - Epoch [46][40/921] lr: 1.000e-03, eta: 18:44:29, time: 1.328, data_time: 0.020, memory: 5811, loss_cls: 5.7343, loss: 5.7343, grad_norm: 5.2974 2020-10-24 10:08:46,655 - mmaction - INFO - Epoch [46][60/921] lr: 1.000e-03, eta: 18:44:01, time: 1.303, data_time: 0.001, memory: 5811, loss_cls: 5.7194, loss: 5.7194, grad_norm: 5.3352 2020-10-24 10:09:13,331 - mmaction - INFO - Epoch [46][80/921] lr: 1.000e-03, eta: 18:43:35, time: 1.343, data_time: 0.010, memory: 5811, loss_cls: 5.8161, loss: 5.8161, grad_norm: 5.3631 2020-10-24 10:09:39,794 - mmaction - INFO - Epoch [46][100/921] lr: 1.000e-03, eta: 18:43:08, time: 1.322, data_time: 0.002, memory: 5811, loss_cls: 5.6287, loss: 5.6287, grad_norm: 5.2144 2020-10-24 10:10:06,146 - mmaction - INFO - Epoch [46][120/921] lr: 1.000e-03, eta: 18:42:41, time: 1.317, data_time: 0.003, memory: 5811, loss_cls: 5.7824, loss: 5.7824, grad_norm: 5.3419 2020-10-24 10:10:33,334 - mmaction - INFO - Epoch [46][140/921] lr: 1.000e-03, eta: 18:42:15, time: 1.360, data_time: 0.004, memory: 5811, loss_cls: 5.7446, loss: 5.7446, grad_norm: 5.3221 2020-10-24 10:11:00,323 - mmaction - INFO - Epoch [46][160/921] lr: 1.000e-03, eta: 18:41:49, time: 1.350, data_time: 0.004, memory: 5811, loss_cls: 5.8097, loss: 5.8097, grad_norm: 5.4515 2020-10-24 10:11:26,640 - mmaction - INFO - Epoch [46][180/921] lr: 1.000e-03, eta: 18:41:22, time: 1.315, data_time: 0.002, memory: 5811, loss_cls: 5.6542, loss: 5.6542, grad_norm: 5.3504 2020-10-24 10:11:53,416 - mmaction - INFO - Epoch [46][200/921] lr: 1.000e-03, eta: 18:40:55, time: 1.337, data_time: 0.004, memory: 5811, loss_cls: 5.6305, loss: 5.6305, grad_norm: 5.1677 2020-10-24 10:12:19,085 - mmaction - INFO - Epoch [46][220/921] lr: 1.000e-03, eta: 18:40:27, time: 1.282, data_time: 0.005, memory: 5811, loss_cls: 5.8181, loss: 5.8181, grad_norm: 5.3404 2020-10-24 10:12:46,306 - mmaction - INFO - Epoch [46][240/921] lr: 1.000e-03, eta: 18:40:01, time: 1.359, data_time: 0.006, memory: 5811, loss_cls: 5.7698, loss: 5.7698, grad_norm: 5.4692 2020-10-24 10:13:12,467 - mmaction - INFO - Epoch [46][260/921] lr: 1.000e-03, eta: 18:39:33, time: 1.303, data_time: 0.008, memory: 5811, loss_cls: 5.7931, loss: 5.7931, grad_norm: 5.3799 2020-10-24 10:13:39,198 - mmaction - INFO - Epoch [46][280/921] lr: 1.000e-03, eta: 18:39:07, time: 1.343, data_time: 0.014, memory: 5811, loss_cls: 5.8364, loss: 5.8364, grad_norm: 5.3788 2020-10-24 10:14:05,348 - mmaction - INFO - Epoch [46][300/921] lr: 1.000e-03, eta: 18:38:40, time: 1.313, data_time: 0.008, memory: 5811, loss_cls: 5.7323, loss: 5.7323, grad_norm: 5.3365 2020-10-24 10:14:31,778 - mmaction - INFO - Epoch [46][320/921] lr: 1.000e-03, eta: 18:38:13, time: 1.319, data_time: 0.004, memory: 5811, loss_cls: 5.6499, loss: 5.6499, grad_norm: 5.2626 2020-10-24 10:14:58,722 - mmaction - INFO - Epoch [46][340/921] lr: 1.000e-03, eta: 18:37:46, time: 1.348, data_time: 0.005, memory: 5811, loss_cls: 5.6231, loss: 5.6231, grad_norm: 5.2933 2020-10-24 10:15:25,293 - mmaction - INFO - Epoch [46][360/921] lr: 1.000e-03, eta: 18:37:20, time: 1.327, data_time: 0.007, memory: 5811, loss_cls: 5.7114, loss: 5.7114, grad_norm: 5.4228 2020-10-24 10:15:51,665 - mmaction - INFO - Epoch [46][380/921] lr: 1.000e-03, eta: 18:36:52, time: 1.320, data_time: 0.006, memory: 5811, loss_cls: 5.7907, loss: 5.7907, grad_norm: 5.4472 2020-10-24 10:16:18,644 - mmaction - INFO - Epoch [46][400/921] lr: 1.000e-03, eta: 18:36:26, time: 1.348, data_time: 0.005, memory: 5811, loss_cls: 5.8205, loss: 5.8205, grad_norm: 5.5327 2020-10-24 10:16:45,217 - mmaction - INFO - Epoch [46][420/921] lr: 1.000e-03, eta: 18:36:00, time: 1.332, data_time: 0.005, memory: 5811, loss_cls: 5.8207, loss: 5.8207, grad_norm: 5.5614 2020-10-24 10:17:11,807 - mmaction - INFO - Epoch [46][440/921] lr: 1.000e-03, eta: 18:35:33, time: 1.324, data_time: 0.003, memory: 5811, loss_cls: 5.7394, loss: 5.7394, grad_norm: 5.3924 2020-10-24 10:17:38,363 - mmaction - INFO - Epoch [46][460/921] lr: 1.000e-03, eta: 18:35:06, time: 1.327, data_time: 0.009, memory: 5811, loss_cls: 5.7176, loss: 5.7176, grad_norm: 5.3404 2020-10-24 10:18:04,386 - mmaction - INFO - Epoch [46][480/921] lr: 1.000e-03, eta: 18:34:38, time: 1.298, data_time: 0.011, memory: 5811, loss_cls: 5.8338, loss: 5.8338, grad_norm: 5.4867 2020-10-24 10:18:30,520 - mmaction - INFO - Epoch [46][500/921] lr: 1.000e-03, eta: 18:34:11, time: 1.312, data_time: 0.011, memory: 5811, loss_cls: 5.6873, loss: 5.6873, grad_norm: 5.3872 2020-10-24 10:18:56,900 - mmaction - INFO - Epoch [46][520/921] lr: 1.000e-03, eta: 18:33:44, time: 1.323, data_time: 0.007, memory: 5811, loss_cls: 5.7619, loss: 5.7619, grad_norm: 5.2494 2020-10-24 10:19:23,090 - mmaction - INFO - Epoch [46][540/921] lr: 1.000e-03, eta: 18:33:16, time: 1.310, data_time: 0.003, memory: 5811, loss_cls: 5.8510, loss: 5.8510, grad_norm: 5.5178 2020-10-24 10:19:49,247 - mmaction - INFO - Epoch [46][560/921] lr: 1.000e-03, eta: 18:32:49, time: 1.303, data_time: 0.002, memory: 5811, loss_cls: 5.7425, loss: 5.7425, grad_norm: 5.4762 2020-10-24 10:20:15,423 - mmaction - INFO - Epoch [46][580/921] lr: 1.000e-03, eta: 18:32:22, time: 1.309, data_time: 0.007, memory: 5811, loss_cls: 5.8270, loss: 5.8270, grad_norm: 5.3822 2020-10-24 10:20:41,192 - mmaction - INFO - Epoch [46][600/921] lr: 1.000e-03, eta: 18:31:54, time: 1.293, data_time: 0.007, memory: 5811, loss_cls: 5.7443, loss: 5.7443, grad_norm: 5.4216 2020-10-24 10:21:07,578 - mmaction - INFO - Epoch [46][620/921] lr: 1.000e-03, eta: 18:31:26, time: 1.315, data_time: 0.003, memory: 5811, loss_cls: 5.7609, loss: 5.7609, grad_norm: 5.3910 2020-10-24 10:21:33,599 - mmaction - INFO - Epoch [46][640/921] lr: 1.000e-03, eta: 18:30:59, time: 1.305, data_time: 0.008, memory: 5811, loss_cls: 5.7634, loss: 5.7634, grad_norm: 5.3338 2020-10-24 10:22:00,206 - mmaction - INFO - Epoch [46][660/921] lr: 1.000e-03, eta: 18:30:32, time: 1.327, data_time: 0.002, memory: 5811, loss_cls: 5.8579, loss: 5.8579, grad_norm: 5.3495 2020-10-24 10:22:25,966 - mmaction - INFO - Epoch [46][680/921] lr: 1.000e-03, eta: 18:30:04, time: 1.286, data_time: 0.006, memory: 5811, loss_cls: 5.7192, loss: 5.7192, grad_norm: 5.4480 2020-10-24 10:22:52,771 - mmaction - INFO - Epoch [46][700/921] lr: 1.000e-03, eta: 18:29:38, time: 1.345, data_time: 0.007, memory: 5811, loss_cls: 5.8381, loss: 5.8381, grad_norm: 5.4401 2020-10-24 10:23:19,290 - mmaction - INFO - Epoch [46][720/921] lr: 1.000e-03, eta: 18:29:11, time: 1.324, data_time: 0.003, memory: 5811, loss_cls: 5.7983, loss: 5.7983, grad_norm: 5.4653 2020-10-24 10:23:45,119 - mmaction - INFO - Epoch [46][740/921] lr: 1.000e-03, eta: 18:28:43, time: 1.287, data_time: 0.004, memory: 5811, loss_cls: 5.8000, loss: 5.8000, grad_norm: 5.4839 2020-10-24 10:24:11,644 - mmaction - INFO - Epoch [46][760/921] lr: 1.000e-03, eta: 18:28:16, time: 1.332, data_time: 0.008, memory: 5811, loss_cls: 5.7687, loss: 5.7687, grad_norm: 5.3276 2020-10-24 10:24:37,985 - mmaction - INFO - Epoch [46][780/921] lr: 1.000e-03, eta: 18:27:49, time: 1.316, data_time: 0.006, memory: 5811, loss_cls: 5.7531, loss: 5.7531, grad_norm: 5.3206 2020-10-24 10:25:04,028 - mmaction - INFO - Epoch [46][800/921] lr: 1.000e-03, eta: 18:27:21, time: 1.303, data_time: 0.010, memory: 5811, loss_cls: 5.7186, loss: 5.7186, grad_norm: 5.3217 2020-10-24 10:25:30,535 - mmaction - INFO - Epoch [46][820/921] lr: 1.000e-03, eta: 18:26:54, time: 1.322, data_time: 0.002, memory: 5811, loss_cls: 5.6658, loss: 5.6658, grad_norm: 5.4418 2020-10-24 10:25:56,910 - mmaction - INFO - Epoch [46][840/921] lr: 1.000e-03, eta: 18:26:27, time: 1.320, data_time: 0.009, memory: 5811, loss_cls: 5.7477, loss: 5.7477, grad_norm: 5.4487 2020-10-24 10:26:22,747 - mmaction - INFO - Epoch [46][860/921] lr: 1.000e-03, eta: 18:25:59, time: 1.291, data_time: 0.006, memory: 5811, loss_cls: 5.5685, loss: 5.5685, grad_norm: 5.2979 2020-10-24 10:26:49,123 - mmaction - INFO - Epoch [46][880/921] lr: 1.000e-03, eta: 18:25:32, time: 1.318, data_time: 0.006, memory: 5811, loss_cls: 5.9108, loss: 5.9108, grad_norm: 5.5524 2020-10-24 10:27:15,652 - mmaction - INFO - Epoch [46][900/921] lr: 1.000e-03, eta: 18:25:06, time: 1.330, data_time: 0.008, memory: 5811, loss_cls: 5.7825, loss: 5.7825, grad_norm: 5.4438 2020-10-24 10:27:39,888 - mmaction - INFO - Epoch [46][920/921] lr: 1.000e-03, eta: 18:24:35, time: 1.212, data_time: 0.004, memory: 5811, loss_cls: 5.6183, loss: 5.6183, grad_norm: 5.3673 2020-10-24 10:28:23,250 - mmaction - INFO - Epoch [47][20/921] lr: 1.000e-03, eta: 18:24:27, time: 2.055, data_time: 1.599, memory: 5811, loss_cls: 5.6726, loss: 5.6726, grad_norm: 5.2960 2020-10-24 10:28:50,532 - mmaction - INFO - Epoch [47][40/921] lr: 1.000e-03, eta: 18:24:01, time: 1.368, data_time: 0.588, memory: 5811, loss_cls: 5.6656, loss: 5.6656, grad_norm: 5.3091 2020-10-24 10:29:16,814 - mmaction - INFO - Epoch [47][60/921] lr: 1.000e-03, eta: 18:23:34, time: 1.314, data_time: 0.099, memory: 5811, loss_cls: 5.7326, loss: 5.7326, grad_norm: 5.3441 2020-10-24 10:29:42,491 - mmaction - INFO - Epoch [47][80/921] lr: 1.000e-03, eta: 18:23:06, time: 1.284, data_time: 0.006, memory: 5811, loss_cls: 5.6733, loss: 5.6733, grad_norm: 5.3197 2020-10-24 10:30:08,725 - mmaction - INFO - Epoch [47][100/921] lr: 1.000e-03, eta: 18:22:39, time: 1.306, data_time: 0.027, memory: 5811, loss_cls: 5.7856, loss: 5.7856, grad_norm: 5.4373 2020-10-24 10:30:34,533 - mmaction - INFO - Epoch [47][120/921] lr: 1.000e-03, eta: 18:22:11, time: 1.295, data_time: 0.022, memory: 5811, loss_cls: 5.6920, loss: 5.6920, grad_norm: 5.3691 2020-10-24 10:31:01,264 - mmaction - INFO - Epoch [47][140/921] lr: 1.000e-03, eta: 18:21:44, time: 1.334, data_time: 0.249, memory: 5811, loss_cls: 5.8538, loss: 5.8538, grad_norm: 5.5053 2020-10-24 10:31:27,544 - mmaction - INFO - Epoch [47][160/921] lr: 1.000e-03, eta: 18:21:17, time: 1.317, data_time: 0.390, memory: 5811, loss_cls: 5.6925, loss: 5.6925, grad_norm: 5.3372 2020-10-24 10:31:54,121 - mmaction - INFO - Epoch [47][180/921] lr: 1.000e-03, eta: 18:20:50, time: 1.330, data_time: 0.625, memory: 5811, loss_cls: 5.6597, loss: 5.6597, grad_norm: 5.3801 2020-10-24 10:32:19,721 - mmaction - INFO - Epoch [47][200/921] lr: 1.000e-03, eta: 18:20:22, time: 1.276, data_time: 0.668, memory: 5811, loss_cls: 5.8114, loss: 5.8114, grad_norm: 5.5775 2020-10-24 10:32:45,941 - mmaction - INFO - Epoch [47][220/921] lr: 1.000e-03, eta: 18:19:55, time: 1.310, data_time: 0.699, memory: 5811, loss_cls: 5.7192, loss: 5.7192, grad_norm: 5.5045 2020-10-24 10:33:12,485 - mmaction - INFO - Epoch [47][240/921] lr: 1.000e-03, eta: 18:19:28, time: 1.323, data_time: 0.683, memory: 5811, loss_cls: 5.8413, loss: 5.8413, grad_norm: 5.5429 2020-10-24 10:33:37,809 - mmaction - INFO - Epoch [47][260/921] lr: 1.000e-03, eta: 18:18:59, time: 1.272, data_time: 0.660, memory: 5811, loss_cls: 5.6624, loss: 5.6624, grad_norm: 5.4125 2020-10-24 10:34:03,512 - mmaction - INFO - Epoch [47][280/921] lr: 1.000e-03, eta: 18:18:31, time: 1.286, data_time: 0.660, memory: 5811, loss_cls: 5.8112, loss: 5.8112, grad_norm: 5.5674 2020-10-24 10:34:29,948 - mmaction - INFO - Epoch [47][300/921] lr: 1.000e-03, eta: 18:18:04, time: 1.323, data_time: 0.694, memory: 5811, loss_cls: 5.5504, loss: 5.5504, grad_norm: 5.2270 2020-10-24 10:34:55,319 - mmaction - INFO - Epoch [47][320/921] lr: 1.000e-03, eta: 18:17:36, time: 1.265, data_time: 0.671, memory: 5811, loss_cls: 5.6591, loss: 5.6591, grad_norm: 5.4183 2020-10-24 10:35:21,335 - mmaction - INFO - Epoch [47][340/921] lr: 1.000e-03, eta: 18:17:08, time: 1.302, data_time: 0.673, memory: 5811, loss_cls: 5.6040, loss: 5.6040, grad_norm: 5.2700 2020-10-24 10:35:47,207 - mmaction - INFO - Epoch [47][360/921] lr: 1.000e-03, eta: 18:16:40, time: 1.291, data_time: 0.670, memory: 5811, loss_cls: 5.7427, loss: 5.7427, grad_norm: 5.5071 2020-10-24 10:36:13,055 - mmaction - INFO - Epoch [47][380/921] lr: 1.000e-03, eta: 18:16:12, time: 1.299, data_time: 0.684, memory: 5811, loss_cls: 5.7226, loss: 5.7226, grad_norm: 5.3873 2020-10-24 10:36:38,813 - mmaction - INFO - Epoch [47][400/921] lr: 1.000e-03, eta: 18:15:44, time: 1.287, data_time: 0.690, memory: 5811, loss_cls: 5.7601, loss: 5.7601, grad_norm: 5.4373 2020-10-24 10:37:04,712 - mmaction - INFO - Epoch [47][420/921] lr: 1.000e-03, eta: 18:15:17, time: 1.288, data_time: 0.692, memory: 5811, loss_cls: 5.7167, loss: 5.7167, grad_norm: 5.4160 2020-10-24 10:37:30,801 - mmaction - INFO - Epoch [47][440/921] lr: 1.000e-03, eta: 18:14:49, time: 1.313, data_time: 0.713, memory: 5811, loss_cls: 5.7997, loss: 5.7997, grad_norm: 5.4584 2020-10-24 10:37:56,688 - mmaction - INFO - Epoch [47][460/921] lr: 1.000e-03, eta: 18:14:21, time: 1.291, data_time: 0.687, memory: 5811, loss_cls: 5.8138, loss: 5.8138, grad_norm: 5.5209 2020-10-24 10:38:22,927 - mmaction - INFO - Epoch [47][480/921] lr: 1.000e-03, eta: 18:13:54, time: 1.312, data_time: 0.700, memory: 5811, loss_cls: 5.6713, loss: 5.6713, grad_norm: 5.4389 2020-10-24 10:38:49,590 - mmaction - INFO - Epoch [47][500/921] lr: 1.000e-03, eta: 18:13:27, time: 1.332, data_time: 0.722, memory: 5811, loss_cls: 5.6711, loss: 5.6711, grad_norm: 5.4007 2020-10-24 10:39:15,284 - mmaction - INFO - Epoch [47][520/921] lr: 1.000e-03, eta: 18:12:59, time: 1.285, data_time: 0.692, memory: 5811, loss_cls: 5.7615, loss: 5.7615, grad_norm: 5.5334 2020-10-24 10:39:41,084 - mmaction - INFO - Epoch [47][540/921] lr: 1.000e-03, eta: 18:12:32, time: 1.294, data_time: 0.658, memory: 5811, loss_cls: 5.8459, loss: 5.8459, grad_norm: 5.5665 2020-10-24 10:40:07,544 - mmaction - INFO - Epoch [47][560/921] lr: 1.000e-03, eta: 18:12:04, time: 1.311, data_time: 0.695, memory: 5811, loss_cls: 5.8013, loss: 5.8013, grad_norm: 5.4842 2020-10-24 10:40:33,479 - mmaction - INFO - Epoch [47][580/921] lr: 1.000e-03, eta: 18:11:37, time: 1.299, data_time: 0.659, memory: 5811, loss_cls: 5.7649, loss: 5.7649, grad_norm: 5.4370 2020-10-24 10:40:59,383 - mmaction - INFO - Epoch [47][600/921] lr: 1.000e-03, eta: 18:11:09, time: 1.298, data_time: 0.668, memory: 5811, loss_cls: 5.7511, loss: 5.7511, grad_norm: 5.3151 2020-10-24 10:41:25,642 - mmaction - INFO - Epoch [47][620/921] lr: 1.000e-03, eta: 18:10:42, time: 1.315, data_time: 0.710, memory: 5811, loss_cls: 5.7194, loss: 5.7194, grad_norm: 5.3456 2020-10-24 10:41:51,573 - mmaction - INFO - Epoch [47][640/921] lr: 1.000e-03, eta: 18:10:14, time: 1.291, data_time: 0.701, memory: 5811, loss_cls: 5.6980, loss: 5.6980, grad_norm: 5.4462 2020-10-24 10:42:17,619 - mmaction - INFO - Epoch [47][660/921] lr: 1.000e-03, eta: 18:09:47, time: 1.303, data_time: 0.696, memory: 5811, loss_cls: 5.7532, loss: 5.7532, grad_norm: 5.4161 2020-10-24 10:42:44,151 - mmaction - INFO - Epoch [47][680/921] lr: 1.000e-03, eta: 18:09:20, time: 1.329, data_time: 0.701, memory: 5811, loss_cls: 5.7678, loss: 5.7678, grad_norm: 5.4159 2020-10-24 10:43:10,023 - mmaction - INFO - Epoch [47][700/921] lr: 1.000e-03, eta: 18:08:52, time: 1.295, data_time: 0.695, memory: 5811, loss_cls: 5.6228, loss: 5.6228, grad_norm: 5.3320 2020-10-24 10:43:35,821 - mmaction - INFO - Epoch [47][720/921] lr: 1.000e-03, eta: 18:08:24, time: 1.295, data_time: 0.678, memory: 5811, loss_cls: 5.8075, loss: 5.8075, grad_norm: 5.3869 2020-10-24 10:44:01,811 - mmaction - INFO - Epoch [47][740/921] lr: 1.000e-03, eta: 18:07:57, time: 1.300, data_time: 0.682, memory: 5811, loss_cls: 5.7211, loss: 5.7211, grad_norm: 5.4460 2020-10-24 10:44:28,111 - mmaction - INFO - Epoch [47][760/921] lr: 1.000e-03, eta: 18:07:30, time: 1.314, data_time: 0.687, memory: 5811, loss_cls: 5.6796, loss: 5.6796, grad_norm: 5.3669 2020-10-24 10:44:54,260 - mmaction - INFO - Epoch [47][780/921] lr: 1.000e-03, eta: 18:07:02, time: 1.296, data_time: 0.673, memory: 5811, loss_cls: 5.7707, loss: 5.7707, grad_norm: 5.4389 2020-10-24 10:45:19,529 - mmaction - INFO - Epoch [47][800/921] lr: 1.000e-03, eta: 18:06:34, time: 1.272, data_time: 0.681, memory: 5811, loss_cls: 5.7778, loss: 5.7778, grad_norm: 5.5132 2020-10-24 10:45:45,309 - mmaction - INFO - Epoch [47][820/921] lr: 1.000e-03, eta: 18:06:06, time: 1.292, data_time: 0.667, memory: 5811, loss_cls: 5.7031, loss: 5.7031, grad_norm: 5.3985 2020-10-24 10:46:11,251 - mmaction - INFO - Epoch [47][840/921] lr: 1.000e-03, eta: 18:05:38, time: 1.293, data_time: 0.658, memory: 5811, loss_cls: 5.6949, loss: 5.6949, grad_norm: 5.4182 2020-10-24 10:46:37,596 - mmaction - INFO - Epoch [47][860/921] lr: 1.000e-03, eta: 18:05:11, time: 1.321, data_time: 0.705, memory: 5811, loss_cls: 5.6518, loss: 5.6518, grad_norm: 5.3119 2020-10-24 10:47:04,250 - mmaction - INFO - Epoch [47][880/921] lr: 1.000e-03, eta: 18:04:44, time: 1.330, data_time: 0.701, memory: 5811, loss_cls: 5.6856, loss: 5.6856, grad_norm: 5.4317 2020-10-24 10:47:30,355 - mmaction - INFO - Epoch [47][900/921] lr: 1.000e-03, eta: 18:04:17, time: 1.303, data_time: 0.659, memory: 5811, loss_cls: 5.6535, loss: 5.6535, grad_norm: 5.4105 2020-10-24 10:47:54,374 - mmaction - INFO - Epoch [47][920/921] lr: 1.000e-03, eta: 18:03:47, time: 1.207, data_time: 0.613, memory: 5811, loss_cls: 5.7568, loss: 5.7568, grad_norm: 5.4315 2020-10-24 10:48:36,108 - mmaction - INFO - Epoch [48][20/921] lr: 1.000e-03, eta: 18:03:36, time: 2.003, data_time: 1.454, memory: 5811, loss_cls: 5.7797, loss: 5.7797, grad_norm: 5.4360 2020-10-24 10:49:04,534 - mmaction - INFO - Epoch [48][40/921] lr: 1.000e-03, eta: 18:03:12, time: 1.419, data_time: 0.487, memory: 5811, loss_cls: 5.6072, loss: 5.6072, grad_norm: 5.4341 2020-10-24 10:49:31,162 - mmaction - INFO - Epoch [48][60/921] lr: 1.000e-03, eta: 18:02:45, time: 1.334, data_time: 0.108, memory: 5811, loss_cls: 5.6166, loss: 5.6166, grad_norm: 5.5302 2020-10-24 10:49:57,727 - mmaction - INFO - Epoch [48][80/921] lr: 1.000e-03, eta: 18:02:18, time: 1.321, data_time: 0.020, memory: 5811, loss_cls: 5.6745, loss: 5.6745, grad_norm: 5.4393 2020-10-24 10:50:23,304 - mmaction - INFO - Epoch [48][100/921] lr: 1.000e-03, eta: 18:01:50, time: 1.285, data_time: 0.010, memory: 5811, loss_cls: 5.8995, loss: 5.8995, grad_norm: 5.6509 2020-10-24 10:50:49,962 - mmaction - INFO - Epoch [48][120/921] lr: 1.000e-03, eta: 18:01:23, time: 1.333, data_time: 0.003, memory: 5811, loss_cls: 5.7078, loss: 5.7078, grad_norm: 5.4596 2020-10-24 10:51:16,232 - mmaction - INFO - Epoch [48][140/921] lr: 1.000e-03, eta: 18:00:56, time: 1.304, data_time: 0.004, memory: 5811, loss_cls: 5.5410, loss: 5.5410, grad_norm: 5.3303 2020-10-24 10:51:42,506 - mmaction - INFO - Epoch [48][160/921] lr: 1.000e-03, eta: 18:00:29, time: 1.318, data_time: 0.013, memory: 5811, loss_cls: 5.7235, loss: 5.7235, grad_norm: 5.6372 2020-10-24 10:52:08,570 - mmaction - INFO - Epoch [48][180/921] lr: 1.000e-03, eta: 18:00:01, time: 1.301, data_time: 0.009, memory: 5811, loss_cls: 5.7933, loss: 5.7933, grad_norm: 5.5407 2020-10-24 10:52:34,271 - mmaction - INFO - Epoch [48][200/921] lr: 1.000e-03, eta: 17:59:33, time: 1.286, data_time: 0.011, memory: 5811, loss_cls: 5.7121, loss: 5.7121, grad_norm: 5.4278 2020-10-24 10:53:00,024 - mmaction - INFO - Epoch [48][220/921] lr: 1.000e-03, eta: 17:59:06, time: 1.291, data_time: 0.009, memory: 5811, loss_cls: 5.7690, loss: 5.7690, grad_norm: 5.4047 2020-10-24 10:53:26,460 - mmaction - INFO - Epoch [48][240/921] lr: 1.000e-03, eta: 17:58:39, time: 1.318, data_time: 0.005, memory: 5811, loss_cls: 5.7869, loss: 5.7869, grad_norm: 5.4491 2020-10-24 10:53:52,265 - mmaction - INFO - Epoch [48][260/921] lr: 1.000e-03, eta: 17:58:11, time: 1.294, data_time: 0.009, memory: 5811, loss_cls: 5.8364, loss: 5.8364, grad_norm: 5.5567 2020-10-24 10:54:18,426 - mmaction - INFO - Epoch [48][280/921] lr: 1.000e-03, eta: 17:57:43, time: 1.293, data_time: 0.008, memory: 5811, loss_cls: 5.7083, loss: 5.7083, grad_norm: 5.4932 2020-10-24 10:54:43,692 - mmaction - INFO - Epoch [48][300/921] lr: 1.000e-03, eta: 17:57:15, time: 1.277, data_time: 0.020, memory: 5811, loss_cls: 5.5623, loss: 5.5623, grad_norm: 5.3115 2020-10-24 10:55:09,314 - mmaction - INFO - Epoch [48][320/921] lr: 1.000e-03, eta: 17:56:47, time: 1.282, data_time: 0.006, memory: 5811, loss_cls: 5.7507, loss: 5.7507, grad_norm: 5.5277 2020-10-24 10:55:35,343 - mmaction - INFO - Epoch [48][340/921] lr: 1.000e-03, eta: 17:56:19, time: 1.303, data_time: 0.006, memory: 5811, loss_cls: 5.7254, loss: 5.7254, grad_norm: 5.5569 2020-10-24 10:56:01,584 - mmaction - INFO - Epoch [48][360/921] lr: 1.000e-03, eta: 17:55:52, time: 1.308, data_time: 0.005, memory: 5811, loss_cls: 5.7700, loss: 5.7700, grad_norm: 5.5919 2020-10-24 10:56:27,155 - mmaction - INFO - Epoch [48][380/921] lr: 1.000e-03, eta: 17:55:24, time: 1.280, data_time: 0.008, memory: 5811, loss_cls: 5.8244, loss: 5.8244, grad_norm: 5.6732 2020-10-24 10:56:53,146 - mmaction - INFO - Epoch [48][400/921] lr: 1.000e-03, eta: 17:54:56, time: 1.295, data_time: 0.012, memory: 5811, loss_cls: 5.6369, loss: 5.6369, grad_norm: 5.3835 2020-10-24 10:57:19,148 - mmaction - INFO - Epoch [48][420/921] lr: 1.000e-03, eta: 17:54:29, time: 1.302, data_time: 0.011, memory: 5811, loss_cls: 5.6597, loss: 5.6597, grad_norm: 5.4157 2020-10-24 10:57:45,203 - mmaction - INFO - Epoch [48][440/921] lr: 1.000e-03, eta: 17:54:01, time: 1.304, data_time: 0.008, memory: 5811, loss_cls: 5.7464, loss: 5.7464, grad_norm: 5.5752 2020-10-24 10:58:11,032 - mmaction - INFO - Epoch [48][460/921] lr: 1.000e-03, eta: 17:53:33, time: 1.293, data_time: 0.007, memory: 5811, loss_cls: 5.6017, loss: 5.6017, grad_norm: 5.3997 2020-10-24 10:58:36,400 - mmaction - INFO - Epoch [48][480/921] lr: 1.000e-03, eta: 17:53:05, time: 1.266, data_time: 0.007, memory: 5811, loss_cls: 5.6460, loss: 5.6460, grad_norm: 5.4430 2020-10-24 10:59:02,201 - mmaction - INFO - Epoch [48][500/921] lr: 1.000e-03, eta: 17:52:37, time: 1.296, data_time: 0.009, memory: 5811, loss_cls: 5.7527, loss: 5.7527, grad_norm: 5.4682 2020-10-24 10:59:27,428 - mmaction - INFO - Epoch [48][520/921] lr: 1.000e-03, eta: 17:52:09, time: 1.263, data_time: 0.003, memory: 5811, loss_cls: 5.5863, loss: 5.5863, grad_norm: 5.3159 2020-10-24 10:59:53,409 - mmaction - INFO - Epoch [48][540/921] lr: 1.000e-03, eta: 17:51:41, time: 1.293, data_time: 0.001, memory: 5811, loss_cls: 5.7682, loss: 5.7682, grad_norm: 5.5671 2020-10-24 11:00:19,567 - mmaction - INFO - Epoch [48][560/921] lr: 1.000e-03, eta: 17:51:14, time: 1.308, data_time: 0.008, memory: 5811, loss_cls: 5.7691, loss: 5.7691, grad_norm: 5.4787 2020-10-24 11:00:45,714 - mmaction - INFO - Epoch [48][580/921] lr: 1.000e-03, eta: 17:50:46, time: 1.312, data_time: 0.008, memory: 5811, loss_cls: 5.7306, loss: 5.7306, grad_norm: 5.4032 2020-10-24 11:01:10,827 - mmaction - INFO - Epoch [48][600/921] lr: 1.000e-03, eta: 17:50:18, time: 1.257, data_time: 0.005, memory: 5811, loss_cls: 5.7030, loss: 5.7030, grad_norm: 5.4849 2020-10-24 11:01:36,920 - mmaction - INFO - Epoch [48][620/921] lr: 1.000e-03, eta: 17:49:50, time: 1.298, data_time: 0.004, memory: 5811, loss_cls: 5.8237, loss: 5.8237, grad_norm: 5.5156 2020-10-24 11:02:03,035 - mmaction - INFO - Epoch [48][640/921] lr: 1.000e-03, eta: 17:49:23, time: 1.305, data_time: 0.009, memory: 5811, loss_cls: 5.7195, loss: 5.7195, grad_norm: 5.4016 2020-10-24 11:02:28,439 - mmaction - INFO - Epoch [48][660/921] lr: 1.000e-03, eta: 17:48:55, time: 1.272, data_time: 0.008, memory: 5811, loss_cls: 5.7193, loss: 5.7193, grad_norm: 5.5105 2020-10-24 11:02:54,263 - mmaction - INFO - Epoch [48][680/921] lr: 1.000e-03, eta: 17:48:27, time: 1.289, data_time: 0.008, memory: 5811, loss_cls: 5.6496, loss: 5.6496, grad_norm: 5.4928 2020-10-24 11:03:20,048 - mmaction - INFO - Epoch [48][700/921] lr: 1.000e-03, eta: 17:47:59, time: 1.291, data_time: 0.013, memory: 5811, loss_cls: 5.7640, loss: 5.7640, grad_norm: 5.4304 2020-10-24 11:03:46,117 - mmaction - INFO - Epoch [48][720/921] lr: 1.000e-03, eta: 17:47:32, time: 1.305, data_time: 0.008, memory: 5811, loss_cls: 5.8068, loss: 5.8068, grad_norm: 5.6002 2020-10-24 11:04:11,951 - mmaction - INFO - Epoch [48][740/921] lr: 1.000e-03, eta: 17:47:04, time: 1.292, data_time: 0.008, memory: 5811, loss_cls: 5.7805, loss: 5.7805, grad_norm: 5.4871 2020-10-24 11:04:37,381 - mmaction - INFO - Epoch [48][760/921] lr: 1.000e-03, eta: 17:46:36, time: 1.274, data_time: 0.004, memory: 5811, loss_cls: 5.5901, loss: 5.5901, grad_norm: 5.3487 2020-10-24 11:05:02,675 - mmaction - INFO - Epoch [48][780/921] lr: 1.000e-03, eta: 17:46:07, time: 1.265, data_time: 0.002, memory: 5811, loss_cls: 5.7182, loss: 5.7182, grad_norm: 5.5386 2020-10-24 11:05:28,804 - mmaction - INFO - Epoch [48][800/921] lr: 1.000e-03, eta: 17:45:40, time: 1.302, data_time: 0.006, memory: 5811, loss_cls: 5.7919, loss: 5.7919, grad_norm: 5.5059 2020-10-24 11:05:54,410 - mmaction - INFO - Epoch [48][820/921] lr: 1.000e-03, eta: 17:45:12, time: 1.285, data_time: 0.006, memory: 5811, loss_cls: 5.6703, loss: 5.6703, grad_norm: 5.5327 2020-10-24 11:06:20,404 - mmaction - INFO - Epoch [48][840/921] lr: 1.000e-03, eta: 17:44:44, time: 1.297, data_time: 0.003, memory: 5811, loss_cls: 5.7504, loss: 5.7504, grad_norm: 5.5106 2020-10-24 11:06:45,841 - mmaction - INFO - Epoch [48][860/921] lr: 1.000e-03, eta: 17:44:16, time: 1.263, data_time: 0.005, memory: 5811, loss_cls: 5.6495, loss: 5.6495, grad_norm: 5.4087 2020-10-24 11:07:11,307 - mmaction - INFO - Epoch [48][880/921] lr: 1.000e-03, eta: 17:43:48, time: 1.285, data_time: 0.014, memory: 5811, loss_cls: 5.7220, loss: 5.7220, grad_norm: 5.4826 2020-10-24 11:07:37,253 - mmaction - INFO - Epoch [48][900/921] lr: 1.000e-03, eta: 17:43:20, time: 1.290, data_time: 0.001, memory: 5811, loss_cls: 5.5881, loss: 5.5881, grad_norm: 5.4031 2020-10-24 11:08:00,780 - mmaction - INFO - Epoch [48][920/921] lr: 1.000e-03, eta: 17:42:49, time: 1.184, data_time: 0.010, memory: 5811, loss_cls: 5.7235, loss: 5.7235, grad_norm: 5.4739 2020-10-24 11:08:39,014 - mmaction - INFO - Epoch [49][20/921] lr: 1.000e-03, eta: 17:42:34, time: 1.855, data_time: 0.876, memory: 5811, loss_cls: 5.7275, loss: 5.7275, grad_norm: 5.4309 2020-10-24 11:09:07,554 - mmaction - INFO - Epoch [49][40/921] lr: 1.000e-03, eta: 17:42:10, time: 1.424, data_time: 0.028, memory: 5811, loss_cls: 5.6431, loss: 5.6431, grad_norm: 5.4490 2020-10-24 11:09:34,195 - mmaction - INFO - Epoch [49][60/921] lr: 1.000e-03, eta: 17:41:43, time: 1.335, data_time: 0.309, memory: 5811, loss_cls: 5.5971, loss: 5.5971, grad_norm: 5.4769 2020-10-24 11:10:00,969 - mmaction - INFO - Epoch [49][80/921] lr: 1.000e-03, eta: 17:41:17, time: 1.337, data_time: 0.610, memory: 5811, loss_cls: 5.7591, loss: 5.7591, grad_norm: 5.6828 2020-10-24 11:10:28,088 - mmaction - INFO - Epoch [49][100/921] lr: 1.000e-03, eta: 17:40:51, time: 1.360, data_time: 0.784, memory: 5811, loss_cls: 5.7168, loss: 5.7168, grad_norm: 5.5087 2020-10-24 11:10:55,373 - mmaction - INFO - Epoch [49][120/921] lr: 1.000e-03, eta: 17:40:25, time: 1.363, data_time: 0.710, memory: 5811, loss_cls: 5.6087, loss: 5.6087, grad_norm: 5.3781 2020-10-24 11:11:22,010 - mmaction - INFO - Epoch [49][140/921] lr: 1.000e-03, eta: 17:39:58, time: 1.328, data_time: 0.624, memory: 5811, loss_cls: 5.7215, loss: 5.7215, grad_norm: 5.5691 2020-10-24 11:11:48,757 - mmaction - INFO - Epoch [49][160/921] lr: 1.000e-03, eta: 17:39:32, time: 1.341, data_time: 0.707, memory: 5811, loss_cls: 5.6381, loss: 5.6381, grad_norm: 5.4353 2020-10-24 11:12:15,194 - mmaction - INFO - Epoch [49][180/921] lr: 1.000e-03, eta: 17:39:05, time: 1.321, data_time: 0.711, memory: 5811, loss_cls: 5.6843, loss: 5.6843, grad_norm: 5.2994 2020-10-24 11:12:41,804 - mmaction - INFO - Epoch [49][200/921] lr: 1.000e-03, eta: 17:38:38, time: 1.327, data_time: 0.689, memory: 5811, loss_cls: 5.6877, loss: 5.6877, grad_norm: 5.4490 2020-10-24 11:13:07,937 - mmaction - INFO - Epoch [49][220/921] lr: 1.000e-03, eta: 17:38:11, time: 1.311, data_time: 0.683, memory: 5811, loss_cls: 5.8440, loss: 5.8440, grad_norm: 5.6843 2020-10-24 11:13:34,821 - mmaction - INFO - Epoch [49][240/921] lr: 1.000e-03, eta: 17:37:45, time: 1.346, data_time: 0.739, memory: 5811, loss_cls: 5.6005, loss: 5.6005, grad_norm: 5.4639 2020-10-24 11:14:01,338 - mmaction - INFO - Epoch [49][260/921] lr: 1.000e-03, eta: 17:37:18, time: 1.317, data_time: 0.698, memory: 5811, loss_cls: 5.6474, loss: 5.6474, grad_norm: 5.5283 2020-10-24 11:14:27,313 - mmaction - INFO - Epoch [49][280/921] lr: 1.000e-03, eta: 17:36:50, time: 1.303, data_time: 0.690, memory: 5811, loss_cls: 5.8724, loss: 5.8724, grad_norm: 5.6092 2020-10-24 11:14:53,766 - mmaction - INFO - Epoch [49][300/921] lr: 1.000e-03, eta: 17:36:23, time: 1.328, data_time: 0.714, memory: 5811, loss_cls: 5.7228, loss: 5.7228, grad_norm: 5.5439 2020-10-24 11:15:19,892 - mmaction - INFO - Epoch [49][320/921] lr: 1.000e-03, eta: 17:35:56, time: 1.305, data_time: 0.635, memory: 5811, loss_cls: 5.6460, loss: 5.6460, grad_norm: 5.4195 2020-10-24 11:15:45,072 - mmaction - INFO - Epoch [49][340/921] lr: 1.000e-03, eta: 17:35:27, time: 1.253, data_time: 0.652, memory: 5811, loss_cls: 5.7024, loss: 5.7024, grad_norm: 5.4957 2020-10-24 11:16:11,435 - mmaction - INFO - Epoch [49][360/921] lr: 1.000e-03, eta: 17:35:00, time: 1.322, data_time: 0.687, memory: 5811, loss_cls: 5.5907, loss: 5.5907, grad_norm: 5.4973 2020-10-24 11:16:36,959 - mmaction - INFO - Epoch [49][380/921] lr: 1.000e-03, eta: 17:34:32, time: 1.277, data_time: 0.636, memory: 5811, loss_cls: 5.6343, loss: 5.6343, grad_norm: 5.4930 2020-10-24 11:17:02,827 - mmaction - INFO - Epoch [49][400/921] lr: 1.000e-03, eta: 17:34:05, time: 1.295, data_time: 0.633, memory: 5811, loss_cls: 5.8468, loss: 5.8468, grad_norm: 5.6345 2020-10-24 11:17:28,746 - mmaction - INFO - Epoch [49][420/921] lr: 1.000e-03, eta: 17:33:37, time: 1.297, data_time: 0.654, memory: 5811, loss_cls: 5.6350, loss: 5.6350, grad_norm: 5.4891 2020-10-24 11:17:54,521 - mmaction - INFO - Epoch [49][440/921] lr: 1.000e-03, eta: 17:33:09, time: 1.285, data_time: 0.634, memory: 5811, loss_cls: 5.6253, loss: 5.6253, grad_norm: 5.4822 2020-10-24 11:18:20,155 - mmaction - INFO - Epoch [49][460/921] lr: 1.000e-03, eta: 17:32:41, time: 1.281, data_time: 0.660, memory: 5811, loss_cls: 5.7533, loss: 5.7533, grad_norm: 5.5502 2020-10-24 11:18:46,167 - mmaction - INFO - Epoch [49][480/921] lr: 1.000e-03, eta: 17:32:14, time: 1.299, data_time: 0.674, memory: 5811, loss_cls: 5.7915, loss: 5.7915, grad_norm: 5.6288 2020-10-24 11:19:12,306 - mmaction - INFO - Epoch [49][500/921] lr: 1.000e-03, eta: 17:31:47, time: 1.310, data_time: 0.702, memory: 5811, loss_cls: 5.6773, loss: 5.6773, grad_norm: 5.5795 2020-10-24 11:19:37,717 - mmaction - INFO - Epoch [49][520/921] lr: 1.000e-03, eta: 17:31:18, time: 1.272, data_time: 0.648, memory: 5811, loss_cls: 5.6859, loss: 5.6859, grad_norm: 5.5683 2020-10-24 11:20:03,899 - mmaction - INFO - Epoch [49][540/921] lr: 1.000e-03, eta: 17:30:51, time: 1.298, data_time: 0.681, memory: 5811, loss_cls: 5.6681, loss: 5.6681, grad_norm: 5.5673 2020-10-24 11:20:29,145 - mmaction - INFO - Epoch [49][560/921] lr: 1.000e-03, eta: 17:30:23, time: 1.268, data_time: 0.641, memory: 5811, loss_cls: 5.6495, loss: 5.6495, grad_norm: 5.4597 2020-10-24 11:20:54,422 - mmaction - INFO - Epoch [49][580/921] lr: 1.000e-03, eta: 17:29:54, time: 1.268, data_time: 0.635, memory: 5811, loss_cls: 5.7408, loss: 5.7408, grad_norm: 5.6504 2020-10-24 11:21:20,307 - mmaction - INFO - Epoch [49][600/921] lr: 1.000e-03, eta: 17:29:27, time: 1.296, data_time: 0.642, memory: 5811, loss_cls: 5.7477, loss: 5.7477, grad_norm: 5.6138 2020-10-24 11:21:45,982 - mmaction - INFO - Epoch [49][620/921] lr: 1.000e-03, eta: 17:28:59, time: 1.279, data_time: 0.640, memory: 5811, loss_cls: 5.7956, loss: 5.7956, grad_norm: 5.5680 2020-10-24 11:22:11,991 - mmaction - INFO - Epoch [49][640/921] lr: 1.000e-03, eta: 17:28:31, time: 1.305, data_time: 0.672, memory: 5811, loss_cls: 5.6203, loss: 5.6203, grad_norm: 5.4801 2020-10-24 11:22:37,612 - mmaction - INFO - Epoch [49][660/921] lr: 1.000e-03, eta: 17:28:03, time: 1.278, data_time: 0.637, memory: 5811, loss_cls: 5.6170, loss: 5.6170, grad_norm: 5.5083 2020-10-24 11:23:04,147 - mmaction - INFO - Epoch [49][680/921] lr: 1.000e-03, eta: 17:27:36, time: 1.323, data_time: 0.688, memory: 5811, loss_cls: 5.6852, loss: 5.6852, grad_norm: 5.5420 2020-10-24 11:23:30,097 - mmaction - INFO - Epoch [49][700/921] lr: 1.000e-03, eta: 17:27:09, time: 1.303, data_time: 0.655, memory: 5811, loss_cls: 5.7384, loss: 5.7384, grad_norm: 5.5273 2020-10-24 11:23:56,504 - mmaction - INFO - Epoch [49][720/921] lr: 1.000e-03, eta: 17:26:42, time: 1.315, data_time: 0.700, memory: 5811, loss_cls: 5.8051, loss: 5.8051, grad_norm: 5.7027 2020-10-24 11:24:21,864 - mmaction - INFO - Epoch [49][740/921] lr: 1.000e-03, eta: 17:26:14, time: 1.276, data_time: 0.662, memory: 5811, loss_cls: 5.7546, loss: 5.7546, grad_norm: 5.5084 2020-10-24 11:24:47,905 - mmaction - INFO - Epoch [49][760/921] lr: 1.000e-03, eta: 17:25:46, time: 1.301, data_time: 0.652, memory: 5811, loss_cls: 5.8586, loss: 5.8586, grad_norm: 5.6257 2020-10-24 11:25:13,452 - mmaction - INFO - Epoch [49][780/921] lr: 1.000e-03, eta: 17:25:18, time: 1.271, data_time: 0.633, memory: 5811, loss_cls: 5.9019, loss: 5.9019, grad_norm: 5.6160 2020-10-24 11:25:39,223 - mmaction - INFO - Epoch [49][800/921] lr: 1.000e-03, eta: 17:24:50, time: 1.289, data_time: 0.639, memory: 5811, loss_cls: 5.6751, loss: 5.6751, grad_norm: 5.5663 2020-10-24 11:26:05,501 - mmaction - INFO - Epoch [49][820/921] lr: 1.000e-03, eta: 17:24:23, time: 1.314, data_time: 0.679, memory: 5811, loss_cls: 5.6075, loss: 5.6075, grad_norm: 5.5216 2020-10-24 11:26:31,294 - mmaction - INFO - Epoch [49][840/921] lr: 1.000e-03, eta: 17:23:56, time: 1.296, data_time: 0.703, memory: 5811, loss_cls: 5.7462, loss: 5.7462, grad_norm: 5.5445 2020-10-24 11:26:57,141 - mmaction - INFO - Epoch [49][860/921] lr: 1.000e-03, eta: 17:23:28, time: 1.290, data_time: 0.643, memory: 5811, loss_cls: 5.7352, loss: 5.7352, grad_norm: 5.5841 2020-10-24 11:27:22,427 - mmaction - INFO - Epoch [49][880/921] lr: 1.000e-03, eta: 17:23:00, time: 1.266, data_time: 0.634, memory: 5811, loss_cls: 5.6224, loss: 5.6224, grad_norm: 5.4113 2020-10-24 11:27:49,005 - mmaction - INFO - Epoch [49][900/921] lr: 1.000e-03, eta: 17:22:33, time: 1.321, data_time: 0.660, memory: 5811, loss_cls: 5.7631, loss: 5.7631, grad_norm: 5.5682 2020-10-24 11:28:13,479 - mmaction - INFO - Epoch [49][920/921] lr: 1.000e-03, eta: 17:22:04, time: 1.232, data_time: 0.637, memory: 5811, loss_cls: 5.7067, loss: 5.7067, grad_norm: 5.5493 2020-10-24 11:28:58,954 - mmaction - INFO - Epoch [50][20/921] lr: 1.000e-03, eta: 17:21:56, time: 2.162, data_time: 1.509, memory: 5811, loss_cls: 5.5431, loss: 5.5431, grad_norm: 5.4409 2020-10-24 11:29:26,565 - mmaction - INFO - Epoch [50][40/921] lr: 1.000e-03, eta: 17:21:30, time: 1.381, data_time: 0.736, memory: 5811, loss_cls: 5.5635, loss: 5.5635, grad_norm: 5.3781 2020-10-24 11:29:53,719 - mmaction - INFO - Epoch [50][60/921] lr: 1.000e-03, eta: 17:21:04, time: 1.356, data_time: 0.191, memory: 5811, loss_cls: 5.5796, loss: 5.5796, grad_norm: 5.5541 2020-10-24 11:30:19,739 - mmaction - INFO - Epoch [50][80/921] lr: 1.000e-03, eta: 17:20:37, time: 1.297, data_time: 0.068, memory: 5811, loss_cls: 5.6976, loss: 5.6976, grad_norm: 5.4754 2020-10-24 11:30:45,871 - mmaction - INFO - Epoch [50][100/921] lr: 1.000e-03, eta: 17:20:10, time: 1.313, data_time: 0.032, memory: 5811, loss_cls: 5.5324, loss: 5.5324, grad_norm: 5.4648 2020-10-24 11:31:12,091 - mmaction - INFO - Epoch [50][120/921] lr: 1.000e-03, eta: 17:19:43, time: 1.311, data_time: 0.003, memory: 5811, loss_cls: 5.6719, loss: 5.6719, grad_norm: 5.6391 2020-10-24 11:31:38,058 - mmaction - INFO - Epoch [50][140/921] lr: 1.000e-03, eta: 17:19:15, time: 1.297, data_time: 0.003, memory: 5811, loss_cls: 5.5933, loss: 5.5933, grad_norm: 5.6694 2020-10-24 11:32:03,291 - mmaction - INFO - Epoch [50][160/921] lr: 1.000e-03, eta: 17:18:47, time: 1.262, data_time: 0.009, memory: 5811, loss_cls: 5.7562, loss: 5.7562, grad_norm: 5.6356 2020-10-24 11:32:29,687 - mmaction - INFO - Epoch [50][180/921] lr: 1.000e-03, eta: 17:18:20, time: 1.321, data_time: 0.005, memory: 5811, loss_cls: 5.7366, loss: 5.7366, grad_norm: 5.6518 2020-10-24 11:32:54,277 - mmaction - INFO - Epoch [50][200/921] lr: 1.000e-03, eta: 17:17:50, time: 1.221, data_time: 0.001, memory: 5811, loss_cls: 5.6287, loss: 5.6287, grad_norm: 5.5430 2020-10-24 11:33:18,474 - mmaction - INFO - Epoch [50][220/921] lr: 1.000e-03, eta: 17:17:21, time: 1.215, data_time: 0.012, memory: 5811, loss_cls: 5.7684, loss: 5.7684, grad_norm: 5.6488 2020-10-24 11:33:43,969 - mmaction - INFO - Epoch [50][240/921] lr: 1.000e-03, eta: 17:16:53, time: 1.278, data_time: 0.004, memory: 5811, loss_cls: 5.6750, loss: 5.6750, grad_norm: 5.4997 2020-10-24 11:34:09,632 - mmaction - INFO - Epoch [50][260/921] lr: 1.000e-03, eta: 17:16:25, time: 1.280, data_time: 0.004, memory: 5811, loss_cls: 5.6647, loss: 5.6647, grad_norm: 5.7336 2020-10-24 11:34:35,914 - mmaction - INFO - Epoch [50][280/921] lr: 1.000e-03, eta: 17:15:57, time: 1.312, data_time: 0.005, memory: 5811, loss_cls: 5.5487, loss: 5.5487, grad_norm: 5.4720 2020-10-24 11:35:01,038 - mmaction - INFO - Epoch [50][300/921] lr: 1.000e-03, eta: 17:15:29, time: 1.257, data_time: 0.009, memory: 5811, loss_cls: 5.7348, loss: 5.7348, grad_norm: 5.5385 2020-10-24 11:35:27,207 - mmaction - INFO - Epoch [50][320/921] lr: 1.000e-03, eta: 17:15:02, time: 1.306, data_time: 0.009, memory: 5811, loss_cls: 5.6431, loss: 5.6431, grad_norm: 5.6071 2020-10-24 11:35:52,812 - mmaction - INFO - Epoch [50][340/921] lr: 1.000e-03, eta: 17:14:34, time: 1.280, data_time: 0.007, memory: 5811, loss_cls: 5.6696, loss: 5.6696, grad_norm: 5.6041 2020-10-24 11:36:18,488 - mmaction - INFO - Epoch [50][360/921] lr: 1.000e-03, eta: 17:14:06, time: 1.286, data_time: 0.010, memory: 5811, loss_cls: 5.8177, loss: 5.8177, grad_norm: 5.6162 2020-10-24 11:36:44,326 - mmaction - INFO - Epoch [50][380/921] lr: 1.000e-03, eta: 17:13:38, time: 1.291, data_time: 0.010, memory: 5811, loss_cls: 5.7497, loss: 5.7497, grad_norm: 5.6150 2020-10-24 11:37:10,012 - mmaction - INFO - Epoch [50][400/921] lr: 1.000e-03, eta: 17:13:11, time: 1.288, data_time: 0.008, memory: 5811, loss_cls: 5.4704, loss: 5.4704, grad_norm: 5.4200 2020-10-24 11:37:35,682 - mmaction - INFO - Epoch [50][420/921] lr: 1.000e-03, eta: 17:12:43, time: 1.281, data_time: 0.003, memory: 5811, loss_cls: 5.7243, loss: 5.7243, grad_norm: 5.5936 2020-10-24 11:38:02,183 - mmaction - INFO - Epoch [50][440/921] lr: 1.000e-03, eta: 17:12:16, time: 1.321, data_time: 0.008, memory: 5811, loss_cls: 5.6244, loss: 5.6244, grad_norm: 5.5805 2020-10-24 11:38:27,898 - mmaction - INFO - Epoch [50][460/921] lr: 1.000e-03, eta: 17:11:48, time: 1.293, data_time: 0.012, memory: 5811, loss_cls: 5.6845, loss: 5.6845, grad_norm: 5.4829 2020-10-24 11:38:53,517 - mmaction - INFO - Epoch [50][480/921] lr: 1.000e-03, eta: 17:11:20, time: 1.279, data_time: 0.004, memory: 5811, loss_cls: 5.6993, loss: 5.6993, grad_norm: 5.5307 2020-10-24 11:39:19,784 - mmaction - INFO - Epoch [50][500/921] lr: 1.000e-03, eta: 17:10:53, time: 1.310, data_time: 0.007, memory: 5811, loss_cls: 5.7569, loss: 5.7569, grad_norm: 5.5678 2020-10-24 11:39:45,474 - mmaction - INFO - Epoch [50][520/921] lr: 1.000e-03, eta: 17:10:25, time: 1.290, data_time: 0.009, memory: 5811, loss_cls: 6.0137, loss: 6.0137, grad_norm: 5.7985 2020-10-24 11:40:11,053 - mmaction - INFO - Epoch [50][540/921] lr: 1.000e-03, eta: 17:09:57, time: 1.273, data_time: 0.004, memory: 5811, loss_cls: 5.8142, loss: 5.8142, grad_norm: 5.7274 2020-10-24 11:40:34,778 - mmaction - INFO - Epoch [50][560/921] lr: 1.000e-03, eta: 17:09:27, time: 1.192, data_time: 0.007, memory: 5811, loss_cls: 5.7223, loss: 5.7223, grad_norm: 5.5860 2020-10-24 11:41:00,655 - mmaction - INFO - Epoch [50][580/921] lr: 1.000e-03, eta: 17:09:00, time: 1.294, data_time: 0.001, memory: 5811, loss_cls: 5.6910, loss: 5.6910, grad_norm: 5.4998 2020-10-24 11:41:26,288 - mmaction - INFO - Epoch [50][600/921] lr: 1.000e-03, eta: 17:08:32, time: 1.279, data_time: 0.001, memory: 5811, loss_cls: 5.6673, loss: 5.6673, grad_norm: 5.6266 2020-10-24 11:41:52,693 - mmaction - INFO - Epoch [50][620/921] lr: 1.000e-03, eta: 17:08:05, time: 1.315, data_time: 0.005, memory: 5811, loss_cls: 5.8513, loss: 5.8513, grad_norm: 5.7600 2020-10-24 11:42:18,375 - mmaction - INFO - Epoch [50][640/921] lr: 1.000e-03, eta: 17:07:37, time: 1.287, data_time: 0.011, memory: 5811, loss_cls: 5.6934, loss: 5.6934, grad_norm: 5.5576 2020-10-24 11:42:44,726 - mmaction - INFO - Epoch [50][660/921] lr: 1.000e-03, eta: 17:07:10, time: 1.315, data_time: 0.009, memory: 5811, loss_cls: 5.6626, loss: 5.6626, grad_norm: 5.5503 2020-10-24 11:43:10,345 - mmaction - INFO - Epoch [50][680/921] lr: 1.000e-03, eta: 17:06:42, time: 1.278, data_time: 0.010, memory: 5811, loss_cls: 5.6636, loss: 5.6636, grad_norm: 5.4283 2020-10-24 11:43:35,473 - mmaction - INFO - Epoch [50][700/921] lr: 1.000e-03, eta: 17:06:14, time: 1.263, data_time: 0.014, memory: 5811, loss_cls: 5.8097, loss: 5.8097, grad_norm: 5.6585 2020-10-24 11:44:01,818 - mmaction - INFO - Epoch [50][720/921] lr: 1.000e-03, eta: 17:05:47, time: 1.320, data_time: 0.007, memory: 5811, loss_cls: 5.8268, loss: 5.8268, grad_norm: 5.7015 2020-10-24 11:44:28,083 - mmaction - INFO - Epoch [50][740/921] lr: 1.000e-03, eta: 17:05:20, time: 1.307, data_time: 0.002, memory: 5811, loss_cls: 5.7041, loss: 5.7041, grad_norm: 5.5772 2020-10-24 11:44:53,964 - mmaction - INFO - Epoch [50][760/921] lr: 1.000e-03, eta: 17:04:52, time: 1.290, data_time: 0.009, memory: 5811, loss_cls: 5.7136, loss: 5.7136, grad_norm: 5.5533 2020-10-24 11:45:19,441 - mmaction - INFO - Epoch [50][780/921] lr: 1.000e-03, eta: 17:04:24, time: 1.285, data_time: 0.014, memory: 5811, loss_cls: 5.7068, loss: 5.7068, grad_norm: 5.6438 2020-10-24 11:45:45,710 - mmaction - INFO - Epoch [50][800/921] lr: 1.000e-03, eta: 17:03:57, time: 1.309, data_time: 0.004, memory: 5811, loss_cls: 5.8677, loss: 5.8677, grad_norm: 5.6597 2020-10-24 11:46:11,459 - mmaction - INFO - Epoch [50][820/921] lr: 1.000e-03, eta: 17:03:29, time: 1.283, data_time: 0.009, memory: 5811, loss_cls: 5.6611, loss: 5.6611, grad_norm: 5.6295 2020-10-24 11:46:37,584 - mmaction - INFO - Epoch [50][840/921] lr: 1.000e-03, eta: 17:03:02, time: 1.308, data_time: 0.012, memory: 5811, loss_cls: 5.7850, loss: 5.7850, grad_norm: 5.8466 2020-10-24 11:47:03,616 - mmaction - INFO - Epoch [50][860/921] lr: 1.000e-03, eta: 17:02:35, time: 1.303, data_time: 0.011, memory: 5811, loss_cls: 5.6292, loss: 5.6292, grad_norm: 5.5419 2020-10-24 11:47:29,221 - mmaction - INFO - Epoch [50][880/921] lr: 1.000e-03, eta: 17:02:07, time: 1.279, data_time: 0.011, memory: 5811, loss_cls: 5.8849, loss: 5.8849, grad_norm: 5.8000 2020-10-24 11:47:54,949 - mmaction - INFO - Epoch [50][900/921] lr: 1.000e-03, eta: 17:01:39, time: 1.284, data_time: 0.009, memory: 5811, loss_cls: 5.6247, loss: 5.6247, grad_norm: 5.5640 2020-10-24 11:48:19,609 - mmaction - INFO - Epoch [50][920/921] lr: 1.000e-03, eta: 17:01:10, time: 1.242, data_time: 0.012, memory: 5811, loss_cls: 5.7458, loss: 5.7458, grad_norm: 5.6347 2020-10-24 11:48:21,673 - mmaction - INFO - Saving checkpoint at 50 epochs 2020-10-24 11:49:55,332 - mmaction - INFO - Evaluating mean_average_precision... 2020-10-24 11:49:55,953 - mmaction - INFO - mean_average_precision 0.5451 2020-10-24 11:49:55,964 - mmaction - INFO - Epoch(val) [50][921] mean_average_precision: 0.5451 2020-10-24 11:50:34,257 - mmaction - INFO - Epoch [51][20/921] lr: 1.000e-03, eta: 17:00:55, time: 1.914, data_time: 0.874, memory: 5811, loss_cls: 5.7946, loss: 5.7946, grad_norm: 5.7511 2020-10-24 11:51:01,221 - mmaction - INFO - Epoch [51][40/921] lr: 1.000e-03, eta: 17:00:29, time: 1.349, data_time: 0.003, memory: 5811, loss_cls: 5.6796, loss: 5.6796, grad_norm: 5.5924 2020-10-24 11:51:27,280 - mmaction - INFO - Epoch [51][60/921] lr: 1.000e-03, eta: 17:00:02, time: 1.302, data_time: 0.002, memory: 5811, loss_cls: 5.7724, loss: 5.7724, grad_norm: 5.6195 2020-10-24 11:51:54,092 - mmaction - INFO - Epoch [51][80/921] lr: 1.000e-03, eta: 16:59:35, time: 1.337, data_time: 0.003, memory: 5811, loss_cls: 5.6779, loss: 5.6779, grad_norm: 5.5229 2020-10-24 11:52:20,321 - mmaction - INFO - Epoch [51][100/921] lr: 1.000e-03, eta: 16:59:08, time: 1.314, data_time: 0.007, memory: 5811, loss_cls: 5.6564, loss: 5.6564, grad_norm: 5.5580 2020-10-24 11:52:47,226 - mmaction - INFO - Epoch [51][120/921] lr: 1.000e-03, eta: 16:58:42, time: 1.341, data_time: 0.003, memory: 5811, loss_cls: 5.5893, loss: 5.5893, grad_norm: 5.4576 2020-10-24 11:53:13,914 - mmaction - INFO - Epoch [51][140/921] lr: 1.000e-03, eta: 16:58:15, time: 1.340, data_time: 0.007, memory: 5811, loss_cls: 5.6277, loss: 5.6277, grad_norm: 5.5913 2020-10-24 11:53:40,538 - mmaction - INFO - Epoch [51][160/921] lr: 1.000e-03, eta: 16:57:49, time: 1.321, data_time: 0.003, memory: 5811, loss_cls: 5.6968, loss: 5.6968, grad_norm: 5.5974 2020-10-24 11:54:06,793 - mmaction - INFO - Epoch [51][180/921] lr: 1.000e-03, eta: 16:57:22, time: 1.316, data_time: 0.011, memory: 5811, loss_cls: 5.7783, loss: 5.7783, grad_norm: 5.7008 2020-10-24 11:54:33,286 - mmaction - INFO - Epoch [51][200/921] lr: 1.000e-03, eta: 16:56:55, time: 1.325, data_time: 0.012, memory: 5811, loss_cls: 5.6832, loss: 5.6832, grad_norm: 5.5582 2020-10-24 11:54:59,286 - mmaction - INFO - Epoch [51][220/921] lr: 1.000e-03, eta: 16:56:27, time: 1.302, data_time: 0.011, memory: 5811, loss_cls: 5.7087, loss: 5.7087, grad_norm: 5.6107 2020-10-24 11:55:25,437 - mmaction - INFO - Epoch [51][240/921] lr: 1.000e-03, eta: 16:56:00, time: 1.303, data_time: 0.009, memory: 5811, loss_cls: 5.7162, loss: 5.7162, grad_norm: 5.6196 2020-10-24 11:55:52,005 - mmaction - INFO - Epoch [51][260/921] lr: 1.000e-03, eta: 16:55:33, time: 1.326, data_time: 0.012, memory: 5811, loss_cls: 5.7111, loss: 5.7111, grad_norm: 5.4908 2020-10-24 11:56:19,349 - mmaction - INFO - Epoch [51][280/921] lr: 1.000e-03, eta: 16:55:08, time: 1.379, data_time: 0.013, memory: 5811, loss_cls: 5.5607, loss: 5.5607, grad_norm: 5.5587 2020-10-24 11:56:45,387 - mmaction - INFO - Epoch [51][300/921] lr: 1.000e-03, eta: 16:54:41, time: 1.302, data_time: 0.001, memory: 5811, loss_cls: 5.5121, loss: 5.5121, grad_norm: 5.5096 2020-10-24 11:57:12,308 - mmaction - INFO - Epoch [51][320/921] lr: 1.000e-03, eta: 16:54:14, time: 1.346, data_time: 0.001, memory: 5811, loss_cls: 5.8047, loss: 5.8047, grad_norm: 5.7553 2020-10-24 11:57:38,082 - mmaction - INFO - Epoch [51][340/921] lr: 1.000e-03, eta: 16:53:47, time: 1.278, data_time: 0.002, memory: 5811, loss_cls: 5.6120, loss: 5.6120, grad_norm: 5.6151 2020-10-24 11:58:04,093 - mmaction - INFO - Epoch [51][360/921] lr: 1.000e-03, eta: 16:53:19, time: 1.311, data_time: 0.014, memory: 5811, loss_cls: 5.8359, loss: 5.8359, grad_norm: 5.7418 2020-10-24 11:58:30,889 - mmaction - INFO - Epoch [51][380/921] lr: 1.000e-03, eta: 16:52:53, time: 1.331, data_time: 0.001, memory: 5811, loss_cls: 5.6449, loss: 5.6449, grad_norm: 5.6495 2020-10-24 11:58:57,212 - mmaction - INFO - Epoch [51][400/921] lr: 1.000e-03, eta: 16:52:26, time: 1.320, data_time: 0.010, memory: 5811, loss_cls: 5.7157, loss: 5.7157, grad_norm: 5.6851 2020-10-24 11:59:23,228 - mmaction - INFO - Epoch [51][420/921] lr: 1.000e-03, eta: 16:51:59, time: 1.303, data_time: 0.008, memory: 5811, loss_cls: 5.7544, loss: 5.7544, grad_norm: 5.7108 2020-10-24 11:59:49,736 - mmaction - INFO - Epoch [51][440/921] lr: 1.000e-03, eta: 16:51:32, time: 1.327, data_time: 0.003, memory: 5811, loss_cls: 5.8802, loss: 5.8802, grad_norm: 5.6822 2020-10-24 12:00:17,092 - mmaction - INFO - Epoch [51][460/921] lr: 1.000e-03, eta: 16:51:06, time: 1.364, data_time: 0.001, memory: 5811, loss_cls: 5.8024, loss: 5.8024, grad_norm: 5.7133 2020-10-24 12:00:42,527 - mmaction - INFO - Epoch [51][480/921] lr: 1.000e-03, eta: 16:50:38, time: 1.273, data_time: 0.012, memory: 5811, loss_cls: 5.7739, loss: 5.7739, grad_norm: 5.7356 2020-10-24 12:01:09,033 - mmaction - INFO - Epoch [51][500/921] lr: 1.000e-03, eta: 16:50:12, time: 1.329, data_time: 0.007, memory: 5811, loss_cls: 5.6074, loss: 5.6074, grad_norm: 5.5847 2020-10-24 12:01:35,230 - mmaction - INFO - Epoch [51][520/921] lr: 1.000e-03, eta: 16:49:44, time: 1.305, data_time: 0.003, memory: 5811, loss_cls: 5.7245, loss: 5.7245, grad_norm: 5.6659 2020-10-24 12:02:02,026 - mmaction - INFO - Epoch [51][540/921] lr: 1.000e-03, eta: 16:49:18, time: 1.340, data_time: 0.006, memory: 5811, loss_cls: 5.7175, loss: 5.7175, grad_norm: 5.7612 2020-10-24 12:02:28,773 - mmaction - INFO - Epoch [51][560/921] lr: 1.000e-03, eta: 16:48:52, time: 1.340, data_time: 0.008, memory: 5811, loss_cls: 5.7267, loss: 5.7267, grad_norm: 5.8431 2020-10-24 12:02:55,546 - mmaction - INFO - Epoch [51][580/921] lr: 1.000e-03, eta: 16:48:25, time: 1.333, data_time: 0.003, memory: 5811, loss_cls: 5.7059, loss: 5.7059, grad_norm: 5.5344 2020-10-24 12:03:22,177 - mmaction - INFO - Epoch [51][600/921] lr: 1.000e-03, eta: 16:47:59, time: 1.339, data_time: 0.009, memory: 5811, loss_cls: 5.8148, loss: 5.8148, grad_norm: 5.7728 2020-10-24 12:03:48,576 - mmaction - INFO - Epoch [51][620/921] lr: 1.000e-03, eta: 16:47:32, time: 1.320, data_time: 0.001, memory: 5811, loss_cls: 5.6628, loss: 5.6628, grad_norm: 5.5699 2020-10-24 12:04:14,845 - mmaction - INFO - Epoch [51][640/921] lr: 1.000e-03, eta: 16:47:05, time: 1.313, data_time: 0.002, memory: 5811, loss_cls: 5.6223, loss: 5.6223, grad_norm: 5.5123 2020-10-24 12:04:41,295 - mmaction - INFO - Epoch [51][660/921] lr: 1.000e-03, eta: 16:46:38, time: 1.322, data_time: 0.002, memory: 5811, loss_cls: 5.7584, loss: 5.7584, grad_norm: 5.7142 2020-10-24 12:05:06,935 - mmaction - INFO - Epoch [51][680/921] lr: 1.000e-03, eta: 16:46:10, time: 1.281, data_time: 0.001, memory: 5811, loss_cls: 5.6205, loss: 5.6205, grad_norm: 5.5292 2020-10-24 12:05:33,781 - mmaction - INFO - Epoch [51][700/921] lr: 1.000e-03, eta: 16:45:44, time: 1.342, data_time: 0.004, memory: 5811, loss_cls: 5.6742, loss: 5.6742, grad_norm: 5.5873 2020-10-24 12:05:59,904 - mmaction - INFO - Epoch [51][720/921] lr: 1.000e-03, eta: 16:45:16, time: 1.305, data_time: 0.004, memory: 5811, loss_cls: 5.8671, loss: 5.8671, grad_norm: 5.7119 2020-10-24 12:06:25,735 - mmaction - INFO - Epoch [51][740/921] lr: 1.000e-03, eta: 16:44:49, time: 1.294, data_time: 0.004, memory: 5811, loss_cls: 5.5965, loss: 5.5965, grad_norm: 5.5497 2020-10-24 12:06:52,198 - mmaction - INFO - Epoch [51][760/921] lr: 1.000e-03, eta: 16:44:22, time: 1.320, data_time: 0.004, memory: 5811, loss_cls: 5.6229, loss: 5.6229, grad_norm: 5.6188 2020-10-24 12:07:18,159 - mmaction - INFO - Epoch [51][780/921] lr: 1.000e-03, eta: 16:43:55, time: 1.300, data_time: 0.006, memory: 5811, loss_cls: 5.6055, loss: 5.6055, grad_norm: 5.6145 2020-10-24 12:07:44,347 - mmaction - INFO - Epoch [51][800/921] lr: 1.000e-03, eta: 16:43:28, time: 1.307, data_time: 0.004, memory: 5811, loss_cls: 5.6635, loss: 5.6635, grad_norm: 5.6705 2020-10-24 12:08:10,807 - mmaction - INFO - Epoch [51][820/921] lr: 1.000e-03, eta: 16:43:01, time: 1.324, data_time: 0.005, memory: 5811, loss_cls: 5.6313, loss: 5.6313, grad_norm: 5.6160 2020-10-24 12:08:36,370 - mmaction - INFO - Epoch [51][840/921] lr: 1.000e-03, eta: 16:42:33, time: 1.271, data_time: 0.006, memory: 5811, loss_cls: 5.6745, loss: 5.6745, grad_norm: 5.5965 2020-10-24 12:09:03,261 - mmaction - INFO - Epoch [51][860/921] lr: 1.000e-03, eta: 16:42:07, time: 1.354, data_time: 0.012, memory: 5811, loss_cls: 5.5909, loss: 5.5909, grad_norm: 5.5722 2020-10-24 12:09:30,070 - mmaction - INFO - Epoch [51][880/921] lr: 1.000e-03, eta: 16:41:40, time: 1.341, data_time: 0.049, memory: 5811, loss_cls: 5.5747, loss: 5.5747, grad_norm: 5.5667 2020-10-24 12:09:55,452 - mmaction - INFO - Epoch [51][900/921] lr: 1.000e-03, eta: 16:41:12, time: 1.263, data_time: 0.009, memory: 5811, loss_cls: 5.6684, loss: 5.6684, grad_norm: 5.6973 2020-10-24 12:10:20,126 - mmaction - INFO - Epoch [51][920/921] lr: 1.000e-03, eta: 16:40:43, time: 1.241, data_time: 0.031, memory: 5811, loss_cls: 5.7415, loss: 5.7415, grad_norm: 5.6810 2020-10-24 12:11:46,003 - mmaction - INFO - Epoch [52][20/921] lr: 1.000e-03, eta: 16:41:04, time: 3.451, data_time: 2.903, memory: 5811, loss_cls: 5.7623, loss: 5.7623, grad_norm: 5.7286 2020-10-24 12:12:14,295 - mmaction - INFO - Epoch [52][40/921] lr: 1.000e-03, eta: 16:40:40, time: 1.409, data_time: 0.843, memory: 5811, loss_cls: 5.6904, loss: 5.6904, grad_norm: 5.6249 2020-10-24 12:12:40,908 - mmaction - INFO - Epoch [52][60/921] lr: 1.000e-03, eta: 16:40:13, time: 1.332, data_time: 0.677, memory: 5811, loss_cls: 5.7124, loss: 5.7124, grad_norm: 5.6306 2020-10-24 12:13:07,519 - mmaction - INFO - Epoch [52][80/921] lr: 1.000e-03, eta: 16:39:46, time: 1.332, data_time: 0.702, memory: 5811, loss_cls: 5.6671, loss: 5.6671, grad_norm: 5.5969 2020-10-24 12:13:33,918 - mmaction - INFO - Epoch [52][100/921] lr: 1.000e-03, eta: 16:39:19, time: 1.317, data_time: 0.699, memory: 5811, loss_cls: 5.8554, loss: 5.8554, grad_norm: 5.7867 2020-10-24 12:13:59,481 - mmaction - INFO - Epoch [52][120/921] lr: 1.000e-03, eta: 16:38:52, time: 1.279, data_time: 0.642, memory: 5811, loss_cls: 5.6506, loss: 5.6506, grad_norm: 5.5435 2020-10-24 12:14:25,131 - mmaction - INFO - Epoch [52][140/921] lr: 1.000e-03, eta: 16:38:24, time: 1.284, data_time: 0.633, memory: 5811, loss_cls: 5.7835, loss: 5.7835, grad_norm: 5.6529 2020-10-24 12:14:50,773 - mmaction - INFO - Epoch [52][160/921] lr: 1.000e-03, eta: 16:37:56, time: 1.279, data_time: 0.674, memory: 5811, loss_cls: 5.6327, loss: 5.6327, grad_norm: 5.5736 2020-10-24 12:15:17,602 - mmaction - INFO - Epoch [52][180/921] lr: 1.000e-03, eta: 16:37:29, time: 1.339, data_time: 0.696, memory: 5811, loss_cls: 5.6783, loss: 5.6783, grad_norm: 5.6185 2020-10-24 12:15:43,494 - mmaction - INFO - Epoch [52][200/921] lr: 1.000e-03, eta: 16:37:02, time: 1.297, data_time: 0.652, memory: 5811, loss_cls: 5.5881, loss: 5.5881, grad_norm: 5.5814 2020-10-24 12:16:09,269 - mmaction - INFO - Epoch [52][220/921] lr: 1.000e-03, eta: 16:36:34, time: 1.285, data_time: 0.674, memory: 5811, loss_cls: 5.6481, loss: 5.6481, grad_norm: 5.7234 2020-10-24 12:16:35,161 - mmaction - INFO - Epoch [52][240/921] lr: 1.000e-03, eta: 16:36:07, time: 1.299, data_time: 0.656, memory: 5811, loss_cls: 5.7622, loss: 5.7622, grad_norm: 5.7037 2020-10-24 12:17:00,669 - mmaction - INFO - Epoch [52][260/921] lr: 1.000e-03, eta: 16:35:39, time: 1.277, data_time: 0.643, memory: 5811, loss_cls: 5.6272, loss: 5.6272, grad_norm: 5.5189 2020-10-24 12:17:26,369 - mmaction - INFO - Epoch [52][280/921] lr: 1.000e-03, eta: 16:35:11, time: 1.288, data_time: 0.661, memory: 5811, loss_cls: 5.6865, loss: 5.6865, grad_norm: 5.6482 2020-10-24 12:17:51,890 - mmaction - INFO - Epoch [52][300/921] lr: 1.000e-03, eta: 16:34:43, time: 1.276, data_time: 0.648, memory: 5811, loss_cls: 5.6435, loss: 5.6435, grad_norm: 5.5246 2020-10-24 12:18:17,818 - mmaction - INFO - Epoch [52][320/921] lr: 1.000e-03, eta: 16:34:16, time: 1.286, data_time: 0.643, memory: 5811, loss_cls: 5.7491, loss: 5.7491, grad_norm: 5.6447 2020-10-24 12:18:44,011 - mmaction - INFO - Epoch [52][340/921] lr: 1.000e-03, eta: 16:33:49, time: 1.318, data_time: 0.699, memory: 5811, loss_cls: 5.5261, loss: 5.5261, grad_norm: 5.6269 2020-10-24 12:19:09,493 - mmaction - INFO - Epoch [52][360/921] lr: 1.000e-03, eta: 16:33:21, time: 1.267, data_time: 0.651, memory: 5811, loss_cls: 5.5902, loss: 5.5902, grad_norm: 5.6238 2020-10-24 12:19:35,535 - mmaction - INFO - Epoch [52][380/921] lr: 1.000e-03, eta: 16:32:53, time: 1.309, data_time: 0.706, memory: 5811, loss_cls: 5.7115, loss: 5.7115, grad_norm: 5.6693 2020-10-24 12:20:01,481 - mmaction - INFO - Epoch [52][400/921] lr: 1.000e-03, eta: 16:32:26, time: 1.297, data_time: 0.664, memory: 5811, loss_cls: 5.6689, loss: 5.6689, grad_norm: 5.5948 2020-10-24 12:20:28,492 - mmaction - INFO - Epoch [52][420/921] lr: 1.000e-03, eta: 16:32:00, time: 1.349, data_time: 0.686, memory: 5811, loss_cls: 5.8052, loss: 5.8052, grad_norm: 5.8175 2020-10-24 12:20:53,865 - mmaction - INFO - Epoch [52][440/921] lr: 1.000e-03, eta: 16:31:32, time: 1.266, data_time: 0.662, memory: 5811, loss_cls: 5.6140, loss: 5.6140, grad_norm: 5.6031 2020-10-24 12:21:19,792 - mmaction - INFO - Epoch [52][460/921] lr: 1.000e-03, eta: 16:31:04, time: 1.298, data_time: 0.660, memory: 5811, loss_cls: 5.6868, loss: 5.6868, grad_norm: 5.7095 2020-10-24 12:21:45,481 - mmaction - INFO - Epoch [52][480/921] lr: 1.000e-03, eta: 16:30:37, time: 1.287, data_time: 0.667, memory: 5811, loss_cls: 5.6078, loss: 5.6078, grad_norm: 5.5949 2020-10-24 12:22:11,379 - mmaction - INFO - Epoch [52][500/921] lr: 1.000e-03, eta: 16:30:09, time: 1.294, data_time: 0.664, memory: 5811, loss_cls: 5.5710, loss: 5.5710, grad_norm: 5.6866 2020-10-24 12:22:37,324 - mmaction - INFO - Epoch [52][520/921] lr: 1.000e-03, eta: 16:29:42, time: 1.295, data_time: 0.675, memory: 5811, loss_cls: 5.7295, loss: 5.7295, grad_norm: 5.7488 2020-10-24 12:23:03,403 - mmaction - INFO - Epoch [52][540/921] lr: 1.000e-03, eta: 16:29:15, time: 1.309, data_time: 0.679, memory: 5811, loss_cls: 5.6135, loss: 5.6135, grad_norm: 5.6608 2020-10-24 12:23:29,188 - mmaction - INFO - Epoch [52][560/921] lr: 1.000e-03, eta: 16:28:47, time: 1.281, data_time: 0.672, memory: 5811, loss_cls: 5.6557, loss: 5.6557, grad_norm: 5.6150 2020-10-24 12:23:55,201 - mmaction - INFO - Epoch [52][580/921] lr: 1.000e-03, eta: 16:28:20, time: 1.306, data_time: 0.687, memory: 5811, loss_cls: 5.6431, loss: 5.6431, grad_norm: 5.7028 2020-10-24 12:24:21,436 - mmaction - INFO - Epoch [52][600/921] lr: 1.000e-03, eta: 16:27:52, time: 1.312, data_time: 0.672, memory: 5811, loss_cls: 5.6805, loss: 5.6805, grad_norm: 5.7838 2020-10-24 12:24:47,353 - mmaction - INFO - Epoch [52][620/921] lr: 1.000e-03, eta: 16:27:25, time: 1.291, data_time: 0.686, memory: 5811, loss_cls: 5.7054, loss: 5.7054, grad_norm: 5.6935 2020-10-24 12:25:12,803 - mmaction - INFO - Epoch [52][640/921] lr: 1.000e-03, eta: 16:26:57, time: 1.281, data_time: 0.671, memory: 5811, loss_cls: 5.6097, loss: 5.6097, grad_norm: 5.6308 2020-10-24 12:25:38,710 - mmaction - INFO - Epoch [52][660/921] lr: 1.000e-03, eta: 16:26:30, time: 1.295, data_time: 0.669, memory: 5811, loss_cls: 5.7151, loss: 5.7151, grad_norm: 5.6385 2020-10-24 12:26:04,775 - mmaction - INFO - Epoch [52][680/921] lr: 1.000e-03, eta: 16:26:02, time: 1.296, data_time: 0.619, memory: 5811, loss_cls: 5.5636, loss: 5.5636, grad_norm: 5.5922 2020-10-24 12:26:30,751 - mmaction - INFO - Epoch [52][700/921] lr: 1.000e-03, eta: 16:25:35, time: 1.297, data_time: 0.673, memory: 5811, loss_cls: 5.6165, loss: 5.6165, grad_norm: 5.5558 2020-10-24 12:26:56,375 - mmaction - INFO - Epoch [52][720/921] lr: 1.000e-03, eta: 16:25:07, time: 1.287, data_time: 0.659, memory: 5811, loss_cls: 5.7092, loss: 5.7092, grad_norm: 5.6610 2020-10-24 12:27:21,928 - mmaction - INFO - Epoch [52][740/921] lr: 1.000e-03, eta: 16:24:39, time: 1.281, data_time: 0.671, memory: 5811, loss_cls: 5.7271, loss: 5.7271, grad_norm: 5.7447 2020-10-24 12:27:47,622 - mmaction - INFO - Epoch [52][760/921] lr: 1.000e-03, eta: 16:24:12, time: 1.283, data_time: 0.629, memory: 5811, loss_cls: 5.7137, loss: 5.7137, grad_norm: 5.6783 2020-10-24 12:28:14,109 - mmaction - INFO - Epoch [52][780/921] lr: 1.000e-03, eta: 16:23:45, time: 1.324, data_time: 0.664, memory: 5811, loss_cls: 5.7081, loss: 5.7081, grad_norm: 5.8011 2020-10-24 12:28:39,508 - mmaction - INFO - Epoch [52][800/921] lr: 1.000e-03, eta: 16:23:17, time: 1.265, data_time: 0.667, memory: 5811, loss_cls: 5.7197, loss: 5.7197, grad_norm: 5.7721 2020-10-24 12:29:05,721 - mmaction - INFO - Epoch [52][820/921] lr: 1.000e-03, eta: 16:22:50, time: 1.306, data_time: 0.674, memory: 5811, loss_cls: 5.6835, loss: 5.6835, grad_norm: 5.7670 2020-10-24 12:29:31,273 - mmaction - INFO - Epoch [52][840/921] lr: 1.000e-03, eta: 16:22:22, time: 1.287, data_time: 0.655, memory: 5811, loss_cls: 5.7983, loss: 5.7983, grad_norm: 5.8270 2020-10-24 12:29:57,684 - mmaction - INFO - Epoch [52][860/921] lr: 1.000e-03, eta: 16:21:55, time: 1.312, data_time: 0.714, memory: 5811, loss_cls: 5.6678, loss: 5.6678, grad_norm: 5.7557 2020-10-24 12:30:23,663 - mmaction - INFO - Epoch [52][880/921] lr: 1.000e-03, eta: 16:21:28, time: 1.306, data_time: 0.694, memory: 5811, loss_cls: 5.6498, loss: 5.6498, grad_norm: 5.7204 2020-10-24 12:30:49,769 - mmaction - INFO - Epoch [52][900/921] lr: 1.000e-03, eta: 16:21:00, time: 1.303, data_time: 0.640, memory: 5811, loss_cls: 5.7219, loss: 5.7219, grad_norm: 5.7632 2020-10-24 12:31:14,563 - mmaction - INFO - Epoch [52][920/921] lr: 1.000e-03, eta: 16:20:32, time: 1.246, data_time: 0.668, memory: 5811, loss_cls: 5.6061, loss: 5.6061, grad_norm: 5.6492 2020-10-24 12:31:59,438 - mmaction - INFO - Epoch [53][20/921] lr: 1.000e-03, eta: 16:20:20, time: 2.119, data_time: 1.522, memory: 5811, loss_cls: 5.5937, loss: 5.5937, grad_norm: 5.7326 2020-10-24 12:32:26,281 - mmaction - INFO - Epoch [53][40/921] lr: 1.000e-03, eta: 16:19:54, time: 1.346, data_time: 0.788, memory: 5811, loss_cls: 5.7375, loss: 5.7375, grad_norm: 5.7334 2020-10-24 12:32:52,368 - mmaction - INFO - Epoch [53][60/921] lr: 1.000e-03, eta: 16:19:27, time: 1.305, data_time: 0.663, memory: 5811, loss_cls: 5.5472, loss: 5.5472, grad_norm: 5.5583 2020-10-24 12:33:18,161 - mmaction - INFO - Epoch [53][80/921] lr: 1.000e-03, eta: 16:18:59, time: 1.290, data_time: 0.650, memory: 5811, loss_cls: 5.5681, loss: 5.5681, grad_norm: 5.6163 2020-10-24 12:33:43,728 - mmaction - INFO - Epoch [53][100/921] lr: 1.000e-03, eta: 16:18:31, time: 1.267, data_time: 0.645, memory: 5811, loss_cls: 5.5912, loss: 5.5912, grad_norm: 5.5996 2020-10-24 12:34:09,536 - mmaction - INFO - Epoch [53][120/921] lr: 1.000e-03, eta: 16:18:04, time: 1.297, data_time: 0.662, memory: 5811, loss_cls: 5.6275, loss: 5.6275, grad_norm: 5.6433 2020-10-24 12:34:35,314 - mmaction - INFO - Epoch [53][140/921] lr: 1.000e-03, eta: 16:17:36, time: 1.287, data_time: 0.682, memory: 5811, loss_cls: 5.6375, loss: 5.6375, grad_norm: 5.7206 2020-10-24 12:35:01,025 - mmaction - INFO - Epoch [53][160/921] lr: 1.000e-03, eta: 16:17:09, time: 1.288, data_time: 0.655, memory: 5811, loss_cls: 5.7127, loss: 5.7127, grad_norm: 5.8522 2020-10-24 12:35:26,317 - mmaction - INFO - Epoch [53][180/921] lr: 1.000e-03, eta: 16:16:41, time: 1.264, data_time: 0.660, memory: 5811, loss_cls: 5.7288, loss: 5.7288, grad_norm: 5.5769 2020-10-24 12:35:52,206 - mmaction - INFO - Epoch [53][200/921] lr: 1.000e-03, eta: 16:16:13, time: 1.290, data_time: 0.657, memory: 5811, loss_cls: 5.6540, loss: 5.6540, grad_norm: 5.7706 2020-10-24 12:36:17,752 - mmaction - INFO - Epoch [53][220/921] lr: 1.000e-03, eta: 16:15:45, time: 1.283, data_time: 0.672, memory: 5811, loss_cls: 5.7064, loss: 5.7064, grad_norm: 5.6986 2020-10-24 12:36:44,116 - mmaction - INFO - Epoch [53][240/921] lr: 1.000e-03, eta: 16:15:18, time: 1.315, data_time: 0.650, memory: 5811, loss_cls: 5.6970, loss: 5.6970, grad_norm: 5.7245 2020-10-24 12:37:09,613 - mmaction - INFO - Epoch [53][260/921] lr: 1.000e-03, eta: 16:14:51, time: 1.281, data_time: 0.663, memory: 5811, loss_cls: 5.6657, loss: 5.6657, grad_norm: 5.6164 2020-10-24 12:37:35,171 - mmaction - INFO - Epoch [53][280/921] lr: 1.000e-03, eta: 16:14:23, time: 1.274, data_time: 0.663, memory: 5811, loss_cls: 5.6331, loss: 5.6331, grad_norm: 5.6125 2020-10-24 12:38:00,953 - mmaction - INFO - Epoch [53][300/921] lr: 1.000e-03, eta: 16:13:55, time: 1.288, data_time: 0.670, memory: 5811, loss_cls: 5.7202, loss: 5.7202, grad_norm: 5.8153 2020-10-24 12:38:25,948 - mmaction - INFO - Epoch [53][320/921] lr: 1.000e-03, eta: 16:13:27, time: 1.252, data_time: 0.640, memory: 5811, loss_cls: 5.7552, loss: 5.7552, grad_norm: 5.7625 2020-10-24 12:38:51,713 - mmaction - INFO - Epoch [53][340/921] lr: 1.000e-03, eta: 16:12:59, time: 1.287, data_time: 0.645, memory: 5811, loss_cls: 5.8441, loss: 5.8441, grad_norm: 5.7800 2020-10-24 12:39:17,122 - mmaction - INFO - Epoch [53][360/921] lr: 1.000e-03, eta: 16:12:31, time: 1.275, data_time: 0.664, memory: 5811, loss_cls: 5.6296, loss: 5.6296, grad_norm: 5.7500 2020-10-24 12:39:42,692 - mmaction - INFO - Epoch [53][380/921] lr: 1.000e-03, eta: 16:12:03, time: 1.272, data_time: 0.640, memory: 5811, loss_cls: 5.7180, loss: 5.7180, grad_norm: 5.7401 2020-10-24 12:40:08,471 - mmaction - INFO - Epoch [53][400/921] lr: 1.000e-03, eta: 16:11:36, time: 1.293, data_time: 0.675, memory: 5811, loss_cls: 5.6030, loss: 5.6030, grad_norm: 5.6812 2020-10-24 12:40:34,135 - mmaction - INFO - Epoch [53][420/921] lr: 1.000e-03, eta: 16:11:08, time: 1.285, data_time: 0.653, memory: 5811, loss_cls: 5.6878, loss: 5.6878, grad_norm: 5.7981 2020-10-24 12:41:00,462 - mmaction - INFO - Epoch [53][440/921] lr: 1.000e-03, eta: 16:10:41, time: 1.317, data_time: 0.666, memory: 5811, loss_cls: 5.6968, loss: 5.6968, grad_norm: 5.6913 2020-10-24 12:41:25,709 - mmaction - INFO - Epoch [53][460/921] lr: 1.000e-03, eta: 16:10:13, time: 1.256, data_time: 0.652, memory: 5811, loss_cls: 5.6484, loss: 5.6484, grad_norm: 5.7095 2020-10-24 12:41:51,593 - mmaction - INFO - Epoch [53][480/921] lr: 1.000e-03, eta: 16:09:46, time: 1.295, data_time: 0.678, memory: 5811, loss_cls: 5.7021, loss: 5.7021, grad_norm: 5.8031 2020-10-24 12:42:17,468 - mmaction - INFO - Epoch [53][500/921] lr: 1.000e-03, eta: 16:09:18, time: 1.299, data_time: 0.671, memory: 5811, loss_cls: 5.6605, loss: 5.6605, grad_norm: 5.7114 2020-10-24 12:42:43,065 - mmaction - INFO - Epoch [53][520/921] lr: 1.000e-03, eta: 16:08:50, time: 1.277, data_time: 0.655, memory: 5811, loss_cls: 5.6649, loss: 5.6649, grad_norm: 5.6550 2020-10-24 12:43:08,663 - mmaction - INFO - Epoch [53][540/921] lr: 1.000e-03, eta: 16:08:23, time: 1.281, data_time: 0.680, memory: 5811, loss_cls: 5.7645, loss: 5.7645, grad_norm: 5.7222 2020-10-24 12:43:34,779 - mmaction - INFO - Epoch [53][560/921] lr: 1.000e-03, eta: 16:07:55, time: 1.300, data_time: 0.668, memory: 5811, loss_cls: 5.7502, loss: 5.7502, grad_norm: 5.8716 2020-10-24 12:44:00,434 - mmaction - INFO - Epoch [53][580/921] lr: 1.000e-03, eta: 16:07:28, time: 1.282, data_time: 0.520, memory: 5811, loss_cls: 5.5802, loss: 5.5802, grad_norm: 5.7669 2020-10-24 12:44:26,470 - mmaction - INFO - Epoch [53][600/921] lr: 1.000e-03, eta: 16:07:01, time: 1.306, data_time: 0.577, memory: 5811, loss_cls: 5.6698, loss: 5.6698, grad_norm: 5.6873 2020-10-24 12:44:52,142 - mmaction - INFO - Epoch [53][620/921] lr: 1.000e-03, eta: 16:06:33, time: 1.282, data_time: 0.611, memory: 5811, loss_cls: 5.6472, loss: 5.6472, grad_norm: 5.6460 2020-10-24 12:45:18,269 - mmaction - INFO - Epoch [53][640/921] lr: 1.000e-03, eta: 16:06:06, time: 1.312, data_time: 0.563, memory: 5811, loss_cls: 5.6698, loss: 5.6698, grad_norm: 5.7892 2020-10-24 12:45:44,504 - mmaction - INFO - Epoch [53][660/921] lr: 1.000e-03, eta: 16:05:39, time: 1.305, data_time: 0.335, memory: 5811, loss_cls: 5.6269, loss: 5.6269, grad_norm: 5.7636 2020-10-24 12:46:10,229 - mmaction - INFO - Epoch [53][680/921] lr: 1.000e-03, eta: 16:05:11, time: 1.292, data_time: 0.199, memory: 5811, loss_cls: 5.8453, loss: 5.8453, grad_norm: 5.9799 2020-10-24 12:46:36,284 - mmaction - INFO - Epoch [53][700/921] lr: 1.000e-03, eta: 16:04:44, time: 1.294, data_time: 0.004, memory: 5811, loss_cls: 5.6466, loss: 5.6466, grad_norm: 5.6503 2020-10-24 12:47:02,672 - mmaction - INFO - Epoch [53][720/921] lr: 1.000e-03, eta: 16:04:17, time: 1.329, data_time: 0.118, memory: 5811, loss_cls: 5.6715, loss: 5.6715, grad_norm: 5.6874 2020-10-24 12:47:27,928 - mmaction - INFO - Epoch [53][740/921] lr: 1.000e-03, eta: 16:03:49, time: 1.256, data_time: 0.243, memory: 5811, loss_cls: 5.4869, loss: 5.4869, grad_norm: 5.5879 2020-10-24 12:47:53,681 - mmaction - INFO - Epoch [53][760/921] lr: 1.000e-03, eta: 16:03:21, time: 1.291, data_time: 0.253, memory: 5811, loss_cls: 5.6800, loss: 5.6800, grad_norm: 5.8764 2020-10-24 12:48:19,501 - mmaction - INFO - Epoch [53][780/921] lr: 1.000e-03, eta: 16:02:54, time: 1.293, data_time: 0.406, memory: 5811, loss_cls: 5.7997, loss: 5.7997, grad_norm: 5.8639 2020-10-24 12:48:45,448 - mmaction - INFO - Epoch [53][800/921] lr: 1.000e-03, eta: 16:02:27, time: 1.296, data_time: 0.553, memory: 5811, loss_cls: 5.7559, loss: 5.7559, grad_norm: 5.8190 2020-10-24 12:49:10,970 - mmaction - INFO - Epoch [53][820/921] lr: 1.000e-03, eta: 16:01:59, time: 1.278, data_time: 0.616, memory: 5811, loss_cls: 5.6059, loss: 5.6059, grad_norm: 5.6549 2020-10-24 12:49:36,922 - mmaction - INFO - Epoch [53][840/921] lr: 1.000e-03, eta: 16:01:31, time: 1.294, data_time: 0.552, memory: 5811, loss_cls: 5.7414, loss: 5.7414, grad_norm: 5.8523 2020-10-24 12:50:02,550 - mmaction - INFO - Epoch [53][860/921] lr: 1.000e-03, eta: 16:01:04, time: 1.282, data_time: 0.659, memory: 5811, loss_cls: 5.6525, loss: 5.6525, grad_norm: 5.7220 2020-10-24 12:50:28,937 - mmaction - INFO - Epoch [53][880/921] lr: 1.000e-03, eta: 16:00:37, time: 1.321, data_time: 0.565, memory: 5811, loss_cls: 5.6358, loss: 5.6358, grad_norm: 5.7362 2020-10-24 12:50:55,094 - mmaction - INFO - Epoch [53][900/921] lr: 1.000e-03, eta: 16:00:10, time: 1.310, data_time: 0.573, memory: 5811, loss_cls: 5.8149, loss: 5.8149, grad_norm: 5.7645 2020-10-24 12:51:19,117 - mmaction - INFO - Epoch [53][920/921] lr: 1.000e-03, eta: 15:59:41, time: 1.203, data_time: 0.540, memory: 5811, loss_cls: 5.5990, loss: 5.5990, grad_norm: 5.6022 2020-10-24 12:52:01,843 - mmaction - INFO - Epoch [54][20/921] lr: 1.000e-03, eta: 15:59:27, time: 2.038, data_time: 1.063, memory: 5811, loss_cls: 5.5729, loss: 5.5729, grad_norm: 5.6593 2020-10-24 12:52:29,439 - mmaction - INFO - Epoch [54][40/921] lr: 1.000e-03, eta: 15:59:01, time: 1.378, data_time: 0.276, memory: 5811, loss_cls: 5.6629, loss: 5.6629, grad_norm: 5.7218 2020-10-24 12:52:56,972 - mmaction - INFO - Epoch [54][60/921] lr: 1.000e-03, eta: 15:58:35, time: 1.379, data_time: 0.053, memory: 5811, loss_cls: 5.6895, loss: 5.6895, grad_norm: 5.6344 2020-10-24 12:53:23,333 - mmaction - INFO - Epoch [54][80/921] lr: 1.000e-03, eta: 15:58:09, time: 1.317, data_time: 0.003, memory: 5811, loss_cls: 5.6089, loss: 5.6089, grad_norm: 5.7217 2020-10-24 12:53:49,712 - mmaction - INFO - Epoch [54][100/921] lr: 1.000e-03, eta: 15:57:42, time: 1.317, data_time: 0.002, memory: 5811, loss_cls: 5.6883, loss: 5.6883, grad_norm: 5.7203 2020-10-24 12:54:16,094 - mmaction - INFO - Epoch [54][120/921] lr: 1.000e-03, eta: 15:57:15, time: 1.322, data_time: 0.006, memory: 5811, loss_cls: 5.8099, loss: 5.8099, grad_norm: 5.8130 2020-10-24 12:54:41,860 - mmaction - INFO - Epoch [54][140/921] lr: 1.000e-03, eta: 15:56:47, time: 1.288, data_time: 0.002, memory: 5811, loss_cls: 5.6129, loss: 5.6129, grad_norm: 5.7291 2020-10-24 12:55:08,723 - mmaction - INFO - Epoch [54][160/921] lr: 1.000e-03, eta: 15:56:21, time: 1.337, data_time: 0.001, memory: 5811, loss_cls: 5.5037, loss: 5.5037, grad_norm: 5.7154 2020-10-24 12:55:34,568 - mmaction - INFO - Epoch [54][180/921] lr: 1.000e-03, eta: 15:55:54, time: 1.297, data_time: 0.008, memory: 5811, loss_cls: 5.6758, loss: 5.6758, grad_norm: 5.8424 2020-10-24 12:56:01,228 - mmaction - INFO - Epoch [54][200/921] lr: 1.000e-03, eta: 15:55:27, time: 1.327, data_time: 0.004, memory: 5811, loss_cls: 5.5601, loss: 5.5601, grad_norm: 5.7268 2020-10-24 12:56:27,502 - mmaction - INFO - Epoch [54][220/921] lr: 1.000e-03, eta: 15:55:00, time: 1.317, data_time: 0.009, memory: 5811, loss_cls: 5.6848, loss: 5.6848, grad_norm: 5.9043 2020-10-24 12:56:53,395 - mmaction - INFO - Epoch [54][240/921] lr: 1.000e-03, eta: 15:54:33, time: 1.291, data_time: 0.005, memory: 5811, loss_cls: 5.7474, loss: 5.7474, grad_norm: 5.6760 2020-10-24 12:57:18,975 - mmaction - INFO - Epoch [54][260/921] lr: 1.000e-03, eta: 15:54:05, time: 1.285, data_time: 0.011, memory: 5811, loss_cls: 5.5866, loss: 5.5866, grad_norm: 5.6554 2020-10-24 12:57:45,058 - mmaction - INFO - Epoch [54][280/921] lr: 1.000e-03, eta: 15:53:38, time: 1.304, data_time: 0.003, memory: 5811, loss_cls: 5.6533, loss: 5.6533, grad_norm: 5.7551 2020-10-24 12:58:10,950 - mmaction - INFO - Epoch [54][300/921] lr: 1.000e-03, eta: 15:53:10, time: 1.292, data_time: 0.002, memory: 5811, loss_cls: 5.6771, loss: 5.6771, grad_norm: 5.7062 2020-10-24 12:58:36,883 - mmaction - INFO - Epoch [54][320/921] lr: 1.000e-03, eta: 15:52:43, time: 1.300, data_time: 0.005, memory: 5811, loss_cls: 5.8027, loss: 5.8027, grad_norm: 5.7892 2020-10-24 12:59:02,444 - mmaction - INFO - Epoch [54][340/921] lr: 1.000e-03, eta: 15:52:15, time: 1.278, data_time: 0.004, memory: 5811, loss_cls: 5.6790, loss: 5.6790, grad_norm: 5.7323 2020-10-24 12:59:28,765 - mmaction - INFO - Epoch [54][360/921] lr: 1.000e-03, eta: 15:51:48, time: 1.313, data_time: 0.005, memory: 5811, loss_cls: 5.6009, loss: 5.6009, grad_norm: 5.7824 2020-10-24 12:59:55,236 - mmaction - INFO - Epoch [54][380/921] lr: 1.000e-03, eta: 15:51:21, time: 1.318, data_time: 0.006, memory: 5811, loss_cls: 5.6178, loss: 5.6178, grad_norm: 5.6725 2020-10-24 13:00:20,783 - mmaction - INFO - Epoch [54][400/921] lr: 1.000e-03, eta: 15:50:54, time: 1.282, data_time: 0.010, memory: 5811, loss_cls: 5.7741, loss: 5.7741, grad_norm: 5.8251 2020-10-24 13:00:46,028 - mmaction - INFO - Epoch [54][420/921] lr: 1.000e-03, eta: 15:50:26, time: 1.265, data_time: 0.005, memory: 5811, loss_cls: 5.7967, loss: 5.7967, grad_norm: 5.8319 2020-10-24 13:01:12,606 - mmaction - INFO - Epoch [54][440/921] lr: 1.000e-03, eta: 15:49:59, time: 1.328, data_time: 0.003, memory: 5811, loss_cls: 5.6265, loss: 5.6265, grad_norm: 5.7752 2020-10-24 13:01:37,806 - mmaction - INFO - Epoch [54][460/921] lr: 1.000e-03, eta: 15:49:31, time: 1.258, data_time: 0.004, memory: 5811, loss_cls: 5.8513, loss: 5.8513, grad_norm: 6.0181 2020-10-24 13:02:03,380 - mmaction - INFO - Epoch [54][480/921] lr: 1.000e-03, eta: 15:49:03, time: 1.282, data_time: 0.007, memory: 5811, loss_cls: 5.6708, loss: 5.6708, grad_norm: 5.8283 2020-10-24 13:02:29,562 - mmaction - INFO - Epoch [54][500/921] lr: 1.000e-03, eta: 15:48:36, time: 1.303, data_time: 0.001, memory: 5811, loss_cls: 5.6906, loss: 5.6906, grad_norm: 5.8691 2020-10-24 13:02:55,869 - mmaction - INFO - Epoch [54][520/921] lr: 1.000e-03, eta: 15:48:09, time: 1.311, data_time: 0.011, memory: 5811, loss_cls: 5.7398, loss: 5.7398, grad_norm: 5.8659 2020-10-24 13:03:21,607 - mmaction - INFO - Epoch [54][540/921] lr: 1.000e-03, eta: 15:47:42, time: 1.297, data_time: 0.013, memory: 5811, loss_cls: 5.6121, loss: 5.6121, grad_norm: 5.7018 2020-10-24 13:03:47,496 - mmaction - INFO - Epoch [54][560/921] lr: 1.000e-03, eta: 15:47:14, time: 1.292, data_time: 0.004, memory: 5811, loss_cls: 5.6175, loss: 5.6175, grad_norm: 5.6453 2020-10-24 13:04:13,551 - mmaction - INFO - Epoch [54][580/921] lr: 1.000e-03, eta: 15:46:47, time: 1.305, data_time: 0.007, memory: 5811, loss_cls: 5.6887, loss: 5.6887, grad_norm: 5.8114 2020-10-24 13:04:39,998 - mmaction - INFO - Epoch [54][600/921] lr: 1.000e-03, eta: 15:46:20, time: 1.315, data_time: 0.002, memory: 5811, loss_cls: 5.5739, loss: 5.5739, grad_norm: 5.8160 2020-10-24 13:05:05,991 - mmaction - INFO - Epoch [54][620/921] lr: 1.000e-03, eta: 15:45:53, time: 1.298, data_time: 0.009, memory: 5811, loss_cls: 5.6330, loss: 5.6330, grad_norm: 5.7693 2020-10-24 13:05:31,699 - mmaction - INFO - Epoch [54][640/921] lr: 1.000e-03, eta: 15:45:26, time: 1.294, data_time: 0.011, memory: 5811, loss_cls: 5.6422, loss: 5.6422, grad_norm: 5.7995 2020-10-24 13:05:57,855 - mmaction - INFO - Epoch [54][660/921] lr: 1.000e-03, eta: 15:44:59, time: 1.308, data_time: 0.002, memory: 5811, loss_cls: 5.6435, loss: 5.6435, grad_norm: 5.8614 2020-10-24 13:06:24,235 - mmaction - INFO - Epoch [54][680/921] lr: 1.000e-03, eta: 15:44:32, time: 1.318, data_time: 0.003, memory: 5811, loss_cls: 5.6386, loss: 5.6386, grad_norm: 5.7099 2020-10-24 13:06:50,533 - mmaction - INFO - Epoch [54][700/921] lr: 1.000e-03, eta: 15:44:05, time: 1.305, data_time: 0.006, memory: 5811, loss_cls: 5.7008, loss: 5.7008, grad_norm: 5.7515 2020-10-24 13:07:16,371 - mmaction - INFO - Epoch [54][720/921] lr: 1.000e-03, eta: 15:43:37, time: 1.297, data_time: 0.014, memory: 5811, loss_cls: 5.5116, loss: 5.5116, grad_norm: 5.7563 2020-10-24 13:07:42,408 - mmaction - INFO - Epoch [54][740/921] lr: 1.000e-03, eta: 15:43:10, time: 1.304, data_time: 0.007, memory: 5811, loss_cls: 5.7441, loss: 5.7441, grad_norm: 5.8623 2020-10-24 13:08:08,412 - mmaction - INFO - Epoch [54][760/921] lr: 1.000e-03, eta: 15:42:43, time: 1.297, data_time: 0.006, memory: 5811, loss_cls: 5.5542, loss: 5.5542, grad_norm: 5.7434 2020-10-24 13:08:34,458 - mmaction - INFO - Epoch [54][780/921] lr: 1.000e-03, eta: 15:42:16, time: 1.308, data_time: 0.009, memory: 5811, loss_cls: 5.6992, loss: 5.6992, grad_norm: 5.8219 2020-10-24 13:09:00,755 - mmaction - INFO - Epoch [54][800/921] lr: 1.000e-03, eta: 15:41:49, time: 1.313, data_time: 0.002, memory: 5811, loss_cls: 5.6262, loss: 5.6262, grad_norm: 5.6641 2020-10-24 13:09:26,818 - mmaction - INFO - Epoch [54][820/921] lr: 1.000e-03, eta: 15:41:22, time: 1.306, data_time: 0.007, memory: 5811, loss_cls: 5.6199, loss: 5.6199, grad_norm: 5.6615 2020-10-24 13:09:53,486 - mmaction - INFO - Epoch [54][840/921] lr: 1.000e-03, eta: 15:40:55, time: 1.333, data_time: 0.002, memory: 5811, loss_cls: 5.6213, loss: 5.6213, grad_norm: 5.8721 2020-10-24 13:10:19,144 - mmaction - INFO - Epoch [54][860/921] lr: 1.000e-03, eta: 15:40:28, time: 1.277, data_time: 0.002, memory: 5811, loss_cls: 5.6302, loss: 5.6302, grad_norm: 5.6649 2020-10-24 13:10:45,081 - mmaction - INFO - Epoch [54][880/921] lr: 1.000e-03, eta: 15:40:00, time: 1.298, data_time: 0.008, memory: 5811, loss_cls: 5.7990, loss: 5.7990, grad_norm: 5.8546 2020-10-24 13:11:10,812 - mmaction - INFO - Epoch [54][900/921] lr: 1.000e-03, eta: 15:39:33, time: 1.292, data_time: 0.007, memory: 5811, loss_cls: 5.6229, loss: 5.6229, grad_norm: 5.6865 2020-10-24 13:11:35,144 - mmaction - INFO - Epoch [54][920/921] lr: 1.000e-03, eta: 15:39:04, time: 1.216, data_time: 0.002, memory: 5811, loss_cls: 5.6853, loss: 5.6853, grad_norm: 5.7609 2020-10-24 13:12:18,633 - mmaction - INFO - Epoch [55][20/921] lr: 1.000e-03, eta: 15:38:50, time: 2.064, data_time: 1.286, memory: 5811, loss_cls: 5.4518, loss: 5.4518, grad_norm: 5.5544 2020-10-24 13:12:45,987 - mmaction - INFO - Epoch [55][40/921] lr: 1.000e-03, eta: 15:38:24, time: 1.367, data_time: 0.321, memory: 5811, loss_cls: 5.6956, loss: 5.6956, grad_norm: 5.7269 2020-10-24 13:13:13,460 - mmaction - INFO - Epoch [55][60/921] lr: 1.000e-03, eta: 15:37:58, time: 1.374, data_time: 0.011, memory: 5811, loss_cls: 5.8319, loss: 5.8319, grad_norm: 5.8769 2020-10-24 13:13:41,051 - mmaction - INFO - Epoch [55][80/921] lr: 1.000e-03, eta: 15:37:33, time: 1.372, data_time: 0.001, memory: 5811, loss_cls: 5.5485, loss: 5.5485, grad_norm: 5.7285 2020-10-24 13:14:07,657 - mmaction - INFO - Epoch [55][100/921] lr: 1.000e-03, eta: 15:37:06, time: 1.338, data_time: 0.013, memory: 5811, loss_cls: 5.8385, loss: 5.8385, grad_norm: 5.9679 2020-10-24 13:14:34,895 - mmaction - INFO - Epoch [55][120/921] lr: 1.000e-03, eta: 15:36:40, time: 1.361, data_time: 0.003, memory: 5811, loss_cls: 5.6908, loss: 5.6908, grad_norm: 5.8582 2020-10-24 13:15:01,085 - mmaction - INFO - Epoch [55][140/921] lr: 1.000e-03, eta: 15:36:13, time: 1.307, data_time: 0.002, memory: 5811, loss_cls: 5.6606, loss: 5.6606, grad_norm: 5.8208 2020-10-24 13:15:27,644 - mmaction - INFO - Epoch [55][160/921] lr: 1.000e-03, eta: 15:35:46, time: 1.322, data_time: 0.003, memory: 5811, loss_cls: 5.6537, loss: 5.6537, grad_norm: 5.8333 2020-10-24 13:15:54,345 - mmaction - INFO - Epoch [55][180/921] lr: 1.000e-03, eta: 15:35:20, time: 1.342, data_time: 0.010, memory: 5811, loss_cls: 5.6303, loss: 5.6303, grad_norm: 5.9316 2020-10-24 13:16:21,079 - mmaction - INFO - Epoch [55][200/921] lr: 1.000e-03, eta: 15:34:54, time: 1.336, data_time: 0.004, memory: 5811, loss_cls: 5.7055, loss: 5.7055, grad_norm: 5.8455 2020-10-24 13:16:48,188 - mmaction - INFO - Epoch [55][220/921] lr: 1.000e-03, eta: 15:34:27, time: 1.354, data_time: 0.007, memory: 5811, loss_cls: 5.6814, loss: 5.6814, grad_norm: 5.8441 2020-10-24 13:17:14,387 - mmaction - INFO - Epoch [55][240/921] lr: 1.000e-03, eta: 15:34:00, time: 1.305, data_time: 0.005, memory: 5811, loss_cls: 5.4832, loss: 5.4832, grad_norm: 5.6521 2020-10-24 13:17:41,101 - mmaction - INFO - Epoch [55][260/921] lr: 1.000e-03, eta: 15:33:34, time: 1.343, data_time: 0.010, memory: 5811, loss_cls: 5.5806, loss: 5.5806, grad_norm: 5.8000 2020-10-24 13:18:07,072 - mmaction - INFO - Epoch [55][280/921] lr: 1.000e-03, eta: 15:33:07, time: 1.297, data_time: 0.004, memory: 5811, loss_cls: 5.5127, loss: 5.5127, grad_norm: 5.7070 2020-10-24 13:18:33,490 - mmaction - INFO - Epoch [55][300/921] lr: 1.000e-03, eta: 15:32:40, time: 1.317, data_time: 0.004, memory: 5811, loss_cls: 5.5577, loss: 5.5577, grad_norm: 5.7327 2020-10-24 13:18:59,199 - mmaction - INFO - Epoch [55][320/921] lr: 1.000e-03, eta: 15:32:12, time: 1.291, data_time: 0.008, memory: 5811, loss_cls: 5.5890, loss: 5.5890, grad_norm: 5.7078 2020-10-24 13:19:25,126 - mmaction - INFO - Epoch [55][340/921] lr: 1.000e-03, eta: 15:31:45, time: 1.295, data_time: 0.003, memory: 5811, loss_cls: 5.6619, loss: 5.6619, grad_norm: 5.7911 2020-10-24 13:19:51,419 - mmaction - INFO - Epoch [55][360/921] lr: 1.000e-03, eta: 15:31:18, time: 1.310, data_time: 0.003, memory: 5811, loss_cls: 5.6988, loss: 5.6988, grad_norm: 5.8504 2020-10-24 13:20:17,586 - mmaction - INFO - Epoch [55][380/921] lr: 1.000e-03, eta: 15:30:51, time: 1.313, data_time: 0.008, memory: 5811, loss_cls: 5.8219, loss: 5.8219, grad_norm: 5.9634 2020-10-24 13:20:44,078 - mmaction - INFO - Epoch [55][400/921] lr: 1.000e-03, eta: 15:30:24, time: 1.318, data_time: 0.007, memory: 5811, loss_cls: 5.6340, loss: 5.6340, grad_norm: 5.7046 2020-10-24 13:21:10,327 - mmaction - INFO - Epoch [55][420/921] lr: 1.000e-03, eta: 15:29:57, time: 1.313, data_time: 0.009, memory: 5811, loss_cls: 5.7346, loss: 5.7346, grad_norm: 5.8172 2020-10-24 13:21:36,547 - mmaction - INFO - Epoch [55][440/921] lr: 1.000e-03, eta: 15:29:30, time: 1.318, data_time: 0.008, memory: 5811, loss_cls: 5.5828, loss: 5.5828, grad_norm: 5.7103 2020-10-24 13:22:03,490 - mmaction - INFO - Epoch [55][460/921] lr: 1.000e-03, eta: 15:29:04, time: 1.341, data_time: 0.006, memory: 5811, loss_cls: 5.5324, loss: 5.5324, grad_norm: 5.6347 2020-10-24 13:22:29,131 - mmaction - INFO - Epoch [55][480/921] lr: 1.000e-03, eta: 15:28:36, time: 1.285, data_time: 0.010, memory: 5811, loss_cls: 5.7104, loss: 5.7104, grad_norm: 5.8912 2020-10-24 13:22:55,356 - mmaction - INFO - Epoch [55][500/921] lr: 1.000e-03, eta: 15:28:09, time: 1.311, data_time: 0.006, memory: 5811, loss_cls: 5.6759, loss: 5.6759, grad_norm: 5.8084 2020-10-24 13:23:22,279 - mmaction - INFO - Epoch [55][520/921] lr: 1.000e-03, eta: 15:27:43, time: 1.350, data_time: 0.006, memory: 5811, loss_cls: 5.6294, loss: 5.6294, grad_norm: 5.7915 2020-10-24 13:23:48,690 - mmaction - INFO - Epoch [55][540/921] lr: 1.000e-03, eta: 15:27:16, time: 1.321, data_time: 0.002, memory: 5811, loss_cls: 5.7520, loss: 5.7520, grad_norm: 6.0327 2020-10-24 13:24:14,992 - mmaction - INFO - Epoch [55][560/921] lr: 1.000e-03, eta: 15:26:50, time: 1.313, data_time: 0.003, memory: 5811, loss_cls: 5.7464, loss: 5.7464, grad_norm: 5.8812 2020-10-24 13:24:41,009 - mmaction - INFO - Epoch [55][580/921] lr: 1.000e-03, eta: 15:26:22, time: 1.301, data_time: 0.004, memory: 5811, loss_cls: 5.5931, loss: 5.5931, grad_norm: 5.7523 2020-10-24 13:25:07,453 - mmaction - INFO - Epoch [55][600/921] lr: 1.000e-03, eta: 15:25:55, time: 1.320, data_time: 0.004, memory: 5811, loss_cls: 5.7464, loss: 5.7464, grad_norm: 5.9635 2020-10-24 13:25:33,573 - mmaction - INFO - Epoch [55][620/921] lr: 1.000e-03, eta: 15:25:28, time: 1.305, data_time: 0.007, memory: 5811, loss_cls: 5.6691, loss: 5.6691, grad_norm: 5.7134 2020-10-24 13:25:59,370 - mmaction - INFO - Epoch [55][640/921] lr: 1.000e-03, eta: 15:25:01, time: 1.295, data_time: 0.007, memory: 5811, loss_cls: 5.7713, loss: 5.7713, grad_norm: 5.8440 2020-10-24 13:26:25,455 - mmaction - INFO - Epoch [55][660/921] lr: 1.000e-03, eta: 15:24:34, time: 1.301, data_time: 0.003, memory: 5811, loss_cls: 5.7864, loss: 5.7864, grad_norm: 5.8564 2020-10-24 13:26:51,621 - mmaction - INFO - Epoch [55][680/921] lr: 1.000e-03, eta: 15:24:07, time: 1.303, data_time: 0.004, memory: 5811, loss_cls: 5.7102, loss: 5.7102, grad_norm: 5.8009 2020-10-24 13:27:17,988 - mmaction - INFO - Epoch [55][700/921] lr: 1.000e-03, eta: 15:23:40, time: 1.327, data_time: 0.011, memory: 5811, loss_cls: 5.6641, loss: 5.6641, grad_norm: 5.7427 2020-10-24 13:27:44,584 - mmaction - INFO - Epoch [55][720/921] lr: 1.000e-03, eta: 15:23:13, time: 1.330, data_time: 0.002, memory: 5811, loss_cls: 5.6322, loss: 5.6322, grad_norm: 5.6776 2020-10-24 13:28:10,726 - mmaction - INFO - Epoch [55][740/921] lr: 1.000e-03, eta: 15:22:46, time: 1.298, data_time: 0.002, memory: 5811, loss_cls: 5.5717, loss: 5.5717, grad_norm: 5.7469 2020-10-24 13:28:37,092 - mmaction - INFO - Epoch [55][760/921] lr: 1.000e-03, eta: 15:22:19, time: 1.320, data_time: 0.011, memory: 5811, loss_cls: 5.8323, loss: 5.8323, grad_norm: 5.9966 2020-10-24 13:29:03,107 - mmaction - INFO - Epoch [55][780/921] lr: 1.000e-03, eta: 15:21:52, time: 1.301, data_time: 0.011, memory: 5811, loss_cls: 5.6755, loss: 5.6755, grad_norm: 5.7930 2020-10-24 13:29:29,234 - mmaction - INFO - Epoch [55][800/921] lr: 1.000e-03, eta: 15:21:25, time: 1.309, data_time: 0.009, memory: 5811, loss_cls: 5.8910, loss: 5.8910, grad_norm: 5.9754 2020-10-24 13:29:55,798 - mmaction - INFO - Epoch [55][820/921] lr: 1.000e-03, eta: 15:20:59, time: 1.330, data_time: 0.005, memory: 5811, loss_cls: 5.7082, loss: 5.7082, grad_norm: 6.0577 2020-10-24 13:30:22,138 - mmaction - INFO - Epoch [55][840/921] lr: 1.000e-03, eta: 15:20:32, time: 1.313, data_time: 0.004, memory: 5811, loss_cls: 5.5020, loss: 5.5020, grad_norm: 5.6794 2020-10-24 13:30:48,394 - mmaction - INFO - Epoch [55][860/921] lr: 1.000e-03, eta: 15:20:05, time: 1.315, data_time: 0.010, memory: 5811, loss_cls: 5.6305, loss: 5.6305, grad_norm: 5.9040 2020-10-24 13:31:15,524 - mmaction - INFO - Epoch [55][880/921] lr: 1.000e-03, eta: 15:19:39, time: 1.359, data_time: 0.010, memory: 5811, loss_cls: 5.4648, loss: 5.4648, grad_norm: 5.6731 2020-10-24 13:31:42,568 - mmaction - INFO - Epoch [55][900/921] lr: 1.000e-03, eta: 15:19:13, time: 1.353, data_time: 0.003, memory: 5811, loss_cls: 5.6515, loss: 5.6515, grad_norm: 5.7483 2020-10-24 13:32:07,817 - mmaction - INFO - Epoch [55][920/921] lr: 1.000e-03, eta: 15:18:45, time: 1.262, data_time: 0.003, memory: 5811, loss_cls: 5.5627, loss: 5.5627, grad_norm: 5.8454 2020-10-24 13:32:09,293 - mmaction - INFO - Saving checkpoint at 55 epochs 2020-10-24 13:33:37,326 - mmaction - INFO - Evaluating mean_average_precision... 2020-10-24 13:33:37,963 - mmaction - INFO - mean_average_precision 0.5448 2020-10-24 13:33:37,974 - mmaction - INFO - Epoch(val) [55][921] mean_average_precision: 0.5448 2020-10-24 13:34:15,625 - mmaction - INFO - Epoch [56][20/921] lr: 1.000e-03, eta: 15:18:26, time: 1.880, data_time: 0.969, memory: 5811, loss_cls: 5.5781, loss: 5.5781, grad_norm: 5.7758 2020-10-24 13:34:42,840 - mmaction - INFO - Epoch [56][40/921] lr: 1.000e-03, eta: 15:18:00, time: 1.363, data_time: 0.020, memory: 5811, loss_cls: 5.6324, loss: 5.6324, grad_norm: 5.7618 2020-10-24 13:35:09,926 - mmaction - INFO - Epoch [56][60/921] lr: 1.000e-03, eta: 15:17:34, time: 1.354, data_time: 0.002, memory: 5811, loss_cls: 5.6757, loss: 5.6757, grad_norm: 5.8448 2020-10-24 13:35:36,856 - mmaction - INFO - Epoch [56][80/921] lr: 1.000e-03, eta: 15:17:08, time: 1.343, data_time: 0.003, memory: 5811, loss_cls: 5.7371, loss: 5.7371, grad_norm: 5.9834 2020-10-24 13:36:03,491 - mmaction - INFO - Epoch [56][100/921] lr: 1.000e-03, eta: 15:16:41, time: 1.327, data_time: 0.005, memory: 5811, loss_cls: 5.5223, loss: 5.5223, grad_norm: 5.7967 2020-10-24 13:36:29,642 - mmaction - INFO - Epoch [56][120/921] lr: 1.000e-03, eta: 15:16:14, time: 1.309, data_time: 0.012, memory: 5811, loss_cls: 5.7120, loss: 5.7120, grad_norm: 5.9788 2020-10-24 13:36:55,566 - mmaction - INFO - Epoch [56][140/921] lr: 1.000e-03, eta: 15:15:47, time: 1.303, data_time: 0.013, memory: 5811, loss_cls: 5.5811, loss: 5.5811, grad_norm: 5.7787 2020-10-24 13:37:21,795 - mmaction - INFO - Epoch [56][160/921] lr: 1.000e-03, eta: 15:15:20, time: 1.312, data_time: 0.003, memory: 5811, loss_cls: 5.4760, loss: 5.4760, grad_norm: 5.7237 2020-10-24 13:37:47,951 - mmaction - INFO - Epoch [56][180/921] lr: 1.000e-03, eta: 15:14:53, time: 1.307, data_time: 0.002, memory: 5811, loss_cls: 5.7270, loss: 5.7270, grad_norm: 5.9568 2020-10-24 13:38:14,343 - mmaction - INFO - Epoch [56][200/921] lr: 1.000e-03, eta: 15:14:26, time: 1.316, data_time: 0.005, memory: 5811, loss_cls: 5.6786, loss: 5.6786, grad_norm: 5.9574 2020-10-24 13:38:40,945 - mmaction - INFO - Epoch [56][220/921] lr: 1.000e-03, eta: 15:14:00, time: 1.334, data_time: 0.006, memory: 5811, loss_cls: 5.7219, loss: 5.7219, grad_norm: 5.8593 2020-10-24 13:39:07,326 - mmaction - INFO - Epoch [56][240/921] lr: 1.000e-03, eta: 15:13:33, time: 1.317, data_time: 0.004, memory: 5811, loss_cls: 5.7124, loss: 5.7124, grad_norm: 5.9450 2020-10-24 13:39:33,310 - mmaction - INFO - Epoch [56][260/921] lr: 1.000e-03, eta: 15:13:06, time: 1.300, data_time: 0.010, memory: 5811, loss_cls: 5.7092, loss: 5.7092, grad_norm: 5.9291 2020-10-24 13:39:59,114 - mmaction - INFO - Epoch [56][280/921] lr: 1.000e-03, eta: 15:12:38, time: 1.287, data_time: 0.004, memory: 5811, loss_cls: 5.7498, loss: 5.7498, grad_norm: 5.8754 2020-10-24 13:40:25,123 - mmaction - INFO - Epoch [56][300/921] lr: 1.000e-03, eta: 15:12:11, time: 1.301, data_time: 0.008, memory: 5811, loss_cls: 5.6555, loss: 5.6555, grad_norm: 5.8821 2020-10-24 13:40:51,479 - mmaction - INFO - Epoch [56][320/921] lr: 1.000e-03, eta: 15:11:44, time: 1.319, data_time: 0.006, memory: 5811, loss_cls: 5.6353, loss: 5.6353, grad_norm: 5.7617 2020-10-24 13:41:17,595 - mmaction - INFO - Epoch [56][340/921] lr: 1.000e-03, eta: 15:11:17, time: 1.308, data_time: 0.005, memory: 5811, loss_cls: 5.6732, loss: 5.6732, grad_norm: 5.8280 2020-10-24 13:41:43,513 - mmaction - INFO - Epoch [56][360/921] lr: 1.000e-03, eta: 15:10:50, time: 1.295, data_time: 0.005, memory: 5811, loss_cls: 5.6176, loss: 5.6176, grad_norm: 5.8305 2020-10-24 13:42:09,654 - mmaction - INFO - Epoch [56][380/921] lr: 1.000e-03, eta: 15:10:23, time: 1.310, data_time: 0.005, memory: 5811, loss_cls: 5.7485, loss: 5.7485, grad_norm: 5.8921 2020-10-24 13:42:35,385 - mmaction - INFO - Epoch [56][400/921] lr: 1.000e-03, eta: 15:09:55, time: 1.283, data_time: 0.002, memory: 5811, loss_cls: 5.6115, loss: 5.6115, grad_norm: 5.7541 2020-10-24 13:43:01,331 - mmaction - INFO - Epoch [56][420/921] lr: 1.000e-03, eta: 15:09:28, time: 1.299, data_time: 0.007, memory: 5811, loss_cls: 5.7186, loss: 5.7186, grad_norm: 5.9314 2020-10-24 13:43:27,607 - mmaction - INFO - Epoch [56][440/921] lr: 1.000e-03, eta: 15:09:01, time: 1.313, data_time: 0.005, memory: 5811, loss_cls: 5.5719, loss: 5.5719, grad_norm: 5.7309 2020-10-24 13:43:53,554 - mmaction - INFO - Epoch [56][460/921] lr: 1.000e-03, eta: 15:08:34, time: 1.301, data_time: 0.005, memory: 5811, loss_cls: 5.6382, loss: 5.6382, grad_norm: 5.7823 2020-10-24 13:44:19,262 - mmaction - INFO - Epoch [56][480/921] lr: 1.000e-03, eta: 15:08:06, time: 1.284, data_time: 0.001, memory: 5811, loss_cls: 5.7226, loss: 5.7226, grad_norm: 5.9231 2020-10-24 13:44:44,853 - mmaction - INFO - Epoch [56][500/921] lr: 1.000e-03, eta: 15:07:39, time: 1.278, data_time: 0.006, memory: 5811, loss_cls: 5.6361, loss: 5.6361, grad_norm: 5.8874 2020-10-24 13:45:10,737 - mmaction - INFO - Epoch [56][520/921] lr: 1.000e-03, eta: 15:07:11, time: 1.292, data_time: 0.003, memory: 5811, loss_cls: 5.6797, loss: 5.6797, grad_norm: 5.7825 2020-10-24 13:45:36,397 - mmaction - INFO - Epoch [56][540/921] lr: 1.000e-03, eta: 15:06:44, time: 1.283, data_time: 0.005, memory: 5811, loss_cls: 5.5984, loss: 5.5984, grad_norm: 5.8072 2020-10-24 13:46:02,071 - mmaction - INFO - Epoch [56][560/921] lr: 1.000e-03, eta: 15:06:16, time: 1.283, data_time: 0.006, memory: 5811, loss_cls: 5.7352, loss: 5.7352, grad_norm: 6.0480 2020-10-24 13:46:27,719 - mmaction - INFO - Epoch [56][580/921] lr: 1.000e-03, eta: 15:05:49, time: 1.284, data_time: 0.009, memory: 5811, loss_cls: 5.6905, loss: 5.6905, grad_norm: 5.7663 2020-10-24 13:46:53,222 - mmaction - INFO - Epoch [56][600/921] lr: 1.000e-03, eta: 15:05:21, time: 1.278, data_time: 0.005, memory: 5811, loss_cls: 5.7532, loss: 5.7532, grad_norm: 5.9414 2020-10-24 13:47:19,225 - mmaction - INFO - Epoch [56][620/921] lr: 1.000e-03, eta: 15:04:54, time: 1.293, data_time: 0.006, memory: 5811, loss_cls: 5.7001, loss: 5.7001, grad_norm: 6.0139 2020-10-24 13:47:46,050 - mmaction - INFO - Epoch [56][640/921] lr: 1.000e-03, eta: 15:04:28, time: 1.348, data_time: 0.013, memory: 5811, loss_cls: 5.5458, loss: 5.5458, grad_norm: 5.7706 2020-10-24 13:48:11,948 - mmaction - INFO - Epoch [56][660/921] lr: 1.000e-03, eta: 15:04:00, time: 1.293, data_time: 0.005, memory: 5811, loss_cls: 5.7170, loss: 5.7170, grad_norm: 5.8790 2020-10-24 13:48:37,850 - mmaction - INFO - Epoch [56][680/921] lr: 1.000e-03, eta: 15:03:33, time: 1.294, data_time: 0.004, memory: 5811, loss_cls: 5.7321, loss: 5.7321, grad_norm: 5.9041 2020-10-24 13:49:03,850 - mmaction - INFO - Epoch [56][700/921] lr: 1.000e-03, eta: 15:03:06, time: 1.303, data_time: 0.008, memory: 5811, loss_cls: 5.6618, loss: 5.6618, grad_norm: 5.8578 2020-10-24 13:49:29,665 - mmaction - INFO - Epoch [56][720/921] lr: 1.000e-03, eta: 15:02:39, time: 1.284, data_time: 0.001, memory: 5811, loss_cls: 5.5418, loss: 5.5418, grad_norm: 5.6955 2020-10-24 13:49:55,732 - mmaction - INFO - Epoch [56][740/921] lr: 1.000e-03, eta: 15:02:11, time: 1.304, data_time: 0.009, memory: 5811, loss_cls: 5.5995, loss: 5.5995, grad_norm: 5.8215 2020-10-24 13:50:21,660 - mmaction - INFO - Epoch [56][760/921] lr: 1.000e-03, eta: 15:01:44, time: 1.303, data_time: 0.010, memory: 5811, loss_cls: 5.6840, loss: 5.6840, grad_norm: 5.8623 2020-10-24 13:50:47,988 - mmaction - INFO - Epoch [56][780/921] lr: 1.000e-03, eta: 15:01:17, time: 1.312, data_time: 0.002, memory: 5811, loss_cls: 5.7021, loss: 5.7021, grad_norm: 5.8570 2020-10-24 13:51:14,112 - mmaction - INFO - Epoch [56][800/921] lr: 1.000e-03, eta: 15:00:50, time: 1.303, data_time: 0.006, memory: 5811, loss_cls: 5.5748, loss: 5.5748, grad_norm: 5.8300 2020-10-24 13:51:39,825 - mmaction - INFO - Epoch [56][820/921] lr: 1.000e-03, eta: 15:00:23, time: 1.292, data_time: 0.012, memory: 5811, loss_cls: 5.4992, loss: 5.4992, grad_norm: 5.6848 2020-10-24 13:52:06,404 - mmaction - INFO - Epoch [56][840/921] lr: 1.000e-03, eta: 14:59:56, time: 1.329, data_time: 0.002, memory: 5811, loss_cls: 5.5657, loss: 5.5657, grad_norm: 5.8200 2020-10-24 13:52:32,288 - mmaction - INFO - Epoch [56][860/921] lr: 1.000e-03, eta: 14:59:29, time: 1.295, data_time: 0.004, memory: 5811, loss_cls: 5.5729, loss: 5.5729, grad_norm: 5.9599 2020-10-24 13:52:58,335 - mmaction - INFO - Epoch [56][880/921] lr: 1.000e-03, eta: 14:59:02, time: 1.299, data_time: 0.002, memory: 5811, loss_cls: 5.5810, loss: 5.5810, grad_norm: 5.8199 2020-10-24 13:53:24,764 - mmaction - INFO - Epoch [56][900/921] lr: 1.000e-03, eta: 14:58:35, time: 1.324, data_time: 0.005, memory: 5811, loss_cls: 5.6431, loss: 5.6431, grad_norm: 5.9174 2020-10-24 13:53:50,272 - mmaction - INFO - Epoch [56][920/921] lr: 1.000e-03, eta: 14:58:08, time: 1.276, data_time: 0.003, memory: 5811, loss_cls: 5.6550, loss: 5.6550, grad_norm: 5.8824 2020-10-24 13:54:32,503 - mmaction - INFO - Epoch [57][20/921] lr: 1.000e-03, eta: 14:57:52, time: 2.032, data_time: 1.241, memory: 5811, loss_cls: 5.6208, loss: 5.6208, grad_norm: 5.7796 2020-10-24 13:55:00,131 - mmaction - INFO - Epoch [57][40/921] lr: 1.000e-03, eta: 14:57:26, time: 1.384, data_time: 0.085, memory: 5811, loss_cls: 5.6099, loss: 5.6099, grad_norm: 5.8519 2020-10-24 13:55:26,690 - mmaction - INFO - Epoch [57][60/921] lr: 1.000e-03, eta: 14:56:59, time: 1.323, data_time: 0.002, memory: 5811, loss_cls: 5.6096, loss: 5.6096, grad_norm: 5.8394 2020-10-24 13:55:53,397 - mmaction - INFO - Epoch [57][80/921] lr: 1.000e-03, eta: 14:56:33, time: 1.340, data_time: 0.009, memory: 5811, loss_cls: 5.6051, loss: 5.6051, grad_norm: 5.8643 2020-10-24 13:56:19,702 - mmaction - INFO - Epoch [57][100/921] lr: 1.000e-03, eta: 14:56:06, time: 1.310, data_time: 0.002, memory: 5811, loss_cls: 5.5940, loss: 5.5940, grad_norm: 5.7472 2020-10-24 13:56:46,059 - mmaction - INFO - Epoch [57][120/921] lr: 1.000e-03, eta: 14:55:39, time: 1.318, data_time: 0.009, memory: 5811, loss_cls: 5.6509, loss: 5.6509, grad_norm: 5.8412 2020-10-24 13:57:12,540 - mmaction - INFO - Epoch [57][140/921] lr: 1.000e-03, eta: 14:55:13, time: 1.329, data_time: 0.010, memory: 5811, loss_cls: 5.6602, loss: 5.6602, grad_norm: 5.8259 2020-10-24 13:57:38,796 - mmaction - INFO - Epoch [57][160/921] lr: 1.000e-03, eta: 14:54:46, time: 1.313, data_time: 0.004, memory: 5811, loss_cls: 5.6091, loss: 5.6091, grad_norm: 5.8695 2020-10-24 13:58:05,702 - mmaction - INFO - Epoch [57][180/921] lr: 1.000e-03, eta: 14:54:19, time: 1.344, data_time: 0.004, memory: 5811, loss_cls: 5.6082, loss: 5.6082, grad_norm: 5.7861 2020-10-24 13:58:31,980 - mmaction - INFO - Epoch [57][200/921] lr: 1.000e-03, eta: 14:53:52, time: 1.314, data_time: 0.005, memory: 5811, loss_cls: 5.7481, loss: 5.7481, grad_norm: 5.9365 2020-10-24 13:58:57,950 - mmaction - INFO - Epoch [57][220/921] lr: 1.000e-03, eta: 14:53:25, time: 1.300, data_time: 0.004, memory: 5811, loss_cls: 5.6218, loss: 5.6218, grad_norm: 5.9416 2020-10-24 13:59:23,710 - mmaction - INFO - Epoch [57][240/921] lr: 1.000e-03, eta: 14:52:58, time: 1.288, data_time: 0.011, memory: 5811, loss_cls: 5.6904, loss: 5.6904, grad_norm: 6.0627 2020-10-24 13:59:49,568 - mmaction - INFO - Epoch [57][260/921] lr: 1.000e-03, eta: 14:52:31, time: 1.291, data_time: 0.005, memory: 5811, loss_cls: 5.5785, loss: 5.5785, grad_norm: 5.8025 2020-10-24 14:00:15,024 - mmaction - INFO - Epoch [57][280/921] lr: 1.000e-03, eta: 14:52:03, time: 1.271, data_time: 0.004, memory: 5811, loss_cls: 5.8511, loss: 5.8511, grad_norm: 6.1239 2020-10-24 14:00:41,488 - mmaction - INFO - Epoch [57][300/921] lr: 1.000e-03, eta: 14:51:36, time: 1.326, data_time: 0.006, memory: 5811, loss_cls: 5.6679, loss: 5.6679, grad_norm: 5.9541 2020-10-24 14:01:06,974 - mmaction - INFO - Epoch [57][320/921] lr: 1.000e-03, eta: 14:51:09, time: 1.275, data_time: 0.003, memory: 5811, loss_cls: 5.6459, loss: 5.6459, grad_norm: 5.8982 2020-10-24 14:01:33,657 - mmaction - INFO - Epoch [57][340/921] lr: 1.000e-03, eta: 14:50:42, time: 1.332, data_time: 0.002, memory: 5811, loss_cls: 5.5704, loss: 5.5704, grad_norm: 5.9306 2020-10-24 14:01:59,746 - mmaction - INFO - Epoch [57][360/921] lr: 1.000e-03, eta: 14:50:15, time: 1.307, data_time: 0.006, memory: 5811, loss_cls: 5.5828, loss: 5.5828, grad_norm: 5.9648 2020-10-24 14:02:26,203 - mmaction - INFO - Epoch [57][380/921] lr: 1.000e-03, eta: 14:49:48, time: 1.323, data_time: 0.002, memory: 5811, loss_cls: 5.6781, loss: 5.6781, grad_norm: 5.9335 2020-10-24 14:02:51,933 - mmaction - INFO - Epoch [57][400/921] lr: 1.000e-03, eta: 14:49:21, time: 1.284, data_time: 0.002, memory: 5811, loss_cls: 5.5026, loss: 5.5026, grad_norm: 5.7699 2020-10-24 14:03:17,565 - mmaction - INFO - Epoch [57][420/921] lr: 1.000e-03, eta: 14:48:53, time: 1.280, data_time: 0.003, memory: 5811, loss_cls: 5.5746, loss: 5.5746, grad_norm: 5.9041 2020-10-24 14:03:43,569 - mmaction - INFO - Epoch [57][440/921] lr: 1.000e-03, eta: 14:48:26, time: 1.298, data_time: 0.005, memory: 5811, loss_cls: 5.5451, loss: 5.5451, grad_norm: 5.8716 2020-10-24 14:04:09,472 - mmaction - INFO - Epoch [57][460/921] lr: 1.000e-03, eta: 14:47:59, time: 1.297, data_time: 0.011, memory: 5811, loss_cls: 5.7726, loss: 5.7726, grad_norm: 5.9082 2020-10-24 14:04:35,034 - mmaction - INFO - Epoch [57][480/921] lr: 1.000e-03, eta: 14:47:31, time: 1.278, data_time: 0.006, memory: 5811, loss_cls: 5.7283, loss: 5.7283, grad_norm: 5.8900 2020-10-24 14:05:01,606 - mmaction - INFO - Epoch [57][500/921] lr: 1.000e-03, eta: 14:47:05, time: 1.332, data_time: 0.008, memory: 5811, loss_cls: 5.7149, loss: 5.7149, grad_norm: 5.9737 2020-10-24 14:05:27,478 - mmaction - INFO - Epoch [57][520/921] lr: 1.000e-03, eta: 14:46:37, time: 1.291, data_time: 0.010, memory: 5811, loss_cls: 5.6912, loss: 5.6912, grad_norm: 5.8909 2020-10-24 14:05:54,168 - mmaction - INFO - Epoch [57][540/921] lr: 1.000e-03, eta: 14:46:11, time: 1.335, data_time: 0.008, memory: 5811, loss_cls: 5.6639, loss: 5.6639, grad_norm: 5.9059 2020-10-24 14:06:20,075 - mmaction - INFO - Epoch [57][560/921] lr: 1.000e-03, eta: 14:45:44, time: 1.296, data_time: 0.003, memory: 5811, loss_cls: 5.7048, loss: 5.7048, grad_norm: 5.9102 2020-10-24 14:06:45,926 - mmaction - INFO - Epoch [57][580/921] lr: 1.000e-03, eta: 14:45:16, time: 1.292, data_time: 0.004, memory: 5811, loss_cls: 5.7265, loss: 5.7265, grad_norm: 6.0409 2020-10-24 14:07:12,142 - mmaction - INFO - Epoch [57][600/921] lr: 1.000e-03, eta: 14:44:49, time: 1.307, data_time: 0.005, memory: 5811, loss_cls: 5.6348, loss: 5.6348, grad_norm: 5.8814 2020-10-24 14:07:38,077 - mmaction - INFO - Epoch [57][620/921] lr: 1.000e-03, eta: 14:44:22, time: 1.301, data_time: 0.008, memory: 5811, loss_cls: 5.6471, loss: 5.6471, grad_norm: 5.8849 2020-10-24 14:08:04,295 - mmaction - INFO - Epoch [57][640/921] lr: 1.000e-03, eta: 14:43:55, time: 1.313, data_time: 0.005, memory: 5811, loss_cls: 5.5695, loss: 5.5695, grad_norm: 5.9068 2020-10-24 14:08:30,300 - mmaction - INFO - Epoch [57][660/921] lr: 1.000e-03, eta: 14:43:28, time: 1.301, data_time: 0.003, memory: 5811, loss_cls: 5.7809, loss: 5.7809, grad_norm: 5.8651 2020-10-24 14:08:56,577 - mmaction - INFO - Epoch [57][680/921] lr: 1.000e-03, eta: 14:43:01, time: 1.314, data_time: 0.002, memory: 5811, loss_cls: 5.7239, loss: 5.7239, grad_norm: 5.9221 2020-10-24 14:09:22,505 - mmaction - INFO - Epoch [57][700/921] lr: 1.000e-03, eta: 14:42:34, time: 1.291, data_time: 0.002, memory: 5811, loss_cls: 5.6114, loss: 5.6114, grad_norm: 5.8425 2020-10-24 14:09:48,253 - mmaction - INFO - Epoch [57][720/921] lr: 1.000e-03, eta: 14:42:07, time: 1.293, data_time: 0.009, memory: 5811, loss_cls: 5.6589, loss: 5.6589, grad_norm: 5.8852 2020-10-24 14:10:14,618 - mmaction - INFO - Epoch [57][740/921] lr: 1.000e-03, eta: 14:41:40, time: 1.316, data_time: 0.003, memory: 5811, loss_cls: 5.5330, loss: 5.5330, grad_norm: 5.8175 2020-10-24 14:10:39,900 - mmaction - INFO - Epoch [57][760/921] lr: 1.000e-03, eta: 14:41:12, time: 1.265, data_time: 0.003, memory: 5811, loss_cls: 5.6268, loss: 5.6268, grad_norm: 5.9279 2020-10-24 14:11:05,944 - mmaction - INFO - Epoch [57][780/921] lr: 1.000e-03, eta: 14:40:45, time: 1.295, data_time: 0.002, memory: 5811, loss_cls: 5.5922, loss: 5.5922, grad_norm: 5.9963 2020-10-24 14:11:32,077 - mmaction - INFO - Epoch [57][800/921] lr: 1.000e-03, eta: 14:40:18, time: 1.313, data_time: 0.014, memory: 5811, loss_cls: 5.6052, loss: 5.6052, grad_norm: 5.7329 2020-10-24 14:11:58,075 - mmaction - INFO - Epoch [57][820/921] lr: 1.000e-03, eta: 14:39:51, time: 1.300, data_time: 0.003, memory: 5811, loss_cls: 5.6389, loss: 5.6389, grad_norm: 5.9939 2020-10-24 14:12:24,146 - mmaction - INFO - Epoch [57][840/921] lr: 1.000e-03, eta: 14:39:24, time: 1.304, data_time: 0.007, memory: 5811, loss_cls: 5.6603, loss: 5.6603, grad_norm: 5.8902 2020-10-24 14:12:49,469 - mmaction - INFO - Epoch [57][860/921] lr: 1.000e-03, eta: 14:38:56, time: 1.259, data_time: 0.002, memory: 5811, loss_cls: 5.6936, loss: 5.6936, grad_norm: 6.0245 2020-10-24 14:13:15,478 - mmaction - INFO - Epoch [57][880/921] lr: 1.000e-03, eta: 14:38:29, time: 1.305, data_time: 0.011, memory: 5811, loss_cls: 5.6113, loss: 5.6113, grad_norm: 5.8259 2020-10-24 14:13:41,235 - mmaction - INFO - Epoch [57][900/921] lr: 1.000e-03, eta: 14:38:01, time: 1.285, data_time: 0.013, memory: 5811, loss_cls: 5.6126, loss: 5.6126, grad_norm: 5.8724 2020-10-24 14:14:05,716 - mmaction - INFO - Epoch [57][920/921] lr: 1.000e-03, eta: 14:37:33, time: 1.230, data_time: 0.009, memory: 5811, loss_cls: 5.6876, loss: 5.6876, grad_norm: 6.0523 2020-10-24 14:14:49,000 - mmaction - INFO - Epoch [58][20/921] lr: 1.000e-03, eta: 14:37:17, time: 2.063, data_time: 1.385, memory: 5811, loss_cls: 5.6195, loss: 5.6195, grad_norm: 5.8566 2020-10-24 14:15:15,863 - mmaction - INFO - Epoch [58][40/921] lr: 1.000e-03, eta: 14:36:51, time: 1.349, data_time: 0.293, memory: 5811, loss_cls: 5.5102, loss: 5.5102, grad_norm: 5.8441 2020-10-24 14:15:42,578 - mmaction - INFO - Epoch [58][60/921] lr: 1.000e-03, eta: 14:36:24, time: 1.327, data_time: 0.002, memory: 5811, loss_cls: 5.5245, loss: 5.5245, grad_norm: 5.7791 2020-10-24 14:16:09,119 - mmaction - INFO - Epoch [58][80/921] lr: 1.000e-03, eta: 14:35:58, time: 1.335, data_time: 0.015, memory: 5811, loss_cls: 5.5681, loss: 5.5681, grad_norm: 5.9796 2020-10-24 14:16:35,158 - mmaction - INFO - Epoch [58][100/921] lr: 1.000e-03, eta: 14:35:31, time: 1.296, data_time: 0.002, memory: 5811, loss_cls: 5.5921, loss: 5.5921, grad_norm: 5.8425 2020-10-24 14:17:01,924 - mmaction - INFO - Epoch [58][120/921] lr: 1.000e-03, eta: 14:35:04, time: 1.332, data_time: 0.009, memory: 5811, loss_cls: 5.4818, loss: 5.4818, grad_norm: 5.8127 2020-10-24 14:17:27,483 - mmaction - INFO - Epoch [58][140/921] lr: 1.000e-03, eta: 14:34:37, time: 1.288, data_time: 0.016, memory: 5811, loss_cls: 5.6051, loss: 5.6051, grad_norm: 5.8979 2020-10-24 14:17:53,909 - mmaction - INFO - Epoch [58][160/921] lr: 1.000e-03, eta: 14:34:10, time: 1.324, data_time: 0.006, memory: 5811, loss_cls: 5.5689, loss: 5.5689, grad_norm: 5.9288 2020-10-24 14:18:20,186 - mmaction - INFO - Epoch [58][180/921] lr: 1.000e-03, eta: 14:33:43, time: 1.313, data_time: 0.002, memory: 5811, loss_cls: 5.5298, loss: 5.5298, grad_norm: 5.8799 2020-10-24 14:18:45,902 - mmaction - INFO - Epoch [58][200/921] lr: 1.000e-03, eta: 14:33:16, time: 1.287, data_time: 0.006, memory: 5811, loss_cls: 5.6481, loss: 5.6481, grad_norm: 5.9080 2020-10-24 14:19:11,919 - mmaction - INFO - Epoch [58][220/921] lr: 1.000e-03, eta: 14:32:49, time: 1.301, data_time: 0.003, memory: 5811, loss_cls: 5.7012, loss: 5.7012, grad_norm: 6.0008 2020-10-24 14:19:37,763 - mmaction - INFO - Epoch [58][240/921] lr: 1.000e-03, eta: 14:32:21, time: 1.290, data_time: 0.002, memory: 5811, loss_cls: 5.7500, loss: 5.7500, grad_norm: 6.0228 2020-10-24 14:20:03,732 - mmaction - INFO - Epoch [58][260/921] lr: 1.000e-03, eta: 14:31:54, time: 1.300, data_time: 0.004, memory: 5811, loss_cls: 5.7391, loss: 5.7391, grad_norm: 5.9415 2020-10-24 14:20:30,029 - mmaction - INFO - Epoch [58][280/921] lr: 1.000e-03, eta: 14:31:27, time: 1.310, data_time: 0.005, memory: 5811, loss_cls: 5.6940, loss: 5.6940, grad_norm: 5.9708 2020-10-24 14:20:56,424 - mmaction - INFO - Epoch [58][300/921] lr: 1.000e-03, eta: 14:31:00, time: 1.318, data_time: 0.007, memory: 5811, loss_cls: 5.7837, loss: 5.7837, grad_norm: 6.0305 2020-10-24 14:21:22,199 - mmaction - INFO - Epoch [58][320/921] lr: 1.000e-03, eta: 14:30:33, time: 1.296, data_time: 0.011, memory: 5811, loss_cls: 5.6288, loss: 5.6288, grad_norm: 5.8259 2020-10-24 14:21:48,254 - mmaction - INFO - Epoch [58][340/921] lr: 1.000e-03, eta: 14:30:06, time: 1.302, data_time: 0.003, memory: 5811, loss_cls: 5.5656, loss: 5.5656, grad_norm: 5.8803 2020-10-24 14:22:14,069 - mmaction - INFO - Epoch [58][360/921] lr: 1.000e-03, eta: 14:29:39, time: 1.285, data_time: 0.005, memory: 5811, loss_cls: 5.7427, loss: 5.7427, grad_norm: 5.9377 2020-10-24 14:22:40,123 - mmaction - INFO - Epoch [58][380/921] lr: 1.000e-03, eta: 14:29:12, time: 1.301, data_time: 0.011, memory: 5811, loss_cls: 5.6899, loss: 5.6899, grad_norm: 5.9381 2020-10-24 14:23:05,701 - mmaction - INFO - Epoch [58][400/921] lr: 1.000e-03, eta: 14:28:44, time: 1.282, data_time: 0.010, memory: 5811, loss_cls: 5.7398, loss: 5.7398, grad_norm: 5.9410 2020-10-24 14:23:30,992 - mmaction - INFO - Epoch [58][420/921] lr: 1.000e-03, eta: 14:28:16, time: 1.268, data_time: 0.007, memory: 5811, loss_cls: 5.6110, loss: 5.6110, grad_norm: 5.8288 2020-10-24 14:23:56,655 - mmaction - INFO - Epoch [58][440/921] lr: 1.000e-03, eta: 14:27:49, time: 1.281, data_time: 0.003, memory: 5811, loss_cls: 5.6733, loss: 5.6733, grad_norm: 5.9873 2020-10-24 14:24:22,844 - mmaction - INFO - Epoch [58][460/921] lr: 1.000e-03, eta: 14:27:22, time: 1.305, data_time: 0.005, memory: 5811, loss_cls: 5.5871, loss: 5.5871, grad_norm: 5.8447 2020-10-24 14:24:47,817 - mmaction - INFO - Epoch [58][480/921] lr: 1.000e-03, eta: 14:26:54, time: 1.251, data_time: 0.008, memory: 5811, loss_cls: 5.5596, loss: 5.5596, grad_norm: 5.8335 2020-10-24 14:25:13,351 - mmaction - INFO - Epoch [58][500/921] lr: 1.000e-03, eta: 14:26:26, time: 1.269, data_time: 0.006, memory: 5811, loss_cls: 5.6347, loss: 5.6347, grad_norm: 5.9470 2020-10-24 14:25:39,582 - mmaction - INFO - Epoch [58][520/921] lr: 1.000e-03, eta: 14:26:00, time: 1.320, data_time: 0.014, memory: 5811, loss_cls: 5.7219, loss: 5.7219, grad_norm: 5.9690 2020-10-24 14:26:05,329 - mmaction - INFO - Epoch [58][540/921] lr: 1.000e-03, eta: 14:25:32, time: 1.285, data_time: 0.008, memory: 5811, loss_cls: 5.7446, loss: 5.7446, grad_norm: 5.9574 2020-10-24 14:26:31,293 - mmaction - INFO - Epoch [58][560/921] lr: 1.000e-03, eta: 14:25:05, time: 1.303, data_time: 0.009, memory: 5811, loss_cls: 5.5614, loss: 5.5614, grad_norm: 5.9143 2020-10-24 14:26:56,974 - mmaction - INFO - Epoch [58][580/921] lr: 1.000e-03, eta: 14:24:38, time: 1.282, data_time: 0.006, memory: 5811, loss_cls: 5.5692, loss: 5.5692, grad_norm: 5.8875 2020-10-24 14:27:22,966 - mmaction - INFO - Epoch [58][600/921] lr: 1.000e-03, eta: 14:24:11, time: 1.301, data_time: 0.004, memory: 5811, loss_cls: 5.7030, loss: 5.7030, grad_norm: 6.0035 2020-10-24 14:27:48,435 - mmaction - INFO - Epoch [58][620/921] lr: 1.000e-03, eta: 14:23:43, time: 1.268, data_time: 0.003, memory: 5811, loss_cls: 5.4877, loss: 5.4877, grad_norm: 5.7947 2020-10-24 14:28:14,356 - mmaction - INFO - Epoch [58][640/921] lr: 1.000e-03, eta: 14:23:16, time: 1.299, data_time: 0.010, memory: 5811, loss_cls: 5.6236, loss: 5.6236, grad_norm: 5.9220 2020-10-24 14:28:39,934 - mmaction - INFO - Epoch [58][660/921] lr: 1.000e-03, eta: 14:22:48, time: 1.282, data_time: 0.004, memory: 5811, loss_cls: 5.6775, loss: 5.6775, grad_norm: 6.0192 2020-10-24 14:29:05,332 - mmaction - INFO - Epoch [58][680/921] lr: 1.000e-03, eta: 14:22:21, time: 1.263, data_time: 0.005, memory: 5811, loss_cls: 5.6037, loss: 5.6037, grad_norm: 6.0339 2020-10-24 14:29:30,693 - mmaction - INFO - Epoch [58][700/921] lr: 1.000e-03, eta: 14:21:53, time: 1.270, data_time: 0.009, memory: 5811, loss_cls: 5.6247, loss: 5.6247, grad_norm: 5.9082 2020-10-24 14:29:56,482 - mmaction - INFO - Epoch [58][720/921] lr: 1.000e-03, eta: 14:21:26, time: 1.290, data_time: 0.008, memory: 5811, loss_cls: 5.5253, loss: 5.5253, grad_norm: 5.9324 2020-10-24 14:30:22,078 - mmaction - INFO - Epoch [58][740/921] lr: 1.000e-03, eta: 14:20:58, time: 1.276, data_time: 0.006, memory: 5811, loss_cls: 5.6416, loss: 5.6416, grad_norm: 6.0849 2020-10-24 14:30:48,305 - mmaction - INFO - Epoch [58][760/921] lr: 1.000e-03, eta: 14:20:31, time: 1.312, data_time: 0.013, memory: 5811, loss_cls: 5.5609, loss: 5.5609, grad_norm: 5.8057 2020-10-24 14:31:14,169 - mmaction - INFO - Epoch [58][780/921] lr: 1.000e-03, eta: 14:20:04, time: 1.298, data_time: 0.011, memory: 5811, loss_cls: 5.6914, loss: 5.6914, grad_norm: 6.0871 2020-10-24 14:31:39,913 - mmaction - INFO - Epoch [58][800/921] lr: 1.000e-03, eta: 14:19:37, time: 1.281, data_time: 0.006, memory: 5811, loss_cls: 5.5949, loss: 5.5949, grad_norm: 5.9483 2020-10-24 14:32:05,921 - mmaction - INFO - Epoch [58][820/921] lr: 1.000e-03, eta: 14:19:10, time: 1.308, data_time: 0.011, memory: 5811, loss_cls: 5.6772, loss: 5.6772, grad_norm: 5.8403 2020-10-24 14:32:31,505 - mmaction - INFO - Epoch [58][840/921] lr: 1.000e-03, eta: 14:18:42, time: 1.281, data_time: 0.005, memory: 5811, loss_cls: 5.6390, loss: 5.6390, grad_norm: 5.9729 2020-10-24 14:32:56,941 - mmaction - INFO - Epoch [58][860/921] lr: 1.000e-03, eta: 14:18:15, time: 1.269, data_time: 0.002, memory: 5811, loss_cls: 5.7076, loss: 5.7076, grad_norm: 5.9905 2020-10-24 14:33:22,667 - mmaction - INFO - Epoch [58][880/921] lr: 1.000e-03, eta: 14:17:47, time: 1.290, data_time: 0.006, memory: 5811, loss_cls: 5.5556, loss: 5.5556, grad_norm: 5.8821 2020-10-24 14:33:47,750 - mmaction - INFO - Epoch [58][900/921] lr: 1.000e-03, eta: 14:17:19, time: 1.254, data_time: 0.006, memory: 5811, loss_cls: 5.5675, loss: 5.5675, grad_norm: 5.8683 2020-10-24 14:34:12,165 - mmaction - INFO - Epoch [58][920/921] lr: 1.000e-03, eta: 14:16:51, time: 1.221, data_time: 0.006, memory: 5811, loss_cls: 5.6253, loss: 5.6253, grad_norm: 5.9704 2020-10-24 14:34:55,118 - mmaction - INFO - Epoch [59][20/921] lr: 1.000e-03, eta: 14:16:35, time: 2.056, data_time: 0.886, memory: 5811, loss_cls: 5.5765, loss: 5.5765, grad_norm: 5.9827 2020-10-24 14:35:22,615 - mmaction - INFO - Epoch [59][40/921] lr: 1.000e-03, eta: 14:16:09, time: 1.366, data_time: 0.004, memory: 5811, loss_cls: 5.6190, loss: 5.6190, grad_norm: 5.9533 2020-10-24 14:35:48,888 - mmaction - INFO - Epoch [59][60/921] lr: 1.000e-03, eta: 14:15:42, time: 1.315, data_time: 0.012, memory: 5811, loss_cls: 5.6297, loss: 5.6297, grad_norm: 5.9166 2020-10-24 14:36:15,223 - mmaction - INFO - Epoch [59][80/921] lr: 1.000e-03, eta: 14:15:15, time: 1.326, data_time: 0.010, memory: 5811, loss_cls: 5.6182, loss: 5.6182, grad_norm: 5.9719 2020-10-24 14:36:41,322 - mmaction - INFO - Epoch [59][100/921] lr: 1.000e-03, eta: 14:14:48, time: 1.304, data_time: 0.001, memory: 5811, loss_cls: 5.5456, loss: 5.5456, grad_norm: 5.8795 2020-10-24 14:37:07,571 - mmaction - INFO - Epoch [59][120/921] lr: 1.000e-03, eta: 14:14:21, time: 1.313, data_time: 0.003, memory: 5811, loss_cls: 5.6752, loss: 5.6752, grad_norm: 5.9251 2020-10-24 14:37:32,642 - mmaction - INFO - Epoch [59][140/921] lr: 1.000e-03, eta: 14:13:53, time: 1.250, data_time: 0.003, memory: 5811, loss_cls: 5.5344, loss: 5.5344, grad_norm: 5.9119 2020-10-24 14:37:57,648 - mmaction - INFO - Epoch [59][160/921] lr: 1.000e-03, eta: 14:13:25, time: 1.252, data_time: 0.006, memory: 5811, loss_cls: 5.5910, loss: 5.5910, grad_norm: 5.9122 2020-10-24 14:38:22,875 - mmaction - INFO - Epoch [59][180/921] lr: 1.000e-03, eta: 14:12:58, time: 1.263, data_time: 0.003, memory: 5811, loss_cls: 5.6588, loss: 5.6588, grad_norm: 5.9832 2020-10-24 14:38:48,975 - mmaction - INFO - Epoch [59][200/921] lr: 1.000e-03, eta: 14:12:31, time: 1.305, data_time: 0.001, memory: 5811, loss_cls: 5.5703, loss: 5.5703, grad_norm: 5.8143 2020-10-24 14:39:15,436 - mmaction - INFO - Epoch [59][220/921] lr: 1.000e-03, eta: 14:12:04, time: 1.318, data_time: 0.002, memory: 5811, loss_cls: 5.4913, loss: 5.4913, grad_norm: 5.7687 2020-10-24 14:39:41,537 - mmaction - INFO - Epoch [59][240/921] lr: 1.000e-03, eta: 14:11:37, time: 1.310, data_time: 0.006, memory: 5811, loss_cls: 5.7583, loss: 5.7583, grad_norm: 6.1065 2020-10-24 14:40:08,273 - mmaction - INFO - Epoch [59][260/921] lr: 1.000e-03, eta: 14:11:11, time: 1.336, data_time: 0.004, memory: 5811, loss_cls: 5.6359, loss: 5.6359, grad_norm: 5.9417 2020-10-24 14:40:33,813 - mmaction - INFO - Epoch [59][280/921] lr: 1.000e-03, eta: 14:10:43, time: 1.274, data_time: 0.005, memory: 5811, loss_cls: 5.6654, loss: 5.6654, grad_norm: 6.0776 2020-10-24 14:40:59,293 - mmaction - INFO - Epoch [59][300/921] lr: 1.000e-03, eta: 14:10:16, time: 1.278, data_time: 0.007, memory: 5811, loss_cls: 5.5717, loss: 5.5717, grad_norm: 5.8654 2020-10-24 14:41:25,367 - mmaction - INFO - Epoch [59][320/921] lr: 1.000e-03, eta: 14:09:48, time: 1.299, data_time: 0.005, memory: 5811, loss_cls: 5.7185, loss: 5.7185, grad_norm: 6.0062 2020-10-24 14:41:51,122 - mmaction - INFO - Epoch [59][340/921] lr: 1.000e-03, eta: 14:09:21, time: 1.290, data_time: 0.007, memory: 5811, loss_cls: 5.6670, loss: 5.6670, grad_norm: 5.9679 2020-10-24 14:42:16,727 - mmaction - INFO - Epoch [59][360/921] lr: 1.000e-03, eta: 14:08:54, time: 1.280, data_time: 0.005, memory: 5811, loss_cls: 5.6628, loss: 5.6628, grad_norm: 6.1159 2020-10-24 14:42:42,109 - mmaction - INFO - Epoch [59][380/921] lr: 1.000e-03, eta: 14:08:26, time: 1.269, data_time: 0.007, memory: 5811, loss_cls: 5.7835, loss: 5.7835, grad_norm: 6.3073 2020-10-24 14:43:08,182 - mmaction - INFO - Epoch [59][400/921] lr: 1.000e-03, eta: 14:07:59, time: 1.302, data_time: 0.006, memory: 5811, loss_cls: 5.6911, loss: 5.6911, grad_norm: 5.9307 2020-10-24 14:43:34,168 - mmaction - INFO - Epoch [59][420/921] lr: 1.000e-03, eta: 14:07:32, time: 1.303, data_time: 0.007, memory: 5811, loss_cls: 5.5741, loss: 5.5741, grad_norm: 5.8989 2020-10-24 14:43:59,456 - mmaction - INFO - Epoch [59][440/921] lr: 1.000e-03, eta: 14:07:04, time: 1.261, data_time: 0.004, memory: 5811, loss_cls: 5.5939, loss: 5.5939, grad_norm: 5.9359 2020-10-24 14:44:25,141 - mmaction - INFO - Epoch [59][460/921] lr: 1.000e-03, eta: 14:06:37, time: 1.288, data_time: 0.007, memory: 5811, loss_cls: 5.6242, loss: 5.6242, grad_norm: 6.0437 2020-10-24 14:44:50,300 - mmaction - INFO - Epoch [59][480/921] lr: 1.000e-03, eta: 14:06:09, time: 1.259, data_time: 0.005, memory: 5811, loss_cls: 5.6370, loss: 5.6370, grad_norm: 6.0571 2020-10-24 14:45:16,115 - mmaction - INFO - Epoch [59][500/921] lr: 1.000e-03, eta: 14:05:42, time: 1.290, data_time: 0.005, memory: 5811, loss_cls: 5.5959, loss: 5.5959, grad_norm: 5.9185 2020-10-24 14:45:42,135 - mmaction - INFO - Epoch [59][520/921] lr: 1.000e-03, eta: 14:05:15, time: 1.297, data_time: 0.006, memory: 5811, loss_cls: 5.6957, loss: 5.6957, grad_norm: 5.9845 2020-10-24 14:46:07,660 - mmaction - INFO - Epoch [59][540/921] lr: 1.000e-03, eta: 14:04:47, time: 1.272, data_time: 0.006, memory: 5811, loss_cls: 5.5322, loss: 5.5322, grad_norm: 5.9366 2020-10-24 14:46:33,200 - mmaction - INFO - Epoch [59][560/921] lr: 1.000e-03, eta: 14:04:20, time: 1.282, data_time: 0.011, memory: 5811, loss_cls: 5.6318, loss: 5.6318, grad_norm: 5.9345 2020-10-24 14:46:59,067 - mmaction - INFO - Epoch [59][580/921] lr: 1.000e-03, eta: 14:03:53, time: 1.297, data_time: 0.007, memory: 5811, loss_cls: 5.6390, loss: 5.6390, grad_norm: 6.1184 2020-10-24 14:47:24,683 - mmaction - INFO - Epoch [59][600/921] lr: 1.000e-03, eta: 14:03:25, time: 1.277, data_time: 0.003, memory: 5811, loss_cls: 5.6211, loss: 5.6211, grad_norm: 6.0292 2020-10-24 14:47:50,488 - mmaction - INFO - Epoch [59][620/921] lr: 1.000e-03, eta: 14:02:58, time: 1.292, data_time: 0.005, memory: 5811, loss_cls: 5.6035, loss: 5.6035, grad_norm: 6.0251 2020-10-24 14:48:16,364 - mmaction - INFO - Epoch [59][640/921] lr: 1.000e-03, eta: 14:02:31, time: 1.290, data_time: 0.004, memory: 5811, loss_cls: 5.5932, loss: 5.5932, grad_norm: 5.9044 2020-10-24 14:48:42,056 - mmaction - INFO - Epoch [59][660/921] lr: 1.000e-03, eta: 14:02:04, time: 1.284, data_time: 0.009, memory: 5811, loss_cls: 5.6448, loss: 5.6448, grad_norm: 5.8837 2020-10-24 14:49:07,280 - mmaction - INFO - Epoch [59][680/921] lr: 1.000e-03, eta: 14:01:36, time: 1.262, data_time: 0.012, memory: 5811, loss_cls: 5.5587, loss: 5.5587, grad_norm: 6.0284 2020-10-24 14:49:33,460 - mmaction - INFO - Epoch [59][700/921] lr: 1.000e-03, eta: 14:01:09, time: 1.308, data_time: 0.010, memory: 5811, loss_cls: 5.6001, loss: 5.6001, grad_norm: 