2020-10-23 10:54:53,481 - 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 4.8.5-16) 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 10:54:53,488 - mmaction - INFO - Distributed training: True 2020-10-23 10:54:53,489 - mmaction - INFO - Config: /mnt/lustre/duanhaodong1/mmaction2_hvu/configs/hvu/tsn_event_333x.py # model settings category_nums = dict( action=729, attribute=117, concept=291, event=69, object=1679, scene=248) target_cate='event' 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 = None workflow = [('train', 5)] 2020-10-23 10:54:54,306 - mmaction - INFO - These parameters in pretrained checkpoint are not loaded: {'fc.weight', 'fc.bias'} 2020-10-23 10:55:03,022 - mmaction - INFO - Start running, host: duanhaodong1@SH-IDC2-172-20-21-41, work_dir: /mnt/lustre/duanhaodong1/mmaction2_hvu/work_dirs/hvu/tsn_event_333x 2020-10-23 10:55:03,022 - mmaction - INFO - workflow: [('train', 5)], max: 100 epochs 2020-10-23 10:56:00,702 - mmaction - INFO - Epoch [1][20/603] lr: 1.000e-02, eta: 2 days, 0:14:11, time: 2.881, data_time: 1.567, memory: 5811, loss_cls: 44.8214, loss: 44.8214, grad_norm: 65.5625 2020-10-23 10:56:47,351 - mmaction - INFO - Epoch [1][40/603] lr: 1.000e-02, eta: 1 day, 19:38:41, time: 2.334, data_time: 0.509, memory: 5811, loss_cls: 25.6364, loss: 25.6364, grad_norm: 35.9026 2020-10-23 10:57:30,850 - mmaction - INFO - Epoch [1][60/603] lr: 1.000e-02, eta: 1 day, 17:12:46, time: 2.174, data_time: 0.174, memory: 5811, loss_cls: 24.7001, loss: 24.7001, grad_norm: 22.6229 2020-10-23 10:58:14,336 - mmaction - INFO - Epoch [1][80/603] lr: 1.000e-02, eta: 1 day, 15:58:59, time: 2.172, data_time: 0.208, memory: 5811, loss_cls: 22.6404, loss: 22.6404, grad_norm: 21.0351 2020-10-23 10:58:58,451 - mmaction - INFO - Epoch [1][100/603] lr: 1.000e-02, eta: 1 day, 15:21:54, time: 2.209, data_time: 0.056, memory: 5811, loss_cls: 22.2415, loss: 22.2415, grad_norm: 19.6950 2020-10-23 10:59:46,044 - mmaction - INFO - Epoch [1][120/603] lr: 1.000e-02, eta: 1 day, 15:25:22, time: 2.380, data_time: 0.157, memory: 5811, loss_cls: 20.8760, loss: 20.8760, grad_norm: 13.2824 2020-10-23 11:00:30,108 - mmaction - INFO - Epoch [1][140/603] lr: 1.000e-02, eta: 1 day, 15:02:18, time: 2.203, data_time: 0.023, memory: 5811, loss_cls: 20.5890, loss: 20.5890, grad_norm: 16.0031 2020-10-23 11:01:14,103 - mmaction - INFO - Epoch [1][160/603] lr: 1.000e-02, eta: 1 day, 14:44:25, time: 2.200, data_time: 0.002, memory: 5811, loss_cls: 19.6649, loss: 19.6649, grad_norm: 14.6752 2020-10-23 11:02:02,474 - mmaction - INFO - Epoch [1][180/603] lr: 1.000e-02, eta: 1 day, 14:54:41, time: 2.418, data_time: 0.002, memory: 5811, loss_cls: 19.3572, loss: 19.3572, grad_norm: 10.8403 2020-10-23 11:02:51,692 - mmaction - INFO - Epoch [1][200/603] lr: 1.000e-02, eta: 1 day, 15:06:56, time: 2.460, data_time: 0.002, memory: 5811, loss_cls: 18.5971, loss: 18.5971, grad_norm: 10.3400 2020-10-23 11:03:37,818 - mmaction - INFO - Epoch [1][220/603] lr: 1.000e-02, eta: 1 day, 15:02:58, time: 2.308, data_time: 0.002, memory: 5811, loss_cls: 17.4932, loss: 17.4932, grad_norm: 10.2941 2020-10-23 11:04:28,628 - mmaction - INFO - Epoch [1][240/603] lr: 1.000e-02, eta: 1 day, 15:18:35, time: 2.536, data_time: 0.085, memory: 5811, loss_cls: 17.3787, loss: 17.3787, grad_norm: 10.6582 2020-10-23 11:05:18,008 - mmaction - INFO - Epoch [1][260/603] lr: 1.000e-02, eta: 1 day, 15:26:45, time: 2.472, data_time: 0.050, memory: 5811, loss_cls: 17.1215, loss: 17.1215, grad_norm: 10.5742 2020-10-23 11:06:04,485 - mmaction - INFO - Epoch [1][280/603] lr: 1.000e-02, eta: 1 day, 15:22:47, time: 2.321, data_time: 0.038, memory: 5811, loss_cls: 16.8713, loss: 16.8713, grad_norm: 10.6897 2020-10-23 11:06:51,591 - mmaction - INFO - Epoch [1][300/603] lr: 1.000e-02, eta: 1 day, 15:21:45, time: 2.358, data_time: 0.822, memory: 5811, loss_cls: 16.8387, loss: 16.8387, grad_norm: 10.2228 2020-10-23 11:07:39,863 - mmaction - INFO - Epoch [1][320/603] lr: 1.000e-02, eta: 1 day, 15:24:13, time: 2.414, data_time: 1.092, memory: 5811, loss_cls: 16.4824, loss: 16.4824, grad_norm: 10.5959 2020-10-23 11:08:24,843 - mmaction - INFO - Epoch [1][340/603] lr: 1.000e-02, eta: 1 day, 15:16:29, time: 2.247, data_time: 0.065, memory: 5811, loss_cls: 15.9539, loss: 15.9539, grad_norm: 10.2974 2020-10-23 11:09:11,101 - mmaction - INFO - Epoch [1][360/603] lr: 1.000e-02, eta: 1 day, 15:13:18, time: 2.315, data_time: 0.554, memory: 5811, loss_cls: 15.6040, loss: 15.6040, grad_norm: 10.4921 2020-10-23 11:09:59,310 - mmaction - INFO - Epoch [1][380/603] lr: 1.000e-02, eta: 1 day, 15:15:20, time: 2.409, data_time: 1.471, memory: 5811, loss_cls: 15.5218, loss: 15.5218, grad_norm: 10.3766 2020-10-23 11:10:42,914 - mmaction - INFO - Epoch [1][400/603] lr: 1.000e-02, eta: 1 day, 15:05:42, time: 2.181, data_time: 1.611, memory: 5811, loss_cls: 15.7406, loss: 15.7406, grad_norm: 10.9427 2020-10-23 11:11:25,339 - mmaction - INFO - Epoch [1][420/603] lr: 1.000e-02, eta: 1 day, 14:54:04, time: 2.121, data_time: 1.436, memory: 5811, loss_cls: 15.7869, loss: 15.7869, grad_norm: 10.2339 2020-10-23 11:12:13,637 - mmaction - INFO - Epoch [1][440/603] lr: 1.000e-02, eta: 1 day, 14:56:45, time: 2.415, data_time: 0.650, memory: 5811, loss_cls: 15.4210, loss: 15.4210, grad_norm: 10.3632 2020-10-23 11:12:57,787 - mmaction - INFO - Epoch [1][460/603] lr: 1.000e-02, eta: 1 day, 14:50:08, time: 2.207, data_time: 0.108, memory: 5811, loss_cls: 15.2258, loss: 15.2258, grad_norm: 10.7701 2020-10-23 11:13:42,759 - mmaction - INFO - Epoch [1][480/603] lr: 1.000e-02, eta: 1 day, 14:45:39, time: 2.247, data_time: 0.001, memory: 5811, loss_cls: 15.0290, loss: 15.0290, grad_norm: 10.0380 2020-10-23 11:14:24,470 - mmaction - INFO - Epoch [1][500/603] lr: 1.000e-02, eta: 1 day, 14:35:04, time: 2.087, data_time: 0.002, memory: 5811, loss_cls: 15.3303, loss: 15.3303, grad_norm: 10.3347 2020-10-23 11:15:04,440 - mmaction - INFO - Epoch [1][520/603] lr: 1.000e-02, eta: 1 day, 14:21:46, time: 1.996, data_time: 0.001, memory: 5811, loss_cls: 14.9166, loss: 14.9166, grad_norm: 10.3381 2020-10-23 11:15:47,183 - mmaction - INFO - Epoch [1][540/603] lr: 1.000e-02, eta: 1 day, 14:14:41, time: 2.139, data_time: 0.004, memory: 5811, loss_cls: 14.8860, loss: 14.8860, grad_norm: 9.9622 2020-10-23 11:16:29,274 - mmaction - INFO - Epoch [1][560/603] lr: 1.000e-02, eta: 1 day, 14:06:51, time: 2.105, data_time: 0.002, memory: 5811, loss_cls: 14.5133, loss: 14.5133, grad_norm: 9.7977 2020-10-23 11:17:10,780 - mmaction - INFO - Epoch [1][580/603] lr: 1.000e-02, eta: 1 day, 13:58:29, time: 2.075, data_time: 0.010, memory: 5811, loss_cls: 14.6311, loss: 14.6311, grad_norm: 10.2849 2020-10-23 11:17:53,507 - mmaction - INFO - Epoch [1][600/603] lr: 1.000e-02, eta: 1 day, 13:52:36, time: 2.135, data_time: 0.002, memory: 5811, loss_cls: 14.8750, loss: 14.8750, grad_norm: 9.9462 2020-10-23 11:18:51,670 - mmaction - INFO - Epoch [2][20/603] lr: 1.000e-02, eta: 1 day, 13:51:10, time: 2.609, data_time: 1.440, memory: 5811, loss_cls: 14.0831, loss: 14.0831, grad_norm: 9.8819 2020-10-23 11:19:30,159 - mmaction - INFO - Epoch [2][40/603] lr: 1.000e-02, eta: 1 day, 13:39:18, time: 1.924, data_time: 0.106, memory: 5811, loss_cls: 14.0577, loss: 14.0577, grad_norm: 10.0872 2020-10-23 11:20:07,042 - mmaction - INFO - Epoch [2][60/603] lr: 1.000e-02, eta: 1 day, 13:25:43, time: 1.845, data_time: 0.034, memory: 5811, loss_cls: 14.0763, loss: 14.0763, grad_norm: 10.0312 2020-10-23 11:20:45,497 - mmaction - INFO - Epoch [2][80/603] lr: 1.000e-02, eta: 1 day, 13:15:10, time: 1.923, data_time: 0.047, memory: 5811, loss_cls: 14.2463, loss: 14.2463, grad_norm: 10.0423 2020-10-23 11:21:22,341 - mmaction - INFO - Epoch [2][100/603] lr: 1.000e-02, eta: 1 day, 13:02:52, time: 1.841, data_time: 0.218, memory: 5811, loss_cls: 13.9475, loss: 13.9475, grad_norm: 9.8170 2020-10-23 11:22:00,722 - mmaction - INFO - Epoch [2][120/603] lr: 1.000e-02, eta: 1 day, 12:53:24, time: 1.920, data_time: 0.241, memory: 5811, loss_cls: 14.2281, loss: 14.2281, grad_norm: 10.3916 2020-10-23 11:22:38,918 - mmaction - INFO - Epoch [2][140/603] lr: 1.000e-02, eta: 1 day, 12:44:07, time: 1.910, data_time: 0.001, memory: 5811, loss_cls: 14.0538, loss: 14.0538, grad_norm: 9.9292 2020-10-23 11:23:16,791 - mmaction - INFO - Epoch [2][160/603] lr: 1.000e-02, eta: 1 day, 12:34:52, time: 1.893, data_time: 0.002, memory: 5811, loss_cls: 14.3266, loss: 14.3266, grad_norm: 10.1571 2020-10-23 11:23:52,548 - mmaction - INFO - Epoch [2][180/603] lr: 1.000e-02, eta: 1 day, 12:23:23, time: 1.788, data_time: 0.001, memory: 5811, loss_cls: 13.7838, loss: 13.7838, grad_norm: 9.7913 2020-10-23 11:24:27,814 - mmaction - INFO - Epoch [2][200/603] lr: 1.000e-02, eta: 1 day, 12:11:49, time: 1.762, data_time: 0.060, memory: 5811, loss_cls: 13.8326, loss: 13.8326, grad_norm: 10.1671 2020-10-23 11:25:02,486 - mmaction - INFO - Epoch [2][220/603] lr: 1.000e-02, eta: 1 day, 12:00:02, time: 1.731, data_time: 0.014, memory: 5811, loss_cls: 14.0455, loss: 14.0455, grad_norm: 10.0355 2020-10-23 11:25:41,122 - mmaction - INFO - Epoch [2][240/603] lr: 1.000e-02, eta: 1 day, 11:53:34, time: 1.935, data_time: 0.005, memory: 5811, loss_cls: 13.5510, loss: 13.5510, grad_norm: 11.2134 2020-10-23 11:26:13,434 - mmaction - INFO - Epoch [2][260/603] lr: 1.000e-02, eta: 1 day, 11:40:03, time: 1.616, data_time: 0.015, memory: 5811, loss_cls: 14.1874, loss: 14.1874, grad_norm: 10.2871 2020-10-23 11:26:48,975 - mmaction - INFO - Epoch [2][280/603] lr: 1.000e-02, eta: 1 day, 11:30:39, time: 1.774, data_time: 0.090, memory: 5811, loss_cls: 14.0399, loss: 14.0399, grad_norm: 9.8125 2020-10-23 11:27:24,818 - mmaction - INFO - Epoch [2][300/603] lr: 1.000e-02, eta: 1 day, 11:22:07, time: 1.795, data_time: 0.005, memory: 5811, loss_cls: 13.6665, loss: 13.6665, grad_norm: 9.7199 2020-10-23 11:28:00,697 - mmaction - INFO - Epoch [2][320/603] lr: 1.000e-02, eta: 1 day, 11:13:55, time: 1.794, data_time: 0.002, memory: 5811, loss_cls: 14.2083, loss: 14.2083, grad_norm: 9.8696 2020-10-23 11:28:37,641 - mmaction - INFO - Epoch [2][340/603] lr: 1.000e-02, eta: 1 day, 11:07:08, time: 1.847, data_time: 0.001, memory: 5811, loss_cls: 13.6094, loss: 13.6094, grad_norm: 9.7076 2020-10-23 11:29:13,319 - mmaction - INFO - Epoch [2][360/603] lr: 1.000e-02, eta: 1 day, 10:59:19, time: 1.784, data_time: 0.001, memory: 5811, loss_cls: 13.8366, loss: 13.8366, grad_norm: 9.9000 2020-10-23 11:29:49,186 - mmaction - INFO - Epoch [2][380/603] lr: 1.000e-02, eta: 1 day, 10:51:56, time: 1.790, data_time: 0.001, memory: 5811, loss_cls: 13.8948, loss: 13.8948, grad_norm: 10.0026 2020-10-23 11:30:25,898 - mmaction - INFO - Epoch [2][400/603] lr: 1.000e-02, eta: 1 day, 10:45:45, time: 1.838, data_time: 0.004, memory: 5811, loss_cls: 13.4523, loss: 13.4523, grad_norm: 9.4047 2020-10-23 11:31:01,101 - mmaction - INFO - Epoch [2][420/603] lr: 1.000e-02, eta: 1 day, 10:38:17, time: 1.761, data_time: 0.018, memory: 5811, loss_cls: 13.3135, loss: 13.3135, grad_norm: 9.3294 2020-10-23 11:31:38,527 - mmaction - INFO - Epoch [2][440/603] lr: 1.000e-02, eta: 1 day, 10:33:10, time: 1.870, data_time: 0.137, memory: 5811, loss_cls: 13.8530, loss: 13.8530, grad_norm: 10.5254 2020-10-23 11:32:13,847 - mmaction - INFO - Epoch [2][460/603] lr: 1.000e-02, eta: 1 day, 10:26:18, time: 1.767, data_time: 0.216, memory: 5811, loss_cls: 13.6635, loss: 13.6635, grad_norm: 9.4610 2020-10-23 11:32:48,861 - mmaction - INFO - Epoch [2][480/603] lr: 1.000e-02, eta: 1 day, 10:19:22, time: 1.751, data_time: 0.262, memory: 5811, loss_cls: 13.6132, loss: 13.6132, grad_norm: 9.3262 2020-10-23 11:33:25,390 - mmaction - INFO - Epoch [2][500/603] lr: 1.000e-02, eta: 1 day, 10:13:57, time: 1.823, data_time: 0.141, memory: 5811, loss_cls: 13.5932, loss: 13.5932, grad_norm: 9.5934 2020-10-23 11:34:01,683 - mmaction - INFO - Epoch [2][520/603] lr: 1.000e-02, eta: 1 day, 10:08:36, time: 1.817, data_time: 0.008, memory: 5811, loss_cls: 13.2985, loss: 13.2985, grad_norm: 9.6905 2020-10-23 11:34:36,959 - mmaction - INFO - Epoch [2][540/603] lr: 1.000e-02, eta: 1 day, 10:02:31, time: 1.765, data_time: 0.002, memory: 5811, loss_cls: 13.0031, loss: 13.0031, grad_norm: 9.2992 2020-10-23 11:35:12,226 - mmaction - INFO - Epoch [2][560/603] lr: 1.000e-02, eta: 1 day, 9:56:36, time: 1.763, data_time: 0.257, memory: 5811, loss_cls: 13.1260, loss: 13.1260, grad_norm: 9.2602 2020-10-23 11:35:50,699 - mmaction - INFO - Epoch [2][580/603] lr: 1.000e-02, eta: 1 day, 9:53:32, time: 1.924, data_time: 0.764, memory: 5811, loss_cls: 13.0135, loss: 13.0135, grad_norm: 9.3199 2020-10-23 11:36:26,673 - mmaction - INFO - Epoch [2][600/603] lr: 1.000e-02, eta: 1 day, 9:48:31, time: 1.799, data_time: 0.080, memory: 5811, loss_cls: 13.0979, loss: 13.0979, grad_norm: 9.5619 2020-10-23 11:37:14,217 - mmaction - INFO - Epoch [3][20/603] lr: 1.000e-02, eta: 1 day, 9:44:04, time: 2.140, data_time: 0.857, memory: 5811, loss_cls: 13.0183, loss: 13.0183, grad_norm: 9.3330 2020-10-23 11:37:48,718 - mmaction - INFO - Epoch [3][40/603] lr: 1.000e-02, eta: 1 day, 9:38:09, time: 1.725, data_time: 0.256, memory: 5811, loss_cls: 13.2453, loss: 13.2453, grad_norm: 10.2213 2020-10-23 11:38:23,638 - mmaction - INFO - Epoch [3][60/603] lr: 1.000e-02, eta: 1 day, 9:32:43, time: 1.745, data_time: 0.664, memory: 5811, loss_cls: 13.2867, loss: 13.2867, grad_norm: 9.4219 2020-10-23 11:38:57,056 - mmaction - INFO - Epoch [3][80/603] lr: 1.000e-02, eta: 1 day, 9:26:19, time: 1.672, data_time: 0.489, memory: 5811, loss_cls: 12.9306, loss: 12.9306, grad_norm: 9.5129 2020-10-23 11:39:30,716 - mmaction - INFO - Epoch [3][100/603] lr: 1.000e-02, eta: 1 day, 9:20:16, time: 1.682, data_time: 0.049, memory: 5811, loss_cls: 13.0611, loss: 13.0611, grad_norm: 9.3795 2020-10-23 11:40:05,288 - mmaction - INFO - Epoch [3][120/603] lr: 1.000e-02, eta: 1 day, 9:15:03, time: 1.729, data_time: 0.361, memory: 5811, loss_cls: 13.1550, loss: 13.1550, grad_norm: 9.4388 2020-10-23 11:40:38,546 - mmaction - INFO - Epoch [3][140/603] lr: 1.000e-02, eta: 1 day, 9:09:01, time: 1.663, data_time: 0.082, memory: 5811, loss_cls: 12.6867, loss: 12.6867, grad_norm: 9.5404 2020-10-23 11:41:11,955 - mmaction - INFO - Epoch [3][160/603] lr: 1.000e-02, eta: 1 day, 9:03:15, time: 1.670, data_time: 0.001, memory: 5811, loss_cls: 12.9695, loss: 12.9695, grad_norm: 9.3135 2020-10-23 11:41:45,333 - mmaction - INFO - Epoch [3][180/603] lr: 1.000e-02, eta: 1 day, 8:57:35, time: 1.667, data_time: 0.010, memory: 5811, loss_cls: 13.0805, loss: 13.0805, grad_norm: 9.4340 2020-10-23 11:42:17,984 - mmaction - INFO - Epoch [3][200/603] lr: 1.000e-02, eta: 1 day, 8:51:36, time: 1.633, data_time: 0.003, memory: 5811, loss_cls: 13.2848, loss: 13.2848, grad_norm: 9.2305 2020-10-23 11:42:51,130 - mmaction - INFO - Epoch [3][220/603] lr: 1.000e-02, eta: 1 day, 8:46:07, time: 1.658, data_time: 0.004, memory: 