5.8973 2020-10-24 14:49:58,584 - mmaction - INFO - Epoch [59][720/921] lr: 1.000e-03, eta: 14:00:41, time: 1.257, data_time: 0.009, memory: 5811, loss_cls: 5.8441, loss: 5.8441, grad_norm: 5.9974 2020-10-24 14:50:24,462 - mmaction - INFO - Epoch [59][740/921] lr: 1.000e-03, eta: 14:00:14, time: 1.300, data_time: 0.009, memory: 5811, loss_cls: 5.6798, loss: 5.6798, grad_norm: 5.8772 2020-10-24 14:50:50,886 - mmaction - INFO - Epoch [59][760/921] lr: 1.000e-03, eta: 13:59:47, time: 1.316, data_time: 0.003, memory: 5811, loss_cls: 5.6332, loss: 5.6332, grad_norm: 6.0345 2020-10-24 14:51:17,184 - mmaction - INFO - Epoch [59][780/921] lr: 1.000e-03, eta: 13:59:21, time: 1.318, data_time: 0.007, memory: 5811, loss_cls: 5.6314, loss: 5.6314, grad_norm: 6.0029 2020-10-24 14:51:43,321 - mmaction - INFO - Epoch [59][800/921] lr: 1.000e-03, eta: 13:58:54, time: 1.307, data_time: 0.006, memory: 5811, loss_cls: 5.5994, loss: 5.5994, grad_norm: 6.1404 2020-10-24 14:52:08,518 - mmaction - INFO - Epoch [59][820/921] lr: 1.000e-03, eta: 13:58:26, time: 1.262, data_time: 0.007, memory: 5811, loss_cls: 5.6438, loss: 5.6438, grad_norm: 6.0197 2020-10-24 14:52:35,082 - mmaction - INFO - Epoch [59][840/921] lr: 1.000e-03, eta: 13:57:59, time: 1.328, data_time: 0.003, memory: 5811, loss_cls: 5.5177, loss: 5.5177, grad_norm: 5.8653 2020-10-24 14:53:00,295 - mmaction - INFO - Epoch [59][860/921] lr: 1.000e-03, eta: 13:57:32, time: 1.259, data_time: 0.006, memory: 5811, loss_cls: 5.6402, loss: 5.6402, grad_norm: 5.8201 2020-10-24 14:53:26,437 - mmaction - INFO - Epoch [59][880/921] lr: 1.000e-03, eta: 13:57:05, time: 1.304, data_time: 0.007, memory: 5811, loss_cls: 5.6573, loss: 5.6573, grad_norm: 5.9143 2020-10-24 14:53:51,936 - mmaction - INFO - Epoch [59][900/921] lr: 1.000e-03, eta: 13:56:37, time: 1.280, data_time: 0.007, memory: 5811, loss_cls: 5.7595, loss: 5.7595, grad_norm: 6.0831 2020-10-24 14:54:16,977 - mmaction - INFO - Epoch [59][920/921] lr: 1.000e-03, eta: 13:56:09, time: 1.252, data_time: 0.003, memory: 5811, loss_cls: 5.4866, loss: 5.4866, grad_norm: 5.8810 2020-10-24 14:55:00,972 - mmaction - INFO - Epoch [60][20/921] lr: 1.000e-03, eta: 13:55:53, time: 2.078, data_time: 1.496, memory: 5811, loss_cls: 5.5713, loss: 5.5713, grad_norm: 6.0826 2020-10-24 14:55:29,202 - mmaction - INFO - Epoch [60][40/921] lr: 1.000e-03, eta: 13:55:28, time: 1.413, data_time: 0.661, memory: 5811, loss_cls: 5.6746, loss: 5.6746, grad_norm: 6.0223 2020-10-24 14:55:56,150 - mmaction - INFO - Epoch [60][60/921] lr: 1.000e-03, eta: 13:55:01, time: 1.341, data_time: 0.187, memory: 5811, loss_cls: 5.5903, loss: 5.5903, grad_norm: 5.9467 2020-10-24 14:56:22,544 - mmaction - INFO - Epoch [60][80/921] lr: 1.000e-03, eta: 13:54:35, time: 1.325, data_time: 0.009, memory: 5811, loss_cls: 5.4536, loss: 5.4536, grad_norm: 5.8642 2020-10-24 14:56:48,935 - mmaction - INFO - Epoch [60][100/921] lr: 1.000e-03, eta: 13:54:08, time: 1.315, data_time: 0.003, memory: 5811, loss_cls: 5.5963, loss: 5.5963, grad_norm: 5.9809 2020-10-24 14:57:14,755 - mmaction - INFO - Epoch [60][120/921] lr: 1.000e-03, eta: 13:53:41, time: 1.293, data_time: 0.012, memory: 5811, loss_cls: 5.6527, loss: 5.6527, grad_norm: 6.1528 2020-10-24 14:57:40,599 - mmaction - INFO - Epoch [60][140/921] lr: 1.000e-03, eta: 13:53:14, time: 1.291, data_time: 0.004, memory: 5811, loss_cls: 5.6360, loss: 5.6360, grad_norm: 6.1416 2020-10-24 14:58:06,583 - mmaction - INFO - Epoch [60][160/921] lr: 1.000e-03, eta: 13:52:46, time: 1.296, data_time: 0.005, memory: 5811, loss_cls: 5.5225, loss: 5.5225, grad_norm: 5.8506 2020-10-24 14:58:33,338 - mmaction - INFO - Epoch [60][180/921] lr: 1.000e-03, eta: 13:52:20, time: 1.339, data_time: 0.009, memory: 5811, loss_cls: 5.6641, loss: 5.6641, grad_norm: 6.0054 2020-10-24 14:58:59,327 - mmaction - INFO - Epoch [60][200/921] lr: 1.000e-03, eta: 13:51:53, time: 1.304, data_time: 0.009, memory: 5811, loss_cls: 5.6271, loss: 5.6271, grad_norm: 5.9688 2020-10-24 14:59:25,575 - mmaction - INFO - Epoch [60][220/921] lr: 1.000e-03, eta: 13:51:26, time: 1.307, data_time: 0.003, memory: 5811, loss_cls: 5.8665, loss: 5.8665, grad_norm: 6.0806 2020-10-24 14:59:51,846 - mmaction - INFO - Epoch [60][240/921] lr: 1.000e-03, eta: 13:50:59, time: 1.311, data_time: 0.008, memory: 5811, loss_cls: 5.5199, loss: 5.5199, grad_norm: 5.8580 2020-10-24 15:00:19,204 - mmaction - INFO - Epoch [60][260/921] lr: 1.000e-03, eta: 13:50:33, time: 1.376, data_time: 0.009, memory: 5811, loss_cls: 5.6072, loss: 5.6072, grad_norm: 6.0280 2020-10-24 15:00:45,427 - mmaction - INFO - Epoch [60][280/921] lr: 1.000e-03, eta: 13:50:06, time: 1.308, data_time: 0.004, memory: 5811, loss_cls: 5.6383, loss: 5.6383, grad_norm: 6.0166 2020-10-24 15:01:11,793 - mmaction - INFO - Epoch [60][300/921] lr: 1.000e-03, eta: 13:49:40, time: 1.320, data_time: 0.007, memory: 5811, loss_cls: 5.6151, loss: 5.6151, grad_norm: 6.0771 2020-10-24 15:01:38,059 - mmaction - INFO - Epoch [60][320/921] lr: 1.000e-03, eta: 13:49:13, time: 1.314, data_time: 0.004, memory: 5811, loss_cls: 5.4486, loss: 5.4486, grad_norm: 5.9080 2020-10-24 15:02:04,448 - mmaction - INFO - Epoch [60][340/921] lr: 1.000e-03, eta: 13:48:46, time: 1.317, data_time: 0.005, memory: 5811, loss_cls: 5.7767, loss: 5.7767, grad_norm: 6.1521 2020-10-24 15:02:30,371 - mmaction - INFO - Epoch [60][360/921] lr: 1.000e-03, eta: 13:48:19, time: 1.296, data_time: 0.005, memory: 5811, loss_cls: 5.6134, loss: 5.6134, grad_norm: 5.9544 2020-10-24 15:02:56,058 - mmaction - INFO - Epoch [60][380/921] lr: 1.000e-03, eta: 13:47:52, time: 1.281, data_time: 0.005, memory: 5811, loss_cls: 5.6079, loss: 5.6079, grad_norm: 5.9041 2020-10-24 15:03:22,051 - mmaction - INFO - Epoch [60][400/921] lr: 1.000e-03, eta: 13:47:25, time: 1.306, data_time: 0.011, memory: 5811, loss_cls: 5.6895, loss: 5.6895, grad_norm: 6.0100 2020-10-24 15:03:48,050 - mmaction - INFO - Epoch [60][420/921] lr: 1.000e-03, eta: 13:46:58, time: 1.296, data_time: 0.002, memory: 5811, loss_cls: 5.6315, loss: 5.6315, grad_norm: 5.8976 2020-10-24 15:04:13,671 - mmaction - INFO - Epoch [60][440/921] lr: 1.000e-03, eta: 13:46:30, time: 1.280, data_time: 0.007, memory: 5811, loss_cls: 5.5630, loss: 5.5630, grad_norm: 5.9740 2020-10-24 15:04:39,249 - mmaction - INFO - Epoch [60][460/921] lr: 1.000e-03, eta: 13:46:03, time: 1.283, data_time: 0.011, memory: 5811, loss_cls: 5.6865, loss: 5.6865, grad_norm: 6.1234 2020-10-24 15:05:05,346 - mmaction - INFO - Epoch [60][480/921] lr: 1.000e-03, eta: 13:45:36, time: 1.304, data_time: 0.003, memory: 5811, loss_cls: 5.6175, loss: 5.6175, grad_norm: 6.0818 2020-10-24 15:05:31,431 - mmaction - INFO - Epoch [60][500/921] lr: 1.000e-03, eta: 13:45:09, time: 1.301, data_time: 0.002, memory: 5811, loss_cls: 5.5484, loss: 5.5484, grad_norm: 5.9150 2020-10-24 15:05:56,752 - mmaction - INFO - Epoch [60][520/921] lr: 1.000e-03, eta: 13:44:41, time: 1.262, data_time: 0.008, memory: 5811, loss_cls: 5.6457, loss: 5.6457, grad_norm: 6.0488 2020-10-24 15:06:22,562 - mmaction - INFO - Epoch [60][540/921] lr: 1.000e-03, eta: 13:44:14, time: 1.298, data_time: 0.011, memory: 5811, loss_cls: 5.5863, loss: 5.5863, grad_norm: 6.0223 2020-10-24 15:06:48,859 - mmaction - INFO - Epoch [60][560/921] lr: 1.000e-03, eta: 13:43:47, time: 1.306, data_time: 0.002, memory: 5811, loss_cls: 5.6227, loss: 5.6227, grad_norm: 6.0396 2020-10-24 15:07:14,387 - mmaction - INFO - Epoch [60][580/921] lr: 1.000e-03, eta: 13:43:20, time: 1.283, data_time: 0.012, memory: 5811, loss_cls: 5.7013, loss: 5.7013, grad_norm: 5.9793 2020-10-24 15:07:40,493 - mmaction - INFO - Epoch [60][600/921] lr: 1.000e-03, eta: 13:42:53, time: 1.301, data_time: 0.008, memory: 5811, loss_cls: 5.5992, loss: 5.5992, grad_norm: 5.9492 2020-10-24 15:08:06,394 - mmaction - INFO - Epoch [60][620/921] lr: 1.000e-03, eta: 13:42:26, time: 1.295, data_time: 0.011, memory: 5811, loss_cls: 5.6848, loss: 5.6848, grad_norm: 6.0941 2020-10-24 15:08:32,649 - mmaction - INFO - Epoch [60][640/921] lr: 1.000e-03, eta: 13:41:59, time: 1.318, data_time: 0.011, memory: 5811, loss_cls: 5.5672, loss: 5.5672, grad_norm: 5.9573 2020-10-24 15:08:58,097 - mmaction - INFO - Epoch [60][660/921] lr: 1.000e-03, eta: 13:41:32, time: 1.272, data_time: 0.003, memory: 5811, loss_cls: 5.4841, loss: 5.4841, grad_norm: 5.9426 2020-10-24 15:09:24,362 - mmaction - INFO - Epoch [60][680/921] lr: 1.000e-03, eta: 13:41:05, time: 1.311, data_time: 0.005, memory: 5811, loss_cls: 5.6907, loss: 5.6907, grad_norm: 6.1020 2020-10-24 15:09:50,350 - mmaction - INFO - Epoch [60][700/921] lr: 1.000e-03, eta: 13:40:38, time: 1.302, data_time: 0.013, memory: 5811, loss_cls: 5.6382, loss: 5.6382, grad_norm: 5.9395 2020-10-24 15:10:15,253 - mmaction - INFO - Epoch [60][720/921] lr: 1.000e-03, eta: 13:40:10, time: 1.241, data_time: 0.005, memory: 5811, loss_cls: 5.7504, loss: 5.7504, grad_norm: 6.1008 2020-10-24 15:10:41,259 - mmaction - INFO - Epoch [60][740/921] lr: 1.000e-03, eta: 13:39:43, time: 1.305, data_time: 0.007, memory: 5811, loss_cls: 5.5436, loss: 5.5436, grad_norm: 5.9936 2020-10-24 15:11:07,437 - mmaction - INFO - Epoch [60][760/921] lr: 1.000e-03, eta: 13:39:16, time: 1.299, data_time: 0.002, memory: 5811, loss_cls: 5.6634, loss: 5.6634, grad_norm: 6.1079 2020-10-24 15:11:33,516 - mmaction - INFO - Epoch [60][780/921] lr: 1.000e-03, eta: 13:38:49, time: 1.314, data_time: 0.012, memory: 5811, loss_cls: 5.5727, loss: 5.5727, grad_norm: 5.9044 2020-10-24 15:12:00,223 - mmaction - INFO - Epoch [60][800/921] lr: 1.000e-03, eta: 13:38:22, time: 1.324, data_time: 0.003, memory: 5811, loss_cls: 5.6855, loss: 5.6855, grad_norm: 6.1574 2020-10-24 15:12:26,675 - mmaction - INFO - Epoch [60][820/921] lr: 1.000e-03, eta: 13:37:56, time: 1.326, data_time: 0.013, memory: 5811, loss_cls: 5.6271, loss: 5.6271, grad_norm: 6.0786 2020-10-24 15:12:52,878 - mmaction - INFO - Epoch [60][840/921] lr: 1.000e-03, eta: 13:37:29, time: 1.307, data_time: 0.011, memory: 5811, loss_cls: 5.6786, loss: 5.6786, grad_norm: 6.1361 2020-10-24 15:13:19,192 - mmaction - INFO - Epoch [60][860/921] lr: 1.000e-03, eta: 13:37:02, time: 1.319, data_time: 0.014, memory: 5811, loss_cls: 5.5205, loss: 5.5205, grad_norm: 6.0062 2020-10-24 15:13:45,017 - mmaction - INFO - Epoch [60][880/921] lr: 1.000e-03, eta: 13:36:35, time: 1.299, data_time: 0.010, memory: 5811, loss_cls: 5.6002, loss: 5.6002, grad_norm: 6.0413 2020-10-24 15:14:10,874 - mmaction - INFO - Epoch [60][900/921] lr: 1.000e-03, eta: 13:36:08, time: 1.292, data_time: 0.001, memory: 5811, loss_cls: 5.6007, loss: 5.6007, grad_norm: 5.9176 2020-10-24 15:14:35,795 - mmaction - INFO - Epoch [60][920/921] lr: 1.000e-03, eta: 13:35:40, time: 1.247, data_time: 0.004, memory: 5811, loss_cls: 5.7120, loss: 5.7120, grad_norm: 6.0697 2020-10-24 15:14:52,642 - mmaction - INFO - Saving checkpoint at 60 epochs 2020-10-24 15:16:51,193 - mmaction - INFO - Evaluating mean_average_precision... 2020-10-24 15:16:51,867 - mmaction - INFO - mean_average_precision 0.5440 2020-10-24 15:16:51,878 - mmaction - INFO - Epoch(val) [60][921] mean_average_precision: 0.5440 2020-10-24 15:17:27,851 - mmaction - INFO - Epoch [61][20/921] lr: 1.000e-03, eta: 13:35:18, time: 1.796, data_time: 1.149, memory: 5811, loss_cls: 5.6388, loss: 5.6388, grad_norm: 5.9666 2020-10-24 15:17:55,529 - mmaction - INFO - Epoch [61][40/921] lr: 1.000e-03, eta: 13:34:53, time: 1.382, data_time: 0.592, memory: 5811, loss_cls: 5.5520, loss: 5.5520, grad_norm: 5.8769 2020-10-24 15:18:22,020 - mmaction - INFO - Epoch [61][60/921] lr: 1.000e-03, eta: 13:34:26, time: 1.328, data_time: 0.270, memory: 5811, loss_cls: 5.4851, loss: 5.4851, grad_norm: 5.9623 2020-10-24 15:18:47,909 - mmaction - INFO - Epoch [61][80/921] lr: 1.000e-03, eta: 13:33:59, time: 1.290, data_time: 0.031, memory: 5811, loss_cls: 5.6875, loss: 5.6875, grad_norm: 6.0938 2020-10-24 15:19:14,025 - mmaction - INFO - Epoch [61][100/921] lr: 1.000e-03, eta: 13:33:32, time: 1.310, data_time: 0.063, memory: 5811, loss_cls: 5.5958, loss: 5.5958, grad_norm: 6.0333 2020-10-24 15:19:39,510 - mmaction - INFO - Epoch [61][120/921] lr: 1.000e-03, eta: 13:33:05, time: 1.275, data_time: 0.156, memory: 5811, loss_cls: 5.6075, loss: 5.6075, grad_norm: 6.0324 2020-10-24 15:20:06,498 - mmaction - INFO - Epoch [61][140/921] lr: 1.000e-03, eta: 13:32:38, time: 1.347, data_time: 0.130, memory: 5811, loss_cls: 5.7054, loss: 5.7054, grad_norm: 5.9982 2020-10-24 15:20:32,236 - mmaction - INFO - Epoch [61][160/921] lr: 1.000e-03, eta: 13:32:11, time: 1.285, data_time: 0.032, memory: 5811, loss_cls: 5.4724, loss: 5.4724, grad_norm: 5.8384 2020-10-24 15:20:58,467 - mmaction - INFO - Epoch [61][180/921] lr: 1.000e-03, eta: 13:31:44, time: 1.317, data_time: 0.018, memory: 5811, loss_cls: 5.6355, loss: 5.6355, grad_norm: 6.1181 2020-10-24 15:21:24,346 - mmaction - INFO - Epoch [61][200/921] lr: 1.000e-03, eta: 13:31:17, time: 1.285, data_time: 0.004, memory: 5811, loss_cls: 5.5110, loss: 5.5110, grad_norm: 6.0125 2020-10-24 15:21:50,050 - mmaction - INFO - Epoch [61][220/921] lr: 1.000e-03, eta: 13:30:50, time: 1.292, data_time: 0.012, memory: 5811, loss_cls: 5.6038, loss: 5.6038, grad_norm: 6.0423 2020-10-24 15:22:16,211 - mmaction - INFO - Epoch [61][240/921] lr: 1.000e-03, eta: 13:30:23, time: 1.308, data_time: 0.006, memory: 5811, loss_cls: 5.5623, loss: 5.5623, grad_norm: 6.0116 2020-10-24 15:22:41,825 - mmaction - INFO - Epoch [61][260/921] lr: 1.000e-03, eta: 13:29:56, time: 1.276, data_time: 0.005, memory: 5811, loss_cls: 5.6087, loss: 5.6087, grad_norm: 5.9096 2020-10-24 15:23:07,826 - mmaction - INFO - Epoch [61][280/921] lr: 1.000e-03, eta: 13:29:29, time: 1.307, data_time: 0.012, memory: 5811, loss_cls: 5.5990, loss: 5.5990, grad_norm: 5.9279 2020-10-24 15:23:34,127 - mmaction - INFO - Epoch [61][300/921] lr: 1.000e-03, eta: 13:29:02, time: 1.314, data_time: 0.025, memory: 5811, loss_cls: 5.5490, loss: 5.5490, grad_norm: 5.9954 2020-10-24 15:24:00,485 - mmaction - INFO - Epoch [61][320/921] lr: 1.000e-03, eta: 13:28:35, time: 1.313, data_time: 0.096, memory: 5811, loss_cls: 5.6777, loss: 5.6777, grad_norm: 6.0694 2020-10-24 15:24:26,515 - mmaction - INFO - Epoch [61][340/921] lr: 1.000e-03, eta: 13:28:08, time: 1.304, data_time: 0.047, memory: 5811, loss_cls: 5.6801, loss: 5.6801, grad_norm: 6.0782 2020-10-24 15:24:51,971 - mmaction - INFO - Epoch [61][360/921] lr: 1.000e-03, eta: 13:27:41, time: 1.277, data_time: 0.109, memory: 5811, loss_cls: 5.5818, loss: 5.5818, grad_norm: 6.0005 2020-10-24 15:25:18,873 - mmaction - INFO - Epoch [61][380/921] lr: 1.000e-03, eta: 13:27:14, time: 1.339, data_time: 0.216, memory: 5811, loss_cls: 5.5060, loss: 5.5060, grad_norm: 6.0105 2020-10-24 15:25:44,755 - mmaction - INFO - Epoch [61][400/921] lr: 1.000e-03, eta: 13:26:47, time: 1.296, data_time: 0.015, memory: 5811, loss_cls: 5.6585, loss: 5.6585, grad_norm: 6.1170 2020-10-24 15:26:10,216 - mmaction - INFO - Epoch [61][420/921] lr: 1.000e-03, eta: 13:26:20, time: 1.270, data_time: 0.006, memory: 5811, loss_cls: 5.5634, loss: 5.5634, grad_norm: 5.9059 2020-10-24 15:26:35,959 - mmaction - INFO - Epoch [61][440/921] lr: 1.000e-03, eta: 13:25:53, time: 1.295, data_time: 0.023, memory: 5811, loss_cls: 5.6756, loss: 5.6756, grad_norm: 6.0896 2020-10-24 15:27:01,765 - mmaction - INFO - Epoch [61][460/921] lr: 1.000e-03, eta: 13:25:26, time: 1.289, data_time: 0.002, memory: 5811, loss_cls: 5.4774, loss: 5.4774, grad_norm: 5.9373 2020-10-24 15:27:27,698 - mmaction - INFO - Epoch [61][480/921] lr: 1.000e-03, eta: 13:24:58, time: 1.297, data_time: 0.007, memory: 5811, loss_cls: 5.6359, loss: 5.6359, grad_norm: 6.1835 2020-10-24 15:27:53,654 - mmaction - INFO - Epoch [61][500/921] lr: 1.000e-03, eta: 13:24:31, time: 1.296, data_time: 0.055, memory: 5811, loss_cls: 5.5554, loss: 5.5554, grad_norm: 5.9441 2020-10-24 15:28:20,222 - mmaction - INFO - Epoch [61][520/921] lr: 1.000e-03, eta: 13:24:05, time: 1.330, data_time: 0.166, memory: 5811, loss_cls: 5.5339, loss: 5.5339, grad_norm: 6.0462 2020-10-24 15:28:46,031 - mmaction - INFO - Epoch [61][540/921] lr: 1.000e-03, eta: 13:23:38, time: 1.284, data_time: 0.023, memory: 5811, loss_cls: 5.5586, loss: 5.5586, grad_norm: 6.0255 2020-10-24 15:29:12,004 - mmaction - INFO - Epoch [61][560/921] lr: 1.000e-03, eta: 13:23:11, time: 1.302, data_time: 0.145, memory: 5811, loss_cls: 5.4658, loss: 5.4658, grad_norm: 5.9038 2020-10-24 15:29:38,083 - mmaction - INFO - Epoch [61][580/921] lr: 1.000e-03, eta: 13:22:44, time: 1.305, data_time: 0.384, memory: 5811, loss_cls: 5.6492, loss: 5.6492, grad_norm: 5.9345 2020-10-24 15:30:04,265 - mmaction - INFO - Epoch [61][600/921] lr: 1.000e-03, eta: 13:22:17, time: 1.310, data_time: 0.505, memory: 5811, loss_cls: 5.6140, loss: 5.6140, grad_norm: 6.1918 2020-10-24 15:30:29,762 - mmaction - INFO - Epoch [61][620/921] lr: 1.000e-03, eta: 13:21:49, time: 1.278, data_time: 0.603, memory: 5811, loss_cls: 5.6170, loss: 5.6170, grad_norm: 6.0778 2020-10-24 15:30:56,772 - mmaction - INFO - Epoch [61][640/921] lr: 1.000e-03, eta: 13:21:23, time: 1.343, data_time: 0.581, memory: 5811, loss_cls: 5.6006, loss: 5.6006, grad_norm: 6.0281 2020-10-24 15:31:22,708 - mmaction - INFO - Epoch [61][660/921] lr: 1.000e-03, eta: 13:20:56, time: 1.302, data_time: 0.406, memory: 5811, loss_cls: 5.6340, loss: 5.6340, grad_norm: 6.0791 2020-10-24 15:31:49,110 - mmaction - INFO - Epoch [61][680/921] lr: 1.000e-03, eta: 13:20:29, time: 1.317, data_time: 0.439, memory: 5811, loss_cls: 5.6780, loss: 5.6780, grad_norm: 6.1705 2020-10-24 15:32:15,448 - mmaction - INFO - Epoch [61][700/921] lr: 1.000e-03, eta: 13:20:03, time: 1.321, data_time: 0.685, memory: 5811, loss_cls: 5.5076, loss: 5.5076, grad_norm: 5.9900 2020-10-24 15:32:42,040 - mmaction - INFO - Epoch [61][720/921] lr: 1.000e-03, eta: 13:19:36, time: 1.323, data_time: 0.677, memory: 5811, loss_cls: 5.5217, loss: 5.5217, grad_norm: 5.9119 2020-10-24 15:33:07,877 - mmaction - INFO - Epoch [61][740/921] lr: 1.000e-03, eta: 13:19:09, time: 1.300, data_time: 0.704, memory: 5811, loss_cls: 5.7066, loss: 5.7066, grad_norm: 6.1998 2020-10-24 15:33:34,357 - mmaction - INFO - Epoch [61][760/921] lr: 1.000e-03, eta: 13:18:42, time: 1.323, data_time: 0.703, memory: 5811, loss_cls: 5.6714, loss: 5.6714, grad_norm: 6.1386 2020-10-24 15:33:59,502 - mmaction - INFO - Epoch [61][780/921] lr: 1.000e-03, eta: 13:18:15, time: 1.254, data_time: 0.646, memory: 5811, loss_cls: 5.6412, loss: 5.6412, grad_norm: 6.0150 2020-10-24 15:34:26,114 - mmaction - INFO - Epoch [61][800/921] lr: 1.000e-03, eta: 13:17:48, time: 1.334, data_time: 0.760, memory: 5811, loss_cls: 5.7135, loss: 5.7135, grad_norm: 6.0926 2020-10-24 15:34:52,765 - mmaction - INFO - Epoch [61][820/921] lr: 1.000e-03, eta: 13:17:22, time: 1.327, data_time: 0.718, memory: 5811, loss_cls: 5.6850, loss: 5.6850, grad_norm: 6.0434 2020-10-24 15:35:18,658 - mmaction - INFO - Epoch [61][840/921] lr: 1.000e-03, eta: 13:16:55, time: 1.293, data_time: 0.687, memory: 5811, loss_cls: 5.6140, loss: 5.6140, grad_norm: 6.0113 2020-10-24 15:35:45,052 - mmaction - INFO - Epoch [61][860/921] lr: 1.000e-03, eta: 13:16:28, time: 1.324, data_time: 0.683, memory: 5811, loss_cls: 5.6137, loss: 5.6137, grad_norm: 6.1213 2020-10-24 15:36:11,081 - mmaction - INFO - Epoch [61][880/921] lr: 1.000e-03, eta: 13:16:01, time: 1.299, data_time: 0.689, memory: 5811, loss_cls: 5.7526, loss: 5.7526, grad_norm: 6.1605 2020-10-24 15:36:37,859 - mmaction - INFO - Epoch [61][900/921] lr: 1.000e-03, eta: 13:15:35, time: 1.345, data_time: 0.721, memory: 5811, loss_cls: 5.5483, loss: 5.5483, grad_norm: 6.0188 2020-10-24 15:37:01,563 - mmaction - INFO - Epoch [61][920/921] lr: 1.000e-03, eta: 13:15:06, time: 1.185, data_time: 0.586, memory: 5811, loss_cls: 5.7228, loss: 5.7228, grad_norm: 6.1516 2020-10-24 15:37:44,005 - mmaction - INFO - Epoch [62][20/921] lr: 1.000e-03, eta: 13:14:48, time: 2.029, data_time: 1.520, memory: 5811, loss_cls: 5.6479, loss: 5.6479, grad_norm: 6.0824 2020-10-24 15:38:11,568 - mmaction - INFO - Epoch [62][40/921] lr: 1.000e-03, eta: 13:14:22, time: 1.375, data_time: 0.780, memory: 5811, loss_cls: 5.5141, loss: 5.5141, grad_norm: 6.1055 2020-10-24 15:38:38,810 - mmaction - INFO - Epoch [62][60/921] lr: 1.000e-03, eta: 13:13:56, time: 1.365, data_time: 0.362, memory: 5811, loss_cls: 5.6432, loss: 5.6432, grad_norm: 6.0755 2020-10-24 15:39:04,970 - mmaction - INFO - Epoch [62][80/921] lr: 1.000e-03, eta: 13:13:29, time: 1.301, data_time: 0.015, memory: 5811, loss_cls: 5.5001, loss: 5.5001, grad_norm: 6.0601 2020-10-24 15:39:31,280 - mmaction - INFO - Epoch [62][100/921] lr: 1.000e-03, eta: 13:13:02, time: 1.316, data_time: 0.013, memory: 5811, loss_cls: 5.6626, loss: 5.6626, grad_norm: 6.1098 2020-10-24 15:39:57,156 - mmaction - INFO - Epoch [62][120/921] lr: 1.000e-03, eta: 13:12:35, time: 1.294, data_time: 0.013, memory: 5811, loss_cls: 5.5768, loss: 5.5768, grad_norm: 5.9763 2020-10-24 15:40:23,638 - mmaction - INFO - Epoch [62][140/921] lr: 1.000e-03, eta: 13:12:08, time: 1.329, data_time: 0.010, memory: 5811, loss_cls: 5.6141, loss: 5.6141, grad_norm: 5.9934 2020-10-24 15:40:50,027 - mmaction - INFO - Epoch [62][160/921] lr: 1.000e-03, eta: 13:11:42, time: 1.317, data_time: 0.004, memory: 5811, loss_cls: 5.4073, loss: 5.4073, grad_norm: 5.9525 2020-10-24 15:41:16,229 - mmaction - INFO - Epoch [62][180/921] lr: 1.000e-03, eta: 13:11:15, time: 1.312, data_time: 0.008, memory: 5811, loss_cls: 5.7343, loss: 5.7343, grad_norm: 6.2208 2020-10-24 15:41:41,619 - mmaction - INFO - Epoch [62][200/921] lr: 1.000e-03, eta: 13:10:47, time: 1.269, data_time: 0.006, memory: 5811, loss_cls: 5.5694, loss: 5.5694, grad_norm: 6.1191 2020-10-24 15:42:07,426 - mmaction - INFO - Epoch [62][220/921] lr: 1.000e-03, eta: 13:10:20, time: 1.288, data_time: 0.005, memory: 5811, loss_cls: 5.7171, loss: 5.7171, grad_norm: 6.2849 2020-10-24 15:42:33,209 - mmaction - INFO - Epoch [62][240/921] lr: 1.000e-03, eta: 13:09:53, time: 1.284, data_time: 0.007, memory: 5811, loss_cls: 5.5514, loss: 5.5514, grad_norm: 5.9780 2020-10-24 15:42:58,946 - mmaction - INFO - Epoch [62][260/921] lr: 1.000e-03, eta: 13:09:26, time: 1.296, data_time: 0.012, memory: 5811, loss_cls: 5.5840, loss: 5.5840, grad_norm: 6.1725 2020-10-24 15:43:24,819 - mmaction - INFO - Epoch [62][280/921] lr: 1.000e-03, eta: 13:08:59, time: 1.286, data_time: 0.004, memory: 5811, loss_cls: 5.6132, loss: 5.6132, grad_norm: 6.0131 2020-10-24 15:43:50,521 - mmaction - INFO - Epoch [62][300/921] lr: 1.000e-03, eta: 13:08:32, time: 1.286, data_time: 0.012, memory: 5811, loss_cls: 5.4962, loss: 5.4962, grad_norm: 5.9706 2020-10-24 15:44:16,239 - mmaction - INFO - Epoch [62][320/921] lr: 1.000e-03, eta: 13:08:04, time: 1.294, data_time: 0.010, memory: 5811, loss_cls: 5.6514, loss: 5.6514, grad_norm: 6.1571 2020-10-24 15:44:42,538 - mmaction - INFO - Epoch [62][340/921] lr: 1.000e-03, eta: 13:07:37, time: 1.303, data_time: 0.004, memory: 5811, loss_cls: 5.6265, loss: 5.6265, grad_norm: 6.0484 2020-10-24 15:45:08,618 - mmaction - INFO - Epoch [62][360/921] lr: 1.000e-03, eta: 13:07:11, time: 1.313, data_time: 0.015, memory: 5811, loss_cls: 5.5981, loss: 5.5981, grad_norm: 6.0648 2020-10-24 15:45:34,079 - mmaction - INFO - Epoch [62][380/921] lr: 1.000e-03, eta: 13:06:43, time: 1.273, data_time: 0.010, memory: 5811, loss_cls: 5.6024, loss: 5.6024, grad_norm: 6.1184 2020-10-24 15:45:59,995 - mmaction - INFO - Epoch [62][400/921] lr: 1.000e-03, eta: 13:06:16, time: 1.297, data_time: 0.005, memory: 5811, loss_cls: 5.7355, loss: 5.7355, grad_norm: 6.1157 2020-10-24 15:46:26,021 - mmaction - INFO - Epoch [62][420/921] lr: 1.000e-03, eta: 13:05:49, time: 1.296, data_time: 0.005, memory: 5811, loss_cls: 5.4439, loss: 5.4439, grad_norm: 5.9245 2020-10-24 15:46:52,339 - mmaction - INFO - Epoch [62][440/921] lr: 1.000e-03, eta: 13:05:22, time: 1.316, data_time: 0.010, memory: 5811, loss_cls: 5.5759, loss: 5.5759, grad_norm: 6.1381 2020-10-24 15:47:18,393 - mmaction - INFO - Epoch [62][460/921] lr: 1.000e-03, eta: 13:04:55, time: 1.299, data_time: 0.011, memory: 5811, loss_cls: 5.6559, loss: 5.6559, grad_norm: 6.0886 2020-10-24 15:47:44,504 - mmaction - INFO - Epoch [62][480/921] lr: 1.000e-03, eta: 13:04:29, time: 1.317, data_time: 0.016, memory: 5811, loss_cls: 5.6163, loss: 5.6163, grad_norm: 6.0263 2020-10-24 15:48:09,750 - mmaction - INFO - Epoch [62][500/921] lr: 1.000e-03, eta: 13:04:01, time: 1.259, data_time: 0.002, memory: 5811, loss_cls: 5.5619, loss: 5.5619, grad_norm: 6.0431 2020-10-24 15:48:36,383 - mmaction - INFO - Epoch [62][520/921] lr: 1.000e-03, eta: 13:03:35, time: 1.335, data_time: 0.022, memory: 5811, loss_cls: 5.5494, loss: 5.5494, grad_norm: 6.0692 2020-10-24 15:49:01,127 - mmaction - INFO - Epoch [62][540/921] lr: 1.000e-03, eta: 13:03:07, time: 1.237, data_time: 0.004, memory: 5811, loss_cls: 5.8059, loss: 5.8059, grad_norm: 6.2154 2020-10-24 15:49:27,169 - mmaction - INFO - Epoch [62][560/921] lr: 1.000e-03, eta: 13:02:40, time: 1.296, data_time: 0.001, memory: 5811, loss_cls: 5.6229, loss: 5.6229, grad_norm: 6.1165 2020-10-24 15:49:53,345 - mmaction - INFO - Epoch [62][580/921] lr: 1.000e-03, eta: 13:02:13, time: 1.312, data_time: 0.011, memory: 5811, loss_cls: 5.7509, loss: 5.7509, grad_norm: 6.3120 2020-10-24 15:50:19,628 - mmaction - INFO - Epoch [62][600/921] lr: 1.000e-03, eta: 13:01:46, time: 1.315, data_time: 0.004, memory: 5811, loss_cls: 5.6894, loss: 5.6894, grad_norm: 6.1511 2020-10-24 15:50:45,162 - mmaction - INFO - Epoch [62][620/921] lr: 1.000e-03, eta: 13:01:19, time: 1.273, data_time: 0.003, memory: 5811, loss_cls: 5.5955, loss: 5.5955, grad_norm: 6.1077 2020-10-24 15:51:10,771 - mmaction - INFO - Epoch [62][640/921] lr: 1.000e-03, eta: 13:00:52, time: 1.281, data_time: 0.012, memory: 5811, loss_cls: 5.6254, loss: 5.6254, grad_norm: 6.0944 2020-10-24 15:51:36,508 - mmaction - INFO - Epoch [62][660/921] lr: 1.000e-03, eta: 13:00:24, time: 1.283, data_time: 0.007, memory: 5811, loss_cls: 5.5980, loss: 5.5980, grad_norm: 6.0217 2020-10-24 15:52:02,483 - mmaction - INFO - Epoch [62][680/921] lr: 1.000e-03, eta: 12:59:57, time: 1.306, data_time: 0.013, memory: 5811, loss_cls: 5.6229, loss: 5.6229, grad_norm: 6.0147 2020-10-24 15:52:29,042 - mmaction - INFO - Epoch [62][700/921] lr: 1.000e-03, eta: 12:59:31, time: 1.320, data_time: 0.004, memory: 5811, loss_cls: 5.5999, loss: 5.5999, grad_norm: 6.0704 2020-10-24 15:52:54,758 - mmaction - INFO - Epoch [62][720/921] lr: 1.000e-03, eta: 12:59:04, time: 1.287, data_time: 0.011, memory: 5811, loss_cls: 5.6193, loss: 5.6193, grad_norm: 6.1714 2020-10-24 15:53:20,776 - mmaction - INFO - Epoch [62][740/921] lr: 1.000e-03, eta: 12:58:37, time: 1.297, data_time: 0.011, memory: 5811, loss_cls: 5.6241, loss: 5.6241, grad_norm: 6.2924 2020-10-24 15:53:46,861 - mmaction - INFO - Epoch [62][760/921] lr: 1.000e-03, eta: 12:58:10, time: 1.310, data_time: 0.013, memory: 5811, loss_cls: 5.4989, loss: 5.4989, grad_norm: 6.0959 2020-10-24 15:54:13,253 - mmaction - INFO - Epoch [62][780/921] lr: 1.000e-03, eta: 12:57:43, time: 1.324, data_time: 0.007, memory: 5811, loss_cls: 5.6160, loss: 5.6160, grad_norm: 5.9308 2020-10-24 15:54:39,309 - mmaction - INFO - Epoch [62][800/921] lr: 1.000e-03, eta: 12:57:16, time: 1.299, data_time: 0.003, memory: 5811, loss_cls: 5.7423, loss: 5.7423, grad_norm: 6.1041 2020-10-24 15:55:05,300 - mmaction - INFO - Epoch [62][820/921] lr: 1.000e-03, eta: 12:56:49, time: 1.301, data_time: 0.008, memory: 5811, loss_cls: 5.5233, loss: 5.5233, grad_norm: 5.8797 2020-10-24 15:55:32,045 - mmaction - INFO - Epoch [62][840/921] lr: 1.000e-03, eta: 12:56:23, time: 1.341, data_time: 0.005, memory: 5811, loss_cls: 5.5529, loss: 5.5529, grad_norm: 6.0505 2020-10-24 15:55:57,747 - mmaction - INFO - Epoch [62][860/921] lr: 1.000e-03, eta: 12:55:56, time: 1.280, data_time: 0.002, memory: 5811, loss_cls: 5.7166, loss: 5.7166, grad_norm: 6.2464 2020-10-24 15:56:23,473 - mmaction - INFO - Epoch [62][880/921] lr: 1.000e-03, eta: 12:55:28, time: 1.292, data_time: 0.008, memory: 5811, loss_cls: 5.6576, loss: 5.6576, grad_norm: 6.1273 2020-10-24 15:56:49,700 - mmaction - INFO - Epoch [62][900/921] lr: 1.000e-03, eta: 12:55:01, time: 1.299, data_time: 0.002, memory: 5811, loss_cls: 5.6529, loss: 5.6529, grad_norm: 6.1008 2020-10-24 15:57:14,792 - mmaction - INFO - Epoch [62][920/921] lr: 1.000e-03, eta: 12:54:34, time: 1.267, data_time: 0.015, memory: 5811, loss_cls: 5.5299, loss: 5.5299, grad_norm: 6.0906 2020-10-24 15:57:59,314 - mmaction - INFO - Epoch [63][20/921] lr: 1.000e-03, eta: 12:54:17, time: 2.104, data_time: 0.722, memory: 5811, loss_cls: 5.5829, loss: 5.5829, grad_norm: 6.0564 2020-10-24 15:58:26,853 - mmaction - INFO - Epoch [63][40/921] lr: 1.000e-03, eta: 12:53:51, time: 1.376, data_time: 0.012, memory: 5811, loss_cls: 5.5951, loss: 5.5951, grad_norm: 6.0826 2020-10-24 15:58:54,011 - mmaction - INFO - Epoch [63][60/921] lr: 1.000e-03, eta: 12:53:25, time: 1.359, data_time: 0.004, memory: 5811, loss_cls: 5.4941, loss: 5.4941, grad_norm: 6.2720 2020-10-24 15:59:19,851 - mmaction - INFO - Epoch [63][80/921] lr: 1.000e-03, eta: 12:52:57, time: 1.292, data_time: 0.003, memory: 5811, loss_cls: 5.5445, loss: 5.5445, grad_norm: 6.0644 2020-10-24 15:59:45,608 - mmaction - INFO - Epoch [63][100/921] lr: 1.000e-03, eta: 12:52:30, time: 1.276, data_time: 0.003, memory: 5811, loss_cls: 5.4661, loss: 5.4661, grad_norm: 5.9317 2020-10-24 16:00:11,682 - mmaction - INFO - Epoch [63][120/921] lr: 1.000e-03, eta: 12:52:03, time: 1.312, data_time: 0.016, memory: 5811, loss_cls: 5.5845, loss: 5.5845, grad_norm: 5.9856 2020-10-24 16:00:38,007 - mmaction - INFO - Epoch [63][140/921] lr: 1.000e-03, eta: 12:51:37, time: 1.321, data_time: 0.010, memory: 5811, loss_cls: 5.5903, loss: 5.5903, grad_norm: 6.0101 2020-10-24 16:01:03,721 - mmaction - INFO - Epoch [63][160/921] lr: 1.000e-03, eta: 12:51:09, time: 1.286, data_time: 0.003, memory: 5811, loss_cls: 5.5489, loss: 5.5489, grad_norm: 6.0887 2020-10-24 16:01:30,070 - mmaction - INFO - Epoch [63][180/921] lr: 1.000e-03, eta: 12:50:43, time: 1.309, data_time: 0.004, memory: 5811, loss_cls: 5.5836, loss: 5.5836, grad_norm: 6.1944 2020-10-24 16:01:55,111 - mmaction - INFO - Epoch [63][200/921] lr: 1.000e-03, eta: 12:50:15, time: 1.259, data_time: 0.010, memory: 5811, loss_cls: 5.6598, loss: 5.6598, grad_norm: 6.1576 2020-10-24 16:02:20,923 - mmaction - INFO - Epoch [63][220/921] lr: 1.000e-03, eta: 12:49:48, time: 1.287, data_time: 0.004, memory: 5811, loss_cls: 5.5027, loss: 5.5027, grad_norm: 6.1276 2020-10-24 16:02:46,716 - mmaction - INFO - Epoch [63][240/921] lr: 1.000e-03, eta: 12:49:21, time: 1.293, data_time: 0.006, memory: 5811, loss_cls: 5.4271, loss: 5.4271, grad_norm: 5.9834 2020-10-24 16:03:12,658 - mmaction - INFO - Epoch [63][260/921] lr: 1.000e-03, eta: 12:48:54, time: 1.295, data_time: 0.005, memory: 5811, loss_cls: 5.6457, loss: 5.6457, grad_norm: 6.2122 2020-10-24 16:03:38,624 - mmaction - INFO - Epoch [63][280/921] lr: 1.000e-03, eta: 12:48:27, time: 1.302, data_time: 0.009, memory: 5811, loss_cls: 5.5853, loss: 5.5853, grad_norm: 6.1149 2020-10-24 16:04:04,522 - mmaction - INFO - Epoch [63][300/921] lr: 1.000e-03, eta: 12:48:00, time: 1.290, data_time: 0.004, memory: 5811, loss_cls: 5.7181, loss: 5.7181, grad_norm: 6.1436 2020-10-24 16:04:30,296 - mmaction - INFO - Epoch [63][320/921] lr: 1.000e-03, eta: 12:47:33, time: 1.293, data_time: 0.007, memory: 5811, loss_cls: 5.6249, loss: 5.6249, grad_norm: 6.1206 2020-10-24 16:04:55,692 - mmaction - INFO - Epoch [63][340/921] lr: 1.000e-03, eta: 12:47:05, time: 1.270, data_time: 0.003, memory: 5811, loss_cls: 5.6531, loss: 5.6531, grad_norm: 6.1094 2020-10-24 16:05:21,759 - mmaction - INFO - Epoch [63][360/921] lr: 1.000e-03, eta: 12:46:38, time: 1.296, data_time: 0.002, memory: 5811, loss_cls: 5.7107, loss: 5.7107, grad_norm: 6.1899 2020-10-24 16:05:47,665 - mmaction - INFO - Epoch [63][380/921] lr: 1.000e-03, eta: 12:46:11, time: 1.304, data_time: 0.010, memory: 5811, loss_cls: 5.6028, loss: 5.6028, grad_norm: 6.0467 2020-10-24 16:06:13,390 - mmaction - INFO - Epoch [63][400/921] lr: 1.000e-03, eta: 12:45:44, time: 1.276, data_time: 0.003, memory: 5811, loss_cls: 5.7097, loss: 5.7097, grad_norm: 6.1292 2020-10-24 16:06:39,115 - mmaction - INFO - Epoch [63][420/921] lr: 1.000e-03, eta: 12:45:17, time: 1.293, data_time: 0.013, memory: 5811, loss_cls: 5.7036, loss: 5.7036, grad_norm: 6.1021 2020-10-24 16:07:04,898 - mmaction - INFO - Epoch [63][440/921] lr: 1.000e-03, eta: 12:44:50, time: 1.290, data_time: 0.007, memory: 5811, loss_cls: 5.6127, loss: 5.6127, grad_norm: 6.1434 2020-10-24 16:07:30,504 - mmaction - INFO - Epoch [63][460/921] lr: 1.000e-03, eta: 12:44:23, time: 1.282, data_time: 0.004, memory: 5811, loss_cls: 5.5721, loss: 5.5721, grad_norm: 6.0201 2020-10-24 16:07:56,171 - mmaction - INFO - Epoch [63][480/921] lr: 1.000e-03, eta: 12:43:55, time: 1.282, data_time: 0.005, memory: 5811, loss_cls: 5.5619, loss: 5.5619, grad_norm: 5.9779 2020-10-24 16:08:22,188 - mmaction - INFO - Epoch [63][500/921] lr: 1.000e-03, eta: 12:43:29, time: 1.303, data_time: 0.005, memory: 5811, loss_cls: 5.6482, loss: 5.6482, grad_norm: 6.1230 2020-10-24 16:08:48,095 - mmaction - INFO - Epoch [63][520/921] lr: 1.000e-03, eta: 12:43:01, time: 1.291, data_time: 0.003, memory: 5811, loss_cls: 5.5638, loss: 5.5638, grad_norm: 6.1800 2020-10-24 16:09:13,969 - mmaction - INFO - Epoch [63][540/921] lr: 1.000e-03, eta: 12:42:34, time: 1.298, data_time: 0.009, memory: 5811, loss_cls: 5.6382, loss: 5.6382, grad_norm: 6.2556 2020-10-24 16:09:40,074 - mmaction - INFO - Epoch [63][560/921] lr: 1.000e-03, eta: 12:42:07, time: 1.294, data_time: 0.006, memory: 5811, loss_cls: 5.7549, loss: 5.7549, grad_norm: 6.3008 2020-10-24 16:10:06,220 - mmaction - INFO - Epoch [63][580/921] lr: 1.000e-03, eta: 12:41:41, time: 1.307, data_time: 0.012, memory: 5811, loss_cls: 5.5342, loss: 5.5342, grad_norm: 6.0745 2020-10-24 16:10:31,850 - mmaction - INFO - Epoch [63][600/921] lr: 1.000e-03, eta: 12:41:14, time: 1.293, data_time: 0.013, memory: 5811, loss_cls: 5.6023, loss: 5.6023, grad_norm: 6.1309 2020-10-24 16:10:58,280 - mmaction - INFO - Epoch [63][620/921] lr: 1.000e-03, eta: 12:40:47, time: 1.318, data_time: 0.001, memory: 5811, loss_cls: 5.5161, loss: 5.5161, grad_norm: 6.0348 2020-10-24 16:11:24,489 - mmaction - INFO - Epoch [63][640/921] lr: 1.000e-03, eta: 12:40:20, time: 1.308, data_time: 0.011, memory: 5811, loss_cls: 5.4145, loss: 5.4145, grad_norm: 6.0570 2020-10-24 16:11:50,604 - mmaction - INFO - Epoch [63][660/921] lr: 1.000e-03, eta: 12:39:53, time: 1.312, data_time: 0.008, memory: 5811, loss_cls: 5.5645, loss: 5.5645, grad_norm: 6.1883 2020-10-24 16:12:16,575 - mmaction - INFO - Epoch [63][680/921] lr: 1.000e-03, eta: 12:39:26, time: 1.287, data_time: 0.003, memory: 5811, loss_cls: 5.5189, loss: 5.5189, grad_norm: 6.1104 2020-10-24 16:12:42,300 - mmaction - INFO - Epoch [63][700/921] lr: 1.000e-03, eta: 12:38:59, time: 1.295, data_time: 0.013, memory: 5811, loss_cls: 5.6272, loss: 5.6272, grad_norm: 5.9969 2020-10-24 16:13:08,297 - mmaction - INFO - Epoch [63][720/921] lr: 1.000e-03, eta: 12:38:32, time: 1.298, data_time: 0.005, memory: 5811, loss_cls: 5.5472, loss: 5.5472, grad_norm: 5.9843 2020-10-24 16:13:34,201 - mmaction - INFO - Epoch [63][740/921] lr: 1.000e-03, eta: 12:38:05, time: 1.295, data_time: 0.019, memory: 5811, loss_cls: 5.6282, loss: 5.6282, grad_norm: 6.2511 2020-10-24 16:13:59,927 - mmaction - INFO - Epoch [63][760/921] lr: 1.000e-03, eta: 12:37:38, time: 1.284, data_time: 0.007, memory: 5811, loss_cls: 5.6640, loss: 5.6640, grad_norm: 6.2412 2020-10-24 16:14:26,203 - mmaction - INFO - Epoch [63][780/921] lr: 1.000e-03, eta: 12:37:11, time: 1.312, data_time: 0.023, memory: 5811, loss_cls: 5.5700, loss: 5.5700, grad_norm: 6.0804 2020-10-24 16:14:52,023 - mmaction - INFO - Epoch [63][800/921] lr: 1.000e-03, eta: 12:36:44, time: 1.296, data_time: 0.014, memory: 5811, loss_cls: 5.6646, loss: 5.6646, grad_norm: 6.2395 2020-10-24 16:15:17,906 - mmaction - INFO - Epoch [63][820/921] lr: 1.000e-03, eta: 12:36:17, time: 1.294, data_time: 0.006, memory: 5811, loss_cls: 5.6635, loss: 5.6635, grad_norm: 6.2233 2020-10-24 16:15:43,756 - mmaction - INFO - Epoch [63][840/921] lr: 1.000e-03, eta: 12:35:50, time: 1.293, data_time: 0.008, memory: 5811, loss_cls: 5.7811, loss: 5.7811, grad_norm: 6.1537 2020-10-24 16:16:09,299 - mmaction - INFO - Epoch [63][860/921] lr: 1.000e-03, eta: 12:35:23, time: 1.277, data_time: 0.005, memory: 5811, loss_cls: 5.5779, loss: 5.5779, grad_norm: 5.9832 2020-10-24 16:16:35,489 - mmaction - INFO - Epoch [63][880/921] lr: 1.000e-03, eta: 12:34:56, time: 1.308, data_time: 0.005, memory: 5811, loss_cls: 5.6149, loss: 5.6149, grad_norm: 6.0242 2020-10-24 16:17:01,631 - mmaction - INFO - Epoch [63][900/921] lr: 1.000e-03, eta: 12:34:29, time: 1.312, data_time: 0.005, memory: 5811, loss_cls: 5.5742, loss: 5.5742, grad_norm: 6.1091 2020-10-24 16:17:26,046 - mmaction - INFO - Epoch [63][920/921] lr: 1.000e-03, eta: 12:34:01, time: 1.221, data_time: 0.007, memory: 5811, loss_cls: 5.6496, loss: 5.6496, grad_norm: 6.2525 2020-10-24 16:18:15,333 - mmaction - INFO - Epoch [64][20/921] lr: 1.000e-03, eta: 12:33:46, time: 2.312, data_time: 1.446, memory: 5811, loss_cls: 5.6230, loss: 5.6230, grad_norm: 6.1203 2020-10-24 16:18:42,231 - mmaction - INFO - Epoch [64][40/921] lr: 1.000e-03, eta: 12:33:20, time: 1.343, data_time: 0.026, memory: 5811, loss_cls: 5.6674, loss: 5.6674, grad_norm: 6.2549 2020-10-24 16:19:08,566 - mmaction - INFO - Epoch [64][60/921] lr: 1.000e-03, eta: 12:32:53, time: 1.319, data_time: 0.006, memory: 5811, loss_cls: 5.6156, loss: 5.6156, grad_norm: 6.1803 2020-10-24 16:19:35,680 - mmaction - INFO - Epoch [64][80/921] lr: 1.000e-03, eta: 12:32:27, time: 1.356, data_time: 0.004, memory: 5811, loss_cls: 5.5417, loss: 5.5417, grad_norm: 6.1542 2020-10-24 16:20:03,255 - mmaction - INFO - Epoch [64][100/921] lr: 1.000e-03, eta: 12:32:01, time: 1.377, data_time: 0.002, memory: 5811, loss_cls: 5.5583, loss: 5.5583, grad_norm: 6.0866 2020-10-24 16:20:29,783 - mmaction - INFO - Epoch [64][120/921] lr: 1.000e-03, eta: 12:31:34, time: 1.323, data_time: 0.006, memory: 5811, loss_cls: 5.6398, loss: 5.6398, grad_norm: 6.2274 2020-10-24 16:20:56,069 - mmaction - INFO - Epoch [64][140/921] lr: 1.000e-03, eta: 12:31:08, time: 1.319, data_time: 0.008, memory: 5811, loss_cls: 5.5489, loss: 5.5489, grad_norm: 6.0741 2020-10-24 16:21:22,244 - mmaction - INFO - Epoch [64][160/921] lr: 1.000e-03, eta: 12:30:41, time: 1.305, data_time: 0.004, memory: 5811, loss_cls: 5.6734, loss: 5.6734, grad_norm: 6.2656 2020-10-24 16:21:49,221 - mmaction - INFO - Epoch [64][180/921] lr: 1.000e-03, eta: 12:30:15, time: 1.348, data_time: 0.017, memory: 5811, loss_cls: 5.5640, loss: 5.5640, grad_norm: 6.1545 2020-10-24 16:22:15,296 - mmaction - INFO - Epoch [64][200/921] lr: 1.000e-03, eta: 12:29:48, time: 1.307, data_time: 0.007, memory: 5811, loss_cls: 5.4864, loss: 5.4864, grad_norm: 6.0935 2020-10-24 16:22:42,044 - mmaction - INFO - Epoch [64][220/921] lr: 1.000e-03, eta: 12:29:21, time: 1.329, data_time: 0.004, memory: 5811, loss_cls: 5.6457, loss: 5.6457, grad_norm: 6.1829 2020-10-24 16:23:08,771 - mmaction - INFO - Epoch [64][240/921] lr: 1.000e-03, eta: 12:28:55, time: 1.344, data_time: 0.021, memory: 5811, loss_cls: 5.6280, loss: 5.6280, grad_norm: 6.1810 2020-10-24 16:23:35,418 - mmaction - INFO - Epoch [64][260/921] lr: 1.000e-03, eta: 12:28:28, time: 1.333, data_time: 0.005, memory: 5811, loss_cls: 5.5265, loss: 5.5265, grad_norm: 6.1220 2020-10-24 16:24:01,563 - mmaction - INFO - Epoch [64][280/921] lr: 1.000e-03, eta: 12:28:01, time: 1.306, data_time: 0.007, memory: 5811, loss_cls: 5.5837, loss: 5.5837, grad_norm: 6.1211 2020-10-24 16:24:28,213 - mmaction - INFO - Epoch [64][300/921] lr: 1.000e-03, eta: 12:27:35, time: 1.332, data_time: 0.007, memory: 5811, loss_cls: 5.6062, loss: 5.6062, grad_norm: 6.1771 2020-10-24 16:24:54,239 - mmaction - INFO - Epoch [64][320/921] lr: 1.000e-03, eta: 12:27:08, time: 1.303, data_time: 0.008, memory: 5811, loss_cls: 5.6612, loss: 5.6612, grad_norm: 6.2224 2020-10-24 16:25:20,560 - mmaction - INFO - Epoch [64][340/921] lr: 1.000e-03, eta: 12:26:41, time: 1.316, data_time: 0.003, memory: 5811, loss_cls: 5.5900, loss: 5.5900, grad_norm: 6.2117 2020-10-24 16:25:46,888 - mmaction - INFO - Epoch [64][360/921] lr: 1.000e-03, eta: 12:26:15, time: 1.315, data_time: 0.005, memory: 5811, loss_cls: 5.5675, loss: 5.5675, grad_norm: 6.2627 2020-10-24 16:26:13,479 - mmaction - INFO - Epoch [64][380/921] lr: 1.000e-03, eta: 12:25:48, time: 1.333, data_time: 0.006, memory: 5811, loss_cls: 5.6593, loss: 5.6593, grad_norm: 6.1933 2020-10-24 16:26:39,105 - mmaction - INFO - Epoch [64][400/921] lr: 1.000e-03, eta: 12:25:21, time: 1.279, data_time: 0.001, memory: 5811, loss_cls: 5.7408, loss: 5.7408, grad_norm: 6.2208 2020-10-24 16:27:05,192 - mmaction - INFO - Epoch [64][420/921] lr: 1.000e-03, eta: 12:24:54, time: 1.296, data_time: 0.005, memory: 5811, loss_cls: 5.7323, loss: 5.7323, grad_norm: 6.4591 2020-10-24 16:27:30,873 - mmaction - INFO - Epoch [64][440/921] lr: 1.000e-03, eta: 12:24:27, time: 1.295, data_time: 0.012, memory: 5811, loss_cls: 5.7005, loss: 5.7005, grad_norm: 6.2165 2020-10-24 16:27:57,030 - mmaction - INFO - Epoch [64][460/921] lr: 1.000e-03, eta: 12:24:00, time: 1.306, data_time: 0.003, memory: 5811, loss_cls: 5.5314, loss: 5.5314, grad_norm: 6.0422 2020-10-24 16:28:22,990 - mmaction - INFO - Epoch [64][480/921] lr: 1.000e-03, eta: 12:23:33, time: 1.295, data_time: 0.006, memory: 5811, loss_cls: 5.5819, loss: 5.5819, grad_norm: 6.1630 2020-10-24 16:28:49,299 - mmaction - INFO - Epoch [64][500/921] lr: 1.000e-03, eta: 12:23:06, time: 1.314, data_time: 0.007, memory: 5811, loss_cls: 5.6526, loss: 5.6526, grad_norm: 6.2505 2020-10-24 16:29:15,496 - mmaction - INFO - Epoch [64][520/921] lr: 1.000e-03, eta: 12:22:40, time: 1.316, data_time: 0.009, memory: 5811, loss_cls: 5.4351, loss: 5.4351, grad_norm: 6.1436 2020-10-24 16:29:41,930 - mmaction - INFO - Epoch [64][540/921] lr: 1.000e-03, eta: 12:22:13, time: 1.318, data_time: 0.002, memory: 5811, loss_cls: 5.5073, loss: 5.5073, grad_norm: 6.1238 2020-10-24 16:30:07,911 - mmaction - INFO - Epoch [64][560/921] lr: 1.000e-03, eta: 12:21:46, time: 1.287, data_time: 0.006, memory: 5811, loss_cls: 5.6154, loss: 5.6154, grad_norm: 6.3076 2020-10-24 16:30:34,054 - mmaction - INFO - Epoch [64][580/921] lr: 1.000e-03, eta: 12:21:19, time: 1.324, data_time: 0.017, memory: 5811, loss_cls: 5.5769, loss: 5.5769, grad_norm: 6.1463 2020-10-24 16:31:00,017 - mmaction - INFO - Epoch [64][600/921] lr: 1.000e-03, eta: 12:20:52, time: 1.293, data_time: 0.002, memory: 5811, loss_cls: 5.6444, loss: 5.6444, grad_norm: 6.1339 2020-10-24 16:31:26,282 - mmaction - INFO - Epoch [64][620/921] lr: 1.000e-03, eta: 12:20:25, time: 1.318, data_time: 0.008, memory: 5811, loss_cls: 5.4675, loss: 5.4675, grad_norm: 5.9292 2020-10-24 16:31:52,646 - mmaction - INFO - Epoch [64][640/921] lr: 1.000e-03, eta: 12:19:59, time: 1.318, data_time: 0.008, memory: 5811, loss_cls: 5.7015, loss: 5.7015, grad_norm: 6.2625 2020-10-24 16:32:18,977 - mmaction - INFO - Epoch [64][660/921] lr: 1.000e-03, eta: 12:19:32, time: 1.316, data_time: 0.001, memory: 5811, loss_cls: 5.5145, loss: 5.5145, grad_norm: 6.0155 2020-10-24 16:32:44,791 - mmaction - INFO - Epoch [64][680/921] lr: 1.000e-03, eta: 12:19:05, time: 1.288, data_time: 0.002, memory: 5811, loss_cls: 5.7223, loss: 5.7223, grad_norm: 6.1457 2020-10-24 16:33:10,743 - mmaction - INFO - Epoch [64][700/921] lr: 1.000e-03, eta: 12:18:38, time: 1.299, data_time: 0.005, memory: 5811, loss_cls: 5.7859, loss: 5.7859, grad_norm: 6.3165 2020-10-24 16:33:36,746 - mmaction - INFO - Epoch [64][720/921] lr: 1.000e-03, eta: 12:18:11, time: 1.299, data_time: 0.006, memory: 5811, loss_cls: 5.5698, loss: 5.5698, grad_norm: 6.1551 2020-10-24 16:34:02,890 - mmaction - INFO - Epoch [64][740/921] lr: 1.000e-03, eta: 12:17:44, time: 1.304, data_time: 0.010, memory: 5811, loss_cls: 5.4584, loss: 5.4584, grad_norm: 6.0896 2020-10-24 16:34:29,261 - mmaction - INFO - Epoch [64][760/921] lr: 1.000e-03, eta: 12:17:18, time: 1.326, data_time: 0.010, memory: 5811, loss_cls: 5.6293, loss: 5.6293, grad_norm: 6.2219 2020-10-24 16:34:54,909 - mmaction - INFO - Epoch [64][780/921] lr: 1.000e-03, eta: 12:16:50, time: 1.280, data_time: 0.001, memory: 5811, loss_cls: 5.6271, loss: 5.6271, grad_norm: 6.1868 2020-10-24 16:35:21,240 - mmaction - INFO - Epoch [64][800/921] lr: 1.000e-03, eta: 12:16:24, time: 1.318, data_time: 0.004, memory: 5811, loss_cls: 5.6230, loss: 5.6230, grad_norm: 6.1964 2020-10-24 16:35:47,245 - mmaction - INFO - Epoch [64][820/921] lr: 1.000e-03, eta: 12:15:57, time: 1.298, data_time: 0.004, memory: 5811, loss_cls: 5.7290, loss: 5.7290, grad_norm: 6.5143 2020-10-24 16:36:13,401 - mmaction - INFO - Epoch [64][840/921] lr: 1.000e-03, eta: 12:15:30, time: 1.311, data_time: 0.005, memory: 5811, loss_cls: 5.4183, loss: 5.4183, grad_norm: 6.0564 2020-10-24 16:36:39,355 - mmaction - INFO - Epoch [64][860/921] lr: 1.000e-03, eta: 12:15:03, time: 1.295, data_time: 0.005, memory: 5811, loss_cls: 5.6076, loss: 5.6076, grad_norm: 6.1520 2020-10-24 16:37:06,524 - mmaction - INFO - Epoch [64][880/921] lr: 1.000e-03, eta: 12:14:37, time: 1.360, data_time: 0.004, memory: 5811, loss_cls: 5.6443, loss: 5.6443, grad_norm: 6.3255 2020-10-24 16:37:33,065 - mmaction - INFO - Epoch [64][900/921] lr: 1.000e-03, eta: 12:14:10, time: 1.324, data_time: 0.003, memory: 5811, loss_cls: 5.5876, loss: 5.5876, grad_norm: 6.1211 2020-10-24 16:37:57,640 - mmaction - INFO - Epoch [64][920/921] lr: 1.000e-03, eta: 12:13:42, time: 1.233, data_time: 0.008, memory: 5811, loss_cls: 5.5745, loss: 5.5745, grad_norm: 6.0961 2020-10-24 16:38:38,116 - mmaction - INFO - Epoch [65][20/921] lr: 1.000e-03, eta: 12:13:22, time: 1.957, data_time: 1.354, memory: 5811, loss_cls: 5.5981, loss: 5.5981, grad_norm: 6.2728 2020-10-24 16:39:06,026 - mmaction - INFO - Epoch [65][40/921] lr: 1.000e-03, eta: 12:12:56, time: 1.396, data_time: 0.454, memory: 5811, loss_cls: 5.6445, loss: 5.6445, grad_norm: 6.2492 2020-10-24 16:39:32,939 - mmaction - INFO - Epoch [65][60/921] lr: 1.000e-03, eta: 12:12:30, time: 1.345, data_time: 0.120, memory: 5811, loss_cls: 5.4342, loss: 5.4342, grad_norm: 6.1069 2020-10-24 16:39:59,189 - mmaction - INFO - Epoch [65][80/921] lr: 1.000e-03, eta: 12:12:03, time: 1.310, data_time: 0.002, memory: 5811, loss_cls: 5.5091, loss: 5.5091, grad_norm: 6.1448 2020-10-24 16:40:25,101 - mmaction - INFO - Epoch [65][100/921] lr: 1.000e-03, eta: 12:11:36, time: 1.298, data_time: 0.008, memory: 5811, loss_cls: 5.5857, loss: 5.5857, grad_norm: 6.2611 2020-10-24 16:40:50,719 - mmaction - INFO - Epoch [65][120/921] lr: 1.000e-03, eta: 12:11:09, time: 1.282, data_time: 0.003, memory: 5811, loss_cls: 5.5151, loss: 5.5151, grad_norm: 6.0643 2020-10-24 16:41:15,723 - mmaction - INFO - Epoch [65][140/921] lr: 1.000e-03, eta: 12:10:41, time: 1.250, data_time: 0.002, memory: 5811, loss_cls: 5.5241, loss: 5.5241, grad_norm: 6.0075 2020-10-24 16:41:41,600 - mmaction - INFO - Epoch [65][160/921] lr: 1.000e-03, eta: 12:10:14, time: 1.287, data_time: 0.003, memory: 5811, loss_cls: 5.6599, loss: 5.6599, grad_norm: 6.2097 2020-10-24 16:42:06,759 - mmaction - INFO - Epoch [65][180/921] lr: 1.000e-03, eta: 12:09:47, time: 1.265, data_time: 0.008, memory: 5811, loss_cls: 5.5591, loss: 5.5591, grad_norm: 6.0508 2020-10-24 16:42:31,762 - mmaction - INFO - Epoch [65][200/921] lr: 1.000e-03, eta: 12:09:19, time: 1.250, data_time: 0.002, memory: 5811, loss_cls: 5.6436, loss: 5.6436, grad_norm: 6.1155 2020-10-24 16:42:57,306 - mmaction - INFO - Epoch [65][220/921] lr: 1.000e-03, eta: 12:08:52, time: 1.275, data_time: 0.003, memory: 5811, loss_cls: 5.3549, loss: 5.3549, grad_norm: 5.9878 2020-10-24 16:43:23,151 - mmaction - INFO - Epoch [65][240/921] lr: 1.000e-03, eta: 12:08:25, time: 1.283, data_time: 0.003, memory: 5811, loss_cls: 5.6431, loss: 5.6431, grad_norm: 6.2633 2020-10-24 16:43:48,770 - mmaction - INFO - Epoch [65][260/921] lr: 1.000e-03, eta: 12:07:58, time: 1.293, data_time: 0.016, memory: 5811, loss_cls: 5.5701, loss: 5.5701, grad_norm: 6.1722 2020-10-24 16:44:14,565 - mmaction - INFO - Epoch [65][280/921] lr: 1.000e-03, eta: 12:07:31, time: 1.281, data_time: 0.001, memory: 5811, loss_cls: 5.6632, loss: 5.6632, grad_norm: 6.1945 2020-10-24 16:44:39,560 - mmaction - INFO - Epoch [65][300/921] lr: 1.000e-03, eta: 12:07:03, time: 1.255, data_time: 0.014, memory: 5811, loss_cls: 5.6069, loss: 5.6069, grad_norm: 6.1632 2020-10-24 16:45:05,388 - mmaction - INFO - Epoch [65][320/921] lr: 1.000e-03, eta: 12:06:36, time: 1.293, data_time: 0.006, memory: 5811, loss_cls: 5.6983, loss: 5.6983, grad_norm: 6.2674 2020-10-24 16:45:30,903 - mmaction - INFO - Epoch [65][340/921] lr: 1.000e-03, eta: 12:06:09, time: 1.271, data_time: 0.004, memory: 5811, loss_cls: 5.6610, loss: 5.6610, grad_norm: 6.2590 2020-10-24 16:45:57,227 - mmaction - INFO - Epoch [65][360/921] lr: 1.000e-03, eta: 12:05:42, time: 1.323, data_time: 0.010, memory: 5811, loss_cls: 5.6567, loss: 5.6567, grad_norm: 6.1847 2020-10-24 16:46:23,328 - mmaction - INFO - Epoch [65][380/921] lr: 1.000e-03, eta: 12:05:16, time: 1.305, data_time: 0.001, memory: 5811, loss_cls: 5.5876, loss: 5.5876, grad_norm: 6.0551 2020-10-24 16:46:49,322 - mmaction - INFO - Epoch [65][400/921] lr: 1.000e-03, eta: 12:04:49, time: 1.300, data_time: 0.002, memory: 5811, loss_cls: 5.6064, loss: 5.6064, grad_norm: 6.3136 2020-10-24 16:47:14,947 - mmaction - INFO - Epoch [65][420/921] lr: 1.000e-03, eta: 12:04:21, time: 1.279, data_time: 0.004, memory: 5811, loss_cls: 5.6926, loss: 5.6926, grad_norm: 6.3587 2020-10-24 16:47:41,059 - mmaction - INFO - Epoch [65][440/921] lr: 1.000e-03, eta: 12:03:55, time: 1.303, data_time: 0.005, memory: 5811, loss_cls: 5.6354, loss: 5.6354, grad_norm: 6.2352 2020-10-24 16:48:06,790 - mmaction - INFO - Epoch [65][460/921] lr: 1.000e-03, eta: 12:03:27, time: 1.284, data_time: 0.006, memory: 5811, loss_cls: 5.5990, loss: 5.5990, grad_norm: 6.2215 2020-10-24 16:48:32,691 - mmaction - INFO - Epoch [65][480/921] lr: 1.000e-03, eta: 12:03:00, time: 1.294, data_time: 0.013, memory: 5811, loss_cls: 5.6347, loss: 5.6347, grad_norm: 6.2946 2020-10-24 16:48:58,473 - mmaction - INFO - Epoch [65][500/921] lr: 1.000e-03, eta: 12:02:33, time: 1.289, data_time: 0.011, memory: 5811, loss_cls: 5.6170, loss: 5.6170, grad_norm: 6.1842 2020-10-24 16:49:24,574 - mmaction - INFO - Epoch [65][520/921] lr: 1.000e-03, eta: 12:02:07, time: 1.306, data_time: 0.010, memory: 5811, loss_cls: 5.7236, loss: 5.7236, grad_norm: 6.3460 2020-10-24 16:49:50,441 - mmaction - INFO - Epoch [65][540/921] lr: 1.000e-03, eta: 12:01:40, time: 1.296, data_time: 0.007, memory: 5811, loss_cls: 5.4525, loss: 5.4525, grad_norm: 6.0570 2020-10-24 16:50:16,380 - mmaction - INFO - Epoch [65][560/921] lr: 1.000e-03, eta: 12:01:13, time: 1.298, data_time: 0.007, memory: 5811, loss_cls: 5.6529, loss: 5.6529, grad_norm: 6.3241 2020-10-24 16:50:42,163 - mmaction - INFO - Epoch [65][580/921] lr: 1.000e-03, eta: 12:00:46, time: 1.289, data_time: 0.006, memory: 5811, loss_cls: 5.5438, loss: 5.5438, grad_norm: 6.3248 2020-10-24 16:51:08,220 - mmaction - INFO - Epoch [65][600/921] lr: 1.000e-03, eta: 12:00:19, time: 1.297, data_time: 0.002, memory: 5811, loss_cls: 5.5864, loss: 5.5864, grad_norm: 6.1569 2020-10-24 16:51:34,084 - mmaction - INFO - Epoch [65][620/921] lr: 1.000e-03, eta: 11:59:52, time: 1.301, data_time: 0.010, memory: 5811, loss_cls: 5.6103, loss: 5.6103, grad_norm: 6.2073 2020-10-24 16:51:59,817 - mmaction - INFO - Epoch [65][640/921] lr: 1.000e-03, eta: 11:59:25, time: 1.286, data_time: 0.002, memory: 5811, loss_cls: 5.6237, loss: 5.6237, grad_norm: 6.3519 2020-10-24 16:52:25,690 - mmaction - INFO - Epoch [65][660/921] lr: 1.000e-03, eta: 11:58:58, time: 1.294, data_time: 0.002, memory: 5811, loss_cls: 5.6217, loss: 5.6217, grad_norm: 6.2494 2020-10-24 16:52:51,860 - mmaction - INFO - Epoch [65][680/921] lr: 1.000e-03, eta: 11:58:31, time: 1.309, data_time: 0.004, memory: 5811, loss_cls: 5.5153, loss: 5.5153, grad_norm: 6.1713 2020-10-24 16:53:17,097 - mmaction - INFO - Epoch [65][700/921] lr: 1.000e-03, eta: 11:58:04, time: 1.262, data_time: 0.002, memory: 5811, loss_cls: 5.6236, loss: 5.6236, grad_norm: 6.2945 2020-10-24 16:53:43,803 - mmaction - INFO - Epoch [65][720/921] lr: 1.000e-03, eta: 11:57:37, time: 1.327, data_time: 0.001, memory: 5811, loss_cls: 5.6389, loss: 5.6389, grad_norm: 6.2098 2020-10-24 16:54:09,738 - mmaction - INFO - Epoch [65][740/921] lr: 1.000e-03, eta: 11:57:10, time: 1.296, data_time: 0.010, memory: 5811, loss_cls: 5.3526, loss: 5.3526, grad_norm: 5.9718 2020-10-24 16:54:35,728 - mmaction - INFO - Epoch [65][760/921] lr: 1.000e-03, eta: 11:56:43, time: 1.296, data_time: 0.010, memory: 5811, loss_cls: 5.6831, loss: 5.6831, grad_norm: 6.2538 2020-10-24 16:55:00,875 - mmaction - INFO - Epoch [65][780/921] lr: 1.000e-03, eta: 11:56:16, time: 1.269, data_time: 0.015, memory: 5811, loss_cls: 5.5482, loss: 5.5482, grad_norm: 6.1590 2020-10-24 16:55:27,367 - mmaction - INFO - Epoch [65][800/921] lr: 1.000e-03, eta: 11:55:49, time: 1.321, data_time: 0.001, memory: 5811, loss_cls: 5.5332, loss: 5.5332, grad_norm: 6.2205 2020-10-24 16:55:53,364 - mmaction - INFO - Epoch [65][820/921] lr: 1.000e-03, eta: 11:55:22, time: 1.292, data_time: 0.006, memory: 5811, loss_cls: 5.5903, loss: 5.5903, grad_norm: 6.1081 2020-10-24 16:56:18,803 - mmaction - INFO - Epoch [65][840/921] lr: 1.000e-03, eta: 11:54:55, time: 1.283, data_time: 0.014, memory: 5811, loss_cls: 5.5622, loss: 5.5622, grad_norm: 6.1895 2020-10-24 16:56:45,327 - mmaction - INFO - Epoch [65][860/921] lr: 1.000e-03, eta: 11:54:28, time: 1.315, data_time: 0.004, memory: 5811, loss_cls: 5.6005, loss: 5.6005, grad_norm: 6.1636 2020-10-24 16:57:10,829 - mmaction - INFO - Epoch [65][880/921] lr: 1.000e-03, eta: 11:54:01, time: 1.279, data_time: 0.015, memory: 5811, loss_cls: 5.6549, loss: 5.6549, grad_norm: 6.1656 2020-10-24 16:57:36,739 - mmaction - INFO - Epoch [65][900/921] lr: 1.000e-03, eta: 11:53:34, time: 1.298, data_time: 0.008, memory: 5811, loss_cls: 5.5780, loss: 5.5780, grad_norm: 6.2188 2020-10-24 16:58:00,719 - mmaction - INFO - Epoch [65][920/921] lr: 1.000e-03, eta: 11:53:06, time: 1.202, data_time: 0.008, memory: 5811, loss_cls: 5.5926, loss: 5.5926, grad_norm: 6.1321 2020-10-24 16:58:02,316 - mmaction - INFO - Saving checkpoint at 65 epochs 2020-10-24 16:59:33,850 - mmaction - INFO - Evaluating mean_average_precision... 2020-10-24 16:59:34,523 - mmaction - INFO - mean_average_precision 0.5436 2020-10-24 16:59:34,533 - mmaction - INFO - Epoch(val) [65][921] mean_average_precision: 0.5436 2020-10-24 17:00:10,602 - mmaction - INFO - Epoch [66][20/921] lr: 1.000e-03, eta: 11:52:43, time: 1.801, data_time: 1.154, memory: 5811, loss_cls: 5.4731, loss: 5.4731, grad_norm: 6.1016 2020-10-24 17:00:37,665 - mmaction - INFO - Epoch [66][40/921] lr: 1.000e-03, eta: 11:52:17, time: 1.355, data_time: 0.189, memory: 5811, loss_cls: 5.6078, loss: 5.6078, grad_norm: 6.2146 2020-10-24 17:01:03,753 - mmaction - INFO - Epoch [66][60/921] lr: 1.000e-03, eta: 11:51:50, time: 1.304, data_time: 0.004, memory: 5811, loss_cls: 5.5025, loss: 5.5025, grad_norm: 6.1352 2020-10-24 17:01:29,915 - mmaction - INFO - Epoch [66][80/921] lr: 1.000e-03, eta: 11:51:24, time: 1.305, data_time: 0.002, memory: 5811, loss_cls: 5.5870, loss: 5.5870, grad_norm: 6.1717 2020-10-24 17:01:55,982 - mmaction - INFO - Epoch [66][100/921] lr: 1.000e-03, eta: 11:50:57, time: 1.307, data_time: 0.006, memory: 5811, loss_cls: 5.5288, loss: 5.5288, grad_norm: 6.2829 2020-10-24 17:02:21,899 - mmaction - INFO - Epoch [66][120/921] lr: 1.000e-03, eta: 11:50:30, time: 1.296, data_time: 0.005, memory: 5811, loss_cls: 5.5369, loss: 5.5369, grad_norm: 6.1688 2020-10-24 17:02:47,657 - mmaction - INFO - Epoch [66][140/921] lr: 1.000e-03, eta: 11:50:03, time: 1.286, data_time: 0.003, memory: 5811, loss_cls: 5.5645, loss: 5.5645, grad_norm: 6.2530 2020-10-24 17:03:13,597 - mmaction - INFO - Epoch [66][160/921] lr: 1.000e-03, eta: 11:49:36, time: 1.299, data_time: 0.006, memory: 5811, loss_cls: 5.6510, loss: 5.6510, grad_norm: 6.2500 2020-10-24 17:03:39,694 - mmaction - INFO - Epoch [66][180/921] lr: 1.000e-03, eta: 11:49:09, time: 1.302, data_time: 0.002, memory: 5811, loss_cls: 5.5880, loss: 5.5880, grad_norm: 6.1646 2020-10-24 17:04:04,680 - mmaction - INFO - Epoch [66][200/921] lr: 1.000e-03, eta: 11:48:41, time: 1.251, data_time: 0.004, memory: 5811, loss_cls: 5.6338, loss: 5.6338, grad_norm: 6.2774 2020-10-24 17:04:30,706 - mmaction - INFO - Epoch [66][220/921] lr: 1.000e-03, eta: 11:48:14, time: 1.287, data_time: 0.011, memory: 5811, loss_cls: 5.5629, loss: 5.5629, grad_norm: 6.2053 2020-10-24 17:04:57,013 - mmaction - INFO - Epoch [66][240/921] lr: 1.000e-03, eta: 11:47:48, time: 1.331, data_time: 0.018, memory: 5811, loss_cls: 5.5664, loss: 5.5664, grad_norm: 6.1517 2020-10-24 17:05:22,160 - mmaction - INFO - Epoch [66][260/921] lr: 1.000e-03, eta: 11:47:20, time: 1.255, data_time: 0.002, memory: 5811, loss_cls: 5.6790, loss: 5.6790, grad_norm: 6.2573 2020-10-24 17:05:48,198 - mmaction - INFO - Epoch [66][280/921] lr: 1.000e-03, eta: 11:46:54, time: 1.301, data_time: 0.006, memory: 5811, loss_cls: 5.6591, loss: 5.6591, grad_norm: 6.3690 2020-10-24 17:06:13,910 - mmaction - INFO - Epoch [66][300/921] lr: 1.000e-03, eta: 11:46:26, time: 1.289, data_time: 0.006, memory: 5811, loss_cls: 5.6426, loss: 5.6426, grad_norm: 6.2911 2020-10-24 17:06:39,865 - mmaction - INFO - Epoch [66][320/921] lr: 1.000e-03, eta: 11:46:00, time: 1.297, data_time: 0.003, memory: 5811, loss_cls: 5.4153, loss: 5.4153, grad_norm: 5.9949 2020-10-24 17:07:06,064 - mmaction - INFO - Epoch [66][340/921] lr: 1.000e-03, eta: 11:45:33, time: 1.310, data_time: 0.004, memory: 5811, loss_cls: 5.5707, loss: 5.5707, grad_norm: 6.1956 2020-10-24 17:07:32,056 - mmaction - INFO - Epoch [66][360/921] lr: 1.000e-03, eta: 11:45:06, time: 1.284, data_time: 0.007, memory: 5811, loss_cls: 5.4254, loss: 5.4254, grad_norm: 6.0300 2020-10-24 17:07:57,685 - mmaction - INFO - Epoch [66][380/921] lr: 1.000e-03, eta: 11:44:39, time: 1.292, data_time: 0.018, memory: 5811, loss_cls: 5.5072, loss: 5.5072, grad_norm: 6.0893 2020-10-24 17:08:23,594 - mmaction - INFO - Epoch [66][400/921] lr: 1.000e-03, eta: 11:44:12, time: 1.291, data_time: 0.008, memory: 5811, loss_cls: 5.5855, loss: 5.5855, grad_norm: 6.2916 2020-10-24 17:08:49,607 - mmaction - INFO - Epoch [66][420/921] lr: 1.000e-03, eta: 11:43:45, time: 1.311, data_time: 0.014, memory: 5811, loss_cls: 5.6057, loss: 5.6057, grad_norm: 6.1837 2020-10-24 17:09:15,322 - mmaction - INFO - Epoch [66][440/921] lr: 1.000e-03, eta: 11:43:18, time: 1.278, data_time: 0.003, memory: 5811, loss_cls: 5.4227, loss: 5.4227, grad_norm: 6.0748 2020-10-24 17:09:41,232 - mmaction - INFO - Epoch [66][460/921] lr: 1.000e-03, eta: 11:42:51, time: 1.297, data_time: 0.008, memory: 5811, loss_cls: 5.5373, loss: 5.5373, grad_norm: 6.1518 2020-10-24 17:10:07,160 - mmaction - INFO - Epoch [66][480/921] lr: 1.000e-03, eta: 11:42:24, time: 1.298, data_time: 0.010, memory: 5811, loss_cls: 5.6681, loss: 5.6681, grad_norm: 6.2647 2020-10-24 17:10:32,937 - mmaction - INFO - Epoch [66][500/921] lr: 1.000e-03, eta: 11:41:57, time: 1.292, data_time: 0.007, memory: 5811, loss_cls: 5.6113, loss: 5.6113, grad_norm: 6.1766 2020-10-24 17:10:58,353 - mmaction - INFO - Epoch [66][520/921] lr: 1.000e-03, eta: 11:41:30, time: 1.271, data_time: 0.005, memory: 5811, loss_cls: 5.5317, loss: 5.5317, grad_norm: 6.2335 2020-10-24 17:11:24,593 - mmaction - INFO - Epoch [66][540/921] lr: 1.000e-03, eta: 11:41:03, time: 1.305, data_time: 0.002, memory: 5811, loss_cls: 5.5702, loss: 5.5702, grad_norm: 6.3499 2020-10-24 17:11:50,624 - mmaction - INFO - Epoch [66][560/921] lr: 1.000e-03, eta: 11:40:36, time: 1.308, data_time: 0.010, memory: 5811, loss_cls: 5.6538, loss: 5.6538, grad_norm: 6.3818 2020-10-24 17:12:16,116 - mmaction - INFO - Epoch [66][580/921] lr: 1.000e-03, eta: 11:40:09, time: 1.274, data_time: 0.002, memory: 5811, loss_cls: 5.7211, loss: 5.7211, grad_norm: 6.3323 2020-10-24 17:12:42,227 - mmaction - INFO - Epoch [66][600/921] lr: 1.000e-03, eta: 11:39:42, time: 1.303, data_time: 0.005, memory: 5811, loss_cls: 5.6191, loss: 5.6191, grad_norm: 6.2492 2020-10-24 17:13:08,034 - mmaction - INFO - Epoch [66][620/921] lr: 1.000e-03, eta: 11:39:15, time: 1.283, data_time: 0.007, memory: 5811, loss_cls: 5.6335, loss: 5.6335, grad_norm: 6.2944 2020-10-24 17:13:33,872 - mmaction - INFO - Epoch [66][640/921] lr: 1.000e-03, eta: 11:38:48, time: 1.300, data_time: 0.013, memory: 5811, loss_cls: 5.6878, loss: 5.6878, grad_norm: 6.4015 2020-10-24 17:13:59,902 - mmaction - INFO - Epoch [66][660/921] lr: 1.000e-03, eta: 11:38:21, time: 1.304, data_time: 0.008, memory: 5811, loss_cls: 5.6403, loss: 5.6403, grad_norm: 6.3426 2020-10-24 17:14:25,831 - mmaction - INFO - Epoch [66][680/921] lr: 1.000e-03, eta: 11:37:54, time: 1.294, data_time: 0.018, memory: 5811, loss_cls: 5.4641, loss: 5.4641, grad_norm: 6.2098 2020-10-24 17:14:51,595 - mmaction - INFO - Epoch [66][700/921] lr: 1.000e-03, eta: 11:37:27, time: 1.286, data_time: 0.005, memory: 5811, loss_cls: 5.5367, loss: 5.5367, grad_norm: 6.2047 2020-10-24 17:15:17,097 - mmaction - INFO - Epoch [66][720/921] lr: 1.000e-03, eta: 11:37:00, time: 1.282, data_time: 0.009, memory: 5811, loss_cls: 5.5760, loss: 5.5760, grad_norm: 6.2592 2020-10-24 17:15:42,845 - mmaction - INFO - Epoch [66][740/921] lr: 1.000e-03, eta: 11:36:33, time: 1.277, data_time: 0.002, memory: 5811, loss_cls: 5.6048, loss: 5.6048, grad_norm: 6.2880 2020-10-24 17:16:08,302 - mmaction - INFO - Epoch [66][760/921] lr: 1.000e-03, eta: 11:36:06, time: 1.283, data_time: 0.013, memory: 5811, loss_cls: 5.5726, loss: 5.5726, grad_norm: 6.2650 2020-10-24 17:16:34,014 - mmaction - INFO - Epoch [66][780/921] lr: 1.000e-03, eta: 11:35:39, time: 1.286, data_time: 0.002, memory: 5811, loss_cls: 5.7305, loss: 5.7305, grad_norm: 6.4571 2020-10-24 17:16:59,494 - mmaction - INFO - Epoch [66][800/921] lr: 1.000e-03, eta: 11:35:12, time: 1.271, data_time: 0.001, memory: 5811, loss_cls: 5.5773, loss: 5.5773, grad_norm: 6.2336 2020-10-24 17:17:24,994 - mmaction - INFO - Epoch [66][820/921] lr: 1.000e-03, eta: 11:34:45, time: 1.277, data_time: 0.005, memory: 5811, loss_cls: 5.6131, loss: 5.6131, grad_norm: 6.2545 2020-10-24 17:17:50,688 - mmaction - INFO - Epoch [66][840/921] lr: 1.000e-03, eta: 11:34:18, time: 1.284, data_time: 0.002, memory: 5811, loss_cls: 5.4920, loss: 5.4920, grad_norm: 6.2483 2020-10-24 17:18:16,587 - mmaction - INFO - Epoch [66][860/921] lr: 1.000e-03, eta: 11:33:51, time: 1.297, data_time: 0.003, memory: 5811, loss_cls: 5.4915, loss: 5.4915, grad_norm: 6.2648 2020-10-24 17:18:42,049 - mmaction - INFO - Epoch [66][880/921] lr: 1.000e-03, eta: 11:33:23, time: 1.269, data_time: 0.003, memory: 5811, loss_cls: 5.7218, loss: 5.7218, grad_norm: 6.4124 2020-10-24 17:19:07,627 - mmaction - INFO - Epoch [66][900/921] lr: 1.000e-03, eta: 11:32:56, time: 1.283, data_time: 0.005, memory: 5811, loss_cls: 5.5602, loss: 5.5602, grad_norm: 6.1986 2020-10-24 17:19:32,251 - mmaction - INFO - Epoch [66][920/921] lr: 1.000e-03, eta: 11:32:29, time: 1.231, data_time: 0.003, memory: 5811, loss_cls: 5.4853, loss: 5.4853, grad_norm: 6.1595 2020-10-24 17:20:12,363 - mmaction - INFO - Epoch [67][20/921] lr: 1.000e-03, eta: 11:32:07, time: 1.940, data_time: 1.310, memory: 5811, loss_cls: 5.6542, loss: 5.6542, grad_norm: 6.4433 2020-10-24 17:20:39,219 - mmaction - INFO - Epoch [67][40/921] lr: 1.000e-03, eta: 11:31:41, time: 1.351, data_time: 0.466, memory: 5811, loss_cls: 5.5898, loss: 5.5898, grad_norm: 6.2517 2020-10-24 17:21:05,758 - mmaction - INFO - Epoch [67][60/921] lr: 1.000e-03, eta: 11:31:15, time: 1.323, data_time: 0.353, memory: 5811, loss_cls: 5.4902, loss: 5.4902, grad_norm: 6.1643 2020-10-24 17:21:32,048 - mmaction - INFO - Epoch [67][80/921] lr: 1.000e-03, eta: 11:30:48, time: 1.318, data_time: 0.378, memory: 5811, loss_cls: 5.6216, loss: 5.6216, grad_norm: 6.2681 2020-10-24 17:21:58,617 - mmaction - INFO - Epoch [67][100/921] lr: 1.000e-03, eta: 11:30:21, time: 1.324, data_time: 0.332, memory: 5811, loss_cls: 5.6092, loss: 5.6092, grad_norm: 6.3131 2020-10-24 17:22:24,981 - mmaction - INFO - Epoch [67][120/921] lr: 1.000e-03, eta: 11:29:55, time: 1.321, data_time: 0.348, memory: 5811, loss_cls: 5.6692, loss: 5.6692, grad_norm: 6.2872 2020-10-24 17:22:51,511 - mmaction - INFO - Epoch [67][140/921] lr: 1.000e-03, eta: 11:29:28, time: 1.323, data_time: 0.330, memory: 5811, loss_cls: 5.5347, loss: 5.5347, grad_norm: 6.1580 2020-10-24 17:23:17,949 - mmaction - INFO - Epoch [67][160/921] lr: 1.000e-03, eta: 11:29:02, time: 1.324, data_time: 0.382, memory: 5811, loss_cls: 5.6174, loss: 5.6174, grad_norm: 6.3271 2020-10-24 17:23:44,457 - mmaction - INFO - Epoch [67][180/921] lr: 1.000e-03, eta: 11:28:35, time: 1.327, data_time: 0.528, memory: 5811, loss_cls: 5.5170, loss: 5.5170, grad_norm: 6.0981 2020-10-24 17:24:10,946 - mmaction - INFO - Epoch [67][200/921] lr: 1.000e-03, eta: 11:28:08, time: 1.324, data_time: 0.660, memory: 5811, loss_cls: 5.5516, loss: 5.5516, grad_norm: 6.2195 2020-10-24 17:24:37,302 - mmaction - INFO - Epoch [67][220/921] lr: 1.000e-03, eta: 11:27:42, time: 1.318, data_time: 0.519, memory: 5811, loss_cls: 5.4898, loss: 5.4898, grad_norm: 6.1816 2020-10-24 17:25:04,251 - mmaction - INFO - Epoch [67][240/921] lr: 1.000e-03, eta: 11:27:15, time: 1.343, data_time: 0.398, memory: 5811, loss_cls: 5.4893, loss: 5.4893, grad_norm: 6.2262 2020-10-24 17:25:30,605 - mmaction - INFO - Epoch [67][260/921] lr: 1.000e-03, eta: 11:26:49, time: 1.324, data_time: 0.606, memory: 5811, loss_cls: 5.5961, loss: 5.5961, grad_norm: 6.2683 2020-10-24 17:25:57,418 - mmaction - INFO - Epoch [67][280/921] lr: 1.000e-03, eta: 11:26:22, time: 1.342, data_time: 0.481, memory: 5811, loss_cls: 5.6597, loss: 5.6597, grad_norm: 6.3072 2020-10-24 17:26:24,287 - mmaction - INFO - Epoch [67][300/921] lr: 1.000e-03, eta: 11:25:56, time: 1.344, data_time: 0.243, memory: 5811, loss_cls: 5.6039, loss: 5.6039, grad_norm: 6.3198 2020-10-24 17:26:50,912 - mmaction - INFO - Epoch [67][320/921] lr: 1.000e-03, eta: 11:25:30, time: 1.323, data_time: 0.197, memory: 5811, loss_cls: 5.5398, loss: 5.5398, grad_norm: 6.2845 2020-10-24 17:27:17,616 - mmaction - INFO - Epoch [67][340/921] lr: 1.000e-03, eta: 11:25:03, time: 1.341, data_time: 0.209, memory: 5811, loss_cls: 5.5733, loss: 5.5733, grad_norm: 6.2021 2020-10-24 17:27:44,143 - mmaction - INFO - Epoch [67][360/921] lr: 1.000e-03, eta: 11:24:37, time: 1.328, data_time: 0.124, memory: 5811, loss_cls: 5.5754, loss: 5.5754, grad_norm: 6.2309 2020-10-24 17:28:09,924 - mmaction - INFO - Epoch [67][380/921] lr: 1.000e-03, eta: 11:24:10, time: 1.285, data_time: 0.003, memory: 5811, loss_cls: 5.6095, loss: 5.6095, grad_norm: 6.3026 2020-10-24 17:28:36,634 - mmaction - INFO - Epoch [67][400/921] lr: 1.000e-03, eta: 11:23:43, time: 1.341, data_time: 0.236, memory: 5811, loss_cls: 5.5180, loss: 5.5180, grad_norm: 6.1961 2020-10-24 17:29:02,106 - mmaction - INFO - Epoch [67][420/921] lr: 1.000e-03, eta: 11:23:16, time: 1.271, data_time: 0.334, memory: 5811, loss_cls: 5.5203, loss: 5.5203, grad_norm: 6.1004 2020-10-24 17:29:28,879 - mmaction - INFO - Epoch [67][440/921] lr: 1.000e-03, eta: 11:22:50, time: 1.333, data_time: 0.329, memory: 5811, loss_cls: 5.6088, loss: 5.6088, grad_norm: 6.2571 2020-10-24 17:29:55,625 - mmaction - INFO - Epoch [67][460/921] lr: 1.000e-03, eta: 11:22:23, time: 1.345, data_time: 0.468, memory: 5811, loss_cls: 5.5930, loss: 5.5930, grad_norm: 6.2555 2020-10-24 17:30:21,775 - mmaction - INFO - Epoch [67][480/921] lr: 1.000e-03, eta: 11:21:56, time: 1.302, data_time: 0.372, memory: 5811, loss_cls: 5.6009, loss: 5.6009, grad_norm: 6.3695 2020-10-24 17:30:48,182 - mmaction - INFO - Epoch [67][500/921] lr: 1.000e-03, eta: 11:21:30, time: 1.324, data_time: 0.365, memory: 5811, loss_cls: 5.4798, loss: 5.4798, grad_norm: 6.2274 2020-10-24 17:31:14,323 - mmaction - INFO - Epoch [67][520/921] lr: 1.000e-03, eta: 11:21:03, time: 1.298, data_time: 0.504, memory: 5811, loss_cls: 5.6403, loss: 5.6403, grad_norm: 6.2549 2020-10-24 17:31:40,544 - mmaction - INFO - Epoch [67][540/921] lr: 1.000e-03, eta: 11:20:36, time: 1.321, data_time: 0.335, memory: 5811, loss_cls: 5.5139, loss: 5.5139, grad_norm: 6.2461 2020-10-24 17:32:07,177 - mmaction - INFO - Epoch [67][560/921] lr: 1.000e-03, eta: 11:20:10, time: 1.331, data_time: 0.141, memory: 5811, loss_cls: 5.4366, loss: 5.4366, grad_norm: 6.0884 2020-10-24 17:32:33,311 - mmaction - INFO - Epoch [67][580/921] lr: 1.000e-03, eta: 11:19:43, time: 1.308, data_time: 0.039, memory: 5811, loss_cls: 5.6733, loss: 5.6733, grad_norm: 6.2815 2020-10-24 17:32:59,246 - mmaction - INFO - Epoch [67][600/921] lr: 1.000e-03, eta: 11:19:16, time: 1.287, data_time: 0.071, memory: 5811, loss_cls: 5.7298, loss: 5.7298, grad_norm: 6.2390 2020-10-24 17:33:25,547 - mmaction - INFO - Epoch [67][620/921] lr: 1.000e-03, eta: 11:18:49, time: 1.322, data_time: 0.021, memory: 5811, loss_cls: 5.4923, loss: 5.4923, grad_norm: 6.1108 2020-10-24 17:33:51,069 - mmaction - INFO - Epoch [67][640/921] lr: 1.000e-03, eta: 11:18:22, time: 1.275, data_time: 0.018, memory: 5811, loss_cls: 5.6321, loss: 5.6321, grad_norm: 6.1839 2020-10-24 17:34:17,512 - mmaction - INFO - Epoch [67][660/921] lr: 1.000e-03, eta: 11:17:56, time: 1.325, data_time: 0.008, memory: 5811, loss_cls: 5.4644, loss: 5.4644, grad_norm: 6.2630 2020-10-24 17:34:43,466 - mmaction - INFO - Epoch [67][680/921] lr: 1.000e-03, eta: 11:17:29, time: 1.297, data_time: 0.003, memory: 5811, loss_cls: 5.6720, loss: 5.6720, grad_norm: 6.4096 2020-10-24 17:35:09,354 - mmaction - INFO - Epoch [67][700/921] lr: 1.000e-03, eta: 11:17:02, time: 1.296, data_time: 0.005, memory: 5811, loss_cls: 5.6200, loss: 5.6200, grad_norm: 6.2931 2020-10-24 17:35:35,234 - mmaction - INFO - Epoch [67][720/921] lr: 1.000e-03, eta: 11:16:35, time: 1.295, data_time: 0.003, memory: 5811, loss_cls: 5.5751, loss: 5.5751, grad_norm: 6.2848 2020-10-24 17:36:01,364 - mmaction - INFO - Epoch [67][740/921] lr: 1.000e-03, eta: 11:16:08, time: 1.306, data_time: 0.003, memory: 5811, loss_cls: 5.4284, loss: 5.4284, grad_norm: 6.1241 2020-10-24 17:36:27,480 - mmaction - INFO - Epoch [67][760/921] lr: 1.000e-03, eta: 11:15:41, time: 1.306, data_time: 0.003, memory: 5811, loss_cls: 5.5872, loss: 5.5872, grad_norm: 6.2794 2020-10-24 17:36:53,332 - mmaction - INFO - Epoch [67][780/921] lr: 1.000e-03, eta: 11:15:14, time: 1.281, data_time: 0.010, memory: 5811, loss_cls: 5.6231, loss: 5.6231, grad_norm: 6.3767 2020-10-24 17:37:19,329 - mmaction - INFO - Epoch [67][800/921] lr: 1.000e-03, eta: 11:14:48, time: 1.303, data_time: 0.116, memory: 5811, loss_cls: 5.6075, loss: 5.6075, grad_norm: 6.3973 2020-10-24 17:37:45,616 - mmaction - INFO - Epoch [67][820/921] lr: 1.000e-03, eta: 11:14:21, time: 1.321, data_time: 0.320, memory: 5811, loss_cls: 5.4269, loss: 5.4269, grad_norm: 6.0871 2020-10-24 17:38:11,744 - mmaction - INFO - Epoch [67][840/921] lr: 1.000e-03, eta: 11:13:54, time: 1.302, data_time: 0.366, memory: 5811, loss_cls: 5.7614, loss: 5.7614, grad_norm: 6.4441 2020-10-24 17:38:38,316 - mmaction - INFO - Epoch [67][860/921] lr: 1.000e-03, eta: 11:13:28, time: 1.326, data_time: 0.171, memory: 5811, loss_cls: 5.6797, loss: 5.6797, grad_norm: 6.2972 2020-10-24 17:39:04,792 - mmaction - INFO - Epoch [67][880/921] lr: 1.000e-03, eta: 11:13:01, time: 1.325, data_time: 0.017, memory: 5811, loss_cls: 5.5387, loss: 5.5387, grad_norm: 6.2287 2020-10-24 17:39:30,883 - mmaction - INFO - Epoch [67][900/921] lr: 1.000e-03, eta: 11:12:34, time: 1.303, data_time: 0.010, memory: 5811, loss_cls: 5.5330, loss: 5.5330, grad_norm: 6.2039 2020-10-24 17:39:55,693 - mmaction - INFO - Epoch [67][920/921] lr: 1.000e-03, eta: 11:12:07, time: 1.249, data_time: 0.012, memory: 5811, loss_cls: 5.5840, loss: 5.5840, grad_norm: 6.2726 2020-10-24 17:40:37,942 - mmaction - INFO - Epoch [68][20/921] lr: 1.000e-03, eta: 11:11:46, time: 2.016, data_time: 1.487, memory: 5811, loss_cls: 5.5184, loss: 5.5184, grad_norm: 6.2004 2020-10-24 17:41:05,458 - mmaction - INFO - Epoch [68][40/921] lr: 1.000e-03, eta: 11:11:20, time: 1.371, data_time: 0.781, memory: 5811, loss_cls: 5.6344, loss: 5.6344, grad_norm: 6.5086 2020-10-24 17:41:32,036 - mmaction - INFO - Epoch [68][60/921] lr: 1.000e-03, eta: 11:10:54, time: 1.336, data_time: 0.712, memory: 5811, loss_cls: 5.5549, loss: 5.5549, grad_norm: 6.2475 2020-10-24 17:41:58,318 - mmaction - INFO - Epoch [68][80/921] lr: 1.000e-03, eta: 11:10:27, time: 1.313, data_time: 0.702, memory: 5811, loss_cls: 5.6028, loss: 5.6028, grad_norm: 6.3167 2020-10-24 17:42:24,630 - mmaction - INFO - Epoch [68][100/921] lr: 1.000e-03, eta: 11:10:00, time: 1.308, data_time: 0.722, memory: 5811, loss_cls: 5.4349, loss: 5.4349, grad_norm: 6.2721 2020-10-24 17:42:51,476 - mmaction - INFO - Epoch [68][120/921] lr: 1.000e-03, eta: 11:09:34, time: 1.351, data_time: 0.731, memory: 5811, loss_cls: 5.7124, loss: 5.7124, grad_norm: 6.3848 2020-10-24 17:43:17,737 - mmaction - INFO - Epoch [68][140/921] lr: 1.000e-03, eta: 11:09:07, time: 1.314, data_time: 0.708, memory: 5811, loss_cls: 5.5179, loss: 5.5179, grad_norm: 6.3770 2020-10-24 17:43:43,648 - mmaction - INFO - Epoch [68][160/921] lr: 1.000e-03, eta: 11:08:40, time: 1.290, data_time: 0.674, memory: 5811, loss_cls: 5.6406, loss: 5.6406, grad_norm: 6.4852 2020-10-24 17:44:09,756 - mmaction - INFO - Epoch [68][180/921] lr: 1.000e-03, eta: 11:08:13, time: 1.308, data_time: 0.703, memory: 5811, loss_cls: 5.4839, loss: 5.4839, grad_norm: 6.2692 2020-10-24 17:44:36,249 - mmaction - INFO - Epoch [68][200/921] lr: 1.000e-03, eta: 11:07:47, time: 1.324, data_time: 0.589, memory: 5811, loss_cls: 5.5747, loss: 5.5747, grad_norm: 6.2039 2020-10-24 17:45:02,195 - mmaction - INFO - Epoch [68][220/921] lr: 1.000e-03, eta: 11:07:20, time: 1.297, data_time: 0.437, memory: 5811, loss_cls: 5.4668, loss: 5.4668, grad_norm: 6.2124 2020-10-24 17:45:28,554 - mmaction - INFO - Epoch [68][240/921] lr: 1.000e-03, eta: 11:06:53, time: 1.322, data_time: 0.589, memory: 5811, loss_cls: 5.6238, loss: 5.6238, grad_norm: 6.2634 2020-10-24 17:45:55,542 - mmaction - INFO - Epoch [68][260/921] lr: 1.000e-03, eta: 11:06:27, time: 1.343, data_time: 0.435, memory: 5811, loss_cls: 5.4372, loss: 5.4372, grad_norm: 6.2437 2020-10-24 17:46:21,412 - mmaction - INFO - Epoch [68][280/921] lr: 1.000e-03, eta: 11:06:00, time: 1.294, data_time: 0.077, memory: 5811, loss_cls: 5.4732, loss: 5.4732, grad_norm: 6.1310 2020-10-24 17:46:46,647 - mmaction - INFO - Epoch [68][300/921] lr: 1.000e-03, eta: 11:05:33, time: 1.269, data_time: 0.011, memory: 5811, loss_cls: 5.6166, loss: 5.6166, grad_norm: 6.2562 2020-10-24 17:47:12,414 - mmaction - INFO - Epoch [68][320/921] lr: 1.000e-03, eta: 11:05:06, time: 1.288, data_time: 0.027, memory: 5811, loss_cls: 5.5605, loss: 5.5605, grad_norm: 6.3795 2020-10-24 17:47:38,904 - mmaction - INFO - Epoch [68][340/921] lr: 1.000e-03, eta: 11:04:39, time: 1.320, data_time: 0.057, memory: 5811, loss_cls: 5.5688, loss: 5.5688, grad_norm: 6.3264 2020-10-24 17:48:05,229 - mmaction - INFO - Epoch [68][360/921] lr: 1.000e-03, eta: 11:04:13, time: 1.316, data_time: 0.007, memory: 5811, loss_cls: 5.5474, loss: 5.5474, grad_norm: 6.3038 2020-10-24 17:48:30,793 - mmaction - INFO - Epoch [68][380/921] lr: 1.000e-03, eta: 11:03:46, time: 1.281, data_time: 0.007, memory: 5811, loss_cls: 5.6490, loss: 5.6490, grad_norm: 6.2109 2020-10-24 17:48:56,963 - mmaction - INFO - Epoch [68][400/921] lr: 1.000e-03, eta: 11:03:19, time: 1.305, data_time: 0.004, memory: 5811, loss_cls: 5.5161, loss: 5.5161, grad_norm: 6.2172 2020-10-24 17:49:22,844 - mmaction - INFO - Epoch [68][420/921] lr: 1.000e-03, eta: 11:02:52, time: 1.299, data_time: 0.009, memory: 5811, loss_cls: 5.6545, loss: 5.6545, grad_norm: 6.3909 2020-10-24 17:49:49,966 - mmaction - INFO - Epoch [68][440/921] lr: 1.000e-03, eta: 11:02:26, time: 1.353, data_time: 0.008, memory: 5811, loss_cls: 5.5369, loss: 5.5369, grad_norm: 6.4799 2020-10-24 17:50:15,751 - mmaction - INFO - Epoch [68][460/921] lr: 1.000e-03, eta: 11:01:59, time: 1.290, data_time: 0.004, memory: 5811, loss_cls: 5.7833, loss: 5.7833, grad_norm: 6.5401 2020-10-24 17:50:42,210 - mmaction - INFO - Epoch [68][480/921] lr: 1.000e-03, eta: 11:01:32, time: 1.318, data_time: 0.009, memory: 5811, loss_cls: 5.6209, loss: 5.6209, grad_norm: 6.2549 2020-10-24 17:51:08,553 - mmaction - INFO - Epoch [68][500/921] lr: 1.000e-03, eta: 11:01:06, time: 1.323, data_time: 0.012, memory: 5811, loss_cls: 5.5328, loss: 5.5328, grad_norm: 6.2116 2020-10-24 17:51:34,240 - mmaction - INFO - Epoch [68][520/921] lr: 1.000e-03, eta: 11:00:39, time: 1.284, data_time: 0.005, memory: 5811, loss_cls: 5.4943, loss: 5.4943, grad_norm: 6.2542 2020-10-24 17:52:00,418 - mmaction - INFO - Epoch [68][540/921] lr: 1.000e-03, eta: 11:00:12, time: 1.310, data_time: 0.004, memory: 5811, loss_cls: 5.6074, loss: 5.6074, grad_norm: 6.2875 2020-10-24 17:52:26,165 - mmaction - INFO - Epoch [68][560/921] lr: 1.000e-03, eta: 10:59:45, time: 1.288, data_time: 0.004, memory: 5811, loss_cls: 5.6593, loss: 5.6593, grad_norm: 6.3297 2020-10-24 17:52:52,402 - mmaction - INFO - Epoch [68][580/921] lr: 1.000e-03, eta: 10:59:18, time: 1.306, data_time: 0.002, memory: 5811, loss_cls: 5.3930, loss: 5.3930, grad_norm: 6.1654 2020-10-24 17:53:18,055 - mmaction - INFO - Epoch [68][600/921] lr: 1.000e-03, eta: 10:58:51, time: 1.289, data_time: 0.010, memory: 5811, loss_cls: 5.6092, loss: 5.6092, grad_norm: 6.3315 2020-10-24 17:53:44,198 - mmaction - INFO - Epoch [68][620/921] lr: 1.000e-03, eta: 10:58:24, time: 1.307, data_time: 0.005, memory: 5811, loss_cls: 5.5648, loss: 5.5648, grad_norm: 6.3509 2020-10-24 17:54:10,287 - mmaction - INFO - Epoch [68][640/921] lr: 1.000e-03, eta: 10:57:57, time: 1.298, data_time: 0.002, memory: 5811, loss_cls: 5.5175, loss: 5.5175, grad_norm: 6.3395 2020-10-24 17:54:35,785 - mmaction - INFO - Epoch [68][660/921] lr: 1.000e-03, eta: 10:57:30, time: 1.277, data_time: 0.014, memory: 5811, loss_cls: 5.6380, loss: 5.6380, grad_norm: 6.3737 2020-10-24 17:55:01,036 - mmaction - INFO - Epoch [68][680/921] lr: 1.000e-03, eta: 10:57:03, time: 1.267, data_time: 0.006, memory: 5811, loss_cls: 5.4941, loss: 5.4941, grad_norm: 6.1979 2020-10-24 17:55:27,089 - mmaction - INFO - Epoch [68][700/921] lr: 1.000e-03, eta: 10:56:36, time: 1.292, data_time: 0.002, memory: 5811, loss_cls: 5.5251, loss: 5.5251, grad_norm: 6.2200 2020-10-24 17:55:52,686 - mmaction - INFO - Epoch [68][720/921] lr: 1.000e-03, eta: 10:56:09, time: 1.285, data_time: 0.014, memory: 5811, loss_cls: 5.6038, loss: 5.6038, grad_norm: 6.2418 2020-10-24 17:56:18,297 - mmaction - INFO - Epoch [68][740/921] lr: 1.000e-03, eta: 10:55:42, time: 1.286, data_time: 0.008, memory: 5811, loss_cls: 5.5521, loss: 5.5521, grad_norm: 6.1972 2020-10-24 17:56:44,482 - mmaction - INFO - Epoch [68][760/921] lr: 1.000e-03, eta: 10:55:15, time: 1.308, data_time: 0.004, memory: 5811, loss_cls: 5.7082, loss: 5.7082, grad_norm: 6.5561 2020-10-24 17:57:10,277 - mmaction - INFO - Epoch [68][780/921] lr: 1.000e-03, eta: 10:54:49, time: 1.291, data_time: 0.005, memory: 5811, loss_cls: 5.5429, loss: 5.5429, grad_norm: 6.2937 2020-10-24 17:57:35,863 - mmaction - INFO - Epoch [68][800/921] lr: 1.000e-03, eta: 10:54:21, time: 1.280, data_time: 0.003, memory: 5811, loss_cls: 5.5582, loss: 5.5582, grad_norm: 6.2341 2020-10-24 17:58:01,116 - mmaction - INFO - Epoch [68][820/921] lr: 1.000e-03, eta: 10:53:54, time: 1.261, data_time: 0.004, memory: 5811, loss_cls: 5.7144, loss: 5.7144, grad_norm: 6.3454 2020-10-24 17:58:26,971 - mmaction - INFO - Epoch [68][840/921] lr: 1.000e-03, eta: 10:53:27, time: 1.291, data_time: 0.003, memory: 5811, loss_cls: 5.4416, loss: 5.4416, grad_norm: 6.1302 2020-10-24 17:58:52,629 - mmaction - INFO - Epoch [68][860/921] lr: 1.000e-03, eta: 10:53:00, time: 1.286, data_time: 0.006, memory: 5811, loss_cls: 5.6142, loss: 5.6142, grad_norm: 6.4827 2020-10-24 17:59:17,987 - mmaction - INFO - Epoch [68][880/921] lr: 1.000e-03, eta: 10:52:33, time: 1.266, data_time: 0.004, memory: 5811, loss_cls: 5.5671, loss: 5.5671, grad_norm: 6.3902 2020-10-24 17:59:43,803 - mmaction - INFO - Epoch [68][900/921] lr: 1.000e-03, eta: 10:52:06, time: 1.290, data_time: 0.004, memory: 5811, loss_cls: 5.5970, loss: 5.5970, grad_norm: 6.2600 2020-10-24 18:00:40,455 - mmaction - INFO - Epoch [68][920/921] lr: 1.000e-03, eta: 10:51:56, time: 2.818, data_time: 0.008, memory: 5811, loss_cls: 5.4762, loss: 5.4762, grad_norm: 6.1856 2020-10-24 18:02:34,945 - mmaction - INFO - Epoch [69][20/921] lr: 1.000e-03, eta: 10:52:01, time: 4.379, data_time: 3.579, memory: 5811, loss_cls: 5.5841, loss: 5.5841, grad_norm: 6.2748 2020-10-24 18:03:02,399 - mmaction - INFO - Epoch [69][40/921] lr: 1.000e-03, eta: 10:51:35, time: 1.379, data_time: 0.537, memory: 5811, loss_cls: 5.6967, loss: 5.6967, grad_norm: 6.3770 2020-10-24 18:03:29,243 - mmaction - INFO - Epoch [69][60/921] lr: 1.000e-03, eta: 10:51:09, time: 1.343, data_time: 0.155, memory: 5811, loss_cls: 5.4740, loss: 5.4740, grad_norm: 6.1961 2020-10-24 18:03:55,472 - mmaction - INFO - Epoch [69][80/921] lr: 1.000e-03, eta: 10:50:42, time: 1.311, data_time: 0.133, memory: 5811, loss_cls: 5.4581, loss: 5.4581, grad_norm: 6.1731 2020-10-24 18:04:21,946 - mmaction - INFO - Epoch [69][100/921] lr: 1.000e-03, eta: 10:50:15, time: 1.321, data_time: 0.256, memory: 5811, loss_cls: 5.4725, loss: 5.4725, grad_norm: 6.2890 2020-10-24 18:04:48,214 - mmaction - INFO - Epoch [69][120/921] lr: 1.000e-03, eta: 10:49:49, time: 1.314, data_time: 0.006, memory: 5811, loss_cls: 5.5823, loss: 5.5823, grad_norm: 6.3075 2020-10-24 18:05:14,991 - mmaction - INFO - Epoch [69][140/921] lr: 1.000e-03, eta: 10:49:22, time: 1.340, data_time: 0.005, memory: 5811, loss_cls: 5.4287, loss: 5.4287, grad_norm: 6.3571 2020-10-24 18:05:41,390 - mmaction - INFO - Epoch [69][160/921] lr: 1.000e-03, eta: 10:48:56, time: 1.320, data_time: 0.004, memory: 5811, loss_cls: 5.5749, loss: 5.5749, grad_norm: 6.2984 2020-10-24 18:06:07,363 - mmaction - INFO - Epoch [69][180/921] lr: 1.000e-03, eta: 10:48:29, time: 1.297, data_time: 0.002, memory: 5811, loss_cls: 5.5270, loss: 5.5270, grad_norm: 6.3039 2020-10-24 18:06:33,384 - mmaction - INFO - Epoch [69][200/921] lr: 1.000e-03, eta: 10:48:02, time: 1.297, data_time: 0.006, memory: 5811, loss_cls: 5.6114, loss: 5.6114, grad_norm: 6.3401 2020-10-24 18:06:59,877 - mmaction - INFO - Epoch [69][220/921] lr: 1.000e-03, eta: 10:47:35, time: 1.329, data_time: 0.008, memory: 5811, loss_cls: 5.5524, loss: 5.5524, grad_norm: 6.2774 2020-10-24 18:07:25,729 - mmaction - INFO - Epoch [69][240/921] lr: 1.000e-03, eta: 10:47:08, time: 1.289, data_time: 0.031, memory: 5811, loss_cls: 5.6563, loss: 5.6563, grad_norm: 6.4666 2020-10-24 18:07:51,404 - mmaction - INFO - Epoch [69][260/921] lr: 1.000e-03, eta: 10:46:41, time: 1.284, data_time: 0.007, memory: 5811, loss_cls: 5.5119, loss: 5.5119, grad_norm: 6.0853 2020-10-24 18:08:17,013 - mmaction - INFO - Epoch [69][280/921] lr: 1.000e-03, eta: 10:46:14, time: 1.283, data_time: 0.012, memory: 5811, loss_cls: 5.5196, loss: 5.5196, grad_norm: 6.2669 2020-10-24 18:08:42,793 - mmaction - INFO - Epoch [69][300/921] lr: 1.000e-03, eta: 10:45:47, time: 1.289, data_time: 0.005, memory: 5811, loss_cls: 5.5530, loss: 5.5530, grad_norm: 6.2660 2020-10-24 18:09:09,069 - mmaction - INFO - Epoch [69][320/921] lr: 1.000e-03, eta: 10:45:20, time: 1.312, data_time: 0.004, memory: 5811, loss_cls: 5.7161, loss: 5.7161, grad_norm: 6.4500 2020-10-24 18:09:35,134 - mmaction - INFO - Epoch [69][340/921] lr: 1.000e-03, eta: 10:44:53, time: 1.301, data_time: 0.007, memory: 5811, loss_cls: 5.6227, loss: 5.6227, grad_norm: 6.3680 2020-10-24 18:10:00,474 - mmaction - INFO - Epoch [69][360/921] lr: 1.000e-03, eta: 10:44:26, time: 1.274, data_time: 0.008, memory: 5811, loss_cls: 5.5098, loss: 5.5098, grad_norm: 6.2250 2020-10-24 18:10:26,951 - mmaction - INFO - Epoch [69][380/921] lr: 1.000e-03, eta: 10:44:00, time: 1.320, data_time: 0.003, memory: 5811, loss_cls: 5.7897, loss: 5.7897, grad_norm: 6.4424 2020-10-24 18:10:52,862 - mmaction - INFO - Epoch [69][400/921] lr: 1.000e-03, eta: 10:43:33, time: 1.298, data_time: 0.007, memory: 5811, loss_cls: 5.4295, loss: 5.4295, grad_norm: 6.1945 2020-10-24 18:11:18,681 - mmaction - INFO - Epoch [69][420/921] lr: 1.000e-03, eta: 10:43:06, time: 1.292, data_time: 0.005, memory: 5811, loss_cls: 5.5877, loss: 5.5877, grad_norm: 6.4375 2020-10-24 18:11:44,354 - mmaction - INFO - Epoch [69][440/921] lr: 1.000e-03, eta: 10:42:39, time: 1.282, data_time: 0.001, memory: 5811, loss_cls: 5.5075, loss: 5.5075, grad_norm: 6.2626 2020-10-24 18:12:10,123 - mmaction - INFO - Epoch [69][460/921] lr: 1.000e-03, eta: 10:42:12, time: 1.289, data_time: 0.005, memory: 5811, loss_cls: 5.4472, loss: 5.4472, grad_norm: 6.2014 2020-10-24 18:12:36,027 - mmaction - INFO - Epoch [69][480/921] lr: 1.000e-03, eta: 10:41:45, time: 1.297, data_time: 0.004, memory: 5811, loss_cls: 5.4860, loss: 5.4860, grad_norm: 6.2991 2020-10-24 18:13:01,861 - mmaction - INFO - Epoch [69][500/921] lr: 1.000e-03, eta: 10:41:18, time: 1.282, data_time: 0.002, memory: 5811, loss_cls: 5.6489, loss: 5.6489, grad_norm: 6.4274 2020-10-24 18:13:27,822 - mmaction - INFO - Epoch [69][520/921] lr: 1.000e-03, eta: 10:40:51, time: 1.306, data_time: 0.012, memory: 5811, loss_cls: 5.6026, loss: 5.6026, grad_norm: 6.3850 2020-10-24 18:13:54,276 - mmaction - INFO - Epoch [69][540/921] lr: 1.000e-03, eta: 10:40:24, time: 1.320, data_time: 0.005, memory: 5811, loss_cls: 5.4414, loss: 5.4414, grad_norm: 6.2865 2020-10-24 18:14:20,179 - mmaction - INFO - Epoch [69][560/921] lr: 1.000e-03, eta: 10:39:57, time: 1.300, data_time: 0.008, memory: 5811, loss_cls: 5.4483, loss: 5.4483, grad_norm: 6.1548 2020-10-24 18:14:45,964 - mmaction - INFO - Epoch [69][580/921] lr: 1.000e-03, eta: 10:39:30, time: 1.284, data_time: 0.002, memory: 5811, loss_cls: 5.6481, loss: 5.6481, grad_norm: 6.4225 2020-10-24 18:15:11,958 - mmaction - INFO - Epoch [69][600/921] lr: 1.000e-03, eta: 10:39:04, time: 1.299, data_time: 0.007, memory: 5811, loss_cls: 5.6577, loss: 5.6577, grad_norm: 6.4171 2020-10-24 18:15:38,341 - mmaction - INFO - Epoch [69][620/921] lr: 1.000e-03, eta: 10:38:37, time: 1.319, data_time: 0.008, memory: 5811, loss_cls: 5.6326, loss: 5.6326, grad_norm: 6.4320 2020-10-24 18:16:04,220 - mmaction - INFO - Epoch [69][640/921] lr: 1.000e-03, eta: 10:38:10, time: 1.293, data_time: 0.008, memory: 5811, loss_cls: 5.6090, loss: 5.6090, grad_norm: 6.3097 2020-10-24 18:16:30,236 - mmaction - INFO - Epoch [69][660/921] lr: 1.000e-03, eta: 10:37:43, time: 1.305, data_time: 0.010, memory: 5811, loss_cls: 5.5859, loss: 5.5859, grad_norm: 6.3587 2020-10-24 18:16:56,429 - mmaction - INFO - Epoch [69][680/921] lr: 1.000e-03, eta: 10:37:16, time: 1.312, data_time: 0.006, memory: 5811, loss_cls: 5.6385, loss: 5.6385, grad_norm: 6.4165 2020-10-24 18:17:22,637 - mmaction - INFO - Epoch [69][700/921] lr: 1.000e-03, eta: 10:36:50, time: 1.310, data_time: 0.001, memory: 5811, loss_cls: 5.5623, loss: 5.5623, grad_norm: 6.3793 2020-10-24 18:17:48,644 - mmaction - INFO - Epoch [69][720/921] lr: 1.000e-03, eta: 10:36:23, time: 1.296, data_time: 0.002, memory: 5811, loss_cls: 5.6191, loss: 5.6191, grad_norm: 6.3907 2020-10-24 18:18:14,921 - mmaction - INFO - Epoch [69][740/921] lr: 1.000e-03, eta: 10:35:56, time: 1.316, data_time: 0.007, memory: 5811, loss_cls: 5.6299, loss: 5.6299, grad_norm: 6.3489 2020-10-24 18:18:41,015 - mmaction - INFO - Epoch [69][760/921] lr: 1.000e-03, eta: 10:35:29, time: 1.301, data_time: 0.005, memory: 5811, loss_cls: 5.5995, loss: 5.5995, grad_norm: 6.3217 2020-10-24 18:19:07,138 - mmaction - INFO - Epoch [69][780/921] lr: 1.000e-03, eta: 10:35:02, time: 1.299, data_time: 0.007, memory: 5811, loss_cls: 5.5396, loss: 5.5396, grad_norm: 6.4309 2020-10-24 18:19:32,554 - mmaction - INFO - Epoch [69][800/921] lr: 1.000e-03, eta: 10:34:35, time: 1.283, data_time: 0.015, memory: 5811, loss_cls: 5.6299, loss: 5.6299, grad_norm: 6.2680 2020-10-24 18:19:58,983 - mmaction - INFO - Epoch [69][820/921] lr: 1.000e-03, eta: 10:34:09, time: 1.321, data_time: 0.003, memory: 5811, loss_cls: 5.5476, loss: 5.5476, grad_norm: 6.3253 2020-10-24 18:20:25,545 - mmaction - INFO - Epoch [69][840/921] lr: 1.000e-03, eta: 10:33:42, time: 1.322, data_time: 0.002, memory: 5811, loss_cls: 5.7052, loss: 5.7052, grad_norm: 6.4082 2020-10-24 18:20:51,714 - mmaction - INFO - Epoch [69][860/921] lr: 1.000e-03, eta: 10:33:15, time: 1.316, data_time: 0.008, memory: 5811, loss_cls: 5.4242, loss: 5.4242, grad_norm: 6.1515 2020-10-24 18:21:17,159 - mmaction - INFO - Epoch [69][880/921] lr: 1.000e-03, eta: 10:32:48, time: 1.272, data_time: 0.003, memory: 5811, loss_cls: 5.6497, loss: 5.6497, grad_norm: 6.5096 2020-10-24 18:21:43,724 - mmaction - INFO - Epoch [69][900/921] lr: 1.000e-03, eta: 10:32:22, time: 1.328, data_time: 0.001, memory: 5811, loss_cls: 5.7476, loss: 5.7476, grad_norm: 6.5503 2020-10-24 18:22:08,158 - mmaction - INFO - Epoch [69][920/921] lr: 1.000e-03, eta: 10:31:54, time: 1.223, data_time: 0.003, memory: 5811, loss_cls: 5.4813, loss: 5.4813, grad_norm: 6.3006 2020-10-24 18:22:54,746 - mmaction - INFO - Epoch [70][20/921] lr: 1.000e-03, eta: 10:31:35, time: 2.200, data_time: 1.560, memory: 5811, loss_cls: 5.5519, loss: 5.5519, grad_norm: 6.4343 2020-10-24 18:23:22,159 - mmaction - INFO - Epoch [70][40/921] lr: 1.000e-03, eta: 10:31:08, time: 1.371, data_time: 0.226, memory: 5811, loss_cls: 5.6045, loss: 5.6045, grad_norm: 6.4335 2020-10-24 18:23:48,674 - mmaction - INFO - Epoch [70][60/921] lr: 1.000e-03, eta: 10:30:42, time: 1.326, data_time: 0.001, memory: 5811, loss_cls: 5.5019, loss: 5.5019, grad_norm: 6.3281 2020-10-24 18:24:15,511 - mmaction - INFO - Epoch [70][80/921] lr: 1.000e-03, eta: 10:30:15, time: 1.342, data_time: 0.001, memory: 5811, loss_cls: 5.4849, loss: 5.4849, grad_norm: 6.4283 2020-10-24 18:24:40,861 - mmaction - INFO - Epoch [70][100/921] lr: 1.000e-03, eta: 10:29:48, time: 1.260, data_time: 0.001, memory: 5811, loss_cls: 5.5985, loss: 5.5985, grad_norm: 6.5117 2020-10-24 18:25:05,908 - mmaction - INFO - Epoch [70][120/921] lr: 1.000e-03, eta: 10:29:21, time: 1.260, data_time: 0.009, memory: 5811, loss_cls: 5.5811, loss: 5.5811, grad_norm: 6.3037 2020-10-24 18:25:31,224 - mmaction - INFO - Epoch [70][140/921] lr: 1.000e-03, eta: 10:28:54, time: 1.266, data_time: 0.001, memory: 5811, loss_cls: 5.5501, loss: 5.5501, grad_norm: 6.3474 2020-10-24 18:25:57,256 - mmaction - INFO - Epoch [70][160/921] lr: 1.000e-03, eta: 10:28:27, time: 1.286, data_time: 0.002, memory: 5811, loss_cls: 5.6870, loss: 5.6870, grad_norm: 6.5678 2020-10-24 18:26:23,106 - mmaction - INFO - Epoch [70][180/921] lr: 1.000e-03, eta: 10:28:00, time: 1.304, data_time: 0.017, memory: 5811, loss_cls: 5.5308, loss: 5.5308, grad_norm: 6.2308 2020-10-24 18:26:48,963 - mmaction - INFO - Epoch [70][200/921] lr: 1.000e-03, eta: 10:27:33, time: 1.286, data_time: 0.006, memory: 5811, loss_cls: 5.5550, loss: 5.5550, grad_norm: 6.2580 2020-10-24 18:27:14,831 - mmaction - INFO - Epoch [70][220/921] lr: 1.000e-03, eta: 10:27:06, time: 1.299, data_time: 0.013, memory: 5811, loss_cls: 5.4029, loss: 5.4029, grad_norm: 6.1804 2020-10-24 18:27:40,660 - mmaction - INFO - Epoch [70][240/921] lr: 1.000e-03, eta: 10:26:39, time: 1.293, data_time: 0.011, memory: 5811, loss_cls: 5.4035, loss: 5.4035, grad_norm: 6.2211 2020-10-24 18:28:05,826 - mmaction - INFO - Epoch [70][260/921] lr: 1.000e-03, eta: 10:26:12, time: 1.253, data_time: 0.006, memory: 5811, loss_cls: 5.4946, loss: 5.4946, grad_norm: 6.3803 2020-10-24 18:28:31,900 - mmaction - INFO - Epoch [70][280/921] lr: 1.000e-03, eta: 10:25:45, time: 1.306, data_time: 0.012, memory: 5811, loss_cls: 5.5262, loss: 5.5262, grad_norm: 6.3831 2020-10-24 18:28:57,608 - mmaction - INFO - Epoch [70][300/921] lr: 1.000e-03, eta: 10:25:18, time: 1.292, data_time: 0.008, memory: 5811, loss_cls: 5.4992, loss: 5.4992, grad_norm: 6.2977 2020-10-24 18:29:23,882 - mmaction - INFO - Epoch [70][320/921] lr: 1.000e-03, eta: 10:24:51, time: 1.306, data_time: 0.004, memory: 5811, loss_cls: 5.6410, loss: 5.6410, grad_norm: 6.3818 2020-10-24 18:29:49,397 - mmaction - INFO - Epoch [70][340/921] lr: 1.000e-03, eta: 10:24:24, time: 1.274, data_time: 0.012, memory: 5811, loss_cls: 5.5555, loss: 5.5555, grad_norm: 6.2838 2020-10-24 18:30:15,491 - mmaction - INFO - Epoch [70][360/921] lr: 1.000e-03, eta: 10:23:57, time: 1.305, data_time: 0.011, memory: 5811, loss_cls: 5.5626, loss: 5.5626, grad_norm: 6.2887 2020-10-24 18:30:41,076 - mmaction - INFO - Epoch [70][380/921] lr: 1.000e-03, eta: 10:23:30, time: 1.282, data_time: 0.011, memory: 5811, loss_cls: 5.6186, loss: 5.6186, grad_norm: 6.3751 2020-10-24 18:31:07,087 - mmaction - INFO - Epoch [70][400/921] lr: 1.000e-03, eta: 10:23:03, time: 1.297, data_time: 0.009, memory: 5811, loss_cls: 5.6042, loss: 5.6042, grad_norm: 6.4371 2020-10-24 18:31:32,925 - mmaction - INFO - Epoch [70][420/921] lr: 1.000e-03, eta: 10:22:36, time: 1.295, data_time: 0.012, memory: 5811, loss_cls: 5.4997, loss: 5.4997, grad_norm: 6.3902 2020-10-24 18:31:59,413 - mmaction - INFO - Epoch [70][440/921] lr: 1.000e-03, eta: 10:22:10, time: 1.326, data_time: 0.014, memory: 5811, loss_cls: 5.5946, loss: 5.5946, grad_norm: 6.5362 2020-10-24 18:32:25,622 - mmaction - INFO - Epoch [70][460/921] lr: 1.000e-03, eta: 10:21:43, time: 1.311, data_time: 0.010, memory: 5811, loss_cls: 5.5006, loss: 5.5006, grad_norm: 6.2461 2020-10-24 18:32:51,145 - mmaction - INFO - Epoch [70][480/921] lr: 1.000e-03, eta: 10:21:16, time: 1.277, data_time: 0.009, memory: 5811, loss_cls: 5.5300, loss: 5.5300, grad_norm: 6.3528 2020-10-24 18:33:16,399 - mmaction - INFO - Epoch [70][500/921] lr: 1.000e-03, eta: 10:20:49, time: 1.266, data_time: 0.006, memory: 5811, loss_cls: 5.4334, loss: 5.4334, grad_norm: 6.2753 2020-10-24 18:33:42,477 - mmaction - INFO - Epoch [70][520/921] lr: 1.000e-03, eta: 10:20:22, time: 1.304, data_time: 0.003, memory: 5811, loss_cls: 5.5701, loss: 5.5701, grad_norm: 6.3885 2020-10-24 18:34:08,922 - mmaction - INFO - Epoch [70][540/921] lr: 1.000e-03, eta: 10:19:55, time: 1.317, data_time: 0.005, memory: 5811, loss_cls: 5.5952, loss: 5.5952, grad_norm: 6.3752 2020-10-24 18:34:34,551 - mmaction - INFO - Epoch [70][560/921] lr: 1.000e-03, eta: 10:19:28, time: 1.278, data_time: 0.007, memory: 5811, loss_cls: 5.5574, loss: 5.5574, grad_norm: 6.4349 2020-10-24 18:35:00,064 - mmaction - INFO - Epoch [70][580/921] lr: 1.000e-03, eta: 10:19:01, time: 1.281, data_time: 0.011, memory: 5811, loss_cls: 5.6331, loss: 5.6331, grad_norm: 6.3718 2020-10-24 18:35:26,195 - mmaction - INFO - Epoch [70][600/921] lr: 1.000e-03, eta: 10:18:35, time: 1.308, data_time: 0.006, memory: 5811, loss_cls: 5.5008, loss: 5.5008, grad_norm: 6.3618 2020-10-24 18:35:52,263 - mmaction - INFO - Epoch [70][620/921] lr: 1.000e-03, eta: 10:18:08, time: 1.302, data_time: 0.004, memory: 5811, loss_cls: 5.5068, loss: 5.5068, grad_norm: 6.4118 2020-10-24 18:36:17,739 - mmaction - INFO - Epoch [70][640/921] lr: 1.000e-03, eta: 10:17:41, time: 1.278, data_time: 0.006, memory: 5811, loss_cls: 5.6117, loss: 5.6117, grad_norm: 6.4210 2020-10-24 18:36:43,206 - mmaction - INFO - Epoch [70][660/921] lr: 1.000e-03, eta: 10:17:14, time: 1.273, data_time: 0.005, memory: 5811, loss_cls: 5.7841, loss: 5.7841, grad_norm: 6.6680 2020-10-24 18:37:09,188 - mmaction - INFO - Epoch [70][680/921] lr: 1.000e-03, eta: 10:16:47, time: 1.298, data_time: 0.002, memory: 5811, loss_cls: 5.5791, loss: 5.5791, grad_norm: 6.3752 2020-10-24 18:37:34,886 - mmaction - INFO - Epoch [70][700/921] lr: 1.000e-03, eta: 10:16:20, time: 1.282, data_time: 0.004, memory: 5811, loss_cls: 5.7491, loss: 5.7491, grad_norm: 6.6276 2020-10-24 18:38:00,602 - mmaction - INFO - Epoch [70][720/921] lr: 1.000e-03, eta: 10:15:53, time: 1.284, data_time: 0.006, memory: 5811, loss_cls: 5.7462, loss: 5.7462, grad_norm: 6.4959 2020-10-24 18:38:26,095 - mmaction - INFO - Epoch [70][740/921] lr: 1.000e-03, eta: 10:15:26, time: 1.277, data_time: 0.009, memory: 5811, loss_cls: 5.6322, loss: 5.6322, grad_norm: 6.4299 2020-10-24 18:38:51,599 - mmaction - INFO - Epoch [70][760/921] lr: 1.000e-03, eta: 10:14:59, time: 1.277, data_time: 0.005, memory: 5811, loss_cls: 5.5981, loss: 5.5981, grad_norm: 6.4116 2020-10-24 18:39:17,586 - mmaction - INFO - Epoch [70][780/921] lr: 1.000e-03, eta: 10:14:32, time: 1.291, data_time: 0.003, memory: 5811, loss_cls: 5.4735, loss: 5.4735, grad_norm: 6.2604 2020-10-24 18:39:44,301 - mmaction - INFO - Epoch [70][800/921] lr: 1.000e-03, eta: 10:14:05, time: 1.340, data_time: 0.013, memory: 5811, loss_cls: 5.5895, loss: 5.5895, grad_norm: 6.4002 2020-10-24 18:40:09,573 - mmaction - INFO - Epoch [70][820/921] lr: 1.000e-03, eta: 10:13:38, time: 1.266, data_time: 0.008, memory: 5811, loss_cls: 5.4977, loss: 5.4977, grad_norm: 6.2735 2020-10-24 18:40:35,086 - mmaction - INFO - Epoch [70][840/921] lr: 1.000e-03, eta: 10:13:11, time: 1.278, data_time: 0.006, memory: 5811, loss_cls: 5.6014, loss: 5.6014, grad_norm: 6.4842 2020-10-24 18:41:01,010 - mmaction - INFO - Epoch [70][860/921] lr: 1.000e-03, eta: 10:12:44, time: 1.296, data_time: 0.002, memory: 5811, loss_cls: 5.6321, loss: 5.6321, grad_norm: 6.3884 2020-10-24 18:41:26,772 - mmaction - INFO - Epoch [70][880/921] lr: 1.000e-03, eta: 10:12:17, time: 1.285, data_time: 0.002, memory: 5811, loss_cls: 5.5639, loss: 5.5639, grad_norm: 6.4419 2020-10-24 18:41:52,894 - mmaction - INFO - Epoch [70][900/921] lr: 1.000e-03, eta: 10:11:50, time: 1.308, data_time: 0.004, memory: 5811, loss_cls: 5.6811, loss: 5.6811, grad_norm: 6.5054 2020-10-24 18:42:17,008 - mmaction - INFO - Epoch [70][920/921] lr: 1.000e-03, eta: 10:11:23, time: 1.206, data_time: 0.003, memory: 5811, loss_cls: 5.5957, loss: 5.5957, grad_norm: 6.3299 2020-10-24 18:42:18,130 - mmaction - INFO - Saving checkpoint at 70 epochs 2020-10-24 18:43:48,122 - mmaction - INFO - Evaluating mean_average_precision... 2020-10-24 18:43:48,802 - mmaction - INFO - mean_average_precision 0.5415 2020-10-24 18:43:48,815 - mmaction - INFO - Epoch(val) [70][921] mean_average_precision: 0.5415 2020-10-24 18:44:25,939 - mmaction - INFO - Epoch [71][20/921] lr: 1.000e-03, eta: 10:10:59, time: 1.850, data_time: 1.122, memory: 5811, loss_cls: 5.5539, loss: 5.5539, grad_norm: 6.4167 2020-10-24 18:44:52,667 - mmaction - INFO - Epoch [71][40/921] lr: 1.000e-03, eta: 10:10:33, time: 1.339, data_time: 0.557, memory: 5811, loss_cls: 5.5320, loss: 5.5320, grad_norm: 6.3598 2020-10-24 18:45:19,771 - mmaction - INFO - Epoch [71][60/921] lr: 1.000e-03, eta: 10:10:07, time: 1.357, data_time: 0.420, memory: 5811, loss_cls: 5.7104, loss: 5.7104, grad_norm: 6.5164 2020-10-24 18:45:46,138 - mmaction - INFO - Epoch [71][80/921] lr: 1.000e-03, eta: 10:09:40, time: 1.320, data_time: 0.181, memory: 5811, loss_cls: 5.4327, loss: 5.4327, grad_norm: 6.3022 2020-10-24 18:46:12,323 - mmaction - INFO - Epoch [71][100/921] lr: 1.000e-03, eta: 10:09:13, time: 1.307, data_time: 0.006, memory: 5811, loss_cls: 5.5498, loss: 5.5498, grad_norm: 6.3551 2020-10-24 18:46:38,281 - mmaction - INFO - Epoch [71][120/921] lr: 1.000e-03, eta: 10:08:46, time: 1.299, data_time: 0.004, memory: 5811, loss_cls: 5.5186, loss: 5.5186, grad_norm: 6.3334 2020-10-24 18:47:04,309 - mmaction - INFO - Epoch [71][140/921] lr: 1.000e-03, eta: 10:08:19, time: 1.294, data_time: 0.003, memory: 5811, loss_cls: 5.5457, loss: 5.5457, grad_norm: 6.3676 2020-10-24 18:47:30,261 - mmaction - INFO - Epoch [71][160/921] lr: 1.000e-03, eta: 10:07:53, time: 1.304, data_time: 0.011, memory: 5811, loss_cls: 5.6755, loss: 5.6755, grad_norm: 6.5344 2020-10-24 18:47:56,673 - mmaction - INFO - Epoch [71][180/921] lr: 1.000e-03, eta: 10:07:26, time: 1.310, data_time: 0.003, memory: 5811, loss_cls: 5.6085, loss: 5.6085, grad_norm: 6.3933 2020-10-24 18:48:22,288 - mmaction - INFO - Epoch [71][200/921] lr: 1.000e-03, eta: 10:06:59, time: 1.293, data_time: 0.015, memory: 5811, loss_cls: 5.5484, loss: 5.5484, grad_norm: 6.4464 2020-10-24 18:48:48,206 - mmaction - INFO - Epoch [71][220/921] lr: 1.000e-03, eta: 10:06:32, time: 1.295, data_time: 0.002, memory: 5811, loss_cls: 5.6555, loss: 5.6555, grad_norm: 6.3758 2020-10-24 18:49:13,570 - mmaction - INFO - Epoch [71][240/921] lr: 1.000e-03, eta: 10:06:05, time: 1.269, data_time: 0.002, memory: 5811, loss_cls: 5.7436, loss: 5.7436, grad_norm: 6.6156 2020-10-24 18:49:39,354 - mmaction - INFO - Epoch [71][260/921] lr: 1.000e-03, eta: 10:05:38, time: 1.288, data_time: 0.001, memory: 5811, loss_cls: 5.5804, loss: 5.5804, grad_norm: 6.2759 2020-10-24 18:50:05,678 - mmaction - INFO - Epoch [71][280/921] lr: 1.000e-03, eta: 10:05:11, time: 1.317, data_time: 0.003, memory: 5811, loss_cls: 5.6096, loss: 5.6096, grad_norm: 6.4117 2020-10-24 18:50:32,210 - mmaction - INFO - Epoch [71][300/921] lr: 1.000e-03, eta: 10:04:45, time: 1.322, data_time: 0.002, memory: 5811, loss_cls: 5.6489, loss: 5.6489, grad_norm: 6.6226 2020-10-24 18:50:58,650 - mmaction - INFO - Epoch [71][320/921] lr: 1.000e-03, eta: 10:04:18, time: 1.325, data_time: 0.006, memory: 5811, loss_cls: 5.4776, loss: 5.4776, grad_norm: 6.3953 2020-10-24 18:51:24,851 - mmaction - INFO - Epoch [71][340/921] lr: 1.000e-03, eta: 10:03:52, time: 1.312, data_time: 0.004, memory: 5811, loss_cls: 5.6299, loss: 5.6299, grad_norm: 6.4985 2020-10-24 18:51:51,147 - mmaction - INFO - Epoch [71][360/921] lr: 1.000e-03, eta: 10:03:25, time: 1.308, data_time: 0.003, memory: 5811, loss_cls: 5.4796, loss: 5.4796, grad_norm: 6.2286 2020-10-24 18:52:17,214 - mmaction - INFO - Epoch [71][380/921] lr: 1.000e-03, eta: 10:02:58, time: 1.307, data_time: 0.009, memory: 5811, loss_cls: 5.4585, loss: 5.4585, grad_norm: 6.2933 2020-10-24 18:52:43,581 - mmaction - INFO - Epoch [71][400/921] lr: 1.000e-03, eta: 10:02:31, time: 1.316, data_time: 0.005, memory: 5811, loss_cls: 5.5697, loss: 5.5697, grad_norm: 6.5922 2020-10-24 18:53:09,580 - mmaction - INFO - Epoch [71][420/921] lr: 1.000e-03, eta: 10:02:05, time: 1.299, data_time: 0.007, memory: 5811, loss_cls: 5.4568, loss: 5.4568, grad_norm: 6.2643 2020-10-24 18:53:35,944 - mmaction - INFO - Epoch [71][440/921] lr: 1.000e-03, eta: 10:01:38, time: 1.313, data_time: 0.015, memory: 5811, loss_cls: 5.5972, loss: 5.5972, grad_norm: 6.2553 2020-10-24 18:54:01,895 - mmaction - INFO - Epoch [71][460/921] lr: 1.000e-03, eta: 10:01:11, time: 1.307, data_time: 0.015, memory: 5811, loss_cls: 5.5945, loss: 5.5945, grad_norm: 6.4060 2020-10-24 18:54:27,836 - mmaction - INFO - Epoch [71][480/921] lr: 1.000e-03, eta: 10:00:44, time: 1.296, data_time: 0.006, memory: 5811, loss_cls: 5.6338, loss: 5.6338, grad_norm: 6.4761 2020-10-24 18:54:53,923 - mmaction - INFO - Epoch [71][500/921] lr: 1.000e-03, eta: 10:00:17, time: 1.307, data_time: 0.006, memory: 5811, loss_cls: 5.4432, loss: 5.4432, grad_norm: 6.2981 2020-10-24 18:55:19,942 - mmaction - INFO - Epoch [71][520/921] lr: 1.000e-03, eta: 9:59:51, time: 1.295, data_time: 0.002, memory: 5811, loss_cls: 5.6309, loss: 5.6309, grad_norm: 6.5635 2020-10-24 18:55:45,997 - mmaction - INFO - Epoch [71][540/921] lr: 1.000e-03, eta: 9:59:24, time: 1.309, data_time: 0.011, memory: 5811, loss_cls: 5.4470, loss: 5.4470, grad_norm: 6.4259 2020-10-24 18:56:11,331 - mmaction - INFO - Epoch [71][560/921] lr: 1.000e-03, eta: 9:58:57, time: 1.263, data_time: 0.003, memory: 5811, loss_cls: 5.5698, loss: 5.5698, grad_norm: 6.5215 2020-10-24 18:56:37,576 - mmaction - INFO - Epoch [71][580/921] lr: 1.000e-03, eta: 9:58:30, time: 1.309, data_time: 0.008, memory: 5811, loss_cls: 5.5811, loss: 5.5811, grad_norm: 6.4165 2020-10-24 18:57:03,313 - mmaction - INFO - Epoch [71][600/921] lr: 1.000e-03, eta: 9:58:03, time: 1.294, data_time: 0.011, memory: 5811, loss_cls: 5.4217, loss: 5.4217, grad_norm: 6.3172 2020-10-24 18:57:30,152 - mmaction - INFO - Epoch [71][620/921] lr: 1.000e-03, eta: 9:57:37, time: 1.342, data_time: 0.003, memory: 5811, loss_cls: 5.5396, loss: 5.5396, grad_norm: 6.3065 2020-10-24 18:57:55,737 - mmaction - INFO - Epoch [71][640/921] lr: 1.000e-03, eta: 9:57:10, time: 1.276, data_time: 0.004, memory: 5811, loss_cls: 5.6190, loss: 5.6190, grad_norm: 6.4313 2020-10-24 18:58:21,811 - mmaction - INFO - Epoch [71][660/921] lr: 1.000e-03, eta: 9:56:43, time: 1.300, data_time: 0.006, memory: 5811, loss_cls: 5.4315, loss: 5.4315, grad_norm: 6.2684 2020-10-24 18:58:48,028 - mmaction - INFO - Epoch [71][680/921] lr: 1.000e-03, eta: 9:56:16, time: 1.313, data_time: 0.011, memory: 5811, loss_cls: 5.5809, loss: 5.5809, grad_norm: 6.4725 2020-10-24 18:59:13,816 - mmaction - INFO - Epoch [71][700/921] lr: 1.000e-03, eta: 9:55:49, time: 1.290, data_time: 0.007, memory: 5811, loss_cls: 5.4576, loss: 5.4576, grad_norm: 6.3892 2020-10-24 18:59:39,570 - mmaction - INFO - Epoch [71][720/921] lr: 1.000e-03, eta: 9:55:22, time: 1.289, data_time: 0.008, memory: 5811, loss_cls: 5.5239, loss: 5.5239, grad_norm: 6.3670 2020-10-24 19:00:05,871 - mmaction - INFO - Epoch [71][740/921] lr: 1.000e-03, eta: 9:54:56, time: 1.307, data_time: 0.005, memory: 5811, loss_cls: 5.6384, loss: 5.6384, grad_norm: 6.4331 2020-10-24 19:00:31,387 - mmaction - INFO - Epoch [71][760/921] lr: 1.000e-03, eta: 9:54:29, time: 1.277, data_time: 0.014, memory: 5811, loss_cls: 5.7218, loss: 5.7218, grad_norm: 6.4932 2020-10-24 19:00:58,170 - mmaction - INFO - Epoch [71][780/921] lr: 1.000e-03, eta: 9:54:02, time: 1.343, data_time: 0.015, memory: 5811, loss_cls: 5.5267, loss: 5.5267, grad_norm: 6.4699 2020-10-24 19:01:24,475 - mmaction - INFO - Epoch [71][800/921] lr: 1.000e-03, eta: 9:53:35, time: 1.314, data_time: 0.007, memory: 5811, loss_cls: 5.5327, loss: 5.5327, grad_norm: 6.4498 2020-10-24 19:01:50,973 - mmaction - INFO - Epoch [71][820/921] lr: 1.000e-03, eta: 9:53:09, time: 1.331, data_time: 0.008, memory: 5811, loss_cls: 5.6481, loss: 5.6481, grad_norm: 6.6577 2020-10-24 19:02:17,608 - mmaction - INFO - Epoch [71][840/921] lr: 1.000e-03, eta: 9:52:42, time: 1.332, data_time: 0.003, memory: 5811, loss_cls: 5.5786, loss: 5.5786, grad_norm: 6.4703 2020-10-24 19:02:44,068 - mmaction - INFO - Epoch [71][860/921] lr: 1.000e-03, eta: 9:52:16, time: 1.322, data_time: 0.001, memory: 5811, loss_cls: 5.5214, loss: 5.5214, grad_norm: 6.4299 2020-10-24 19:03:10,078 - mmaction - INFO - Epoch [71][880/921] lr: 1.000e-03, eta: 9:51:49, time: 1.299, data_time: 0.002, memory: 5811, loss_cls: 5.6012, loss: 5.6012, grad_norm: 6.5428 2020-10-24 19:03:35,995 - mmaction - INFO - Epoch [71][900/921] lr: 1.000e-03, eta: 9:51:22, time: 1.290, data_time: 0.005, memory: 5811, loss_cls: 5.4537, loss: 5.4537, grad_norm: 6.3008 2020-10-24 19:04:01,046 - mmaction - INFO - Epoch [71][920/921] lr: 1.000e-03, eta: 9:50:55, time: 1.261, data_time: 0.010, memory: 5811, loss_cls: 5.5763, loss: 5.5763, grad_norm: 6.5215 2020-10-24 19:04:43,751 - mmaction - INFO - Epoch [72][20/921] lr: 1.000e-03, eta: 9:50:33, time: 2.032, data_time: 0.957, memory: 5811, loss_cls: 5.5740, loss: 5.5740, grad_norm: 6.4259 2020-10-24 19:05:11,520 - mmaction - INFO - Epoch [72][40/921] lr: 1.000e-03, eta: 9:50:07, time: 1.390, data_time: 0.101, memory: 5811, loss_cls: 5.5613, loss: 5.5613, grad_norm: 6.5450 2020-10-24 19:05:38,953 - mmaction - INFO - Epoch [72][60/921] lr: 1.000e-03, eta: 9:49:41, time: 1.371, data_time: 0.082, memory: 5811, loss_cls: 5.5493, loss: 5.5493, grad_norm: 6.3249 2020-10-24 19:06:05,050 - mmaction - INFO - Epoch [72][80/921] lr: 1.000e-03, eta: 9:49:14, time: 1.308, data_time: 0.037, memory: 5811, loss_cls: 5.5003, loss: 5.5003, grad_norm: 6.5126 2020-10-24 19:06:32,236 - mmaction - INFO - Epoch [72][100/921] lr: 1.000e-03, eta: 9:48:48, time: 1.351, data_time: 0.049, memory: 5811, loss_cls: 5.5496, loss: 5.5496, grad_norm: 6.4133 2020-10-24 19:06:58,726 - mmaction - INFO - Epoch [72][120/921] lr: 1.000e-03, eta: 9:48:21, time: 1.325, data_time: 0.012, memory: 5811, loss_cls: 5.5997, loss: 5.5997, grad_norm: 6.5599 2020-10-24 19:07:25,195 - mmaction - INFO - Epoch [72][140/921] lr: 1.000e-03, eta: 9:47:55, time: 1.327, data_time: 0.012, memory: 5811, loss_cls: 5.5894, loss: 5.5894, grad_norm: 6.4009 2020-10-24 19:07:52,345 - mmaction - INFO - Epoch [72][160/921] lr: 1.000e-03, eta: 9:47:28, time: 1.354, data_time: 0.006, memory: 5811, loss_cls: 5.5043, loss: 5.5043, grad_norm: 6.5283 2020-10-24 19:08:18,300 - mmaction - INFO - Epoch [72][180/921] lr: 1.000e-03, eta: 9:47:02, time: 1.295, data_time: 0.009, memory: 5811, loss_cls: 5.6319, loss: 5.6319, grad_norm: 6.4516 2020-10-24 19:08:45,005 - mmaction - INFO - Epoch [72][200/921] lr: 1.000e-03, eta: 9:46:35, time: 1.344, data_time: 0.012, memory: 5811, loss_cls: 5.5024, loss: 5.5024, grad_norm: 6.3800 2020-10-24 19:09:11,302 - mmaction - INFO - Epoch [72][220/921] lr: 1.000e-03, eta: 9:46:09, time: 1.311, data_time: 0.003, memory: 5811, loss_cls: 5.6009, loss: 5.6009, grad_norm: 6.4602 2020-10-24 19:09:37,658 - mmaction - INFO - Epoch [72][240/921] lr: 1.000e-03, eta: 9:45:42, time: 1.322, data_time: 0.008, memory: 5811, loss_cls: 5.5909, loss: 5.5909, grad_norm: 6.4573 2020-10-24 19:10:03,907 - mmaction - INFO - Epoch [72][260/921] lr: 1.000e-03, eta: 9:45:15, time: 1.310, data_time: 0.003, memory: 5811, loss_cls: 5.7747, loss: 5.7747, grad_norm: 6.4605 2020-10-24 19:10:30,506 - mmaction - INFO - Epoch [72][280/921] lr: 1.000e-03, eta: 9:44:49, time: 1.329, data_time: 0.007, memory: 5811, loss_cls: 5.4767, loss: 5.4767, grad_norm: 6.2652 2020-10-24 19:10:56,926 - mmaction - INFO - Epoch [72][300/921] lr: 1.000e-03, eta: 9:44:22, time: 1.319, data_time: 0.006, memory: 5811, loss_cls: 5.5272, loss: 5.5272, grad_norm: 6.2765 2020-10-24 19:11:22,879 - mmaction - INFO - Epoch [72][320/921] lr: 1.000e-03, eta: 9:43:55, time: 1.298, data_time: 0.007, memory: 5811, loss_cls: 5.5673, loss: 5.5673, grad_norm: 6.4786 2020-10-24 19:11:49,649 - mmaction - INFO - Epoch [72][340/921] lr: 1.000e-03, eta: 9:43:29, time: 1.337, data_time: 0.008, memory: 5811, loss_cls: 5.5712, loss: 5.5712, grad_norm: 6.4784 2020-10-24 19:12:15,567 - mmaction - INFO - Epoch [72][360/921] lr: 1.000e-03, eta: 9:43:02, time: 1.301, data_time: 0.009, memory: 5811, loss_cls: 5.5623, loss: 5.5623, grad_norm: 6.5751 2020-10-24 19:12:41,830 - mmaction - INFO - Epoch [72][380/921] lr: 1.000e-03, eta: 9:42:35, time: 1.312, data_time: 0.004, memory: 5811, loss_cls: 5.5684, loss: 5.5684, grad_norm: 6.3928 2020-10-24 19:13:07,701 - mmaction - INFO - Epoch [72][400/921] lr: 1.000e-03, eta: 9:42:08, time: 1.294, data_time: 0.003, memory: 5811, loss_cls: 5.5194, loss: 5.5194, grad_norm: 6.4614 2020-10-24 19:13:33,588 - mmaction - INFO - Epoch [72][420/921] lr: 1.000e-03, eta: 9:41:42, time: 1.295, data_time: 0.005, memory: 5811, loss_cls: 5.7307, loss: 5.7307, grad_norm: 6.5885 2020-10-24 19:13:59,350 - mmaction - INFO - Epoch [72][440/921] lr: 1.000e-03, eta: 9:41:15, time: 1.285, data_time: 0.002, memory: 5811, loss_cls: 5.6461, loss: 5.6461, grad_norm: 6.5373 2020-10-24 19:14:25,411 - mmaction - INFO - Epoch [72][460/921] lr: 1.000e-03, eta: 9:40:48, time: 1.302, data_time: 0.006, memory: 5811, loss_cls: 5.6320, loss: 5.6320, grad_norm: 6.4306 2020-10-24 19:14:50,782 - mmaction - INFO - Epoch [72][480/921] lr: 1.000e-03, eta: 9:40:21, time: 1.272, data_time: 0.008, memory: 5811, loss_cls: 5.6403, loss: 5.6403, grad_norm: 6.4286 2020-10-24 19:15:17,075 - mmaction - INFO - Epoch [72][500/921] lr: 1.000e-03, eta: 9:39:54, time: 1.310, data_time: 0.005, memory: 5811, loss_cls: 5.4235, loss: 5.4235, grad_norm: 6.2465 2020-10-24 19:15:42,789 - mmaction - INFO - Epoch [72][520/921] lr: 1.000e-03, eta: 9:39:27, time: 1.290, data_time: 0.007, memory: 5811, loss_cls: 5.6507, loss: 5.6507, grad_norm: 6.5006 2020-10-24 19:16:08,614 - mmaction - INFO - Epoch [72][540/921] lr: 1.000e-03, eta: 9:39:00, time: 1.283, data_time: 0.002, memory: 5811, loss_cls: 5.4616, loss: 5.4616, grad_norm: 6.3767 2020-10-24 19:16:34,475 - mmaction - INFO - Epoch [72][560/921] lr: 1.000e-03, eta: 9:38:33, time: 1.292, data_time: 0.011, memory: 5811, loss_cls: 5.4552, loss: 5.4552, grad_norm: 6.4264 2020-10-24 19:16:59,806 - mmaction - INFO - Epoch [72][580/921] lr: 1.000e-03, eta: 9:38:06, time: 1.275, data_time: 0.012, memory: 5811, loss_cls: 5.4575, loss: 5.4575, grad_norm: 6.2865 2020-10-24 19:17:25,561 - mmaction - INFO - Epoch [72][600/921] lr: 1.000e-03, eta: 9:37:39, time: 1.287, data_time: 0.002, memory: 5811, loss_cls: 5.5806, loss: 5.5806, grad_norm: 6.4873 2020-10-24 19:17:51,778 - mmaction - INFO - Epoch [72][620/921] lr: 1.000e-03, eta: 9:37:13, time: 1.310, data_time: 0.004, memory: 5811, loss_cls: 5.5504, loss: 5.5504, grad_norm: 6.4093 2020-10-24 19:18:17,342 - mmaction - INFO - Epoch [72][640/921] lr: 1.000e-03, eta: 9:36:46, time: 1.277, data_time: 0.004, memory: 5811, loss_cls: 5.6256, loss: 5.6256, grad_norm: 6.6232 2020-10-24 19:18:43,594 - mmaction - INFO - Epoch [72][660/921] lr: 1.000e-03, eta: 9:36:19, time: 1.313, data_time: 0.005, memory: 5811, loss_cls: 5.5270, loss: 5.5270, grad_norm: 6.4971 2020-10-24 19:19:09,379 - mmaction - INFO - Epoch [72][680/921] lr: 1.000e-03, eta: 9:35:52, time: 1.292, data_time: 0.007, memory: 5811, loss_cls: 5.5236, loss: 5.5236, grad_norm: 6.4950 2020-10-24 19:19:35,408 - mmaction - INFO - Epoch [72][700/921] lr: 1.000e-03, eta: 9:35:25, time: 1.294, data_time: 0.004, memory: 5811, loss_cls: 5.5637, loss: 5.5637, grad_norm: 6.5080 2020-10-24 19:20:01,377 - mmaction - INFO - Epoch [72][720/921] lr: 1.000e-03, eta: 9:34:58, time: 1.299, data_time: 0.010, memory: 5811, loss_cls: 5.4626, loss: 5.4626, grad_norm: 6.3656 2020-10-24 19:20:27,097 - mmaction - INFO - Epoch [72][740/921] lr: 1.000e-03, eta: 9:34:31, time: 1.290, data_time: 0.014, memory: 5811, loss_cls: 5.5597, loss: 5.5597, grad_norm: 6.4159 2020-10-24 19:20:53,269 - mmaction - INFO - Epoch [72][760/921] lr: 1.000e-03, eta: 9:34:05, time: 1.311, data_time: 0.018, memory: 5811, loss_cls: 5.4863, loss: 5.4863, grad_norm: 6.5029 2020-10-24 19:21:18,800 - mmaction - INFO - Epoch [72][780/921] lr: 1.000e-03, eta: 9:33:38, time: 1.277, data_time: 0.003, memory: 5811, loss_cls: 5.5872, loss: 5.5872, grad_norm: 6.5548 2020-10-24 19:21:45,032 - mmaction - INFO - Epoch [72][800/921] lr: 1.000e-03, eta: 9:33:11, time: 1.312, data_time: 0.002, memory: 5811, loss_cls: 5.6393, loss: 5.6393, grad_norm: 6.4978 2020-10-24 19:22:11,093 - mmaction - INFO - Epoch [72][820/921] lr: 1.000e-03, eta: 9:32:44, time: 1.298, data_time: 0.003, memory: 5811, loss_cls: 5.6054, loss: 5.6054, grad_norm: 6.5522 2020-10-24 19:22:37,044 - mmaction - INFO - Epoch [72][840/921] lr: 1.000e-03, eta: 9:32:17, time: 1.299, data_time: 0.008, memory: 5811, loss_cls: 5.6175, loss: 5.6175, grad_norm: 6.5085 2020-10-24 19:23:02,683 - mmaction - INFO - Epoch [72][860/921] lr: 1.000e-03, eta: 9:31:50, time: 1.283, data_time: 0.008, memory: 5811, loss_cls: 5.6007, loss: 5.6007, grad_norm: 6.5190 2020-10-24 19:23:28,776 - mmaction - INFO - Epoch [72][880/921] lr: 1.000e-03, eta: 9:31:24, time: 1.308, data_time: 0.006, memory: 5811, loss_cls: 5.5318, loss: 5.5318, grad_norm: 6.5375 2020-10-24 19:23:54,340 - mmaction - INFO - Epoch [72][900/921] lr: 1.000e-03, eta: 9:30:57, time: 1.271, data_time: 0.001, memory: 5811, loss_cls: 5.4832, loss: 5.4832, grad_norm: 6.2608 2020-10-24 19:24:18,875 - mmaction - INFO - Epoch [72][920/921] lr: 1.000e-03, eta: 9:30:29, time: 1.234, data_time: 0.011, memory: 5811, loss_cls: 5.5582, loss: 5.5582, grad_norm: 6.3795 2020-10-24 19:25:03,106 - mmaction - INFO - Epoch [73][20/921] lr: 1.000e-03, eta: 9:30:08, time: 2.090, data_time: 1.154, memory: 5811, loss_cls: 5.6182, loss: 5.6182, grad_norm: 6.4725 2020-10-24 19:25:29,939 - mmaction - INFO - Epoch [73][40/921] lr: 1.000e-03, eta: 9:29:41, time: 1.337, data_time: 0.015, memory: 5811, loss_cls: 5.5052, loss: 5.5052, grad_norm: 6.4348 2020-10-24 19:25:56,628 - mmaction - INFO - Epoch [73][60/921] lr: 1.000e-03, eta: 9:29:15, time: 1.336, data_time: 0.006, memory: 5811, loss_cls: 5.5839, loss: 5.5839, grad_norm: 6.5678 2020-10-24 19:26:23,775 - mmaction - INFO - Epoch [73][80/921] lr: 1.000e-03, eta: 9:28:49, time: 1.361, data_time: 0.006, memory: 5811, loss_cls: 5.5225, loss: 5.5225, grad_norm: 6.6098 2020-10-24 19:26:49,434 - mmaction - INFO - Epoch [73][100/921] lr: 1.000e-03, eta: 9:28:21, time: 1.273, data_time: 0.002, memory: 5811, loss_cls: 5.5906, loss: 5.5906, grad_norm: 6.4900 2020-10-24 19:27:15,879 - mmaction - INFO - Epoch [73][120/921] lr: 1.000e-03, eta: 9:27:55, time: 1.328, data_time: 0.012, memory: 5811, loss_cls: 5.6105, loss: 5.6105, grad_norm: 6.5368 2020-10-24 19:27:41,948 - mmaction - INFO - Epoch [73][140/921] lr: 1.000e-03, eta: 9:27:28, time: 1.307, data_time: 0.006, memory: 5811, loss_cls: 5.5941, loss: 5.5941, grad_norm: 6.4989 2020-10-24 19:28:08,081 - mmaction - INFO - Epoch [73][160/921] lr: 1.000e-03, eta: 9:27:01, time: 1.305, data_time: 0.001, memory: 5811, loss_cls: 5.4806, loss: 5.4806, grad_norm: 6.3509 2020-10-24 19:28:34,124 - mmaction - INFO - Epoch [73][180/921] lr: 1.000e-03, eta: 9:26:35, time: 1.299, data_time: 0.009, memory: 5811, loss_cls: 5.6065, loss: 5.6065, grad_norm: 6.4744 2020-10-24 19:29:00,035 - mmaction - INFO - Epoch [73][200/921] lr: 1.000e-03, eta: 9:26:08, time: 1.299, data_time: 0.005, memory: 5811, loss_cls: 5.4760, loss: 5.4760, grad_norm: 6.3695 2020-10-24 19:29:25,647 - mmaction - INFO - Epoch [73][220/921] lr: 1.000e-03, eta: 9:25:41, time: 1.275, data_time: 0.027, memory: 5811, loss_cls: 5.5910, loss: 5.5910, grad_norm: 6.4044 2020-10-24 19:29:51,361 - mmaction - INFO - Epoch [73][240/921] lr: 1.000e-03, eta: 9:25:14, time: 1.291, data_time: 0.007, memory: 5811, loss_cls: 5.5908, loss: 5.5908, grad_norm: 6.5479 2020-10-24 19:30:17,395 - mmaction - INFO - Epoch [73][260/921] lr: 1.000e-03, eta: 9:24:47, time: 1.299, data_time: 0.002, memory: 5811, loss_cls: 5.4760, loss: 5.4760, grad_norm: 6.2052 2020-10-24 19:30:43,273 - mmaction - INFO - Epoch [73][280/921] lr: 1.000e-03, eta: 9:24:20, time: 1.294, data_time: 0.005, memory: 5811, loss_cls: 5.5362, loss: 5.5362, grad_norm: 6.3448 2020-10-24 19:31:08,947 - mmaction - INFO - Epoch [73][300/921] lr: 1.000e-03, eta: 9:23:53, time: 1.280, data_time: 0.005, memory: 5811, loss_cls: 5.4075, loss: 5.4075, grad_norm: 6.4156 2020-10-24 19:31:34,851 - mmaction - INFO - Epoch [73][320/921] lr: 1.000e-03, eta: 9:23:27, time: 1.296, data_time: 0.013, memory: 5811, loss_cls: 5.6053, loss: 5.6053, grad_norm: 6.4750 2020-10-24 19:32:00,516 - mmaction - INFO - Epoch [73][340/921] lr: 1.000e-03, eta: 9:23:00, time: 1.288, data_time: 0.008, memory: 5811, loss_cls: 5.5427, loss: 5.5427, grad_norm: 6.4581 2020-10-24 19:32:26,181 - mmaction - INFO - Epoch [73][360/921] lr: 1.000e-03, eta: 9:22:33, time: 1.275, data_time: 0.003, memory: 5811, loss_cls: 5.5744, loss: 5.5744, grad_norm: 6.4017 2020-10-24 19:32:51,544 - mmaction - INFO - Epoch [73][380/921] lr: 1.000e-03, eta: 9:22:05, time: 1.263, data_time: 0.010, memory: 5811, loss_cls: 5.4701, loss: 5.4701, grad_norm: 6.3926 2020-10-24 19:33:16,731 - mmaction - INFO - Epoch [73][400/921] lr: 1.000e-03, eta: 9:21:38, time: 1.270, data_time: 0.018, memory: 5811, loss_cls: 5.4465, loss: 5.4465, grad_norm: 6.3282 2020-10-24 19:33:42,590 - mmaction - INFO - Epoch [73][420/921] lr: 1.000e-03, eta: 9:21:12, time: 1.284, data_time: 0.004, memory: 5811, loss_cls: 5.4835, loss: 5.4835, grad_norm: 6.4006 2020-10-24 19:34:08,885 - mmaction - INFO - Epoch [73][440/921] lr: 1.000e-03, eta: 9:20:45, time: 