5811, loss_cls: 12.6844, loss: 12.6844, grad_norm: 9.3381 2020-10-23 11:43:23,514 - mmaction - INFO - Epoch [3][240/603] lr: 1.000e-02, eta: 1 day, 8:40:14, time: 1.619, data_time: 0.001, memory: 5811, loss_cls: 12.8363, loss: 12.8363, grad_norm: 9.0739 2020-10-23 11:43:55,053 - mmaction - INFO - Epoch [3][260/603] lr: 1.000e-02, eta: 1 day, 8:33:56, time: 1.577, data_time: 0.001, memory: 5811, loss_cls: 12.7483, loss: 12.7483, grad_norm: 8.9860 2020-10-23 11:44:26,355 - mmaction - INFO - Epoch [3][280/603] lr: 1.000e-02, eta: 1 day, 8:27:37, time: 1.565, data_time: 0.000, memory: 5811, loss_cls: 13.0043, loss: 13.0043, grad_norm: 8.9740 2020-10-23 11:44:57,248 - mmaction - INFO - Epoch [3][300/603] lr: 1.000e-02, eta: 1 day, 8:21:12, time: 1.545, data_time: 0.002, memory: 5811, loss_cls: 12.9519, loss: 12.9519, grad_norm: 8.9407 2020-10-23 11:45:29,721 - mmaction - INFO - Epoch [3][320/603] lr: 1.000e-02, eta: 1 day, 8:15:57, time: 1.623, data_time: 0.002, memory: 5811, loss_cls: 12.6869, loss: 12.6869, grad_norm: 9.0910 2020-10-23 11:46:00,980 - mmaction - INFO - Epoch [3][340/603] lr: 1.000e-02, eta: 1 day, 8:10:04, time: 1.564, data_time: 0.002, memory: 5811, loss_cls: 12.9026, loss: 12.9026, grad_norm: 9.0711 2020-10-23 11:46:30,403 - mmaction - INFO - Epoch [3][360/603] lr: 1.000e-02, eta: 1 day, 8:03:09, time: 1.471, data_time: 0.001, memory: 5811, loss_cls: 12.6321, loss: 12.6321, grad_norm: 9.0459 2020-10-23 11:47:01,775 - mmaction - INFO - Epoch [3][380/603] lr: 1.000e-02, eta: 1 day, 7:57:36, time: 1.568, data_time: 0.031, memory: 5811, loss_cls: 12.8389, loss: 12.8389, grad_norm: 9.2353 2020-10-23 11:47:33,474 - mmaction - INFO - Epoch [3][400/603] lr: 1.000e-02, eta: 1 day, 7:52:23, time: 1.585, data_time: 0.750, memory: 5811, loss_cls: 12.6735, loss: 12.6735, grad_norm: 9.0458 2020-10-23 11:48:05,778 - mmaction - INFO - Epoch [3][420/603] lr: 1.000e-02, eta: 1 day, 7:47:39, time: 1.615, data_time: 0.701, memory: 5811, loss_cls: 12.5848, loss: 12.5848, grad_norm: 9.2122 2020-10-23 11:48:37,527 - mmaction - INFO - Epoch [3][440/603] lr: 1.000e-02, eta: 1 day, 7:42:39, time: 1.586, data_time: 0.186, memory: 5811, loss_cls: 12.7548, loss: 12.7548, grad_norm: 8.9963 2020-10-23 11:49:08,946 - mmaction - INFO - Epoch [3][460/603] lr: 1.000e-02, eta: 1 day, 7:37:38, time: 1.574, data_time: 0.788, memory: 5811, loss_cls: 12.6901, loss: 12.6901, grad_norm: 8.9287 2020-10-23 11:49:39,359 - mmaction - INFO - Epoch [3][480/603] lr: 1.000e-02, eta: 1 day, 7:32:05, time: 1.518, data_time: 0.537, memory: 5811, loss_cls: 12.4863, loss: 12.4863, grad_norm: 9.0153 2020-10-23 11:50:10,904 - mmaction - INFO - Epoch [3][500/603] lr: 1.000e-02, eta: 1 day, 7:27:19, time: 1.576, data_time: 0.541, memory: 5811, loss_cls: 12.6003, loss: 12.6003, grad_norm: 9.2306 2020-10-23 11:50:41,236 - mmaction - INFO - Epoch [3][520/603] lr: 1.000e-02, eta: 1 day, 7:22:00, time: 1.520, data_time: 0.627, memory: 5811, loss_cls: 12.7062, loss: 12.7062, grad_norm: 8.9879 2020-10-23 11:51:12,327 - mmaction - INFO - Epoch [3][540/603] lr: 1.000e-02, eta: 1 day, 7:17:10, time: 1.554, data_time: 0.962, memory: 5811, loss_cls: 12.5320, loss: 12.5320, grad_norm: 8.9187 2020-10-23 11:51:41,970 - mmaction - INFO - Epoch [3][560/603] lr: 1.000e-02, eta: 1 day, 7:11:40, time: 1.483, data_time: 0.920, memory: 5811, loss_cls: 12.8134, loss: 12.8134, grad_norm: 9.0794 2020-10-23 11:52:11,749 - mmaction - INFO - Epoch [3][580/603] lr: 1.000e-02, eta: 1 day, 7:06:20, time: 1.489, data_time: 0.728, memory: 5811, loss_cls: 12.5089, loss: 12.5089, grad_norm: 9.3522 2020-10-23 11:52:41,208 - mmaction - INFO - Epoch [3][600/603] lr: 1.000e-02, eta: 1 day, 7:00:52, time: 1.467, data_time: 0.057, memory: 5811, loss_cls: 12.7199, loss: 12.7199, grad_norm: 9.1049 2020-10-23 11:53:29,225 - mmaction - INFO - Epoch [4][20/603] lr: 1.000e-02, eta: 1 day, 7:00:13, time: 2.202, data_time: 1.482, memory: 5811, loss_cls: 12.3411, loss: 12.3411, grad_norm: 9.6841 2020-10-23 11:54:00,569 - mmaction - INFO - Epoch [4][40/603] lr: 1.000e-02, eta: 1 day, 6:55:58, time: 1.567, data_time: 0.179, memory: 5811, loss_cls: 12.6005, loss: 12.6005, grad_norm: 9.1103 2020-10-23 11:54:31,957 - mmaction - INFO - Epoch [4][60/603] lr: 1.000e-02, eta: 1 day, 6:51:48, time: 1.565, data_time: 0.022, memory: 5811, loss_cls: 12.2266, loss: 12.2266, grad_norm: 8.9735 2020-10-23 11:55:03,914 - mmaction - INFO - Epoch [4][80/603] lr: 1.000e-02, eta: 1 day, 6:48:05, time: 1.602, data_time: 0.005, memory: 5811, loss_cls: 12.6552, loss: 12.6552, grad_norm: 9.5044 2020-10-23 11:55:34,445 - mmaction - INFO - Epoch [4][100/603] lr: 1.000e-02, eta: 1 day, 6:43:39, time: 1.526, data_time: 0.000, memory: 5811, loss_cls: 12.7326, loss: 12.7326, grad_norm: 10.6937 2020-10-23 11:56:04,212 - mmaction - INFO - Epoch [4][120/603] lr: 1.000e-02, eta: 1 day, 6:38:55, time: 1.487, data_time: 0.001, memory: 5811, loss_cls: 12.8302, loss: 12.8302, grad_norm: 9.1420 2020-10-23 11:56:32,381 - mmaction - INFO - Epoch [4][140/603] lr: 1.000e-02, eta: 1 day, 6:33:29, time: 1.410, data_time: 0.002, memory: 5811, loss_cls: 12.3008, loss: 12.3008, grad_norm: 8.8673 2020-10-23 11:57:00,770 - mmaction - INFO - Epoch [4][160/603] lr: 1.000e-02, eta: 1 day, 6:28:15, time: 1.418, data_time: 0.000, memory: 5811, loss_cls: 12.4298, loss: 12.4298, grad_norm: 9.2059 2020-10-23 11:57:29,437 - mmaction - INFO - Epoch [4][180/603] lr: 1.000e-02, eta: 1 day, 6:23:16, time: 1.435, data_time: 0.002, memory: 5811, loss_cls: 12.6182, loss: 12.6182, grad_norm: 9.9018 2020-10-23 11:57:59,398 - mmaction - INFO - Epoch [4][200/603] lr: 1.000e-02, eta: 1 day, 6:18:58, time: 1.497, data_time: 0.049, memory: 5811, loss_cls: 12.4704, loss: 12.4704, grad_norm: 8.7952 2020-10-23 11:58:28,865 - mmaction - INFO - Epoch [4][220/603] lr: 1.000e-02, eta: 1 day, 6:14:31, time: 1.472, data_time: 0.002, memory: 5811, loss_cls: 12.3254, loss: 12.3254, grad_norm: 9.2140 2020-10-23 11:58:58,711 - mmaction - INFO - Epoch [4][240/603] lr: 1.000e-02, eta: 1 day, 6:10:21, time: 1.495, data_time: 0.004, memory: 5811, loss_cls: 12.7851, loss: 12.7851, grad_norm: 8.8782 2020-10-23 11:59:27,657 - mmaction - INFO - Epoch [4][260/603] lr: 1.000e-02, eta: 1 day, 6:05:48, time: 1.447, data_time: 0.001, memory: 5811, loss_cls: 12.2935, loss: 12.2935, grad_norm: 9.0188 2020-10-23 11:59:57,925 - mmaction - INFO - Epoch [4][280/603] lr: 1.000e-02, eta: 1 day, 6:01:57, time: 1.513, data_time: 0.000, memory: 5811, loss_cls: 12.3951, loss: 12.3951, grad_norm: 9.8344 2020-10-23 12:00:42,346 - mmaction - INFO - Epoch [4][300/603] lr: 1.000e-02, eta: 1 day, 6:04:36, time: 2.213, data_time: 0.050, memory: 5811, loss_cls: 12.4835, loss: 12.4835, grad_norm: 8.8955 2020-10-23 12:01:13,136 - mmaction - INFO - Epoch [4][320/603] lr: 1.000e-02, eta: 1 day, 6:01:08, time: 1.547, data_time: 0.009, memory: 5811, loss_cls: 12.5962, loss: 12.5962, grad_norm: 8.7574 2020-10-23 12:01:42,445 - mmaction - INFO - Epoch [4][340/603] lr: 1.000e-02, eta: 1 day, 5:56:59, time: 1.467, data_time: 0.007, memory: 5811, loss_cls: 12.2092, loss: 12.2092, grad_norm: 8.8172 2020-10-23 12:02:12,202 - mmaction - INFO - Epoch [4][360/603] lr: 1.000e-02, eta: 1 day, 5:53:05, time: 1.488, data_time: 0.001, memory: 5811, loss_cls: 12.2278, loss: 12.2278, grad_norm: 8.7192 2020-10-23 12:02:39,272 - mmaction - INFO - Epoch [4][380/603] lr: 1.000e-02, eta: 1 day, 5:48:04, time: 1.352, data_time: 0.001, memory: 5811, loss_cls: 12.7894, loss: 12.7894, grad_norm: 8.9817 2020-10-23 12:03:08,806 - mmaction - INFO - Epoch [4][400/603] lr: 1.000e-02, eta: 1 day, 5:44:13, time: 1.477, data_time: 0.021, memory: 5811, loss_cls: 12.3995, loss: 12.3995, grad_norm: 8.6502 2020-10-23 12:03:38,782 - mmaction - INFO - Epoch [4][420/603] lr: 1.000e-02, eta: 1 day, 5:40:35, time: 1.495, data_time: 0.001, memory: 5811, loss_cls: 12.1605, loss: 12.1605, grad_norm: 8.8666 2020-10-23 12:04:06,451 - mmaction - INFO - Epoch [4][440/603] lr: 1.000e-02, eta: 1 day, 5:36:05, time: 1.388, data_time: 0.006, memory: 5811, loss_cls: 12.4494, loss: 12.4494, grad_norm: 8.9351 2020-10-23 12:04:36,146 - mmaction - INFO - Epoch [4][460/603] lr: 1.000e-02, eta: 1 day, 5:32:28, time: 1.483, data_time: 0.001, memory: 5811, loss_cls: 12.3434, loss: 12.3434, grad_norm: 8.9192 2020-10-23 12:05:04,436 - mmaction - INFO - Epoch [4][480/603] lr: 1.000e-02, eta: 1 day, 5:28:20, time: 1.416, data_time: 0.003, memory: 5811, loss_cls: 12.4759, loss: 12.4759, grad_norm: 8.7598 2020-10-23 12:05:33,376 - mmaction - INFO - Epoch [4][500/603] lr: 1.000e-02, eta: 1 day, 5:24:31, time: 1.447, data_time: 0.001, memory: 5811, loss_cls: 12.2559, loss: 12.2559, grad_norm: 8.5552 2020-10-23 12:06:02,777 - mmaction - INFO - Epoch [4][520/603] lr: 1.000e-02, eta: 1 day, 5:20:55, time: 1.465, data_time: 0.002, memory: 5811, loss_cls: 12.6412, loss: 12.6412, grad_norm: 8.8134 2020-10-23 12:06:29,919 - mmaction - INFO - Epoch [4][540/603] lr: 1.000e-02, eta: 1 day, 5:16:31, time: 1.361, data_time: 0.006, memory: 5811, loss_cls: 12.1988, loss: 12.1988, grad_norm: 8.8157 2020-10-23 12:06:59,302 - mmaction - INFO - Epoch [4][560/603] lr: 1.000e-02, eta: 1 day, 5:13:04, time: 1.469, data_time: 0.001, memory: 5811, loss_cls: 11.7794, loss: 11.7794, grad_norm: 8.6687 2020-10-23 12:07:25,959 - mmaction - INFO - Epoch [4][580/603] lr: 1.000e-02, eta: 1 day, 5:08:34, time: 1.333, data_time: 0.002, memory: 5811, loss_cls: 12.2587, loss: 12.2587, grad_norm: 8.4866 2020-10-23 12:07:55,280 - mmaction - INFO - Epoch [4][600/603] lr: 1.000e-02, eta: 1 day, 5:05:11, time: 1.466, data_time: 0.002, memory: 5811, loss_cls: 12.1105, loss: 12.1105, grad_norm: 8.4962 2020-10-23 12:08:43,912 - mmaction - INFO - Epoch [5][20/603] lr: 1.000e-02, eta: 1 day, 5:04:53, time: 2.129, data_time: 1.491, memory: 5811, loss_cls: 11.9736, loss: 11.9736, grad_norm: 8.9094 2020-10-23 12:09:12,670 - mmaction - INFO - Epoch [5][40/603] lr: 1.000e-02, eta: 1 day, 5:01:20, time: 1.435, data_time: 0.740, memory: 5811, loss_cls: 12.1685, loss: 12.1685, grad_norm: 8.7733 2020-10-23 12:09:41,693 - mmaction - INFO - Epoch [5][60/603] lr: 1.000e-02, eta: 1 day, 4:57:57, time: 1.449, data_time: 0.109, memory: 5811, loss_cls: 12.1841, loss: 12.1841, grad_norm: 9.0003 2020-10-23 12:10:09,881 - mmaction - INFO - Epoch [5][80/603] lr: 1.000e-02, eta: 1 day, 4:54:20, time: 1.414, data_time: 0.007, memory: 5811, loss_cls: 11.9777, loss: 11.9777, grad_norm: 8.7835 2020-10-23 12:10:37,885 - mmaction - INFO - Epoch [5][100/603] lr: 1.000e-02, eta: 1 day, 4:50:40, time: 1.401, data_time: 0.001, memory: 5811, loss_cls: 12.2068, loss: 12.2068, grad_norm: 8.7981 2020-10-23 12:11:06,279 - mmaction - INFO - Epoch [5][120/603] lr: 1.000e-02, eta: 1 day, 4:47:12, time: 1.420, data_time: 0.001, memory: 5811, loss_cls: 12.0788, loss: 12.0788, grad_norm: 8.4403 2020-10-23 12:11:34,312 - mmaction - INFO - Epoch [5][140/603] lr: 1.000e-02, eta: 1 day, 4:43:37, time: 1.397, data_time: 0.001, memory: 5811, loss_cls: 12.0599, loss: 12.0599, grad_norm: 8.4669 2020-10-23 12:12:01,564 - mmaction - INFO - Epoch [5][160/603] lr: 1.000e-02, eta: 1 day, 4:39:51, time: 1.367, data_time: 0.006, memory: 5811, loss_cls: 12.0210, loss: 12.0210, grad_norm: 8.6778 2020-10-23 12:12:30,063 - mmaction - INFO - Epoch [5][180/603] lr: 1.000e-02, eta: 1 day, 4:36:32, time: 1.422, data_time: 0.104, memory: 5811, loss_cls: 12.0974, loss: 12.0974, grad_norm: 8.5872 2020-10-23 12:12:57,241 - mmaction - INFO - Epoch [5][200/603] lr: 1.000e-02, eta: 1 day, 4:32:50, time: 1.362, data_time: 0.077, memory: 5811, loss_cls: 11.8857, loss: 11.8857, grad_norm: 8.5995 2020-10-23 12:13:24,399 - mmaction - INFO - Epoch [5][220/603] lr: 1.000e-02, eta: 1 day, 4:29:09, time: 1.358, data_time: 0.055, memory: 5811, loss_cls: 11.9705, loss: 11.9705, grad_norm: 8.6960 2020-10-23 12:13:52,644 - mmaction - INFO - Epoch [5][240/603] lr: 1.000e-02, eta: 1 day, 4:25:54, time: 1.412, data_time: 0.113, memory: 5811, loss_cls: 12.4389, loss: 12.4389, grad_norm: 9.5974 2020-10-23 12:14:21,438 - mmaction - INFO - Epoch [5][260/603] lr: 1.000e-02, eta: 1 day, 4:22:54, time: 1.440, data_time: 0.001, memory: 5811, loss_cls: 12.1697, loss: 12.1697, grad_norm: 8.6651 2020-10-23 12:14:49,331 - mmaction - INFO - Epoch [5][280/603] lr: 1.000e-02, eta: 1 day, 4:19:35, time: 1.393, data_time: 0.002, memory: 5811, loss_cls: 12.2623, loss: 12.2623, grad_norm: 8.8146 2020-10-23 12:15:16,238 - mmaction - INFO - Epoch [5][300/603] lr: 1.000e-02, eta: 1 day, 4:15:58, time: 1.343, data_time: 0.009, memory: 5811, loss_cls: 11.6822, loss: 11.6822, grad_norm: 8.3741 2020-10-23 12:15:44,353 - mmaction - INFO - Epoch [5][320/603] lr: 1.000e-02, eta: 1 day, 4:12:52, time: 1.409, data_time: 0.019, memory: 5811, loss_cls: 11.7299, loss: 11.7299, grad_norm: 8.7187 2020-10-23 12:16:12,290 - mmaction - INFO - Epoch [5][340/603] lr: 1.000e-02, eta: 1 day, 4:09:43, time: 1.396, data_time: 0.001, memory: 5811, loss_cls: 12.0408, loss: 12.0408, grad_norm: 8.6584 2020-10-23 12:16:39,637 - mmaction - INFO - Epoch [5][360/603] lr: 1.000e-02, eta: 1 day, 4:06:23, time: 1.366, data_time: 0.002, memory: 5811, loss_cls: 12.0842, loss: 12.0842, grad_norm: 8.3637 2020-10-23 12:17:07,316 - mmaction - INFO - Epoch [5][380/603] lr: 1.000e-02, eta: 1 day, 4:03:15, time: 1.387, data_time: 0.003, memory: 5811, loss_cls: 11.8852, loss: 11.8852, grad_norm: 8.3389 2020-10-23 12:17:33,733 - mmaction - INFO - Epoch [5][400/603] lr: 1.000e-02, eta: 1 day, 3:59:41, time: 1.321, data_time: 0.001, memory: 5811, loss_cls: 11.9384, loss: 11.9384, grad_norm: 8.6904 2020-10-23 12:18:00,121 - mmaction - INFO - Epoch [5][420/603] lr: 1.000e-02, eta: 1 day, 3:56:10, time: 1.319, data_time: 0.001, memory: 5811, loss_cls: 12.1279, loss: 12.1279, grad_norm: 8.6055 2020-10-23 12:18:25,582 - mmaction - INFO - Epoch [5][440/603] lr: 1.000e-02, eta: 1 day, 3:52:23, time: 1.272, data_time: 0.017, memory: 5811, loss_cls: 12.0170, loss: 12.0170, grad_norm: 8.5688 2020-10-23 12:18:51,768 - mmaction - INFO - Epoch [5][460/603] lr: 1.000e-02, eta: 1 day, 3:48:52, time: 1.307, data_time: 0.002, memory: 5811, loss_cls: 11.7955, loss: 11.7955, grad_norm: 8.3664 2020-10-23 12:19:18,943 - mmaction - INFO - Epoch [5][480/603] lr: 1.000e-02, eta: 1 day, 3:45:45, time: 1.361, data_time: 0.004, memory: 5811, loss_cls: 11.7025, loss: 11.7025, grad_norm: 8.7046 2020-10-23 12:19:46,176 - mmaction - INFO - Epoch [5][500/603] lr: 1.000e-02, eta: 1 day, 3:42:41, time: 1.361, data_time: 0.002, memory: 5811, loss_cls: 11.8650, loss: 11.8650, grad_norm: 8.6542 2020-10-23 12:20:13,312 - mmaction - INFO - Epoch [5][520/603] lr: 1.000e-02, eta: 1 day, 3:39:37, time: 1.358, data_time: 0.049, memory: 5811, loss_cls: 11.8479, loss: 11.8479, grad_norm: 8.4967 2020-10-23 12:20:41,304 - mmaction - INFO - Epoch [5][540/603] lr: 1.000e-02, eta: 1 day, 3:36:52, time: 1.400, data_time: 0.036, memory: 5811, loss_cls: 12.1595, loss: 12.1595, grad_norm: 8.6899 2020-10-23 12:21:09,382 - mmaction - INFO - Epoch [5][560/603] lr: 1.000e-02, eta: 1 day, 3:34:08, time: 1.398, data_time: 0.241, memory: 5811, loss_cls: 11.8362, loss: 11.8362, grad_norm: 8.5794 2020-10-23 12:21:37,852 - mmaction - INFO - Epoch [5][580/603] lr: 1.000e-02, eta: 1 day, 3:31:37, time: 1.429, data_time: 0.368, memory: 5811, loss_cls: 12.1336, loss: 12.1336, grad_norm: 8.4580 2020-10-23 12:22:05,405 - mmaction - INFO - Epoch [5][600/603] lr: 1.000e-02, eta: 1 day, 3:28:49, time: 1.376, data_time: 0.098, memory: 5811, loss_cls: 11.9866, loss: 11.9866, grad_norm: 8.4771 2020-10-23 12:22:09,156 - mmaction - INFO - Saving checkpoint at 5 epochs 2020-10-23 12:23:33,138 - mmaction - INFO - Evaluating mean_average_precision... 