1.322, data_time: 0.015, memory: 5811, loss_cls: 5.5109, loss: 5.5109, grad_norm: 6.4861 2020-10-24 19:34:34,707 - mmaction - INFO - Epoch [73][460/921] lr: 1.000e-03, eta: 9:20:18, time: 1.292, data_time: 0.005, memory: 5811, loss_cls: 5.5153, loss: 5.5153, grad_norm: 6.4398 2020-10-24 19:35:00,764 - mmaction - INFO - Epoch [73][480/921] lr: 1.000e-03, eta: 9:19:51, time: 1.302, data_time: 0.005, memory: 5811, loss_cls: 5.4917, loss: 5.4917, grad_norm: 6.5806 2020-10-24 19:35:26,557 - mmaction - INFO - Epoch [73][500/921] lr: 1.000e-03, eta: 9:19:24, time: 1.291, data_time: 0.006, memory: 5811, loss_cls: 5.5538, loss: 5.5538, grad_norm: 6.4356 2020-10-24 19:35:53,217 - mmaction - INFO - Epoch [73][520/921] lr: 1.000e-03, eta: 9:18:58, time: 1.331, data_time: 0.007, memory: 5811, loss_cls: 5.3840, loss: 5.3840, grad_norm: 6.3822 2020-10-24 19:36:19,636 - mmaction - INFO - Epoch [73][540/921] lr: 1.000e-03, eta: 9:18:31, time: 1.313, data_time: 0.007, memory: 5811, loss_cls: 5.5530, loss: 5.5530, grad_norm: 6.4917 2020-10-24 19:36:45,435 - mmaction - INFO - Epoch [73][560/921] lr: 1.000e-03, eta: 9:18:04, time: 1.295, data_time: 0.016, memory: 5811, loss_cls: 5.6097, loss: 5.6097, grad_norm: 6.5679 2020-10-24 19:37:11,499 - mmaction - INFO - Epoch [73][580/921] lr: 1.000e-03, eta: 9:17:38, time: 1.312, data_time: 0.011, memory: 5811, loss_cls: 5.5701, loss: 5.5701, grad_norm: 6.4193 2020-10-24 19:37:37,897 - mmaction - INFO - Epoch [73][600/921] lr: 1.000e-03, eta: 9:17:11, time: 1.318, data_time: 0.004, memory: 5811, loss_cls: 5.5991, loss: 5.5991, grad_norm: 6.4942 2020-10-24 19:38:04,820 - mmaction - INFO - Epoch [73][620/921] lr: 1.000e-03, eta: 9:16:45, time: 1.348, data_time: 0.006, memory: 5811, loss_cls: 5.5435, loss: 5.5435, grad_norm: 6.4343 2020-10-24 19:38:30,026 - mmaction - INFO - Epoch [73][640/921] lr: 1.000e-03, eta: 9:16:18, time: 1.258, data_time: 0.006, memory: 5811, loss_cls: 5.4843, loss: 5.4843, grad_norm: 6.7047 2020-10-24 19:38:56,231 - mmaction - INFO - Epoch [73][660/921] lr: 1.000e-03, eta: 9:15:51, time: 1.312, data_time: 0.006, memory: 5811, loss_cls: 5.6193, loss: 5.6193, grad_norm: 6.5913 2020-10-24 19:39:22,000 - mmaction - INFO - Epoch [73][680/921] lr: 1.000e-03, eta: 9:15:24, time: 1.285, data_time: 0.002, memory: 5811, loss_cls: 5.3355, loss: 5.3355, grad_norm: 6.4056 2020-10-24 19:39:47,784 - mmaction - INFO - Epoch [73][700/921] lr: 1.000e-03, eta: 9:14:57, time: 1.292, data_time: 0.008, memory: 5811, loss_cls: 5.7215, loss: 5.7215, grad_norm: 6.5301 2020-10-24 19:40:14,256 - mmaction - INFO - Epoch [73][720/921] lr: 1.000e-03, eta: 9:14:30, time: 1.314, data_time: 0.003, memory: 5811, loss_cls: 5.6108, loss: 5.6108, grad_norm: 6.5712 2020-10-24 19:40:40,285 - mmaction - INFO - Epoch [73][740/921] lr: 1.000e-03, eta: 9:14:04, time: 1.310, data_time: 0.011, memory: 5811, loss_cls: 5.4496, loss: 5.4496, grad_norm: 6.4741 2020-10-24 19:41:06,269 - mmaction - INFO - Epoch [73][760/921] lr: 1.000e-03, eta: 9:13:37, time: 1.300, data_time: 0.004, memory: 5811, loss_cls: 5.7167, loss: 5.7167, grad_norm: 6.6184 2020-10-24 19:41:32,302 - mmaction - INFO - Epoch [73][780/921] lr: 1.000e-03, eta: 9:13:10, time: 1.300, data_time: 0.004, memory: 5811, loss_cls: 5.4904, loss: 5.4904, grad_norm: 6.4126 2020-10-24 19:41:58,390 - mmaction - INFO - Epoch [73][800/921] lr: 1.000e-03, eta: 9:12:43, time: 1.302, data_time: 0.009, memory: 5811, loss_cls: 5.4155, loss: 5.4155, grad_norm: 6.3927 2020-10-24 19:42:24,615 - mmaction - INFO - Epoch [73][820/921] lr: 1.000e-03, eta: 9:12:17, time: 1.313, data_time: 0.008, memory: 5811, loss_cls: 5.4802, loss: 5.4802, grad_norm: 6.4329 2020-10-24 19:42:50,573 - mmaction - INFO - Epoch [73][840/921] lr: 1.000e-03, eta: 9:11:50, time: 1.291, data_time: 0.004, memory: 5811, loss_cls: 5.5921, loss: 5.5921, grad_norm: 6.5086 2020-10-24 19:43:15,780 - mmaction - INFO - Epoch [73][860/921] lr: 1.000e-03, eta: 9:11:23, time: 1.267, data_time: 0.012, memory: 5811, loss_cls: 5.6753, loss: 5.6753, grad_norm: 6.4836 2020-10-24 19:43:42,904 - mmaction - INFO - Epoch [73][880/921] lr: 1.000e-03, eta: 9:10:57, time: 1.353, data_time: 0.004, memory: 5811, loss_cls: 5.5924, loss: 5.5924, grad_norm: 6.7142 2020-10-24 19:44:08,856 - mmaction - INFO - Epoch [73][900/921] lr: 1.000e-03, eta: 9:10:30, time: 1.298, data_time: 0.009, memory: 5811, loss_cls: 5.6934, loss: 5.6934, grad_norm: 6.5279 2020-10-24 19:44:33,343 - mmaction - INFO - Epoch [73][920/921] lr: 1.000e-03, eta: 9:10:02, time: 1.230, data_time: 0.008, memory: 5811, loss_cls: 5.5654, loss: 5.5654, grad_norm: 6.4409 2020-10-24 19:45:17,343 - mmaction - INFO - Epoch [74][20/921] lr: 1.000e-03, eta: 9:09:41, time: 2.098, data_time: 0.975, memory: 5811, loss_cls: 5.6784, loss: 5.6784, grad_norm: 6.6451 2020-10-24 19:45:45,460 - mmaction - INFO - Epoch [74][40/921] lr: 1.000e-03, eta: 9:09:15, time: 1.408, data_time: 0.009, memory: 5811, loss_cls: 5.6478, loss: 5.6478, grad_norm: 6.6590 2020-10-24 19:46:12,400 - mmaction - INFO - Epoch [74][60/921] lr: 1.000e-03, eta: 9:08:48, time: 1.342, data_time: 0.001, memory: 5811, loss_cls: 5.4957, loss: 5.4957, grad_norm: 6.3429 2020-10-24 19:46:38,603 - mmaction - INFO - Epoch [74][80/921] lr: 1.000e-03, eta: 9:08:22, time: 1.315, data_time: 0.011, memory: 5811, loss_cls: 5.4206, loss: 5.4206, grad_norm: 6.4646 2020-10-24 19:47:04,406 - mmaction - INFO - Epoch [74][100/921] lr: 1.000e-03, eta: 9:07:55, time: 1.287, data_time: 0.002, memory: 5811, loss_cls: 5.4994, loss: 5.4994, grad_norm: 6.4990 2020-10-24 19:47:30,941 - mmaction - INFO - Epoch [74][120/921] lr: 1.000e-03, eta: 9:07:28, time: 1.325, data_time: 0.006, memory: 5811, loss_cls: 5.4631, loss: 5.4631, grad_norm: 6.4193 2020-10-24 19:47:56,589 - mmaction - INFO - Epoch [74][140/921] lr: 1.000e-03, eta: 9:07:01, time: 1.280, data_time: 0.008, memory: 5811, loss_cls: 5.4874, loss: 5.4874, grad_norm: 6.4840 2020-10-24 19:48:22,724 - mmaction - INFO - Epoch [74][160/921] lr: 1.000e-03, eta: 9:06:35, time: 1.312, data_time: 0.009, memory: 5811, loss_cls: 5.4733, loss: 5.4733, grad_norm: 6.5691 2020-10-24 19:48:48,135 - mmaction - INFO - Epoch [74][180/921] lr: 1.000e-03, eta: 9:06:07, time: 1.266, data_time: 0.006, memory: 5811, loss_cls: 5.5257, loss: 5.5257, grad_norm: 6.4450 2020-10-24 19:49:13,595 - mmaction - INFO - Epoch [74][200/921] lr: 1.000e-03, eta: 9:05:40, time: 1.276, data_time: 0.008, memory: 5811, loss_cls: 5.5275, loss: 5.5275, grad_norm: 6.4436 2020-10-24 19:49:39,643 - mmaction - INFO - Epoch [74][220/921] lr: 1.000e-03, eta: 9:05:14, time: 1.304, data_time: 0.006, memory: 5811, loss_cls: 5.6419, loss: 5.6419, grad_norm: 6.5839 2020-10-24 19:50:05,725 - mmaction - INFO - Epoch [74][240/921] lr: 1.000e-03, eta: 9:04:47, time: 1.300, data_time: 0.006, memory: 5811, loss_cls: 5.5796, loss: 5.5796, grad_norm: 6.3851 2020-10-24 19:50:31,926 - mmaction - INFO - Epoch [74][260/921] lr: 1.000e-03, eta: 9:04:20, time: 1.314, data_time: 0.008, memory: 5811, loss_cls: 5.5579, loss: 5.5579, grad_norm: 6.5534 2020-10-24 19:50:57,756 - mmaction - INFO - Epoch [74][280/921] lr: 1.000e-03, eta: 9:03:53, time: 1.292, data_time: 0.007, memory: 5811, loss_cls: 5.5562, loss: 5.5562, grad_norm: 6.4816 2020-10-24 19:51:23,949 - mmaction - INFO - Epoch [74][300/921] lr: 1.000e-03, eta: 9:03:27, time: 1.306, data_time: 0.004, memory: 5811, loss_cls: 5.4560, loss: 5.4560, grad_norm: 6.4163 2020-10-24 19:51:50,222 - mmaction - INFO - Epoch [74][320/921] lr: 1.000e-03, eta: 9:03:00, time: 1.308, data_time: 0.009, memory: 5811, loss_cls: 5.5900, loss: 5.5900, grad_norm: 6.5039 2020-10-24 19:52:16,088 - mmaction - INFO - Epoch [74][340/921] lr: 1.000e-03, eta: 9:02:33, time: 1.300, data_time: 0.014, memory: 5811, loss_cls: 5.5492, loss: 5.5492, grad_norm: 6.4715 2020-10-24 19:52:42,044 - mmaction - INFO - Epoch [74][360/921] lr: 1.000e-03, eta: 9:02:06, time: 1.299, data_time: 0.007, memory: 5811, loss_cls: 5.6519, loss: 5.6519, grad_norm: 6.5568 2020-10-24 19:53:08,218 - mmaction - INFO - Epoch [74][380/921] lr: 1.000e-03, eta: 9:01:40, time: 1.313, data_time: 0.006, memory: 5811, loss_cls: 5.5971, loss: 5.5971, grad_norm: 6.5690 2020-10-24 19:53:33,616 - mmaction - INFO - Epoch [74][400/921] lr: 1.000e-03, eta: 9:01:13, time: 1.270, data_time: 0.008, memory: 5811, loss_cls: 5.5990, loss: 5.5990, grad_norm: 6.4682 2020-10-24 19:53:59,948 - mmaction - INFO - Epoch [74][420/921] lr: 1.000e-03, eta: 9:00:46, time: 1.311, data_time: 0.003, memory: 5811, loss_cls: 5.5876, loss: 5.5876, grad_norm: 6.6118 2020-10-24 19:54:26,106 - mmaction - INFO - Epoch [74][440/921] lr: 1.000e-03, eta: 9:00:19, time: 1.311, data_time: 0.012, memory: 5811, loss_cls: 5.3843, loss: 5.3843, grad_norm: 6.4949 2020-10-24 19:54:52,182 - mmaction - INFO - Epoch [74][460/921] lr: 1.000e-03, eta: 8:59:53, time: 1.304, data_time: 0.005, memory: 5811, loss_cls: 5.5599, loss: 5.5599, grad_norm: 6.5669 2020-10-24 19:55:18,062 - mmaction - INFO - Epoch [74][480/921] lr: 1.000e-03, eta: 8:59:26, time: 1.293, data_time: 0.004, memory: 5811, loss_cls: 5.6557, loss: 5.6557, grad_norm: 6.5797 2020-10-24 19:55:43,506 - mmaction - INFO - Epoch [74][500/921] lr: 1.000e-03, eta: 8:58:59, time: 1.276, data_time: 0.007, memory: 5811, loss_cls: 5.6125, loss: 5.6125, grad_norm: 6.5462 2020-10-24 19:56:09,577 - mmaction - INFO - Epoch [74][520/921] lr: 1.000e-03, eta: 8:58:32, time: 1.300, data_time: 0.005, memory: 5811, loss_cls: 5.5640, loss: 5.5640, grad_norm: 6.3989 2020-10-24 19:56:35,514 - mmaction - INFO - Epoch [74][540/921] lr: 1.000e-03, eta: 8:58:05, time: 1.295, data_time: 0.012, memory: 5811, loss_cls: 5.5746, loss: 5.5746, grad_norm: 6.5569 2020-10-24 19:57:01,307 - mmaction - INFO - Epoch [74][560/921] lr: 1.000e-03, eta: 8:57:38, time: 1.289, data_time: 0.009, memory: 5811, loss_cls: 5.6008, loss: 5.6008, grad_norm: 6.6365 2020-10-24 19:57:26,940 - mmaction - INFO - Epoch [74][580/921] lr: 1.000e-03, eta: 8:57:12, time: 1.287, data_time: 0.010, memory: 5811, loss_cls: 5.4759, loss: 5.4759, grad_norm: 6.5680 2020-10-24 19:57:51,776 - mmaction - INFO - Epoch [74][600/921] lr: 1.000e-03, eta: 8:56:44, time: 1.243, data_time: 0.003, memory: 5811, loss_cls: 5.4494, loss: 5.4494, grad_norm: 6.3964 2020-10-24 19:58:16,882 - mmaction - INFO - Epoch [74][620/921] lr: 1.000e-03, eta: 8:56:17, time: 1.256, data_time: 0.002, memory: 5811, loss_cls: 5.6834, loss: 5.6834, grad_norm: 6.6678 2020-10-24 19:58:41,863 - mmaction - INFO - Epoch [74][640/921] lr: 1.000e-03, eta: 8:55:50, time: 1.248, data_time: 0.000, memory: 5811, loss_cls: 5.5127, loss: 5.5127, grad_norm: 6.3601 2020-10-24 19:59:08,195 - mmaction - INFO - Epoch [74][660/921] lr: 1.000e-03, eta: 8:55:23, time: 1.318, data_time: 0.004, memory: 5811, loss_cls: 5.5428, loss: 5.5428, grad_norm: 6.4089 2020-10-24 19:59:34,428 - mmaction - INFO - Epoch [74][680/921] lr: 1.000e-03, eta: 8:54:57, time: 1.302, data_time: 0.002, memory: 5811, loss_cls: 5.5591, loss: 5.5591, grad_norm: 6.4177 2020-10-24 20:00:00,209 - mmaction - INFO - Epoch [74][700/921] lr: 1.000e-03, eta: 8:54:30, time: 1.297, data_time: 0.013, memory: 5811, loss_cls: 5.3874, loss: 5.3874, grad_norm: 6.3008 2020-10-24 20:00:26,708 - mmaction - INFO - Epoch [74][720/921] lr: 1.000e-03, eta: 8:54:03, time: 1.324, data_time: 0.008, memory: 5811, loss_cls: 5.6390, loss: 5.6390, grad_norm: 6.6608 2020-10-24 20:00:52,330 - mmaction - INFO - Epoch [74][740/921] lr: 1.000e-03, eta: 8:53:36, time: 1.276, data_time: 0.004, memory: 5811, loss_cls: 5.4669, loss: 5.4669, grad_norm: 6.3413 2020-10-24 20:01:18,020 - mmaction - INFO - Epoch [74][760/921] lr: 1.000e-03, eta: 8:53:09, time: 1.287, data_time: 0.010, memory: 5811, loss_cls: 5.6377, loss: 5.6377, grad_norm: 6.4376 2020-10-24 20:01:43,552 - mmaction - INFO - Epoch [74][780/921] lr: 1.000e-03, eta: 8:52:43, time: 1.280, data_time: 0.008, memory: 5811, loss_cls: 5.4836, loss: 5.4836, grad_norm: 6.4987 2020-10-24 20:02:10,028 - mmaction - INFO - Epoch [74][800/921] lr: 1.000e-03, eta: 8:52:16, time: 1.319, data_time: 0.005, memory: 5811, loss_cls: 5.6709, loss: 5.6709, grad_norm: 6.5642 2020-10-24 20:02:35,829 - mmaction - INFO - Epoch [74][820/921] lr: 1.000e-03, eta: 8:51:49, time: 1.288, data_time: 0.006, memory: 5811, loss_cls: 5.5423, loss: 5.5423, grad_norm: 6.5104 2020-10-24 20:03:01,094 - mmaction - INFO - Epoch [74][840/921] lr: 1.000e-03, eta: 8:51:22, time: 1.267, data_time: 0.015, memory: 5811, loss_cls: 5.6077, loss: 5.6077, grad_norm: 6.6897 2020-10-24 20:03:26,854 - mmaction - INFO - Epoch [74][860/921] lr: 1.000e-03, eta: 8:50:55, time: 1.288, data_time: 0.005, memory: 5811, loss_cls: 5.4554, loss: 5.4554, grad_norm: 6.4481 2020-10-24 20:03:53,098 - mmaction - INFO - Epoch [74][880/921] lr: 1.000e-03, eta: 8:50:28, time: 1.309, data_time: 0.004, memory: 5811, loss_cls: 5.6222, loss: 5.6222, grad_norm: 6.6594 2020-10-24 20:04:18,769 - mmaction - INFO - Epoch [74][900/921] lr: 1.000e-03, eta: 8:50:02, time: 1.286, data_time: 0.010, memory: 5811, loss_cls: 5.4377, loss: 5.4377, grad_norm: 6.4138 2020-10-24 20:04:43,533 - mmaction - INFO - Epoch [74][920/921] lr: 1.000e-03, eta: 8:49:34, time: 1.242, data_time: 0.010, memory: 5811, loss_cls: 5.6677, loss: 5.6677, grad_norm: 6.7021 2020-10-24 20:05:27,551 - mmaction - INFO - Epoch [75][20/921] lr: 1.000e-03, eta: 8:49:12, time: 2.076, data_time: 1.216, memory: 5811, loss_cls: 5.6136, loss: 5.6136, grad_norm: 6.5364 2020-10-24 20:05:55,108 - mmaction - INFO - Epoch [75][40/921] lr: 1.000e-03, eta: 8:48:46, time: 1.382, data_time: 0.315, memory: 5811, loss_cls: 5.5025, loss: 5.5025, grad_norm: 6.4953 2020-10-24 20:06:21,022 - mmaction - INFO - Epoch [75][60/921] lr: 1.000e-03, eta: 8:48:19, time: 1.295, data_time: 0.001, memory: 5811, loss_cls: 5.4550, loss: 5.4550, grad_norm: 6.3756 2020-10-24 20:06:47,672 - mmaction - INFO - Epoch [75][80/921] lr: 1.000e-03, eta: 8:47:53, time: 1.330, data_time: 0.004, memory: 5811, loss_cls: 5.5195, loss: 5.5195, grad_norm: 6.5297 2020-10-24 20:07:14,153 - mmaction - INFO - Epoch [75][100/921] lr: 1.000e-03, eta: 8:47:26, time: 1.326, data_time: 0.006, memory: 5811, loss_cls: 5.4304, loss: 5.4304, grad_norm: 6.4349 2020-10-24 20:07:40,457 - mmaction - INFO - Epoch [75][120/921] lr: 1.000e-03, eta: 8:46:59, time: 1.313, data_time: 0.006, memory: 5811, loss_cls: 5.5281, loss: 5.5281, grad_norm: 6.6314 2020-10-24 20:08:06,448 - mmaction - INFO - Epoch [75][140/921] lr: 1.000e-03, eta: 8:46:33, time: 1.302, data_time: 0.007, memory: 5811, loss_cls: 5.5856, loss: 5.5856, grad_norm: 6.6527 2020-10-24 20:08:32,522 - mmaction - INFO - Epoch [75][160/921] lr: 1.000e-03, eta: 8:46:06, time: 1.304, data_time: 0.003, memory: 5811, loss_cls: 5.7468, loss: 5.7468, grad_norm: 6.6801 2020-10-24 20:08:58,726 - mmaction - INFO - Epoch [75][180/921] lr: 1.000e-03, eta: 8:45:39, time: 1.308, data_time: 0.004, memory: 5811, loss_cls: 5.4805, loss: 5.4805, grad_norm: 6.2700 2020-10-24 20:09:24,615 - mmaction - INFO - Epoch [75][200/921] lr: 1.000e-03, eta: 8:45:12, time: 1.292, data_time: 0.012, memory: 5811, loss_cls: 5.3012, loss: 5.3012, grad_norm: 6.1314 2020-10-24 20:09:50,213 - mmaction - INFO - Epoch [75][220/921] lr: 1.000e-03, eta: 8:44:46, time: 1.283, data_time: 0.007, memory: 5811, loss_cls: 5.4047, loss: 5.4047, grad_norm: 6.4048 2020-10-24 20:10:15,858 - mmaction - INFO - Epoch [75][240/921] lr: 1.000e-03, eta: 8:44:19, time: 1.281, data_time: 0.005, memory: 5811, loss_cls: 5.5034, loss: 5.5034, grad_norm: 6.3726 2020-10-24 20:10:41,631 - mmaction - INFO - Epoch [75][260/921] lr: 1.000e-03, eta: 8:43:52, time: 1.294, data_time: 0.006, memory: 5811, loss_cls: 5.5087, loss: 5.5087, grad_norm: 6.4877 2020-10-24 20:11:07,273 - mmaction - INFO - Epoch [75][280/921] lr: 1.000e-03, eta: 8:43:25, time: 1.282, data_time: 0.002, memory: 5811, loss_cls: 5.5770, loss: 5.5770, grad_norm: 6.5084 2020-10-24 20:11:33,193 - mmaction - INFO - Epoch [75][300/921] lr: 1.000e-03, eta: 8:42:58, time: 1.293, data_time: 0.002, memory: 5811, loss_cls: 5.5391, loss: 5.5391, grad_norm: 6.5996 2020-10-24 20:11:59,314 - mmaction - INFO - Epoch [75][320/921] lr: 1.000e-03, eta: 8:42:31, time: 1.296, data_time: 0.006, memory: 5811, loss_cls: 5.5173, loss: 5.5173, grad_norm: 6.4926 2020-10-24 20:12:24,872 - mmaction - INFO - Epoch [75][340/921] lr: 1.000e-03, eta: 8:42:04, time: 1.287, data_time: 0.015, memory: 5811, loss_cls: 5.5248, loss: 5.5248, grad_norm: 6.6316 2020-10-24 20:12:50,708 - mmaction - INFO - Epoch [75][360/921] lr: 1.000e-03, eta: 8:41:38, time: 1.291, data_time: 0.005, memory: 5811, loss_cls: 5.6378, loss: 5.6378, grad_norm: 6.7364 2020-10-24 20:13:16,424 - mmaction - INFO - Epoch [75][380/921] lr: 1.000e-03, eta: 8:41:11, time: 1.290, data_time: 0.009, memory: 5811, loss_cls: 5.5635, loss: 5.5635, grad_norm: 6.4275 2020-10-24 20:13:41,889 - mmaction - INFO - Epoch [75][400/921] lr: 1.000e-03, eta: 8:40:44, time: 1.271, data_time: 0.004, memory: 5811, loss_cls: 5.6134, loss: 5.6134, grad_norm: 6.5460 2020-10-24 20:14:08,379 - mmaction - INFO - Epoch [75][420/921] lr: 1.000e-03, eta: 8:40:17, time: 1.327, data_time: 0.005, memory: 5811, loss_cls: 5.5340, loss: 5.5340, grad_norm: 6.3755 2020-10-24 20:14:34,544 - mmaction - INFO - Epoch [75][440/921] lr: 1.000e-03, eta: 8:39:50, time: 1.296, data_time: 0.002, memory: 5811, loss_cls: 5.4948, loss: 5.4948, grad_norm: 6.5243 2020-10-24 20:15:00,262 - mmaction - INFO - Epoch [75][460/921] lr: 1.000e-03, eta: 8:39:24, time: 1.287, data_time: 0.016, memory: 5811, loss_cls: 5.5942, loss: 5.5942, grad_norm: 6.5576 2020-10-24 20:15:26,070 - mmaction - INFO - Epoch [75][480/921] lr: 1.000e-03, eta: 8:38:57, time: 1.296, data_time: 0.015, memory: 5811, loss_cls: 5.6118, loss: 5.6118, grad_norm: 6.6133 2020-10-24 20:15:51,764 - mmaction - INFO - Epoch [75][500/921] lr: 1.000e-03, eta: 8:38:30, time: 1.285, data_time: 0.006, memory: 5811, loss_cls: 5.5277, loss: 5.5277, grad_norm: 6.5297 2020-10-24 20:16:17,613 - mmaction - INFO - Epoch [75][520/921] lr: 1.000e-03, eta: 8:38:03, time: 1.289, data_time: 0.006, memory: 5811, loss_cls: 5.4809, loss: 5.4809, grad_norm: 6.5227 2020-10-24 20:16:42,725 - mmaction - INFO - Epoch [75][540/921] lr: 1.000e-03, eta: 8:37:36, time: 1.263, data_time: 0.017, memory: 5811, loss_cls: 5.6633, loss: 5.6633, grad_norm: 6.6619 2020-10-24 20:17:08,735 - mmaction - INFO - Epoch [75][560/921] lr: 1.000e-03, eta: 8:37:09, time: 1.299, data_time: 0.007, memory: 5811, loss_cls: 5.4474, loss: 5.4474, grad_norm: 6.4258 2020-10-24 20:17:35,006 - mmaction - INFO - Epoch [75][580/921] lr: 1.000e-03, eta: 8:36:43, time: 1.312, data_time: 0.003, memory: 5811, loss_cls: 5.5514, loss: 5.5514, grad_norm: 6.5852 2020-10-24 20:18:01,679 - mmaction - INFO - Epoch [75][600/921] lr: 1.000e-03, eta: 8:36:16, time: 1.332, data_time: 0.008, memory: 5811, loss_cls: 5.5347, loss: 5.5347, grad_norm: 6.4944 2020-10-24 20:18:27,127 - mmaction - INFO - Epoch [75][620/921] lr: 1.000e-03, eta: 8:35:49, time: 1.274, data_time: 0.012, memory: 5811, loss_cls: 5.5618, loss: 5.5618, grad_norm: 6.6342 2020-10-24 20:18:53,367 - mmaction - INFO - Epoch [75][640/921] lr: 1.000e-03, eta: 8:35:23, time: 1.306, data_time: 0.003, memory: 5811, loss_cls: 5.5843, loss: 5.5843, grad_norm: 6.5821 2020-10-24 20:19:19,823 - mmaction - INFO - Epoch [75][660/921] lr: 1.000e-03, eta: 8:34:56, time: 1.331, data_time: 0.012, memory: 5811, loss_cls: 5.6728, loss: 5.6728, grad_norm: 6.6911 2020-10-24 20:19:45,336 - mmaction - INFO - Epoch [75][680/921] lr: 1.000e-03, eta: 8:34:29, time: 1.268, data_time: 0.002, memory: 5811, loss_cls: 5.2788, loss: 5.2788, grad_norm: 6.3342 2020-10-24 20:20:11,415 - mmaction - INFO - Epoch [75][700/921] lr: 1.000e-03, eta: 8:34:02, time: 1.312, data_time: 0.010, memory: 5811, loss_cls: 5.5550, loss: 5.5550, grad_norm: 6.6537 2020-10-24 20:20:37,344 - mmaction - INFO - Epoch [75][720/921] lr: 1.000e-03, eta: 8:33:36, time: 1.295, data_time: 0.003, memory: 5811, loss_cls: 5.5925, loss: 5.5925, grad_norm: 6.6110 2020-10-24 20:21:04,304 - mmaction - INFO - Epoch [75][740/921] lr: 1.000e-03, eta: 8:33:09, time: 1.342, data_time: 0.003, memory: 5811, loss_cls: 5.5725, loss: 5.5725, grad_norm: 6.6216 2020-10-24 20:21:30,479 - mmaction - INFO - Epoch [75][760/921] lr: 1.000e-03, eta: 8:32:43, time: 1.311, data_time: 0.011, memory: 5811, loss_cls: 5.6006, loss: 5.6006, grad_norm: 6.6464 2020-10-24 20:21:56,355 - mmaction - INFO - Epoch [75][780/921] lr: 1.000e-03, eta: 8:32:16, time: 1.296, data_time: 0.006, memory: 5811, loss_cls: 5.6080, loss: 5.6080, grad_norm: 6.5658 2020-10-24 20:22:22,600 - mmaction - INFO - Epoch [75][800/921] lr: 1.000e-03, eta: 8:31:49, time: 1.313, data_time: 0.006, memory: 5811, loss_cls: 5.4847, loss: 5.4847, grad_norm: 6.4515 2020-10-24 20:22:49,506 - mmaction - INFO - Epoch [75][820/921] lr: 1.000e-03, eta: 8:31:23, time: 1.345, data_time: 0.005, memory: 5811, loss_cls: 5.6031, loss: 5.6031, grad_norm: 6.7905 2020-10-24 20:23:15,793 - mmaction - INFO - Epoch [75][840/921] lr: 1.000e-03, eta: 8:30:56, time: 1.316, data_time: 0.006, memory: 5811, loss_cls: 5.6033, loss: 5.6033, grad_norm: 6.5677 2020-10-24 20:23:42,000 - mmaction - INFO - Epoch [75][860/921] lr: 1.000e-03, eta: 8:30:29, time: 1.305, data_time: 0.006, memory: 5811, loss_cls: 5.4304, loss: 5.4304, grad_norm: 6.5639 2020-10-24 20:24:08,144 - mmaction - INFO - Epoch [75][880/921] lr: 1.000e-03, eta: 8:30:03, time: 1.312, data_time: 0.009, memory: 5811, loss_cls: 5.5074, loss: 5.5074, grad_norm: 6.4991 2020-10-24 20:24:34,354 - mmaction - INFO - Epoch [75][900/921] lr: 1.000e-03, eta: 8:29:36, time: 1.311, data_time: 0.003, memory: 5811, loss_cls: 5.6095, loss: 5.6095, grad_norm: 6.6735 2020-10-24 20:24:59,477 - mmaction - INFO - Epoch [75][920/921] lr: 1.000e-03, eta: 8:29:09, time: 1.258, data_time: 0.004, memory: 5811, loss_cls: 5.6078, loss: 5.6078, grad_norm: 6.7936 2020-10-24 20:25:02,404 - mmaction - INFO - Saving checkpoint at 75 epochs 2020-10-24 20:26:36,953 - mmaction - INFO - Evaluating mean_average_precision... 2020-10-24 20:26:37,596 - mmaction - INFO - mean_average_precision 0.5393 2020-10-24 20:26:37,611 - mmaction - INFO - Epoch(val) [75][921] mean_average_precision: 0.5393 2020-10-24 20:27:15,352 - mmaction - INFO - Epoch [76][20/921] lr: 1.000e-03, eta: 8:28:45, time: 1.879, data_time: 0.910, memory: 5811, loss_cls: 5.4403, loss: 5.4403, grad_norm: 6.3781 2020-10-24 20:27:42,324 - mmaction - INFO - Epoch [76][40/921] lr: 1.000e-03, eta: 8:28:19, time: 1.352, data_time: 0.015, memory: 5811, loss_cls: 5.4310, loss: 5.4310, grad_norm: 6.3560 2020-10-24 20:28:08,622 - mmaction - INFO - Epoch [76][60/921] lr: 1.000e-03, eta: 8:27:52, time: 1.317, data_time: 0.006, memory: 5811, loss_cls: 5.5331, loss: 5.5331, grad_norm: 6.4846 2020-10-24 20:28:34,614 - mmaction - INFO - Epoch [76][80/921] lr: 1.000e-03, eta: 8:27:25, time: 1.292, data_time: 0.007, memory: 5811, loss_cls: 5.4711, loss: 5.4711, grad_norm: 6.5777 2020-10-24 20:29:00,657 - mmaction - INFO - Epoch [76][100/921] lr: 1.000e-03, eta: 8:26:58, time: 1.304, data_time: 0.012, memory: 5811, loss_cls: 5.4276, loss: 5.4276, grad_norm: 6.5894 2020-10-24 20:29:26,784 - mmaction - INFO - Epoch [76][120/921] lr: 1.000e-03, eta: 8:26:32, time: 1.314, data_time: 0.013, memory: 5811, loss_cls: 5.5181, loss: 5.5181, grad_norm: 6.4391 2020-10-24 20:29:53,420 - mmaction - INFO - Epoch [76][140/921] lr: 1.000e-03, eta: 8:26:05, time: 1.331, data_time: 0.004, memory: 5811, loss_cls: 5.4842, loss: 5.4842, grad_norm: 6.5356 2020-10-24 20:30:19,922 - mmaction - INFO - Epoch [76][160/921] lr: 1.000e-03, eta: 8:25:39, time: 1.322, data_time: 0.004, memory: 5811, loss_cls: 5.6134, loss: 5.6134, grad_norm: 6.6162 2020-10-24 20:30:46,455 - mmaction - INFO - Epoch [76][180/921] lr: 1.000e-03, eta: 8:25:12, time: 1.329, data_time: 0.008, memory: 5811, loss_cls: 5.4395, loss: 5.4395, grad_norm: 6.4355 2020-10-24 20:31:12,927 - mmaction - INFO - Epoch [76][200/921] lr: 1.000e-03, eta: 8:24:46, time: 1.324, data_time: 0.007, memory: 5811, loss_cls: 5.5930, loss: 5.5930, grad_norm: 6.7803 2020-10-24 20:31:39,687 - mmaction - INFO - Epoch [76][220/921] lr: 1.000e-03, eta: 8:24:19, time: 1.340, data_time: 0.007, memory: 5811, loss_cls: 5.4012, loss: 5.4012, grad_norm: 6.4055 2020-10-24 20:32:06,136 - mmaction - INFO - Epoch [76][240/921] lr: 1.000e-03, eta: 8:23:53, time: 1.316, data_time: 0.003, memory: 5811, loss_cls: 5.4476, loss: 5.4476, grad_norm: 6.5364 2020-10-24 20:32:31,952 - mmaction - INFO - Epoch [76][260/921] lr: 1.000e-03, eta: 8:23:26, time: 1.289, data_time: 0.007, memory: 5811, loss_cls: 5.5436, loss: 5.5436, grad_norm: 6.5428 2020-10-24 20:32:58,627 - mmaction - INFO - Epoch [76][280/921] lr: 1.000e-03, eta: 8:22:59, time: 1.340, data_time: 0.010, memory: 5811, loss_cls: 5.4841, loss: 5.4841, grad_norm: 6.5564 2020-10-24 20:33:25,572 - mmaction - INFO - Epoch [76][300/921] lr: 1.000e-03, eta: 8:22:33, time: 1.341, data_time: 0.002, memory: 5811, loss_cls: 5.5127, loss: 5.5127, grad_norm: 6.5579 2020-10-24 20:33:51,831 - mmaction - INFO - Epoch [76][320/921] lr: 1.000e-03, eta: 8:22:06, time: 1.317, data_time: 0.010, memory: 5811, loss_cls: 5.5656, loss: 5.5656, grad_norm: 6.7052 2020-10-24 20:34:17,970 - mmaction - INFO - Epoch [76][340/921] lr: 1.000e-03, eta: 8:21:40, time: 1.308, data_time: 0.004, memory: 5811, loss_cls: 5.5565, loss: 5.5565, grad_norm: 6.5762 2020-10-24 20:34:43,980 - mmaction - INFO - Epoch [76][360/921] lr: 1.000e-03, eta: 8:21:13, time: 1.302, data_time: 0.003, memory: 5811, loss_cls: 5.5161, loss: 5.5161, grad_norm: 6.5633 2020-10-24 20:35:10,297 - mmaction - INFO - Epoch [76][380/921] lr: 1.000e-03, eta: 8:20:46, time: 1.314, data_time: 0.001, memory: 5811, loss_cls: 5.5381, loss: 5.5381, grad_norm: 6.5343 2020-10-24 20:35:35,949 - mmaction - INFO - Epoch [76][400/921] lr: 1.000e-03, eta: 8:20:19, time: 1.282, data_time: 0.004, memory: 5811, loss_cls: 5.5424, loss: 5.5424, grad_norm: 6.6042 2020-10-24 20:36:02,113 - mmaction - INFO - Epoch [76][420/921] lr: 1.000e-03, eta: 8:19:53, time: 1.306, data_time: 0.006, memory: 5811, loss_cls: 5.5257, loss: 5.5257, grad_norm: 6.4697 2020-10-24 20:36:28,385 - mmaction - INFO - Epoch [76][440/921] lr: 1.000e-03, eta: 8:19:26, time: 1.317, data_time: 0.005, memory: 5811, loss_cls: 5.3856, loss: 5.3856, grad_norm: 6.3935 2020-10-24 20:36:54,024 - mmaction - INFO - Epoch [76][460/921] lr: 1.000e-03, eta: 8:18:59, time: 1.283, data_time: 0.005, memory: 5811, loss_cls: 5.5431, loss: 5.5431, grad_norm: 6.5963 2020-10-24 20:37:19,783 - mmaction - INFO - Epoch [76][480/921] lr: 1.000e-03, eta: 8:18:32, time: 1.287, data_time: 0.002, memory: 5811, loss_cls: 5.6000, loss: 5.6000, grad_norm: 6.5932 2020-10-24 20:37:45,625 - mmaction - INFO - Epoch [76][500/921] lr: 1.000e-03, eta: 8:18:06, time: 1.292, data_time: 0.003, memory: 5811, loss_cls: 5.5277, loss: 5.5277, grad_norm: 6.6204 2020-10-24 20:38:11,992 - mmaction - INFO - Epoch [76][520/921] lr: 1.000e-03, eta: 8:17:39, time: 1.315, data_time: 0.004, memory: 5811, loss_cls: 5.6298, loss: 5.6298, grad_norm: 6.6115 2020-10-24 20:38:37,216 - mmaction - INFO - Epoch [76][540/921] lr: 1.000e-03, eta: 8:17:12, time: 1.262, data_time: 0.008, memory: 5811, loss_cls: 5.5849, loss: 5.5849, grad_norm: 6.5779 2020-10-24 20:39:03,588 - mmaction - INFO - Epoch [76][560/921] lr: 1.000e-03, eta: 8:16:45, time: 1.320, data_time: 0.007, memory: 5811, loss_cls: 5.7126, loss: 5.7126, grad_norm: 6.7187 2020-10-24 20:39:29,650 - mmaction - INFO - Epoch [76][580/921] lr: 1.000e-03, eta: 8:16:19, time: 1.299, data_time: 0.004, memory: 5811, loss_cls: 5.5995, loss: 5.5995, grad_norm: 6.7080 2020-10-24 20:39:55,550 - mmaction - INFO - Epoch [76][600/921] lr: 1.000e-03, eta: 8:15:52, time: 1.300, data_time: 0.011, memory: 5811, loss_cls: 5.6383, loss: 5.6383, grad_norm: 6.7474 2020-10-24 20:40:20,831 - mmaction - INFO - Epoch [76][620/921] lr: 1.000e-03, eta: 8:15:25, time: 1.263, data_time: 0.010, memory: 5811, loss_cls: 5.5757, loss: 5.5757, grad_norm: 6.5985 2020-10-24 20:40:46,613 - mmaction - INFO - Epoch [76][640/921] lr: 1.000e-03, eta: 8:14:58, time: 1.279, data_time: 0.006, memory: 5811, loss_cls: 5.5131, loss: 5.5131, grad_norm: 6.5443 2020-10-24 20:41:12,483 - mmaction - INFO - Epoch [76][660/921] lr: 1.000e-03, eta: 8:14:31, time: 1.292, data_time: 0.015, memory: 5811, loss_cls: 5.4842, loss: 5.4842, grad_norm: 6.6849 2020-10-24 20:41:38,266 - mmaction - INFO - Epoch [76][680/921] lr: 1.000e-03, eta: 8:14:04, time: 1.302, data_time: 0.017, memory: 5811, loss_cls: 5.5807, loss: 5.5807, grad_norm: 6.5994 2020-10-24 20:42:04,647 - mmaction - INFO - Epoch [76][700/921] lr: 1.000e-03, eta: 8:13:38, time: 1.319, data_time: 0.004, memory: 5811, loss_cls: 5.6597, loss: 5.6597, grad_norm: 6.5826 2020-10-24 20:42:30,181 - mmaction - INFO - Epoch [76][720/921] lr: 1.000e-03, eta: 8:13:11, time: 1.279, data_time: 0.005, memory: 5811, loss_cls: 5.5463, loss: 5.5463, grad_norm: 6.5589 2020-10-24 20:42:56,384 - mmaction - INFO - Epoch [76][740/921] lr: 1.000e-03, eta: 8:12:44, time: 1.303, data_time: 0.002, memory: 5811, loss_cls: 5.5314, loss: 5.5314, grad_norm: 6.4793 2020-10-24 20:43:22,380 - mmaction - INFO - Epoch [76][760/921] lr: 1.000e-03, eta: 8:12:18, time: 1.298, data_time: 0.010, memory: 5811, loss_cls: 5.6174, loss: 5.6174, grad_norm: 6.6817 2020-10-24 20:43:47,538 - mmaction - INFO - Epoch [76][780/921] lr: 1.000e-03, eta: 8:11:51, time: 1.264, data_time: 0.013, memory: 5811, loss_cls: 5.6034, loss: 5.6034, grad_norm: 6.6788 2020-10-24 20:44:13,386 - mmaction - INFO - Epoch [76][800/921] lr: 1.000e-03, eta: 8:11:24, time: 1.293, data_time: 0.013, memory: 5811, loss_cls: 5.5265, loss: 5.5265, grad_norm: 6.5440 2020-10-24 20:44:39,366 - mmaction - INFO - Epoch [76][820/921] lr: 1.000e-03, eta: 8:10:57, time: 1.300, data_time: 0.004, memory: 5811, loss_cls: 5.6101, loss: 5.6101, grad_norm: 6.7620 2020-10-24 20:45:05,366 - mmaction - INFO - Epoch [76][840/921] lr: 1.000e-03, eta: 8:10:30, time: 1.295, data_time: 0.003, memory: 5811, loss_cls: 5.5225, loss: 5.5225, grad_norm: 6.6366 2020-10-24 20:45:30,309 - mmaction - INFO - Epoch [76][860/921] lr: 1.000e-03, eta: 8:10:03, time: 1.252, data_time: 0.007, memory: 5811, loss_cls: 5.4697, loss: 5.4697, grad_norm: 6.5410 2020-10-24 20:45:56,304 - mmaction - INFO - Epoch [76][880/921] lr: 1.000e-03, eta: 8:09:36, time: 1.300, data_time: 0.002, memory: 5811, loss_cls: 5.5178, loss: 5.5178, grad_norm: 6.5240 2020-10-24 20:46:22,346 - mmaction - INFO - Epoch [76][900/921] lr: 1.000e-03, eta: 8:09:10, time: 1.298, data_time: 0.004, memory: 5811, loss_cls: 5.5983, loss: 5.5983, grad_norm: 6.6394 2020-10-24 20:46:46,999 - mmaction - INFO - Epoch [76][920/921] lr: 1.000e-03, eta: 8:08:43, time: 1.236, data_time: 0.007, memory: 5811, loss_cls: 5.5844, loss: 5.5844, grad_norm: 6.6278 2020-10-24 20:47:31,125 - mmaction - INFO - Epoch [77][20/921] lr: 1.000e-03, eta: 8:08:20, time: 2.101, data_time: 0.803, memory: 5811, loss_cls: 5.6676, loss: 5.6676, grad_norm: 6.5586 2020-10-24 20:47:58,226 - mmaction - INFO - Epoch [77][40/921] lr: 1.000e-03, eta: 8:07:53, time: 1.355, data_time: 0.012, memory: 5811, loss_cls: 5.3374, loss: 5.3374, grad_norm: 6.3670 2020-10-24 20:48:24,299 - mmaction - INFO - Epoch [77][60/921] lr: 1.000e-03, eta: 8:07:27, time: 1.310, data_time: 0.011, memory: 5811, loss_cls: 5.4072, loss: 5.4072, grad_norm: 6.4347 2020-10-24 20:48:50,639 - mmaction - INFO - Epoch [77][80/921] lr: 1.000e-03, eta: 8:07:00, time: 1.312, data_time: 0.004, memory: 5811, loss_cls: 5.4290, loss: 5.4290, grad_norm: 6.4946 2020-10-24 20:49:16,874 - mmaction - INFO - Epoch [77][100/921] lr: 1.000e-03, eta: 8:06:34, time: 1.317, data_time: 0.008, memory: 5811, loss_cls: 5.6148, loss: 5.6148, grad_norm: 6.5300 2020-10-24 20:49:43,697 - mmaction - INFO - Epoch [77][120/921] lr: 1.000e-03, eta: 8:06:07, time: 1.337, data_time: 0.006, memory: 5811, loss_cls: 5.5423, loss: 5.5423, grad_norm: 6.6422 2020-10-24 20:50:09,846 - mmaction - INFO - Epoch [77][140/921] lr: 1.000e-03, eta: 8:05:40, time: 1.309, data_time: 0.007, memory: 5811, loss_cls: 5.4009, loss: 5.4009, grad_norm: 6.4136 2020-10-24 20:50:36,239 - mmaction - INFO - Epoch [77][160/921] lr: 1.000e-03, eta: 8:05:14, time: 1.315, data_time: 0.006, memory: 5811, loss_cls: 5.5276, loss: 5.5276, grad_norm: 6.7243 2020-10-24 20:51:02,622 - mmaction - INFO - Epoch [77][180/921] lr: 1.000e-03, eta: 8:04:47, time: 1.322, data_time: 0.011, memory: 5811, loss_cls: 5.4598, loss: 5.4598, grad_norm: 6.6369 2020-10-24 20:51:28,987 - mmaction - INFO - Epoch [77][200/921] lr: 1.000e-03, eta: 8:04:21, time: 1.316, data_time: 0.010, memory: 5811, loss_cls: 5.5549, loss: 5.5549, grad_norm: 6.5410 2020-10-24 20:51:55,616 - mmaction - INFO - Epoch [77][220/921] lr: 1.000e-03, eta: 8:03:54, time: 1.338, data_time: 0.009, memory: 5811, loss_cls: 5.5449, loss: 5.5449, grad_norm: 6.5465 2020-10-24 20:52:21,997 - mmaction - INFO - Epoch [77][240/921] lr: 1.000e-03, eta: 8:03:28, time: 1.318, data_time: 0.003, memory: 5811, loss_cls: 5.4456, loss: 5.4456, grad_norm: 6.4797 2020-10-24 20:52:47,762 - mmaction - INFO - Epoch [77][260/921] lr: 1.000e-03, eta: 8:03:01, time: 1.286, data_time: 0.003, memory: 5811, loss_cls: 5.5777, loss: 5.5777, grad_norm: 6.6935 2020-10-24 20:53:13,330 - mmaction - INFO - Epoch [77][280/921] lr: 1.000e-03, eta: 8:02:34, time: 1.278, data_time: 0.007, memory: 5811, loss_cls: 5.5613, loss: 5.5613, grad_norm: 6.5672 2020-10-24 20:53:39,045 - mmaction - INFO - Epoch [77][300/921] lr: 1.000e-03, eta: 8:02:07, time: 1.277, data_time: 0.007, memory: 5811, loss_cls: 5.5116, loss: 5.5116, grad_norm: 6.7016 2020-10-24 20:54:05,166 - mmaction - INFO - Epoch [77][320/921] lr: 1.000e-03, eta: 8:01:40, time: 1.314, data_time: 0.014, memory: 5811, loss_cls: 5.5815, loss: 5.5815, grad_norm: 6.7239 2020-10-24 20:54:30,536 - mmaction - INFO - Epoch [77][340/921] lr: 1.000e-03, eta: 8:01:13, time: 1.265, data_time: 0.006, memory: 5811, loss_cls: 5.5607, loss: 5.5607, grad_norm: 6.5675 2020-10-24 20:54:56,088 - mmaction - INFO - Epoch [77][360/921] lr: 1.000e-03, eta: 8:00:47, time: 1.282, data_time: 0.010, memory: 5811, loss_cls: 5.5251, loss: 5.5251, grad_norm: 6.4836 2020-10-24 20:55:22,140 - mmaction - INFO - Epoch [77][380/921] lr: 1.000e-03, eta: 8:00:20, time: 1.302, data_time: 0.004, memory: 5811, loss_cls: 5.5110, loss: 5.5110, grad_norm: 6.5845 2020-10-24 20:55:47,322 - mmaction - INFO - Epoch [77][400/921] lr: 1.000e-03, eta: 7:59:53, time: 1.261, data_time: 0.006, memory: 5811, loss_cls: 5.5138, loss: 5.5138, grad_norm: 6.6682 2020-10-24 20:56:13,371 - mmaction - INFO - Epoch [77][420/921] lr: 1.000e-03, eta: 7:59:26, time: 1.298, data_time: 0.005, memory: 5811, loss_cls: 5.5408, loss: 5.5408, grad_norm: 6.5147 2020-10-24 20:56:39,306 - mmaction - INFO - Epoch [77][440/921] lr: 1.000e-03, eta: 7:58:59, time: 1.294, data_time: 0.008, memory: 5811, loss_cls: 5.5872, loss: 5.5872, grad_norm: 6.7056 2020-10-24 20:57:05,578 - mmaction - INFO - Epoch [77][460/921] lr: 1.000e-03, eta: 7:58:33, time: 1.314, data_time: 0.013, memory: 5811, loss_cls: 5.6490, loss: 5.6490, grad_norm: 6.9347 2020-10-24 20:57:31,110 - mmaction - INFO - Epoch [77][480/921] lr: 1.000e-03, eta: 7:58:06, time: 1.284, data_time: 0.009, memory: 5811, loss_cls: 5.4765, loss: 5.4765, grad_norm: 6.4897 2020-10-24 20:57:57,142 - mmaction - INFO - Epoch [77][500/921] lr: 1.000e-03, eta: 7:57:39, time: 1.300, data_time: 0.003, memory: 5811, loss_cls: 5.4870, loss: 5.4870, grad_norm: 6.6001 2020-10-24 20:58:22,691 - mmaction - INFO - Epoch [77][520/921] lr: 1.000e-03, eta: 7:57:12, time: 1.278, data_time: 0.003, memory: 5811, loss_cls: 5.6223, loss: 5.6223, grad_norm: 6.6005 2020-10-24 20:58:48,313 - mmaction - INFO - Epoch [77][540/921] lr: 1.000e-03, eta: 7:56:45, time: 1.278, data_time: 0.004, memory: 5811, loss_cls: 5.3372, loss: 5.3372, grad_norm: 6.5409 2020-10-24 20:59:14,890 - mmaction - INFO - Epoch [77][560/921] lr: 1.000e-03, eta: 7:56:19, time: 1.323, data_time: 0.007, memory: 5811, loss_cls: 5.4885, loss: 5.4885, grad_norm: 6.3870 2020-10-24 20:59:39,757 - mmaction - INFO - Epoch [77][580/921] lr: 1.000e-03, eta: 7:55:52, time: 1.254, data_time: 0.012, memory: 5811, loss_cls: 5.5258, loss: 5.5258, grad_norm: 6.5859 2020-10-24 21:00:05,957 - mmaction - INFO - Epoch [77][600/921] lr: 1.000e-03, eta: 7:55:25, time: 1.305, data_time: 0.001, memory: 5811, loss_cls: 5.7011, loss: 5.7011, grad_norm: 6.8073 2020-10-24 21:00:32,238 - mmaction - INFO - Epoch [77][620/921] lr: 1.000e-03, eta: 7:54:59, time: 1.319, data_time: 0.007, memory: 5811, loss_cls: 5.5608, loss: 5.5608, grad_norm: 6.4914 2020-10-24 21:01:33,872 - mmaction - INFO - Epoch [77][640/921] lr: 1.000e-03, eta: 7:54:44, time: 3.082, data_time: 0.242, memory: 5811, loss_cls: 5.5679, loss: 5.5679, grad_norm: 6.5643 2020-10-24 21:02:01,335 - mmaction - INFO - Epoch [77][660/921] lr: 1.000e-03, eta: 7:54:18, time: 1.368, data_time: 0.004, memory: 5811, loss_cls: 5.6011, loss: 5.6011, grad_norm: 6.6178 2020-10-24 21:02:28,725 - mmaction - INFO - Epoch [77][680/921] lr: 1.000e-03, eta: 7:53:52, time: 1.373, data_time: 0.007, memory: 5811, loss_cls: 5.4266, loss: 5.4266, grad_norm: 6.5256 2020-10-24 21:02:55,998 - mmaction - INFO - Epoch [77][700/921] lr: 1.000e-03, eta: 7:53:26, time: 1.365, data_time: 0.003, memory: 5811, loss_cls: 5.6347, loss: 5.6347, grad_norm: 6.6268 2020-10-24 21:03:22,558 - mmaction - INFO - Epoch [77][720/921] lr: 1.000e-03, eta: 7:52:59, time: 1.327, data_time: 0.002, memory: 5811, loss_cls: 5.5211, loss: 5.5211, grad_norm: 6.6482 2020-10-24 21:03:48,374 - mmaction - INFO - Epoch [77][740/921] lr: 1.000e-03, eta: 7:52:32, time: 1.281, data_time: 0.003, memory: 5811, loss_cls: 5.5960, loss: 5.5960, grad_norm: 6.5682 2020-10-24 21:04:14,044 - mmaction - INFO - Epoch [77][760/921] lr: 1.000e-03, eta: 7:52:05, time: 1.292, data_time: 0.012, memory: 5811, loss_cls: 5.5046, loss: 5.5046, grad_norm: 6.6085 2020-10-24 21:04:40,289 - mmaction - INFO - Epoch [77][780/921] lr: 1.000e-03, eta: 7:51:39, time: 1.313, data_time: 0.005, memory: 5811, loss_cls: 5.4620, loss: 5.4620, grad_norm: 6.5254 2020-10-24 21:05:05,834 - mmaction - INFO - Epoch [77][800/921] lr: 1.000e-03, eta: 7:51:12, time: 1.278, data_time: 0.003, memory: 5811, loss_cls: 5.5155, loss: 5.5155, grad_norm: 6.6428 2020-10-24 21:05:31,646 - mmaction - INFO - Epoch [77][820/921] lr: 1.000e-03, eta: 7:50:45, time: 1.291, data_time: 0.002, memory: 5811, loss_cls: 5.5125, loss: 5.5125, grad_norm: 6.5057 2020-10-24 21:05:57,329 - mmaction - INFO - Epoch [77][840/921] lr: 1.000e-03, eta: 7:50:18, time: 1.279, data_time: 0.003, memory: 5811, loss_cls: 5.5433, loss: 5.5433, grad_norm: 6.5398 2020-10-24 21:06:22,506 - mmaction - INFO - Epoch [77][860/921] lr: 1.000e-03, eta: 7:49:51, time: 1.263, data_time: 0.009, memory: 5811, loss_cls: 5.5142, loss: 5.5142, grad_norm: 6.7101 2020-10-24 21:06:48,757 - mmaction - INFO - Epoch [77][880/921] lr: 1.000e-03, eta: 7:49:25, time: 1.314, data_time: 0.004, memory: 5811, loss_cls: 5.5644, loss: 5.5644, grad_norm: 6.7420 2020-10-24 21:07:14,711 - mmaction - INFO - Epoch [77][900/921] lr: 1.000e-03, eta: 7:48:58, time: 1.297, data_time: 0.002, memory: 5811, loss_cls: 5.4623, loss: 5.4623, grad_norm: 6.5361 2020-10-24 21:07:39,463 - mmaction - INFO - Epoch [77][920/921] lr: 1.000e-03, eta: 7:48:31, time: 1.238, data_time: 0.005, memory: 5811, loss_cls: 5.4180, loss: 5.4180, grad_norm: 6.5705 2020-10-24 21:08:20,252 - mmaction - INFO - Epoch [78][20/921] lr: 1.000e-03, eta: 7:48:07, time: 1.951, data_time: 1.278, memory: 5811, loss_cls: 5.5337, loss: 5.5337, grad_norm: 6.6745 2020-10-24 21:08:47,673 - mmaction - INFO - Epoch [78][40/921] lr: 1.000e-03, eta: 7:47:40, time: 1.368, data_time: 0.164, memory: 5811, loss_cls: 5.6133, loss: 5.6133, grad_norm: 6.7170 2020-10-24 21:09:15,083 - mmaction - INFO - Epoch [78][60/921] lr: 1.000e-03, eta: 7:47:14, time: 1.372, data_time: 0.025, memory: 5811, loss_cls: 5.5665, loss: 5.5665, grad_norm: 6.7544 2020-10-24 21:09:42,133 - mmaction - INFO - Epoch [78][80/921] lr: 1.000e-03, eta: 7:46:48, time: 1.354, data_time: 0.003, memory: 5811, loss_cls: 5.5754, loss: 5.5754, grad_norm: 6.7270 2020-10-24 21:10:08,923 - mmaction - INFO - Epoch [78][100/921] lr: 1.000e-03, eta: 7:46:21, time: 1.338, data_time: 0.004, memory: 5811, loss_cls: 5.5529, loss: 5.5529, grad_norm: 6.5965 2020-10-24 21:10:34,980 - mmaction - INFO - Epoch [78][120/921] lr: 1.000e-03, eta: 7:45:55, time: 1.299, data_time: 0.004, memory: 5811, loss_cls: 5.4353, loss: 5.4353, grad_norm: 6.4769 2020-10-24 21:11:01,841 - mmaction - INFO - Epoch [78][140/921] lr: 1.000e-03, eta: 7:45:28, time: 1.342, data_time: 0.009, memory: 5811, loss_cls: 5.5132, loss: 5.5132, grad_norm: 6.6637 2020-10-24 21:11:28,257 - mmaction - INFO - Epoch [78][160/921] lr: 1.000e-03, eta: 7:45:02, time: 1.326, data_time: 0.011, memory: 5811, loss_cls: 5.5626, loss: 5.5626, grad_norm: 6.7191 2020-10-24 21:11:55,129 - mmaction - INFO - Epoch [78][180/921] lr: 1.000e-03, eta: 7:44:35, time: 1.342, data_time: 0.006, memory: 5811, loss_cls: 5.5003, loss: 5.5003, grad_norm: 6.6364 2020-10-24 21:12:21,248 - mmaction - INFO - Epoch [78][200/921] lr: 1.000e-03, eta: 7:44:08, time: 1.307, data_time: 0.004, memory: 5811, loss_cls: 5.4688, loss: 5.4688, grad_norm: 6.6568 2020-10-24 21:12:47,875 - mmaction - INFO - Epoch [78][220/921] lr: 1.000e-03, eta: 7:43:42, time: 1.328, data_time: 0.004, memory: 5811, loss_cls: 5.5854, loss: 5.5854, grad_norm: 6.7767 2020-10-24 21:13:13,929 - mmaction - INFO - Epoch [78][240/921] lr: 1.000e-03, eta: 7:43:15, time: 1.307, data_time: 0.008, memory: 5811, loss_cls: 5.4252, loss: 5.4252, grad_norm: 6.5894 2020-10-24 21:13:40,766 - mmaction - INFO - Epoch [78][260/921] lr: 1.000e-03, eta: 7:42:49, time: 1.339, data_time: 0.006, memory: 5811, loss_cls: 5.5041, loss: 5.5041, grad_norm: 6.5484 2020-10-24 21:14:07,536 - mmaction - INFO - Epoch [78][280/921] lr: 1.000e-03, eta: 7:42:22, time: 1.339, data_time: 0.006, memory: 5811, loss_cls: 5.4474, loss: 5.4474, grad_norm: 6.4963 2020-10-24 21:14:33,877 - mmaction - INFO - Epoch [78][300/921] lr: 1.000e-03, eta: 7:41:56, time: 1.318, data_time: 0.006, memory: 5811, loss_cls: 5.4643, loss: 5.4643, grad_norm: 6.6334 2020-10-24 21:15:00,539 - mmaction - INFO - Epoch [78][320/921] lr: 1.000e-03, eta: 7:41:29, time: 1.336, data_time: 0.010, memory: 5811, loss_cls: 5.4335, loss: 5.4335, grad_norm: 6.5094 2020-10-24 21:15:26,606 - mmaction - INFO - Epoch [78][340/921] lr: 1.000e-03, eta: 7:41:02, time: 1.302, data_time: 0.002, memory: 5811, loss_cls: 5.5367, loss: 5.5367, grad_norm: 6.6373 2020-10-24 21:15:53,244 - mmaction - INFO - Epoch [78][360/921] lr: 1.000e-03, eta: 7:40:36, time: 1.332, data_time: 0.005, memory: 5811, loss_cls: 5.5669, loss: 5.5669, grad_norm: 6.6196 2020-10-24 21:16:19,397 - mmaction - INFO - Epoch [78][380/921] lr: 1.000e-03, eta: 7:40:09, time: 1.309, data_time: 0.005, memory: 5811, loss_cls: 5.5242, loss: 5.5242, grad_norm: 6.6891 2020-10-24 21:16:45,619 - mmaction - INFO - Epoch [78][400/921] lr: 1.000e-03, eta: 7:39:43, time: 1.308, data_time: 0.002, memory: 5811, loss_cls: 5.5686, loss: 5.5686, grad_norm: 6.7811 2020-10-24 21:17:11,924 - mmaction - INFO - Epoch [78][420/921] lr: 1.000e-03, eta: 7:39:16, time: 1.315, data_time: 0.006, memory: 5811, loss_cls: 5.5424, loss: 5.5424, grad_norm: 6.8248 2020-10-24 21:17:38,229 - mmaction - INFO - Epoch [78][440/921] lr: 1.000e-03, eta: 7:38:49, time: 1.313, data_time: 0.008, memory: 5811, loss_cls: 5.5325, loss: 5.5325, grad_norm: 6.6981 2020-10-24 21:18:04,525 - mmaction - INFO - Epoch [78][460/921] lr: 1.000e-03, eta: 7:38:23, time: 1.321, data_time: 0.014, memory: 5811, loss_cls: 5.5969, loss: 5.5969, grad_norm: 6.7206 2020-10-24 21:18:31,036 - mmaction - INFO - Epoch [78][480/921] lr: 1.000e-03, eta: 7:37:56, time: 1.319, data_time: 0.002, memory: 5811, loss_cls: 5.4251, loss: 5.4251, grad_norm: 6.6352 2020-10-24 21:18:56,438 - mmaction - INFO - Epoch [78][500/921] lr: 1.000e-03, eta: 7:37:29, time: 1.276, data_time: 0.009, memory: 5811, loss_cls: 5.5001, loss: 5.5001, grad_norm: 6.7720 2020-10-24 21:19:22,641 - mmaction - INFO - Epoch [78][520/921] lr: 1.000e-03, eta: 7:37:03, time: 1.302, data_time: 0.001, memory: 5811, loss_cls: 5.5977, loss: 5.5977, grad_norm: 6.6962 2020-10-24 21:19:48,447 - mmaction - INFO - Epoch [78][540/921] lr: 1.000e-03, eta: 7:36:36, time: 1.298, data_time: 0.011, memory: 5811, loss_cls: 5.4365, loss: 5.4365, grad_norm: 6.7833 2020-10-24 21:20:14,155 - mmaction - INFO - Epoch [78][560/921] lr: 1.000e-03, eta: 7:36:09, time: 1.286, data_time: 0.005, memory: 5811, loss_cls: 5.5081, loss: 5.5081, grad_norm: 6.6820 2020-10-24 21:20:40,045 - mmaction - INFO - Epoch [78][580/921] lr: 1.000e-03, eta: 7:35:42, time: 1.290, data_time: 0.001, memory: 5811, loss_cls: 5.5388, loss: 5.5388, grad_norm: 6.6101 2020-10-24 21:21:06,512 - mmaction - INFO - Epoch [78][600/921] lr: 1.000e-03, eta: 7:35:16, time: 1.320, data_time: 0.006, memory: 5811, loss_cls: 5.5331, loss: 5.5331, grad_norm: 6.7890 2020-10-24 21:21:32,675 - mmaction - INFO - Epoch [78][620/921] lr: 1.000e-03, eta: 7:34:49, time: 1.308, data_time: 0.009, memory: 5811, loss_cls: 5.4915, loss: 5.4915, grad_norm: 6.6099 2020-10-24 21:21:58,958 - mmaction - INFO - Epoch [78][640/921] lr: 1.000e-03, eta: 7:34:22, time: 1.320, data_time: 0.009, memory: 5811, loss_cls: 5.4049, loss: 5.4049, grad_norm: 6.6454 2020-10-24 21:22:25,158 - mmaction - INFO - Epoch [78][660/921] lr: 1.000e-03, eta: 7:33:56, time: 1.302, data_time: 0.004, memory: 5811, loss_cls: 5.5263, loss: 5.5263, grad_norm: 6.6973 2020-10-24 21:22:51,314 - mmaction - INFO - Epoch [78][680/921] lr: 1.000e-03, eta: 7:33:29, time: 1.310, data_time: 0.011, memory: 5811, loss_cls: 5.4456, loss: 5.4456, grad_norm: 6.5933 2020-10-24 21:23:17,674 - mmaction - INFO - Epoch [78][700/921] lr: 1.000e-03, eta: 7:33:02, time: 1.320, data_time: 0.010, memory: 5811, loss_cls: 5.5032, loss: 5.5032, grad_norm: 6.6591 2020-10-24 21:23:43,152 - mmaction - INFO - Epoch [78][720/921] lr: 1.000e-03, eta: 7:32:36, time: 1.278, data_time: 0.013, memory: 5811, loss_cls: 5.4769, loss: 5.4769, grad_norm: 6.7193 2020-10-24 21:24:10,043 - mmaction - INFO - Epoch [78][740/921] lr: 1.000e-03, eta: 7:32:09, time: 1.342, data_time: 0.002, memory: 5811, loss_cls: 5.5424, loss: 5.5424, grad_norm: 6.7000 2020-10-24 21:24:36,494 - mmaction - INFO - Epoch [78][760/921] lr: 1.000e-03, eta: 7:31:43, time: 1.315, data_time: 0.005, memory: 5811, loss_cls: 5.5133, loss: 5.5133, grad_norm: 6.8344 2020-10-24 21:25:02,583 - mmaction - INFO - Epoch [78][780/921] lr: 1.000e-03, eta: 7:31:16, time: 1.310, data_time: 0.013, memory: 5811, loss_cls: 5.6521, loss: 5.6521, grad_norm: 6.7027 2020-10-24 21:25:27,975 - mmaction - INFO - Epoch [78][800/921] lr: 1.000e-03, eta: 7:30:49, time: 1.273, data_time: 0.006, memory: 5811, loss_cls: 5.5616, loss: 5.5616, grad_norm: 6.7145 2020-10-24 21:25:54,466 - mmaction - INFO - Epoch [78][820/921] lr: 1.000e-03, eta: 7:30:22, time: 1.315, data_time: 0.001, memory: 5811, loss_cls: 5.5911, loss: 5.5911, grad_norm: 6.6144 2020-10-24 21:26:20,233 - mmaction - INFO - Epoch [78][840/921] lr: 1.000e-03, eta: 7:29:56, time: 1.296, data_time: 0.013, memory: 5811, loss_cls: 5.6772, loss: 5.6772, grad_norm: 6.8411 2020-10-24 21:26:46,396 - mmaction - INFO - Epoch [78][860/921] lr: 1.000e-03, eta: 7:29:29, time: 1.307, data_time: 0.002, memory: 5811, loss_cls: 5.4837, loss: 5.4837, grad_norm: 6.6193 2020-10-24 21:27:12,292 - mmaction - INFO - Epoch [78][880/921] lr: 1.000e-03, eta: 7:29:02, time: 1.298, data_time: 0.007, memory: 5811, loss_cls: 5.4250, loss: 5.4250, grad_norm: 6.6714 2020-10-24 21:27:38,868 - mmaction - INFO - Epoch [78][900/921] lr: 1.000e-03, eta: 7:28:36, time: 1.323, data_time: 0.003, memory: 5811, loss_cls: 5.7501, loss: 5.7501, grad_norm: 6.8849 2020-10-24 21:28:03,652 - mmaction - INFO - Epoch [78][920/921] lr: 1.000e-03, eta: 7:28:09, time: 1.245, data_time: 0.010, memory: 5811, loss_cls: 5.5370, loss: 5.5370, grad_norm: 6.7910 2020-10-24 21:28:46,786 - mmaction - INFO - Epoch [79][20/921] lr: 1.000e-03, eta: 7:27:45, time: 2.052, data_time: 1.518, memory: 5811, loss_cls: 5.5348, loss: 5.5348, grad_norm: 6.6269 2020-10-24 21:29:14,366 - mmaction - INFO - Epoch [79][40/921] lr: 1.000e-03, eta: 7:27:19, time: 1.379, data_time: 0.376, memory: 5811, loss_cls: 5.4985, loss: 5.4985, grad_norm: 6.5276 2020-10-24 21:29:41,597 - mmaction - INFO - Epoch [79][60/921] lr: 1.000e-03, eta: 7:26:52, time: 1.355, data_time: 0.140, memory: 5811, loss_cls: 5.5292, loss: 5.5292, grad_norm: 6.7665 2020-10-24 21:30:07,977 - mmaction - INFO - Epoch [79][80/921] lr: 1.000e-03, eta: 7:26:26, time: 1.325, data_time: 0.010, memory: 5811, loss_cls: 5.3752, loss: 5.3752, grad_norm: 6.4959 2020-10-24 21:30:34,894 - mmaction - INFO - Epoch [79][100/921] lr: 1.000e-03, eta: 7:25:59, time: 1.348, data_time: 0.006, memory: 5811, loss_cls: 5.5198, loss: 5.5198, grad_norm: 6.6096 2020-10-24 21:31:01,658 - mmaction - INFO - Epoch [79][120/921] lr: 1.000e-03, eta: 7:25:33, time: 1.329, data_time: 0.007, memory: 5811, loss_cls: 5.6551, loss: 5.6551, grad_norm: 6.7384 2020-10-24 21:31:27,922 - mmaction - INFO - Epoch [79][140/921] lr: 1.000e-03, eta: 7:25:06, time: 1.321, data_time: 0.013, memory: 5811, loss_cls: 5.3456, loss: 5.3456, grad_norm: 6.5818 2020-10-24 21:31:54,385 - mmaction - INFO - Epoch [79][160/921] lr: 1.000e-03, eta: 7:24:40, time: 1.324, data_time: 0.003, memory: 5811, loss_cls: 5.5096, loss: 5.5096, grad_norm: 6.6779 2020-10-24 21:32:21,699 - mmaction - INFO - Epoch [79][180/921] lr: 1.000e-03, eta: 7:24:13, time: 1.362, data_time: 0.006, memory: 5811, loss_cls: 5.5577, loss: 5.5577, grad_norm: 6.7536 2020-10-24 21:32:47,644 - mmaction - INFO - Epoch [79][200/921] lr: 1.000e-03, eta: 7:23:47, time: 1.300, data_time: 0.006, memory: 5811, loss_cls: 5.5413, loss: 5.5413, grad_norm: 6.5789 2020-10-24 21:33:13,954 - mmaction - INFO - Epoch [79][220/921] lr: 1.000e-03, eta: 7:23:20, time: 1.316, data_time: 0.005, memory: 5811, loss_cls: 5.4918, loss: 5.4918, grad_norm: 6.5572 2020-10-24 21:33:40,270 - mmaction - INFO - Epoch [79][240/921] lr: 1.000e-03, eta: 7:22:53, time: 1.316, data_time: 0.002, memory: 5811, loss_cls: 5.4462, loss: 5.4462, grad_norm: 6.5834 2020-10-24 21:34:06,668 - mmaction - INFO - Epoch [79][260/921] lr: 1.000e-03, eta: 7:22:27, time: 1.318, data_time: 0.002, memory: 5811, loss_cls: 5.4642, loss: 5.4642, grad_norm: 6.6500 2020-10-24 21:34:32,542 - mmaction - INFO - Epoch [79][280/921] lr: 1.000e-03, eta: 7:22:00, time: 1.289, data_time: 0.004, memory: 5811, loss_cls: 5.5068, loss: 5.5068, grad_norm: 6.6407 2020-10-24 21:34:59,193 - mmaction - INFO - Epoch [79][300/921] lr: 1.000e-03, eta: 7:21:34, time: 1.334, data_time: 0.008, memory: 5811, loss_cls: 5.5911, loss: 5.5911, grad_norm: 6.6792 2020-10-24 21:35:25,308 - mmaction - INFO - Epoch [79][320/921] lr: 1.000e-03, eta: 7:21:07, time: 1.308, data_time: 0.008, memory: 5811, loss_cls: 5.4957, loss: 5.4957, grad_norm: 6.7844 2020-10-24 21:35:51,637 - mmaction - INFO - Epoch [79][340/921] lr: 1.000e-03, eta: 7:20:40, time: 1.317, data_time: 0.008, memory: 5811, loss_cls: 5.4770, loss: 5.4770, grad_norm: 6.6520 2020-10-24 21:36:17,974 - mmaction - INFO - Epoch [79][360/921] lr: 1.000e-03, eta: 7:20:14, time: 1.317, data_time: 0.005, memory: 5811, loss_cls: 5.2759, loss: 5.2759, grad_norm: 6.5710 2020-10-24 21:36:44,464 - mmaction - INFO - Epoch [79][380/921] lr: 1.000e-03, eta: 7:19:47, time: 1.322, data_time: 0.007, memory: 5811, loss_cls: 5.4734, loss: 5.4734, grad_norm: 6.5740 2020-10-24 21:37:10,205 - mmaction - INFO - Epoch [79][400/921] lr: 1.000e-03, eta: 7:19:20, time: 1.287, data_time: 0.008, memory: 5811, loss_cls: 5.4519, loss: 5.4519, grad_norm: 6.6440 2020-10-24 21:37:36,402 - mmaction - INFO - Epoch [79][420/921] lr: 1.000e-03, eta: 7:18:54, time: 1.309, data_time: 0.006, memory: 5811, loss_cls: 5.4556, loss: 5.4556, grad_norm: 6.6135 2020-10-24 21:38:02,763 - mmaction - INFO - Epoch [79][440/921] lr: 1.000e-03, eta: 7:18:27, time: 1.322, data_time: 0.007, memory: 5811, loss_cls: 5.6128, loss: 5.6128, grad_norm: 6.8185 2020-10-24 21:38:28,870 - mmaction - INFO - Epoch [79][460/921] lr: 1.000e-03, eta: 7:18:00, time: 1.302, data_time: 0.002, memory: 5811, loss_cls: 5.5662, loss: 5.5662, grad_norm: 6.7350 2020-10-24 21:38:55,292 - mmaction - INFO - Epoch [79][480/921] lr: 1.000e-03, eta: 7:17:34, time: 1.319, data_time: 0.006, memory: 5811, loss_cls: 5.4528, loss: 5.4528, grad_norm: 6.7087 2020-10-24 21:39:21,309 - mmaction - INFO - Epoch [79][500/921] lr: 1.000e-03, eta: 7:17:07, time: 1.300, data_time: 0.009, memory: 5811, loss_cls: 5.5480, loss: 5.5480, grad_norm: 6.7820 2020-10-24 21:39:47,845 - mmaction - INFO - Epoch [79][520/921] lr: 1.000e-03, eta: 7:16:41, time: 1.334, data_time: 0.010, memory: 5811, loss_cls: 5.6306, loss: 5.6306, grad_norm: 6.7825 2020-10-24 21:40:13,715 - mmaction - INFO - Epoch [79][540/921] lr: 1.000e-03, eta: 7:16:14, time: 1.290, data_time: 0.002, memory: 5811, loss_cls: 5.4771, loss: 5.4771, grad_norm: 6.7459 2020-10-24 21:40:39,986 - mmaction - INFO - Epoch [79][560/921] lr: 1.000e-03, eta: 7:15:47, time: 1.312, data_time: 0.007, memory: 5811, loss_cls: 5.5673, loss: 5.5673, grad_norm: 6.6189 2020-10-24 21:41:06,065 - mmaction - INFO - Epoch [79][580/921] lr: 1.000e-03, eta: 7:15:20, time: 1.298, data_time: 0.010, memory: 5811, loss_cls: 5.6172, loss: 5.6172, grad_norm: 6.7668 2020-10-24 21:41:32,117 - mmaction - INFO - Epoch [79][600/921] lr: 1.000e-03, eta: 7:14:54, time: 1.309, data_time: 0.013, memory: 5811, loss_cls: 5.6407, loss: 5.6407, grad_norm: 6.8629 2020-10-24 21:41:58,336 - mmaction - INFO - Epoch [79][620/921] lr: 1.000e-03, eta: 7:14:27, time: 1.316, data_time: 0.015, memory: 5811, loss_cls: 5.2965, loss: 5.2965, grad_norm: 6.3310 2020-10-24 21:42:23,701 - mmaction - INFO - Epoch [79][640/921] lr: 1.000e-03, eta: 7:14:00, time: 1.267, data_time: 0.003, memory: 5811, loss_cls: 5.3629, loss: 5.3629, grad_norm: 6.6532 2020-10-24 21:42:49,490 - mmaction - INFO - Epoch [79][660/921] lr: 1.000e-03, eta: 7:13:33, time: 1.285, data_time: 0.005, memory: 5811, loss_cls: 5.4886, loss: 5.4886, grad_norm: 6.7257 2020-10-24 21:43:15,450 - mmaction - INFO - Epoch [79][680/921] lr: 1.000e-03, eta: 7:13:07, time: 1.296, data_time: 0.008, memory: 5811, loss_cls: 5.6133, loss: 5.6133, grad_norm: 6.7434 2020-10-24 21:43:41,453 - mmaction - INFO - Epoch [79][700/921] lr: 1.000e-03, eta: 7:12:40, time: 1.307, data_time: 0.008, memory: 5811, loss_cls: 5.5378, loss: 5.5378, grad_norm: 6.7168 2020-10-24 21:44:07,546 - mmaction - INFO - Epoch [79][720/921] lr: 1.000e-03, eta: 7:12:13, time: 1.305, data_time: 0.002, memory: 5811, loss_cls: 5.5089, loss: 5.5089, grad_norm: 6.7694 2020-10-24 21:44:33,437 - mmaction - INFO - Epoch [79][740/921] lr: 1.000e-03, eta: 7:11:47, time: 1.293, data_time: 0.001, memory: 5811, loss_cls: 5.3890, loss: 5.3890, grad_norm: 6.4434 2020-10-24 21:44:59,546 - mmaction - INFO - Epoch [79][760/921] lr: 1.000e-03, eta: 7:11:20, time: 1.301, data_time: 0.004, memory: 5811, loss_cls: 5.6403, loss: 5.6403, grad_norm: 6.7429 2020-10-24 21:45:24,960 - mmaction - INFO - Epoch [79][780/921] lr: 1.000e-03, eta: 7:10:53, time: 1.277, data_time: 0.008, memory: 5811, loss_cls: 5.4846, loss: 5.4846, grad_norm: 6.6323 2020-10-24 21:45:51,159 - mmaction - INFO - Epoch [79][800/921] lr: 1.000e-03, eta: 7:10:26, time: 1.304, data_time: 0.002, memory: 5811, loss_cls: 5.6182, loss: 5.6182, grad_norm: 6.8108 2020-10-24 21:46:17,096 - mmaction - INFO - Epoch [79][820/921] lr: 1.000e-03, eta: 7:10:00, time: 1.300, data_time: 0.010, memory: 5811, loss_cls: 5.4477, loss: 5.4477, grad_norm: 6.5956 2020-10-24 21:46:42,700 - mmaction - INFO - Epoch [79][840/921] lr: 1.000e-03, eta: 7:09:33, time: 1.277, data_time: 0.004, memory: 5811, loss_cls: 5.6000, loss: 5.6000, grad_norm: 6.7898 2020-10-24 21:47:08,768 - mmaction - INFO - Epoch [79][860/921] lr: 1.000e-03, eta: 7:09:06, time: 1.303, data_time: 0.019, memory: 5811, loss_cls: 5.5580, loss: 5.5580, grad_norm: 6.7126 2020-10-24 21:47:35,022 - mmaction - INFO - Epoch [79][880/921] lr: 1.000e-03, eta: 7:08:40, time: 1.318, data_time: 0.007, memory: 5811, loss_cls: 5.5927, loss: 5.5927, grad_norm: 6.7929 2020-10-24 21:48:00,874 - mmaction - INFO - Epoch [79][900/921] lr: 1.000e-03, eta: 7:08:13, time: 1.289, data_time: 0.010, memory: 5811, loss_cls: 5.7492, loss: 5.7492, grad_norm: 6.7984 2020-10-24 21:48:25,860 - mmaction - INFO - Epoch [79][920/921] lr: 1.000e-03, eta: 7:07:46, time: 1.253, data_time: 0.012, memory: 5811, loss_cls: 5.4093, loss: 5.4093, grad_norm: 6.5912 2020-10-24 21:49:05,856 - mmaction - INFO - Epoch [80][20/921] lr: 1.000e-03, eta: 7:07:21, time: 1.926, data_time: 1.301, memory: 5811, loss_cls: 5.5678, loss: 5.5678, grad_norm: 6.6294 2020-10-24 21:49:33,024 - mmaction - INFO - Epoch [80][40/921] lr: 1.000e-03, eta: 7:06:55, time: 1.357, data_time: 0.629, memory: 5811, loss_cls: 5.5452, loss: 5.5452, grad_norm: 6.6204 2020-10-24 21:49:59,401 - mmaction - INFO - Epoch [80][60/921] lr: 1.000e-03, eta: 7:06:28, time: 1.318, data_time: 0.429, memory: 5811, loss_cls: 5.5134, loss: 5.5134, grad_norm: 6.7385 2020-10-24 21:50:26,035 - mmaction - INFO - Epoch [80][80/921] lr: 1.000e-03, eta: 7:06:02, time: 1.332, data_time: 0.413, memory: 5811, loss_cls: 5.4183, loss: 5.4183, grad_norm: 6.5353 2020-10-24 21:50:52,869 - mmaction - INFO - Epoch [80][100/921] lr: 1.000e-03, eta: 7:05:35, time: 1.347, data_time: 0.411, memory: 5811, loss_cls: 5.5636, loss: 5.5636, grad_norm: 6.6475 2020-10-24 21:51:19,998 - mmaction - INFO - Epoch [80][120/921] lr: 1.000e-03, eta: 7:05:09, time: 1.349, data_time: 0.508, memory: 5811, loss_cls: 5.5203, loss: 5.5203, grad_norm: 6.8689 2020-10-24 21:51:46,502 - mmaction - INFO - Epoch [80][140/921] lr: 1.000e-03, eta: 7:04:42, time: 1.330, data_time: 0.345, memory: 5811, loss_cls: 5.5885, loss: 5.5885, grad_norm: 6.6770 2020-10-24 21:52:13,272 - mmaction - INFO - Epoch [80][160/921] lr: 1.000e-03, eta: 7:04:16, time: 1.331, data_time: 0.235, memory: 5811, loss_cls: 5.4729, loss: 5.4729, grad_norm: 6.7376 2020-10-24 21:52:40,318 - mmaction - INFO - Epoch [80][180/921] lr: 1.000e-03, eta: 7:03:49, time: 1.360, data_time: 0.100, memory: 5811, loss_cls: 5.6423, loss: 5.6423, grad_norm: 6.8410 2020-10-24 21:53:06,680 - mmaction - INFO - Epoch [80][200/921] lr: 1.000e-03, eta: 7:03:23, time: 1.311, data_time: 0.142, memory: 5811, loss_cls: 5.4006, loss: 5.4006, grad_norm: 6.6230 2020-10-24 21:53:32,905 - mmaction - INFO - Epoch [80][220/921] lr: 1.000e-03, eta: 7:02:56, time: 1.313, data_time: 0.052, memory: 5811, loss_cls: 5.4984, loss: 5.4984, grad_norm: 6.6735 2020-10-24 21:53:59,421 - mmaction - INFO - Epoch [80][240/921] lr: 1.000e-03, eta: 7:02:30, time: 1.324, data_time: 0.008, memory: 5811, loss_cls: 5.4357, loss: 5.4357, grad_norm: 6.8450 2020-10-24 21:54:25,409 - mmaction - INFO - Epoch [80][260/921] lr: 1.000e-03, eta: 7:02:03, time: 1.299, data_time: 0.013, memory: 5811, loss_cls: 5.4694, loss: 5.4694, grad_norm: 6.8293 2020-10-24 21:54:51,547 - mmaction - INFO - Epoch [80][280/921] lr: 1.000e-03, eta: 7:01:36, time: 1.311, data_time: 0.088, memory: 5811, loss_cls: 5.5091, loss: 5.5091, grad_norm: 6.6096 2020-10-24 21:55:18,400 - mmaction - INFO - Epoch [80][300/921] lr: 1.000e-03, eta: 7:01:10, time: 1.336, data_time: 0.144, memory: 5811, loss_cls: 5.4887, loss: 5.4887, grad_norm: 6.5231 2020-10-24 21:55:44,527 - mmaction - INFO - Epoch [80][320/921] lr: 1.000e-03, eta: 7:00:43, time: 1.313, data_time: 0.288, memory: 5811, loss_cls: 5.5627, loss: 5.5627, grad_norm: 6.7438 2020-10-24 21:56:10,788 - mmaction - INFO - Epoch [80][340/921] lr: 1.000e-03, eta: 7:00:17, time: 1.315, data_time: 0.360, memory: 5811, loss_cls: 5.5746, loss: 5.5746, grad_norm: 6.8202 2020-10-24 21:56:38,112 - mmaction - INFO - Epoch [80][360/921] lr: 1.000e-03, eta: 6:59:50, time: 1.366, data_time: 0.560, memory: 5811, loss_cls: 5.6211, loss: 5.6211, grad_norm: 6.7349 2020-10-24 21:57:03,927 - mmaction - INFO - Epoch [80][380/921] lr: 1.000e-03, eta: 6:59:23, time: 1.291, data_time: 0.584, memory: 5811, loss_cls: 5.4699, loss: 5.4699, grad_norm: 6.7123 2020-10-24 21:57:30,506 - mmaction - INFO - Epoch [80][400/921] lr: 1.000e-03, eta: 6:58:57, time: 1.328, data_time: 0.521, memory: 5811, loss_cls: 5.4543, loss: 5.4543, grad_norm: 6.5354 2020-10-24 21:57:57,013 - mmaction - INFO - Epoch [80][420/921] lr: 1.000e-03, eta: 6:58:30, time: 1.323, data_time: 0.195, memory: 5811, loss_cls: 5.6820, loss: 5.6820, grad_norm: 6.8327 2020-10-24 21:58:23,235 - mmaction - INFO - Epoch [80][440/921] lr: 1.000e-03, eta: 6:58:04, time: 1.310, data_time: 0.011, memory: 5811, loss_cls: 5.5593, loss: 5.5593, grad_norm: 6.6963 2020-10-24 21:58:48,736 - mmaction - INFO - Epoch [80][460/921] lr: 1.000e-03, eta: 6:57:37, time: 1.273, data_time: 0.018, memory: 5811, loss_cls: 5.5005, loss: 5.5005, grad_norm: 6.6346 2020-10-24 21:59:14,574 - mmaction - INFO - Epoch [80][480/921] lr: 1.000e-03, eta: 6:57:10, time: 1.297, data_time: 0.009, memory: 5811, loss_cls: 5.4911, loss: 5.4911, grad_norm: 6.7760 2020-10-24 21:59:40,391 - mmaction - INFO - Epoch [80][500/921] lr: 1.000e-03, eta: 6:56:43, time: 1.271, data_time: 0.006, memory: 5811, loss_cls: 5.5691, loss: 5.5691, grad_norm: 6.7650 2020-10-24 22:00:06,334 - mmaction - INFO - Epoch [80][520/921] lr: 1.000e-03, eta: 6:56:17, time: 1.318, data_time: 0.224, memory: 5811, loss_cls: 5.5641, loss: 5.5641, grad_norm: 6.8692 2020-10-24 22:00:33,682 - mmaction - INFO - Epoch [80][540/921] lr: 1.000e-03, eta: 6:55:50, time: 1.369, data_time: 0.518, memory: 5811, loss_cls: 5.5131, loss: 5.5131, grad_norm: 6.7355 2020-10-24 22:00:59,950 - mmaction - INFO - Epoch [80][560/921] lr: 1.000e-03, eta: 6:55:24, time: 1.311, data_time: 0.489, memory: 5811, loss_cls: 5.5758, loss: 5.5758, grad_norm: 6.6656 2020-10-24 22:01:26,506 - mmaction - INFO - Epoch [80][580/921] lr: 1.000e-03, eta: 6:54:57, time: 1.325, data_time: 0.683, memory: 5811, loss_cls: 5.4801, loss: 5.4801, grad_norm: 6.7495 2020-10-24 22:01:53,067 - mmaction - INFO - Epoch [80][600/921] lr: 1.000e-03, eta: 6:54:31, time: 1.328, data_time: 0.747, memory: 5811, loss_cls: 5.5872, loss: 5.5872, grad_norm: 6.7353 2020-10-24 22:02:20,271 - mmaction - INFO - Epoch [80][620/921] lr: 1.000e-03, eta: 6:54:04, time: 1.359, data_time: 0.745, memory: 5811, loss_cls: 5.5383, loss: 5.5383, grad_norm: 6.7182 2020-10-24 22:02:46,671 - mmaction - INFO - Epoch [80][640/921] lr: 1.000e-03, eta: 6:53:38, time: 1.317, data_time: 0.699, memory: 5811, loss_cls: 5.5707, loss: 5.5707, grad_norm: 6.8628 2020-10-24 22:03:12,722 - mmaction - INFO - Epoch [80][660/921] lr: 1.000e-03, eta: 6:53:11, time: 1.310, data_time: 0.707, memory: 5811, loss_cls: 5.5745, loss: 5.5745, grad_norm: 6.6669 2020-10-24 22:03:39,189 - mmaction - INFO - Epoch [80][680/921] lr: 1.000e-03, eta: 6:52:44, time: 1.325, data_time: 0.694, memory: 5811, loss_cls: 5.5310, loss: 5.5310, grad_norm: 6.7728 2020-10-24 22:04:05,655 - mmaction - INFO - Epoch [80][700/921] lr: 1.000e-03, eta: 6:52:18, time: 1.310, data_time: 0.689, memory: 5811, loss_cls: 5.5476, loss: 5.5476, grad_norm: 6.8179 2020-10-24 22:04:32,155 - mmaction - INFO - Epoch [80][720/921] lr: 1.000e-03, eta: 6:51:51, time: 1.338, data_time: 0.681, memory: 5811, loss_cls: 5.5378, loss: 5.5378, grad_norm: 6.5881 2020-10-24 22:04:58,311 - mmaction - INFO - Epoch [80][740/921] lr: 1.000e-03, eta: 6:51:25, time: 1.305, data_time: 0.678, memory: 5811, loss_cls: 5.4506, loss: 5.4506, grad_norm: 6.5778 2020-10-24 22:05:23,795 - mmaction - INFO - Epoch [80][760/921] lr: 1.000e-03, eta: 6:50:58, time: 1.277, data_time: 0.650, memory: 5811, loss_cls: 5.5345, loss: 5.5345, grad_norm: 6.8706 2020-10-24 22:05:50,120 - mmaction - INFO - Epoch [80][780/921] lr: 1.000e-03, eta: 6:50:31, time: 1.310, data_time: 0.691, memory: 5811, loss_cls: 5.3840, loss: 5.3840, grad_norm: 6.6020 2020-10-24 22:06:16,135 - mmaction - INFO - Epoch [80][800/921] lr: 1.000e-03, eta: 6:50:05, time: 1.302, data_time: 0.630, memory: 5811, loss_cls: 5.6153, loss: 5.6153, grad_norm: 6.8887 2020-10-24 22:06:42,449 - mmaction - INFO - Epoch [80][820/921] lr: 1.000e-03, eta: 6:49:38, time: 1.317, data_time: 0.625, memory: 5811, loss_cls: 5.4261, loss: 5.4261, grad_norm: 6.6145 2020-10-24 22:07:09,267 - mmaction - INFO - Epoch [80][840/921] lr: 1.000e-03, eta: 6:49:11, time: 1.336, data_time: 0.364, memory: 5811, loss_cls: 5.3850, loss: 5.3850, grad_norm: 6.5584 2020-10-24 22:07:35,547 - mmaction - INFO - Epoch [80][860/921] lr: 1.000e-03, eta: 6:48:45, time: 1.319, data_time: 0.303, memory: 5811, loss_cls: 5.5179, loss: 5.5179, grad_norm: 6.8182 2020-10-24 22:08:01,750 - mmaction - INFO - Epoch [80][880/921] lr: 1.000e-03, eta: 6:48:18, time: 1.313, data_time: 0.176, memory: 5811, loss_cls: 5.5311, loss: 5.5311, grad_norm: 6.7314 2020-10-24 22:08:28,248 - mmaction - INFO - Epoch [80][900/921] lr: 1.000e-03, eta: 6:47:52, time: 1.323, data_time: 0.021, memory: 5811, loss_cls: 5.5422, loss: 5.5422, grad_norm: 6.7680 2020-10-24 22:08:52,542 - mmaction - INFO - Epoch [80][920/921] lr: 1.000e-03, eta: 6:47:25, time: 1.217, data_time: 0.007, memory: 5811, loss_cls: 5.4507, loss: 5.4507, grad_norm: 6.7103 2020-10-24 22:08:54,706 - mmaction - INFO - Saving checkpoint at 80 epochs 2020-10-24 22:10:25,296 - mmaction - INFO - Evaluating mean_average_precision... 2020-10-24 22:10:25,923 - mmaction - INFO - mean_average_precision 0.5420 2020-10-24 22:10:25,933 - mmaction - INFO - Epoch(val) [80][921] mean_average_precision: 0.5420 2020-10-24 22:11:02,830 - mmaction - INFO - Epoch [81][20/921] lr: 1.000e-04, eta: 6:46:59, time: 1.842, data_time: 0.957, memory: 5811, loss_cls: 5.3849, loss: 5.3849, grad_norm: 6.6113 2020-10-24 22:11:29,357 - mmaction - INFO - Epoch [81][40/921] lr: 1.000e-04, eta: 6:46:33, time: 1.327, data_time: 0.583, memory: 5811, loss_cls: 5.4914, loss: 5.4914, grad_norm: 6.7539 2020-10-24 22:11:56,909 - mmaction - INFO - Epoch [81][60/921] lr: 1.000e-04, eta: 6:46:06, time: 1.377, data_time: 0.706, memory: 5811, loss_cls: 5.5030, loss: 5.5030, grad_norm: 6.5571 2020-10-24 22:12:24,158 - mmaction - INFO - Epoch [81][80/921] lr: 1.000e-04, eta: 6:45:40, time: 1.365, data_time: 0.589, memory: 5811, loss_cls: 5.5590, loss: 5.5590, grad_norm: 6.4761 2020-10-24 22:12:50,432 - mmaction - INFO - Epoch [81][100/921] lr: 1.000e-04, eta: 6:45:13, time: 1.304, data_time: 0.519, memory: 5811, loss_cls: 5.3664, loss: 5.3664, grad_norm: 6.5937 2020-10-24 22:13:16,704 - mmaction - INFO - Epoch [81][120/921] lr: 1.000e-04, eta: 6:44:47, time: 1.323, data_time: 0.490, memory: 5811, loss_cls: 5.3703, loss: 5.3703, grad_norm: 6.5984 2020-10-24 22:13:43,108 - mmaction - INFO - Epoch [81][140/921] lr: 1.000e-04, eta: 6:44:20, time: 1.321, data_time: 0.577, memory: 5811, loss_cls: 5.5325, loss: 5.5325, grad_norm: 6.7354 2020-10-24 22:14:09,512 - mmaction - INFO - Epoch [81][160/921] lr: 1.000e-04, eta: 6:43:54, time: 1.320, data_time: 0.334, memory: 5811, loss_cls: 5.4348, loss: 5.4348, grad_norm: 6.6114 2020-10-24 22:14:35,667 - mmaction - INFO - Epoch [81][180/921] lr: 1.000e-04, eta: 6:43:27, time: 1.308, data_time: 0.365, memory: 5811, loss_cls: 5.3560, loss: 5.3560, grad_norm: 6.4735 2020-10-24 22:15:01,797 - mmaction - INFO - Epoch [81][200/921] lr: 1.000e-04, eta: 6:43:00, time: 1.298, data_time: 0.372, memory: 5811, loss_cls: 5.5193, loss: 5.5193, grad_norm: 6.6064 2020-10-24 22:15:28,749 - mmaction - INFO - Epoch [81][220/921] lr: 1.000e-04, eta: 6:42:34, time: 1.354, data_time: 0.249, memory: 5811, loss_cls: 5.5058, loss: 5.5058, grad_norm: 6.8732 2020-10-24 22:15:55,358 - mmaction - INFO - Epoch [81][240/921] lr: 1.000e-04, eta: 6:42:07, time: 1.330, data_time: 0.052, memory: 5811, loss_cls: 5.4251, loss: 5.4251, grad_norm: 6.6355 2020-10-24 22:16:22,305 - mmaction - INFO - Epoch [81][260/921] lr: 1.000e-04, eta: 6:41:41, time: 1.349, data_time: 0.123, memory: 5811, loss_cls: 5.4059, loss: 5.4059, grad_norm: 6.6448 2020-10-24 22:16:48,199 - mmaction - INFO - Epoch [81][280/921] lr: 1.000e-04, eta: 6:41:14, time: 1.291, data_time: 0.026, memory: 5811, loss_cls: 5.4099, loss: 5.4099, grad_norm: 6.5698 2020-10-24 22:17:14,579 - mmaction - INFO - Epoch [81][300/921] lr: 1.000e-04, eta: 6:40:48, time: 1.324, data_time: 0.009, memory: 5811, loss_cls: 5.5210, loss: 5.5210, grad_norm: 6.5303 2020-10-24 22:17:40,352 - mmaction - INFO - Epoch [81][320/921] lr: 1.000e-04, eta: 6:40:21, time: 1.283, data_time: 0.003, memory: 5811, loss_cls: 5.4408, loss: 5.4408, grad_norm: 6.4738 2020-10-24 22:18:06,532 - mmaction - INFO - Epoch [81][340/921] lr: 1.000e-04, eta: 6:39:54, time: 1.310, data_time: 0.009, memory: 5811, loss_cls: 5.5371, loss: 5.5371, grad_norm: 6.8006 2020-10-24 22:18:32,532 - mmaction - INFO - Epoch [81][360/921] lr: 1.000e-04, eta: 6:39:28, time: 1.300, data_time: 0.009, memory: 5811, loss_cls: 5.5060, loss: 5.5060, grad_norm: 6.7036 2020-10-24 22:18:58,325 - mmaction - INFO - Epoch [81][380/921] lr: 1.000e-04, eta: 6:39:01, time: 1.295, data_time: 0.008, memory: 5811, loss_cls: 5.5304, loss: 5.5304, grad_norm: 6.9107 2020-10-24 22:19:23,775 - mmaction - INFO - Epoch [81][400/921] lr: 1.000e-04, eta: 6:38:34, time: 1.272, data_time: 0.001, memory: 5811, loss_cls: 5.6593, loss: 5.6593, grad_norm: 6.7765 2020-10-24 22:19:49,465 - mmaction - INFO - Epoch [81][420/921] lr: 1.000e-04, eta: 6:38:07, time: 1.281, data_time: 0.003, memory: 5811, loss_cls: 5.4000, loss: 5.4000, grad_norm: 6.7381 2020-10-24 22:20:15,582 - mmaction - INFO - Epoch [81][440/921] lr: 1.000e-04, eta: 6:37:40, time: 1.301, data_time: 0.004, memory: 5811, loss_cls: 5.5264, loss: 5.5264, grad_norm: 6.6199 2020-10-24 22:20:42,032 - mmaction - INFO - Epoch [81][460/921] lr: 1.000e-04, eta: 6:37:14, time: 1.327, data_time: 0.010, memory: 5811, loss_cls: 5.4516, loss: 5.4516, grad_norm: 6.6925 2020-10-24 22:21:08,426 - mmaction - INFO - Epoch [81][480/921] lr: 1.000e-04, eta: 6:36:47, time: 1.313, data_time: 0.005, memory: 5811, loss_cls: 5.4803, loss: 5.4803, grad_norm: 6.7354 2020-10-24 22:21:33,771 - mmaction - INFO - Epoch [81][500/921] lr: 1.000e-04, eta: 6:36:20, time: 1.273, data_time: 0.015, memory: 5811, loss_cls: 5.5052, loss: 5.5052, grad_norm: 6.6234 2020-10-24 22:21:59,844 - mmaction - INFO - Epoch [81][520/921] lr: 1.000e-04, eta: 6:35:54, time: 1.303, data_time: 0.005, memory: 5811, loss_cls: 5.5090, loss: 5.5090, grad_norm: 6.6868 2020-10-24 22:22:26,064 - mmaction - INFO - Epoch [81][540/921] lr: 1.000e-04, eta: 6:35:27, time: 1.312, data_time: 0.005, memory: 5811, loss_cls: 5.4854, loss: 5.4854, grad_norm: 6.6702 2020-10-24 22:22:51,496 - mmaction - INFO - Epoch [81][560/921] lr: 1.000e-04, eta: 6:35:00, time: 1.271, data_time: 0.007, memory: 5811, loss_cls: 5.3809, loss: 5.3809, grad_norm: 6.5675 2020-10-24 22:23:17,312 - mmaction - INFO - Epoch [81][580/921] lr: 1.000e-04, eta: 6:34:34, time: 1.289, data_time: 0.012, memory: 5811, loss_cls: 5.4578, loss: 5.4578, grad_norm: 6.6338 2020-10-24 22:23:43,213 - mmaction - INFO - Epoch [81][600/921] lr: 1.000e-04, eta: 6:34:07, time: 1.298, data_time: 0.007, memory: 5811, loss_cls: 5.4781, loss: 5.4781, grad_norm: 6.5984 2020-10-24 22:24:08,865 - mmaction - INFO - Epoch [81][620/921] lr: 1.000e-04, eta: 6:33:40, time: 1.285, data_time: 0.003, memory: 5811, loss_cls: 5.5300, loss: 5.5300, grad_norm: 6.6729 2020-10-24 22:24:34,292 - mmaction - INFO - Epoch [81][640/921] lr: 1.000e-04, eta: 6:33:13, time: 1.266, data_time: 0.002, memory: 5811, loss_cls: 5.4473, loss: 5.4473, grad_norm: 6.5770 2020-10-24 22:25:00,278 - mmaction - INFO - Epoch [81][660/921] lr: 1.000e-04, eta: 6:32:47, time: 1.298, data_time: 0.007, memory: 5811, loss_cls: 5.4536, loss: 5.4536, grad_norm: 6.6396 2020-10-24 22:25:26,181 - mmaction - INFO - Epoch [81][680/921] lr: 1.000e-04, eta: 6:32:20, time: 1.301, data_time: 0.009, memory: 5811, loss_cls: 5.4711, loss: 5.4711, grad_norm: 6.5950 2020-10-24 22:25:52,224 - mmaction - INFO - Epoch [81][700/921] lr: 1.000e-04, eta: 6:31:53, time: 1.302, data_time: 0.003, memory: 5811, loss_cls: 5.4253, loss: 5.4253, grad_norm: 6.5276 2020-10-24 22:26:17,977 - mmaction - INFO - Epoch [81][720/921] lr: 1.000e-04, eta: 6:31:26, time: 1.284, data_time: 0.003, memory: 5811, loss_cls: 5.3999, loss: 5.3999, grad_norm: 6.6065 2020-10-24 22:26:43,514 - mmaction - INFO - Epoch [81][740/921] lr: 1.000e-04, eta: 6:31:00, time: 1.272, data_time: 0.008, memory: 5811, loss_cls: 5.4259, loss: 5.4259, grad_norm: 6.5829 2020-10-24 22:27:09,616 - mmaction - INFO - Epoch [81][760/921] lr: 1.000e-04, eta: 6:30:33, time: 1.313, data_time: 0.012, memory: 5811, loss_cls: 5.3706, loss: 5.3706, grad_norm: 6.5570 2020-10-24 22:27:35,265 - mmaction - INFO - Epoch [81][780/921] lr: 1.000e-04, eta: 6:30:06, time: 1.282, data_time: 0.004, memory: 5811, loss_cls: 5.5012, loss: 5.5012, grad_norm: 6.6673 2020-10-24 22:28:01,548 - mmaction - INFO - Epoch [81][800/921] lr: 1.000e-04, eta: 6:29:40, time: 1.313, data_time: 0.004, memory: 5811, loss_cls: 5.3927, loss: 5.3927, grad_norm: 6.6898 2020-10-24 22:28:27,347 - mmaction - INFO - Epoch [81][820/921] lr: 1.000e-04, eta: 6:29:13, time: 1.290, data_time: 0.008, memory: 5811, loss_cls: 5.5086, loss: 5.5086, grad_norm: 6.6223 2020-10-24 22:28:53,386 - mmaction - INFO - Epoch [81][840/921] lr: 1.000e-04, eta: 6:28:46, time: 1.304, data_time: 0.006, memory: 5811, loss_cls: 5.4023, loss: 5.4023, grad_norm: 6.6656 2020-10-24 22:29:19,527 - mmaction - INFO - Epoch [81][860/921] lr: 1.000e-04, eta: 6:28:19, time: 1.299, data_time: 0.004, memory: 5811, loss_cls: 5.5453, loss: 5.5453, grad_norm: 6.7131 2020-10-24 22:29:45,350 - mmaction - INFO - Epoch [81][880/921] lr: 1.000e-04, eta: 6:27:53, time: 1.299, data_time: 0.012, memory: 5811, loss_cls: 5.4880, loss: 5.4880, grad_norm: 6.7267 2020-10-24 22:30:11,619 - mmaction - INFO - Epoch [81][900/921] lr: 1.000e-04, eta: 6:27:26, time: 1.311, data_time: 0.005, memory: 5811, loss_cls: 5.4522, loss: 5.4522, grad_norm: 6.5814 2020-10-24 22:30:36,294 - mmaction - INFO - Epoch [81][920/921] lr: 1.000e-04, eta: 6:26:59, time: 1.239, data_time: 0.007, memory: 5811, loss_cls: 5.6700, loss: 5.6700, grad_norm: 6.7835 2020-10-24 22:31:20,059 - mmaction - INFO - Epoch [82][20/921] lr: 1.000e-04, eta: 6:26:35, time: 2.094, data_time: 1.486, memory: 5811, loss_cls: 5.4052, loss: 5.4052, grad_norm: 6.5942 2020-10-24 22:31:47,312 - mmaction - INFO - Epoch [82][40/921] lr: 1.000e-04, eta: 6:26:09, time: 1.364, data_time: 0.547, memory: 5811, loss_cls: 5.3840, loss: 5.3840, grad_norm: 6.4794 2020-10-24 22:32:14,229 - mmaction - INFO - Epoch [82][60/921] lr: 1.000e-04, eta: 6:25:42, time: 1.348, data_time: 0.271, memory: 5811, loss_cls: 5.4630, loss: 5.4630, grad_norm: 6.6023 2020-10-24 22:32:40,401 - mmaction - INFO - Epoch [82][80/921] lr: 1.000e-04, eta: 6:25:16, time: 1.304, data_time: 0.011, memory: 5811, loss_cls: 5.4633, loss: 5.4633, grad_norm: 6.6326 2020-10-24 22:33:06,439 - mmaction - INFO - Epoch [82][100/921] lr: 1.000e-04, eta: 6:24:49, time: 1.301, data_time: 0.103, memory: 5811, loss_cls: 5.5274, loss: 5.5274, grad_norm: 6.7372 2020-10-24 22:33:32,714 - mmaction - INFO - Epoch [82][120/921] lr: 1.000e-04, eta: 6:24:22, time: 1.319, data_time: 0.131, memory: 5811, loss_cls: 5.3208, loss: 5.3208, grad_norm: 6.5994 2020-10-24 22:33:58,501 - mmaction - INFO - Epoch [82][140/921] lr: 1.000e-04, eta: 6:23:56, time: 1.284, data_time: 0.003, memory: 5811, loss_cls: 5.4395, loss: 5.4395, grad_norm: 6.6278 2020-10-24 22:34:23,756 - mmaction - INFO - Epoch [82][160/921] lr: 1.000e-04, eta: 6:23:29, time: 1.269, data_time: 0.009, memory: 5811, loss_cls: 5.5177, loss: 5.5177, grad_norm: 6.8313 2020-10-24 22:34:49,507 - mmaction - INFO - Epoch [82][180/921] lr: 1.000e-04, eta: 6:23:02, time: 1.282, data_time: 0.002, memory: 5811, loss_cls: 5.4554, loss: 5.4554, grad_norm: 6.5933 2020-10-24 22:35:15,387 - mmaction - INFO - Epoch [82][200/921] lr: 1.000e-04, eta: 6:22:35, time: 1.295, data_time: 0.010, memory: 5811, loss_cls: 5.4558, loss: 5.4558, grad_norm: 6.7116 2020-10-24 22:35:41,568 - mmaction - INFO - Epoch [82][220/921] lr: 1.000e-04, eta: 6:22:09, time: 1.313, data_time: 0.008, memory: 5811, loss_cls: 5.4954, loss: 5.4954, grad_norm: 6.6453 2020-10-24 22:36:07,754 - mmaction - INFO - Epoch [82][240/921] lr: 1.000e-04, eta: 6:21:42, time: 1.301, data_time: 0.005, memory: 5811, loss_cls: 5.4771, loss: 5.4771, grad_norm: 6.6325 2020-10-24 22:36:33,712 - mmaction - INFO - Epoch [82][260/921] lr: 1.000e-04, eta: 6:21:15, time: 1.301, data_time: 0.011, memory: 5811, loss_cls: 5.3398, loss: 5.3398, grad_norm: 6.5394 2020-10-24 22:36:59,356 - mmaction - INFO - Epoch [82][280/921] lr: 1.000e-04, eta: 6:20:49, time: 1.285, data_time: 0.007, memory: 5811, loss_cls: 5.4502, loss: 5.4502, grad_norm: 6.6635 2020-10-24 22:37:24,954 - mmaction - INFO - Epoch [82][300/921] lr: 1.000e-04, eta: 6:20:22, time: 1.281, data_time: 0.004, memory: 5811, loss_cls: 5.4588, loss: 5.4588, grad_norm: 6.5469 2020-10-24 22:37:50,589 - mmaction - INFO - Epoch [82][320/921] lr: 1.000e-04, eta: 6:19:55, time: 1.278, data_time: 0.006, memory: 5811, loss_cls: 5.4932, loss: 5.4932, grad_norm: 6.5928 2020-10-24 22:38:16,630 - mmaction - INFO - Epoch [82][340/921] lr: 1.000e-04, eta: 6:19:28, time: 1.307, data_time: 0.222, memory: 5811, loss_cls: 5.4468, loss: 5.4468, grad_norm: 6.6433 2020-10-24 22:38:42,864 - mmaction - INFO - Epoch [82][360/921] lr: 1.000e-04, eta: 6:19:02, time: 1.312, data_time: 0.556, memory: 5811, loss_cls: 5.4104, loss: 5.4104, grad_norm: 6.5261 2020-10-24 22:39:09,290 - mmaction - INFO - Epoch [82][380/921] lr: 1.000e-04, eta: 6:18:35, time: 1.317, data_time: 0.708, memory: 5811, loss_cls: 5.5300, loss: 5.5300, grad_norm: 6.7299 2020-10-24 22:39:35,274 - mmaction - INFO - Epoch [82][400/921] lr: 1.000e-04, eta: 6:18:08, time: 1.303, data_time: 0.671, memory: 5811, loss_cls: 5.5575, loss: 5.5575, grad_norm: 6.7383 2020-10-24 22:40:00,759 - mmaction - INFO - Epoch [82][420/921] lr: 1.000e-04, eta: 6:17:42, time: 1.271, data_time: 0.648, memory: 5811, loss_cls: 5.4071, loss: 5.4071, grad_norm: 6.5473 2020-10-24 22:40:27,024 - mmaction - INFO - Epoch [82][440/921] lr: 1.000e-04, eta: 6:17:15, time: 1.315, data_time: 0.702, memory: 5811, loss_cls: 5.4536, loss: 5.4536, grad_norm: 6.6384 2020-10-24 22:40:52,602 - mmaction - INFO - Epoch [82][460/921] lr: 1.000e-04, eta: 6:16:48, time: 1.279, data_time: 0.637, memory: 5811, loss_cls: 5.6145, loss: 5.6145, grad_norm: 6.7039 2020-10-24 22:41:18,235 - mmaction - INFO - Epoch [82][480/921] lr: 1.000e-04, eta: 6:16:21, time: 1.281, data_time: 0.654, memory: 5811, loss_cls: 5.2707, loss: 5.2707, grad_norm: 6.5770 2020-10-24 22:41:43,103 - mmaction - INFO - Epoch [82][500/921] lr: 1.000e-04, eta: 6:15:54, time: 1.240, data_time: 0.622, memory: 5811, loss_cls: 5.5616, loss: 5.5616, grad_norm: 6.6559 2020-10-24 22:42:08,664 - mmaction - INFO - Epoch [82][520/921] lr: 1.000e-04, eta: 6:15:28, time: 1.279, data_time: 0.672, memory: 5811, loss_cls: 5.4168, loss: 5.4168, grad_norm: 6.6354 2020-10-24 22:42:34,617 - mmaction - INFO - Epoch [82][540/921] lr: 1.000e-04, eta: 6:15:01, time: 1.299, data_time: 0.648, memory: 5811, loss_cls: 5.4004, loss: 5.4004, grad_norm: 6.5968 2020-10-24 22:43:00,420 - mmaction - INFO - Epoch [82][560/921] lr: 1.000e-04, eta: 6:14:34, time: 1.289, data_time: 0.671, memory: 5811, loss_cls: 5.3111, loss: 5.3111, grad_norm: 6.5473 2020-10-24 22:43:26,109 - mmaction - INFO - Epoch [82][580/921] lr: 1.000e-04, eta: 6:14:07, time: 1.280, data_time: 0.658, memory: 5811, loss_cls: 5.5001, loss: 5.5001, grad_norm: 6.7028 2020-10-24 22:43:51,226 - mmaction - INFO - Epoch [82][600/921] lr: 1.000e-04, eta: 6:13:41, time: 1.264, data_time: 0.654, memory: 5811, loss_cls: 5.5128, loss: 5.5128, grad_norm: 6.7036 2020-10-24 22:44:17,317 - mmaction - INFO - Epoch [82][620/921] lr: 1.000e-04, eta: 6:13:14, time: 1.303, data_time: 0.656, memory: 5811, loss_cls: 5.5777, loss: 5.5777, grad_norm: 6.9093 2020-10-24 22:44:43,516 - mmaction - INFO - Epoch [82][640/921] lr: 1.000e-04, eta: 6:12:47, time: 1.307, data_time: 0.672, memory: 5811, loss_cls: 5.4109, loss: 5.4109, grad_norm: 6.6877 2020-10-24 22:45:09,124 - mmaction - INFO - Epoch [82][660/921] lr: 1.000e-04, eta: 6:12:21, time: 1.285, data_time: 0.680, memory: 5811, loss_cls: 5.5427, loss: 5.5427, grad_norm: 6.7789 2020-10-24 22:45:34,951 - mmaction - INFO - Epoch [82][680/921] lr: 1.000e-04, eta: 6:11:54, time: 1.283, data_time: 0.694, memory: 5811, loss_cls: 5.4742, loss: 5.4742, grad_norm: 6.7527 2020-10-24 22:46:01,349 - mmaction - INFO - Epoch [82][700/921] lr: 1.000e-04, eta: 6:11:27, time: 1.319, data_time: 0.714, memory: 5811, loss_cls: 5.5025, loss: 5.5025, grad_norm: 6.6121 2020-10-24 22:46:26,828 - mmaction - INFO - Epoch [82][720/921] lr: 1.000e-04, eta: 6:11:00, time: 1.276, data_time: 0.670, memory: 5811, loss_cls: 5.6149, loss: 5.6149, grad_norm: 6.8435 2020-10-24 22:46:52,930 - mmaction - INFO - Epoch [82][740/921] lr: 1.000e-04, eta: 6:10:34, time: 1.303, data_time: 0.688, memory: 5811, loss_cls: 5.3772, loss: 5.3772, grad_norm: 6.6369 2020-10-24 22:47:18,843 - mmaction - INFO - Epoch [82][760/921] lr: 1.000e-04, eta: 6:10:07, time: 1.294, data_time: 0.667, memory: 5811, loss_cls: 5.5089, loss: 5.5089, grad_norm: 6.6246 2020-10-24 22:47:44,523 - mmaction - INFO - Epoch [82][780/921] lr: 1.000e-04, eta: 6:09:40, time: 1.287, data_time: 0.648, memory: 5811, loss_cls: 5.5084, loss: 5.5084, grad_norm: 6.6410 2020-10-24 22:48:09,928 - mmaction - INFO - Epoch [82][800/921] lr: 1.000e-04, eta: 6:09:14, time: 1.272, data_time: 0.670, memory: 5811, loss_cls: 5.5188, loss: 5.5188, grad_norm: 6.7074 2020-10-24 22:48:35,808 - mmaction - INFO - Epoch [82][820/921] lr: 1.000e-04, eta: 6:08:47, time: 1.285, data_time: 0.658, memory: 5811, loss_cls: 5.4427, loss: 5.4427, grad_norm: 6.6781 2020-10-24 22:49:00,968 - mmaction - INFO - Epoch [82][840/921] lr: 1.000e-04, eta: 6:08:20, time: 1.269, data_time: 0.662, memory: 5811, loss_cls: 5.4275, loss: 5.4275, grad_norm: 6.5239 2020-10-24 22:49:27,101 - mmaction - INFO - Epoch [82][860/921] lr: 1.000e-04, eta: 6:07:53, time: 1.295, data_time: 0.694, memory: 5811, loss_cls: 5.5121, loss: 5.5121, grad_norm: 6.5988 2020-10-24 22:49:52,839 - mmaction - INFO - Epoch [82][880/921] lr: 1.000e-04, eta: 6:07:27, time: 1.288, data_time: 0.656, memory: 5811, loss_cls: 5.5604, loss: 5.5604, grad_norm: 6.7120 2020-10-24 22:50:18,745 - mmaction - INFO - Epoch [82][900/921] lr: 1.000e-04, eta: 6:07:00, time: 1.305, data_time: 0.664, memory: 5811, loss_cls: 5.4093, loss: 5.4093, grad_norm: 6.6523 2020-10-24 22:50:42,883 - mmaction - INFO - Epoch [82][920/921] lr: 1.000e-04, eta: 6:06:33, time: 1.211, data_time: 0.621, memory: 5811, loss_cls: 5.2592, loss: 5.2592, grad_norm: 6.5198 2020-10-24 22:51:22,095 - mmaction - INFO - Epoch [83][20/921] lr: 1.000e-04, eta: 6:06:07, time: 1.896, data_time: 0.907, memory: 5811, loss_cls: 5.3170, loss: 5.3170, grad_norm: 6.4543 2020-10-24 22:51:49,403 - mmaction - INFO - Epoch [83][40/921] lr: 1.000e-04, eta: 6:05:41, time: 1.366, data_time: 0.006, memory: 5811, loss_cls: 5.4901, loss: 5.4901, grad_norm: 6.6545 2020-10-24 22:52:16,056 - mmaction - INFO - Epoch [83][60/921] lr: 1.000e-04, eta: 6:05:15, time: 1.329, data_time: 0.002, memory: 5811, loss_cls: 5.3873, loss: 5.3873, grad_norm: 6.6928 2020-10-24 22:52:42,842 - mmaction - INFO - Epoch [83][80/921] lr: 1.000e-04, eta: 6:04:48, time: 1.338, data_time: 0.007, memory: 5811, loss_cls: 5.5283, loss: 5.5283, grad_norm: 6.7773 2020-10-24 22:53:08,661 - mmaction - INFO - Epoch [83][100/921] lr: 1.000e-04, eta: 6:04:21, time: 1.291, data_time: 0.018, memory: 5811, loss_cls: 5.5813, loss: 5.5813, grad_norm: 6.7502 2020-10-24 22:53:35,487 - mmaction - INFO - Epoch [83][120/921] lr: 1.000e-04, eta: 6:03:55, time: 1.346, data_time: 0.007, memory: 5811, loss_cls: 5.3620, loss: 5.3620, grad_norm: 6.5979 2020-10-24 22:54:01,402 - mmaction - INFO - Epoch [83][140/921] lr: 1.000e-04, eta: 6:03:28, time: 1.293, data_time: 0.003, memory: 5811, loss_cls: 5.3896, loss: 5.3896, grad_norm: 6.5602 2020-10-24 22:54:27,399 - mmaction - INFO - Epoch [83][160/921] lr: 1.000e-04, eta: 6:03:02, time: 1.300, data_time: 0.005, memory: 5811, loss_cls: 5.4119, loss: 5.4119, grad_norm: 6.6068 2020-10-24 22:54:52,959 - mmaction - INFO - Epoch [83][180/921] lr: 1.000e-04, eta: 6:02:35, time: 1.275, data_time: 0.005, memory: 5811, loss_cls: 5.4527, loss: 5.4527, grad_norm: 6.6753 2020-10-24 22:55:19,360 - mmaction - INFO - Epoch [83][200/921] lr: 1.000e-04, eta: 6:02:08, time: 1.319, data_time: 0.006, memory: 5811, loss_cls: 5.4055, loss: 5.4055, grad_norm: 6.5820 2020-10-24 22:55:44,940 - mmaction - INFO - Epoch [83][220/921] lr: 1.000e-04, eta: 6:01:42, time: 1.284, data_time: 0.007, memory: 5811, loss_cls: 5.4398, loss: 5.4398, grad_norm: 6.5806 2020-10-24 22:56:10,049 - mmaction - INFO - Epoch [83][240/921] lr: 1.000e-04, eta: 6:01:15, time: 1.256, data_time: 0.002, memory: 5811, loss_cls: 5.4966, loss: 5.4966, grad_norm: 6.6264 2020-10-24 22:56:35,844 - mmaction - INFO - Epoch [83][260/921] lr: 1.000e-04, eta: 6:00:48, time: 1.289, data_time: 0.002, memory: 5811, loss_cls: 5.4455, loss: 5.4455, grad_norm: 6.5716 2020-10-24 22:57:01,384 - mmaction - INFO - Epoch [83][280/921] lr: 1.000e-04, eta: 6:00:21, time: 1.273, data_time: 0.002, memory: 5811, loss_cls: 5.5220, loss: 5.5220, grad_norm: 6.6683 2020-10-24 22:57:26,921 - mmaction - INFO - Epoch [83][300/921] lr: 1.000e-04, eta: 5:59:54, time: 1.279, data_time: 0.012, memory: 5811, loss_cls: 5.3725, loss: 5.3725, grad_norm: 6.5147 2020-10-24 22:57:52,527 - mmaction - INFO - Epoch [83][320/921] lr: 1.000e-04, eta: 5:59:28, time: 1.276, data_time: 0.005, memory: 5811, loss_cls: 5.4736, loss: 5.4736, grad_norm: 6.6993 2020-10-24 22:58:18,068 - mmaction - INFO - Epoch [83][340/921] lr: 1.000e-04, eta: 5:59:01, time: 1.281, data_time: 0.009, memory: 5811, loss_cls: 5.4339, loss: 5.4339, grad_norm: 6.7010 2020-10-24 22:58:43,797 - mmaction - INFO - Epoch [83][360/921] lr: 1.000e-04, eta: 5:58:34, time: 1.286, data_time: 0.003, memory: 5811, loss_cls: 5.5566, loss: 5.5566, grad_norm: 6.8011 2020-10-24 22:59:09,627 - mmaction - INFO - Epoch [83][380/921] lr: 1.000e-04, eta: 5:58:07, time: 1.287, data_time: 0.006, memory: 5811, loss_cls: 5.4905, loss: 5.4905, grad_norm: 6.6480 2020-10-24 22:59:35,340 - mmaction - INFO - Epoch [83][400/921] lr: 1.000e-04, eta: 5:57:41, time: 1.292, data_time: 0.009, memory: 5811, loss_cls: 5.4524, loss: 5.4524, grad_norm: 6.7646 2020-10-24 23:00:00,643 - mmaction - INFO - Epoch [83][420/921] lr: 1.000e-04, eta: 5:57:14, time: 1.265, data_time: 0.002, memory: 5811, loss_cls: 5.4151, loss: 5.4151, grad_norm: 6.5994 2020-10-24 23:00:27,139 - mmaction - INFO - Epoch [83][440/921] lr: 1.000e-04, eta: 5:56:47, time: 1.319, data_time: 0.002, memory: 5811, loss_cls: 5.5716, loss: 5.5716, grad_norm: 6.7318 2020-10-24 23:00:53,432 - mmaction - INFO - Epoch [83][460/921] lr: 1.000e-04, eta: 5:56:21, time: 1.319, data_time: 0.007, memory: 5811, loss_cls: 5.3726, loss: 5.3726, grad_norm: 6.5602 2020-10-24 23:01:19,450 - mmaction - INFO - Epoch [83][480/921] lr: 1.000e-04, eta: 5:55:54, time: 1.301, data_time: 0.003, memory: 5811, loss_cls: 5.3904, loss: 5.3904, grad_norm: 6.5954 2020-10-24 23:01:45,559 - mmaction - INFO - Epoch [83][500/921] lr: 1.000e-04, eta: 5:55:27, time: 1.303, data_time: 0.004, memory: 5811, loss_cls: 5.4769, loss: 5.4769, grad_norm: 6.6573 2020-10-24 23:02:11,467 - mmaction - INFO - Epoch [83][520/921] lr: 1.000e-04, eta: 5:55:01, time: 1.296, data_time: 0.005, memory: 5811, loss_cls: 5.4152, loss: 5.4152, grad_norm: 6.6499 2020-10-24 23:02:37,181 - mmaction - INFO - Epoch [83][540/921] lr: 1.000e-04, eta: 5:54:34, time: 1.285, data_time: 0.006, memory: 5811, loss_cls: 5.4386, loss: 5.4386, grad_norm: 6.6396 2020-10-24 23:03:02,847 - mmaction - INFO - Epoch [83][560/921] lr: 1.000e-04, eta: 5:54:07, time: 1.282, data_time: 0.006, memory: 5811, loss_cls: 5.4432, loss: 5.4432, grad_norm: 6.7458 2020-10-24 23:03:29,395 - mmaction - INFO - Epoch [83][580/921] lr: 1.000e-04, eta: 5:53:41, time: 1.329, data_time: 0.008, memory: 5811, loss_cls: 5.3985, loss: 5.3985, grad_norm: 6.5352 2020-10-24 23:03:56,055 - mmaction - INFO - Epoch [83][600/921] lr: 1.000e-04, eta: 5:53:14, time: 1.325, data_time: 0.007, memory: 5811, loss_cls: 5.4636, loss: 5.4636, grad_norm: 6.7326 2020-10-24 23:04:22,034 - mmaction - INFO - Epoch [83][620/921] lr: 1.000e-04, eta: 5:52:48, time: 1.305, data_time: 0.013, memory: 5811, loss_cls: 5.5477, loss: 5.5477, grad_norm: 6.7676 2020-10-24 23:04:48,718 - mmaction - INFO - Epoch [83][640/921] lr: 1.000e-04, eta: 5:52:21, time: 1.335, data_time: 0.007, memory: 5811, loss_cls: 5.4610, loss: 5.4610, grad_norm: 6.6552 2020-10-24 23:05:14,788 - mmaction - INFO - Epoch [83][660/921] lr: 1.000e-04, eta: 5:51:54, time: 1.308, data_time: 0.007, memory: 5811, loss_cls: 5.3194, loss: 5.3194, grad_norm: 6.6559 2020-10-24 23:05:41,034 - mmaction - INFO - Epoch [83][680/921] lr: 1.000e-04, eta: 5:51:28, time: 1.311, data_time: 0.002, memory: 5811, loss_cls: 5.3604, loss: 5.3604, grad_norm: 6.7123 2020-10-24 23:06:07,252 - mmaction - INFO - Epoch [83][700/921] lr: 1.000e-04, eta: 5:51:01, time: 1.310, data_time: 0.002, memory: 5811, loss_cls: 5.3046, loss: 5.3046, grad_norm: 6.4717 2020-10-24 23:06:33,610 - mmaction - INFO - Epoch [83][720/921] lr: 1.000e-04, eta: 5:50:35, time: 1.318, data_time: 0.006, memory: 5811, loss_cls: 5.5405, loss: 5.5405, grad_norm: 6.7492 2020-10-24 23:06:59,695 - mmaction - INFO - Epoch [83][740/921] lr: 1.000e-04, eta: 5:50:08, time: 1.304, data_time: 0.005, memory: 5811, loss_cls: 5.3905, loss: 5.3905, grad_norm: 6.5810 2020-10-24 23:07:26,454 - mmaction - INFO - Epoch [83][760/921] lr: 1.000e-04, eta: 5:49:42, time: 1.333, data_time: 0.004, memory: 5811, loss_cls: 5.4834, loss: 5.4834, grad_norm: 6.8052 2020-10-24 23:07:52,459 - mmaction - INFO - Epoch [83][780/921] lr: 1.000e-04, eta: 5:49:15, time: 1.301, data_time: 0.008, memory: 5811, loss_cls: 5.4391, loss: 5.4391, grad_norm: 6.5955 2020-10-24 23:08:18,098 - mmaction - INFO - Epoch [83][800/921] lr: 1.000e-04, eta: 5:48:48, time: 1.285, data_time: 0.009, memory: 5811, loss_cls: 5.5840, loss: 5.5840, grad_norm: 6.7329 2020-10-24 23:08:43,521 - mmaction - INFO - Epoch [83][820/921] lr: 1.000e-04, eta: 5:48:21, time: 1.274, data_time: 0.009, memory: 5811, loss_cls: 5.4132, loss: 5.4132, grad_norm: 6.7699 2020-10-24 23:09:10,107 - mmaction - INFO - Epoch [83][840/921] lr: 1.000e-04, eta: 5:47:55, time: 1.324, data_time: 0.003, memory: 5811, loss_cls: 5.3602, loss: 5.3602, grad_norm: 6.6821 2020-10-24 23:09:35,541 - mmaction - INFO - Epoch [83][860/921] lr: 1.000e-04, eta: 5:47:28, time: 1.274, data_time: 0.011, memory: 5811, loss_cls: 5.5156, loss: 5.5156, grad_norm: 6.7848 2020-10-24 23:10:01,547 - mmaction - INFO - Epoch [83][880/921] lr: 1.000e-04, eta: 5:47:01, time: 1.300, data_time: 0.006, memory: 5811, loss_cls: 5.3601, loss: 5.3601, grad_norm: 6.5672 2020-10-24 23:10:28,119 - mmaction - INFO - Epoch [83][900/921] lr: 1.000e-04, eta: 5:46:35, time: 1.326, data_time: 0.006, memory: 5811, loss_cls: 5.3524, loss: 5.3524, grad_norm: 6.4596 2020-10-24 23:10:52,182 - mmaction - INFO - Epoch [83][920/921] lr: 1.000e-04, eta: 5:46:08, time: 1.210, data_time: 0.009, memory: 5811, loss_cls: 5.6143, loss: 5.6143, grad_norm: 6.8330 2020-10-24 23:11:33,977 - mmaction - INFO - Epoch [84][20/921] lr: 1.000e-04, eta: 5:45:43, time: 2.003, data_time: 0.847, memory: 5811, loss_cls: 5.3837, loss: 5.3837, grad_norm: 6.6292 2020-10-24 23:12:01,809 - mmaction - INFO - Epoch [84][40/921] lr: 1.000e-04, eta: 5:45:17, time: 1.400, data_time: 0.013, memory: 5811, loss_cls: 5.5280, loss: 5.5280, grad_norm: 6.7644 2020-10-24 23:12:29,785 - mmaction - INFO - Epoch [84][60/921] lr: 1.000e-04, eta: 5:44:50, time: 1.396, data_time: 0.001, memory: 5811, loss_cls: 5.4046, loss: 5.4046, grad_norm: 6.7612 2020-10-24 23:12:56,444 - mmaction - INFO - Epoch [84][80/921] lr: 1.000e-04, eta: 5:44:24, time: 1.328, data_time: 0.004, memory: 5811, loss_cls: 5.4498, loss: 5.4498, grad_norm: 6.6052 2020-10-24 23:13:22,440 - mmaction - INFO - Epoch [84][100/921] lr: 1.000e-04, eta: 5:43:57, time: 1.307, data_time: 0.009, memory: 5811, loss_cls: 5.3708, loss: 5.3708, grad_norm: 6.6973 2020-10-24 23:13:49,544 - mmaction - INFO - Epoch [84][120/921] lr: 1.000e-04, eta: 5:43:31, time: 1.354, data_time: 0.003, memory: 5811, loss_cls: 5.4513, loss: 5.4513, grad_norm: 6.6511 2020-10-24 23:14:15,832 - mmaction - INFO - Epoch [84][140/921] lr: 1.000e-04, eta: 5:43:04, time: 1.311, data_time: 0.007, memory: 5811, loss_cls: 5.4383, loss: 5.4383, grad_norm: 6.5696 2020-10-24 23:14:41,859 - mmaction - INFO - Epoch [84][160/921] lr: 1.000e-04, eta: 5:42:38, time: 1.302, data_time: 0.006, memory: 5811, loss_cls: 5.4254, loss: 5.4254, grad_norm: 6.6211 2020-10-24 23:15:07,972 - mmaction - INFO - Epoch [84][180/921] lr: 1.000e-04, eta: 5:42:11, time: 1.309, data_time: 0.006, memory: 5811, loss_cls: 5.3426, loss: 5.3426, grad_norm: 6.5015 2020-10-24 23:15:34,552 - mmaction - INFO - Epoch [84][200/921] lr: 1.000e-04, eta: 5:41:44, time: 1.327, data_time: 0.002, memory: 5811, loss_cls: 5.4967, loss: 5.4967, grad_norm: 6.8031 2020-10-24 23:16:00,188 - mmaction - INFO - Epoch [84][220/921] lr: 1.000e-04, eta: 5:41:18, time: 1.272, data_time: 0.006, memory: 5811, loss_cls: 5.4624, loss: 5.4624, grad_norm: 6.6639 2020-10-24 23:16:26,566 - mmaction - INFO - Epoch [84][240/921] lr: 1.000e-04, eta: 5:40:51, time: 1.331, data_time: 0.014, memory: 5811, loss_cls: 5.3514, loss: 5.3514, grad_norm: 6.5335 2020-10-24 23:16:52,072 - mmaction - INFO - Epoch [84][260/921] lr: 1.000e-04, eta: 5:40:24, time: 1.271, data_time: 0.001, memory: 5811, loss_cls: 5.3653, loss: 5.3653, grad_norm: 6.6134 2020-10-24 23:17:17,517 - mmaction - INFO - Epoch [84][280/921] lr: 1.000e-04, eta: 5:39:58, time: 1.272, data_time: 0.008, memory: 5811, loss_cls: 5.4505, loss: 5.4505, grad_norm: 6.6449 2020-10-24 23:17:43,547 - mmaction - INFO - Epoch [84][300/921] lr: 1.000e-04, eta: 5:39:31, time: 1.301, data_time: 0.008, memory: 5811, loss_cls: 5.4041, loss: 5.4041, grad_norm: 6.5827 2020-10-24 23:18:08,629 - mmaction - INFO - Epoch [84][320/921] lr: 1.000e-04, eta: 5:39:04, time: 1.255, data_time: 0.008, memory: 5811, loss_cls: 5.4879, loss: 5.4879, grad_norm: 6.7955 2020-10-24 23:18:34,360 - mmaction - INFO - Epoch [84][340/921] lr: 1.000e-04, eta: 5:38:37, time: 1.288, data_time: 0.007, memory: 5811, loss_cls: 5.3649, loss: 5.3649, grad_norm: 6.4979 2020-10-24 23:18:59,952 - mmaction - INFO - Epoch [84][360/921] lr: 1.000e-04, eta: 5:38:11, time: 1.282, data_time: 0.006, memory: 5811, loss_cls: 5.4485, loss: 5.4485, grad_norm: 6.7783 2020-10-24 23:19:25,961 - mmaction - INFO - Epoch [84][380/921] lr: 1.000e-04, eta: 5:37:44, time: 1.295, data_time: 0.015, memory: 5811, loss_cls: 5.4100, loss: 5.4100, grad_norm: 6.5278 2020-10-24 23:19:51,839 - mmaction - INFO - Epoch [84][400/921] lr: 1.000e-04, eta: 5:37:17, time: 1.298, data_time: 0.007, memory: 5811, loss_cls: 5.5448, loss: 5.5448, grad_norm: 6.7510 2020-10-24 23:20:17,192 - mmaction - INFO - Epoch [84][420/921] lr: 1.000e-04, eta: 5:36:51, time: 1.260, data_time: 0.005, memory: 5811, loss_cls: 5.5721, loss: 5.5721, grad_norm: 6.8189 2020-10-24 23:20:42,688 - mmaction - INFO - Epoch [84][440/921] lr: 1.000e-04, eta: 5:36:24, time: 1.283, data_time: 0.013, memory: 5811, loss_cls: 5.5571, loss: 5.5571, grad_norm: 6.9775 2020-10-24 23:21:09,023 - mmaction - INFO - Epoch [84][460/921] lr: 1.000e-04, eta: 5:35:57, time: 1.317, data_time: 0.006, memory: 5811, loss_cls: 5.4830, loss: 5.4830, grad_norm: 6.6984 2020-10-24 23:21:34,644 - mmaction - INFO - Epoch [84][480/921] lr: 1.000e-04, eta: 5:35:30, time: 1.278, data_time: 0.002, memory: 5811, loss_cls: 5.3791, loss: 5.3791, grad_norm: 6.6141 2020-10-24 23:22:01,065 - mmaction - INFO - Epoch [84][500/921] lr: 1.000e-04, eta: 5:35:04, time: 1.323, data_time: 0.006, memory: 5811, loss_cls: 5.5397, loss: 5.5397, grad_norm: 6.8229 2020-10-24 23:22:27,196 - mmaction - INFO - Epoch [84][520/921] lr: 1.000e-04, eta: 5:34:37, time: 1.293, data_time: 0.005, memory: 5811, loss_cls: 5.4883, loss: 5.4883, grad_norm: 6.7202 2020-10-24 23:22:53,036 - mmaction - INFO - Epoch [84][540/921] lr: 1.000e-04, eta: 5:34:11, time: 1.301, data_time: 0.016, memory: 5811, loss_cls: 5.3267, loss: 5.3267, grad_norm: 6.6094 2020-10-24 23:23:19,133 - mmaction - INFO - Epoch [84][560/921] lr: 1.000e-04, eta: 5:33:44, time: 1.310, data_time: 0.017, memory: 5811, loss_cls: 5.5160, loss: 5.5160, grad_norm: 6.6445 2020-10-24 23:23:44,845 - mmaction - INFO - Epoch [84][580/921] lr: 1.000e-04, eta: 5:33:17, time: 1.282, data_time: 0.003, memory: 5811, loss_cls: 5.4970, loss: 5.4970, grad_norm: 6.7573 2020-10-24 23:24:10,951 - mmaction - INFO - Epoch [84][600/921] lr: 1.000e-04, eta: 5:32:51, time: 1.309, data_time: 0.006, memory: 5811, loss_cls: 5.3993, loss: 5.3993, grad_norm: 6.6161 2020-10-24 23:24:37,184 - mmaction - INFO - Epoch [84][620/921] lr: 1.000e-04, eta: 5:32:24, time: 1.310, data_time: 0.003, memory: 5811, loss_cls: 5.5642, loss: 5.5642, grad_norm: 6.8002 2020-10-24 23:25:02,554 - mmaction - INFO - Epoch [84][640/921] lr: 1.000e-04, eta: 5:31:57, time: 1.267, data_time: 0.004, memory: 5811, loss_cls: 5.5671, loss: 5.5671, grad_norm: 6.7966 2020-10-24 23:25:27,996 - mmaction - INFO - Epoch [84][660/921] lr: 1.000e-04, eta: 5:31:31, time: 1.275, data_time: 0.006, memory: 5811, loss_cls: 5.4850, loss: 5.4850, grad_norm: 6.6695 2020-10-24 23:25:53,866 - mmaction - INFO - Epoch [84][680/921] lr: 1.000e-04, eta: 5:31:04, time: 1.288, data_time: 0.001, memory: 5811, loss_cls: 5.4118, loss: 5.4118, grad_norm: 6.6057 2020-10-24 23:26:19,735 - mmaction - INFO - Epoch [84][700/921] lr: 1.000e-04, eta: 5:30:37, time: 1.294, data_time: 0.008, memory: 5811, loss_cls: 5.4824, loss: 5.4824, grad_norm: 6.7776 2020-10-24 23:26:45,310 - mmaction - INFO - Epoch [84][720/921] lr: 1.000e-04, eta: 5:30:10, time: 1.282, data_time: 0.007, memory: 5811, loss_cls: 5.5212, loss: 5.5212, grad_norm: 6.7956 2020-10-24 23:27:11,217 - mmaction - INFO - Epoch [84][740/921] lr: 1.000e-04, eta: 5:29:44, time: 1.294, data_time: 0.005, memory: 5811, loss_cls: 5.6087, loss: 5.6087, grad_norm: 6.8087 2020-10-24 23:27:37,244 - mmaction - INFO - Epoch [84][760/921] lr: 1.000e-04, eta: 5:29:17, time: 1.304, data_time: 0.004, memory: 5811, loss_cls: 5.4401, loss: 5.4401, grad_norm: 6.7349 2020-10-24 23:28:02,889 - mmaction - INFO - Epoch [84][780/921] lr: 1.000e-04, eta: 5:28:50, time: 1.282, data_time: 0.003, memory: 5811, loss_cls: 5.4250, loss: 5.4250, grad_norm: 6.7223 2020-10-24 23:28:28,615 - mmaction - INFO - Epoch [84][800/921] lr: 1.000e-04, eta: 5:28:24, time: 1.286, data_time: 0.003, memory: 5811, loss_cls: 5.4691, loss: 5.4691, grad_norm: 6.7610 2020-10-24 23:28:54,337 - mmaction - INFO - Epoch [84][820/921] lr: 1.000e-04, eta: 5:27:57, time: 1.283, data_time: 0.002, memory: 5811, loss_cls: 5.4275, loss: 5.4275, grad_norm: 6.6501 2020-10-24 23:29:20,135 - mmaction - INFO - Epoch [84][840/921] lr: 1.000e-04, eta: 5:27:30, time: 1.284, data_time: 0.004, memory: 5811, loss_cls: 5.2529, loss: 5.2529, grad_norm: 6.5797 2020-10-24 23:29:45,740 - mmaction - INFO - Epoch [84][860/921] lr: 1.000e-04, eta: 5:27:04, time: 1.289, data_time: 0.012, memory: 5811, loss_cls: 5.4094, loss: 5.4094, grad_norm: 6.6509 2020-10-24 23:30:12,240 - mmaction - INFO - Epoch [84][880/921] lr: 1.000e-04, eta: 5:26:37, time: 1.320, data_time: 0.002, memory: 5811, loss_cls: 5.3939, loss: 5.3939, grad_norm: 6.7363 2020-10-24 23:30:37,921 - mmaction - INFO - Epoch [84][900/921] lr: 1.000e-04, eta: 5:26:10, time: 1.286, data_time: 0.006, memory: 5811, loss_cls: 5.3828, loss: 5.3828, grad_norm: 6.6289 2020-10-24 23:31:02,311 - mmaction - INFO - Epoch [84][920/921] lr: 1.000e-04, eta: 5:25:43, time: 1.222, data_time: 0.009, memory: 5811, loss_cls: 5.5425, loss: 5.5425, grad_norm: 6.8126 2020-10-24 23:31:41,400 - mmaction - INFO - Epoch [85][20/921] lr: 1.000e-04, eta: 5:25:18, time: 1.896, data_time: 1.222, memory: 5811, loss_cls: 5.3728, loss: 5.3728, grad_norm: 6.6722 2020-10-24 23:32:08,205 - mmaction - INFO - Epoch [85][40/921] lr: 1.000e-04, eta: 5:24:51, time: 1.342, data_time: 0.271, memory: 5811, loss_cls: 5.4872, loss: 5.4872, grad_norm: 6.7283 2020-10-24 23:32:33,932 - mmaction - INFO - Epoch [85][60/921] lr: 1.000e-04, eta: 5:24:25, time: 1.284, data_time: 0.062, memory: 5811, loss_cls: 5.4378, loss: 5.4378, grad_norm: 6.6992 2020-10-24 23:33:00,521 - mmaction - INFO - Epoch [85][80/921] lr: 1.000e-04, eta: 5:23:58, time: 1.331, data_time: 0.026, memory: 5811, loss_cls: 5.5859, loss: 5.5859, grad_norm: 6.8571 2020-10-24 23:33:26,980 - mmaction - INFO - Epoch [85][100/921] lr: 1.000e-04, eta: 5:23:32, time: 1.315, data_time: 0.002, memory: 5811, loss_cls: 5.2676, loss: 5.2676, grad_norm: 6.6464 2020-10-24 23:33:52,808 - mmaction - INFO - Epoch [85][120/921] lr: 1.000e-04, eta: 5:23:05, time: 1.297, data_time: 0.011, memory: 5811, loss_cls: 5.4542, loss: 5.4542, grad_norm: 6.6403 2020-10-24 23:34:19,359 - mmaction - INFO - Epoch [85][140/921] lr: 1.000e-04, eta: 5:22:38, time: 1.330, data_time: 0.004, memory: 5811, loss_cls: 5.3617, loss: 5.3617, grad_norm: 6.7519 2020-10-24 23:34:45,090 - mmaction - INFO - Epoch [85][160/921] lr: 1.000e-04, eta: 5:22:12, time: 1.288, data_time: 0.003, memory: 5811, loss_cls: 5.4058, loss: 5.4058, grad_norm: 6.6418 2020-10-24 23:35:11,353 - mmaction - INFO - Epoch [85][180/921] lr: 1.000e-04, eta: 5:21:45, time: 1.311, data_time: 0.002, memory: 5811, loss_cls: 5.2955, loss: 5.2955, grad_norm: 6.6141 2020-10-24 23:35:37,834 - mmaction - INFO - Epoch [85][200/921] lr: 1.000e-04, eta: 5:21:19, time: 1.324, data_time: 0.003, memory: 5811, loss_cls: 5.4640, loss: 5.4640, grad_norm: 6.6465 2020-10-24 23:36:03,913 - mmaction - INFO - Epoch [85][220/921] lr: 1.000e-04, eta: 5:20:52, time: 1.297, data_time: 0.007, memory: 5811, loss_cls: 5.4794, loss: 5.4794, grad_norm: 6.7138 2020-10-24 23:36:29,280 - mmaction - INFO - Epoch [85][240/921] lr: 1.000e-04, eta: 5:20:25, time: 1.277, data_time: 0.013, memory: 5811, loss_cls: 5.4211, loss: 5.4211, grad_norm: 6.6124 2020-10-24 23:36:55,607 - mmaction - INFO - Epoch [85][260/921] lr: 1.000e-04, eta: 5:19:59, time: 1.317, data_time: 0.002, memory: 5811, loss_cls: 5.4128, loss: 5.4128, grad_norm: 6.6758 2020-10-24 23:37:21,219 - mmaction - INFO - Epoch [85][280/921] lr: 1.000e-04, eta: 5:19:32, time: 1.279, data_time: 0.003, memory: 5811, loss_cls: 5.4766, loss: 5.4766, grad_norm: 6.6978 2020-10-24 23:37:47,575 - mmaction - INFO - Epoch [85][300/921] lr: 1.000e-04, eta: 5:19:05, time: 1.313, data_time: 0.006, memory: 5811, loss_cls: 5.4911, loss: 5.4911, grad_norm: 6.7215 2020-10-24 23:38:13,902 - mmaction - INFO - Epoch [85][320/921] lr: 1.000e-04, eta: 5:18:39, time: 1.321, data_time: 0.008, memory: 5811, loss_cls: 5.3158, loss: 5.3158, grad_norm: 6.5623 2020-10-24 23:38:39,533 - mmaction - INFO - Epoch [85][340/921] lr: 1.000e-04, eta: 5:18:12, time: 1.282, data_time: 0.004, memory: 5811, loss_cls: 5.5102, loss: 5.5102, grad_norm: 6.5946 2020-10-24 23:39:05,499 - mmaction - INFO - Epoch [85][360/921] lr: 1.000e-04, eta: 5:17:45, time: 1.296, data_time: 0.003, memory: 5811, loss_cls: 5.3369, loss: 5.3369, grad_norm: 6.5959 2020-10-24 23:39:31,731 - mmaction - INFO - Epoch [85][380/921] lr: 1.000e-04, eta: 5:17:19, time: 1.309, data_time: 0.008, memory: 5811, loss_cls: 5.4317, loss: 5.4317, grad_norm: 6.6244 2020-10-24 23:39:58,338 - mmaction - INFO - Epoch [85][400/921] lr: 1.000e-04, eta: 5:16:52, time: 1.336, data_time: 0.008, memory: 5811, loss_cls: 5.3941, loss: 5.3941, grad_norm: 6.6359 2020-10-24 23:40:24,170 - mmaction - INFO - Epoch [85][420/921] lr: 1.000e-04, eta: 5:16:26, time: 1.287, data_time: 0.006, memory: 5811, loss_cls: 5.4286, loss: 5.4286, grad_norm: 6.6212 2020-10-24 23:40:50,251 - mmaction - INFO - Epoch [85][440/921] lr: 1.000e-04, eta: 5:15:59, time: 1.298, data_time: 0.008, memory: 5811, loss_cls: 5.3991, loss: 5.3991, grad_norm: 6.6244 2020-10-24 23:41:16,191 - mmaction - INFO - Epoch [85][460/921] lr: 1.000e-04, eta: 5:15:32, time: 1.298, data_time: 0.017, memory: 5811, loss_cls: 5.3343, loss: 5.3343, grad_norm: 6.5707 2020-10-24 23:41:42,475 - mmaction - INFO - Epoch [85][480/921] lr: 1.000e-04, eta: 5:15:06, time: 1.325, data_time: 0.016, memory: 5811, loss_cls: 5.3885, loss: 5.3885, grad_norm: 6.6030 2020-10-24 23:42:08,634 - mmaction - INFO - Epoch [85][500/921] lr: 1.000e-04, eta: 5:14:39, time: 1.298, data_time: 0.003, memory: 5811, loss_cls: 5.3817, loss: 5.3817, grad_norm: 6.6008 2020-10-24 23:42:34,674 - mmaction - INFO - Epoch [85][520/921] lr: 1.000e-04, eta: 5:14:13, time: 1.305, data_time: 0.012, memory: 5811, loss_cls: 5.3837, loss: 5.3837, grad_norm: 6.6294 2020-10-24 23:43:00,265 - mmaction - INFO - Epoch [85][540/921] lr: 1.000e-04, eta: 5:13:46, time: 1.281, data_time: 0.009, memory: 5811, loss_cls: 5.4417, loss: 5.4417, grad_norm: 6.8373 2020-10-24 23:43:26,876 - mmaction - INFO - Epoch [85][560/921] lr: 1.000e-04, eta: 5:13:19, time: 1.329, data_time: 0.007, memory: 5811, loss_cls: 5.4848, loss: 5.4848, grad_norm: 6.7615 2020-10-24 23:43:52,593 - mmaction - INFO - Epoch [85][580/921] lr: 1.000e-04, eta: 5:12:53, time: 1.293, data_time: 0.009, memory: 5811, loss_cls: 5.4338, loss: 5.4338, grad_norm: 6.7054 2020-10-24 23:44:18,876 - mmaction - INFO - Epoch [85][600/921] lr: 1.000e-04, eta: 5:12:26, time: 1.312, data_time: 0.004, memory: 5811, loss_cls: 5.3779, loss: 5.3779, grad_norm: 6.7019 2020-10-24 23:44:45,012 - mmaction - INFO - Epoch [85][620/921] lr: 1.000e-04, eta: 5:11:59, time: 1.304, data_time: 0.006, memory: 5811, loss_cls: 5.3956, loss: 5.3956, grad_norm: 6.7604 2020-10-24 23:45:10,756 - mmaction - INFO - Epoch [85][640/921] lr: 1.000e-04, eta: 5:11:33, time: 1.292, data_time: 0.007, memory: 5811, loss_cls: 5.6027, loss: 5.6027, grad_norm: 6.8898 2020-10-24 23:45:36,665 - mmaction - INFO - Epoch [85][660/921] lr: 1.000e-04, eta: 5:11:06, time: 1.289, data_time: 0.002, memory: 5811, loss_cls: 5.5549, loss: 5.5549, grad_norm: 6.7941 2020-10-24 23:46:02,668 - mmaction - INFO - Epoch [85][680/921] lr: 1.000e-04, eta: 5:10:39, time: 1.305, data_time: 0.010, memory: 5811, loss_cls: 5.4710, loss: 5.4710, grad_norm: 6.7697 2020-10-24 23:46:28,559 - mmaction - INFO - Epoch [85][700/921] lr: 1.000e-04, eta: 5:10:13, time: 1.295, data_time: 0.008, memory: 5811, loss_cls: 5.5142, loss: 5.5142, grad_norm: 6.6704 2020-10-24 23:46:54,528 - mmaction - INFO - Epoch [85][720/921] lr: 1.000e-04, eta: 5:09:46, time: 1.299, data_time: 0.007, memory: 5811, loss_cls: 5.5821, loss: 5.5821, grad_norm: 6.8188 2020-10-24 23:47:20,767 - mmaction - INFO - Epoch [85][740/921] lr: 1.000e-04, eta: 5:09:20, time: 1.307, data_time: 0.002, memory: 5811, loss_cls: 5.5169, loss: 5.5169, grad_norm: 6.8032 2020-10-24 23:47:46,464 - mmaction - INFO - Epoch [85][760/921] lr: 1.000e-04, eta: 5:08:53, time: 1.286, data_time: 0.009, memory: 5811, loss_cls: 5.3846, loss: 5.3846, grad_norm: 6.6732 2020-10-24 23:48:12,826 - mmaction - INFO - Epoch [85][780/921] lr: 1.000e-04, eta: 5:08:26, time: 1.310, data_time: 0.009, memory: 5811, loss_cls: 5.4369, loss: 5.4369, grad_norm: 6.6870 2020-10-24 23:48:38,895 - mmaction - INFO - Epoch [85][800/921] lr: 1.000e-04, eta: 5:08:00, time: 1.310, data_time: 0.017, memory: 5811, loss_cls: 5.5432, loss: 5.5432, grad_norm: 6.7243 2020-10-24 23:49:04,462 - mmaction - INFO - Epoch [85][820/921] lr: 1.000e-04, eta: 5:07:33, time: 1.281, data_time: 0.011, memory: 5811, loss_cls: 5.3375, loss: 5.3375, grad_norm: 6.6066 2020-10-24 23:49:30,778 - mmaction - INFO - Epoch [85][840/921] lr: 1.000e-04, eta: 5:07:06, time: 1.315, data_time: 0.008, memory: 5811, loss_cls: 5.3693, loss: 5.3693, grad_norm: 6.7237 2020-10-24 23:49:56,336 - mmaction - INFO - Epoch [85][860/921] lr: 1.000e-04, eta: 5:06:40, time: 1.282, data_time: 0.007, memory: 5811, loss_cls: 5.5390, loss: 5.5390, grad_norm: 6.7562 2020-10-24 23:50:22,291 - mmaction - INFO - Epoch [85][880/921] lr: 1.000e-04, eta: 5:06:13, time: 1.287, data_time: 0.004, memory: 5811, loss_cls: 5.5247, loss: 5.5247, grad_norm: 6.7985 2020-10-24 23:50:48,261 - mmaction - INFO - Epoch [85][900/921] lr: 1.000e-04, eta: 5:05:47, time: 1.307, data_time: 0.014, memory: 5811, loss_cls: 5.4145, loss: 5.4145, grad_norm: 6.6559 2020-10-24 23:51:12,894 - mmaction - INFO - Epoch [85][920/921] lr: 1.000e-04, eta: 5:05:20, time: 1.236, data_time: 0.007, memory: 5811, loss_cls: 5.4217, loss: 5.4217, grad_norm: 6.6020 2020-10-24 23:51:14,552 - mmaction - INFO - Saving checkpoint at 85 epochs 2020-10-24 23:52:44,525 - mmaction - INFO - Evaluating mean_average_precision... 2020-10-24 23:52:45,152 - mmaction - INFO - mean_average_precision 0.5431 2020-10-24 23:52:45,162 - mmaction - INFO - Epoch(val) [85][921] mean_average_precision: 0.5431 2020-10-24 23:53:21,406 - mmaction - INFO - Epoch [86][20/921] lr: 1.000e-04, eta: 5:04:53, time: 1.809, data_time: 0.698, memory: 5811, loss_cls: 5.4824, loss: 5.4824, grad_norm: 6.8056 2020-10-24 23:53:47,709 - mmaction - INFO - Epoch [86][40/921] lr: 1.000e-04, eta: 5:04:27, time: 1.313, data_time: 0.010, memory: 5811, loss_cls: 5.4737, loss: 5.4737, grad_norm: 6.8496 2020-10-24 23:54:13,836 - mmaction - INFO - Epoch [86][60/921] lr: 1.000e-04, eta: 5:04:00, time: 1.311, data_time: 0.008, memory: 5811, loss_cls: 5.4879, loss: 5.4879, grad_norm: 6.9508 2020-10-24 23:54:39,510 - mmaction - INFO - Epoch [86][80/921] lr: 1.000e-04, eta: 5:03:34, time: 1.278, data_time: 0.003, memory: 5811, loss_cls: 5.4216, loss: 5.4216, grad_norm: 6.7642 2020-10-24 23:55:05,182 - mmaction - INFO - Epoch [86][100/921] lr: 1.000e-04, eta: 5:03:07, time: 1.283, data_time: 0.010, memory: 5811, loss_cls: 5.4429, loss: 5.4429, grad_norm: 6.6730 2020-10-24 23:55:31,144 - mmaction - INFO - Epoch [86][120/921] lr: 1.000e-04, eta: 5:02:40, time: 1.287, data_time: 0.009, memory: 5811, loss_cls: 5.4694, loss: 5.4694, grad_norm: 6.6976 2020-10-24 23:55:56,869 - mmaction - INFO - Epoch [86][140/921] lr: 1.000e-04, eta: 5:02:14, time: 1.294, data_time: 0.020, memory: 5811, loss_cls: 5.3483, loss: 5.3483, grad_norm: 6.5887 2020-10-24 23:56:22,742 - mmaction - INFO - Epoch [86][160/921] lr: 1.000e-04, eta: 5:01:47, time: 1.297, data_time: 0.014, memory: 5811, loss_cls: 5.4254, loss: 5.4254, grad_norm: 6.7095 2020-10-24 23:56:48,986 - mmaction - INFO - Epoch [86][180/921] lr: 1.000e-04, eta: 5:01:20, time: 1.317, data_time: 0.009, memory: 5811, loss_cls: 5.3660, loss: 5.3660, grad_norm: 6.5885 2020-10-24 23:57:14,941 - mmaction - INFO - Epoch [86][200/921] lr: 1.000e-04, eta: 5:00:54, time: 1.295, data_time: 0.003, memory: 5811, loss_cls: 5.4180, loss: 5.4180, grad_norm: 6.6516 2020-10-24 23:57:40,332 - mmaction - INFO - Epoch [86][220/921] lr: 1.000e-04, eta: 5:00:27, time: 1.269, data_time: 0.008, memory: 5811, loss_cls: 5.2813, loss: 5.2813, grad_norm: 6.5048 2020-10-24 23:58:05,864 - mmaction - INFO - Epoch [86][240/921] lr: 1.000e-04, eta: 5:00:00, time: 1.272, data_time: 0.013, memory: 5811, loss_cls: 5.2770, loss: 5.2770, grad_norm: 6.5290 2020-10-24 23:58:32,185 - mmaction - INFO - Epoch [86][260/921] lr: 1.000e-04, eta: 4:59:34, time: 1.325, data_time: 0.012, memory: 5811, loss_cls: 5.4973, loss: 5.4973, grad_norm: 6.7060 2020-10-24 23:58:58,341 - mmaction - INFO - Epoch [86][280/921] lr: 1.000e-04, eta: 4:59:07, time: 1.305, data_time: 0.002, memory: 5811, loss_cls: 5.4376, loss: 5.4376, grad_norm: 6.7732 2020-10-24 23:59:24,542 - mmaction - INFO - Epoch [86][300/921] lr: 1.000e-04, eta: 4:58:41, time: 1.313, data_time: 0.008, memory: 5811, loss_cls: 5.5053, loss: 5.5053, grad_norm: 6.6984 2020-10-24 23:59:50,063 - mmaction - INFO - Epoch [86][320/921] lr: 1.000e-04, eta: 4:58:14, time: 1.271, data_time: 0.004, memory: 5811, loss_cls: 5.4476, loss: 5.4476, grad_norm: 6.7013 2020-10-25 00:00:17,003 - mmaction - INFO - Epoch [86][340/921] lr: 1.000e-04, eta: 4:57:47, time: 1.349, data_time: 0.008, memory: 5811, loss_cls: 5.4644, loss: 5.4644, grad_norm: 6.6879 2020-10-25 00:00:42,728 - mmaction - INFO - Epoch [86][360/921] lr: 1.000e-04, eta: 4:57:21, time: 1.289, data_time: 0.007, memory: 5811, loss_cls: 5.3810, loss: 5.3810, grad_norm: 6.6305 2020-10-25 00:01:09,204 - mmaction - INFO - Epoch [86][380/921] lr: 1.000e-04, eta: 4:56:54, time: 1.319, data_time: 0.003, memory: 5811, loss_cls: 5.3732, loss: 5.3732, grad_norm: 6.4586 2020-10-25 00:01:35,000 - mmaction - INFO - Epoch [86][400/921] lr: 1.000e-04, eta: 4:56:27, time: 1.289, data_time: 0.009, memory: 5811, loss_cls: 5.4658, loss: 5.4658, grad_norm: 6.7253 2020-10-25 00:02:00,655 - mmaction - INFO - Epoch [86][420/921] lr: 1.000e-04, eta: 4:56:01, time: 1.289, data_time: 0.011, memory: 5811, loss_cls: 5.3361, loss: 5.3361, grad_norm: 6.5401 2020-10-25 00:02:27,074 - mmaction - INFO - Epoch [86][440/921] lr: 1.000e-04, eta: 4:55:34, time: 1.321, data_time: 0.003, memory: 5811, loss_cls: 5.4185, loss: 5.4185, grad_norm: 6.9008 2020-10-25 00:02:52,784 - mmaction - INFO - Epoch [86][460/921] lr: 1.000e-04, eta: 4:55:08, time: 1.284, data_time: 0.003, memory: 5811, loss_cls: 5.4740, loss: 5.4740, grad_norm: 6.7714 2020-10-25 00:03:17,920 - mmaction - INFO - Epoch [86][480/921] lr: 1.000e-04, eta: 4:54:41, time: 1.255, data_time: 0.006, memory: 5811, loss_cls: 5.5448, loss: 5.5448, grad_norm: 6.7933 2020-10-25 00:03:44,050 - mmaction - INFO - Epoch [86][500/921] lr: 1.000e-04, eta: 4:54:14, time: 1.302, data_time: 0.009, memory: 5811, loss_cls: 5.5677, loss: 5.5677, grad_norm: 6.6611 2020-10-25 00:04:10,136 - mmaction - INFO - Epoch [86][520/921] lr: 1.000e-04, eta: 4:53:48, time: 1.312, data_time: 0.011, memory: 5811, loss_cls: 5.4592, loss: 5.4592, grad_norm: 6.8518 2020-10-25 00:04:36,310 - mmaction - INFO - Epoch [86][540/921] lr: 1.000e-04, eta: 4:53:21, time: 1.305, data_time: 0.005, memory: 5811, loss_cls: 5.4496, loss: 5.4496, grad_norm: 6.6353 2020-10-25 00:05:02,493 - mmaction - INFO - Epoch [86][560/921] lr: 1.000e-04, eta: 4:52:54, time: 1.307, data_time: 0.009, memory: 5811, loss_cls: 5.4702, loss: 5.4702, grad_norm: 6.7039 2020-10-25 00:05:27,929 - mmaction - INFO - Epoch [86][580/921] lr: 1.000e-04, eta: 4:52:28, time: 1.275, data_time: 0.009, memory: 5811, loss_cls: 5.3678, loss: 5.3678, grad_norm: 6.7491 2020-10-25 00:05:53,952 - mmaction - INFO - Epoch [86][600/921] lr: 1.000e-04, eta: 4:52:01, time: 1.293, data_time: 0.007, memory: 5811, loss_cls: 5.3883, loss: 5.3883, grad_norm: 6.7335 2020-10-25 00:06:20,065 - mmaction - INFO - Epoch [86][620/921] lr: 1.000e-04, eta: 4:51:35, time: 1.315, data_time: 0.015, memory: 5811, loss_cls: 5.4091, loss: 5.4091, grad_norm: 6.6979 2020-10-25 00:06:45,753 - mmaction - INFO - Epoch [86][640/921] lr: 1.000e-04, eta: 4:51:08, time: 1.274, data_time: 0.004, memory: 5811, loss_cls: 5.3526, loss: 5.3526, grad_norm: 6.7300 2020-10-25 00:07:11,879 - mmaction - INFO - Epoch [86][660/921] lr: 1.000e-04, eta: 4:50:41, time: 1.307, data_time: 0.015, memory: 5811, loss_cls: 5.3769, loss: 5.3769, grad_norm: 6.7313 2020-10-25 00:07:37,948 - mmaction - INFO - Epoch [86][680/921] lr: 1.000e-04, eta: 4:50:15, time: 1.316, data_time: 0.014, memory: 5811, loss_cls: 5.5234, loss: 5.5234, grad_norm: 6.8437 2020-10-25 00:08:04,121 - mmaction - INFO - Epoch [86][700/921] lr: 1.000e-04, eta: 4:49:48, time: 1.305, data_time: 0.003, memory: 5811, loss_cls: 5.4558, loss: 5.4558, grad_norm: 6.7453 2020-10-25 00:08:29,937 - mmaction - INFO - Epoch [86][720/921] lr: 1.000e-04, eta: 4:49:21, time: 1.291, data_time: 0.008, memory: 5811, loss_cls: 5.3213, loss: 5.3213, grad_norm: 6.6337 2020-10-25 00:08:55,962 - mmaction - INFO - Epoch [86][740/921] lr: 1.000e-04, eta: 4:48:55, time: 1.298, data_time: 0.010, memory: 5811, loss_cls: 5.4788, loss: 5.4788, grad_norm: 6.7448 2020-10-25 00:09:22,042 - mmaction - INFO - Epoch [86][760/921] lr: 1.000e-04, eta: 4:48:28, time: 1.305, data_time: 0.009, memory: 5811, loss_cls: 5.4260, loss: 5.4260, grad_norm: 6.6068 2020-10-25 00:09:47,840 - mmaction - INFO - Epoch [86][780/921] lr: 1.000e-04, eta: 4:48:02, time: 1.284, data_time: 0.006, memory: 5811, loss_cls: 5.5168, loss: 5.5168, grad_norm: 6.8131 2020-10-25 00:10:13,382 - mmaction - INFO - Epoch [86][800/921] lr: 1.000e-04, eta: 4:47:35, time: 1.288, data_time: 0.013, memory: 5811, loss_cls: 5.5237, loss: 5.5237, grad_norm: 6.8273 2020-10-25 00:10:39,554 - mmaction - INFO - Epoch [86][820/921] lr: 1.000e-04, eta: 4:47:08, time: 1.299, data_time: 0.004, memory: 5811, loss_cls: 5.4585, loss: 5.4585, grad_norm: 6.7831 2020-10-25 00:11:05,601 - mmaction - INFO - Epoch [86][840/921] lr: 1.000e-04, eta: 4:46:42, time: 1.306, data_time: 0.013, memory: 5811, loss_cls: 5.5349, loss: 5.5349, grad_norm: 6.7969 2020-10-25 00:11:31,116 - mmaction - INFO - Epoch [86][860/921] lr: 1.000e-04, eta: 4:46:15, time: 1.271, data_time: 0.008, memory: 5811, loss_cls: 5.3853, loss: 5.3853, grad_norm: 6.6597 2020-10-25 00:11:56,745 - mmaction - INFO - Epoch [86][880/921] lr: 1.000e-04, eta: 4:45:48, time: 1.292, data_time: 0.012, memory: 5811, loss_cls: 5.5357, loss: 5.5357, grad_norm: 6.8331 2020-10-25 00:12:22,729 - mmaction - INFO - Epoch [86][900/921] lr: 1.000e-04, eta: 4:45:22, time: 1.296, data_time: 0.005, memory: 5811, loss_cls: 5.4711, loss: 5.4711, grad_norm: 6.8849 2020-10-25 00:12:47,253 - mmaction - INFO - Epoch [86][920/921] lr: 1.000e-04, eta: 4:44:55, time: 1.231, data_time: 0.006, memory: 5811, loss_cls: 5.5137, loss: 5.5137, grad_norm: 6.7315 2020-10-25 00:13:49,849 - mmaction - INFO - Epoch [87][20/921] lr: 1.000e-04, eta: 4:44:32, time: 2.817, data_time: 2.242, memory: 5811, loss_cls: 5.5591, loss: 5.5591, grad_norm: 6.8222 2020-10-25 00:14:17,721 - mmaction - INFO - Epoch [87][40/921] lr: 1.000e-04, eta: 4:44:06, time: 1.394, data_time: 0.302, memory: 5811, loss_cls: 5.3745, loss: 5.3745, grad_norm: 6.6502 2020-10-25 00:14:44,569 - mmaction - INFO - Epoch [87][60/921] lr: 1.000e-04, eta: 4:43:39, time: 1.342, data_time: 0.072, memory: 5811, loss_cls: 5.3470, loss: 5.3470, grad_norm: 6.5827 2020-10-25 00:15:11,672 - mmaction - INFO - Epoch [87][80/921] lr: 1.000e-04, eta: 4:43:13, time: 1.355, data_time: 0.006, memory: 5811, loss_cls: 5.4199, loss: 5.4199, grad_norm: 6.6474 2020-10-25 00:15:38,695 - mmaction - INFO - Epoch [87][100/921] lr: 1.000e-04, eta: 4:42:47, time: 1.344, data_time: 0.004, memory: 5811, loss_cls: 5.3438, loss: 5.3438, grad_norm: 6.5302 2020-10-25 00:16:05,231 - mmaction - INFO - Epoch [87][120/921] lr: 1.000e-04, eta: 4:42:20, time: 1.332, data_time: 0.010, memory: 5811, loss_cls: 5.2845, loss: 5.2845, grad_norm: 6.6568 2020-10-25 00:16:31,465 - mmaction - INFO - Epoch [87][140/921] lr: 1.000e-04, eta: 4:41:54, time: 1.306, data_time: 0.004, memory: 5811, loss_cls: 5.3780, loss: 5.3780, grad_norm: 6.6011 2020-10-25 00:16:57,869 - mmaction - INFO - Epoch [87][160/921] lr: 1.000e-04, eta: 4:41:27, time: 1.319, data_time: 0.007, memory: 5811, loss_cls: 5.4598, loss: 5.4598, grad_norm: 6.6200 2020-10-25 00:17:24,095 - mmaction - INFO - Epoch [87][180/921] lr: 1.000e-04, eta: 4:41:00, time: 1.319, data_time: 0.013, memory: 5811, loss_cls: 5.4978, loss: 5.4978, grad_norm: 6.7391 2020-10-25 00:17:50,310 - mmaction - INFO - Epoch [87][200/921] lr: 1.000e-04, eta: 4:40:34, time: 1.309, data_time: 0.007, memory: 5811, loss_cls: 5.4183, loss: 5.4183, grad_norm: 6.7689 2020-10-25 00:18:16,681 - mmaction - INFO - Epoch [87][220/921] lr: 1.000e-04, eta: 4:40:07, time: 1.317, data_time: 0.004, memory: 5811, loss_cls: 5.5415, loss: 