2020-10-23 12:23:33,350 - mmaction - INFO - mean_average_precision 0.5401 2020-10-23 12:23:33,353 - mmaction - INFO - Epoch(val) [5][603] mean_average_precision: 0.5401 2020-10-23 12:24:11,090 - mmaction - INFO - Epoch [6][20/603] lr: 1.000e-02, eta: 1 day, 3:27:31, time: 1.886, data_time: 0.832, memory: 5811, loss_cls: 11.7193, loss: 11.7193, grad_norm: 8.6510 2020-10-23 12:24:38,857 - mmaction - INFO - Epoch [6][40/603] lr: 1.000e-02, eta: 1 day, 3:24:50, time: 1.388, data_time: 0.007, memory: 5811, loss_cls: 11.6271, loss: 11.6271, grad_norm: 8.4627 2020-10-23 12:25:04,792 - mmaction - INFO - Epoch [6][60/603] lr: 1.000e-02, eta: 1 day, 3:21:36, time: 1.296, data_time: 0.005, memory: 5811, loss_cls: 11.7726, loss: 11.7726, grad_norm: 8.3768 2020-10-23 12:25:29,812 - mmaction - INFO - Epoch [6][80/603] lr: 1.000e-02, eta: 1 day, 3:18:09, time: 1.253, data_time: 0.003, memory: 5811, loss_cls: 11.6532, loss: 11.6532, grad_norm: 8.5508 2020-10-23 12:25:56,299 - mmaction - INFO - Epoch [6][100/603] lr: 1.000e-02, eta: 1 day, 3:15:07, time: 1.318, data_time: 0.001, memory: 5811, loss_cls: 11.7080, loss: 11.7080, grad_norm: 8.5050 2020-10-23 12:26:22,377 - mmaction - INFO - Epoch [6][120/603] lr: 1.000e-02, eta: 1 day, 3:12:04, time: 1.307, data_time: 0.007, memory: 5811, loss_cls: 11.4119, loss: 11.4119, grad_norm: 8.4159 2020-10-23 12:26:49,190 - mmaction - INFO - Epoch [6][140/603] lr: 1.000e-02, eta: 1 day, 3:09:16, time: 1.343, data_time: 0.004, memory: 5811, loss_cls: 11.6375, loss: 11.6375, grad_norm: 8.8230 2020-10-23 12:27:16,469 - mmaction - INFO - Epoch [6][160/603] lr: 1.000e-02, eta: 1 day, 3:06:37, time: 1.364, data_time: 0.001, memory: 5811, loss_cls: 11.9320, loss: 11.9320, grad_norm: 8.6474 2020-10-23 12:27:43,690 - mmaction - INFO - Epoch [6][180/603] lr: 1.000e-02, eta: 1 day, 3:03:58, time: 1.360, data_time: 0.001, memory: 5811, loss_cls: 11.8182, loss: 11.8182, grad_norm: 8.3800 2020-10-23 12:28:10,999 - mmaction - INFO - Epoch [6][200/603] lr: 1.000e-02, eta: 1 day, 3:01:22, time: 1.364, data_time: 0.003, memory: 5811, loss_cls: 11.8516, loss: 11.8516, grad_norm: 8.4284 2020-10-23 12:28:36,033 - mmaction - INFO - Epoch [6][220/603] lr: 1.000e-02, eta: 1 day, 2:58:10, time: 1.254, data_time: 0.005, memory: 5811, loss_cls: 11.5605, loss: 11.5605, grad_norm: 8.5324 2020-10-23 12:29:02,794 - mmaction - INFO - Epoch [6][240/603] lr: 1.000e-02, eta: 1 day, 2:55:28, time: 1.338, data_time: 0.018, memory: 5811, loss_cls: 11.8030, loss: 11.8030, grad_norm: 8.5729 2020-10-23 12:29:29,575 - mmaction - INFO - Epoch [6][260/603] lr: 1.000e-02, eta: 1 day, 2:52:49, time: 1.339, data_time: 0.003, memory: 5811, loss_cls: 11.7847, loss: 11.7847, grad_norm: 8.3872 2020-10-23 12:29:54,906 - mmaction - INFO - Epoch [6][280/603] lr: 1.000e-02, eta: 1 day, 2:49:46, time: 1.267, data_time: 0.002, memory: 5811, loss_cls: 11.5208, loss: 11.5208, grad_norm: 8.2955 2020-10-23 12:30:21,280 - mmaction - INFO - Epoch [6][300/603] lr: 1.000e-02, eta: 1 day, 2:47:03, time: 1.318, data_time: 0.002, memory: 5811, loss_cls: 11.3546, loss: 11.3546, grad_norm: 8.3148 2020-10-23 12:30:48,063 - mmaction - INFO - Epoch [6][320/603] lr: 1.000e-02, eta: 1 day, 2:44:28, time: 1.338, data_time: 0.001, memory: 5811, loss_cls: 11.7102, loss: 11.7102, grad_norm: 8.4115 2020-10-23 12:31:13,927 - mmaction - INFO - Epoch [6][340/603] lr: 1.000e-02, eta: 1 day, 2:41:40, time: 1.293, data_time: 0.003, memory: 5811, loss_cls: 11.9816, loss: 11.9816, grad_norm: 8.2682 2020-10-23 12:31:40,113 - mmaction - INFO - Epoch [6][360/603] lr: 1.000e-02, eta: 1 day, 2:38:55, time: 1.300, data_time: 0.001, memory: 5811, loss_cls: 11.3563, loss: 11.3563, grad_norm: 8.3049 2020-10-23 12:32:05,733 - mmaction - INFO - Epoch [6][380/603] lr: 1.000e-02, eta: 1 day, 2:36:09, time: 1.290, data_time: 0.018, memory: 5811, loss_cls: 11.3551, loss: 11.3551, grad_norm: 8.5150 2020-10-23 12:32:31,213 - mmaction - INFO - Epoch [6][400/603] lr: 1.000e-02, eta: 1 day, 2:33:20, time: 1.275, data_time: 0.013, memory: 5811, loss_cls: 12.1393, loss: 12.1393, grad_norm: 8.7443 2020-10-23 12:32:57,527 - mmaction - INFO - Epoch [6][420/603] lr: 1.000e-02, eta: 1 day, 2:30:45, time: 1.315, data_time: 0.001, memory: 5811, loss_cls: 11.7919, loss: 11.7919, grad_norm: 8.5458 2020-10-23 12:33:23,576 - mmaction - INFO - Epoch [6][440/603] lr: 1.000e-02, eta: 1 day, 2:28:07, time: 1.301, data_time: 0.236, memory: 5811, loss_cls: 11.5950, loss: 11.5950, grad_norm: 8.2554 2020-10-23 12:33:50,441 - mmaction - INFO - Epoch [6][460/603] lr: 1.000e-02, eta: 1 day, 2:25:45, time: 1.344, data_time: 0.290, memory: 5811, loss_cls: 11.5844, loss: 11.5844, grad_norm: 8.7302 2020-10-23 12:34:16,031 - mmaction - INFO - Epoch [6][480/603] lr: 1.000e-02, eta: 1 day, 2:23:03, time: 1.278, data_time: 0.001, memory: 5811, loss_cls: 11.5965, loss: 11.5965, grad_norm: 8.2756 2020-10-23 12:34:42,954 - mmaction - INFO - Epoch [6][500/603] lr: 1.000e-02, eta: 1 day, 2:20:45, time: 1.348, data_time: 0.075, memory: 5811, loss_cls: 11.9075, loss: 11.9075, grad_norm: 8.2829 2020-10-23 12:35:09,170 - mmaction - INFO - Epoch [6][520/603] lr: 1.000e-02, eta: 1 day, 2:18:16, time: 1.310, data_time: 0.001, memory: 5811, loss_cls: 11.5627, loss: 11.5627, grad_norm: 8.2329 2020-10-23 12:35:35,280 - mmaction - INFO - Epoch [6][540/603] lr: 1.000e-02, eta: 1 day, 2:15:46, time: 1.302, data_time: 0.001, memory: 5811, loss_cls: 11.6056, loss: 11.6056, grad_norm: 8.5989 2020-10-23 12:36:01,457 - mmaction - INFO - Epoch [6][560/603] lr: 1.000e-02, eta: 1 day, 2:13:19, time: 1.309, data_time: 0.006, memory: 5811, loss_cls: 11.8010, loss: 11.8010, grad_norm: 8.5600 2020-10-23 12:36:27,070 - mmaction - INFO - Epoch [6][580/603] lr: 1.000e-02, eta: 1 day, 2:10:46, time: 1.284, data_time: 0.004, memory: 5811, loss_cls: 11.7315, loss: 11.7315, grad_norm: 8.2167 2020-10-23 12:36:52,740 - mmaction - INFO - Epoch [6][600/603] lr: 1.000e-02, eta: 1 day, 2:08:13, time: 1.282, data_time: 0.002, memory: 5811, loss_cls: 11.5163, loss: 11.5163, grad_norm: 8.3580 2020-10-23 12:37:33,853 - mmaction - INFO - Epoch [7][20/603] lr: 1.000e-02, eta: 1 day, 2:07:36, time: 1.912, data_time: 1.364, memory: 5811, loss_cls: 11.4772, loss: 11.4772, grad_norm: 8.1671 2020-10-23 12:38:02,892 - mmaction - INFO - Epoch [7][40/603] lr: 1.000e-02, eta: 1 day, 2:05:59, time: 1.453, data_time: 0.308, memory: 5811, loss_cls: 11.4659, loss: 11.4659, grad_norm: 8.2136 2020-10-23 12:38:27,373 - mmaction - INFO - Epoch [7][60/603] lr: 1.000e-02, eta: 1 day, 2:03:11, time: 1.222, data_time: 0.001, memory: 5811, loss_cls: 11.4562, loss: 11.4562, grad_norm: 8.2605 2020-10-23 12:38:52,215 - mmaction - INFO - Epoch [7][80/603] lr: 1.000e-02, eta: 1 day, 2:00:31, time: 1.240, data_time: 0.002, memory: 5811, loss_cls: 11.5708, loss: 11.5708, grad_norm: 8.3132 2020-10-23 12:39:17,964 - mmaction - INFO - Epoch [7][100/603] lr: 1.000e-02, eta: 1 day, 1:58:07, time: 1.289, data_time: 0.004, memory: 5811, loss_cls: 11.4724, loss: 11.4724, grad_norm: 8.4168 2020-10-23 12:39:44,403 - mmaction - INFO - Epoch [7][120/603] lr: 1.000e-02, eta: 1 day, 1:55:51, time: 1.315, data_time: 0.002, memory: 5811, loss_cls: 11.1903, loss: 11.1903, grad_norm: 8.5688 2020-10-23 12:40:07,849 - mmaction - INFO - Epoch [7][140/603] lr: 1.000e-02, eta: 1 day, 1:52:57, time: 1.181, data_time: 0.012, memory: 5811, loss_cls: 11.4147, loss: 11.4147, grad_norm: 8.2627 2020-10-23 12:40:33,597 - mmaction - INFO - Epoch [7][160/603] lr: 1.000e-02, eta: 1 day, 1:50:36, time: 1.286, data_time: 0.001, memory: 5811, loss_cls: 11.5096, loss: 11.5096, grad_norm: 8.5215 2020-10-23 12:40:58,045 - mmaction - INFO - Epoch [7][180/603] lr: 1.000e-02, eta: 1 day, 1:47:57, time: 1.224, data_time: 0.003, memory: 5811, loss_cls: 11.4113, loss: 11.4113, grad_norm: 8.4887 2020-10-23 12:41:23,742 - mmaction - INFO - Epoch [7][200/603] lr: 1.000e-02, eta: 1 day, 1:45:35, time: 1.276, data_time: 0.002, memory: 5811, loss_cls: 11.3607, loss: 11.3607, grad_norm: 8.5692 2020-10-23 12:41:49,478 - mmaction - INFO - Epoch [7][220/603] lr: 1.000e-02, eta: 1 day, 1:43:20, time: 1.294, data_time: 0.012, memory: 5811, loss_cls: 11.5438, loss: 11.5438, grad_norm: 8.3712 2020-10-23 12:42:13,931 - mmaction - INFO - Epoch [7][240/603] lr: 1.000e-02, eta: 1 day, 1:40:45, time: 1.224, data_time: 0.004, memory: 5811, loss_cls: 11.3342, loss: 11.3342, grad_norm: 8.3755 2020-10-23 12:42:40,361 - mmaction - INFO - Epoch [7][260/603] lr: 1.000e-02, eta: 1 day, 1:38:38, time: 1.313, data_time: 0.002, memory: 5811, loss_cls: 11.5826, loss: 11.5826, grad_norm: 8.2937 2020-10-23 12:43:05,635 - mmaction - INFO - Epoch [7][280/603] lr: 1.000e-02, eta: 1 day, 1:36:20, time: 1.271, data_time: 0.012, memory: 5811, loss_cls: 11.5072, loss: 11.5072, grad_norm: 8.4988 2020-10-23 12:43:32,079 - mmaction - INFO - Epoch [7][300/603] lr: 1.000e-02, eta: 1 day, 1:34:18, time: 1.325, data_time: 0.004, memory: 5811, loss_cls: 11.4466, loss: 11.4466, grad_norm: 8.4057 2020-10-23 12:43:57,686 - mmaction - INFO - Epoch [7][320/603] lr: 1.000e-02, eta: 1 day, 1:32:05, time: 1.280, data_time: 0.011, memory: 5811, loss_cls: 11.3860, loss: 11.3860, grad_norm: 8.1402 2020-10-23 12:44:22,658 - mmaction - INFO - Epoch [7][340/603] lr: 1.000e-02, eta: 1 day, 1:29:43, time: 1.248, data_time: 0.029, memory: 5811, loss_cls: 11.3976, loss: 11.3976, grad_norm: 8.0751 2020-10-23 12:44:48,077 - mmaction - INFO - Epoch [7][360/603] lr: 1.000e-02, eta: 1 day, 1:27:26, time: 1.263, data_time: 0.002, memory: 5811, loss_cls: 11.2186, loss: 11.2186, grad_norm: 9.7607 2020-10-23 12:45:12,092 - mmaction - INFO - Epoch [7][380/603] lr: 1.000e-02, eta: 1 day, 1:24:56, time: 1.209, data_time: 0.011, memory: 5811, loss_cls: 11.7816, loss: 11.7816, grad_norm: 8.9045 2020-10-23 12:45:36,751 - mmaction - INFO - Epoch [7][400/603] lr: 1.000e-02, eta: 1 day, 1:22:34, time: 1.233, data_time: 0.003, memory: 5811, loss_cls: 11.8600, loss: 11.8600, grad_norm: 8.6869 2020-10-23 12:46:02,504 - mmaction - INFO - Epoch [7][420/603] lr: 1.000e-02, eta: 1 day, 1:20:28, time: 1.288, data_time: 0.013, memory: 5811, loss_cls: 11.5092, loss: 11.5092, grad_norm: 8.2772 2020-10-23 12:46:28,636 - mmaction - INFO - Epoch [7][440/603] lr: 1.000e-02, eta: 1 day, 1:18:28, time: 1.307, data_time: 0.002, memory: 5811, loss_cls: 11.5177, loss: 11.5177, grad_norm: 8.1643 2020-10-23 12:46:54,395 - mmaction - INFO - Epoch [7][460/603] lr: 1.000e-02, eta: 1 day, 1:16:24, time: 1.287, data_time: 0.005, memory: 5811, loss_cls: 11.7650, loss: 11.7650, grad_norm: 8.2418 2020-10-23 12:47:19,641 - mmaction - INFO - Epoch [7][480/603] lr: 1.000e-02, eta: 1 day, 1:14:14, time: 1.264, data_time: 0.002, memory: 5811, loss_cls: 11.1517, loss: 11.1517, grad_norm: 8.1713 2020-10-23 12:47:44,849 - mmaction - INFO - Epoch [7][500/603] lr: 1.000e-02, eta: 1 day, 1:12:04, time: 1.258, data_time: 0.000, memory: 5811, loss_cls: 11.4692, loss: 11.4692, grad_norm: 8.3834 2020-10-23 12:48:09,794 - mmaction - INFO - Epoch [7][520/603] lr: 1.000e-02, eta: 1 day, 1:09:53, time: 1.249, data_time: 0.003, memory: 5811, loss_cls: 11.5488, loss: 11.5488, grad_norm: 8.2893 2020-10-23 12:48:35,124 - mmaction - INFO - Epoch [7][540/603] lr: 1.000e-02, eta: 1 day, 1:07:46, time: 1.264, data_time: 0.001, memory: 5811, loss_cls: 11.6184, loss: 11.6184, grad_norm: 8.3140 2020-10-23 12:49:00,435 - mmaction - INFO - Epoch [7][560/603] lr: 1.000e-02, eta: 1 day, 1:05:40, time: 1.260, data_time: 0.095, memory: 5811, loss_cls: 11.6113, loss: 11.6113, grad_norm: 8.1117 2020-10-23 12:49:26,568 - mmaction - INFO - Epoch [7][580/603] lr: 1.000e-02, eta: 1 day, 1:03:48, time: 1.313, data_time: 0.111, memory: 5811, loss_cls: 11.5882, loss: 11.5882, grad_norm: 8.4662 2020-10-23 12:49:52,099 - mmaction - INFO - Epoch [7][600/603] lr: 1.000e-02, eta: 1 day, 1:01:48, time: 1.279, data_time: 0.203, memory: 5811, loss_cls: 11.7161, loss: 11.7161, grad_norm: 8.0807 2020-10-23 12:50:35,283 - mmaction - INFO - Epoch [8][20/603] lr: 1.000e-02, eta: 1 day, 1:01:55, time: 2.014, data_time: 0.805, memory: 5811, loss_cls: 11.3554, loss: 11.3554, grad_norm: 8.2188 2020-10-23 12:51:01,197 - mmaction - INFO - Epoch [8][40/603] lr: 1.000e-02, eta: 1 day, 1:00:01, time: 1.296, data_time: 0.001, memory: 5811, loss_cls: 11.4438, loss: 11.4438, grad_norm: 8.0238 2020-10-23 12:51:28,413 - mmaction - INFO - Epoch [8][60/603] lr: 1.000e-02, eta: 1 day, 0:58:25, time: 1.361, data_time: 0.001, memory: 5811, loss_cls: 11.5712, loss: 11.5712, grad_norm: 8.5301 2020-10-23 12:51:54,664 - mmaction - INFO - Epoch [8][80/603] lr: 1.000e-02, eta: 1 day, 0:56:36, time: 1.311, data_time: 0.002, memory: 5811, loss_cls: 11.6742, loss: 11.6742, grad_norm: 8.4523 2020-10-23 12:52:21,380 - mmaction - INFO - Epoch [8][100/603] lr: 1.000e-02, eta: 1 day, 0:54:54, time: 1.333, data_time: 0.002, memory: 5811, loss_cls: 11.4136, loss: 11.4136, grad_norm: 8.0522 2020-10-23 12:52:47,390 - mmaction - INFO - Epoch [8][120/603] lr: 1.000e-02, eta: 1 day, 0:53:04, time: 1.302, data_time: 0.006, memory: 5811, loss_cls: 11.4122, loss: 11.4122, grad_norm: 8.0575 2020-10-23 12:53:12,783 - mmaction - INFO - Epoch [8][140/603] lr: 1.000e-02, eta: 1 day, 0:51:08, time: 1.273, data_time: 0.006, memory: 5811, loss_cls: 11.0668, loss: 11.0668, grad_norm: 8.2242 2020-10-23 12:53:38,256 - mmaction - INFO - Epoch [8][160/603] lr: 1.000e-02, eta: 1 day, 0:49:12, time: 1.272, data_time: 0.001, memory: 5811, loss_cls: 11.2819, loss: 11.2819, grad_norm: 8.1735 2020-10-23 12:54:03,605 - mmaction - INFO - Epoch [8][180/603] lr: 1.000e-02, eta: 1 day, 0:47:17, time: 1.270, data_time: 0.003, memory: 5811, loss_cls: 11.3057, loss: 11.3057, grad_norm: 8.3854 2020-10-23 12:54:28,286 - mmaction - INFO - Epoch [8][200/603] lr: 1.000e-02, eta: 1 day, 0:45:13, time: 1.234, data_time: 0.014, memory: 5811, loss_cls: 11.2712, loss: 11.2712, grad_norm: 8.0479 2020-10-23 12:54:53,429 - mmaction - INFO - Epoch [8][220/603] lr: 1.000e-02, eta: 1 day, 0:43:16, time: 1.255, data_time: 0.001, memory: 5811, loss_cls: 11.2592, loss: 11.2592, grad_norm: 8.3633 