5.5415, grad_norm: 6.6206 2020-10-25 00:18:42,876 - mmaction - INFO - Epoch [87][240/921] lr: 1.000e-04, eta: 4:39:41, time: 1.311, data_time: 0.005, memory: 5811, loss_cls: 5.4725, loss: 5.4725, grad_norm: 6.7608 2020-10-25 00:19:08,870 - mmaction - INFO - Epoch [87][260/921] lr: 1.000e-04, eta: 4:39:14, time: 1.293, data_time: 0.005, memory: 5811, loss_cls: 5.4877, loss: 5.4877, grad_norm: 6.6798 2020-10-25 00:19:34,414 - mmaction - INFO - Epoch [87][280/921] lr: 1.000e-04, eta: 4:38:47, time: 1.285, data_time: 0.012, memory: 5811, loss_cls: 5.4406, loss: 5.4406, grad_norm: 6.6908 2020-10-25 00:20:00,314 - mmaction - INFO - Epoch [87][300/921] lr: 1.000e-04, eta: 4:38:21, time: 1.295, data_time: 0.005, memory: 5811, loss_cls: 5.4083, loss: 5.4083, grad_norm: 6.6512 2020-10-25 00:20:26,680 - mmaction - INFO - Epoch [87][320/921] lr: 1.000e-04, eta: 4:37:54, time: 1.319, data_time: 0.005, memory: 5811, loss_cls: 5.4255, loss: 5.4255, grad_norm: 6.7084 2020-10-25 00:20:52,684 - mmaction - INFO - Epoch [87][340/921] lr: 1.000e-04, eta: 4:37:28, time: 1.293, data_time: 0.004, memory: 5811, loss_cls: 5.5256, loss: 5.5256, grad_norm: 6.8534 2020-10-25 00:21:18,505 - mmaction - INFO - Epoch [87][360/921] lr: 1.000e-04, eta: 4:37:01, time: 1.298, data_time: 0.009, memory: 5811, loss_cls: 5.4423, loss: 5.4423, grad_norm: 6.6624 2020-10-25 00:21:44,614 - mmaction - INFO - Epoch [87][380/921] lr: 1.000e-04, eta: 4:36:34, time: 1.302, data_time: 0.002, memory: 5811, loss_cls: 5.3982, loss: 5.3982, grad_norm: 6.5958 2020-10-25 00:22:10,799 - mmaction - INFO - Epoch [87][400/921] lr: 1.000e-04, eta: 4:36:08, time: 1.308, data_time: 0.006, memory: 5811, loss_cls: 5.5364, loss: 5.5364, grad_norm: 6.7577 2020-10-25 00:22:36,743 - mmaction - INFO - Epoch [87][420/921] lr: 1.000e-04, eta: 4:35:41, time: 1.299, data_time: 0.007, memory: 5811, loss_cls: 5.3155, loss: 5.3155, grad_norm: 6.5445 2020-10-25 00:23:02,848 - mmaction - INFO - Epoch [87][440/921] lr: 1.000e-04, eta: 4:35:15, time: 1.305, data_time: 0.005, memory: 5811, loss_cls: 5.3696, loss: 5.3696, grad_norm: 6.6407 2020-10-25 00:23:29,056 - mmaction - INFO - Epoch [87][460/921] lr: 1.000e-04, eta: 4:34:48, time: 1.304, data_time: 0.005, memory: 5811, loss_cls: 5.4792, loss: 5.4792, grad_norm: 6.7548 2020-10-25 00:23:54,948 - mmaction - INFO - Epoch [87][480/921] lr: 1.000e-04, eta: 4:34:21, time: 1.302, data_time: 0.013, memory: 5811, loss_cls: 5.3939, loss: 5.3939, grad_norm: 6.7450 2020-10-25 00:24:21,332 - mmaction - INFO - Epoch [87][500/921] lr: 1.000e-04, eta: 4:33:55, time: 1.310, data_time: 0.003, memory: 5811, loss_cls: 5.5106, loss: 5.5106, grad_norm: 6.7593 2020-10-25 00:24:47,299 - mmaction - INFO - Epoch [87][520/921] lr: 1.000e-04, eta: 4:33:28, time: 1.302, data_time: 0.011, memory: 5811, loss_cls: 5.4342, loss: 5.4342, grad_norm: 6.7014 2020-10-25 00:25:13,489 - mmaction - INFO - Epoch [87][540/921] lr: 1.000e-04, eta: 4:33:02, time: 1.308, data_time: 0.010, memory: 5811, loss_cls: 5.5316, loss: 5.5316, grad_norm: 6.7526 2020-10-25 00:25:38,388 - mmaction - INFO - Epoch [87][560/921] lr: 1.000e-04, eta: 4:32:35, time: 1.249, data_time: 0.008, memory: 5811, loss_cls: 5.5133, loss: 5.5133, grad_norm: 6.8454 2020-10-25 00:26:04,832 - mmaction - INFO - Epoch [87][580/921] lr: 1.000e-04, eta: 4:32:08, time: 1.321, data_time: 0.005, memory: 5811, loss_cls: 5.3764, loss: 5.3764, grad_norm: 6.5985 2020-10-25 00:26:31,346 - mmaction - INFO - Epoch [87][600/921] lr: 1.000e-04, eta: 4:31:42, time: 1.321, data_time: 0.007, memory: 5811, loss_cls: 5.5059, loss: 5.5059, grad_norm: 6.7953 2020-10-25 00:26:56,734 - mmaction - INFO - Epoch [87][620/921] lr: 1.000e-04, eta: 4:31:15, time: 1.277, data_time: 0.011, memory: 5811, loss_cls: 5.4253, loss: 5.4253, grad_norm: 6.6860 2020-10-25 00:27:22,912 - mmaction - INFO - Epoch [87][640/921] lr: 1.000e-04, eta: 4:30:48, time: 1.306, data_time: 0.001, memory: 5811, loss_cls: 5.3844, loss: 5.3844, grad_norm: 6.7433 2020-10-25 00:27:49,058 - mmaction - INFO - Epoch [87][660/921] lr: 1.000e-04, eta: 4:30:22, time: 1.305, data_time: 0.005, memory: 5811, loss_cls: 5.5087, loss: 5.5087, grad_norm: 6.8128 2020-10-25 00:28:14,953 - mmaction - INFO - Epoch [87][680/921] lr: 1.000e-04, eta: 4:29:55, time: 1.299, data_time: 0.007, memory: 5811, loss_cls: 5.2969, loss: 5.2969, grad_norm: 6.4830 2020-10-25 00:28:41,605 - mmaction - INFO - Epoch [87][700/921] lr: 1.000e-04, eta: 4:29:29, time: 1.331, data_time: 0.004, memory: 5811, loss_cls: 5.4264, loss: 5.4264, grad_norm: 6.5844 2020-10-25 00:29:07,425 - mmaction - INFO - Epoch [87][720/921] lr: 1.000e-04, eta: 4:29:02, time: 1.290, data_time: 0.005, memory: 5811, loss_cls: 5.3538, loss: 5.3538, grad_norm: 6.6223 2020-10-25 00:29:32,105 - mmaction - INFO - Epoch [87][740/921] lr: 1.000e-04, eta: 4:28:35, time: 1.236, data_time: 0.010, memory: 5811, loss_cls: 5.4370, loss: 5.4370, grad_norm: 6.7370 2020-10-25 00:29:57,591 - mmaction - INFO - Epoch [87][760/921] lr: 1.000e-04, eta: 4:28:09, time: 1.268, data_time: 0.011, memory: 5811, loss_cls: 5.4434, loss: 5.4434, grad_norm: 6.6867 2020-10-25 00:30:24,028 - mmaction - INFO - Epoch [87][780/921] lr: 1.000e-04, eta: 4:27:42, time: 1.327, data_time: 0.182, memory: 5811, loss_cls: 5.4590, loss: 5.4590, grad_norm: 6.7715 2020-10-25 00:30:50,464 - mmaction - INFO - Epoch [87][800/921] lr: 1.000e-04, eta: 4:27:15, time: 1.325, data_time: 0.416, memory: 5811, loss_cls: 5.4953, loss: 5.4953, grad_norm: 6.7686 2020-10-25 00:31:17,519 - mmaction - INFO - Epoch [87][820/921] lr: 1.000e-04, eta: 4:26:49, time: 1.348, data_time: 0.548, memory: 5811, loss_cls: 5.4693, loss: 5.4693, grad_norm: 6.7347 2020-10-25 00:31:43,524 - mmaction - INFO - Epoch [87][840/921] lr: 1.000e-04, eta: 4:26:22, time: 1.304, data_time: 0.388, memory: 5811, loss_cls: 5.3223, loss: 5.3223, grad_norm: 6.7031 2020-10-25 00:32:10,196 - mmaction - INFO - Epoch [87][860/921] lr: 1.000e-04, eta: 4:25:56, time: 1.332, data_time: 0.313, memory: 5811, loss_cls: 5.3856, loss: 5.3856, grad_norm: 6.7078 2020-10-25 00:32:36,787 - mmaction - INFO - Epoch [87][880/921] lr: 1.000e-04, eta: 4:25:29, time: 1.329, data_time: 0.188, memory: 5811, loss_cls: 5.3955, loss: 5.3955, grad_norm: 6.6379 2020-10-25 00:33:02,927 - mmaction - INFO - Epoch [87][900/921] lr: 1.000e-04, eta: 4:25:03, time: 1.308, data_time: 0.029, memory: 5811, loss_cls: 5.4036, loss: 5.4036, grad_norm: 6.6259 2020-10-25 00:33:27,928 - mmaction - INFO - Epoch [87][920/921] lr: 1.000e-04, eta: 4:24:36, time: 1.253, data_time: 0.035, memory: 5811, loss_cls: 5.3089, loss: 5.3089, grad_norm: 6.6637 2020-10-25 00:34:06,223 - mmaction - INFO - Epoch [88][20/921] lr: 1.000e-04, eta: 4:24:10, time: 1.856, data_time: 1.017, memory: 5811, loss_cls: 5.3825, loss: 5.3825, grad_norm: 6.5786 2020-10-25 00:34:33,778 - mmaction - INFO - Epoch [88][40/921] lr: 1.000e-04, eta: 4:23:43, time: 1.377, data_time: 0.012, memory: 5811, loss_cls: 5.5301, loss: 5.5301, grad_norm: 6.9262 2020-10-25 00:35:01,002 - mmaction - INFO - Epoch [88][60/921] lr: 1.000e-04, eta: 4:23:17, time: 1.358, data_time: 0.008, memory: 5811, loss_cls: 5.2376, loss: 5.2376, grad_norm: 6.5133 2020-10-25 00:35:27,935 - mmaction - INFO - Epoch [88][80/921] lr: 1.000e-04, eta: 4:22:51, time: 1.348, data_time: 0.005, memory: 5811, loss_cls: 5.4837, loss: 5.4837, grad_norm: 6.8230 2020-10-25 00:35:54,904 - mmaction - INFO - Epoch [88][100/921] lr: 1.000e-04, eta: 4:22:24, time: 1.343, data_time: 0.005, memory: 5811, loss_cls: 5.3464, loss: 5.3464, grad_norm: 6.5917 2020-10-25 00:36:21,591 - mmaction - INFO - Epoch [88][120/921] lr: 1.000e-04, eta: 4:21:58, time: 1.342, data_time: 0.012, memory: 5811, loss_cls: 5.3693, loss: 5.3693, grad_norm: 6.7305 2020-10-25 00:36:47,460 - mmaction - INFO - Epoch [88][140/921] lr: 1.000e-04, eta: 4:21:31, time: 1.294, data_time: 0.004, memory: 5811, loss_cls: 5.3908, loss: 5.3908, grad_norm: 6.6658 2020-10-25 00:37:13,612 - mmaction - INFO - Epoch [88][160/921] lr: 1.000e-04, eta: 4:21:04, time: 1.308, data_time: 0.004, memory: 5811, loss_cls: 5.5098, loss: 5.5098, grad_norm: 6.8195 2020-10-25 00:37:39,411 - mmaction - INFO - Epoch [88][180/921] lr: 1.000e-04, eta: 4:20:38, time: 1.290, data_time: 0.002, memory: 5811, loss_cls: 5.3662, loss: 5.3662, grad_norm: 6.8229 2020-10-25 00:38:05,539 - mmaction - INFO - Epoch [88][200/921] lr: 1.000e-04, eta: 4:20:11, time: 1.303, data_time: 0.003, memory: 5811, loss_cls: 5.4891, loss: 5.4891, grad_norm: 6.7569 2020-10-25 00:38:32,292 - mmaction - INFO - Epoch [88][220/921] lr: 1.000e-04, eta: 4:19:45, time: 1.341, data_time: 0.007, memory: 5811, loss_cls: 5.4919, loss: 5.4919, grad_norm: 6.8964 2020-10-25 00:38:58,901 - mmaction - INFO - Epoch [88][240/921] lr: 1.000e-04, eta: 4:19:18, time: 1.319, data_time: 0.002, memory: 5811, loss_cls: 5.5007, loss: 5.5007, grad_norm: 6.7518 2020-10-25 00:39:25,082 - mmaction - INFO - Epoch [88][260/921] lr: 1.000e-04, eta: 4:18:52, time: 1.321, data_time: 0.014, memory: 5811, loss_cls: 5.3879, loss: 5.3879, grad_norm: 6.6959 2020-10-25 00:39:51,892 - mmaction - INFO - Epoch [88][280/921] lr: 1.000e-04, eta: 4:18:25, time: 1.340, data_time: 0.006, memory: 5811, loss_cls: 5.4514, loss: 5.4514, grad_norm: 6.8601 2020-10-25 00:40:18,558 - mmaction - INFO - Epoch [88][300/921] lr: 1.000e-04, eta: 4:17:59, time: 1.330, data_time: 0.003, memory: 5811, loss_cls: 5.5522, loss: 5.5522, grad_norm: 7.0054 2020-10-25 00:40:44,550 - mmaction - INFO - Epoch [88][320/921] lr: 1.000e-04, eta: 4:17:32, time: 1.289, data_time: 0.009, memory: 5811, loss_cls: 5.3776, loss: 5.3776, grad_norm: 6.6557 2020-10-25 00:41:10,679 - mmaction - INFO - Epoch [88][340/921] lr: 1.000e-04, eta: 4:17:05, time: 1.319, data_time: 0.016, memory: 5811, loss_cls: 5.5124, loss: 5.5124, grad_norm: 6.8843 2020-10-25 00:41:36,985 - mmaction - INFO - Epoch [88][360/921] lr: 1.000e-04, eta: 4:16:39, time: 1.306, data_time: 0.003, memory: 5811, loss_cls: 5.4302, loss: 5.4302, grad_norm: 6.6107 2020-10-25 00:42:03,080 - mmaction - INFO - Epoch [88][380/921] lr: 1.000e-04, eta: 4:16:12, time: 1.315, data_time: 0.015, memory: 5811, loss_cls: 5.6013, loss: 5.6013, grad_norm: 6.9342 2020-10-25 00:42:30,220 - mmaction - INFO - Epoch [88][400/921] lr: 1.000e-04, eta: 4:15:46, time: 1.359, data_time: 0.003, memory: 5811, loss_cls: 5.3540, loss: 5.3540, grad_norm: 6.7428 2020-10-25 00:42:56,899 - mmaction - INFO - Epoch [88][420/921] lr: 1.000e-04, eta: 4:15:19, time: 1.325, data_time: 0.002, memory: 5811, loss_cls: 5.4995, loss: 5.4995, grad_norm: 6.7528 2020-10-25 00:43:23,773 - mmaction - INFO - Epoch [88][440/921] lr: 1.000e-04, eta: 4:14:53, time: 1.349, data_time: 0.016, memory: 5811, loss_cls: 5.2813, loss: 5.2813, grad_norm: 6.6301 2020-10-25 00:43:49,925 - mmaction - INFO - Epoch [88][460/921] lr: 1.000e-04, eta: 4:14:26, time: 1.310, data_time: 0.009, memory: 5811, loss_cls: 5.4055, loss: 5.4055, grad_norm: 6.8413 2020-10-25 00:44:16,985 - mmaction - INFO - Epoch [88][480/921] lr: 1.000e-04, eta: 4:14:00, time: 1.353, data_time: 0.002, memory: 5811, loss_cls: 5.5755, loss: 5.5755, grad_norm: 6.8622 2020-10-25 00:44:43,760 - mmaction - INFO - Epoch [88][500/921] lr: 1.000e-04, eta: 4:13:33, time: 1.339, data_time: 0.004, memory: 5811, loss_cls: 5.4476, loss: 5.4476, grad_norm: 6.6861 2020-10-25 00:45:10,561 - mmaction - INFO - Epoch [88][520/921] lr: 1.000e-04, eta: 4:13:07, time: 1.336, data_time: 0.002, memory: 5811, loss_cls: 5.4495, loss: 5.4495, grad_norm: 6.6426 2020-10-25 00:45:37,477 - mmaction - INFO - Epoch [88][540/921] lr: 1.000e-04, eta: 4:12:41, time: 1.347, data_time: 0.006, memory: 5811, loss_cls: 5.4269, loss: 5.4269, grad_norm: 6.6946 2020-10-25 00:46:03,927 - mmaction - INFO - Epoch [88][560/921] lr: 1.000e-04, eta: 4:12:14, time: 1.324, data_time: 0.009, memory: 5811, loss_cls: 5.4457, loss: 5.4457, grad_norm: 6.7551 2020-10-25 00:46:31,055 - mmaction - INFO - Epoch [88][580/921] lr: 1.000e-04, eta: 4:11:48, time: 1.357, data_time: 0.006, memory: 5811, loss_cls: 5.4320, loss: 5.4320, grad_norm: 6.6887 2020-10-25 00:46:57,305 - mmaction - INFO - Epoch [88][600/921] lr: 1.000e-04, eta: 4:11:21, time: 1.310, data_time: 0.002, memory: 5811, loss_cls: 5.6024, loss: 5.6024, grad_norm: 6.8639 2020-10-25 00:47:24,138 - mmaction - INFO - Epoch [88][620/921] lr: 1.000e-04, eta: 4:10:55, time: 1.345, data_time: 0.007, memory: 5811, loss_cls: 5.3405, loss: 5.3405, grad_norm: 6.6956 2020-10-25 00:47:50,203 - mmaction - INFO - Epoch [88][640/921] lr: 1.000e-04, eta: 4:10:28, time: 1.300, data_time: 0.006, memory: 5811, loss_cls: 5.4884, loss: 5.4884, grad_norm: 6.6878 2020-10-25 00:48:16,794 - mmaction - INFO - Epoch [88][660/921] lr: 1.000e-04, eta: 4:10:01, time: 1.333, data_time: 0.006, memory: 5811, loss_cls: 5.4131, loss: 5.4131, grad_norm: 6.7125 2020-10-25 00:48:43,447 - mmaction - INFO - Epoch [88][680/921] lr: 1.000e-04, eta: 4:09:35, time: 1.331, data_time: 0.002, memory: 5811, loss_cls: 5.3975, loss: 5.3975, grad_norm: 6.6774 2020-10-25 00:49:10,564 - mmaction - INFO - Epoch [88][700/921] lr: 1.000e-04, eta: 4:09:08, time: 1.356, data_time: 0.003, memory: 5811, loss_cls: 5.4985, loss: 5.4985, grad_norm: 6.8150 2020-10-25 00:49:37,401 - mmaction - INFO - Epoch [88][720/921] lr: 1.000e-04, eta: 4:08:42, time: 1.336, data_time: 0.004, memory: 5811, loss_cls: 5.4595, loss: 5.4595, grad_norm: 6.7111 2020-10-25 00:50:04,655 - mmaction - INFO - Epoch [88][740/921] lr: 1.000e-04, eta: 4:08:16, time: 1.367, data_time: 0.010, memory: 5811, loss_cls: 5.4789, loss: 5.4789, grad_norm: 6.8033 2020-10-25 00:50:31,851 - mmaction - INFO - Epoch [88][760/921] lr: 1.000e-04, eta: 4:07:49, time: 1.361, data_time: 0.005, memory: 5811, loss_cls: 5.5400, loss: 5.5400, grad_norm: 6.7972 2020-10-25 00:50:58,596 - mmaction - INFO - Epoch [88][780/921] lr: 1.000e-04, eta: 4:07:23, time: 1.338, data_time: 0.009, memory: 5811, loss_cls: 5.4674, loss: 5.4674, grad_norm: 6.6821 2020-10-25 00:51:25,931 - mmaction - INFO - Epoch [88][800/921] lr: 1.000e-04, eta: 4:06:56, time: 1.366, data_time: 0.003, memory: 5811, loss_cls: 5.3640, loss: 5.3640, grad_norm: 6.5312 2020-10-25 00:51:53,140 - mmaction - INFO - Epoch [88][820/921] lr: 1.000e-04, eta: 4:06:30, time: 1.363, data_time: 0.003, memory: 5811, loss_cls: 5.3067, loss: 5.3067, grad_norm: 6.5564 2020-10-25 00:52:20,000 - mmaction - INFO - Epoch [88][840/921] lr: 1.000e-04, eta: 4:06:03, time: 1.341, data_time: 0.003, memory: 5811, loss_cls: 5.3765, loss: 5.3765, grad_norm: 6.6870 2020-10-25 00:52:47,529 - mmaction - INFO - Epoch [88][860/921] lr: 1.000e-04, eta: 4:05:37, time: 1.366, data_time: 0.004, memory: 5811, loss_cls: 5.4522, loss: 5.4522, grad_norm: 6.6463 2020-10-25 00:53:14,428 - mmaction - INFO - Epoch [88][880/921] lr: 1.000e-04, eta: 4:05:11, time: 1.356, data_time: 0.016, memory: 5811, loss_cls: 5.5700, loss: 5.5700, grad_norm: 6.8014 2020-10-25 00:53:41,719 - mmaction - INFO - Epoch [88][900/921] lr: 1.000e-04, eta: 4:04:44, time: 1.364, data_time: 0.002, memory: 5811, loss_cls: 5.3319, loss: 5.3319, grad_norm: 6.7082 2020-10-25 00:54:07,779 - mmaction - INFO - Epoch [88][920/921] lr: 1.000e-04, eta: 4:04:18, time: 1.304, data_time: 0.003, memory: 5811, loss_cls: 5.4129, loss: 5.4129, grad_norm: 6.6972 2020-10-25 00:54:51,013 - mmaction - INFO - Epoch [89][20/921] lr: 1.000e-04, eta: 4:03:52, time: 2.076, data_time: 1.487, memory: 5811, loss_cls: 5.3367, loss: 5.3367, grad_norm: 6.6621 2020-10-25 00:55:19,453 - mmaction - INFO - Epoch [89][40/921] lr: 1.000e-04, eta: 4:03:26, time: 1.424, data_time: 0.374, memory: 5811, loss_cls: 5.4278, loss: 5.4278, grad_norm: 6.7085 2020-10-25 00:55:46,601 - mmaction - INFO - Epoch [89][60/921] lr: 1.000e-04, eta: 4:02:59, time: 1.350, data_time: 0.004, memory: 5811, loss_cls: 5.4616, loss: 5.4616, grad_norm: 6.6938 2020-10-25 00:56:13,812 - mmaction - INFO - Epoch [89][80/921] lr: 1.000e-04, eta: 4:02:33, time: 1.358, data_time: 0.011, memory: 5811, loss_cls: 5.4558, loss: 5.4558, grad_norm: 6.6993 2020-10-25 00:56:40,109 - mmaction - INFO - Epoch [89][100/921] lr: 1.000e-04, eta: 4:02:06, time: 1.326, data_time: 0.014, memory: 5811, loss_cls: 5.5932, loss: 5.5932, grad_norm: 6.8426 2020-10-25 00:57:07,024 - mmaction - INFO - Epoch [89][120/921] lr: 1.000e-04, eta: 4:01:40, time: 1.344, data_time: 0.003, memory: 5811, loss_cls: 5.4509, loss: 5.4509, grad_norm: 6.6578 2020-10-25 00:57:34,118 - mmaction - INFO - Epoch [89][140/921] lr: 1.000e-04, eta: 4:01:13, time: 1.352, data_time: 0.005, memory: 5811, loss_cls: 5.5152, loss: 5.5152, grad_norm: 6.8335 2020-10-25 00:58:01,064 - mmaction - INFO - Epoch [89][160/921] lr: 1.000e-04, eta: 4:00:47, time: 1.352, data_time: 0.007, memory: 5811, loss_cls: 5.5128, loss: 5.5128, grad_norm: 6.7940 2020-10-25 00:58:28,046 - mmaction - INFO - Epoch [89][180/921] lr: 1.000e-04, eta: 4:00:20, time: 1.348, data_time: 0.030, memory: 5811, loss_cls: 5.4518, loss: 5.4518, grad_norm: 6.7236 2020-10-25 00:58:55,443 - mmaction - INFO - Epoch [89][200/921] lr: 1.000e-04, eta: 3:59:54, time: 1.370, data_time: 0.128, memory: 5811, loss_cls: 5.4864, loss: 5.4864, grad_norm: 6.7982 2020-10-25 00:59:23,493 - mmaction - INFO - Epoch [89][220/921] lr: 1.000e-04, eta: 3:59:28, time: 1.394, data_time: 0.254, memory: 5811, loss_cls: 5.3292, loss: 5.3292, grad_norm: 6.6234 2020-10-25 00:59:50,392 - mmaction - INFO - Epoch [89][240/921] lr: 1.000e-04, eta: 3:59:01, time: 1.355, data_time: 0.370, memory: 5811, loss_cls: 5.3951, loss: 5.3951, grad_norm: 6.7132 2020-10-25 01:00:18,066 - mmaction - INFO - Epoch [89][260/921] lr: 1.000e-04, eta: 3:58:35, time: 1.383, data_time: 0.250, memory: 5811, loss_cls: 5.3056, loss: 5.3056, grad_norm: 6.6963 2020-10-25 01:00:45,521 - mmaction - INFO - Epoch [89][280/921] lr: 1.000e-04, eta: 3:58:08, time: 1.371, data_time: 0.119, memory: 5811, loss_cls: 5.2582, loss: 5.2582, grad_norm: 6.5615 2020-10-25 01:01:12,441 - mmaction - INFO - Epoch [89][300/921] lr: 1.000e-04, eta: 3:57:42, time: 1.339, data_time: 0.042, memory: 5811, loss_cls: 5.5630, loss: 5.5630, grad_norm: 6.8213 2020-10-25 01:01:39,308 - mmaction - INFO - Epoch [89][320/921] lr: 1.000e-04, eta: 3:57:15, time: 1.351, data_time: 0.010, memory: 5811, loss_cls: 5.3839, loss: 5.3839, grad_norm: 6.7298 2020-10-25 01:02:06,027 - mmaction - INFO - Epoch [89][340/921] lr: 1.000e-04, eta: 3:56:49, time: 1.333, data_time: 0.003, memory: 5811, loss_cls: 5.5494, loss: 5.5494, grad_norm: 6.7380 2020-10-25 01:02:33,337 - mmaction - INFO - Epoch [89][360/921] lr: 1.000e-04, eta: 3:56:23, time: 1.366, data_time: 0.006, memory: 5811, loss_cls: 5.4039, loss: 5.4039, grad_norm: 6.6063 2020-10-25 01:02:59,984 - mmaction - INFO - Epoch [89][380/921] lr: 1.000e-04, eta: 3:55:56, time: 1.330, data_time: 0.007, memory: 5811, loss_cls: 5.4615, loss: 5.4615, grad_norm: 6.8706 2020-10-25 01:03:26,406 - mmaction - INFO - Epoch [89][400/921] lr: 1.000e-04, eta: 3:55:30, time: 1.323, data_time: 0.012, memory: 5811, loss_cls: 5.3992, loss: 5.3992, grad_norm: 6.7557 2020-10-25 01:03:52,489 - mmaction - INFO - Epoch [89][420/921] lr: 1.000e-04, eta: 3:55:03, time: 1.304, data_time: 0.094, memory: 5811, loss_cls: 5.5117, loss: 5.5117, grad_norm: 6.8703 2020-10-25 01:04:19,582 - mmaction - INFO - Epoch [89][440/921] lr: 1.000e-04, eta: 3:54:36, time: 1.357, data_time: 0.106, memory: 5811, loss_cls: 5.4827, loss: 5.4827, grad_norm: 6.8010 2020-10-25 01:04:46,990 - mmaction - INFO - Epoch [89][460/921] lr: 1.000e-04, eta: 3:54:10, time: 1.371, data_time: 0.195, memory: 5811, loss_cls: 5.4422, loss: 5.4422, grad_norm: 6.7897 2020-10-25 01:05:14,665 - mmaction - INFO - Epoch [89][480/921] lr: 1.000e-04, eta: 3:53:44, time: 1.384, data_time: 0.323, memory: 5811, loss_cls: 5.4822, loss: 5.4822, grad_norm: 6.6986 2020-10-25 01:05:42,284 - mmaction - INFO - Epoch [89][500/921] lr: 1.000e-04, eta: 3:53:17, time: 1.381, data_time: 0.178, memory: 5811, loss_cls: 5.4677, loss: 5.4677, grad_norm: 6.7340 2020-10-25 01:06:10,106 - mmaction - INFO - Epoch [89][520/921] lr: 1.000e-04, eta: 3:52:51, time: 1.389, data_time: 0.160, memory: 5811, loss_cls: 5.2790, loss: 5.2790, grad_norm: 6.6169 2020-10-25 01:06:37,492 - mmaction - INFO - Epoch [89][540/921] lr: 1.000e-04, eta: 3:52:25, time: 1.370, data_time: 0.113, memory: 5811, loss_cls: 5.4828, loss: 5.4828, grad_norm: 6.9067 2020-10-25 01:07:04,920 - mmaction - INFO - Epoch [89][560/921] lr: 1.000e-04, eta: 3:51:58, time: 1.367, data_time: 0.009, memory: 5811, loss_cls: 5.3046, loss: 5.3046, grad_norm: 6.5492 2020-10-25 01:07:32,039 - mmaction - INFO - Epoch [89][580/921] lr: 1.000e-04, eta: 3:51:32, time: 1.361, data_time: 0.010, memory: 5811, loss_cls: 5.4195, loss: 5.4195, grad_norm: 6.7901 2020-10-25 01:07:59,470 - mmaction - INFO - Epoch [89][600/921] lr: 1.000e-04, eta: 3:51:05, time: 1.371, data_time: 0.004, memory: 5811, loss_cls: 5.4402, loss: 5.4402, grad_norm: 6.6627 2020-10-25 01:08:26,203 - mmaction - INFO - Epoch [89][620/921] lr: 1.000e-04, eta: 3:50:39, time: 1.337, data_time: 0.004, memory: 5811, loss_cls: 5.4402, loss: 5.4402, grad_norm: 6.8076 2020-10-25 01:08:53,524 - mmaction - INFO - Epoch [89][640/921] lr: 1.000e-04, eta: 3:50:12, time: 1.362, data_time: 0.003, memory: 5811, loss_cls: 5.4643, loss: 5.4643, grad_norm: 6.7640 2020-10-25 01:09:20,084 - mmaction - INFO - Epoch [89][660/921] lr: 1.000e-04, eta: 3:49:46, time: 1.330, data_time: 0.008, memory: 5811, loss_cls: 5.3274, loss: 5.3274, grad_norm: 6.7666 2020-10-25 01:09:47,523 - mmaction - INFO - Epoch [89][680/921] lr: 1.000e-04, eta: 3:49:19, time: 1.375, data_time: 0.006, memory: 5811, loss_cls: 5.2588, loss: 5.2588, grad_norm: 6.4755 2020-10-25 01:10:14,705 - mmaction - INFO - Epoch [89][700/921] lr: 1.000e-04, eta: 3:48:53, time: 1.360, data_time: 0.004, memory: 5811, loss_cls: 5.4671, loss: 5.4671, grad_norm: 6.7708 2020-10-25 01:10:42,007 - mmaction - INFO - Epoch [89][720/921] lr: 1.000e-04, eta: 3:48:27, time: 1.360, data_time: 0.001, memory: 5811, loss_cls: 5.4895, loss: 5.4895, grad_norm: 6.8292 2020-10-25 01:11:08,963 - mmaction - INFO - Epoch [89][740/921] lr: 1.000e-04, eta: 3:48:00, time: 1.351, data_time: 0.006, memory: 5811, loss_cls: 5.4410, loss: 5.4410, grad_norm: 6.7909 2020-10-25 01:11:35,585 - mmaction - INFO - Epoch [89][760/921] lr: 1.000e-04, eta: 3:47:34, time: 1.326, data_time: 0.003, memory: 5811, loss_cls: 5.4631, loss: 5.4631, grad_norm: 6.6469 2020-10-25 01:12:02,423 - mmaction - INFO - Epoch [89][780/921] lr: 1.000e-04, eta: 3:47:07, time: 1.345, data_time: 0.007, memory: 5811, loss_cls: 5.4652, loss: 5.4652, grad_norm: 6.8135 2020-10-25 01:12:29,648 - mmaction - INFO - Epoch [89][800/921] lr: 1.000e-04, eta: 3:46:41, time: 1.364, data_time: 0.006, memory: 5811, loss_cls: 5.5479, loss: 5.5479, grad_norm: 6.8059 2020-10-25 01:12:56,546 - mmaction - INFO - Epoch [89][820/921] lr: 1.000e-04, eta: 3:46:14, time: 1.342, data_time: 0.008, memory: 5811, loss_cls: 5.4298, loss: 5.4298, grad_norm: 6.6817 2020-10-25 01:13:23,132 - mmaction - INFO - Epoch [89][840/921] lr: 1.000e-04, eta: 3:45:48, time: 1.332, data_time: 0.005, memory: 5811, loss_cls: 5.3618, loss: 5.3618, grad_norm: 6.8080 2020-10-25 01:13:49,643 - mmaction - INFO - Epoch [89][860/921] lr: 1.000e-04, eta: 3:45:21, time: 1.326, data_time: 0.005, memory: 5811, loss_cls: 5.5103, loss: 5.5103, grad_norm: 6.8466 2020-10-25 01:14:16,662 - mmaction - INFO - Epoch [89][880/921] lr: 1.000e-04, eta: 3:44:55, time: 1.347, data_time: 0.005, memory: 5811, loss_cls: 5.4427, loss: 5.4427, grad_norm: 6.7985 2020-10-25 01:14:44,043 - mmaction - INFO - Epoch [89][900/921] lr: 1.000e-04, eta: 3:44:28, time: 1.366, data_time: 0.005, memory: 5811, loss_cls: 5.3031, loss: 5.3031, grad_norm: 6.6778 2020-10-25 01:15:08,979 - mmaction - INFO - Epoch [89][920/921] lr: 1.000e-04, eta: 3:44:02, time: 1.254, data_time: 0.010, memory: 5811, loss_cls: 5.3617, loss: 5.3617, grad_norm: 6.6513 2020-10-25 01:15:52,880 - mmaction - INFO - Epoch [90][20/921] lr: 1.000e-04, eta: 3:43:36, time: 2.089, data_time: 1.137, memory: 5811, loss_cls: 5.3247, loss: 5.3247, grad_norm: 6.5873 2020-10-25 01:16:20,383 - mmaction - INFO - Epoch [90][40/921] lr: 1.000e-04, eta: 3:43:09, time: 1.376, data_time: 0.019, memory: 5811, loss_cls: 5.4465, loss: 5.4465, grad_norm: 6.8023 2020-10-25 01:16:48,196 - mmaction - INFO - Epoch [90][60/921] lr: 1.000e-04, eta: 3:42:43, time: 1.393, data_time: 0.007, memory: 5811, loss_cls: 5.5549, loss: 5.5549, grad_norm: 6.7917 2020-10-25 01:17:15,637 - mmaction - INFO - Epoch [90][80/921] lr: 1.000e-04, eta: 3:42:16, time: 1.370, data_time: 0.004, memory: 5811, loss_cls: 5.3419, loss: 5.3419, grad_norm: 6.7042 2020-10-25 01:17:43,345 - mmaction - INFO - Epoch [90][100/921] lr: 1.000e-04, eta: 3:41:50, time: 1.387, data_time: 0.006, memory: 5811, loss_cls: 5.4385, loss: 5.4385, grad_norm: 6.7162 2020-10-25 01:18:10,033 - mmaction - INFO - Epoch [90][120/921] lr: 1.000e-04, eta: 3:41:24, time: 1.336, data_time: 0.004, memory: 5811, loss_cls: 5.4538, loss: 5.4538, grad_norm: 6.7835 2020-10-25 01:18:36,297 - mmaction - INFO - Epoch [90][140/921] lr: 1.000e-04, eta: 3:40:57, time: 1.310, data_time: 0.005, memory: 5811, loss_cls: 5.5454, loss: 5.5454, grad_norm: 6.8931 2020-10-25 01:19:03,090 - mmaction - INFO - Epoch [90][160/921] lr: 1.000e-04, eta: 3:40:30, time: 1.343, data_time: 0.010, memory: 5811, loss_cls: 5.5381, loss: 5.5381, grad_norm: 6.8479 2020-10-25 01:19:29,382 - mmaction - INFO - Epoch [90][180/921] lr: 1.000e-04, eta: 3:40:04, time: 1.315, data_time: 0.008, memory: 5811, loss_cls: 5.3142, loss: 5.3142, grad_norm: 6.5924 2020-10-25 01:19:56,098 - mmaction - INFO - Epoch [90][200/921] lr: 1.000e-04, eta: 3:39:37, time: 1.330, data_time: 0.002, memory: 5811, loss_cls: 5.4340, loss: 5.4340, grad_norm: 6.7674 2020-10-25 01:20:23,037 - mmaction - INFO - Epoch [90][220/921] lr: 1.000e-04, eta: 3:39:11, time: 1.349, data_time: 0.009, memory: 5811, loss_cls: 5.3973, loss: 5.3973, grad_norm: 6.7205 2020-10-25 01:20:49,509 - mmaction - INFO - Epoch [90][240/921] lr: 1.000e-04, eta: 3:38:44, time: 1.326, data_time: 0.006, memory: 5811, loss_cls: 5.5019, loss: 5.5019, grad_norm: 6.7718 2020-10-25 01:21:16,224 - mmaction - INFO - Epoch [90][260/921] lr: 1.000e-04, eta: 3:38:18, time: 1.331, data_time: 0.003, memory: 5811, loss_cls: 5.4336, loss: 5.4336, grad_norm: 6.8030 2020-10-25 01:21:43,592 - mmaction - INFO - Epoch [90][280/921] lr: 1.000e-04, eta: 3:37:51, time: 1.365, data_time: 0.007, memory: 5811, loss_cls: 5.4405, loss: 5.4405, grad_norm: 6.7808 2020-10-25 01:22:10,322 - mmaction - INFO - Epoch [90][300/921] lr: 1.000e-04, eta: 3:37:25, time: 1.340, data_time: 0.012, memory: 5811, loss_cls: 5.4802, loss: 5.4802, grad_norm: 6.7721 2020-10-25 01:22:37,016 - mmaction - INFO - Epoch [90][320/921] lr: 1.000e-04, eta: 3:36:58, time: 1.328, data_time: 0.007, memory: 5811, loss_cls: 5.3594, loss: 5.3594, grad_norm: 6.5861 2020-10-25 01:23:03,584 - mmaction - INFO - Epoch [90][340/921] lr: 1.000e-04, eta: 3:36:32, time: 1.341, data_time: 0.016, memory: 5811, loss_cls: 5.4802, loss: 5.4802, grad_norm: 6.8694 2020-10-25 01:23:30,354 - mmaction - INFO - Epoch [90][360/921] lr: 1.000e-04, eta: 3:36:05, time: 1.336, data_time: 0.002, memory: 5811, loss_cls: 5.4173, loss: 5.4173, grad_norm: 6.6622 2020-10-25 01:23:57,132 - mmaction - INFO - Epoch [90][380/921] lr: 1.000e-04, eta: 3:35:39, time: 1.339, data_time: 0.003, memory: 5811, loss_cls: 5.3543, loss: 5.3543, grad_norm: 6.6643 2020-10-25 01:24:23,616 - mmaction - INFO - Epoch [90][400/921] lr: 1.000e-04, eta: 3:35:12, time: 1.326, data_time: 0.004, memory: 5811, loss_cls: 5.3490, loss: 5.3490, grad_norm: 6.6202 2020-10-25 01:24:50,054 - mmaction - INFO - Epoch [90][420/921] lr: 1.000e-04, eta: 3:34:46, time: 1.319, data_time: 0.005, memory: 5811, loss_cls: 5.2935, loss: 5.2935, grad_norm: 6.7011 2020-10-25 01:25:16,840 - mmaction - INFO - Epoch [90][440/921] lr: 1.000e-04, eta: 3:34:19, time: 1.343, data_time: 0.007, memory: 5811, loss_cls: 5.5774, loss: 5.5774, grad_norm: 6.8566 2020-10-25 01:25:43,469 - mmaction - INFO - Epoch [90][460/921] lr: 1.000e-04, eta: 3:33:53, time: 1.331, data_time: 0.002, memory: 5811, loss_cls: 5.4010, loss: 5.4010, grad_norm: 6.7246 2020-10-25 01:26:10,374 - mmaction - INFO - Epoch [90][480/921] lr: 1.000e-04, eta: 3:33:26, time: 1.339, data_time: 0.002, memory: 5811, loss_cls: 5.2431, loss: 5.2431, grad_norm: 6.5216 2020-10-25 01:26:37,029 - mmaction - INFO - Epoch [90][500/921] lr: 1.000e-04, eta: 3:33:00, time: 1.331, data_time: 0.008, memory: 5811, loss_cls: 5.4658, loss: 5.4658, grad_norm: 6.8467 2020-10-25 01:27:03,724 - mmaction - INFO - Epoch [90][520/921] lr: 1.000e-04, eta: 3:32:33, time: 1.338, data_time: 0.011, memory: 5811, loss_cls: 5.4148, loss: 5.4148, grad_norm: 6.7812 2020-10-25 01:27:30,435 - mmaction - INFO - Epoch [90][540/921] lr: 1.000e-04, eta: 3:32:07, time: 1.339, data_time: 0.007, memory: 5811, loss_cls: 5.4791, loss: 5.4791, grad_norm: 6.7595 2020-10-25 01:27:57,212 - mmaction - INFO - Epoch [90][560/921] lr: 1.000e-04, eta: 3:31:40, time: 1.337, data_time: 0.005, memory: 5811, loss_cls: 5.4625, loss: 5.4625, grad_norm: 6.7640 2020-10-25 01:28:23,492 - mmaction - INFO - Epoch [90][580/921] lr: 1.000e-04, eta: 3:31:14, time: 1.314, data_time: 0.007, memory: 5811, loss_cls: 5.4033, loss: 5.4033, grad_norm: 6.8704 2020-10-25 01:28:50,284 - mmaction - INFO - Epoch [90][600/921] lr: 1.000e-04, eta: 3:30:47, time: 1.342, data_time: 0.007, memory: 5811, loss_cls: 5.4428, loss: 5.4428, grad_norm: 6.6944 2020-10-25 01:29:16,576 - mmaction - INFO - Epoch [90][620/921] lr: 1.000e-04, eta: 3:30:20, time: 1.314, data_time: 0.004, memory: 5811, loss_cls: 5.4301, loss: 5.4301, grad_norm: 6.7632 2020-10-25 01:29:42,670 - mmaction - INFO - Epoch [90][640/921] lr: 1.000e-04, eta: 3:29:54, time: 1.305, data_time: 0.009, memory: 5811, loss_cls: 5.4111, loss: 5.4111, grad_norm: 6.7858 2020-10-25 01:30:09,724 - mmaction - INFO - Epoch [90][660/921] lr: 1.000e-04, eta: 3:29:27, time: 1.348, data_time: 0.003, memory: 5811, loss_cls: 5.6299, loss: 5.6299, grad_norm: 6.7939 2020-10-25 01:30:35,830 - mmaction - INFO - Epoch [90][680/921] lr: 1.000e-04, eta: 3:29:01, time: 1.312, data_time: 0.008, memory: 5811, loss_cls: 5.5615, loss: 5.5615, grad_norm: 6.9071 2020-10-25 01:31:02,593 - mmaction - INFO - Epoch [90][700/921] lr: 1.000e-04, eta: 3:28:34, time: 1.331, data_time: 0.005, memory: 5811, loss_cls: 5.5028, loss: 5.5028, grad_norm: 6.8439 2020-10-25 01:31:29,348 - mmaction - INFO - Epoch [90][720/921] lr: 1.000e-04, eta: 3:28:08, time: 1.331, data_time: 0.009, memory: 5811, loss_cls: 5.4165, loss: 5.4165, grad_norm: 6.6536 2020-10-25 01:31:55,642 - mmaction - INFO - Epoch [90][740/921] lr: 1.000e-04, eta: 3:27:41, time: 1.327, data_time: 0.015, memory: 5811, loss_cls: 5.4733, loss: 5.4733, grad_norm: 6.8390 2020-10-25 01:32:22,583 - mmaction - INFO - Epoch [90][760/921] lr: 1.000e-04, eta: 3:27:15, time: 1.347, data_time: 0.004, memory: 5811, loss_cls: 5.3234, loss: 5.3234, grad_norm: 6.6493 2020-10-25 01:32:48,857 - mmaction - INFO - Epoch [90][780/921] lr: 1.000e-04, eta: 3:26:48, time: 1.312, data_time: 0.004, memory: 5811, loss_cls: 5.4780, loss: 5.4780, grad_norm: 6.7612 2020-10-25 01:33:15,153 - mmaction - INFO - Epoch [90][800/921] lr: 1.000e-04, eta: 3:26:22, time: 1.318, data_time: 0.004, memory: 5811, loss_cls: 5.4292, loss: 5.4292, grad_norm: 6.6212 2020-10-25 01:33:42,279 - mmaction - INFO - Epoch [90][820/921] lr: 1.000e-04, eta: 3:25:55, time: 1.355, data_time: 0.003, memory: 5811, loss_cls: 5.4495, loss: 5.4495, grad_norm: 6.7472 2020-10-25 01:34:08,728 - mmaction - INFO - Epoch [90][840/921] lr: 1.000e-04, eta: 3:25:29, time: 1.319, data_time: 0.006, memory: 5811, loss_cls: 5.3191, loss: 5.3191, grad_norm: 6.6613 2020-10-25 01:34:35,728 - mmaction - INFO - Epoch [90][860/921] lr: 1.000e-04, eta: 3:25:02, time: 1.354, data_time: 0.008, memory: 5811, loss_cls: 5.2892, loss: 5.2892, grad_norm: 6.6892 2020-10-25 01:35:01,514 - mmaction - INFO - Epoch [90][880/921] lr: 1.000e-04, eta: 3:24:35, time: 1.283, data_time: 0.004, memory: 5811, loss_cls: 5.4561, loss: 5.4561, grad_norm: 6.8327 2020-10-25 01:35:27,780 - mmaction - INFO - Epoch [90][900/921] lr: 1.000e-04, eta: 3:24:09, time: 1.319, data_time: 0.011, memory: 5811, loss_cls: 5.5223, loss: 5.5223, grad_norm: 6.7665 2020-10-25 01:35:52,813 - mmaction - INFO - Epoch [90][920/921] lr: 1.000e-04, eta: 3:23:42, time: 1.254, data_time: 0.006, memory: 5811, loss_cls: 5.4565, loss: 5.4565, grad_norm: 6.6840 2020-10-25 01:35:54,563 - mmaction - INFO - Saving checkpoint at 90 epochs 2020-10-25 01:37:32,099 - mmaction - INFO - Evaluating mean_average_precision... 2020-10-25 01:37:32,822 - mmaction - INFO - mean_average_precision 0.5432 2020-10-25 01:37:32,833 - mmaction - INFO - Epoch(val) [90][921] mean_average_precision: 0.5432 2020-10-25 01:38:09,604 - mmaction - INFO - Epoch [91][20/921] lr: 1.000e-04, eta: 3:23:15, time: 1.829, data_time: 0.812, memory: 5811, loss_cls: 5.5180, loss: 5.5180, grad_norm: 6.8505 2020-10-25 01:38:37,665 - mmaction - INFO - Epoch [91][40/921] lr: 1.000e-04, eta: 3:22:49, time: 1.409, data_time: 0.099, memory: 5811, loss_cls: 5.4270, loss: 5.4270, grad_norm: 6.6655 2020-10-25 01:39:03,914 - mmaction - INFO - Epoch [91][60/921] lr: 1.000e-04, eta: 3:22:22, time: 1.311, data_time: 0.002, memory: 5811, loss_cls: 5.4661, loss: 5.4661, grad_norm: 6.6521 2020-10-25 01:39:30,470 - mmaction - INFO - Epoch [91][80/921] lr: 1.000e-04, eta: 3:21:56, time: 1.329, data_time: 0.014, memory: 5811, loss_cls: 5.4349, loss: 5.4349, grad_norm: 6.7453 2020-10-25 01:39:56,973 - mmaction - INFO - Epoch [91][100/921] lr: 1.000e-04, eta: 3:21:29, time: 1.321, data_time: 0.050, memory: 5811, loss_cls: 5.3768, loss: 5.3768, grad_norm: 6.6327 2020-10-25 01:40:24,306 - mmaction - INFO - Epoch [91][120/921] lr: 1.000e-04, eta: 3:21:03, time: 1.370, data_time: 0.009, memory: 5811, loss_cls: 5.4737, loss: 5.4737, grad_norm: 6.8884 2020-10-25 01:40:51,488 - mmaction - INFO - Epoch [91][140/921] lr: 1.000e-04, eta: 3:20:36, time: 1.354, data_time: 0.004, memory: 5811, loss_cls: 5.3691, loss: 5.3691, grad_norm: 6.7246 2020-10-25 01:41:18,208 - mmaction - INFO - Epoch [91][160/921] lr: 1.000e-04, eta: 3:20:10, time: 1.337, data_time: 0.007, memory: 5811, loss_cls: 5.4877, loss: 5.4877, grad_norm: 6.8078 2020-10-25 01:41:45,111 - mmaction - INFO - Epoch [91][180/921] lr: 1.000e-04, eta: 3:19:43, time: 1.345, data_time: 0.006, memory: 5811, loss_cls: 5.5366, loss: 5.5366, grad_norm: 6.8624 2020-10-25 01:42:11,765 - mmaction - INFO - Epoch [91][200/921] lr: 1.000e-04, eta: 3:19:17, time: 1.334, data_time: 0.008, memory: 5811, loss_cls: 5.3854, loss: 5.3854, grad_norm: 6.8908 2020-10-25 01:42:38,674 - mmaction - INFO - Epoch [91][220/921] lr: 1.000e-04, eta: 3:18:50, time: 1.341, data_time: 0.005, memory: 5811, loss_cls: 5.3195, loss: 5.3195, grad_norm: 6.5994 2020-10-25 01:43:05,508 - mmaction - INFO - Epoch [91][240/921] lr: 1.000e-04, eta: 3:18:24, time: 1.345, data_time: 0.014, memory: 5811, loss_cls: 5.4360, loss: 5.4360, grad_norm: 6.7505 2020-10-25 01:43:32,127 - mmaction - INFO - Epoch [91][260/921] lr: 1.000e-04, eta: 3:17:57, time: 1.323, data_time: 0.007, memory: 5811, loss_cls: 5.5196, loss: 5.5196, grad_norm: 6.6922 2020-10-25 01:43:58,440 - mmaction - INFO - Epoch [91][280/921] lr: 1.000e-04, eta: 3:17:31, time: 1.328, data_time: 0.017, memory: 5811, loss_cls: 5.6078, loss: 5.6078, grad_norm: 6.9120 2020-10-25 01:44:24,733 - mmaction - INFO - Epoch [91][300/921] lr: 1.000e-04, eta: 3:17:04, time: 1.315, data_time: 0.002, memory: 5811, loss_cls: 5.4446, loss: 5.4446, grad_norm: 6.7153 2020-10-25 01:44:51,595 - mmaction - INFO - Epoch [91][320/921] lr: 1.000e-04, eta: 3:16:38, time: 1.339, data_time: 0.003, memory: 5811, loss_cls: 5.3737, loss: 5.3737, grad_norm: 6.6711 2020-10-25 01:45:17,929 - mmaction - INFO - Epoch [91][340/921] lr: 1.000e-04, eta: 3:16:11, time: 1.318, data_time: 0.005, memory: 5811, loss_cls: 5.5209, loss: 5.5209, grad_norm: 6.8786 2020-10-25 01:45:44,598 - mmaction - INFO - Epoch [91][360/921] lr: 1.000e-04, eta: 3:15:45, time: 1.331, data_time: 0.004, memory: 5811, loss_cls: 5.4033, loss: 5.4033, grad_norm: 6.7190 2020-10-25 01:46:11,437 - mmaction - INFO - Epoch [91][380/921] lr: 1.000e-04, eta: 3:15:18, time: 1.341, data_time: 0.008, memory: 5811, loss_cls: 5.4592, loss: 5.4592, grad_norm: 6.8492 2020-10-25 01:46:38,284 - mmaction - INFO - Epoch [91][400/921] lr: 1.000e-04, eta: 3:14:52, time: 1.345, data_time: 0.008, memory: 5811, loss_cls: 5.3230, loss: 5.3230, grad_norm: 6.6291 2020-10-25 01:47:04,797 - mmaction - INFO - Epoch [91][420/921] lr: 1.000e-04, eta: 3:14:25, time: 1.327, data_time: 0.005, memory: 5811, loss_cls: 5.4732, loss: 5.4732, grad_norm: 6.8447 2020-10-25 01:47:31,676 - mmaction - INFO - Epoch [91][440/921] lr: 1.000e-04, eta: 3:13:59, time: 1.344, data_time: 0.003, memory: 5811, loss_cls: 5.5726, loss: 5.5726, grad_norm: 6.8817 2020-10-25 01:47:57,835 - mmaction - INFO - Epoch [91][460/921] lr: 1.000e-04, eta: 3:13:32, time: 1.308, data_time: 0.002, memory: 5811, loss_cls: 5.4050, loss: 5.4050, grad_norm: 6.8069 2020-10-25 01:48:24,631 - mmaction - INFO - Epoch [91][480/921] lr: 1.000e-04, eta: 3:13:05, time: 1.336, data_time: 0.004, memory: 5811, loss_cls: 5.3239, loss: 5.3239, grad_norm: 6.6385 2020-10-25 01:48:51,244 - mmaction - INFO - Epoch [91][500/921] lr: 1.000e-04, eta: 3:12:39, time: 1.333, data_time: 0.006, memory: 5811, loss_cls: 5.5018, loss: 5.5018, grad_norm: 6.7787 2020-10-25 01:49:17,377 - mmaction - INFO - Epoch [91][520/921] lr: 1.000e-04, eta: 3:12:12, time: 1.305, data_time: 0.005, memory: 5811, loss_cls: 5.4527, loss: 5.4527, grad_norm: 6.7442 2020-10-25 01:49:43,534 - mmaction - INFO - Epoch [91][540/921] lr: 1.000e-04, eta: 3:11:46, time: 1.311, data_time: 0.007, memory: 5811, loss_cls: 5.4773, loss: 5.4773, grad_norm: 6.7432 2020-10-25 01:50:09,790 - mmaction - INFO - Epoch [91][560/921] lr: 1.000e-04, eta: 3:11:19, time: 1.313, data_time: 0.002, memory: 5811, loss_cls: 5.3828, loss: 5.3828, grad_norm: 6.7217 2020-10-25 01:50:36,323 - mmaction - INFO - Epoch [91][580/921] lr: 1.000e-04, eta: 3:10:53, time: 1.327, data_time: 0.002, memory: 5811, loss_cls: 5.4753, loss: 5.4753, grad_norm: 6.8531 2020-10-25 01:51:03,101 - mmaction - INFO - Epoch [91][600/921] lr: 1.000e-04, eta: 3:10:26, time: 1.338, data_time: 0.003, memory: 5811, loss_cls: 5.4953, loss: 5.4953, grad_norm: 6.8207 2020-10-25 01:51:29,438 - mmaction - INFO - Epoch [91][620/921] lr: 1.000e-04, eta: 3:10:00, time: 1.317, data_time: 0.002, memory: 5811, loss_cls: 5.5060, loss: 5.5060, grad_norm: 6.7636 2020-10-25 01:51:55,814 - mmaction - INFO - Epoch [91][640/921] lr: 1.000e-04, eta: 3:09:33, time: 1.310, data_time: 0.005, memory: 5811, loss_cls: 5.3972, loss: 5.3972, grad_norm: 6.5390 2020-10-25 01:52:22,299 - mmaction - INFO - Epoch [91][660/921] lr: 1.000e-04, eta: 3:09:06, time: 1.321, data_time: 0.010, memory: 5811, loss_cls: 5.3742, loss: 5.3742, grad_norm: 6.6343 2020-10-25 01:52:49,130 - mmaction - INFO - Epoch [91][680/921] lr: 1.000e-04, eta: 3:08:40, time: 1.348, data_time: 0.016, memory: 5811, loss_cls: 5.3852, loss: 5.3852, grad_norm: 6.6300 2020-10-25 01:53:14,894 - mmaction - INFO - Epoch [91][700/921] lr: 1.000e-04, eta: 3:08:13, time: 1.291, data_time: 0.008, memory: 5811, loss_cls: 5.3948, loss: 5.3948, grad_norm: 6.7126 2020-10-25 01:53:41,247 - mmaction - INFO - Epoch [91][720/921] lr: 1.000e-04, eta: 3:07:47, time: 1.319, data_time: 0.005, memory: 5811, loss_cls: 5.2747, loss: 5.2747, grad_norm: 6.6568 2020-10-25 01:54:07,708 - mmaction - INFO - Epoch [91][740/921] lr: 1.000e-04, eta: 3:07:20, time: 1.324, data_time: 0.005, memory: 5811, loss_cls: 5.4437, loss: 5.4437, grad_norm: 6.6962 2020-10-25 01:54:33,526 - mmaction - INFO - Epoch [91][760/921] lr: 1.000e-04, eta: 3:06:54, time: 1.291, data_time: 0.001, memory: 5811, loss_cls: 5.4584, loss: 5.4584, grad_norm: 6.8161 2020-10-25 01:55:00,264 - mmaction - INFO - Epoch [91][780/921] lr: 1.000e-04, eta: 3:06:27, time: 1.332, data_time: 0.003, memory: 5811, loss_cls: 5.4011, loss: 5.4011, grad_norm: 6.7201 2020-10-25 01:55:26,912 - mmaction - INFO - Epoch [91][800/921] lr: 1.000e-04, eta: 3:06:00, time: 1.337, data_time: 0.006, memory: 5811, loss_cls: 5.4310, loss: 5.4310, grad_norm: 6.7871 2020-10-25 01:55:52,994 - mmaction - INFO - Epoch [91][820/921] lr: 1.000e-04, eta: 3:05:34, time: 1.300, data_time: 0.003, memory: 5811, loss_cls: 5.4351, loss: 5.4351, grad_norm: 6.8494 2020-10-25 01:56:19,572 - mmaction - INFO - Epoch [91][840/921] lr: 1.000e-04, eta: 3:05:07, time: 1.331, data_time: 0.011, memory: 5811, loss_cls: 5.3363, loss: 5.3363, grad_norm: 6.7138 2020-10-25 01:56:46,035 - mmaction - INFO - Epoch [91][860/921] lr: 1.000e-04, eta: 3:04:41, time: 1.318, data_time: 0.004, memory: 5811, loss_cls: 5.2777, loss: 5.2777, grad_norm: 6.7030 2020-10-25 01:57:11,725 - mmaction - INFO - Epoch [91][880/921] lr: 1.000e-04, eta: 3:04:14, time: 1.286, data_time: 0.011, memory: 5811, loss_cls: 5.3845, loss: 5.3845, grad_norm: 6.7991 2020-10-25 01:57:38,190 - mmaction - INFO - Epoch [91][900/921] lr: 1.000e-04, eta: 3:03:48, time: 1.326, data_time: 0.008, memory: 5811, loss_cls: 5.3634, loss: 5.3634, grad_norm: 6.7608 2020-10-25 01:58:02,685 - mmaction - INFO - Epoch [91][920/921] lr: 1.000e-04, eta: 3:03:21, time: 1.227, data_time: 0.004, memory: 5811, loss_cls: 5.4197, loss: 5.4197, grad_norm: 6.6512 2020-10-25 01:58:43,864 - mmaction - INFO - Epoch [92][20/921] lr: 1.000e-04, eta: 3:02:54, time: 1.984, data_time: 0.734, memory: 5811, loss_cls: 5.3496, loss: 5.3496, grad_norm: 6.7824 2020-10-25 01:59:10,846 - mmaction - INFO - Epoch [92][40/921] lr: 1.000e-04, eta: 3:02:28, time: 1.348, data_time: 0.010, memory: 5811, loss_cls: 5.2527, loss: 5.2527, grad_norm: 6.5572 2020-10-25 01:59:37,974 - mmaction - INFO - Epoch [92][60/921] lr: 1.000e-04, eta: 3:02:01, time: 1.353, data_time: 0.009, memory: 5811, loss_cls: 5.4814, loss: 5.4814, grad_norm: 6.8136 2020-10-25 02:00:04,321 - mmaction - INFO - Epoch [92][80/921] lr: 1.000e-04, eta: 3:01:35, time: 1.312, data_time: 0.006, memory: 5811, loss_cls: 5.3956, loss: 5.3956, grad_norm: 6.8223 2020-10-25 02:00:30,909 - mmaction - INFO - Epoch [92][100/921] lr: 1.000e-04, eta: 3:01:08, time: 1.340, data_time: 0.011, memory: 5811, loss_cls: 5.4034, loss: 5.4034, grad_norm: 6.7677 2020-10-25 02:00:57,414 - mmaction - INFO - Epoch [92][120/921] lr: 1.000e-04, eta: 3:00:42, time: 1.320, data_time: 0.002, memory: 5811, loss_cls: 5.5849, loss: 5.5849, grad_norm: 6.8680 2020-10-25 02:01:23,605 - mmaction - INFO - Epoch [92][140/921] lr: 1.000e-04, eta: 3:00:15, time: 1.310, data_time: 0.008, memory: 5811, loss_cls: 5.3720, loss: 5.3720, grad_norm: 6.7400 2020-10-25 02:01:50,080 - mmaction - INFO - Epoch [92][160/921] lr: 1.000e-04, eta: 2:59:49, time: 1.325, data_time: 0.006, memory: 5811, loss_cls: 5.2636, loss: 5.2636, grad_norm: 6.7195 2020-10-25 02:02:16,561 - mmaction - INFO - Epoch [92][180/921] lr: 1.000e-04, eta: 2:59:22, time: 1.327, data_time: 0.005, memory: 5811, loss_cls: 5.3706, loss: 5.3706, grad_norm: 6.7190 2020-10-25 02:02:43,817 - mmaction - INFO - Epoch [92][200/921] lr: 1.000e-04, eta: 2:58:55, time: 1.363, data_time: 0.001, memory: 5811, loss_cls: 5.4638, loss: 5.4638, grad_norm: 6.8974 2020-10-25 02:03:11,535 - mmaction - INFO - Epoch [92][220/921] lr: 1.000e-04, eta: 2:58:29, time: 1.385, data_time: 0.001, memory: 5811, loss_cls: 5.4338, loss: 5.4338, grad_norm: 6.7204 2020-10-25 02:03:38,078 - mmaction - INFO - Epoch [92][240/921] lr: 1.000e-04, eta: 2:58:03, time: 1.322, data_time: 0.003, memory: 5811, loss_cls: 5.5861, loss: 5.5861, grad_norm: 6.8108 2020-10-25 02:04:04,585 - mmaction - INFO - Epoch [92][260/921] lr: 1.000e-04, eta: 2:57:36, time: 1.330, data_time: 0.007, memory: 5811, loss_cls: 5.4417, loss: 5.4417, grad_norm: 6.8270 2020-10-25 02:04:30,961 - mmaction - INFO - Epoch [92][280/921] lr: 1.000e-04, eta: 2:57:09, time: 1.319, data_time: 0.004, memory: 5811, loss_cls: 5.4191, loss: 5.4191, grad_norm: 6.6830 2020-10-25 02:04:57,574 - mmaction - INFO - Epoch [92][300/921] lr: 1.000e-04, eta: 2:56:43, time: 1.331, data_time: 0.002, memory: 5811, loss_cls: 5.4822, loss: 5.4822, grad_norm: 6.8043 2020-10-25 02:05:24,610 - mmaction - INFO - Epoch [92][320/921] lr: 1.000e-04, eta: 2:56:16, time: 1.345, data_time: 0.002, memory: 5811, loss_cls: 5.4442, loss: 5.4442, grad_norm: 6.8255 2020-10-25 02:05:51,189 - mmaction - INFO - Epoch [92][340/921] lr: 1.000e-04, eta: 2:55:50, time: 1.334, data_time: 0.009, memory: 5811, loss_cls: 5.2517, loss: 5.2517, grad_norm: 6.5556 2020-10-25 02:06:17,518 - mmaction - INFO - Epoch [92][360/921] lr: 1.000e-04, eta: 2:55:23, time: 1.319, data_time: 0.004, memory: 5811, loss_cls: 5.4005, loss: 5.4005, grad_norm: 6.8420 2020-10-25 02:06:43,965 - mmaction - INFO - Epoch [92][380/921] lr: 1.000e-04, eta: 2:54:57, time: 1.318, data_time: 0.003, memory: 5811, loss_cls: 5.3722, loss: 5.3722, grad_norm: 6.7612 2020-10-25 02:07:10,615 - mmaction - INFO - Epoch [92][400/921] lr: 1.000e-04, eta: 2:54:30, time: 1.336, data_time: 0.006, memory: 5811, loss_cls: 5.3728, loss: 5.3728, grad_norm: 6.6751 2020-10-25 02:07:37,385 - mmaction - INFO - Epoch [92][420/921] lr: 1.000e-04, eta: 2:54:04, time: 1.339, data_time: 0.004, memory: 5811, loss_cls: 5.4170, loss: 5.4170, grad_norm: 6.8255 2020-10-25 02:08:03,935 - mmaction - INFO - Epoch [92][440/921] lr: 1.000e-04, eta: 2:53:37, time: 1.326, data_time: 0.006, memory: 5811, loss_cls: 5.5277, loss: 5.5277, grad_norm: 6.8749 2020-10-25 02:08:29,903 - mmaction - INFO - Epoch [92][460/921] lr: 1.000e-04, eta: 2:53:11, time: 1.293, data_time: 0.005, memory: 5811, loss_cls: 5.4530, loss: 5.4530, grad_norm: 6.7318 2020-10-25 02:08:56,199 - mmaction - INFO - Epoch [92][480/921] lr: 1.000e-04, eta: 2:52:44, time: 1.321, data_time: 0.016, memory: 5811, loss_cls: 5.4902, loss: 5.4902, grad_norm: 6.8037 2020-10-25 02:09:22,916 - mmaction - INFO - Epoch [92][500/921] lr: 1.000e-04, eta: 2:52:17, time: 1.338, data_time: 0.004, memory: 5811, loss_cls: 5.5068, loss: 5.5068, grad_norm: 6.9087 2020-10-25 02:09:49,392 - mmaction - INFO - Epoch [92][520/921] lr: 1.000e-04, eta: 2:51:51, time: 1.321, data_time: 0.002, memory: 5811, loss_cls: 5.5313, loss: 5.5313, grad_norm: 6.8198 2020-10-25 02:10:15,195 - mmaction - INFO - Epoch [92][540/921] lr: 1.000e-04, eta: 2:51:24, time: 1.291, data_time: 0.005, memory: 5811, loss_cls: 5.4311, loss: 5.4311, grad_norm: 6.7659 2020-10-25 02:10:41,626 - mmaction - INFO - Epoch [92][560/921] lr: 1.000e-04, eta: 2:50:58, time: 1.314, data_time: 0.004, memory: 5811, loss_cls: 5.4417, loss: 5.4417, grad_norm: 6.7388 2020-10-25 02:11:07,658 - mmaction - INFO - Epoch [92][580/921] lr: 1.000e-04, eta: 2:50:31, time: 1.311, data_time: 0.012, memory: 5811, loss_cls: 5.4805, loss: 5.4805, grad_norm: 6.7656 2020-10-25 02:11:33,331 - mmaction - INFO - Epoch [92][600/921] lr: 1.000e-04, eta: 2:50:04, time: 1.283, data_time: 0.002, memory: 5811, loss_cls: 5.3221, loss: 5.3221, grad_norm: 6.7755 2020-10-25 02:11:59,539 - mmaction - INFO - Epoch [92][620/921] lr: 1.000e-04, eta: 2:49:38, time: 1.311, data_time: 0.003, memory: 5811, loss_cls: 5.4535, loss: 5.4535, grad_norm: 6.7674 2020-10-25 02:12:25,594 - mmaction - INFO - Epoch [92][640/921] lr: 1.000e-04, eta: 2:49:11, time: 1.299, data_time: 0.003, memory: 5811, loss_cls: 5.4074, loss: 5.4074, grad_norm: 6.8621 2020-10-25 02:12:51,849 - mmaction - INFO - Epoch [92][660/921] lr: 1.000e-04, eta: 2:48:45, time: 1.314, data_time: 0.008, memory: 5811, loss_cls: 5.3524, loss: 5.3524, grad_norm: 6.6264 2020-10-25 02:13:17,662 - mmaction - INFO - Epoch [92][680/921] lr: 1.000e-04, eta: 2:48:18, time: 1.291, data_time: 0.005, memory: 5811, loss_cls: 5.4818, loss: 5.4818, grad_norm: 6.9100 2020-10-25 02:13:43,642 - mmaction - INFO - Epoch [92][700/921] lr: 1.000e-04, eta: 2:47:51, time: 1.300, data_time: 0.004, memory: 5811, loss_cls: 5.4303, loss: 5.4303, grad_norm: 6.7124 2020-10-25 02:14:10,147 - mmaction - INFO - Epoch [92][720/921] lr: 1.000e-04, eta: 2:47:25, time: 1.326, data_time: 0.004, memory: 5811, loss_cls: 5.4035, loss: 5.4035, grad_norm: 6.6747 2020-10-25 02:14:36,388 - mmaction - INFO - Epoch [92][740/921] lr: 1.000e-04, eta: 2:46:58, time: 1.313, data_time: 0.005, memory: 5811, loss_cls: 5.4290, loss: 5.4290, grad_norm: 6.8542 2020-10-25 02:15:01,650 - mmaction - INFO - Epoch [92][760/921] lr: 1.000e-04, eta: 2:46:32, time: 1.258, data_time: 0.002, memory: 5811, loss_cls: 5.5622, loss: 5.5622, grad_norm: 6.8240 2020-10-25 02:15:28,182 - mmaction - INFO - Epoch [92][780/921] lr: 1.000e-04, eta: 2:46:05, time: 1.329, data_time: 0.006, memory: 5811, loss_cls: 5.3693, loss: 5.3693, grad_norm: 6.6889 2020-10-25 02:15:54,222 - mmaction - INFO - Epoch [92][800/921] lr: 1.000e-04, eta: 2:45:39, time: 1.302, data_time: 0.004, memory: 5811, loss_cls: 5.4887, loss: 5.4887, grad_norm: 6.8968 2020-10-25 02:16:20,892 - mmaction - INFO - Epoch [92][820/921] lr: 1.000e-04, eta: 2:45:12, time: 1.334, data_time: 0.003, memory: 5811, loss_cls: 5.3450, loss: 5.3450, grad_norm: 6.7550 2020-10-25 02:16:47,083 - mmaction - INFO - Epoch [92][840/921] lr: 1.000e-04, eta: 2:44:45, time: 1.308, data_time: 0.005, memory: 5811, loss_cls: 5.3723, loss: 5.3723, grad_norm: 6.7439 2020-10-25 02:17:13,566 - mmaction - INFO - Epoch [92][860/921] lr: 1.000e-04, eta: 2:44:19, time: 1.318, data_time: 0.007, memory: 5811, loss_cls: 5.4739, loss: 5.4739, grad_norm: 6.7670 2020-10-25 02:17:39,509 - mmaction - INFO - Epoch [92][880/921] lr: 1.000e-04, eta: 2:43:52, time: 1.306, data_time: 0.011, memory: 5811, loss_cls: 5.4985, loss: 5.4985, grad_norm: 6.7813 2020-10-25 02:18:05,813 - mmaction - INFO - Epoch [92][900/921] lr: 1.000e-04, eta: 2:43:26, time: 1.316, data_time: 0.003, memory: 5811, loss_cls: 5.4994, loss: 5.4994, grad_norm: 6.7849 2020-10-25 02:18:31,113 - mmaction - INFO - Epoch [92][920/921] lr: 1.000e-04, eta: 2:42:59, time: 1.265, data_time: 0.002, memory: 5811, loss_cls: 5.4422, loss: 5.4422, grad_norm: 6.8706 2020-10-25 02:19:08,980 - mmaction - INFO - Epoch [93][20/921] lr: 1.000e-04, eta: 2:42:32, time: 1.835, data_time: 1.102, memory: 5811, loss_cls: 5.4173, loss: 5.4173, grad_norm: 6.7562 2020-10-25 02:19:36,564 - mmaction - INFO - Epoch [93][40/921] lr: 1.000e-04, eta: 2:42:06, time: 1.377, data_time: 0.281, memory: 5811, loss_cls: 5.4587, loss: 5.4587, grad_norm: 6.8903 2020-10-25 02:20:02,914 - mmaction - INFO - Epoch [93][60/921] lr: 1.000e-04, eta: 2:41:39, time: 1.320, data_time: 0.004, memory: 5811, loss_cls: 5.4006, loss: 5.4006, grad_norm: 6.6852 2020-10-25 02:20:29,407 - mmaction - INFO - Epoch [93][80/921] lr: 1.000e-04, eta: 2:41:13, time: 1.322, data_time: 0.002, memory: 5811, loss_cls: 5.3383, loss: 5.3383, grad_norm: 6.6812 2020-10-25 02:20:55,951 - mmaction - INFO - Epoch [93][100/921] lr: 1.000e-04, eta: 2:40:46, time: 1.330, data_time: 0.005, memory: 5811, loss_cls: 5.4893, loss: 5.4893, grad_norm: 6.8065 2020-10-25 02:21:22,149 - mmaction - INFO - Epoch [93][120/921] lr: 1.000e-04, eta: 2:40:19, time: 1.304, data_time: 0.002, memory: 5811, loss_cls: 5.4748, loss: 5.4748, grad_norm: 6.8615 2020-10-25 02:21:48,353 - mmaction - INFO - Epoch [93][140/921] lr: 1.000e-04, eta: 2:39:53, time: 1.309, data_time: 0.008, memory: 5811, loss_cls: 5.3110, loss: 5.3110, grad_norm: 6.5823 2020-10-25 02:22:14,543 - mmaction - INFO - Epoch [93][160/921] lr: 1.000e-04, eta: 2:39:26, time: 1.317, data_time: 0.011, memory: 5811, loss_cls: 5.5188, loss: 5.5188, grad_norm: 6.9448 2020-10-25 02:22:41,054 - mmaction - INFO - Epoch [93][180/921] lr: 1.000e-04, eta: 2:39:00, time: 1.321, data_time: 0.002, memory: 5811, loss_cls: 5.4703, loss: 5.4703, grad_norm: 6.8302 2020-10-25 02:23:07,524 - mmaction - INFO - Epoch [93][200/921] lr: 1.000e-04, eta: 2:38:33, time: 1.327, data_time: 0.008, memory: 5811, loss_cls: 5.5693, loss: 5.5693, grad_norm: 6.8812 2020-10-25 02:23:33,774 - mmaction - INFO - Epoch [93][220/921] lr: 1.000e-04, eta: 2:38:07, time: 1.314, data_time: 0.002, memory: 5811, loss_cls: 5.3264, loss: 5.3264, grad_norm: 6.6828 2020-10-25 02:23:59,683 - mmaction - INFO - Epoch [93][240/921] lr: 1.000e-04, eta: 2:37:40, time: 1.295, data_time: 0.002, memory: 5811, loss_cls: 5.3616, loss: 5.3616, grad_norm: 6.6620 2020-10-25 02:24:26,245 - mmaction - INFO - Epoch [93][260/921] lr: 1.000e-04, eta: 2:37:13, time: 1.321, data_time: 0.003, memory: 5811, loss_cls: 5.5602, loss: 5.5602, grad_norm: 6.8961 2020-10-25 02:24:52,607 - mmaction - INFO - Epoch [93][280/921] lr: 1.000e-04, eta: 2:36:47, time: 1.319, data_time: 0.011, memory: 5811, loss_cls: 5.4841, loss: 5.4841, grad_norm: 6.8274 2020-10-25 02:25:19,233 - mmaction - INFO - Epoch [93][300/921] lr: 1.000e-04, eta: 2:36:20, time: 1.327, data_time: 0.010, memory: 5811, loss_cls: 5.4433, loss: 5.4433, grad_norm: 6.7621 2020-10-25 02:25:45,614 - mmaction - INFO - Epoch [93][320/921] lr: 1.000e-04, eta: 2:35:54, time: 1.326, data_time: 0.012, memory: 5811, loss_cls: 5.3723, loss: 5.3723, grad_norm: 6.6978 2020-10-25 02:26:11,734 - mmaction - INFO - Epoch [93][340/921] lr: 1.000e-04, eta: 2:35:27, time: 1.309, data_time: 0.007, memory: 5811, loss_cls: 5.5364, loss: 5.5364, grad_norm: 6.8796 2020-10-25 02:26:38,376 - mmaction - INFO - Epoch [93][360/921] lr: 1.000e-04, eta: 2:35:01, time: 1.328, data_time: 0.004, memory: 5811, loss_cls: 5.4809, loss: 5.4809, grad_norm: 6.8613 2020-10-25 02:27:04,650 - mmaction - INFO - Epoch [93][380/921] lr: 1.000e-04, eta: 2:34:34, time: 1.316, data_time: 0.005, memory: 5811, loss_cls: 5.5015, loss: 5.5015, grad_norm: 6.8450 2020-10-25 02:27:30,994 - mmaction - INFO - Epoch [93][400/921] lr: 1.000e-04, eta: 2:34:08, time: 1.319, data_time: 0.004, memory: 5811, loss_cls: 5.4596, loss: 5.4596, grad_norm: 6.8459 2020-10-25 02:27:56,588 - mmaction - INFO - Epoch [93][420/921] lr: 1.000e-04, eta: 2:33:41, time: 1.280, data_time: 0.007, memory: 5811, loss_cls: 5.4445, loss: 5.4445, grad_norm: 6.7400 2020-10-25 02:28:23,062 - mmaction - INFO - Epoch [93][440/921] lr: 1.000e-04, eta: 2:33:14, time: 1.324, data_time: 0.026, memory: 5811, loss_cls: 5.4505, loss: 5.4505, grad_norm: 6.7140 2020-10-25 02:28:49,301 - mmaction - INFO - Epoch [93][460/921] lr: 1.000e-04, eta: 2:32:48, time: 1.304, data_time: 0.244, memory: 5811, loss_cls: 5.4347, loss: 5.4347, grad_norm: 6.7452 2020-10-25 02:29:16,573 - mmaction - INFO - Epoch [93][480/921] lr: 1.000e-04, eta: 2:32:21, time: 1.368, data_time: 0.418, memory: 5811, loss_cls: 5.5034, loss: 5.5034, grad_norm: 6.8433 2020-10-25 02:29:43,770 - mmaction - INFO - Epoch [93][500/921] lr: 1.000e-04, eta: 2:31:55, time: 1.362, data_time: 0.192, memory: 5811, loss_cls: 5.5209, loss: 5.5209, grad_norm: 6.8050 2020-10-25 02:30:11,023 - mmaction - INFO - Epoch [93][520/921] lr: 1.000e-04, eta: 2:31:28, time: 1.360, data_time: 0.032, memory: 5811, loss_cls: 5.5214, loss: 5.5214, grad_norm: 6.8473 2020-10-25 02:30:37,033 - mmaction - INFO - Epoch [93][540/921] lr: 1.000e-04, eta: 2:31:02, time: 1.299, data_time: 0.059, memory: 5811, loss_cls: 5.3213, loss: 5.3213, grad_norm: 6.6569 2020-10-25 02:31:03,179 - mmaction - INFO - Epoch [93][560/921] lr: 1.000e-04, eta: 2:30:35, time: 1.310, data_time: 0.184, memory: 5811, loss_cls: 5.4511, loss: 5.4511, grad_norm: 6.7742 2020-10-25 02:31:29,861 - mmaction - INFO - Epoch [93][580/921] lr: 1.000e-04, eta: 2:30:09, time: 1.333, data_time: 0.273, memory: 5811, loss_cls: 5.4924, loss: 5.4924, grad_norm: 6.8628 2020-10-25 02:31:56,283 - mmaction - INFO - Epoch [93][600/921] lr: 1.000e-04, eta: 2:29:42, time: 1.318, data_time: 0.083, memory: 5811, loss_cls: 5.4443, loss: 5.4443, grad_norm: 6.7961 2020-10-25 02:32:22,522 - mmaction - INFO - Epoch [93][620/921] lr: 1.000e-04, eta: 2:29:15, time: 1.315, data_time: 0.012, memory: 5811, loss_cls: 5.3328, loss: 5.3328, grad_norm: 6.6590 2020-10-25 02:32:48,769 - mmaction - INFO - Epoch [93][640/921] lr: 1.000e-04, eta: 2:28:49, time: 1.312, data_time: 0.003, memory: 5811, loss_cls: 5.4749, loss: 5.4749, grad_norm: 6.8465 2020-10-25 02:33:15,461 - mmaction - INFO - Epoch [93][660/921] lr: 1.000e-04, eta: 2:28:22, time: 1.336, data_time: 0.006, memory: 5811, loss_cls: 5.4910, loss: 5.4910, grad_norm: 6.8204 2020-10-25 02:33:41,572 - mmaction - INFO - Epoch [93][680/921] lr: 1.000e-04, eta: 2:27:56, time: 1.305, data_time: 0.002, memory: 5811, loss_cls: 5.4380, loss: 5.4380, grad_norm: 6.6690 2020-10-25 02:34:08,116 - mmaction - INFO - Epoch [93][700/921] lr: 1.000e-04, eta: 2:27:29, time: 1.324, data_time: 0.002, memory: 5811, loss_cls: 5.3998, loss: 5.3998, grad_norm: 6.7366 2020-10-25 02:34:34,225 - mmaction - INFO - Epoch [93][720/921] lr: 1.000e-04, eta: 2:27:03, time: 1.304, data_time: 0.004, memory: 5811, loss_cls: 5.3646, loss: 5.3646, grad_norm: 6.6996 2020-10-25 02:35:00,776 - mmaction - INFO - Epoch [93][740/921] lr: 1.000e-04, eta: 2:26:36, time: 1.330, data_time: 0.007, memory: 5811, loss_cls: 5.3292, loss: 5.3292, grad_norm: 6.6945 2020-10-25 02:35:27,014 - mmaction - INFO - Epoch [93][760/921] lr: 1.000e-04, eta: 2:26:10, time: 1.310, data_time: 0.005, memory: 5811, loss_cls: 5.3995, loss: 5.3995, grad_norm: 6.8358 2020-10-25 02:35:53,721 - mmaction - INFO - Epoch [93][780/921] lr: 1.000e-04, eta: 2:25:43, time: 1.329, data_time: 0.009, memory: 5811, loss_cls: 5.4538, loss: 5.4538, grad_norm: 6.9219 2020-10-25 02:36:19,690 - mmaction - INFO - Epoch [93][800/921] lr: 1.000e-04, eta: 2:25:16, time: 1.309, data_time: 0.013, memory: 5811, loss_cls: 5.3531, loss: 5.3531, grad_norm: 6.7509 2020-10-25 02:36:46,373 - mmaction - INFO - Epoch [93][820/921] lr: 1.000e-04, eta: 2:24:50, time: 1.330, data_time: 0.007, memory: 5811, loss_cls: 5.5458, loss: 5.5458, grad_norm: 6.9895 2020-10-25 02:37:12,742 - mmaction - INFO - Epoch [93][840/921] lr: 1.000e-04, eta: 2:24:23, time: 1.322, data_time: 0.007, memory: 5811, loss_cls: 5.3729, loss: 5.3729, grad_norm: 6.8202 2020-10-25 02:37:38,863 - mmaction - INFO - Epoch [93][860/921] lr: 1.000e-04, eta: 2:23:57, time: 1.307, data_time: 0.003, memory: 5811, loss_cls: 5.3023, loss: 5.3023, grad_norm: 6.7183 2020-10-25 02:38:05,410 - mmaction - INFO - Epoch [93][880/921] lr: 1.000e-04, eta: 2:23:30, time: 1.327, data_time: 0.003, memory: 5811, loss_cls: 5.3543, loss: 5.3543, grad_norm: 6.6301 2020-10-25 02:38:30,970 - mmaction - INFO - Epoch [93][900/921] lr: 1.000e-04, eta: 2:23:04, time: 1.278, data_time: 0.003, memory: 5811, loss_cls: 5.4100, loss: 5.4100, grad_norm: 6.7526 2020-10-25 02:38:56,651 - mmaction - INFO - Epoch [93][920/921] lr: 1.000e-04, eta: 2:22:37, time: 1.284, data_time: 0.004, memory: 5811, loss_cls: 5.4689, loss: 5.4689, grad_norm: 6.9043 2020-10-25 02:39:45,327 - mmaction - INFO - Epoch [94][20/921] lr: 1.000e-04, eta: 2:22:11, time: 2.287, data_time: 1.613, memory: 5811, loss_cls: 5.3026, loss: 5.3026, grad_norm: 6.5348 2020-10-25 02:40:13,038 - mmaction - INFO - Epoch [94][40/921] lr: 1.000e-04, eta: 2:21:44, time: 1.390, data_time: 0.798, memory: 5811, loss_cls: 5.4115, loss: 5.4115, grad_norm: 6.7906 2020-10-25 02:40:40,042 - mmaction - INFO - Epoch [94][60/921] lr: 1.000e-04, eta: 2:21:18, time: 1.349, data_time: 0.665, memory: 5811, loss_cls: 5.5277, loss: 5.5277, grad_norm: 6.9179 2020-10-25 02:41:06,817 - mmaction - INFO - Epoch [94][80/921] lr: 1.000e-04, eta: 2:20:51, time: 1.334, data_time: 0.700, memory: 5811, loss_cls: 5.4747, loss: 5.4747, grad_norm: 6.8120 2020-10-25 02:41:33,422 - mmaction - INFO - Epoch [94][100/921] lr: 1.000e-04, eta: 2:20:25, time: 1.338, data_time: 0.594, memory: 5811, loss_cls: 5.4233, loss: 5.4233, grad_norm: 6.7235 2020-10-25 02:41:59,935 - mmaction - INFO - Epoch [94][120/921] lr: 1.000e-04, eta: 2:19:58, time: 1.322, data_time: 0.479, memory: 5811, loss_cls: 5.3003, loss: 5.3003, grad_norm: 6.7051 2020-10-25 02:42:26,990 - mmaction - INFO - Epoch [94][140/921] lr: 1.000e-04, eta: 