2020-10-23 12:55:16,889 - mmaction - INFO - Epoch [8][240/603] lr: 1.000e-02, eta: 1 day, 0:40:59, time: 1.174, data_time: 0.003, memory: 5811, loss_cls: 11.1951, loss: 11.1951, grad_norm: 8.2250 2020-10-23 12:55:40,927 - mmaction - INFO - Epoch [8][260/603] lr: 1.000e-02, eta: 1 day, 0:38:51, time: 1.203, data_time: 0.004, memory: 5811, loss_cls: 11.3216, loss: 11.3216, grad_norm: 8.4068 2020-10-23 12:56:05,611 - mmaction - INFO - Epoch [8][280/603] lr: 1.000e-02, eta: 1 day, 0:36:49, time: 1.228, data_time: 0.235, memory: 5811, loss_cls: 10.9950, loss: 10.9950, grad_norm: 8.2649 2020-10-23 12:56:29,863 - mmaction - INFO - Epoch [8][300/603] lr: 1.000e-02, eta: 1 day, 0:34:46, time: 1.218, data_time: 0.173, memory: 5811, loss_cls: 11.0395, loss: 11.0395, grad_norm: 8.1751 2020-10-23 12:56:55,827 - mmaction - INFO - Epoch [8][320/603] lr: 1.000e-02, eta: 1 day, 0:33:03, time: 1.296, data_time: 0.199, memory: 5811, loss_cls: 11.1788, loss: 11.1788, grad_norm: 8.7627 2020-10-23 12:57:21,839 - mmaction - INFO - Epoch [8][340/603] lr: 1.000e-02, eta: 1 day, 0:31:23, time: 1.302, data_time: 0.535, memory: 5811, loss_cls: 11.0278, loss: 11.0278, grad_norm: 8.3793 2020-10-23 12:57:47,179 - mmaction - INFO - Epoch [8][360/603] lr: 1.000e-02, eta: 1 day, 0:29:33, time: 1.266, data_time: 0.471, memory: 5811, loss_cls: 11.0573, loss: 11.0573, grad_norm: 8.0947 2020-10-23 12:58:13,794 - mmaction - INFO - Epoch [8][380/603] lr: 1.000e-02, eta: 1 day, 0:28:01, time: 1.332, data_time: 0.055, memory: 5811, loss_cls: 11.4660, loss: 11.4660, grad_norm: 8.0990 2020-10-23 12:58:38,636 - mmaction - INFO - Epoch [8][400/603] lr: 1.000e-02, eta: 1 day, 0:26:08, time: 1.242, data_time: 0.001, memory: 5811, loss_cls: 11.3980, loss: 11.3980, grad_norm: 7.9960 2020-10-23 12:59:02,030 - mmaction - INFO - Epoch [8][420/603] lr: 1.000e-02, eta: 1 day, 0:23:58, time: 1.169, data_time: 0.001, memory: 5811, loss_cls: 11.3019, loss: 11.3019, grad_norm: 8.3104 2020-10-23 12:59:26,808 - mmaction - INFO - Epoch [8][440/603] lr: 1.000e-02, eta: 1 day, 0:22:05, time: 1.239, data_time: 0.001, memory: 5811, loss_cls: 11.5362, loss: 11.5362, grad_norm: 8.4222 2020-10-23 12:59:52,066 - mmaction - INFO - Epoch [8][460/603] lr: 1.000e-02, eta: 1 day, 0:20:19, time: 1.262, data_time: 0.002, memory: 5811, loss_cls: 11.3909, loss: 11.3909, grad_norm: 8.1920 2020-10-23 13:00:18,373 - mmaction - INFO - Epoch [8][480/603] lr: 1.000e-02, eta: 1 day, 0:18:45, time: 1.313, data_time: 0.003, memory: 5811, loss_cls: 11.4337, loss: 11.4337, grad_norm: 8.2686 2020-10-23 13:00:44,006 - mmaction - INFO - Epoch [8][500/603] lr: 1.000e-02, eta: 1 day, 0:17:05, time: 1.280, data_time: 0.005, memory: 5811, loss_cls: 11.0964, loss: 11.0964, grad_norm: 8.1661 2020-10-23 13:01:08,341 - mmaction - INFO - Epoch [8][520/603] lr: 1.000e-02, eta: 1 day, 0:15:11, time: 1.221, data_time: 0.007, memory: 5811, loss_cls: 11.3425, loss: 11.3425, grad_norm: 8.2319 2020-10-23 13:01:34,181 - mmaction - INFO - Epoch [8][540/603] lr: 1.000e-02, eta: 1 day, 0:13:34, time: 1.291, data_time: 0.002, memory: 5811, loss_cls: 11.2027, loss: 11.2027, grad_norm: 8.2067 2020-10-23 13:01:57,870 - mmaction - INFO - Epoch [8][560/603] lr: 1.000e-02, eta: 1 day, 0:11:33, time: 1.186, data_time: 0.002, memory: 5811, loss_cls: 11.1739, loss: 11.1739, grad_norm: 8.0169 2020-10-23 13:02:22,677 - mmaction - INFO - Epoch [8][580/603] lr: 1.000e-02, eta: 1 day, 0:09:45, time: 1.237, data_time: 0.001, memory: 5811, loss_cls: 11.3553, loss: 11.3553, grad_norm: 8.2350 2020-10-23 13:02:49,264 - mmaction - INFO - Epoch [8][600/603] lr: 1.000e-02, eta: 1 day, 0:08:20, time: 1.331, data_time: 0.005, memory: 5811, loss_cls: 11.2494, loss: 11.2494, grad_norm: 11.6152 2020-10-23 13:03:28,061 - mmaction - INFO - Epoch [9][20/603] lr: 1.000e-02, eta: 1 day, 0:07:44, time: 1.803, data_time: 1.123, memory: 5811, loss_cls: 11.5376, loss: 11.5376, grad_norm: 8.4351 2020-10-23 13:03:54,739 - mmaction - INFO - Epoch [9][40/603] lr: 1.000e-02, eta: 1 day, 0:06:20, time: 1.336, data_time: 0.333, memory: 5811, loss_cls: 11.1058, loss: 11.1058, grad_norm: 8.3413 2020-10-23 13:04:19,251 - mmaction - INFO - Epoch [9][60/603] lr: 1.000e-02, eta: 1 day, 0:04:31, time: 1.222, data_time: 0.002, memory: 5811, loss_cls: 11.2362, loss: 11.2362, grad_norm: 8.0803 2020-10-23 13:04:44,068 - mmaction - INFO - Epoch [9][80/603] lr: 1.000e-02, eta: 1 day, 0:02:46, time: 1.238, data_time: 0.006, memory: 5811, loss_cls: 11.0801, loss: 11.0801, grad_norm: 8.1733 2020-10-23 13:05:07,941 - mmaction - INFO - Epoch [9][100/603] lr: 1.000e-02, eta: 1 day, 0:00:52, time: 1.196, data_time: 0.011, memory: 5811, loss_cls: 11.1293, loss: 11.1293, grad_norm: 8.3121 2020-10-23 13:05:32,653 - mmaction - INFO - Epoch [9][120/603] lr: 1.000e-02, eta: 23:59:09, time: 1.240, data_time: 0.005, memory: 5811, loss_cls: 11.0522, loss: 11.0522, grad_norm: 8.0590 2020-10-23 13:05:58,057 - mmaction - INFO - Epoch [9][140/603] lr: 1.000e-02, eta: 23:57:33, time: 1.270, data_time: 0.002, memory: 5811, loss_cls: 11.1790, loss: 11.1790, grad_norm: 8.3125 2020-10-23 13:06:23,590 - mmaction - INFO - Epoch [9][160/603] lr: 1.000e-02, eta: 23:55:57, time: 1.265, data_time: 0.003, memory: 5811, loss_cls: 11.2013, loss: 11.2013, grad_norm: 8.3484 2020-10-23 13:06:47,514 - mmaction - INFO - Epoch [9][180/603] lr: 1.000e-02, eta: 23:54:08, time: 1.205, data_time: 0.015, memory: 5811, loss_cls: 11.3065, loss: 11.3065, grad_norm: 8.1158 2020-10-23 13:07:11,877 - mmaction - INFO - Epoch [9][200/603] lr: 1.000e-02, eta: 23:52:21, time: 1.214, data_time: 0.004, memory: 5811, loss_cls: 11.0341, loss: 11.0341, grad_norm: 8.0516 2020-10-23 13:07:36,505 - mmaction - INFO - Epoch [9][220/603] lr: 1.000e-02, eta: 23:50:40, time: 1.234, data_time: 0.008, memory: 5811, loss_cls: 11.1145, loss: 11.1145, grad_norm: 8.1636 2020-10-23 13:08:01,641 - mmaction - INFO - Epoch [9][240/603] lr: 1.000e-02, eta: 23:49:05, time: 1.258, data_time: 0.007, memory: 5811, loss_cls: 11.2027, loss: 11.2027, grad_norm: 8.3669 2020-10-23 13:08:27,223 - mmaction - INFO - Epoch [9][260/603] lr: 1.000e-02, eta: 23:47:35, time: 1.281, data_time: 0.003, memory: 5811, loss_cls: 11.2567, loss: 11.2567, grad_norm: 8.2174 2020-10-23 13:08:52,799 - mmaction - INFO - Epoch [9][280/603] lr: 1.000e-02, eta: 23:46:04, time: 1.276, data_time: 0.004, memory: 5811, loss_cls: 11.2319, loss: 11.2319, grad_norm: 8.1745 2020-10-23 13:09:18,300 - mmaction - INFO - Epoch [9][300/603] lr: 1.000e-02, eta: 23:44:34, time: 1.274, data_time: 0.004, memory: 5811, loss_cls: 10.9992, loss: 10.9992, grad_norm: 8.1143 2020-10-23 13:09:43,462 - mmaction - INFO - Epoch [9][320/603] lr: 1.000e-02, eta: 23:43:01, time: 1.262, data_time: 0.005, memory: 5811, loss_cls: 11.4229, loss: 11.4229, grad_norm: 8.1412 2020-10-23 13:10:08,722 - mmaction - INFO - Epoch [9][340/603] lr: 1.000e-02, eta: 23:41:29, time: 1.261, data_time: 0.003, memory: 5811, loss_cls: 11.3652, loss: 11.3652, grad_norm: 8.0944 2020-10-23 13:10:33,756 - mmaction - INFO - Epoch [9][360/603] lr: 1.000e-02, eta: 23:39:55, time: 1.250, data_time: 0.006, memory: 5811, loss_cls: 10.9521, loss: 10.9521, grad_norm: 7.9858 2020-10-23 13:10:58,449 - mmaction - INFO - Epoch [9][380/603] lr: 1.000e-02, eta: 23:38:18, time: 1.236, data_time: 0.005, memory: 5811, loss_cls: 11.3023, loss: 11.3023, grad_norm: 8.1155 2020-10-23 13:11:23,652 - mmaction - INFO - Epoch [9][400/603] lr: 1.000e-02, eta: 23:36:47, time: 1.257, data_time: 0.004, memory: 5811, loss_cls: 11.2273, loss: 11.2273, grad_norm: 8.0233 2020-10-23 13:11:47,497 - mmaction - INFO - Epoch [9][420/603] lr: 1.000e-02, eta: 23:35:03, time: 1.195, data_time: 0.012, memory: 5811, loss_cls: 11.5983, loss: 11.5983, grad_norm: 8.2788 2020-10-23 13:12:12,557 - mmaction - INFO - Epoch [9][440/603] lr: 1.000e-02, eta: 23:33:32, time: 1.255, data_time: 0.004, memory: 5811, loss_cls: 11.0500, loss: 11.0500, grad_norm: 8.0341 2020-10-23 13:12:37,248 - mmaction - INFO - Epoch [9][460/603] lr: 1.000e-02, eta: 23:31:57, time: 1.232, data_time: 0.001, memory: 5811, loss_cls: 11.0934, loss: 11.0934, grad_norm: 8.2430 2020-10-23 13:13:00,604 - mmaction - INFO - Epoch [9][480/603] lr: 1.000e-02, eta: 23:30:09, time: 1.167, data_time: 0.004, memory: 5811, loss_cls: 11.0557, loss: 11.0557, grad_norm: 8.0979 2020-10-23 13:13:25,334 - mmaction - INFO - Epoch [9][500/603] lr: 1.000e-02, eta: 23:28:36, time: 1.240, data_time: 0.036, memory: 5811, loss_cls: 11.2430, loss: 11.2430, grad_norm: 8.1875 2020-10-23 13:13:49,355 - mmaction - INFO - Epoch [9][520/603] lr: 1.000e-02, eta: 23:26:56, time: 1.199, data_time: 0.093, memory: 5811, loss_cls: 10.9525, loss: 10.9525, grad_norm: 7.8754 2020-10-23 13:14:13,711 - mmaction - INFO - Epoch [9][540/603] lr: 1.000e-02, eta: 23:25:21, time: 1.220, data_time: 0.056, memory: 5811, loss_cls: 11.2552, loss: 11.2552, grad_norm: 8.1004 2020-10-23 13:14:39,527 - mmaction - INFO - Epoch [9][560/603] lr: 1.000e-02, eta: 23:24:00, time: 1.290, data_time: 0.115, memory: 5811, loss_cls: 11.0674, loss: 11.0674, grad_norm: 8.0460 2020-10-23 13:15:04,228 - mmaction - INFO - Epoch [9][580/603] lr: 1.000e-02, eta: 23:22:28, time: 1.232, data_time: 0.378, memory: 5811, loss_cls: 11.2104, loss: 11.2104, grad_norm: 8.1530 2020-10-23 13:15:29,256 - mmaction - INFO - Epoch [9][600/603] lr: 1.000e-02, eta: 23:21:01, time: 1.255, data_time: 0.496, memory: 5811, loss_cls: 11.1887, loss: 11.1887, grad_norm: 7.9805 2020-10-23 13:16:07,040 - mmaction - INFO - Epoch [10][20/603] lr: 1.000e-02, eta: 23:20:22, time: 1.745, data_time: 0.873, memory: 5811, loss_cls: 11.3286, loss: 11.3286, grad_norm: 8.3028 2020-10-23 13:16:32,687 - mmaction - INFO - Epoch [10][40/603] lr: 1.000e-02, eta: 23:19:01, time: 1.280, data_time: 0.050, memory: 5811, loss_cls: 10.6688, loss: 10.6688, grad_norm: 8.0854 2020-10-23 13:16:58,059 - mmaction - INFO - Epoch [10][60/603] lr: 1.000e-02, eta: 23:17:39, time: 1.271, data_time: 0.006, memory: 5811, loss_cls: 11.2063, loss: 11.2063, grad_norm: 8.6950 2020-10-23 13:17:24,190 - mmaction - INFO - Epoch [10][80/603] lr: 1.000e-02, eta: 23:16:23, time: 1.302, data_time: 0.002, memory: 5811, loss_cls: 11.1339, loss: 11.1339, grad_norm: 8.3135 2020-10-23 13:17:49,545 - mmaction - INFO - Epoch [10][100/603] lr: 1.000e-02, eta: 23:15:00, time: 1.268, data_time: 0.006, memory: 5811, loss_cls: 11.1922, loss: 11.1922, grad_norm: 8.1766 2020-10-23 13:18:14,773 - mmaction - INFO - Epoch [10][120/603] lr: 1.000e-02, eta: 23:13:38, time: 1.266, data_time: 0.007, memory: 5811, loss_cls: 11.1789, loss: 11.1789, grad_norm: 8.1277 2020-10-23 13:18:40,041 - mmaction - INFO - Epoch [10][140/603] lr: 1.000e-02, eta: 23:12:15, time: 1.261, data_time: 0.002, memory: 5811, loss_cls: 10.9623, loss: 10.9623, grad_norm: 8.3166 2020-10-23 13:19:04,685 - mmaction - INFO - Epoch [10][160/603] lr: 1.000e-02, eta: 23:10:47, time: 1.235, data_time: 0.004, memory: 5811, loss_cls: 10.9297, loss: 10.9297, grad_norm: 7.9066 2020-10-23 13:19:29,936 - mmaction - INFO - Epoch [10][180/603] lr: 1.000e-02, eta: 23:09:26, time: 1.263, data_time: 0.001, memory: 5811, loss_cls: 10.9891, loss: 10.9891, grad_norm: 8.2137 2020-10-23 13:19:54,855 - mmaction - INFO - Epoch [10][200/603] lr: 1.000e-02, eta: 23:08:01, time: 1.245, data_time: 0.001, memory: 5811, loss_cls: 10.9808, loss: 10.9808, grad_norm: 8.0958 2020-10-23 13:20:20,043 - mmaction - INFO - Epoch [10][220/603] lr: 1.000e-02, eta: 23:06:39, time: 1.258, data_time: 0.002, memory: 5811, loss_cls: 10.9862, loss: 10.9862, grad_norm: 8.0879 2020-10-23 13:20:43,567 - mmaction - INFO - Epoch [10][240/603] lr: 1.000e-02, eta: 23:05:02, time: 1.179, data_time: 0.004, memory: 5811, loss_cls: 10.6826, loss: 10.6826, grad_norm: 7.9535 2020-10-23 13:21:07,552 - mmaction - INFO - Epoch [10][260/603] lr: 1.000e-02, eta: 23:03:30, time: 1.199, data_time: 0.001, memory: 5811, loss_cls: 11.0055, loss: 11.0055, grad_norm: 8.1629 2020-10-23 13:21:32,197 - mmaction - INFO - Epoch [10][280/603] lr: 1.000e-02, eta: 23:02:04, time: 1.231, data_time: 0.001, memory: 5811, loss_cls: 10.8227, loss: 10.8227, grad_norm: 7.8821 2020-10-23 13:21:56,226 - mmaction - INFO - Epoch [10][300/603] lr: 1.000e-02, eta: 23:00:33, time: 1.199, data_time: 0.002, memory: 5811, loss_cls: 11.0074, loss: 11.0074, grad_norm: 8.0381 2020-10-23 13:22:19,685 - mmaction - INFO - Epoch [10][320/603] lr: 1.000e-02, eta: 22:58:57, time: 1.173, data_time: 0.004, memory: 5811, loss_cls: 10.8914, loss: 10.8914, grad_norm: 8.0469 2020-10-23 13:22:43,553 - mmaction - INFO - Epoch [10][340/603] lr: 1.000e-02, eta: 22:57:26, time: 1.194, data_time: 0.004, memory: 5811, loss_cls: 10.8757, loss: 10.8757, grad_norm: 8.0136 2020-10-23 13:23:07,624 - mmaction - INFO - Epoch [10][360/603] lr: 1.000e-02, eta: 22:55:55, time: 1.195, data_time: 0.006, memory: 5811, loss_cls: 11.1317, loss: 11.1317, grad_norm: 8.2865 2020-10-23 13:23:31,846 - mmaction - INFO - Epoch [10][380/603] lr: 1.000e-02, eta: 22:54:30, time: 1.222, data_time: 0.013, memory: 5811, loss_cls: 10.8245, loss: 10.8245, grad_norm: 7.9528 2020-10-23 13:23:54,873 - mmaction - INFO - Epoch [10][400/603] lr: 1.000e-02, eta: 22:52:52, time: 1.151, data_time: 0.001, memory: 5811, loss_cls: 10.9734, loss: 10.9734, grad_norm: 8.2464 2020-10-23 13:24:20,012 - mmaction - INFO - Epoch [10][420/603] lr: 1.000e-02, eta: 22:51:34, time: 1.257, data_time: 0.002, memory: 5811, loss_cls: 11.0648, loss: 11.0648, grad_norm: 8.2145 2020-10-23 13:24:43,902 - mmaction - INFO - Epoch [10][440/603] lr: 1.000e-02, eta: 22:50:05, time: 1.195, data_time: 0.001, memory: 5811, loss_cls: 10.8941, loss: 10.8941, grad_norm: 7.9184 2020-10-23 13:25:06,949 - mmaction - INFO - Epoch [10][460/603] lr: 1.000e-02, eta: 22:48:28, time: 1.145, data_time: 0.001, memory: 5811, loss_cls: 11.0157, loss: 11.0157, grad_norm: 7.9811 2020-10-23 13:25:29,870 - mmaction - INFO - Epoch [10][480/603] lr: 1.000e-02, eta: 22:46:52, time: 1.154, data_time: 0.009, memory: 5811, loss_cls: 10.8769, loss: 10.8769, grad_norm: 8.0591 2020-10-23 13:25:53,825 - mmaction - INFO - Epoch [10][500/603] lr: 1.000e-02, eta: 22:45:24, time: 1.193, data_time: 0.001, memory: 5811, loss_cls: 10.9539, loss: 10.9539, grad_norm: 8.0605 2020-10-23 13:26:17,413 - mmaction - INFO - Epoch [10][520/603] lr: 1.000e-02, eta: 22:43:54, time: 1.180, data_time: 0.006, memory: 5811, loss_cls: 11.1496, loss: 11.1496, grad_norm: 8.2431 2020-10-23 13:26:41,443 - mmaction - INFO - Epoch [10][540/603] lr: 1.000e-02, eta: 22:42:29, time: 1.202, data_time: 0.005, memory: 5811, loss_cls: 11.1933, loss: 11.1933, grad_norm: 8.1365 2020-10-23 13:27:04,046 - mmaction - INFO - Epoch [10][560/603] lr: 1.000e-02, eta: 22:40:51, time: 1.133, data_time: 0.004, memory: 5811, loss_cls: 11.3332, loss: 11.3332, grad_norm: 8.1003 2020-10-23 13:27:27,722 - mmaction - INFO - Epoch [10][580/603] lr: 1.000e-02, eta: 22:39:23, time: 1.182, data_time: 0.002, memory: 5811, loss_cls: 11.1885, loss: 11.1885, grad_norm: 7.9469 2020-10-23 13:27:51,986 - mmaction - INFO - Epoch [10][600/603] lr: 1.000e-02, eta: 22:38:02, time: 1.215, data_time: 0.004, memory: 5811, loss_cls: 11.1701, loss: 11.1701, grad_norm: 7.8774 2020-10-23 13:27:54,932 - mmaction - INFO - Saving checkpoint at 10 epochs 2020-10-23 13:28:49,482 - mmaction - INFO - Evaluating mean_average_precision... 2020-10-23 13:28:49,667 - mmaction - INFO - mean_average_precision 0.5715 2020-10-23 13:28:49,670 - mmaction - INFO - Epoch(val) [10][603] mean_average_precision: 0.5715 2020-10-23 13:29:26,245 - mmaction - INFO - Epoch [11][20/603] lr: 1.000e-02, eta: 22:37:45, time: 1.829, data_time: 1.096, memory: 5811, loss_cls: 11.1920, loss: 11.1920, grad_norm: 7.9205 2020-10-23 13:29:51,670 - mmaction - INFO - Epoch [11][40/603] lr: 1.000e-02, eta: 22:36:34, time: 1.271, data_time: 0.411, memory: 5811, loss_cls: 10.8287, loss: 10.8287, grad_norm: 7.9343 2020-10-23 13:30:17,322 - mmaction - INFO - Epoch [11][60/603] lr: 1.000e-02, eta: 22:35:25, time: 1.280, data_time: 0.369, memory: 5811, loss_cls: 10.8648, loss: 10.8648, grad_norm: 7.9105 2020-10-23 13:30:42,755 - mmaction - INFO - Epoch [11][80/603] lr: 1.000e-02, eta: 22:34:14, time: 1.268, data_time: 0.246, memory: 5811, loss_cls: 10.7532, loss: 10.7532, grad_norm: 7.7405 2020-10-23 13:31:07,520 - mmaction - INFO - Epoch [11][100/603] lr: 1.000e-02, eta: 22:32:58, time: 1.243, data_time: 0.010, memory: 5811, loss_cls: 10.4918, loss: 10.4918, grad_norm: 7.8932 2020-10-23 13:31:31,212 - mmaction - INFO - Epoch [11][120/603] lr: 1.000e-02, eta: 22:31:32, time: 1.177, data_time: 0.003, memory: 5811, loss_cls: 10.8316, loss: 10.8316, grad_norm: 7.9224 2020-10-23 13:31:54,031 - mmaction - INFO - Epoch [11][140/603] lr: 1.000e-02, eta: 22:30:00, time: 1.149, data_time: 0.011, memory: 5811, loss_cls: 10.6708, loss: 10.6708, grad_norm: 7.9719 2020-10-23 13:32:18,523 - mmaction - INFO - Epoch [11][160/603] lr: 1.000e-02, eta: 22:28:43, time: 1.226, data_time: 0.002, memory: 5811, loss_cls: 10.9819, loss: 10.9819, grad_norm: 8.2121 2020-10-23 13:32:43,521 - mmaction - INFO - Epoch [11][180/603] lr: 1.000e-02, eta: 22:27:30, time: 1.248, data_time: 0.001, memory: 5811, loss_cls: 11.0892, loss: 11.0892, grad_norm: 8.2556 2020-10-23 13:33:06,754 - mmaction - INFO - Epoch [11][200/603] lr: 1.000e-02, eta: 22:26:02, time: 1.160, data_time: 0.003, memory: 5811, loss_cls: 10.8387, loss: 10.8387, grad_norm: 8.0238 2020-10-23 13:33:31,391 - mmaction - INFO - Epoch [11][220/603] lr: 1.000e-02, eta: 22:24:47, time: 1.231, data_time: 0.009, memory: 5811, loss_cls: 11.0618, loss: 11.0618, grad_norm: 8.6283 2020-10-23 13:33:56,016 - mmaction - INFO - Epoch [11][240/603] lr: 1.000e-02, eta: 22:23:32, time: 1.235, data_time: 0.006, memory: 5811, loss_cls: 10.8798, loss: 10.8798, grad_norm: 8.0317 2020-10-23 13:34:20,343 - mmaction - INFO - Epoch [11][260/603] lr: 1.000e-02, eta: 22:22:16, time: 1.218, data_time: 0.004, memory: 5811, loss_cls: 10.8747, loss: 10.8747, grad_norm: 7.9207 2020-10-23 13:34:44,838 - mmaction - INFO - Epoch [11][280/603] lr: 1.000e-02, eta: 22:20:59, time: 1.218, data_time: 0.002, memory: 5811, loss_cls: 10.9724, loss: 10.9724, grad_norm: 8.0702 2020-10-23 13:35:08,447 - mmaction - INFO - Epoch [11][300/603] lr: 1.000e-02, eta: 22:19:37, time: 1.188, data_time: 0.008, memory: 5811, loss_cls: 10.9062, loss: 10.9062, grad_norm: 7.9807 2020-10-23 13:35:31,941 - mmaction - INFO - Epoch [11][320/603] lr: 1.000e-02, eta: 22:18:14, time: 1.172, data_time: 0.003, memory: 5811, loss_cls: 11.0967, loss: 11.0967, grad_norm: 8.1157 2020-10-23 13:35:55,197 - mmaction - INFO - Epoch [11][340/603] lr: 1.000e-02, eta: 22:16:49, time: 1.165, data_time: 0.004, memory: 5811, loss_cls: 10.8204, loss: 10.8204, grad_norm: 8.0014 2020-10-23 13:36:18,818 - mmaction - INFO - Epoch [11][360/603] lr: 1.000e-02, eta: 22:15:28, time: 1.181, data_time: 0.001, memory: 5811, loss_cls: 10.7654, loss: 10.7654, grad_norm: 7.9797 2020-10-23 13:36:42,035 - mmaction - INFO - Epoch [11][380/603] lr: 1.000e-02, eta: 22:14:03, time: 1.161, data_time: 0.002, memory: 5811, loss_cls: 10.9843, loss: 10.9843, grad_norm: 7.9759 2020-10-23 13:37:06,349 - mmaction - INFO - Epoch [11][400/603] lr: 1.000e-02, eta: 22:12:48, time: 1.215, data_time: 0.001, memory: 5811, loss_cls: 10.9947, loss: 10.9947, grad_norm: 8.0496 2020-10-23 13:37:29,532 - mmaction - INFO - Epoch [11][420/603] lr: 1.000e-02, eta: 22:11:24, time: 1.157, data_time: 0.002, memory: 5811, loss_cls: 10.7276, loss: 10.7276, grad_norm: 7.8213 2020-10-23 13:37:53,083 - mmaction - INFO - Epoch [11][440/603] lr: 1.000e-02, eta: 22:10:03, time: 1.176, data_time: 0.005, memory: 5811, loss_cls: 10.8743, loss: 10.8743, grad_norm: 7.9626 2020-10-23 13:38:17,672 - mmaction - INFO - Epoch [11][460/603] lr: 1.000e-02, eta: 22:08:52, time: 1.231, data_time: 0.006, memory: 5811, loss_cls: 10.8955, loss: 10.8955, grad_norm: 8.0959 2020-10-23 13:38:41,708 - mmaction - INFO - Epoch [11][480/603] lr: 1.000e-02, eta: 22:07:36, time: 1.201, data_time: 0.003, memory: 5811, loss_cls: 10.6563, loss: 10.6563, grad_norm: 7.8256 2020-10-23 13:39:05,291 - mmaction - INFO - Epoch [11][500/603] lr: 1.000e-02, eta: 22:06:17, time: 1.181, data_time: 0.004, memory: 5811, loss_cls: 10.8300, loss: 10.8300, grad_norm: 7.9391 2020-10-23 13:39:29,403 - mmaction - INFO - Epoch [11][520/603] lr: 1.000e-02, eta: 22:05:02, time: 1.206, data_time: 0.003, memory: 5811, loss_cls: 10.7932, loss: 10.7932, grad_norm: 7.8520 2020-10-23 13:39:52,871 - mmaction - INFO - Epoch [11][540/603] lr: 1.000e-02, eta: 22:03:43, time: 1.174, data_time: 0.003, memory: 5811, loss_cls: 10.8079, loss: 10.8079, grad_norm: 8.1988 2020-10-23 13:40:17,251 - mmaction - INFO - Epoch [11][560/603] lr: 1.000e-02, eta: 22:02:30, time: 1.215, data_time: 0.003, memory: 5811, loss_cls: 10.6894, loss: 10.6894, grad_norm: 7.8766 2020-10-23 13:40:41,277 - mmaction - INFO - Epoch [11][580/603] lr: 1.000e-02, eta: 22:01:16, time: 1.202, data_time: 0.005, memory: 5811, loss_cls: 11.1214, loss: 11.1214, grad_norm: 8.0644 2020-10-23 13:41:05,330 - mmaction - INFO - Epoch [11][600/603] lr: 1.000e-02, eta: 22:00:02, time: 1.204, data_time: 0.005, memory: 5811, loss_cls: 10.7627, loss: 10.7627, grad_norm: 7.7630 2020-10-23 13:41:44,355 - mmaction - INFO - Epoch [12][20/603] lr: 1.000e-02, eta: 21:59:44, time: 1.792, data_time: 1.231, memory: 5811, loss_cls: 10.6442, loss: 10.6442, grad_norm: 7.9516 2020-10-23 13:42:08,998 - mmaction - INFO - Epoch [12][40/603] lr: 1.000e-02, eta: 21:58:35, time: 1.228, data_time: 0.364, memory: 5811, loss_cls: 10.4391, loss: 10.4391, grad_norm: 7.9305 2020-10-23 13:42:33,773 - mmaction - INFO - Epoch [12][60/603] lr: 1.000e-02, eta: 21:57:27, time: 1.240, data_time: 0.336, memory: 5811, loss_cls: 10.8278, loss: 10.8278, grad_norm: 8.1612 2020-10-23 13:42:58,312 - mmaction - INFO - Epoch [12][80/603] lr: 1.000e-02, eta: 21:56:18, time: 1.227, data_time: 0.388, memory: 5811, loss_cls: 10.8166, loss: 10.8166, grad_norm: 7.9062 2020-10-23 13:43:23,130 - mmaction - INFO - Epoch [12][100/603] lr: 1.000e-02, eta: 21:55:12, time: 1.242, data_time: 0.390, memory: 5811, loss_cls: 10.5977, loss: 10.5977, grad_norm: 8.0926 2020-10-23 13:43:48,832 - mmaction - INFO - Epoch [12][120/603] lr: 1.000e-02, eta: 21:54:13, time: 1.285, data_time: 0.352, memory: 5811, loss_cls: 10.6727, loss: 10.6727, grad_norm: 8.0162 2020-10-23 13:44:13,182 - mmaction - INFO - Epoch [12][140/603] lr: 1.000e-02, eta: 21:53:02, time: 1.210, data_time: 0.114, memory: 5811, loss_cls: 10.9992, loss: 10.9992, grad_norm: 8.1344 2020-10-23 13:44:37,332 - mmaction - INFO - Epoch [12][160/603] lr: 1.000e-02, eta: 21:51:52, time: 1.213, data_time: 0.332, memory: 5811, loss_cls: 10.5079, loss: 10.5079, grad_norm: 7.8792 2020-10-23 13:45:01,690 - mmaction - INFO - Epoch [12][180/603] lr: 1.000e-02, eta: 21:50:43, time: 1.219, data_time: 0.148, memory: 5811, loss_cls: 10.9647, loss: 10.9647, grad_norm: 8.1083 2020-10-23 13:45:24,901 - mmaction - INFO - Epoch [12][200/603] lr: 1.000e-02, eta: 21:49:24, time: 1.158, data_time: 0.024, memory: 5811, loss_cls: 10.6459, loss: 10.6459, grad_norm: 7.9459 2020-10-23 13:45:47,771 - mmaction - INFO - Epoch [12][220/603] lr: 1.000e-02, eta: 21:48:05, time: 1.147, data_time: 0.005, memory: 5811, loss_cls: 10.7173, loss: 10.7173, grad_norm: 7.9424 2020-10-23 13:46:10,398 - mmaction - INFO - Epoch [12][240/603] lr: 1.000e-02, eta: 21:46:42, time: 1.123, data_time: 0.002, memory: 5811, loss_cls: 10.8433, loss: 10.8433, grad_norm: 8.2303 2020-10-23 13:46:32,636 - mmaction - INFO - Epoch [12][260/603] lr: 1.000e-02, eta: 21:45:18, time: 1.119, data_time: 0.010, memory: 5811, loss_cls: 10.9824, loss: 10.9824, grad_norm: 7.7511 2020-10-23 13:46:55,508 - mmaction - INFO - Epoch [12][280/603] lr: 1.000e-02, eta: 21:43:59, time: 1.143, data_time: 0.003, memory: 5811, loss_cls: 10.9092, loss: 10.9092, grad_norm: 8.0923 2020-10-23 13:47:18,177 - mmaction - INFO - Epoch [12][300/603] lr: 1.000e-02, eta: 21:42:37, time: 1.121, data_time: 0.002, memory: 5811, loss_cls: 10.7964, loss: 10.7964, grad_norm: 7.9671 2020-10-23 13:47:40,722 - mmaction - INFO - Epoch [12][320/603] lr: 1.000e-02, eta: 21:41:18, time: 1.141, data_time: 0.014, memory: 5811, loss_cls: 10.7594, loss: 10.7594, grad_norm: 8.0381 2020-10-23 13:48:04,663 - mmaction - INFO - Epoch [12][340/603] lr: 1.000e-02, eta: 21:40:07, time: 1.195, data_time: 0.002, memory: 5811, loss_cls: 10.9190, loss: 10.9190, grad_norm: 8.1358 2020-10-23 13:48:27,931 - mmaction - INFO - Epoch [12][360/603] lr: 1.000e-02, eta: 21:38:52, time: 1.160, data_time: 0.003, memory: 5811, loss_cls: 10.8915, loss: 10.8915, grad_norm: 8.0580 2020-10-23 13:48:50,903 - mmaction - INFO - Epoch [12][380/603] lr: 1.000e-02, eta: 21:37:35, time: 1.151, data_time: 0.007, memory: 5811, loss_cls: 10.7719, loss: 10.7719, grad_norm: 7.9539 2020-10-23 13:49:12,973 - mmaction - INFO - Epoch [12][400/603] lr: 1.000e-02, eta: 21:36:12, time: 1.105, data_time: 0.004, memory: 5811, loss_cls: 10.9663, loss: 10.9663, grad_norm: 7.9303 2020-10-23 13:49:36,296 - mmaction - INFO - Epoch [12][420/603] lr: 1.000e-02, eta: 21:34:59, time: 1.168, data_time: 0.002, memory: 5811, loss_cls: 10.6004, loss: 10.6004, grad_norm: 7.8020 2020-10-23 13:49:58,880 - mmaction - INFO - Epoch [12][440/603] lr: 1.000e-02, eta: 21:33:40, time: 1.129, data_time: 0.002, memory: 5811, loss_cls: 10.6011, loss: 10.6011, grad_norm: 8.0253 2020-10-23 13:50:21,445 - mmaction - INFO - Epoch [12][460/603] lr: 1.000e-02, eta: 21:32:21, time: 1.127, data_time: 0.002, memory: 5811, loss_cls: 10.7333, loss: 10.7333, grad_norm: 8.0320 2020-10-23 13:50:44,134 - mmaction - INFO - Epoch [12][480/603] lr: 1.000e-02, eta: 21:31:04, time: 1.136, data_time: 0.043, memory: 5811, loss_cls: 10.7119, loss: 10.7119, grad_norm: 7.8075 2020-10-23 13:51:07,461 - mmaction - INFO - Epoch [12][500/603] lr: 1.000e-02, eta: 21:29:51, time: 1.162, data_time: 0.199, memory: 5811, loss_cls: 10.7481, loss: 10.7481, grad_norm: 7.9134 2020-10-23 13:51:30,942 - mmaction - INFO - Epoch [12][520/603] lr: 1.000e-02, eta: 21:28:41, time: 1.177, data_time: 0.181, memory: 5811, loss_cls: 10.7056, loss: 10.7056, grad_norm: 8.0475 2020-10-23 13:51:54,434 - mmaction - INFO - Epoch [12][540/603] lr: 1.000e-02, eta: 21:27:30, time: 1.174, data_time: 0.169, memory: 5811, loss_cls: 10.7287, loss: 10.7287, grad_norm: 7.9733 2020-10-23 13:52:16,779 - mmaction - INFO - Epoch [12][560/603] lr: 1.000e-02, eta: 21:26:11, time: 1.117, data_time: 0.144, memory: 5811, loss_cls: 10.6257, loss: 10.6257, grad_norm: 7.9378 2020-10-23 13:52:40,071 - mmaction - INFO - Epoch [12][580/603] lr: 1.000e-02, eta: 21:24:59, time: 1.165, data_time: 0.435, memory: 5811, loss_cls: 10.8804, loss: 10.8804, grad_norm: 7.9119 2020-10-23 13:53:03,584 - mmaction - INFO - Epoch [12][600/603] lr: 1.000e-02, eta: 21:23:49, time: 1.173, data_time: 0.165, memory: 5811, loss_cls: 10.5513, loss: 10.5513, grad_norm: 7.9352 2020-10-23 13:53:40,020 - mmaction - INFO - Epoch [13][20/603] lr: 1.000e-02, eta: 21:23:18, time: 1.683, data_time: 0.836, memory: 5811, loss_cls: 10.4531, loss: 10.4531, grad_norm: 7.9251 2020-10-23 13:54:04,772 - mmaction - INFO - Epoch [13][40/603] lr: 1.000e-02, eta: 21:22:18, time: 1.237, data_time: 0.188, memory: 5811, loss_cls: 10.7450, loss: 10.7450, grad_norm: 8.1752 2020-10-23 13:54:29,243 - mmaction - INFO - Epoch [13][60/603] lr: 1.000e-02, eta: 21:21:16, time: 1.223, data_time: 0.007, memory: 5811, loss_cls: 10.6127, loss: 10.6127, grad_norm: 8.1493 2020-10-23 13:54:53,673 - mmaction - INFO - Epoch [13][80/603] lr: 1.000e-02, eta: 21:20:13, time: 1.219, data_time: 0.002, memory: 5811, loss_cls: 10.4545, loss: 10.4545, grad_norm: 7.8818 2020-10-23 13:55:16,431 - mmaction - INFO - Epoch [13][100/603] lr: 1.000e-02, eta: 21:19:00, time: 1.140, data_time: 0.003, memory: 5811, loss_cls: 10.8095, loss: 10.8095, grad_norm: 7.8233 2020-10-23 13:55:40,054 - mmaction - INFO - Epoch [13][120/603] lr: 1.000e-02, eta: 21:17:51, time: 1.176, data_time: 0.001, memory: 5811, loss_cls: 10.6602, loss: 10.6602, grad_norm: 7.9791 2020-10-23 13:56:02,973 - mmaction - INFO - Epoch [13][140/603] lr: 1.000e-02, eta: 21:16:40, time: 1.150, data_time: 0.008, memory: 5811, loss_cls: 10.7698, loss: 10.7698, grad_norm: 7.9640 2020-10-23 13:56:26,277 - mmaction - INFO - Epoch [13][160/603] lr: 1.000e-02, eta: 21:15:30, time: 1.166, data_time: 0.003, memory: 5811, loss_cls: 10.4264, loss: 10.4264, grad_norm: 12.5055 2020-10-23 13:56:49,764 - mmaction - INFO - Epoch [13][180/603] lr: 1.000e-02, eta: 21:14:23, time: 1.175, data_time: 0.001, memory: 5811, loss_cls: 10.9688, loss: 10.9688, grad_norm: 8.2058 2020-10-23 13:57:12,932 - mmaction - INFO - Epoch [13][200/603] lr: 1.000e-02, eta: 21:13:12, time: 1.155, data_time: 0.001, memory: 5811, loss_cls: 10.8204, loss: 10.8204, grad_norm: 8.3189 2020-10-23 13:57:36,325 - mmaction - INFO - Epoch [13][220/603] lr: 1.000e-02, eta: 21:12:04, time: 1.170, data_time: 0.005, memory: 5811, loss_cls: 11.1258, loss: 11.1258, grad_norm: 8.1977 2020-10-23 13:57:59,925 - mmaction - INFO - Epoch [13][240/603] lr: 1.000e-02, eta: 21:10:58, time: 1.175, data_time: 0.005, memory: 5811, loss_cls: 10.7629, loss: 10.7629, grad_norm: 7.9951 2020-10-23 13:58:22,879 - mmaction - INFO - Epoch [13][260/603] lr: 1.000e-02, eta: 21:09:48, time: 1.156, data_time: 0.036, memory: 5811, loss_cls: 10.6563, loss: 10.6563, grad_norm: 7.8618 2020-10-23 13:58:46,853 - mmaction - INFO - Epoch [13][280/603] lr: 1.000e-02, eta: 21:08:45, time: 1.199, data_time: 0.003, memory: 5811, loss_cls: 10.8593, loss: 10.8593, grad_norm: 8.1440 2020-10-23 13:59:10,284 - mmaction - INFO - Epoch [13][300/603] lr: 1.000e-02, eta: 21:07:38, time: 1.171, data_time: 0.002, memory: 