2:19:32, time: 1.353, data_time: 0.724, memory: 5811, loss_cls: 5.5473, loss: 5.5473, grad_norm: 6.9055 2020-10-25 02:42:53,959 - mmaction - INFO - Epoch [94][160/921] lr: 1.000e-04, eta: 2:19:05, time: 1.349, data_time: 0.527, memory: 5811, loss_cls: 5.4309, loss: 5.4309, grad_norm: 6.7920 2020-10-25 02:43:20,156 - mmaction - INFO - Epoch [94][180/921] lr: 1.000e-04, eta: 2:18:38, time: 1.306, data_time: 0.527, memory: 5811, loss_cls: 5.4361, loss: 5.4361, grad_norm: 6.7460 2020-10-25 02:43:46,408 - mmaction - INFO - Epoch [94][200/921] lr: 1.000e-04, eta: 2:18:12, time: 1.305, data_time: 0.205, memory: 5811, loss_cls: 5.4913, loss: 5.4913, grad_norm: 6.8648 2020-10-25 02:44:12,647 - mmaction - INFO - Epoch [94][220/921] lr: 1.000e-04, eta: 2:17:45, time: 1.320, data_time: 0.160, memory: 5811, loss_cls: 5.4082, loss: 5.4082, grad_norm: 6.8294 2020-10-25 02:44:38,783 - mmaction - INFO - Epoch [94][240/921] lr: 1.000e-04, eta: 2:17:19, time: 1.313, data_time: 0.012, memory: 5811, loss_cls: 5.3514, loss: 5.3514, grad_norm: 6.8698 2020-10-25 02:45:05,762 - mmaction - INFO - Epoch [94][260/921] lr: 1.000e-04, eta: 2:16:52, time: 1.342, data_time: 0.002, memory: 5811, loss_cls: 5.4677, loss: 5.4677, grad_norm: 6.8946 2020-10-25 02:45:31,564 - mmaction - INFO - Epoch [94][280/921] lr: 1.000e-04, eta: 2:16:26, time: 1.293, data_time: 0.011, memory: 5811, loss_cls: 5.3729, loss: 5.3729, grad_norm: 6.8089 2020-10-25 02:45:57,681 - mmaction - INFO - Epoch [94][300/921] lr: 1.000e-04, eta: 2:15:59, time: 1.305, data_time: 0.006, memory: 5811, loss_cls: 5.4338, loss: 5.4338, grad_norm: 6.7618 2020-10-25 02:46:24,825 - mmaction - INFO - Epoch [94][320/921] lr: 1.000e-04, eta: 2:15:32, time: 1.358, data_time: 0.007, memory: 5811, loss_cls: 5.5148, loss: 5.5148, grad_norm: 6.8113 2020-10-25 02:46:51,635 - mmaction - INFO - Epoch [94][340/921] lr: 1.000e-04, eta: 2:15:06, time: 1.345, data_time: 0.006, memory: 5811, loss_cls: 5.4983, loss: 5.4983, grad_norm: 6.7961 2020-10-25 02:47:18,351 - mmaction - INFO - Epoch [94][360/921] lr: 1.000e-04, eta: 2:14:39, time: 1.329, data_time: 0.002, memory: 5811, loss_cls: 5.4573, loss: 5.4573, grad_norm: 6.8007 2020-10-25 02:47:44,545 - mmaction - INFO - Epoch [94][380/921] lr: 1.000e-04, eta: 2:14:13, time: 1.317, data_time: 0.008, memory: 5811, loss_cls: 5.4431, loss: 5.4431, grad_norm: 6.7880 2020-10-25 02:48:10,820 - mmaction - INFO - Epoch [94][400/921] lr: 1.000e-04, eta: 2:13:46, time: 1.308, data_time: 0.002, memory: 5811, loss_cls: 5.4516, loss: 5.4516, grad_norm: 6.8350 2020-10-25 02:48:36,808 - mmaction - INFO - Epoch [94][420/921] lr: 1.000e-04, eta: 2:13:20, time: 1.304, data_time: 0.007, memory: 5811, loss_cls: 5.4130, loss: 5.4130, grad_norm: 6.8174 2020-10-25 02:49:03,330 - mmaction - INFO - Epoch [94][440/921] lr: 1.000e-04, eta: 2:12:53, time: 1.319, data_time: 0.002, memory: 5811, loss_cls: 5.3994, loss: 5.3994, grad_norm: 6.6753 2020-10-25 02:49:29,384 - mmaction - INFO - Epoch [94][460/921] lr: 1.000e-04, eta: 2:12:27, time: 1.310, data_time: 0.010, memory: 5811, loss_cls: 5.3564, loss: 5.3564, grad_norm: 6.8864 2020-10-25 02:49:56,086 - mmaction - INFO - Epoch [94][480/921] lr: 1.000e-04, eta: 2:12:00, time: 1.336, data_time: 0.003, memory: 5811, loss_cls: 5.3259, loss: 5.3259, grad_norm: 6.7315 2020-10-25 02:50:22,802 - mmaction - INFO - Epoch [94][500/921] lr: 1.000e-04, eta: 2:11:33, time: 1.334, data_time: 0.003, memory: 5811, loss_cls: 5.4125, loss: 5.4125, grad_norm: 6.7388 2020-10-25 02:50:49,215 - mmaction - INFO - Epoch [94][520/921] lr: 1.000e-04, eta: 2:11:07, time: 1.312, data_time: 0.004, memory: 5811, loss_cls: 5.5383, loss: 5.5383, grad_norm: 6.9558 2020-10-25 02:51:14,972 - mmaction - INFO - Epoch [94][540/921] lr: 1.000e-04, eta: 2:10:40, time: 1.298, data_time: 0.012, memory: 5811, loss_cls: 5.5404, loss: 5.5404, grad_norm: 6.9716 2020-10-25 02:51:41,315 - mmaction - INFO - Epoch [94][560/921] lr: 1.000e-04, eta: 2:10:14, time: 1.308, data_time: 0.002, memory: 5811, loss_cls: 5.5761, loss: 5.5761, grad_norm: 6.9052 2020-10-25 02:52:07,562 - mmaction - INFO - Epoch [94][580/921] lr: 1.000e-04, eta: 2:09:47, time: 1.320, data_time: 0.011, memory: 5811, loss_cls: 5.3797, loss: 5.3797, grad_norm: 6.7768 2020-10-25 02:52:34,265 - mmaction - INFO - Epoch [94][600/921] lr: 1.000e-04, eta: 2:09:21, time: 1.336, data_time: 0.007, memory: 5811, loss_cls: 5.4369, loss: 5.4369, grad_norm: 6.8841 2020-10-25 02:53:00,181 - mmaction - INFO - Epoch [94][620/921] lr: 1.000e-04, eta: 2:08:54, time: 1.292, data_time: 0.002, memory: 5811, loss_cls: 5.3540, loss: 5.3540, grad_norm: 6.7325 2020-10-25 02:53:26,686 - mmaction - INFO - Epoch [94][640/921] lr: 1.000e-04, eta: 2:08:28, time: 1.322, data_time: 0.020, memory: 5811, loss_cls: 5.4926, loss: 5.4926, grad_norm: 6.8794 2020-10-25 02:53:52,966 - mmaction - INFO - Epoch [94][660/921] lr: 1.000e-04, eta: 2:08:01, time: 1.317, data_time: 0.011, memory: 5811, loss_cls: 5.3581, loss: 5.3581, grad_norm: 6.6754 2020-10-25 02:54:19,510 - mmaction - INFO - Epoch [94][680/921] lr: 1.000e-04, eta: 2:07:34, time: 1.329, data_time: 0.009, memory: 5811, loss_cls: 5.3926, loss: 5.3926, grad_norm: 6.6966 2020-10-25 02:54:45,606 - mmaction - INFO - Epoch [94][700/921] lr: 1.000e-04, eta: 2:07:08, time: 1.303, data_time: 0.006, memory: 5811, loss_cls: 5.3869, loss: 5.3869, grad_norm: 6.7191 2020-10-25 02:55:12,182 - mmaction - INFO - Epoch [94][720/921] lr: 1.000e-04, eta: 2:06:41, time: 1.332, data_time: 0.010, memory: 5811, loss_cls: 5.3821, loss: 5.3821, grad_norm: 6.8280 2020-10-25 02:55:38,209 - mmaction - INFO - Epoch [94][740/921] lr: 1.000e-04, eta: 2:06:15, time: 1.299, data_time: 0.005, memory: 5811, loss_cls: 5.5009, loss: 5.5009, grad_norm: 6.8526 2020-10-25 02:56:04,454 - mmaction - INFO - Epoch [94][760/921] lr: 1.000e-04, eta: 2:05:48, time: 1.316, data_time: 0.006, memory: 5811, loss_cls: 5.3920, loss: 5.3920, grad_norm: 6.7196 2020-10-25 02:56:30,470 - mmaction - INFO - Epoch [94][780/921] lr: 1.000e-04, eta: 2:05:22, time: 1.296, data_time: 0.002, memory: 5811, loss_cls: 5.5475, loss: 5.5475, grad_norm: 6.7966 2020-10-25 02:56:56,656 - mmaction - INFO - Epoch [94][800/921] lr: 1.000e-04, eta: 2:04:55, time: 1.307, data_time: 0.006, memory: 5811, loss_cls: 5.4504, loss: 5.4504, grad_norm: 6.7586 2020-10-25 02:57:23,441 - mmaction - INFO - Epoch [94][820/921] lr: 1.000e-04, eta: 2:04:28, time: 1.338, data_time: 0.008, memory: 5811, loss_cls: 5.4623, loss: 5.4623, grad_norm: 6.7408 2020-10-25 02:57:49,917 - mmaction - INFO - Epoch [94][840/921] lr: 1.000e-04, eta: 2:04:02, time: 1.331, data_time: 0.010, memory: 5811, loss_cls: 5.3598, loss: 5.3598, grad_norm: 6.7698 2020-10-25 02:58:16,446 - mmaction - INFO - Epoch [94][860/921] lr: 1.000e-04, eta: 2:03:35, time: 1.321, data_time: 0.007, memory: 5811, loss_cls: 5.3473, loss: 5.3473, grad_norm: 6.7697 2020-10-25 02:58:42,218 - mmaction - INFO - Epoch [94][880/921] lr: 1.000e-04, eta: 2:03:09, time: 1.295, data_time: 0.008, memory: 5811, loss_cls: 5.3122, loss: 5.3122, grad_norm: 6.7359 2020-10-25 02:59:08,473 - mmaction - INFO - Epoch [94][900/921] lr: 1.000e-04, eta: 2:02:42, time: 1.311, data_time: 0.006, memory: 5811, loss_cls: 5.5152, loss: 5.5152, grad_norm: 6.9535 2020-10-25 02:59:32,904 - mmaction - INFO - Epoch [94][920/921] lr: 1.000e-04, eta: 2:02:15, time: 1.223, data_time: 0.002, memory: 5811, loss_cls: 5.3406, loss: 5.3406, grad_norm: 6.7662 2020-10-25 03:00:17,307 - mmaction - INFO - Epoch [95][20/921] lr: 1.000e-04, eta: 2:01:49, time: 2.120, data_time: 1.576, memory: 5811, loss_cls: 5.2647, loss: 5.2647, grad_norm: 6.5557 2020-10-25 03:00:46,068 - mmaction - INFO - Epoch [95][40/921] lr: 1.000e-04, eta: 2:01:22, time: 1.449, data_time: 0.674, memory: 5811, loss_cls: 5.4332, loss: 5.4332, grad_norm: 6.8435 2020-10-25 03:01:14,446 - mmaction - INFO - Epoch [95][60/921] lr: 1.000e-04, eta: 2:00:56, time: 1.413, data_time: 0.721, memory: 5811, loss_cls: 5.3852, loss: 5.3852, grad_norm: 6.7299 2020-10-25 03:01:42,148 - mmaction - INFO - Epoch [95][80/921] lr: 1.000e-04, eta: 2:00:29, time: 1.390, data_time: 0.629, memory: 5811, loss_cls: 5.3519, loss: 5.3519, grad_norm: 6.7808 2020-10-25 03:02:09,491 - mmaction - INFO - Epoch [95][100/921] lr: 1.000e-04, eta: 2:00:03, time: 1.366, data_time: 0.547, memory: 5811, loss_cls: 5.4178, loss: 5.4178, grad_norm: 6.6649 2020-10-25 03:02:36,607 - mmaction - INFO - Epoch [95][120/921] lr: 1.000e-04, eta: 1:59:36, time: 1.361, data_time: 0.518, memory: 5811, loss_cls: 5.4049, loss: 5.4049, grad_norm: 6.7225 2020-10-25 03:03:03,638 - mmaction - INFO - Epoch [95][140/921] lr: 1.000e-04, eta: 1:59:10, time: 1.350, data_time: 0.547, memory: 5811, loss_cls: 5.4527, loss: 5.4527, grad_norm: 6.6458 2020-10-25 03:03:30,570 - mmaction - INFO - Epoch [95][160/921] lr: 1.000e-04, eta: 1:58:43, time: 1.347, data_time: 0.660, memory: 5811, loss_cls: 5.3879, loss: 5.3879, grad_norm: 6.5773 2020-10-25 03:03:57,707 - mmaction - INFO - Epoch [95][180/921] lr: 1.000e-04, eta: 1:58:17, time: 1.355, data_time: 0.518, memory: 5811, loss_cls: 5.3773, loss: 5.3773, grad_norm: 6.7982 2020-10-25 03:04:25,138 - mmaction - INFO - Epoch [95][200/921] lr: 1.000e-04, eta: 1:57:50, time: 1.374, data_time: 0.556, memory: 5811, loss_cls: 5.5096, loss: 5.5096, grad_norm: 6.8308 2020-10-25 03:04:52,515 - mmaction - INFO - Epoch [95][220/921] lr: 1.000e-04, eta: 1:57:24, time: 1.367, data_time: 0.467, memory: 5811, loss_cls: 5.4972, loss: 5.4972, grad_norm: 6.8095 2020-10-25 03:05:19,680 - mmaction - INFO - Epoch [95][240/921] lr: 1.000e-04, eta: 1:56:57, time: 1.358, data_time: 0.510, memory: 5811, loss_cls: 5.3420, loss: 5.3420, grad_norm: 6.6835 2020-10-25 03:05:46,492 - mmaction - INFO - Epoch [95][260/921] lr: 1.000e-04, eta: 1:56:31, time: 1.338, data_time: 0.555, memory: 5811, loss_cls: 5.4318, loss: 5.4318, grad_norm: 6.8578 2020-10-25 03:06:13,867 - mmaction - INFO - Epoch [95][280/921] lr: 1.000e-04, eta: 1:56:04, time: 1.373, data_time: 0.467, memory: 5811, loss_cls: 5.3978, loss: 5.3978, grad_norm: 6.6940 2020-10-25 03:06:40,104 - mmaction - INFO - Epoch [95][300/921] lr: 1.000e-04, eta: 1:55:38, time: 1.311, data_time: 0.419, memory: 5811, loss_cls: 5.3497, loss: 5.3497, grad_norm: 6.6384 2020-10-25 03:07:06,852 - mmaction - INFO - Epoch [95][320/921] lr: 1.000e-04, eta: 1:55:11, time: 1.334, data_time: 0.564, memory: 5811, loss_cls: 5.4727, loss: 5.4727, grad_norm: 6.8116 2020-10-25 03:07:33,020 - mmaction - INFO - Epoch [95][340/921] lr: 1.000e-04, eta: 1:54:45, time: 1.314, data_time: 0.650, memory: 5811, loss_cls: 5.3993, loss: 5.3993, grad_norm: 6.9051 2020-10-25 03:07:59,916 - mmaction - INFO - Epoch [95][360/921] lr: 1.000e-04, eta: 1:54:18, time: 1.345, data_time: 0.734, memory: 5811, loss_cls: 5.3936, loss: 5.3936, grad_norm: 6.7457 2020-10-25 03:08:26,552 - mmaction - INFO - Epoch [95][380/921] lr: 1.000e-04, eta: 1:53:51, time: 1.329, data_time: 0.664, memory: 5811, loss_cls: 5.3972, loss: 5.3972, grad_norm: 6.7380 2020-10-25 03:08:53,616 - mmaction - INFO - Epoch [95][400/921] lr: 1.000e-04, eta: 1:53:25, time: 1.355, data_time: 0.696, memory: 5811, loss_cls: 5.4048, loss: 5.4048, grad_norm: 6.7561 2020-10-25 03:09:20,022 - mmaction - INFO - Epoch [95][420/921] lr: 1.000e-04, eta: 1:52:58, time: 1.319, data_time: 0.647, memory: 5811, loss_cls: 5.3907, loss: 5.3907, grad_norm: 6.9675 2020-10-25 03:09:46,325 - mmaction - INFO - Epoch [95][440/921] lr: 1.000e-04, eta: 1:52:32, time: 1.317, data_time: 0.449, memory: 5811, loss_cls: 5.4989, loss: 5.4989, grad_norm: 6.7363 2020-10-25 03:10:12,825 - mmaction - INFO - Epoch [95][460/921] lr: 1.000e-04, eta: 1:52:05, time: 1.321, data_time: 0.613, memory: 5811, loss_cls: 5.3847, loss: 5.3847, grad_norm: 6.7263 2020-10-25 03:10:40,154 - mmaction - INFO - Epoch [95][480/921] lr: 1.000e-04, eta: 1:51:39, time: 1.368, data_time: 0.664, memory: 5811, loss_cls: 5.3611, loss: 5.3611, grad_norm: 6.6409 2020-10-25 03:11:06,121 - mmaction - INFO - Epoch [95][500/921] lr: 1.000e-04, eta: 1:51:12, time: 1.297, data_time: 0.675, memory: 5811, loss_cls: 5.4932, loss: 5.4932, grad_norm: 6.7587 2020-10-25 03:11:33,096 - mmaction - INFO - Epoch [95][520/921] lr: 1.000e-04, eta: 1:50:46, time: 1.350, data_time: 0.688, memory: 5811, loss_cls: 5.4704, loss: 5.4704, grad_norm: 7.0408 2020-10-25 03:12:00,015 - mmaction - INFO - Epoch [95][540/921] lr: 1.000e-04, eta: 1:50:19, time: 1.336, data_time: 0.718, memory: 5811, loss_cls: 5.4562, loss: 5.4562, grad_norm: 6.9069 2020-10-25 03:12:26,567 - mmaction - INFO - Epoch [95][560/921] lr: 1.000e-04, eta: 1:49:53, time: 1.341, data_time: 0.659, memory: 5811, loss_cls: 5.4883, loss: 5.4883, grad_norm: 6.8925 2020-10-25 03:12:53,549 - mmaction - INFO - Epoch [95][580/921] lr: 1.000e-04, eta: 1:49:26, time: 1.347, data_time: 0.184, memory: 5811, loss_cls: 5.5651, loss: 5.5651, grad_norm: 6.8608 2020-10-25 03:13:19,443 - mmaction - INFO - Epoch [95][600/921] lr: 1.000e-04, eta: 1:48:59, time: 1.296, data_time: 0.006, memory: 5811, loss_cls: 5.3606, loss: 5.3606, grad_norm: 6.6581 2020-10-25 03:13:46,070 - mmaction - INFO - Epoch [95][620/921] lr: 1.000e-04, eta: 1:48:33, time: 1.332, data_time: 0.003, memory: 5811, loss_cls: 5.4536, loss: 5.4536, grad_norm: 6.7473 2020-10-25 03:14:13,239 - mmaction - INFO - Epoch [95][640/921] lr: 1.000e-04, eta: 1:48:06, time: 1.352, data_time: 0.003, memory: 5811, loss_cls: 5.4984, loss: 5.4984, grad_norm: 6.7691 2020-10-25 03:14:40,030 - mmaction - INFO - Epoch [95][660/921] lr: 1.000e-04, eta: 1:47:40, time: 1.345, data_time: 0.008, memory: 5811, loss_cls: 5.2845, loss: 5.2845, grad_norm: 6.7213 2020-10-25 03:15:05,807 - mmaction - INFO - Epoch [95][680/921] lr: 1.000e-04, eta: 1:47:13, time: 1.282, data_time: 0.003, memory: 5811, loss_cls: 5.4082, loss: 5.4082, grad_norm: 6.7531 2020-10-25 03:15:32,603 - mmaction - INFO - Epoch [95][700/921] lr: 1.000e-04, eta: 1:46:47, time: 1.339, data_time: 0.012, memory: 5811, loss_cls: 5.3290, loss: 5.3290, grad_norm: 6.8774 2020-10-25 03:15:59,431 - mmaction - INFO - Epoch [95][720/921] lr: 1.000e-04, eta: 1:46:20, time: 1.347, data_time: 0.011, memory: 5811, loss_cls: 5.3036, loss: 5.3036, grad_norm: 6.6455 2020-10-25 03:16:25,776 - mmaction - INFO - Epoch [95][740/921] lr: 1.000e-04, eta: 1:45:54, time: 1.306, data_time: 0.007, memory: 5811, loss_cls: 5.4353, loss: 5.4353, grad_norm: 6.8851 2020-10-25 03:16:51,762 - mmaction - INFO - Epoch [95][760/921] lr: 1.000e-04, eta: 1:45:27, time: 1.313, data_time: 0.015, memory: 5811, loss_cls: 5.4187, loss: 5.4187, grad_norm: 6.6231 2020-10-25 03:17:18,155 - mmaction - INFO - Epoch [95][780/921] lr: 1.000e-04, eta: 1:45:00, time: 1.316, data_time: 0.001, memory: 5811, loss_cls: 5.4089, loss: 5.4089, grad_norm: 6.7307 2020-10-25 03:17:44,375 - mmaction - INFO - Epoch [95][800/921] lr: 1.000e-04, eta: 1:44:34, time: 1.315, data_time: 0.006, memory: 5811, loss_cls: 5.3742, loss: 5.3742, grad_norm: 6.7797 2020-10-25 03:18:11,051 - mmaction - INFO - Epoch [95][820/921] lr: 1.000e-04, eta: 1:44:07, time: 1.328, data_time: 0.004, memory: 5811, loss_cls: 5.4044, loss: 5.4044, grad_norm: 6.7329 2020-10-25 03:18:37,506 - mmaction - INFO - Epoch [95][840/921] lr: 1.000e-04, eta: 1:43:41, time: 1.326, data_time: 0.008, memory: 5811, loss_cls: 5.3995, loss: 5.3995, grad_norm: 6.9144 2020-10-25 03:19:04,413 - mmaction - INFO - Epoch [95][860/921] lr: 1.000e-04, eta: 1:43:14, time: 1.343, data_time: 0.006, memory: 5811, loss_cls: 5.3782, loss: 5.3782, grad_norm: 6.6388 2020-10-25 03:19:30,929 - mmaction - INFO - Epoch [95][880/921] lr: 1.000e-04, eta: 1:42:48, time: 1.329, data_time: 0.008, memory: 5811, loss_cls: 5.5173, loss: 5.5173, grad_norm: 6.9067 2020-10-25 03:19:57,526 - mmaction - INFO - Epoch [95][900/921] lr: 1.000e-04, eta: 1:42:21, time: 1.330, data_time: 0.003, memory: 5811, loss_cls: 5.5430, loss: 5.5430, grad_norm: 6.8817 2020-10-25 03:20:23,317 - mmaction - INFO - Epoch [95][920/921] lr: 1.000e-04, eta: 1:41:55, time: 1.291, data_time: 0.004, memory: 5811, loss_cls: 5.4893, loss: 5.4893, grad_norm: 6.8248 2020-10-25 03:20:24,764 - mmaction - INFO - Saving checkpoint at 95 epochs 2020-10-25 03:21:53,634 - mmaction - INFO - Evaluating mean_average_precision... 2020-10-25 03:21:54,274 - mmaction - INFO - mean_average_precision 0.5423 2020-10-25 03:21:54,287 - mmaction - INFO - Epoch(val) [95][921] mean_average_precision: 0.5423 2020-10-25 03:22:33,024 - mmaction - INFO - Epoch [96][20/921] lr: 1.000e-04, eta: 1:41:27, time: 1.934, data_time: 1.157, memory: 5811, loss_cls: 5.5420, loss: 5.5420, grad_norm: 6.8987 2020-10-25 03:23:00,837 - mmaction - INFO - Epoch [96][40/921] lr: 1.000e-04, eta: 1:41:01, time: 1.388, data_time: 0.410, memory: 5811, loss_cls: 5.4569, loss: 5.4569, grad_norm: 6.8782 2020-10-25 03:23:28,363 - mmaction - INFO - Epoch [96][60/921] lr: 1.000e-04, eta: 1:40:34, time: 1.380, data_time: 0.645, memory: 5811, loss_cls: 5.4522, loss: 5.4522, grad_norm: 6.8678 2020-10-25 03:23:55,298 - mmaction - INFO - Epoch [96][80/921] lr: 1.000e-04, eta: 1:40:08, time: 1.346, data_time: 0.744, memory: 5811, loss_cls: 5.4696, loss: 5.4696, grad_norm: 6.7355 2020-10-25 03:24:21,998 - mmaction - INFO - Epoch [96][100/921] lr: 1.000e-04, eta: 1:39:41, time: 1.337, data_time: 0.723, memory: 5811, loss_cls: 5.4406, loss: 5.4406, grad_norm: 6.8335 2020-10-25 03:24:48,643 - mmaction - INFO - Epoch [96][120/921] lr: 1.000e-04, eta: 1:39:15, time: 1.323, data_time: 0.694, memory: 5811, loss_cls: 5.3940, loss: 5.3940, grad_norm: 6.8212 2020-10-25 03:25:14,172 - mmaction - INFO - Epoch [96][140/921] lr: 1.000e-04, eta: 1:38:48, time: 1.281, data_time: 0.646, memory: 5811, loss_cls: 5.5171, loss: 5.5171, grad_norm: 7.0083 2020-10-25 03:25:40,375 - mmaction - INFO - Epoch [96][160/921] lr: 1.000e-04, eta: 1:38:22, time: 1.307, data_time: 0.627, memory: 5811, loss_cls: 5.5236, loss: 5.5236, grad_norm: 6.9750 2020-10-25 03:26:06,612 - mmaction - INFO - Epoch [96][180/921] lr: 1.000e-04, eta: 1:37:55, time: 1.309, data_time: 0.675, memory: 5811, loss_cls: 5.4180, loss: 5.4180, grad_norm: 6.7143 2020-10-25 03:26:32,964 - mmaction - INFO - Epoch [96][200/921] lr: 1.000e-04, eta: 1:37:28, time: 1.326, data_time: 0.684, memory: 5811, loss_cls: 5.3963, loss: 5.3963, grad_norm: 6.7559 2020-10-25 03:26:58,421 - mmaction - INFO - Epoch [96][220/921] lr: 1.000e-04, eta: 1:37:02, time: 1.272, data_time: 0.685, memory: 5811, loss_cls: 5.4046, loss: 5.4046, grad_norm: 6.6636 2020-10-25 03:27:24,836 - mmaction - INFO - Epoch [96][240/921] lr: 1.000e-04, eta: 1:36:35, time: 1.323, data_time: 0.698, memory: 5811, loss_cls: 5.4852, loss: 5.4852, grad_norm: 6.8416 2020-10-25 03:27:51,159 - mmaction - INFO - Epoch [96][260/921] lr: 1.000e-04, eta: 1:36:09, time: 1.311, data_time: 0.555, memory: 5811, loss_cls: 5.5003, loss: 5.5003, grad_norm: 6.8037 2020-10-25 03:28:17,616 - mmaction - INFO - Epoch [96][280/921] lr: 1.000e-04, eta: 1:35:42, time: 1.318, data_time: 0.350, memory: 5811, loss_cls: 5.3878, loss: 5.3878, grad_norm: 6.7781 2020-10-25 03:28:43,844 - mmaction - INFO - Epoch [96][300/921] lr: 1.000e-04, eta: 1:35:15, time: 1.320, data_time: 0.317, memory: 5811, loss_cls: 5.4721, loss: 5.4721, grad_norm: 6.8598 2020-10-25 03:29:10,077 - mmaction - INFO - Epoch [96][320/921] lr: 1.000e-04, eta: 1:34:49, time: 1.308, data_time: 0.165, memory: 5811, loss_cls: 5.5409, loss: 5.5409, grad_norm: 7.0316 2020-10-25 03:29:36,899 - mmaction - INFO - Epoch [96][340/921] lr: 1.000e-04, eta: 1:34:22, time: 1.346, data_time: 0.295, memory: 5811, loss_cls: 5.4968, loss: 5.4968, grad_norm: 6.9036 2020-10-25 03:30:02,527 - mmaction - INFO - Epoch [96][360/921] lr: 1.000e-04, eta: 1:33:56, time: 1.282, data_time: 0.096, memory: 5811, loss_cls: 5.3262, loss: 5.3262, grad_norm: 6.7749 2020-10-25 03:30:29,314 - mmaction - INFO - Epoch [96][380/921] lr: 1.000e-04, eta: 1:33:29, time: 1.339, data_time: 0.001, memory: 5811, loss_cls: 5.4670, loss: 5.4670, grad_norm: 6.8009 2020-10-25 03:30:54,951 - mmaction - INFO - Epoch [96][400/921] lr: 1.000e-04, eta: 1:33:03, time: 1.280, data_time: 0.035, memory: 5811, loss_cls: 5.6106, loss: 5.6106, grad_norm: 6.9550 2020-10-25 03:31:21,047 - mmaction - INFO - Epoch [96][420/921] lr: 1.000e-04, eta: 1:32:36, time: 1.306, data_time: 0.003, memory: 5811, loss_cls: 5.4632, loss: 5.4632, grad_norm: 6.7762 2020-10-25 03:31:47,446 - mmaction - INFO - Epoch [96][440/921] lr: 1.000e-04, eta: 1:32:09, time: 1.320, data_time: 0.003, memory: 5811, loss_cls: 5.4413, loss: 5.4413, grad_norm: 6.9880 2020-10-25 03:32:13,674 - mmaction - INFO - Epoch [96][460/921] lr: 1.000e-04, eta: 1:31:43, time: 1.303, data_time: 0.006, memory: 5811, loss_cls: 5.4838, loss: 5.4838, grad_norm: 6.9370 2020-10-25 03:32:40,059 - mmaction - INFO - Epoch [96][480/921] lr: 1.000e-04, eta: 1:31:16, time: 1.317, data_time: 0.011, memory: 5811, loss_cls: 5.3761, loss: 5.3761, grad_norm: 6.7157 2020-10-25 03:33:06,477 - mmaction - INFO - Epoch [96][500/921] lr: 1.000e-04, eta: 1:30:50, time: 1.327, data_time: 0.013, memory: 5811, loss_cls: 5.5124, loss: 5.5124, grad_norm: 6.9049 2020-10-25 03:33:32,222 - mmaction - INFO - Epoch [96][520/921] lr: 1.000e-04, eta: 1:30:23, time: 1.289, data_time: 0.006, memory: 5811, loss_cls: 5.5617, loss: 5.5617, grad_norm: 7.0460 2020-10-25 03:33:57,527 - mmaction - INFO - Epoch [96][540/921] lr: 1.000e-04, eta: 1:29:57, time: 1.266, data_time: 0.002, memory: 5811, loss_cls: 5.4918, loss: 5.4918, grad_norm: 6.8419 2020-10-25 03:34:23,446 - mmaction - INFO - Epoch [96][560/921] lr: 1.000e-04, eta: 1:29:30, time: 1.282, data_time: 0.001, memory: 5811, loss_cls: 5.3935, loss: 5.3935, grad_norm: 6.8444 2020-10-25 03:34:50,007 - mmaction - INFO - Epoch [96][580/921] lr: 1.000e-04, eta: 1:29:03, time: 1.338, data_time: 0.016, memory: 5811, loss_cls: 5.2250, loss: 5.2250, grad_norm: 6.6822 2020-10-25 03:35:15,781 - mmaction - INFO - Epoch [96][600/921] lr: 1.000e-04, eta: 1:28:37, time: 1.286, data_time: 0.006, memory: 5811, loss_cls: 5.3300, loss: 5.3300, grad_norm: 6.7114 2020-10-25 03:35:41,743 - mmaction - INFO - Epoch [96][620/921] lr: 1.000e-04, eta: 1:28:10, time: 1.302, data_time: 0.008, memory: 5811, loss_cls: 5.3516, loss: 5.3516, grad_norm: 6.8418 2020-10-25 03:36:07,553 - mmaction - INFO - Epoch [96][640/921] lr: 1.000e-04, eta: 1:27:44, time: 1.283, data_time: 0.005, memory: 5811, loss_cls: 5.4460, loss: 5.4460, grad_norm: 6.7889 2020-10-25 03:36:33,189 - mmaction - INFO - Epoch [96][660/921] lr: 1.000e-04, eta: 1:27:17, time: 1.291, data_time: 0.011, memory: 5811, loss_cls: 5.3095, loss: 5.3095, grad_norm: 6.8184 2020-10-25 03:36:58,998 - mmaction - INFO - Epoch [96][680/921] lr: 1.000e-04, eta: 1:26:50, time: 1.285, data_time: 0.166, memory: 5811, loss_cls: 5.2869, loss: 5.2869, grad_norm: 6.6884 2020-10-25 03:37:25,004 - mmaction - INFO - Epoch [96][700/921] lr: 1.000e-04, eta: 1:26:24, time: 1.303, data_time: 0.623, memory: 5811, loss_cls: 5.4294, loss: 5.4294, grad_norm: 6.7794 2020-10-25 03:37:51,222 - mmaction - INFO - Epoch [96][720/921] lr: 1.000e-04, eta: 1:25:57, time: 1.308, data_time: 0.686, memory: 5811, loss_cls: 5.3650, loss: 5.3650, grad_norm: 6.7141 2020-10-25 03:38:17,284 - mmaction - INFO - Epoch [96][740/921] lr: 1.000e-04, eta: 1:25:31, time: 1.304, data_time: 0.708, memory: 5811, loss_cls: 5.4519, loss: 5.4519, grad_norm: 6.8360 2020-10-25 03:38:43,559 - mmaction - INFO - Epoch [96][760/921] lr: 1.000e-04, eta: 1:25:04, time: 1.317, data_time: 0.699, memory: 5811, loss_cls: 5.3812, loss: 5.3812, grad_norm: 6.7967 2020-10-25 03:39:10,203 - mmaction - INFO - Epoch [96][780/921] lr: 1.000e-04, eta: 1:24:38, time: 1.332, data_time: 0.727, memory: 5811, loss_cls: 5.3413, loss: 5.3413, grad_norm: 6.7233 2020-10-25 03:39:36,838 - mmaction - INFO - Epoch [96][800/921] lr: 1.000e-04, eta: 1:24:11, time: 1.330, data_time: 0.727, memory: 5811, loss_cls: 5.2802, loss: 5.2802, grad_norm: 6.6064 2020-10-25 03:40:02,735 - mmaction - INFO - Epoch [96][820/921] lr: 1.000e-04, eta: 1:23:45, time: 1.297, data_time: 0.656, memory: 5811, loss_cls: 5.4355, loss: 5.4355, grad_norm: 6.9016 2020-10-25 03:40:28,285 - mmaction - INFO - Epoch [96][840/921] lr: 1.000e-04, eta: 1:23:18, time: 1.278, data_time: 0.653, memory: 5811, loss_cls: 5.3464, loss: 5.3464, grad_norm: 6.7620 2020-10-25 03:40:54,433 - mmaction - INFO - Epoch [96][860/921] lr: 1.000e-04, eta: 1:22:51, time: 1.300, data_time: 0.688, memory: 5811, loss_cls: 5.4006, loss: 5.4006, grad_norm: 6.8738 2020-10-25 03:41:20,244 - mmaction - INFO - Epoch [96][880/921] lr: 1.000e-04, eta: 1:22:25, time: 1.292, data_time: 0.688, memory: 5811, loss_cls: 5.3926, loss: 5.3926, grad_norm: 6.6888 2020-10-25 03:41:46,124 - mmaction - INFO - Epoch [96][900/921] lr: 1.000e-04, eta: 1:21:58, time: 1.299, data_time: 0.683, memory: 5811, loss_cls: 5.3890, loss: 5.3890, grad_norm: 6.7646 2020-10-25 03:42:10,953 - mmaction - INFO - Epoch [96][920/921] lr: 1.000e-04, eta: 1:21:32, time: 1.241, data_time: 0.671, memory: 5811, loss_cls: 5.3167, loss: 5.3167, grad_norm: 6.6902 2020-10-25 03:42:58,052 - mmaction - INFO - Epoch [97][20/921] lr: 1.000e-04, eta: 1:21:04, time: 2.216, data_time: 1.741, memory: 5811, loss_cls: 5.4593, loss: 5.4593, grad_norm: 6.8605 2020-10-25 03:43:25,911 - mmaction - INFO - Epoch [97][40/921] lr: 1.000e-04, eta: 1:20:38, time: 1.393, data_time: 0.828, memory: 5811, loss_cls: 5.5146, loss: 5.5146, grad_norm: 6.7859 2020-10-25 03:43:53,753 - mmaction - INFO - Epoch [97][60/921] lr: 1.000e-04, eta: 1:20:11, time: 1.395, data_time: 0.570, memory: 5811, loss_cls: 5.4376, loss: 5.4376, grad_norm: 6.8885 2020-10-25 03:44:20,925 - mmaction - INFO - Epoch [97][80/921] lr: 1.000e-04, eta: 1:19:45, time: 1.357, data_time: 0.235, memory: 5811, loss_cls: 5.5715, loss: 5.5715, grad_norm: 6.9229 2020-10-25 03:44:47,523 - mmaction - INFO - Epoch [97][100/921] lr: 1.000e-04, eta: 1:19:18, time: 1.324, data_time: 0.005, memory: 5811, loss_cls: 5.3069, loss: 5.3069, grad_norm: 6.6801 2020-10-25 03:45:13,523 - mmaction - INFO - Epoch [97][120/921] lr: 1.000e-04, eta: 1:18:52, time: 1.300, data_time: 0.010, memory: 5811, loss_cls: 5.4375, loss: 5.4375, grad_norm: 6.8771 2020-10-25 03:45:39,791 - mmaction - INFO - Epoch [97][140/921] lr: 1.000e-04, eta: 1:18:25, time: 1.316, data_time: 0.010, memory: 5811, loss_cls: 5.5268, loss: 5.5268, grad_norm: 6.9482 2020-10-25 03:46:05,943 - mmaction - INFO - Epoch [97][160/921] lr: 1.000e-04, eta: 1:17:59, time: 1.312, data_time: 0.007, memory: 5811, loss_cls: 5.3242, loss: 5.3242, grad_norm: 6.6542 2020-10-25 03:46:32,478 - mmaction - INFO - Epoch [97][180/921] lr: 1.000e-04, eta: 1:17:32, time: 1.322, data_time: 0.003, memory: 5811, loss_cls: 5.4851, loss: 5.4851, grad_norm: 6.9302 2020-10-25 03:46:58,518 - mmaction - INFO - Epoch [97][200/921] lr: 1.000e-04, eta: 1:17:05, time: 1.306, data_time: 0.007, memory: 5811, loss_cls: 5.3896, loss: 5.3896, grad_norm: 6.7751 2020-10-25 03:47:24,907 - mmaction - INFO - Epoch [97][220/921] lr: 1.000e-04, eta: 1:16:39, time: 1.318, data_time: 0.003, memory: 5811, loss_cls: 5.3067, loss: 5.3067, grad_norm: 6.6515 2020-10-25 03:47:51,298 - mmaction - INFO - Epoch [97][240/921] lr: 1.000e-04, eta: 1:16:12, time: 1.313, data_time: 0.004, memory: 5811, loss_cls: 5.3188, loss: 5.3188, grad_norm: 6.7288 2020-10-25 03:48:17,789 - mmaction - INFO - Epoch [97][260/921] lr: 1.000e-04, eta: 1:15:46, time: 1.331, data_time: 0.012, memory: 5811, loss_cls: 5.5834, loss: 5.5834, grad_norm: 7.2039 2020-10-25 03:48:44,111 - mmaction - INFO - Epoch [97][280/921] lr: 1.000e-04, eta: 1:15:19, time: 1.319, data_time: 0.004, memory: 5811, loss_cls: 5.5594, loss: 5.5594, grad_norm: 6.9344 2020-10-25 03:49:09,688 - mmaction - INFO - Epoch [97][300/921] lr: 1.000e-04, eta: 1:14:53, time: 1.278, data_time: 0.001, memory: 5811, loss_cls: 5.5094, loss: 5.5094, grad_norm: 6.9361 2020-10-25 03:49:35,847 - mmaction - INFO - Epoch [97][320/921] lr: 1.000e-04, eta: 1:14:26, time: 1.305, data_time: 0.003, memory: 5811, loss_cls: 5.3797, loss: 5.3797, grad_norm: 6.8204 2020-10-25 03:50:02,163 - mmaction - INFO - Epoch [97][340/921] lr: 1.000e-04, eta: 1:13:59, time: 1.319, data_time: 0.006, memory: 5811, loss_cls: 5.2548, loss: 5.2548, grad_norm: 6.6667 2020-10-25 03:50:28,246 - mmaction - INFO - Epoch [97][360/921] lr: 1.000e-04, eta: 1:13:33, time: 1.300, data_time: 0.001, memory: 5811, loss_cls: 5.3822, loss: 5.3822, grad_norm: 6.8571 2020-10-25 03:50:54,377 - mmaction - INFO - Epoch [97][380/921] lr: 1.000e-04, eta: 1:13:06, time: 1.299, data_time: 0.006, memory: 5811, loss_cls: 5.4767, loss: 5.4767, grad_norm: 6.8688 2020-10-25 03:51:20,654 - mmaction - INFO - Epoch [97][400/921] lr: 1.000e-04, eta: 1:12:40, time: 1.322, data_time: 0.014, memory: 5811, loss_cls: 5.4538, loss: 5.4538, grad_norm: 6.9058 2020-10-25 03:51:46,507 - mmaction - INFO - Epoch [97][420/921] lr: 1.000e-04, eta: 1:12:13, time: 1.284, data_time: 0.005, memory: 5811, loss_cls: 5.4353, loss: 5.4353, grad_norm: 6.8953 2020-10-25 03:52:13,012 - mmaction - INFO - Epoch [97][440/921] lr: 1.000e-04, eta: 1:11:47, time: 1.338, data_time: 0.014, memory: 5811, loss_cls: 5.3542, loss: 5.3542, grad_norm: 6.6951 2020-10-25 03:52:39,307 - mmaction - INFO - Epoch [97][460/921] lr: 1.000e-04, eta: 1:11:20, time: 1.311, data_time: 0.001, memory: 5811, loss_cls: 5.4959, loss: 5.4959, grad_norm: 6.7879 2020-10-25 03:53:04,689 - mmaction - INFO - Epoch [97][480/921] lr: 1.000e-04, eta: 1:10:53, time: 1.267, data_time: 0.006, memory: 5811, loss_cls: 5.4730, loss: 5.4730, grad_norm: 6.7894 2020-10-25 03:53:30,895 - mmaction - INFO - Epoch [97][500/921] lr: 1.000e-04, eta: 1:10:27, time: 1.312, data_time: 0.008, memory: 5811, loss_cls: 5.3503, loss: 5.3503, grad_norm: 6.7689 2020-10-25 03:53:57,204 - mmaction - INFO - Epoch [97][520/921] lr: 1.000e-04, eta: 1:10:00, time: 1.313, data_time: 0.008, memory: 5811, loss_cls: 5.4121, loss: 5.4121, grad_norm: 6.7607 2020-10-25 03:54:22,899 - mmaction - INFO - Epoch [97][540/921] lr: 1.000e-04, eta: 1:09:34, time: 1.290, data_time: 0.010, memory: 5811, loss_cls: 5.4023, loss: 5.4023, grad_norm: 6.7996 2020-10-25 03:54:49,124 - mmaction - INFO - Epoch [97][560/921] lr: 1.000e-04, eta: 1:09:07, time: 1.310, data_time: 0.003, memory: 5811, loss_cls: 5.5901, loss: 5.5901, grad_norm: 6.9224 2020-10-25 03:55:14,932 - mmaction - INFO - Epoch [97][580/921] lr: 1.000e-04, eta: 1:08:41, time: 1.287, data_time: 0.007, memory: 5811, loss_cls: 5.4102, loss: 5.4102, grad_norm: 6.7514 2020-10-25 03:55:40,926 - mmaction - INFO - Epoch [97][600/921] lr: 1.000e-04, eta: 1:08:14, time: 1.305, data_time: 0.008, memory: 5811, loss_cls: 5.4332, loss: 5.4332, grad_norm: 6.8140 2020-10-25 03:56:06,553 - mmaction - INFO - Epoch [97][620/921] lr: 1.000e-04, eta: 1:07:47, time: 1.279, data_time: 0.002, memory: 5811, loss_cls: 5.2698, loss: 5.2698, grad_norm: 6.8270 2020-10-25 03:56:32,659 - mmaction - INFO - Epoch [97][640/921] lr: 1.000e-04, eta: 1:07:21, time: 1.302, data_time: 0.006, memory: 5811, loss_cls: 5.4154, loss: 5.4154, grad_norm: 6.6760 2020-10-25 03:56:58,711 - mmaction - INFO - Epoch [97][660/921] lr: 1.000e-04, eta: 1:06:54, time: 1.299, data_time: 0.007, memory: 5811, loss_cls: 5.3307, loss: 5.3307, grad_norm: 6.7473 2020-10-25 03:57:24,967 - mmaction - INFO - Epoch [97][680/921] lr: 1.000e-04, eta: 1:06:28, time: 1.320, data_time: 0.010, memory: 5811, loss_cls: 5.3959, loss: 5.3959, grad_norm: 6.7915 2020-10-25 03:57:51,437 - mmaction - INFO - Epoch [97][700/921] lr: 1.000e-04, eta: 1:06:01, time: 1.324, data_time: 0.003, memory: 5811, loss_cls: 5.5449, loss: 5.5449, grad_norm: 6.9883 2020-10-25 03:58:17,285 - mmaction - INFO - Epoch [97][720/921] lr: 1.000e-04, eta: 1:05:35, time: 1.283, data_time: 0.002, memory: 5811, loss_cls: 5.4609, loss: 5.4609, grad_norm: 6.7562 2020-10-25 03:58:42,329 - mmaction - INFO - Epoch [97][740/921] lr: 1.000e-04, eta: 1:05:08, time: 1.260, data_time: 0.012, memory: 5811, loss_cls: 5.3811, loss: 5.3811, grad_norm: 6.8029 2020-10-25 03:59:07,841 - mmaction - INFO - Epoch [97][760/921] lr: 1.000e-04, eta: 1:04:41, time: 1.278, data_time: 0.005, memory: 5811, loss_cls: 5.3043, loss: 5.3043, grad_norm: 6.8175 2020-10-25 03:59:33,874 - mmaction - INFO - Epoch [97][780/921] lr: 1.000e-04, eta: 1:04:15, time: 1.299, data_time: 0.003, memory: 5811, loss_cls: 5.4272, loss: 5.4272, grad_norm: 6.7253 2020-10-25 03:59:59,777 - mmaction - INFO - Epoch [97][800/921] lr: 1.000e-04, eta: 1:03:48, time: 1.292, data_time: 0.007, memory: 5811, loss_cls: 5.4804, loss: 5.4804, grad_norm: 6.8491 2020-10-25 04:00:26,109 - mmaction - INFO - Epoch [97][820/921] lr: 1.000e-04, eta: 1:03:22, time: 1.323, data_time: 0.011, memory: 5811, loss_cls: 5.3479, loss: 5.3479, grad_norm: 6.7436 2020-10-25 04:00:51,640 - mmaction - INFO - Epoch [97][840/921] lr: 1.000e-04, eta: 1:02:55, time: 1.273, data_time: 0.001, memory: 5811, loss_cls: 5.3999, loss: 5.3999, grad_norm: 6.8266 2020-10-25 04:01:18,050 - mmaction - INFO - Epoch [97][860/921] lr: 1.000e-04, eta: 1:02:29, time: 1.321, data_time: 0.005, memory: 5811, loss_cls: 5.4377, loss: 5.4377, grad_norm: 6.7766 2020-10-25 04:01:44,523 - mmaction - INFO - Epoch [97][880/921] lr: 1.000e-04, eta: 1:02:02, time: 1.326, data_time: 0.005, memory: 5811, loss_cls: 5.5501, loss: 5.5501, grad_norm: 6.8144 2020-10-25 04:02:10,962 - mmaction - INFO - Epoch [97][900/921] lr: 1.000e-04, eta: 1:01:35, time: 1.321, data_time: 0.004, memory: 5811, loss_cls: 5.3077, loss: 5.3077, grad_norm: 6.6044 2020-10-25 04:02:35,372 - mmaction - INFO - Epoch [97][920/921] lr: 1.000e-04, eta: 1:01:09, time: 1.221, data_time: 0.003, memory: 5811, loss_cls: 5.4009, loss: 5.4009, grad_norm: 6.8332 2020-10-25 04:03:16,503 - mmaction - INFO - Epoch [98][20/921] lr: 1.000e-04, eta: 1:00:41, time: 1.973, data_time: 1.130, memory: 5811, loss_cls: 5.3182, loss: 5.3182, grad_norm: 6.6896 2020-10-25 04:03:44,337 - mmaction - INFO - Epoch [98][40/921] lr: 1.000e-04, eta: 1:00:15, time: 1.392, data_time: 0.217, memory: 5811, loss_cls: 5.4012, loss: 5.4012, grad_norm: 6.7613 2020-10-25 04:04:11,817 - mmaction - INFO - Epoch [98][60/921] lr: 1.000e-04, eta: 0:59:48, time: 1.376, data_time: 0.005, memory: 5811, loss_cls: 5.2803, loss: 5.2803, grad_norm: 6.6715 2020-10-25 04:04:38,351 - mmaction - INFO - Epoch [98][80/921] lr: 1.000e-04, eta: 0:59:22, time: 1.326, data_time: 0.003, memory: 5811, loss_cls: 5.3669, loss: 5.3669, grad_norm: 6.7328 2020-10-25 04:05:05,274 - mmaction - INFO - Epoch [98][100/921] lr: 1.000e-04, eta: 0:58:55, time: 1.346, data_time: 0.005, memory: 5811, loss_cls: 5.4052, loss: 5.4052, grad_norm: 6.8373 2020-10-25 04:05:31,355 - mmaction - INFO - Epoch [98][120/921] lr: 1.000e-04, eta: 0:58:29, time: 1.304, data_time: 0.002, memory: 5811, loss_cls: 5.5195, loss: 5.5195, grad_norm: 6.8114 2020-10-25 04:05:58,713 - mmaction - INFO - Epoch [98][140/921] lr: 1.000e-04, eta: 0:58:02, time: 1.368, data_time: 0.005, memory: 5811, loss_cls: 5.3602, loss: 5.3602, grad_norm: 6.8262 2020-10-25 04:06:24,818 - mmaction - INFO - Epoch [98][160/921] lr: 1.000e-04, eta: 0:57:36, time: 1.305, data_time: 0.003, memory: 5811, loss_cls: 5.4858, loss: 5.4858, grad_norm: 6.8278 2020-10-25 04:06:51,204 - mmaction - INFO - Epoch [98][180/921] lr: 1.000e-04, eta: 0:57:09, time: 1.319, data_time: 0.002, memory: 5811, loss_cls: 5.4256, loss: 5.4256, grad_norm: 6.8363 2020-10-25 04:07:17,342 - mmaction - INFO - Epoch [98][200/921] lr: 1.000e-04, eta: 0:56:42, time: 1.303, data_time: 0.002, memory: 5811, loss_cls: 5.4233, loss: 5.4233, grad_norm: 6.7747 2020-10-25 04:07:43,349 - mmaction - INFO - Epoch [98][220/921] lr: 1.000e-04, eta: 0:56:16, time: 1.302, data_time: 0.006, memory: 5811, loss_cls: 5.4028, loss: 5.4028, grad_norm: 6.8141 2020-10-25 04:08:09,488 - mmaction - INFO - Epoch [98][240/921] lr: 1.000e-04, eta: 0:55:49, time: 1.310, data_time: 0.007, memory: 5811, loss_cls: 5.5272, loss: 5.5272, grad_norm: 6.9548 2020-10-25 04:08:35,848 - mmaction - INFO - Epoch [98][260/921] lr: 1.000e-04, eta: 0:55:23, time: 1.310, data_time: 0.002, memory: 5811, loss_cls: 5.4931, loss: 5.4931, grad_norm: 6.9301 2020-10-25 04:09:01,369 - mmaction - INFO - Epoch [98][280/921] lr: 1.000e-04, eta: 0:54:56, time: 1.284, data_time: 0.013, memory: 5811, loss_cls: 5.5260, loss: 5.5260, grad_norm: 6.9531 2020-10-25 04:09:27,600 - mmaction - INFO - Epoch [98][300/921] lr: 1.000e-04, eta: 0:54:30, time: 1.301, data_time: 0.005, memory: 5811, loss_cls: 5.4181, loss: 5.4181, grad_norm: 6.8062 2020-10-25 04:09:53,992 - mmaction - INFO - Epoch [98][320/921] lr: 1.000e-04, eta: 0:54:03, time: 1.321, data_time: 0.012, memory: 5811, loss_cls: 5.4680, loss: 5.4680, grad_norm: 6.8059 2020-10-25 04:10:20,529 - mmaction - INFO - Epoch [98][340/921] lr: 1.000e-04, eta: 0:53:36, time: 1.335, data_time: 0.012, memory: 5811, loss_cls: 5.3146, loss: 5.3146, grad_norm: 6.6644 2020-10-25 04:10:46,661 - mmaction - INFO - Epoch [98][360/921] lr: 1.000e-04, eta: 0:53:10, time: 1.299, data_time: 0.004, memory: 5811, loss_cls: 5.3260, loss: 5.3260, grad_norm: 6.6022 2020-10-25 04:11:12,518 - mmaction - INFO - Epoch [98][380/921] lr: 1.000e-04, eta: 0:52:43, time: 1.301, data_time: 0.009, memory: 5811, loss_cls: 5.3438, loss: 5.3438, grad_norm: 6.6890 2020-10-25 04:11:38,947 - mmaction - INFO - Epoch [98][400/921] lr: 1.000e-04, eta: 0:52:17, time: 1.314, data_time: 0.004, memory: 5811, loss_cls: 5.4521, loss: 5.4521, grad_norm: 6.7775 2020-10-25 04:12:05,601 - mmaction - INFO - Epoch [98][420/921] lr: 1.000e-04, eta: 0:51:50, time: 1.338, data_time: 0.008, memory: 5811, loss_cls: 5.4498, loss: 5.4498, grad_norm: 6.7889 2020-10-25 04:12:31,684 - mmaction - INFO - Epoch [98][440/921] lr: 1.000e-04, eta: 0:51:24, time: 1.307, data_time: 0.004, memory: 5811, loss_cls: 5.3744, loss: 5.3744, grad_norm: 6.7663 2020-10-25 04:12:56,899 - mmaction - INFO - Epoch [98][460/921] lr: 1.000e-04, eta: 0:50:57, time: 1.260, data_time: 0.003, memory: 5811, loss_cls: 5.4696, loss: 5.4696, grad_norm: 6.8507 2020-10-25 04:13:23,023 - mmaction - INFO - Epoch [98][480/921] lr: 1.000e-04, eta: 0:50:30, time: 1.305, data_time: 0.002, memory: 5811, loss_cls: 5.5078, loss: 5.5078, grad_norm: 6.9002 2020-10-25 04:13:49,921 - mmaction - INFO - Epoch [98][500/921] lr: 1.000e-04, eta: 0:50:04, time: 1.346, data_time: 0.004, memory: 5811, loss_cls: 5.3970, loss: 5.3970, grad_norm: 6.9005 2020-10-25 04:14:16,844 - mmaction - INFO - Epoch [98][520/921] lr: 1.000e-04, eta: 0:49:37, time: 1.341, data_time: 0.003, memory: 5811, loss_cls: 5.2882, loss: 5.2882, grad_norm: 6.7735 2020-10-25 04:14:42,388 - mmaction - INFO - Epoch [98][540/921] lr: 1.000e-04, eta: 0:49:11, time: 1.278, data_time: 0.006, memory: 5811, loss_cls: 5.3601, loss: 5.3601, grad_norm: 6.7075 2020-10-25 04:15:08,459 - mmaction - INFO - Epoch [98][560/921] lr: 1.000e-04, eta: 0:48:44, time: 1.304, data_time: 0.010, memory: 5811, loss_cls: 5.5230, loss: 5.5230, grad_norm: 6.8518 2020-10-25 04:15:34,585 - mmaction - INFO - Epoch [98][580/921] lr: 1.000e-04, eta: 0:48:18, time: 1.305, data_time: 0.009, memory: 5811, loss_cls: 5.3914, loss: 5.3914, grad_norm: 6.7357 2020-10-25 04:16:00,423 - mmaction - INFO - Epoch [98][600/921] lr: 1.000e-04, eta: 0:47:51, time: 1.297, data_time: 0.009, memory: 5811, loss_cls: 5.4557, loss: 5.4557, grad_norm: 6.8834 2020-10-25 04:16:26,803 - mmaction - INFO - Epoch [98][620/921] lr: 1.000e-04, eta: 0:47:25, time: 1.318, data_time: 0.003, memory: 5811, loss_cls: 5.3173, loss: 5.3173, grad_norm: 6.7013 2020-10-25 04:16:53,048 - mmaction - INFO - Epoch [98][640/921] lr: 1.000e-04, eta: 0:46:58, time: 1.308, data_time: 0.003, memory: 5811, loss_cls: 5.4702, loss: 5.4702, grad_norm: 7.0132 2020-10-25 04:17:18,448 - mmaction - INFO - Epoch [98][660/921] lr: 1.000e-04, eta: 0:46:31, time: 1.272, data_time: 0.007, memory: 5811, loss_cls: 5.3925, loss: 5.3925, grad_norm: 6.7672 2020-10-25 04:17:44,238 - mmaction - INFO - Epoch [98][680/921] lr: 1.000e-04, eta: 0:46:05, time: 1.288, data_time: 0.004, memory: 5811, loss_cls: 5.3555, loss: 5.3555, grad_norm: 6.7838 2020-10-25 04:18:10,526 - mmaction - INFO - Epoch [98][700/921] lr: 1.000e-04, eta: 0:45:38, time: 1.316, data_time: 0.009, memory: 5811, loss_cls: 5.3158, loss: 5.3158, grad_norm: 6.7698 2020-10-25 04:18:36,152 - mmaction - INFO - Epoch [98][720/921] lr: 1.000e-04, eta: 0:45:12, time: 1.284, data_time: 0.007, memory: 5811, loss_cls: 5.4120, loss: 5.4120, grad_norm: 6.8722 2020-10-25 04:19:02,341 - mmaction - INFO - Epoch [98][740/921] lr: 1.000e-04, eta: 0:44:45, time: 1.309, data_time: 0.002, memory: 5811, loss_cls: 5.3200, loss: 5.3200, grad_norm: 6.7129 2020-10-25 04:19:28,481 - mmaction - INFO - Epoch [98][760/921] lr: 1.000e-04, eta: 0:44:19, time: 1.302, data_time: 0.005, memory: 5811, loss_cls: 5.5044, loss: 5.5044, grad_norm: 6.8845 2020-10-25 04:19:54,597 - mmaction - INFO - Epoch [98][780/921] lr: 1.000e-04, eta: 0:43:52, time: 1.304, data_time: 0.008, memory: 5811, loss_cls: 5.3702, loss: 5.3702, grad_norm: 6.7734 2020-10-25 04:20:20,364 - mmaction - INFO - Epoch [98][800/921] lr: 1.000e-04, eta: 0:43:25, time: 1.291, data_time: 0.008, memory: 5811, loss_cls: 5.4530, loss: 5.4530, grad_norm: 6.9043 2020-10-25 04:20:46,930 - mmaction - INFO - Epoch [98][820/921] lr: 1.000e-04, eta: 0:42:59, time: 1.331, data_time: 0.010, memory: 5811, loss_cls: 5.6115, loss: 5.6115, grad_norm: 6.9799 2020-10-25 04:21:14,255 - mmaction - INFO - Epoch [98][840/921] lr: 1.000e-04, eta: 0:42:32, time: 1.358, data_time: 0.003, memory: 5811, loss_cls: 5.5387, loss: 5.5387, grad_norm: 6.8642 2020-10-25 04:21:41,481 - mmaction - INFO - Epoch [98][860/921] lr: 1.000e-04, eta: 0:42:06, time: 1.370, data_time: 0.013, memory: 5811, loss_cls: 5.6132, loss: 5.6132, grad_norm: 6.9930 2020-10-25 04:22:08,412 - mmaction - INFO - Epoch [98][880/921] lr: 1.000e-04, eta: 0:41:39, time: 1.348, data_time: 0.003, memory: 5811, loss_cls: 5.4080, loss: 5.4080, grad_norm: 6.9196 2020-10-25 04:22:34,539 - mmaction - INFO - Epoch [98][900/921] lr: 1.000e-04, eta: 0:41:13, time: 1.306, data_time: 0.006, memory: 5811, loss_cls: 5.3103, loss: 5.3103, grad_norm: 6.6848 2020-10-25 04:22:59,863 - mmaction - INFO - Epoch [98][920/921] lr: 1.000e-04, eta: 0:40:46, time: 1.266, data_time: 0.005, memory: 5811, loss_cls: 5.4617, loss: 5.4617, grad_norm: 6.8415 2020-10-25 04:23:40,023 - mmaction - INFO - Epoch [99][20/921] lr: 1.000e-04, eta: 0:40:19, time: 1.942, data_time: 1.432, memory: 5811, loss_cls: 5.3172, loss: 5.3172, grad_norm: 6.8582 2020-10-25 04:24:07,995 - mmaction - INFO - Epoch [99][40/921] lr: 1.000e-04, eta: 0:39:52, time: 1.400, data_time: 0.685, memory: 5811, loss_cls: 5.3450, loss: 5.3450, grad_norm: 6.8312 2020-10-25 04:24:35,536 - mmaction - INFO - Epoch [99][60/921] lr: 1.000e-04, eta: 0:39:25, time: 1.378, data_time: 0.798, memory: 5811, loss_cls: 5.5153, loss: 5.5153, grad_norm: 6.9377 2020-10-25 04:25:02,397 - mmaction - INFO - Epoch [99][80/921] lr: 1.000e-04, eta: 0:38:59, time: 1.339, data_time: 0.663, memory: 5811, loss_cls: 5.2688, loss: 5.2688, grad_norm: 6.6699 2020-10-25 04:25:29,939 - mmaction - INFO - Epoch [99][100/921] lr: 1.000e-04, eta: 0:38:32, time: 1.376, data_time: 0.524, memory: 5811, loss_cls: 5.4737, loss: 5.4737, grad_norm: 7.0021 2020-10-25 04:25:56,757 - mmaction - INFO - Epoch [99][120/921] lr: 1.000e-04, eta: 0:38:06, time: 1.338, data_time: 0.496, memory: 5811, loss_cls: 5.4864, loss: 5.4864, grad_norm: 6.8089 2020-10-25 04:26:23,294 - mmaction - INFO - Epoch [99][140/921] lr: 1.000e-04, eta: 0:37:39, time: 1.333, data_time: 0.405, memory: 5811, loss_cls: 5.3942, loss: 5.3942, grad_norm: 6.7335 2020-10-25 04:26:50,122 - mmaction - INFO - Epoch [99][160/921] lr: 1.000e-04, eta: 0:37:13, time: 1.337, data_time: 0.238, memory: 5811, loss_cls: 5.4256, loss: 5.4256, grad_norm: 6.7345 2020-10-25 04:27:17,011 - mmaction - INFO - Epoch [99][180/921] lr: 1.000e-04, eta: 0:36:46, time: 1.351, data_time: 0.304, memory: 5811, loss_cls: 5.4859, loss: 5.4859, grad_norm: 6.8509 2020-10-25 04:27:43,125 - mmaction - INFO - Epoch [99][200/921] lr: 1.000e-04, eta: 0:36:20, time: 1.305, data_time: 0.249, memory: 5811, loss_cls: 5.3877, loss: 5.3877, grad_norm: 6.8841 2020-10-25 04:28:10,812 - mmaction - INFO - Epoch [99][220/921] lr: 1.000e-04, eta: 0:35:53, time: 1.385, data_time: 0.591, memory: 5811, loss_cls: 5.3271, loss: 5.3271, grad_norm: 6.6238 2020-10-25 04:28:37,829 - mmaction - INFO - Epoch [99][240/921] lr: 1.000e-04, eta: 0:35:27, time: 1.349, data_time: 0.766, memory: 5811, loss_cls: 5.3408, loss: 5.3408, grad_norm: 6.7853 2020-10-25 04:29:05,111 - mmaction - INFO - Epoch [99][260/921] lr: 1.000e-04, eta: 0:35:00, time: 1.365, data_time: 0.792, memory: 5811, loss_cls: 5.3367, loss: 5.3367, grad_norm: 6.8135 2020-10-25 04:29:33,032 - mmaction - INFO - Epoch [99][280/921] lr: 1.000e-04, eta: 0:34:33, time: 1.396, data_time: 0.832, memory: 5811, loss_cls: 5.3797, loss: 5.3797, grad_norm: 6.8212 2020-10-25 04:29:59,752 - mmaction - INFO - Epoch [99][300/921] lr: 1.000e-04, eta: 0:34:07, time: 1.333, data_time: 0.687, memory: 5811, loss_cls: 5.3022, loss: 5.3022, grad_norm: 6.6868 2020-10-25 04:30:27,441 - mmaction - INFO - Epoch [99][320/921] lr: 1.000e-04, eta: 0:33:40, time: 1.384, data_time: 0.779, memory: 5811, loss_cls: 5.3719, loss: 5.3719, grad_norm: 6.7204 2020-10-25 04:30:54,865 - mmaction - INFO - Epoch [99][340/921] lr: 1.000e-04, eta: 0:33:14, time: 1.370, data_time: 0.800, memory: 5811, loss_cls: 5.4777, loss: 5.4777, grad_norm: 6.8359 2020-10-25 04:31:21,885 - mmaction - INFO - Epoch [99][360/921] lr: 1.000e-04, eta: 0:32:47, time: 1.353, data_time: 0.789, memory: 5811, loss_cls: 5.5054, loss: 5.5054, grad_norm: 6.9622 2020-10-25 04:31:49,069 - mmaction - INFO - Epoch [99][380/921] lr: 1.000e-04, eta: 0:32:21, time: 1.359, data_time: 0.803, memory: 5811, loss_cls: 5.4007, loss: 5.4007, grad_norm: 6.8035 2020-10-25 04:32:16,253 - mmaction - INFO - Epoch [99][400/921] lr: 1.000e-04, eta: 0:31:54, time: 1.360, data_time: 0.813, memory: 5811, loss_cls: 5.2765, loss: 5.2765, grad_norm: 6.7914 2020-10-25 04:32:43,519 - mmaction - INFO - Epoch [99][420/921] lr: 1.000e-04, eta: 0:31:28, time: 1.367, data_time: 0.814, memory: 5811, loss_cls: 5.4575, loss: 5.4575, grad_norm: 6.8254 2020-10-25 04:33:10,771 - mmaction - INFO - Epoch [99][440/921] lr: 1.000e-04, eta: 0:31:01, time: 1.356, data_time: 0.822, memory: 5811, loss_cls: 5.4324, loss: 5.4324, grad_norm: 6.7744 2020-10-25 04:33:38,322 - mmaction - INFO - Epoch [99][460/921] lr: 1.000e-04, eta: 0:30:35, time: 1.378, data_time: 0.728, memory: 5811, loss_cls: 5.4307, loss: 5.4307, grad_norm: 6.8773 2020-10-25 04:34:05,754 - mmaction - INFO - Epoch [99][480/921] lr: 1.000e-04, eta: 0:30:08, time: 1.376, data_time: 0.539, memory: 5811, loss_cls: 5.4606, loss: 5.4606, grad_norm: 6.6837 2020-10-25 04:34:33,150 - mmaction - INFO - Epoch [99][500/921] lr: 1.000e-04, eta: 0:29:42, time: 1.363, data_time: 0.491, memory: 5811, loss_cls: 5.5445, loss: 5.5445, grad_norm: 6.9710 2020-10-25 04:35:00,416 - mmaction - INFO - Epoch [99][520/921] lr: 1.000e-04, eta: 0:29:15, time: 1.371, data_time: 0.273, memory: 5811, loss_cls: 5.3230, loss: 5.3230, grad_norm: 6.9518 2020-10-25 04:35:27,492 - mmaction - INFO - Epoch [99][540/921] lr: 1.000e-04, eta: 0:28:48, time: 1.349, data_time: 0.146, memory: 5811, loss_cls: 5.4376, loss: 5.4376, grad_norm: 6.8181 2020-10-25 04:35:54,270 - mmaction - INFO - Epoch [99][560/921] lr: 1.000e-04, eta: 0:28:22, time: 1.341, data_time: 0.086, memory: 5811, loss_cls: 5.5254, loss: 5.5254, grad_norm: 6.8082 2020-10-25 04:36:21,496 - mmaction - INFO - Epoch [99][580/921] lr: 1.000e-04, eta: 0:27:55, time: 1.364, data_time: 0.373, memory: 5811, loss_cls: 5.5247, loss: 5.5247, grad_norm: 6.8327 2020-10-25 04:36:48,857 - mmaction - INFO - Epoch [99][600/921] lr: 1.000e-04, eta: 0:27:29, time: 1.358, data_time: 0.160, memory: 5811, loss_cls: 5.4437, loss: 5.4437, grad_norm: 6.9281 2020-10-25 04:37:16,050 - mmaction - INFO - Epoch [99][620/921] lr: 1.000e-04, eta: 0:27:02, time: 1.368, data_time: 0.030, memory: 5811, loss_cls: 5.4427, loss: 5.4427, grad_norm: 6.8754 2020-10-25 04:37:42,485 - mmaction - INFO - Epoch [99][640/921] lr: 1.000e-04, eta: 0:26:36, time: 1.323, data_time: 0.005, memory: 5811, loss_cls: 5.3872, loss: 5.3872, grad_norm: 6.7110 2020-10-25 04:38:08,775 - mmaction - INFO - Epoch [99][660/921] lr: 1.000e-04, eta: 0:26:09, time: 1.308, data_time: 0.003, memory: 5811, loss_cls: 5.4679, loss: 5.4679, grad_norm: 6.7979 2020-10-25 04:38:34,377 - mmaction - INFO - Epoch [99][680/921] lr: 1.000e-04, eta: 0:25:43, time: 1.286, data_time: 0.012, memory: 5811, loss_cls: 5.3985, loss: 5.3985, grad_norm: 6.7479 2020-10-25 04:39:00,657 - mmaction - INFO - Epoch [99][700/921] lr: 1.000e-04, eta: 0:25:16, time: 1.308, data_time: 0.002, memory: 5811, loss_cls: 5.3487, loss: 5.3487, grad_norm: 6.8674 2020-10-25 04:39:26,665 - mmaction - INFO - Epoch [99][720/921] lr: 1.000e-04, eta: 0:24:49, time: 1.308, data_time: 0.009, memory: 5811, loss_cls: 5.3162, loss: 5.3162, grad_norm: 6.6463 2020-10-25 04:39:52,993 - mmaction - INFO - Epoch [99][740/921] lr: 1.000e-04, eta: 0:24:23, time: 1.312, data_time: 0.003, memory: 5811, loss_cls: 5.3712, loss: 5.3712, grad_norm: 6.7178 2020-10-25 04:40:18,944 - mmaction - INFO - Epoch [99][760/921] lr: 1.000e-04, eta: 0:23:56, time: 1.298, data_time: 0.007, memory: 5811, loss_cls: 5.5436, loss: 5.5436, grad_norm: 6.8586 2020-10-25 04:40:44,587 - mmaction - INFO - Epoch [99][780/921] lr: 1.000e-04, eta: 0:23:30, time: 1.282, data_time: 0.005, memory: 5811, loss_cls: 5.3859, loss: 5.3859, grad_norm: 6.6460 2020-10-25 04:41:11,312 - mmaction - INFO - Epoch [99][800/921] lr: 1.000e-04, eta: 0:23:03, time: 1.339, data_time: 0.005, memory: 5811, loss_cls: 5.5172, loss: 5.5172, grad_norm: 6.8738 2020-10-25 04:41:37,650 - mmaction - INFO - Epoch [99][820/921] lr: 1.000e-04, eta: 0:22:37, time: 1.315, data_time: 0.003, memory: 5811, loss_cls: 5.4260, loss: 5.4260, grad_norm: 7.0054 2020-10-25 04:42:04,440 - mmaction - INFO - Epoch [99][840/921] lr: 1.000e-04, eta: 0:22:10, time: 1.336, data_time: 0.007, memory: 5811, loss_cls: 5.3617, loss: 5.3617, grad_norm: 6.7534 2020-10-25 04:42:30,938 - mmaction - INFO - Epoch [99][860/921] lr: 1.000e-04, eta: 0:21:43, time: 1.329, data_time: 0.011, memory: 5811, loss_cls: 5.5804, loss: 5.5804, grad_norm: 7.0284 2020-10-25 04:42:57,981 - mmaction - INFO - Epoch [99][880/921] lr: 1.000e-04, eta: 0:21:17, time: 1.352, data_time: 0.004, memory: 5811, loss_cls: 5.4751, loss: 5.4751, grad_norm: 6.9459 2020-10-25 04:43:24,006 - mmaction - INFO - Epoch [99][900/921] lr: 1.000e-04, eta: 0:20:50, time: 1.304, data_time: 0.005, memory: 5811, loss_cls: 5.4943, loss: 5.4943, grad_norm: 6.7957 2020-10-25 04:43:49,129 - mmaction - INFO - Epoch [99][920/921] lr: 1.000e-04, eta: 0:20:24, time: 1.256, data_time: 0.004, memory: 5811, loss_cls: 5.7142, loss: 5.7142, grad_norm: 7.1177 2020-10-25 04:44:29,389 - mmaction - INFO - Epoch [100][20/921] lr: 1.000e-04, eta: 0:19:56, time: 1.943, data_time: 0.731, memory: 5811, loss_cls: 5.3097, loss: 5.3097, grad_norm: 6.6880 2020-10-25 04:44:57,310 - mmaction - INFO - Epoch [100][40/921] lr: 1.000e-04, eta: 0:19:29, time: 1.394, data_time: 0.007, memory: 5811, loss_cls: 5.4079, loss: 5.4079, grad_norm: 6.7287 2020-10-25 04:45:24,576 - mmaction - INFO - Epoch [100][60/921] lr: 1.000e-04, eta: 0:19:03, time: 1.367, data_time: 0.006, memory: 5811, loss_cls: 5.5310, loss: 5.5310, grad_norm: 6.8755 2020-10-25 04:45:51,798 - mmaction - INFO - Epoch [100][80/921] lr: 1.000e-04, eta: 0:18:36, time: 1.356, data_time: 0.002, memory: 5811, loss_cls: 5.4831, loss: 5.4831, grad_norm: 6.9092 2020-10-25 04:46:18,659 - mmaction - INFO - Epoch [100][100/921] lr: 1.000e-04, eta: 0:18:10, time: 1.345, data_time: 0.007, memory: 5811, loss_cls: 5.4259, loss: 5.4259, grad_norm: 6.8042 2020-10-25 04:46:45,463 - mmaction - INFO - Epoch [100][120/921] lr: 1.000e-04, eta: 0:17:43, time: 1.342, data_time: 0.003, memory: 5811, loss_cls: 5.4015, loss: 5.4015, grad_norm: 6.8805 2020-10-25 04:47:12,787 - mmaction - INFO - Epoch [100][140/921] lr: 1.000e-04, eta: 0:17:17, time: 1.365, data_time: 0.028, memory: 5811, loss_cls: 5.4128, loss: 5.4128, grad_norm: 6.9374 2020-10-25 04:47:40,318 - mmaction - INFO - Epoch [100][160/921] lr: 1.000e-04, eta: 0:16:50, time: 1.377, data_time: 0.337, memory: 5811, loss_cls: 5.3334, loss: 5.3334, grad_norm: 6.7540 2020-10-25 04:48:06,400 - mmaction - INFO - Epoch [100][180/921] lr: 1.000e-04, eta: 0:16:24, time: 1.304, data_time: 0.452, memory: 5811, loss_cls: 5.4591, loss: 5.4591, grad_norm: 6.7567 2020-10-25 04:48:33,106 - mmaction - INFO - Epoch [100][200/921] lr: 1.000e-04, eta: 0:15:57, time: 1.328, data_time: 0.485, memory: 5811, loss_cls: 5.5343, loss: 5.5343, grad_norm: 6.9720 2020-10-25 04:48:59,210 - mmaction - INFO - Epoch [100][220/921] lr: 1.000e-04, eta: 0:15:30, time: 1.312, data_time: 0.321, memory: 5811, loss_cls: 5.2926, loss: 5.2926, grad_norm: 6.6672 2020-10-25 04:49:25,637 - mmaction - INFO - Epoch [100][240/921] lr: 1.000e-04, eta: 0:15:04, time: 1.322, data_time: 0.539, memory: 5811, loss_cls: 5.3164, loss: 5.3164, grad_norm: 6.7862 2020-10-25 04:49:52,449 - mmaction - INFO - Epoch [100][260/921] lr: 1.000e-04, eta: 0:14:37, time: 1.339, data_time: 0.460, memory: 5811, loss_cls: 5.5015, loss: 5.5015, grad_norm: 6.7729 2020-10-25 04:50:19,047 - mmaction - INFO - Epoch [100][280/921] lr: 1.000e-04, eta: 0:14:11, time: 1.326, data_time: 0.084, memory: 5811, loss_cls: 5.5513, loss: 5.5513, grad_norm: 7.0042 2020-10-25 04:50:46,349 - mmaction - INFO - Epoch [100][300/921] lr: 1.000e-04, eta: 0:13:44, time: 1.367, data_time: 0.129, memory: 5811, loss_cls: 5.3191, loss: 5.3191, grad_norm: 6.6758 2020-10-25 04:51:13,023 - mmaction - INFO - Epoch [100][320/921] lr: 1.000e-04, eta: 0:13:18, time: 1.337, data_time: 0.015, memory: 5811, loss_cls: 5.4851, loss: 5.4851, grad_norm: 6.8895 2020-10-25 04:51:39,718 - mmaction - INFO - Epoch [100][340/921] lr: 1.000e-04, eta: 0:12:51, time: 1.332, data_time: 0.002, memory: 5811, loss_cls: 5.4490, loss: 5.4490, grad_norm: 6.8458 2020-10-25 04:52:05,761 - mmaction - INFO - Epoch [100][360/921] lr: 1.000e-04, eta: 0:12:25, time: 1.303, data_time: 0.007, memory: 5811, loss_cls: 5.5061, loss: 5.5061, grad_norm: 6.9099 2020-10-25 04:52:32,090 - mmaction - INFO - Epoch [100][380/921] lr: 1.000e-04, eta: 0:11:58, time: 1.312, data_time: 0.004, memory: 5811, loss_cls: 5.3729, loss: 5.3729, grad_norm: 6.7587 2020-10-25 04:52:58,205 - mmaction - INFO - Epoch [100][400/921] lr: 1.000e-04, eta: 0:11:31, time: 1.297, data_time: 0.007, memory: 5811, loss_cls: 5.4083, loss: 5.4083, grad_norm: 6.7952 2020-10-25 04:53:24,398 - mmaction - INFO - Epoch [100][420/921] lr: 1.000e-04, eta: 0:11:05, time: 1.321, data_time: 0.021, memory: 5811, loss_cls: 5.3879, loss: 5.3879, grad_norm: 6.7959 2020-10-25 04:53:50,470 - mmaction - INFO - Epoch [100][440/921] lr: 1.000e-04, eta: 0:10:38, time: 1.307, data_time: 0.006, memory: 5811, loss_cls: 5.4626, loss: 5.4626, grad_norm: 6.9665 2020-10-25 04:54:16,863 - mmaction - INFO - Epoch [100][460/921] lr: 1.000e-04, eta: 0:10:12, time: 1.317, data_time: 0.003, memory: 5811, loss_cls: 5.4160, loss: 5.4160, grad_norm: 6.8083 2020-10-25 04:54:43,087 - mmaction - INFO - Epoch [100][480/921] lr: 1.000e-04, eta: 0:09:45, time: 1.309, data_time: 0.008, memory: 5811, loss_cls: 5.5081, loss: 5.5081, grad_norm: 7.0105 2020-10-25 04:55:09,280 - mmaction - INFO - Epoch [100][500/921] lr: 1.000e-04, eta: 0:09:19, time: 1.306, data_time: 0.007, memory: 5811, loss_cls: 5.3267, loss: 5.3267, grad_norm: 6.8472 2020-10-25 04:55:35,430 - mmaction - INFO - Epoch [100][520/921] lr: 1.000e-04, eta: 0:08:52, time: 1.314, data_time: 0.013, memory: 5811, loss_cls: 5.4627, loss: 5.4627, grad_norm: 6.8625 2020-10-25 04:56:02,069 - mmaction - INFO - Epoch [100][540/921] lr: 1.000e-04, eta: 0:08:25, time: 1.334, data_time: 0.004, memory: 5811, loss_cls: 5.4391, loss: 5.4391, grad_norm: 6.8777 2020-10-25 04:56:28,315 - mmaction - INFO - Epoch [100][560/921] lr: 1.000e-04, eta: 0:07:59, time: 1.309, data_time: 0.005, memory: 5811, loss_cls: 5.3622, loss: 5.3622, grad_norm: 6.6902 2020-10-25 04:56:54,231 - mmaction - INFO - Epoch [100][580/921] lr: 1.000e-04, eta: 0:07:32, time: 1.297, data_time: 0.008, memory: 5811, loss_cls: 5.3860, loss: 5.3860, grad_norm: 6.9486 2020-10-25 04:57:20,597 - mmaction - INFO - Epoch [100][600/921] lr: 1.000e-04, eta: 0:07:06, time: 1.321, data_time: 0.005, memory: 5811, loss_cls: 5.4217, loss: 5.4217, grad_norm: 6.9224 2020-10-25 04:57:47,530 - mmaction - INFO - Epoch [100][620/921] lr: 1.000e-04, eta: 0:06:39, time: 1.343, data_time: 0.001, memory: 5811, loss_cls: 5.4177, loss: 5.4177, grad_norm: 6.9265 2020-10-25 04:58:13,183 - mmaction - INFO - Epoch [100][640/921] lr: 1.000e-04, eta: 0:06:13, time: 1.287, data_time: 0.014, memory: 5811, loss_cls: 5.3468, loss: 5.3468, grad_norm: 6.8251 2020-10-25 04:58:39,366 - mmaction - INFO - Epoch [100][660/921] lr: 1.000e-04, eta: 0:05:46, time: 1.302, data_time: 0.003, memory: 5811, loss_cls: 5.5716, loss: 5.5716, grad_norm: 6.9349 2020-10-25 04:59:05,914 - mmaction - INFO - Epoch [100][680/921] lr: 1.000e-04, eta: 0:05:20, time: 1.332, data_time: 0.008, memory: 5811, loss_cls: 5.5578, loss: 5.5578, grad_norm: 6.8406 2020-10-25 04:59:32,044 - mmaction - INFO - Epoch [100][700/921] lr: 1.000e-04, eta: 0:04:53, time: 1.306, data_time: 0.004, memory: 5811, loss_cls: 5.4798, loss: 5.4798, grad_norm: 6.8875 2020-10-25 04:59:57,955 - mmaction - INFO - Epoch [100][720/921] lr: 1.000e-04, eta: 0:04:26, time: 1.290, data_time: 0.005, memory: 5811, loss_cls: 5.3773, loss: 5.3773, grad_norm: 6.8028 2020-10-25 05:00:23,720 - mmaction - INFO - Epoch [100][740/921] lr: 1.000e-04, eta: 0:04:00, time: 1.291, data_time: 0.010, memory: 5811, loss_cls: 5.3952, loss: 5.3952, grad_norm: 6.9023 2020-10-25 05:00:49,962 - mmaction - INFO - Epoch [100][760/921] lr: 1.000e-04, eta: 0:03:33, time: 1.316, data_time: 0.009, memory: 5811, loss_cls: 5.3057, loss: 5.3057, grad_norm: 6.7595 2020-10-25 05:01:16,301 - mmaction - INFO - Epoch [100][780/921] lr: 1.000e-04, eta: 0:03:07, time: 1.309, data_time: 0.005, memory: 5811, loss_cls: 5.5165, loss: 5.5165, grad_norm: 6.9220 2020-10-25 05:01:42,856 - mmaction - INFO - Epoch [100][800/921] lr: 1.000e-04, eta: 0:02:40, time: 1.329, data_time: 0.012, memory: 5811, loss_cls: 5.4120, loss: 5.4120, grad_norm: 6.9699 2020-10-25 05:02:08,971 - mmaction - INFO - Epoch [100][820/921] lr: 1.000e-04, eta: 0:02:14, time: 1.304, data_time: 0.011, memory: 5811, loss_cls: 5.3004, loss: 5.3004, grad_norm: 6.7832 2020-10-25 05:02:35,136 - mmaction - INFO - Epoch [100][840/921] lr: 1.000e-04, eta: 0:01:47, time: 1.318, data_time: 0.011, memory: 5811, loss_cls: 5.2479, loss: 5.2479, grad_norm: 6.6536 2020-10-25 05:03:01,073 - mmaction - INFO - Epoch [100][860/921] lr: 1.000e-04, eta: 0:01:21, time: 1.297, data_time: 0.003, memory: 5811, loss_cls: 5.4302, loss: 5.4302, grad_norm: 6.9908 2020-10-25 05:03:27,737 - mmaction - INFO - Epoch [100][880/921] lr: 1.000e-04, eta: 0:00:54, time: 1.333, data_time: 0.003, memory: 5811, loss_cls: 5.4058, loss: 5.4058, grad_norm: 6.8154 2020-10-25 05:03:53,301 - mmaction - INFO - Epoch [100][900/921] lr: 1.000e-04, eta: 0:00:27, time: 1.276, data_time: 0.002, memory: 5811, loss_cls: 5.3938, loss: 5.3938, grad_norm: 6.9525 2020-10-25 05:04:17,670 - mmaction - INFO - Epoch [100][920/921] lr: 1.000e-04, eta: 0:00:01, time: 1.221, data_time: 0.008, memory: 5811, loss_cls: 5.4781, loss: 5.4781, grad_norm: 7.0020 2020-10-25 05:04:18,900 - mmaction - INFO - Saving checkpoint at 100 epochs 2020-10-25 05:05:48,397 - mmaction - INFO - Evaluating mean_average_precision... 2020-10-25 05:05:49,010 - mmaction - INFO - mean_average_precision 0.5425 2020-10-25 05:05:49,020 - mmaction - INFO - Epoch(val) [100][921] mean_average_precision: 0.5425