5811, loss_cls: 10.6407, loss: 10.6407, grad_norm: 7.9989 2020-10-23 13:59:33,223 - mmaction - INFO - Epoch [13][320/603] lr: 1.000e-02, eta: 21:06:28, time: 1.146, data_time: 0.003, memory: 5811, loss_cls: 10.9125, loss: 10.9125, grad_norm: 7.9251 2020-10-23 13:59:56,850 - mmaction - INFO - Epoch [13][340/603] lr: 1.000e-02, eta: 21:05:23, time: 1.183, data_time: 0.003, memory: 5811, loss_cls: 10.9014, loss: 10.9014, grad_norm: 7.9913 2020-10-23 14:00:20,124 - mmaction - INFO - Epoch [13][360/603] lr: 1.000e-02, eta: 21:04:16, time: 1.164, data_time: 0.001, memory: 5811, loss_cls: 10.6283, loss: 10.6283, grad_norm: 7.9412 2020-10-23 14:00:43,155 - mmaction - INFO - Epoch [13][380/603] lr: 1.000e-02, eta: 21:03:08, time: 1.151, data_time: 0.003, memory: 5811, loss_cls: 10.9065, loss: 10.9065, grad_norm: 8.2608 2020-10-23 14:01:06,222 - mmaction - INFO - Epoch [13][400/603] lr: 1.000e-02, eta: 21:02:00, time: 1.153, data_time: 0.001, memory: 5811, loss_cls: 11.0061, loss: 11.0061, grad_norm: 7.9006 2020-10-23 14:01:29,725 - mmaction - INFO - Epoch [13][420/603] lr: 1.000e-02, eta: 21:00:54, time: 1.170, data_time: 0.001, memory: 5811, loss_cls: 10.5989, loss: 10.5989, grad_norm: 7.7961 2020-10-23 14:01:52,509 - mmaction - INFO - Epoch [13][440/603] lr: 1.000e-02, eta: 20:59:45, time: 1.143, data_time: 0.006, memory: 5811, loss_cls: 10.8656, loss: 10.8656, grad_norm: 7.9472 2020-10-23 14:02:15,551 - mmaction - INFO - Epoch [13][460/603] lr: 1.000e-02, eta: 20:58:37, time: 1.151, data_time: 0.001, memory: 5811, loss_cls: 10.7046, loss: 10.7046, grad_norm: 7.9864 2020-10-23 14:02:39,015 - mmaction - INFO - Epoch [13][480/603] lr: 1.000e-02, eta: 20:57:33, time: 1.175, data_time: 0.004, memory: 5811, loss_cls: 10.4967, loss: 10.4967, grad_norm: 7.8110 2020-10-23 14:03:02,924 - mmaction - INFO - Epoch [13][500/603] lr: 1.000e-02, eta: 20:56:32, time: 1.195, data_time: 0.003, memory: 5811, loss_cls: 10.6627, loss: 10.6627, grad_norm: 7.8160 2020-10-23 14:03:26,314 - mmaction - INFO - Epoch [13][520/603] lr: 1.000e-02, eta: 20:55:27, time: 1.170, data_time: 0.003, memory: 5811, loss_cls: 10.8860, loss: 10.8860, grad_norm: 8.0995 2020-10-23 14:03:49,343 - mmaction - INFO - Epoch [13][540/603] lr: 1.000e-02, eta: 20:54:20, time: 1.151, data_time: 0.000, memory: 5811, loss_cls: 10.8342, loss: 10.8342, grad_norm: 7.9852 2020-10-23 14:04:12,555 - mmaction - INFO - Epoch [13][560/603] lr: 1.000e-02, eta: 20:53:14, time: 1.152, data_time: 0.003, memory: 5811, loss_cls: 10.4956, loss: 10.4956, grad_norm: 8.0936 2020-10-23 14:04:34,951 - mmaction - INFO - Epoch [13][580/603] lr: 1.000e-02, eta: 20:52:04, time: 1.128, data_time: 0.013, memory: 5811, loss_cls: 10.6643, loss: 10.6643, grad_norm: 8.2926 2020-10-23 14:04:57,717 - mmaction - INFO - Epoch [13][600/603] lr: 1.000e-02, eta: 20:50:57, time: 1.138, data_time: 0.004, memory: 5811, loss_cls: 10.6159, loss: 10.6159, grad_norm: 7.9163 2020-10-23 14:05:33,582 - mmaction - INFO - Epoch [14][20/603] lr: 1.000e-02, eta: 20:50:28, time: 1.675, data_time: 0.731, memory: 5811, loss_cls: 10.8523, loss: 10.8523, grad_norm: 7.9617 2020-10-23 14:05:58,598 - mmaction - INFO - Epoch [14][40/603] lr: 1.000e-02, eta: 20:49:35, time: 1.249, data_time: 0.011, memory: 5811, loss_cls: 10.6235, loss: 10.6235, grad_norm: 8.0480 2020-10-23 14:06:22,868 - mmaction - INFO - Epoch [14][60/603] lr: 1.000e-02, eta: 20:48:38, time: 1.215, data_time: 0.004, memory: 5811, loss_cls: 10.4700, loss: 10.4700, grad_norm: 8.0284 2020-10-23 14:06:45,572 - mmaction - INFO - Epoch [14][80/603] lr: 1.000e-02, eta: 20:47:30, time: 1.134, data_time: 0.001, memory: 5811, loss_cls: 10.3490, loss: 10.3490, grad_norm: 7.8222 2020-10-23 14:07:09,440 - mmaction - INFO - Epoch [14][100/603] lr: 1.000e-02, eta: 20:46:30, time: 1.193, data_time: 0.002, memory: 5811, loss_cls: 10.4112, loss: 10.4112, grad_norm: 7.8079 2020-10-23 14:07:33,707 - mmaction - INFO - Epoch [14][120/603] lr: 1.000e-02, eta: 20:45:33, time: 1.211, data_time: 0.002, memory: 5811, loss_cls: 10.8164, loss: 10.8164, grad_norm: 8.1365 2020-10-23 14:07:58,835 - mmaction - INFO - Epoch [14][140/603] lr: 1.000e-02, eta: 20:44:42, time: 1.252, data_time: 0.044, memory: 5811, loss_cls: 10.7016, loss: 10.7016, grad_norm: 7.9329 2020-10-23 14:08:23,304 - mmaction - INFO - Epoch [14][160/603] lr: 1.000e-02, eta: 20:43:47, time: 1.226, data_time: 0.137, memory: 5811, loss_cls: 10.6207, loss: 10.6207, grad_norm: 8.0357 2020-10-23 14:08:47,170 - mmaction - INFO - Epoch [14][180/603] lr: 1.000e-02, eta: 20:42:48, time: 1.197, data_time: 0.442, memory: 5811, loss_cls: 10.6244, loss: 10.6244, grad_norm: 8.0339 2020-10-23 14:09:11,290 - mmaction - INFO - Epoch [14][200/603] lr: 1.000e-02, eta: 20:41:51, time: 1.203, data_time: 0.155, memory: 5811, loss_cls: 10.6186, loss: 10.6186, grad_norm: 8.1683 2020-10-23 14:09:34,426 - mmaction - INFO - Epoch [14][220/603] lr: 1.000e-02, eta: 20:40:48, time: 1.160, data_time: 0.171, memory: 5811, loss_cls: 10.7624, loss: 10.7624, grad_norm: 8.0933 2020-10-23 14:09:58,397 - mmaction - INFO - Epoch [14][240/603] lr: 1.000e-02, eta: 20:39:49, time: 1.190, data_time: 0.276, memory: 5811, loss_cls: 10.4859, loss: 10.4859, grad_norm: 7.8363 2020-10-23 14:10:22,146 - mmaction - INFO - Epoch [14][260/603] lr: 1.000e-02, eta: 20:38:50, time: 1.192, data_time: 0.506, memory: 5811, loss_cls: 10.3731, loss: 10.3731, grad_norm: 7.9436 2020-10-23 14:10:45,396 - mmaction - INFO - Epoch [14][280/603] lr: 1.000e-02, eta: 20:37:49, time: 1.165, data_time: 0.565, memory: 5811, loss_cls: 10.4299, loss: 10.4299, grad_norm: 7.9017 2020-10-23 14:11:08,807 - mmaction - INFO - Epoch [14][300/603] lr: 1.000e-02, eta: 20:36:48, time: 1.172, data_time: 0.495, memory: 5811, loss_cls: 11.0345, loss: 11.0345, grad_norm: 8.2343 2020-10-23 14:11:32,606 - mmaction - INFO - Epoch [14][320/603] lr: 1.000e-02, eta: 20:35:48, time: 1.180, data_time: 0.366, memory: 5811, loss_cls: 10.6953, loss: 10.6953, grad_norm: 8.3805 2020-10-23 14:11:56,161 - mmaction - INFO - Epoch [14][340/603] lr: 1.000e-02, eta: 20:34:50, time: 1.187, data_time: 0.337, memory: 5811, loss_cls: 10.5265, loss: 10.5265, grad_norm: 8.0229 2020-10-23 14:12:19,581 - mmaction - INFO - Epoch [14][360/603] lr: 1.000e-02, eta: 20:33:50, time: 1.171, data_time: 0.247, memory: 5811, loss_cls: 10.5206, loss: 10.5206, grad_norm: 7.9596 2020-10-23 14:12:42,919 - mmaction - INFO - Epoch [14][380/603] lr: 1.000e-02, eta: 20:32:48, time: 1.161, data_time: 0.107, memory: 5811, loss_cls: 10.3725, loss: 10.3725, grad_norm: 7.9741 2020-10-23 14:13:06,561 - mmaction - INFO - Epoch [14][400/603] lr: 1.000e-02, eta: 20:31:50, time: 1.187, data_time: 0.246, memory: 5811, loss_cls: 10.8415, loss: 10.8415, grad_norm: 7.9683 2020-10-23 14:13:29,660 - mmaction - INFO - Epoch [14][420/603] lr: 1.000e-02, eta: 20:30:49, time: 1.157, data_time: 0.045, memory: 5811, loss_cls: 10.4388, loss: 10.4388, grad_norm: 7.8668 2020-10-23 14:13:51,518 - mmaction - INFO - Epoch [14][440/603] lr: 1.000e-02, eta: 20:29:39, time: 1.089, data_time: 0.088, memory: 5811, loss_cls: 10.5999, loss: 10.5999, grad_norm: 8.0077 2020-10-23 14:14:14,490 - mmaction - INFO - Epoch [14][460/603] lr: 1.000e-02, eta: 20:28:37, time: 1.152, data_time: 0.184, memory: 5811, loss_cls: 10.4701, loss: 10.4701, grad_norm: 7.8196 2020-10-23 14:14:38,321 - mmaction - INFO - Epoch [14][480/603] lr: 1.000e-02, eta: 20:27:39, time: 1.178, data_time: 0.319, memory: 5811, loss_cls: 10.3614, loss: 10.3614, grad_norm: 7.8346 2020-10-23 14:15:01,246 - mmaction - INFO - Epoch [14][500/603] lr: 1.000e-02, eta: 20:26:38, time: 1.158, data_time: 0.316, memory: 5811, loss_cls: 10.4242, loss: 10.4242, grad_norm: 7.8353 2020-10-23 14:15:24,017 - mmaction - INFO - Epoch [14][520/603] lr: 1.000e-02, eta: 20:25:35, time: 1.138, data_time: 0.490, memory: 5811, loss_cls: 10.5850, loss: 10.5850, grad_norm: 7.9144 2020-10-23 14:15:47,046 - mmaction - INFO - Epoch [14][540/603] lr: 1.000e-02, eta: 20:24:35, time: 1.155, data_time: 0.390, memory: 5811, loss_cls: 10.6002, loss: 10.6002, grad_norm: 7.8411 2020-10-23 14:16:10,717 - mmaction - INFO - Epoch [14][560/603] lr: 1.000e-02, eta: 20:23:38, time: 1.182, data_time: 0.543, memory: 5811, loss_cls: 10.7811, loss: 10.7811, grad_norm: 7.9626 2020-10-23 14:16:33,699 - mmaction - INFO - Epoch [14][580/603] lr: 1.000e-02, eta: 20:22:36, time: 1.146, data_time: 0.508, memory: 5811, loss_cls: 10.8906, loss: 10.8906, grad_norm: 8.0340 2020-10-23 14:16:57,235 - mmaction - INFO - Epoch [14][600/603] lr: 1.000e-02, eta: 20:21:39, time: 1.180, data_time: 0.595, memory: 5811, loss_cls: 10.3328, loss: 10.3328, grad_norm: 7.8177 2020-10-23 14:17:36,854 - mmaction - INFO - Epoch [15][20/603] lr: 1.000e-02, eta: 20:21:27, time: 1.792, data_time: 1.059, memory: 5811, loss_cls: 10.4310, loss: 10.4310, grad_norm: 7.9592 2020-10-23 14:18:01,538 - mmaction - INFO - Epoch [15][40/603] lr: 1.000e-02, eta: 20:20:37, time: 1.232, data_time: 0.637, memory: 5811, loss_cls: 10.3259, loss: 10.3259, grad_norm: 7.8205 2020-10-23 14:18:26,404 - mmaction - INFO - Epoch [15][60/603] lr: 1.000e-02, eta: 20:19:48, time: 1.244, data_time: 0.722, memory: 5811, loss_cls: 10.2343, loss: 10.2343, grad_norm: 7.8708 2020-10-23 14:18:49,267 - mmaction - INFO - Epoch [15][80/603] lr: 1.000e-02, eta: 20:18:47, time: 1.145, data_time: 0.552, memory: 5811, loss_cls: 10.4067, loss: 10.4067, grad_norm: 7.9675 2020-10-23 14:19:12,014 - mmaction - INFO - Epoch [15][100/603] lr: 1.000e-02, eta: 20:17:45, time: 1.136, data_time: 0.525, memory: 5811, loss_cls: 10.4639, loss: 10.4639, grad_norm: 7.9023 2020-10-23 14:19:34,305 - mmaction - INFO - Epoch [15][120/603] lr: 1.000e-02, eta: 20:16:40, time: 1.106, data_time: 0.509, memory: 5811, loss_cls: 10.5178, loss: 10.5178, grad_norm: 7.9512 2020-10-23 14:19:57,413 - mmaction - INFO - Epoch [15][140/603] lr: 1.000e-02, eta: 20:15:42, time: 1.163, data_time: 0.469, memory: 5811, loss_cls: 10.6177, loss: 10.6177, grad_norm: 8.1197 2020-10-23 14:20:19,931 - mmaction - INFO - Epoch [15][160/603] lr: 1.000e-02, eta: 20:14:39, time: 1.127, data_time: 0.460, memory: 5811, loss_cls: 10.7620, loss: 10.7620, grad_norm: 8.2033 2020-10-23 14:20:42,936 - mmaction - INFO - Epoch [15][180/603] lr: 1.000e-02, eta: 20:13:40, time: 1.149, data_time: 0.494, memory: 5811, loss_cls: 10.3361, loss: 10.3361, grad_norm: 8.1776 2020-10-23 14:21:05,807 - mmaction - INFO - Epoch [15][200/603] lr: 1.000e-02, eta: 20:12:40, time: 1.145, data_time: 0.154, memory: 5811, loss_cls: 10.4371, loss: 10.4371, grad_norm: 7.9870 2020-10-23 14:21:27,547 - mmaction - INFO - Epoch [15][220/603] lr: 1.000e-02, eta: 20:11:34, time: 1.086, data_time: 0.020, memory: 5811, loss_cls: 10.3823, loss: 10.3823, grad_norm: 7.9424 2020-10-23 14:21:50,693 - mmaction - INFO - Epoch [15][240/603] lr: 1.000e-02, eta: 20:10:35, time: 1.155, data_time: 0.060, memory: 5811, loss_cls: 10.6780, loss: 10.6780, grad_norm: 7.8492 2020-10-23 14:22:13,054 - mmaction - INFO - Epoch [15][260/603] lr: 1.000e-02, eta: 20:09:33, time: 1.121, data_time: 0.006, memory: 5811, loss_cls: 10.6116, loss: 10.6116, grad_norm: 7.8939 2020-10-23 14:22:35,404 - mmaction - INFO - Epoch [15][280/603] lr: 1.000e-02, eta: 20:08:31, time: 1.118, data_time: 0.003, memory: 5811, loss_cls: 10.4091, loss: 10.4091, grad_norm: 7.6605 2020-10-23 14:22:57,850 - mmaction - INFO - Epoch [15][300/603] lr: 1.000e-02, eta: 20:07:29, time: 1.119, data_time: 0.005, memory: 5811, loss_cls: 10.6040, loss: 10.6040, grad_norm: 7.8171 2020-10-23 14:23:20,240 - mmaction - INFO - Epoch [15][320/603] lr: 1.000e-02, eta: 20:06:27, time: 1.116, data_time: 0.007, memory: 5811, loss_cls: 10.3353, loss: 10.3353, grad_norm: 8.0500 2020-10-23 14:23:42,164 - mmaction - INFO - Epoch [15][340/603] lr: 1.000e-02, eta: 20:05:22, time: 1.092, data_time: 0.009, memory: 5811, loss_cls: 10.3998, loss: 10.3998, grad_norm: 7.8916 2020-10-23 14:24:03,903 - mmaction - INFO - Epoch [15][360/603] lr: 1.000e-02, eta: 20:04:18, time: 1.098, data_time: 0.013, memory: 5811, loss_cls: 10.9049, loss: 10.9049, grad_norm: 8.0462 2020-10-23 14:24:26,267 - mmaction - INFO - Epoch [15][380/603] lr: 1.000e-02, eta: 20:03:17, time: 1.119, data_time: 0.001, memory: 5811, loss_cls: 10.4088, loss: 10.4088, grad_norm: 8.1358 2020-10-23 14:24:48,445 - mmaction - INFO - Epoch [15][400/603] lr: 1.000e-02, eta: 20:02:15, time: 1.109, data_time: 0.001, memory: 5811, loss_cls: 10.4070, loss: 10.4070, grad_norm: 7.9439 2020-10-23 14:25:11,711 - mmaction - INFO - Epoch [15][420/603] lr: 1.000e-02, eta: 20:01:19, time: 1.160, data_time: 0.002, memory: 5811, loss_cls: 10.5417, loss: 10.5417, grad_norm: 7.8580 2020-10-23 14:25:33,565 - mmaction - INFO - Epoch [15][440/603] lr: 1.000e-02, eta: 20:00:15, time: 1.095, data_time: 0.005, memory: 5811, loss_cls: 10.6807, loss: 10.6807, grad_norm: 7.9437 2020-10-23 14:25:56,804 - mmaction - INFO - Epoch [15][460/603] lr: 1.000e-02, eta: 19:59:19, time: 1.159, data_time: 0.002, memory: 5811, loss_cls: 10.3972, loss: 10.3972, grad_norm: 7.7485 2020-10-23 14:26:19,407 - mmaction - INFO - Epoch [15][480/603] lr: 1.000e-02, eta: 19:58:20, time: 1.127, data_time: 0.005, memory: 5811, loss_cls: 10.5783, loss: 10.5783, grad_norm: 8.0302 2020-10-23 14:26:41,271 - mmaction - INFO - Epoch [15][500/603] lr: 1.000e-02, eta: 19:57:18, time: 1.099, data_time: 0.007, memory: 5811, loss_cls: 10.2882, loss: 10.2882, grad_norm: 7.9392 2020-10-23 14:27:03,743 - mmaction - INFO - Epoch [15][520/603] lr: 1.000e-02, eta: 19:56:17, time: 1.115, data_time: 0.003, memory: 5811, loss_cls: 10.4458, loss: 10.4458, grad_norm: 7.8311 2020-10-23 14:27:25,412 - mmaction - INFO - Epoch [15][540/603] lr: 1.000e-02, eta: 19:55:14, time: 1.092, data_time: 0.010, memory: 5811, loss_cls: 10.5765, loss: 10.5765, grad_norm: 8.1068 2020-10-23 14:27:48,506 - mmaction - INFO - Epoch [15][560/603] lr: 1.000e-02, eta: 19:54:18, time: 1.152, data_time: 0.002, memory: 5811, loss_cls: 10.5199, loss: 10.5199, grad_norm: 7.8378 2020-10-23 14:28:11,130 - mmaction - INFO - Epoch [15][580/603] lr: 1.000e-02, eta: 19:53:20, time: 1.132, data_time: 0.009, memory: 5811, loss_cls: 10.4111, loss: 10.4111, grad_norm: 7.7941 2020-10-23 14:28:33,340 - mmaction - INFO - Epoch [15][600/603] lr: 1.000e-02, eta: 19:52:20, time: 1.112, data_time: 0.004, memory: 5811, loss_cls: 10.4532, loss: 10.4532, grad_norm: 7.7545 2020-10-23 14:28:36,034 - mmaction - INFO - Saving checkpoint at 15 epochs 2020-10-23 14:29:29,229 - mmaction - INFO - Evaluating mean_average_precision... 2020-10-23 14:29:29,393 - mmaction - INFO - mean_average_precision 0.5809 2020-10-23 14:29:29,396 - mmaction - INFO - Epoch(val) [15][603] mean_average_precision: 0.5809 2020-10-23 14:30:01,034 - mmaction - INFO - Epoch [16][20/603] lr: 1.000e-02, eta: 19:51:45, time: 1.581, data_time: 0.776, memory: 5811, loss_cls: 10.7996, loss: 10.7996, grad_norm: 8.2835 2020-10-23 14:30:25,396 - mmaction - INFO - Epoch [16][40/603] lr: 1.000e-02, eta: 19:50:57, time: 1.218, data_time: 0.250, memory: 5811, loss_cls: 10.6053, loss: 10.6053, grad_norm: 8.0194 2020-10-23 14:30:48,421 - mmaction - INFO - Epoch [16][60/603] lr: 1.000e-02, eta: 19:50:02, time: 1.149, data_time: 0.002, memory: 5811, loss_cls: 10.3130, loss: 10.3130, grad_norm: 8.1783 2020-10-23 14:31:10,871 - mmaction - INFO - Epoch [16][80/603] lr: 1.000e-02, eta: 19:49:04, time: 1.125, data_time: 0.005, memory: 5811, loss_cls: 10.3770, loss: 10.3770, grad_norm: 8.3758 2020-10-23 14:31:33,482 - mmaction - INFO - Epoch [16][100/603] lr: 1.000e-02, eta: 19:48:05, time: 1.121, data_time: 0.001, memory: 5811, loss_cls: 10.6330, loss: 10.6330, grad_norm: 7.9990 2020-10-23 14:31:56,255 - mmaction - INFO - Epoch [16][120/603] lr: 1.000e-02, eta: 19:47:10, time: 1.146, data_time: 0.011, memory: 5811, loss_cls: 10.6279, loss: 10.6279, grad_norm: 8.0283 2020-10-23 14:32:17,965 - mmaction - INFO - Epoch [16][140/603] lr: 1.000e-02, eta: 19:46:08, time: 1.086, data_time: 0.003, memory: 5811, loss_cls: 10.2576, loss: 10.2576, grad_norm: 7.7730 2020-10-23 14:32:40,269 - mmaction - INFO - Epoch [16][160/603] lr: 1.000e-02, eta: 19:45:08, time: 1.109, data_time: 0.002, memory: 5811, loss_cls: 10.5961, loss: 10.5961, grad_norm: 7.8381 2020-10-23 14:33:02,169 - mmaction - INFO - Epoch [16][180/603] lr: 1.000e-02, eta: 19:44:08, time: 1.095, data_time: 0.009, memory: 5811, loss_cls: 10.4449, loss: 10.4449, grad_norm: 7.8260 2020-10-23 14:33:25,502 - mmaction - INFO - Epoch [16][200/603] lr: 1.000e-02, eta: 19:43:15, time: 1.167, data_time: 0.009, memory: 5811, loss_cls: 10.5936, loss: 10.5936, grad_norm: 7.8884 2020-10-23 14:33:47,353 - mmaction - INFO - Epoch [16][220/603] lr: 1.000e-02, eta: 19:42:15, time: 1.098, data_time: 0.009, memory: 5811, loss_cls: 10.4377, loss: 10.4377, grad_norm: 7.9647 2020-10-23 14:34:09,668 - mmaction - INFO - Epoch [16][240/603] lr: 1.000e-02, eta: 19:41:17, time: 1.117, data_time: 0.004, memory: 5811, loss_cls: 10.2529, loss: 10.2529, grad_norm: 8.1447 2020-10-23 14:34:32,042 - mmaction - INFO - Epoch [16][260/603] lr: 1.000e-02, eta: 19:40:19, time: 1.113, data_time: 0.001, memory: 5811, loss_cls: 10.2984, loss: 10.2984, grad_norm: 7.9813 2020-10-23 14:34:54,001 - mmaction - INFO - Epoch [16][280/603] lr: 1.000e-02, eta: 19:39:20, time: 1.104, data_time: 0.007, memory: 5811, loss_cls: 10.4936, loss: 10.4936, grad_norm: 7.8780 2020-10-23 14:35:16,826 - mmaction - INFO - Epoch [16][300/603] lr: 1.000e-02, eta: 19:38:24, time: 1.130, data_time: 0.002, memory: 5811, loss_cls: 10.1134, loss: 10.1134, grad_norm: 7.8107 2020-10-23 14:35:39,035 - mmaction - INFO - Epoch [16][320/603] lr: 1.000e-02, eta: 19:37:27, time: 1.119, data_time: 0.013, memory: 5811, loss_cls: 10.5149, loss: 10.5149, grad_norm: 7.7929 2020-10-23 14:36:01,801 - mmaction - INFO - Epoch [16][340/603] lr: 1.000e-02, eta: 19:36:33, time: 1.140, data_time: 0.015, memory: 5811, loss_cls: 10.6160, loss: 10.6160, grad_norm: 8.1575 2020-10-23 14:36:23,759 - mmaction - INFO - Epoch [16][360/603] lr: 1.000e-02, eta: 19:35:33, time: 1.091, data_time: 0.002, memory: 5811, loss_cls: 10.4390, loss: 10.4390, grad_norm: 7.7632 2020-10-23 14:36:46,054 - mmaction - INFO - Epoch [16][380/603] lr: 1.000e-02, eta: 19:34:37, time: 1.122, data_time: 0.008, memory: 5811, loss_cls: 10.4949, loss: 10.4949, grad_norm: 7.8303 2020-10-23 14:37:08,471 - mmaction - INFO - Epoch [16][400/603] lr: 1.000e-02, eta: 19:33:41, time: 1.121, data_time: 0.001, memory: 5811, loss_cls: 10.5453, loss: 10.5453, grad_norm: 8.0193 2020-10-23 14:37:31,528 - mmaction - INFO - Epoch [16][420/603] lr: 1.000e-02, eta: 19:32:47, time: 1.143, data_time: 0.005, memory: 5811, loss_cls: 10.3971, loss: 10.3971, grad_norm: 7.8083 2020-10-23 14:37:54,237 - mmaction - INFO - Epoch [16][440/603] lr: 1.000e-02, eta: 19:31:54, time: 1.145, data_time: 0.011, memory: 5811, loss_cls: 10.4557, loss: 10.4557, grad_norm: 7.9799 2020-10-23 14:38:16,924 - mmaction - INFO - Epoch [16][460/603] lr: 1.000e-02, eta: 19:30:59, time: 1.131, data_time: 0.002, memory: 5811, loss_cls: 10.4455, loss: 10.4455, grad_norm: 7.7676 2020-10-23 14:38:39,212 - mmaction - INFO - Epoch [16][480/603] lr: 1.000e-02, eta: 19:30:02, time: 1.108, data_time: 0.006, memory: 5811, loss_cls: 10.2840, loss: 10.2840, grad_norm: 7.7753 2020-10-23 14:39:01,488 - mmaction - INFO - Epoch [16][500/603] lr: 1.000e-02, eta: 19:29:07, time: 1.122, data_time: 0.011, memory: 5811, loss_cls: 10.4537, loss: 10.4537, grad_norm: 8.1163 2020-10-23 14:39:23,231 - mmaction - INFO - Epoch [16][520/603] lr: 1.000e-02, eta: 19:28:08, time: 1.084, data_time: 0.001, memory: 5811, loss_cls: 10.4814, loss: 10.4814, grad_norm: 7.9652 2020-10-23 14:39:46,494 - mmaction - INFO - Epoch [16][540/603] lr: 1.000e-02, eta: 19:27:17, time: 1.163, data_time: 0.005, memory: 5811, loss_cls: 10.8904, loss: 10.8904, grad_norm: 7.8487 2020-10-23 14:40:08,974 - mmaction - INFO - Epoch [16][560/603] lr: 1.000e-02, eta: 19:26:22, time: 1.124, data_time: 0.004, memory: 5811, loss_cls: 10.2774, loss: 10.2774, grad_norm: 7.8642 2020-10-23 14:40:31,495 - mmaction - INFO - Epoch [16][580/603] lr: 1.000e-02, eta: 19:25:28, time: 1.126, data_time: 0.008, memory: 5811, loss_cls: 10.3188, loss: 10.3188, grad_norm: 7.8432 2020-10-23 14:40:54,569 - mmaction - INFO - Epoch [16][600/603] lr: 1.000e-02, eta: 19:24:37, time: 1.157, data_time: 0.006, memory: 5811, loss_cls: 10.6383, loss: 10.6383, grad_norm: 8.2398 2020-10-23 14:41:31,926 - mmaction - INFO - Epoch [17][20/603] lr: 1.000e-02, eta: 19:24:22, time: 1.747, data_time: 1.082, memory: 5811, loss_cls: 9.9586, loss: 9.9586, grad_norm: 7.7223 2020-10-23 14:41:54,703 - mmaction - INFO - Epoch [17][40/603] lr: 1.000e-02, eta: 19:23:29, time: 1.138, data_time: 0.096, memory: 5811, loss_cls: 10.1897, loss: 10.1897, grad_norm: 7.7487 2020-10-23 14:42:17,634 - mmaction - INFO - Epoch [17][60/603] lr: 1.000e-02, eta: 19:22:37, time: 1.145, data_time: 0.080, memory: 5811, loss_cls: 10.4122, loss: 10.4122, grad_norm: 7.8528 2020-10-23 14:42:41,668 - mmaction - INFO - Epoch [17][80/603] lr: 1.000e-02, eta: 19:21:51, time: 1.202, data_time: 0.005, memory: 5811, loss_cls: 10.2564, loss: 10.2564, grad_norm: 7.8603 2020-10-23 14:43:05,230 - mmaction - INFO - Epoch [17][100/603] lr: 1.000e-02, eta: 19:21:02, time: 1.176, data_time: 0.218, memory: 5811, loss_cls: 10.4024, loss: 10.4024, grad_norm: 7.9552 2020-10-23 14:43:28,574 - mmaction - INFO - Epoch [17][120/603] lr: 1.000e-02, eta: 19:20:13, time: 1.171, data_time: 0.496, memory: 5811, loss_cls: 10.1921, loss: 10.1921, grad_norm: 7.9819 2020-10-23 14:43:51,298 - mmaction - INFO - Epoch [17][140/603] lr: 1.000e-02, eta: 19:19:21, time: 1.134, data_time: 0.317, memory: 5811, loss_cls: 10.2616, loss: 10.2616, grad_norm: 7.7702 2020-10-23 14:44:13,092 - mmaction - INFO - Epoch [17][160/603] lr: 1.000e-02, eta: 19:18:24, time: 1.092, data_time: 0.086, memory: 5811, loss_cls: 10.0847, loss: 10.0847, grad_norm: 7.9545 2020-10-23 14:44:35,495 - mmaction - INFO - Epoch [17][180/603] lr: 1.000e-02, eta: 19:17:30, time: 1.120, data_time: 0.474, memory: 5811, loss_cls: 10.2375, loss: 10.2375, grad_norm: 8.0590 2020-10-23 14:44:59,153 - mmaction - INFO - Epoch [17][200/603] lr: 1.000e-02, eta: 19:16:43, time: 1.183, data_time: 0.464, memory: 5811, loss_cls: 10.5216, loss: 10.5216, grad_norm: 7.9453 2020-10-23 14:45:23,562 - mmaction - INFO - Epoch [17][220/603] lr: 1.000e-02, eta: 19:15:58, time: 1.213, data_time: 0.227, memory: 5811, loss_cls: 10.4899, loss: 10.4899, grad_norm: 8.0466 2020-10-23 14:45:47,022 - mmaction - INFO - Epoch [17][240/603] lr: 1.000e-02, eta: 19:15:11, time: 1.180, data_time: 0.133, memory: 5811, loss_cls: 10.1101, loss: 10.1101, grad_norm: 7.7369 2020-10-23 14:46:11,385 - mmaction - INFO - Epoch [17][260/603] lr: 1.000e-02, eta: 19:14:27, time: 1.215, data_time: 0.156, memory: 5811, loss_cls: 10.3490, loss: 10.3490, grad_norm: 8.1371 2020-10-23 14:46:34,125 - mmaction - INFO - Epoch [17][280/603] lr: 1.000e-02, eta: 19:13:36, time: 1.141, data_time: 0.022, memory: 5811, loss_cls: 10.2184, loss: 10.2184, grad_norm: 7.8832 2020-10-23 14:46:56,747 - mmaction - INFO - Epoch [17][300/603] lr: 1.000e-02, eta: 19:12:44, time: 1.130, data_time: 0.059, memory: 5811, loss_cls: 10.3035, loss: 10.3035, grad_norm: 7.7603 2020-10-23 14:47:19,534 - mmaction - INFO - Epoch [17][320/603] lr: 1.000e-02, eta: 19:11:53, time: 1.139, data_time: 0.002, memory: 5811, loss_cls: 10.4730, loss: 10.4730, grad_norm: 8.0695 2020-10-23 14:47:42,782 - mmaction - INFO - Epoch [17][340/603] lr: 1.000e-02, eta: 19:11:03, time: 1.156, data_time: 0.003, memory: 5811, loss_cls: 10.1397, loss: 10.1397, grad_norm: 7.8399 2020-10-23 14:48:05,983 - mmaction - INFO - Epoch [17][360/603] lr: 1.000e-02, eta: 19:10:15, time: 1.168, data_time: 0.010, memory: 5811, loss_cls: 10.3597, loss: 10.3597, grad_norm: 7.9329 2020-10-23 14:48:27,698 - mmaction - INFO - Epoch [17][380/603] lr: 1.000e-02, eta: 19:09:19, time: 1.086, data_time: 0.003, memory: 5811, loss_cls: 10.3830, loss: 10.3830, grad_norm: 8.0084 2020-10-23 14:48:50,870 - mmaction - INFO - Epoch [17][400/603] lr: 1.000e-02, eta: 19:08:30, time: 1.151, data_time: 0.001, memory: 5811, loss_cls: 10.1204, loss: 10.1204, grad_norm: 7.7886 2020-10-23 14:49:13,395 - mmaction - INFO - Epoch [17][420/603] lr: 1.000e-02, eta: 19:07:38, time: 1.134, data_time: 0.009, memory: 5811, loss_cls: 10.3875, loss: 10.3875, grad_norm: 7.9564 2020-10-23 14:49:36,991 - mmaction - INFO - Epoch [17][440/603] lr: 1.000e-02, eta: 19:06:52, time: 1.180, data_time: 0.001, memory: 5811, loss_cls: 10.0770, loss: 10.0770, grad_norm: 7.8372 2020-10-23 14:50:01,760 - mmaction - INFO - Epoch [17][460/603] lr: 1.000e-02, eta: 19:06:11, time: 1.229, data_time: 0.002, memory: 5811, loss_cls: 10.3009, loss: 10.3009, grad_norm: 8.0816 2020-10-23 14:50:25,143 - mmaction - INFO - Epoch [17][480/603] lr: 1.000e-02, eta: 19:05:24, time: 1.176, data_time: 0.016, memory: 5811, loss_cls: 10.5638, loss: 10.5638, grad_norm: 9.1026 2020-10-23 14:50:48,091 - mmaction - INFO - Epoch [17][500/603] lr: 1.000e-02, eta: 19:04:35, time: 1.150, data_time: 0.005, memory: 5811, loss_cls: 10.7904, loss: 10.7904, grad_norm: 8.1721 2020-10-23 14:51:10,648 - mmaction - INFO - Epoch [17][520/603] lr: 1.000e-02, eta: 19:03:43, time: 1.120, data_time: 0.001, memory: 5811, loss_cls: 10.6147, loss: 10.6147, grad_norm: 8.2710 2020-10-23 14:51:33,479 - mmaction - INFO - Epoch [17][540/603] lr: 1.000e-02, eta: 19:02:54, time: 1.147, data_time: 0.009, memory: 5811, loss_cls: 10.5467, loss: 10.5467, grad_norm: 7.9471 2020-10-23 14:51:56,727 - mmaction - INFO - Epoch [17][560/603] lr: 1.000e-02, eta: 19:02:06, time: 1.160, data_time: 0.005, memory: 5811, loss_cls: 10.3735, loss: 10.3735, grad_norm: 7.7553 2020-10-23 14:52:19,313 - mmaction - INFO - Epoch [17][580/603] lr: 1.000e-02, eta: 19:01:15, time: 1.132, data_time: 0.006, memory: 5811, loss_cls: 10.3487, loss: 10.3487, grad_norm: 7.7521 2020-10-23 14:52:41,487 - mmaction - INFO - Epoch [17][600/603] lr: 1.000e-02, eta: 19:00:23, time: 1.110, data_time: 0.003, memory: 5811, loss_cls: 10.5019, loss: 10.5019, grad_norm: 7.8520 2020-10-23 14:53:18,910 - mmaction - INFO - Epoch [18][20/603] lr: 1.000e-02, eta: 19:00:07, time: 1.735, data_time: 0.928, memory: 5811, loss_cls: 10.2009, loss: 10.2009, grad_norm: 7.8585 2020-10-23 14:53:42,825 - mmaction - INFO - Epoch [18][40/603] lr: 1.000e-02, eta: 18:59:23, time: 1.196, data_time: 0.161, memory: 5811, loss_cls: 10.3143, loss: 10.3143, grad_norm: 7.8326 2020-10-23 14:54:05,967 - mmaction - INFO - Epoch [18][60/603] lr: 1.000e-02, eta: 18:58:36, time: 1.159, data_time: 0.065, memory: 5811, loss_cls: 10.1672, loss: 10.1672, grad_norm: 7.8281 2020-10-23 14:54:29,694 - mmaction - INFO - Epoch [18][80/603] lr: 1.000e-02, eta: 18:57:50, time: 1.179, data_time: 0.019, memory: 5811, loss_cls: 10.0659, loss: 10.0659, grad_norm: 7.7690 2020-10-23 14:54:54,147 - mmaction - INFO - Epoch [18][100/603] lr: 1.000e-02, eta: 18:57:10, time: 1.229, data_time: 0.078, memory: 5811, loss_cls: 10.4309, loss: 10.4309, grad_norm: 8.3050 2020-10-23 14:55:18,603 - mmaction - INFO - Epoch [18][120/603] lr: 1.000e-02, eta: 18:56:28, time: 1.221, data_time: 0.011, memory: 5811, loss_cls: 10.2308, loss: 10.2308, grad_norm: 7.9223 2020-10-23 14:55:41,231 - mmaction - INFO - Epoch [18][140/603] lr: 1.000e-02, eta: 18:55:39, time: 1.133, data_time: 0.005, memory: 5811, loss_cls: 10.1015, loss: 10.1015, grad_norm: 7.9422 2020-10-23 14:56:04,538 - mmaction - INFO - Epoch [18][160/603] lr: 1.000e-02, eta: 18:54:52, time: 1.166, data_time: 0.002, memory: 5811, loss_cls: 10.4549, loss: 10.4549, grad_norm: 7.8537 2020-10-23 14:56:26,775 - mmaction - INFO - Epoch [18][180/603] lr: 1.000e-02, eta: 18:54:01, time: 1.112, data_time: 0.002, memory: 5811, loss_cls: 10.1922, loss: 10.1922, grad_norm: 7.8420 2020-10-23 14:56:49,790 - mmaction - INFO - Epoch [18][200/603] lr: 1.000e-02, eta: 18:53:12, time: 1.143, data_time: 0.004, memory: 5811, loss_cls: 10.1604, loss: 10.1604, grad_norm: 7.9866 2020-10-23 14:57:12,189 - mmaction - INFO - Epoch [18][220/603] lr: 1.000e-02, eta: 18:52:22, time: 1.120, data_time: 0.010, memory: 5811, loss_cls: 10.3227, loss: 10.3227, grad_norm: 8.1880 2020-10-23 14:57:34,572 - mmaction - INFO - Epoch [18][240/603] lr: 1.000e-02, eta: 18:51:32, time: 1.126, data_time: 0.011, memory: 5811, loss_cls: 10.3733, loss: 10.3733, grad_norm: 7.6845 2020-10-23 14:57:58,280 - mmaction - INFO - Epoch [18][260/603] lr: 1.000e-02, eta: 18:50:48, time: 1.184, data_time: 0.001, memory: 5811, loss_cls: 10.4374, loss: 10.4374, grad_norm: 7.9587 2020-10-23 14:58:22,056 - mmaction - INFO - Epoch [18][280/603] lr: 1.000e-02, eta: 18:50:04, time: 1.191, data_time: 0.008, memory: 5811, loss_cls: 10.2030, loss: 10.2030, grad_norm: 7.6378 2020-10-23 14:58:44,966 - mmaction - INFO - Epoch [18][300/603] lr: 1.000e-02, eta: 18:49:16, time: 1.138, data_time: 0.001, memory: 5811, loss_cls: 10.0930, loss: 10.0930, grad_norm: 7.8800 2020-10-23 14:59:07,782 - mmaction - INFO - Epoch [18][320/603] lr: 1.000e-02, eta: 18:48:29, time: 1.148, data_time: 0.009, memory: 5811, loss_cls: 10.4005, loss: 10.4005, grad_norm: 7.8583 2020-10-23 14:59:30,694 - mmaction - INFO - Epoch [18][340/603] lr: 1.000e-02, eta: 18:47:41, time: 1.143, data_time: 0.001, memory: 5811, loss_cls: 10.0324, loss: 10.0324, grad_norm: 7.8432 2020-10-23 14:59:54,123 - mmaction - INFO - Epoch [18][360/603] lr: 1.000e-02, eta: 18:46:56, time: 1.170, data_time: 0.004, memory: 5811, loss_cls: 10.2899, loss: 10.2899, grad_norm: 7.9508 2020-10-23 15:00:17,670 - mmaction - INFO - Epoch [18][380/603] lr: 1.000e-02, eta: 18:46:12, time: 1.180, data_time: 0.006, memory: 5811, loss_cls: 10.6146, loss: 10.6146, grad_norm: 7.9364 2020-10-23 15:00:41,199 - mmaction - INFO - Epoch [18][400/603] lr: 1.000e-02, eta: 18:45:27, time: 1.178, data_time: 0.005, memory: 5811, loss_cls: 10.3464, loss: 10.3464, grad_norm: 7.7338 2020-10-23 15:01:04,308 - mmaction - INFO - Epoch [18][420/603] lr: 1.000e-02, eta: 18:44:41, time: 1.157, data_time: 0.004, memory: 5811, loss_cls: 10.2918, loss: 10.2918, grad_norm: 7.7654 2020-10-23 15:01:26,657 - mmaction - INFO - Epoch [18][440/603] lr: 1.000e-02, eta: 18:43:51, time: 1.111, data_time: 0.001, memory: 5811, loss_cls: 10.1848, loss: 10.1848, grad_norm: 7.9259 2020-10-23 15:01:49,623 - mmaction - INFO - Epoch [18][460/603] lr: 1.000e-02, eta: 18:43:04, time: 1.143, data_time: 0.008, memory: 5811, loss_cls: 10.3806, loss: 10.3806, grad_norm: 7.8396 2020-10-23 15:02:11,951 - mmaction - INFO - Epoch [18][480/603] lr: 1.000e-02, eta: 18:42:15, time: 1.127, data_time: 0.013, memory: 5811, loss_cls: 10.2038, loss: 10.2038, grad_norm: 7.8860 2020-10-23 15:02:33,993 - mmaction - INFO - Epoch [18][500/603] lr: 1.000e-02, eta: 18:41:24, time: 1.095, data_time: 0.003, memory: 5811, loss_cls: 10.4099, loss: 10.4099, grad_norm: 7.8821 2020-10-23 15:02:56,732 - mmaction - INFO - Epoch [18][520/603] lr: 1.000e-02, eta: 18:40:37, time: 1.145, data_time: 0.010, memory: 5811, loss_cls: 10.2916, loss: 10.2916, grad_norm: 7.8132 2020-10-23 15:03:19,695 - mmaction - INFO - Epoch [18][540/603] lr: 1.000e-02, eta: 18:39:50, time: 1.147, data_time: 0.002, memory: 5811, loss_cls: 10.1740, loss: 10.1740, grad_norm: 7.7337 2020-10-23 15:03:42,012 - mmaction - INFO - Epoch [18][560/603] lr: 1.000e-02, eta: 18:39:01, time: 1.109, data_time: 0.003, memory: 5811, loss_cls: 10.2042, loss: 10.2042, grad_norm: 7.8788 2020-10-23 15:04:04,149 - mmaction - INFO - Epoch [18][580/603] lr: 1.000e-02, eta: 18:38:11, time: 1.114, data_time: 0.011, memory: 5811, loss_cls: 10.0094, loss: 10.0094, grad_norm: 7.7998 2020-10-23 15:04:26,215 - mmaction - INFO - Epoch [18][600/603] lr: 1.000e-02, eta: 18:37:21, time: 1.104, data_time: 0.001, memory: 5811, loss_cls: 10.0771, loss: 10.0771, grad_norm: 7.7509 2020-10-23 15:05:35,380 - mmaction - INFO - Epoch [19][20/603] lr: 1.000e-02, eta: 18:38:36, time: 2.728, data_time: 2.036, memory: 5811, loss_cls: 10.1453, loss: 10.1453, grad_norm: 7.7874 2020-10-23 15:05:59,589 - mmaction - INFO - Epoch [19][40/603] lr: 1.000e-02, eta: 18:37:56, time: 1.212, data_time: 0.141, memory: 5811, loss_cls: 10.1990, loss: 10.1990, grad_norm: 7.9036 2020-10-23 15:06:22,970 - mmaction - INFO - Epoch [19][60/603] lr: 1.000e-02, eta: 18:37:12, time: 1.169, data_time: 0.080, memory: 5811, loss_cls: 10.1479, loss: 10.1479, grad_norm: 7.7885 2020-10-23 15:06:45,968 - mmaction - INFO - Epoch [19][80/603] lr: 1.000e-02, eta: 18:36:26, time: 1.151, data_time: 0.329, memory: 5811, loss_cls: 10.2795, loss: 10.2795, grad_norm: 7.9045 2020-10-23 15:07:09,174 - mmaction - INFO - Epoch [19][100/603] lr: 1.000e-02, eta: 18:35:41, time: 1.157, data_time: 0.133, memory: 5811, loss_cls: 9.9679, loss: 9.9679, grad_norm: 7.6778 2020-10-23 15:07:31,841 - mmaction - INFO - Epoch [19][120/603] lr: 1.000e-02, eta: 18:34:54, time: 1.136, data_time: 0.020, memory: 5811, loss_cls: 10.1928, loss: 10.1928, grad_norm: 7.7586 2020-10-23 15:07:54,958 - mmaction - INFO - Epoch [19][140/603] lr: 1.000e-02, eta: 18:34:08, time: 1.149, data_time: 0.007, memory: 5811, loss_cls: 10.2383, loss: 10.2383, grad_norm: 7.8515 2020-10-23 15:08:18,286 - mmaction - INFO - Epoch [19][160/603] lr: 1.000e-02, eta: 18:33:24, time: 1.169, data_time: 0.032, memory: 5811, loss_cls: 9.9854, loss: 9.9854, grad_norm: 7.9055 2020-10-23 15:08:41,041 - mmaction - INFO - Epoch [19][180/603] lr: 1.000e-02, eta: 18:32:38, time: 1.138, data_time: 0.006, memory: 5811, loss_cls: 10.1236, loss: 10.1236, grad_norm: 7.9766 2020-10-23 15:09:03,817 - mmaction - INFO - Epoch [19][200/603] lr: 1.000e-02, eta: 18:31:51, time: 1.140, data_time: 0.006, memory: 5811, loss_cls: 10.0457, loss: 10.0457, grad_norm: 7.7608 2020-10-23 15:09:26,507 - mmaction - INFO - Epoch [19][220/603] lr: 1.000e-02, eta: 18:31:05, time: 1.133, data_time: 0.004, memory: 5811, loss_cls: 10.1739, loss: 10.1739, grad_norm: 8.0369 2020-10-23 15:09:48,996 - mmaction - INFO - Epoch [19][240/603] lr: 1.000e-02, eta: 18:30:17, time: 1.127, data_time: 0.006, memory: 5811, loss_cls: 10.1614, loss: 10.1614, grad_norm: 7.9831 2020-10-23 15:10:10,867 - mmaction - INFO - Epoch [19][260/603] lr: 1.000e-02, eta: 18:29:27, time: 1.095, data_time: 0.004, memory: 5811, loss_cls: 10.1362, loss: 10.1362, grad_norm: 7.8102 2020-10-23 15:10:32,560 - mmaction - INFO - Epoch [19][280/603] lr: 1.000e-02, eta: 18:28:36, time: 1.082, data_time: 0.001, memory: 5811, loss_cls: 10.1904, loss: 10.1904, grad_norm: 7.8381 2020-10-23 15:10:54,874 - mmaction - INFO - Epoch [19][300/603] lr: 1.000e-02, eta: 18:27:49, time: 1.117, data_time: 0.004, memory: 5811, loss_cls: 10.0625, loss: 10.0625, grad_norm: 7.9877 2020-10-23 15:11:17,189 - mmaction - INFO - Epoch [19][320/603] lr: 1.000e-02, eta: 18:27:01, time: 1.114, data_time: 0.002, memory: 5811, loss_cls: 10.2281, loss: 10.2281, grad_norm: 7.9424 2020-10-23 15:11:39,165 - mmaction - INFO - Epoch [19][340/603] lr: 1.000e-02, eta: 18:26:11, time: 1.099, data_time: 0.004, memory: 5811, loss_cls: 10.0441, loss: 10.0441, grad_norm: 7.9324 2020-10-23 15:12:02,322 - mmaction - INFO - Epoch [19][360/603] lr: 1.000e-02, eta: 18:25:27, time: 1.160, data_time: 0.004, memory: 5811, loss_cls: 10.0558, loss: 10.0558, grad_norm: 7.6760 2020-10-23 15:12:25,697 - mmaction - INFO - Epoch [19][380/603] lr: 1.000e-02, eta: 18:24:44, time: 1.164, data_time: 0.001, memory: 5811, loss_cls: 10.4086, loss: 10.4086, grad_norm: 8.0750 2020-10-23 15:12:47,563 - mmaction - INFO - Epoch [19][400/603] lr: 1.000e-02, eta: 18:23:55, time: 1.098, data_time: 0.007, memory: 5811, loss_cls: 9.8161, loss: 9.8161, grad_norm: 7.6609 2020-10-23 15:13:10,137 - mmaction - INFO - Epoch [19][420/603] lr: 1.000e-02, eta: 18:23:08, time: 1.125, data_time: 0.002, memory: 5811, loss_cls: 10.2461, loss: 10.2461, grad_norm: 8.0076 2020-10-23 15:13:33,260 - mmaction - INFO - Epoch [19][440/603] lr: 1.000e-02, eta: 18:22:25, time: 1.161, data_time: 0.006, memory: 5811, loss_cls: 10.2173, loss: 10.2173, grad_norm: 7.9209 2020-10-23 15:13:55,911 - mmaction - INFO - Epoch [19][460/603] lr: 1.000e-02, eta: 18:21:39, time: 1.133, data_time: 0.003, memory: 5811, loss_cls: 10.4669, loss: 10.4669, grad_norm: 8.0826 2020-10-23 15:14:18,152 - mmaction - INFO - Epoch [19][480/603] lr: 1.000e-02, eta: 18:20:51, time: 1.105, data_time: 0.002, memory: 5811, loss_cls: 10.0152, loss: 10.0152, grad_norm: 7.6149 2020-10-23 15:14:40,093 - mmaction - INFO - Epoch [19][500/603] lr: 1.000e-02, eta: 18:20:03, time: 1.103, data_time: 0.009, memory: 5811, loss_cls: 10.2438, loss: 10.2438, grad_norm: 7.8471 2020-10-23 15:15:02,503 - mmaction - INFO - Epoch [19][520/603] lr: 1.000e-02, eta: 18:19:16, time: 1.122, data_time: 0.002, memory: 5811, loss_cls: 10.4117, loss: 10.4117, grad_norm: 8.0538 2020-10-23 15:15:25,171 - mmaction - INFO - Epoch [19][540/603] lr: 1.000e-02, eta: 18:18:31, time: 1.132, data_time: 0.001, memory: 5811, loss_cls: 10.3483, loss: 10.3483, grad_norm: 8.0595 2020-10-23 15:15:47,106 - mmaction - INFO - Epoch [19][560/603] lr: 1.000e-02, eta: 18:17:42, time: 1.097, data_time: 0.005, memory: 5811, loss_cls: 10.2315, loss: 10.2315, grad_norm: 7.7847 2020-10-23 15:16:09,727 - mmaction - INFO - Epoch [19][580/603] lr: 1.000e-02, eta: 18:16:57, time: 1.131, data_time: 0.061, memory: 5811, loss_cls: 10.2477, loss: 10.2477, grad_norm: 8.0471 2020-10-23 15:16:32,808 - mmaction - INFO - Epoch [19][600/603] lr: 1.000e-02, eta: 18:16:14, time: 1.155, data_time: 0.019, memory: 5811, loss_cls: 10.3328, loss: 10.3328, grad_norm: 7.9880 2020-10-23 15:17:05,424 - mmaction - INFO - Epoch [20][20/603] lr: 1.000e-02, eta: 18:15:40, time: 1.523, data_time: 0.619, memory: 5811, loss_cls: 10.2817, loss: 10.2817, grad_norm: 8.1823 2020-10-23 15:17:28,649 - mmaction - INFO - Epoch [20][40/603] lr: 1.000e-02, eta: 18:14:58, time: 1.160, data_time: 0.002, memory: 5811, loss_cls: 10.3368, loss: 10.3368, grad_norm: 7.9724 2020-10-23 15:17:52,485 - mmaction - INFO - Epoch [20][60/603] lr: 1.000e-02, eta: 18:14:18, time: 1.193, data_time: 0.004, memory: 5811, loss_cls: 10.1656, loss: 10.1656, grad_norm: 7.7792 2020-10-23 15:18:16,671 - mmaction - INFO - Epoch [20][80/603] lr: 1.000e-02, eta: 18:13:39, time: 1.207, data_time: 0.001, memory: 5811, loss_cls: 10.3540, loss: 10.3540, grad_norm: 8.0410 2020-10-23 15:18:40,795 - mmaction - INFO - Epoch [20][100/603] lr: 1.000e-02, eta: 18:13:00, time: 1.204, data_time: 0.004, memory: 5811, loss_cls: 10.2886, loss: 10.2886, grad_norm: 7.6980 2020-10-23 15:19:04,522 - mmaction - INFO - Epoch [20][120/603] lr: 1.000e-02, eta: 18:12:20, time: 1.190, data_time: 0.006, memory: 5811, loss_cls: 10.2018, loss: 10.2018, grad_norm: 7.6589 2020-10-23 15:19:28,827 - mmaction - INFO - Epoch [20][140/603] lr: 1.000e-02, eta: 18:11:42, time: 1.214, data_time: 0.002, memory: 5811, loss_cls: 10.2415, loss: 10.2415, grad_norm: 7.7657 2020-10-23 15:19:53,077 - mmaction - INFO - Epoch [20][160/603] lr: 1.000e-02, eta: 18:11:05, time: 1.215, data_time: 0.004, memory: 5811, loss_cls: 10.1989, loss: 10.1989, grad_norm: 7.8769 2020-10-23 15:20:16,024 - mmaction - INFO - Epoch [20][180/603] lr: 1.000e-02, eta: 18:10:21, time: 1.146, data_time: 0.001, memory: 5811, loss_cls: 10.2596, loss: 10.2596, grad_norm: 7.9191 2020-10-23 15:20:40,372 - mmaction - INFO - Epoch [20][200/603] lr: 1.000e-02, eta: 18:09:43, time: 1.215, data_time: 0.003, memory: 5811, loss_cls: 10.1117, loss: 10.1117, grad_norm: 7.7573 2020-10-23 15:21:03,195 - mmaction - INFO - Epoch [20][220/603] lr: 1.000e-02, eta: 18:08:59, time: 1.139, data_time: 0.005, memory: 5811, loss_cls: 10.4108, loss: 10.4108, grad_norm: 7.8794 2020-10-23 15:21:26,556 - mmaction - INFO - Epoch [20][240/603] lr: 1.000e-02, eta: 18:08:18, time: 1.174, data_time: 0.008, memory: 5811, loss_cls: 10.0187, loss: 10.0187, grad_norm: 7.7259 2020-10-23 15:21:49,131 - mmaction - INFO - Epoch [20][260/603] lr: 1.000e-02, eta: 18:07:34, time: 1.128, data_time: 0.003, memory: 5811, loss_cls: 10.3000, loss: 10.3000, grad_norm: 7.9045 2020-10-23 15:22:11,661 - mmaction - INFO - Epoch [20][280/603] lr: 1.000e-02, eta: 18:06:49, time: 1.127, data_time: 0.002, memory: 5811, loss_cls: 10.1984, loss: 10.1984, grad_norm: 7.9406 2020-10-23 15:22:34,482 - mmaction - INFO - Epoch [20][300/603] lr: 1.000e-02, eta: 18:06:05, time: 1.139, data_time: 0.001, memory: 5811, loss_cls: 9.9373, loss: 9.9373, grad_norm: 7.5632 2020-10-23 15:22:57,123 - mmaction - INFO - Epoch [20][320/603] lr: 1.000e-02, eta: 18:05:21, time: 1.132, data_time: 0.003, memory: 5811, loss_cls: 10.0117, loss: 10.0117, grad_norm: 7.8097 2020-10-23 15:23:19,914 - mmaction - INFO - Epoch [20][340/603] lr: 1.000e-02, eta: 18:04:38, time: 1.140, data_time: 0.003, memory: 5811, loss_cls: 10.3982, loss: 10.3982, grad_norm: 7.9317 2020-10-23 15:23:43,070 - mmaction - INFO - Epoch [20][360/603] lr: 1.000e-02, eta: 18:03:56, time: 1.156, data_time: 0.004, memory: 5811, loss_cls: 9.8258, loss: 9.8258, grad_norm: 7.7976 2020-10-23 15:24:07,059 - mmaction - INFO - Epoch [20][380/603] lr: 1.000e-02, eta: 18:03:17, time: 1.198, data_time: 0.004, memory: 5811, loss_cls: 10.1842, loss: 10.1842, grad_norm: 7.8952 2020-10-23 15:24:29,926 - mmaction - INFO - Epoch [20][400/603] lr: 1.000e-02, eta: 18:02:34, time: 1.147, data_time: 0.005, memory: 5811, loss_cls: 10.1308, loss: 10.1308, grad_norm: 7.7798 2020-10-23 15:24:53,227 - mmaction - INFO - Epoch [20][420/603] lr: 1.000e-02, eta: 18:01:53, time: 1.166, data_time: 0.002, memory: 5811, loss_cls: 10.3987, loss: 10.3987, grad_norm: 8.0239 2020-10-23 15:25:16,882 - mmaction - INFO - Epoch [20][440/603] lr: 1.000e-02, eta: 18:01:14, time: 1.182, data_time: 0.046, memory: 5811, loss_cls: 10.5224, loss: 10.5224, grad_norm: 8.1315 2020-10-23 15:25:40,094 - mmaction - INFO - Epoch [20][460/603] lr: 1.000e-02, eta: 18:00:32, time: 1.160, data_time: 0.002, memory: 5811, loss_cls: 10.1077, loss: 10.1077, grad_norm: 7.8293 2020-10-23 15:26:02,437 - mmaction - INFO - Epoch [20][480/603] lr: 1.000e-02, eta: 17:59:47, time: 1.117, data_time: 0.003, memory: 5811, loss_cls: 9.8303, loss: 9.8303, grad_norm: 7.7438 2020-10-23 15:26:25,075 - mmaction - INFO - Epoch [20][500/603] lr: 1.000e-02, eta: 17:59:04, time: 1.133, data_time: 0.002, memory: 5811, loss_cls: 10.1766, loss: 10.1766, grad_norm: 7.8709 2020-10-23 15:26:46,579 - mmaction - INFO - Epoch [20][520/603] lr: 1.000e-02, eta: 17:58:16, time: 1.075, data_time: 0.001, memory: 5811, loss_cls: 10.2033, loss: 10.2033, grad_norm: 7.9730 2020-10-23 15:27:08,399 - mmaction - INFO - Epoch [20][540/603] lr: 1.000e-02, eta: 17:57:29, time: 1.089, data_time: 0.004, memory: 5811, loss_cls: 10.0924, loss: 10.0924, grad_norm: 7.6410 2020-10-23 15:27:30,325 - mmaction - INFO - Epoch [20][560/603] lr: 1.000e-02, eta: 17:56:42, time: 1.095, data_time: 0.003, memory: 5811, loss_cls: 10.3432, loss: 10.3432, grad_norm: 7.8346 2020-10-23 15:27:52,609 - mmaction - INFO - Epoch [20][580/603] lr: 1.000e-02, eta: 17:55:58, time: 1.116, data_time: 0.004, memory: 5811, loss_cls: 10.1792, loss: 10.1792, grad_norm: 7.9413 2020-10-23 15:28:15,165 - mmaction - INFO - Epoch [20][600/603] lr: 1.000e-02, eta: 17:55:13, time: 1.117, data_time: 0.003, memory: 5811, loss_cls: 9.9636, loss: 9.9636, grad_norm: 7.8165 2020-10-23 15:28:18,423 - mmaction - INFO - Saving checkpoint at 20 epochs 2020-10-23 15:29:11,237 - mmaction - INFO - Evaluating mean_average_precision... 2020-10-23 15:29:11,420 - mmaction - INFO - mean_average_precision 0.6021 2020-10-23 15:29:11,423 - mmaction - INFO - Epoch(val) [20][603] mean_average_precision: 0.6021 2020-10-23 15:29:45,728 - mmaction - INFO - Epoch [21][20/603] lr: 1.000e-02, eta: 17:54:57, time: 1.714, data_time: 0.766, memory: 5811, loss_cls: 10.1672, loss: 10.1672, grad_norm: 7.9215 2020-10-23 15:30:08,877 - mmaction - INFO - Epoch [21][40/603] lr: 1.000e-02, eta: 17:54:16, time: 1.158, data_time: 0.084, memory: 5811, loss_cls: 9.9059, loss: 9.9059, grad_norm: 7.7926 2020-10-23 15:30:31,910 - mmaction - INFO - Epoch [21][60/603] lr: 1.000e-02, eta: 17:53:34, time: 1.143, data_time: 0.081, memory: 5811, loss_cls: 10.0676, loss: 10.0676, grad_norm: 7.8677 2020-10-23 15:30:56,259 - mmaction - INFO - Epoch [21][80/603] lr: 1.000e-02, eta: 17:52:58, time: 1.226, data_time: 0.010, memory: 5811, loss_cls: 9.9238, loss: 9.9238, grad_norm: 7.8502 2020-10-23 15:31:18,120 - mmaction - INFO - Epoch [21][100/603] lr: 1.000e-02, eta: 17:52:12, time: 1.093, data_time: 0.001, memory: 5811, loss_cls: 9.9733, loss: 9.9733, grad_norm: 7.9297 2020-10-23 15:31:40,044 - mmaction - INFO - Epoch [21][120/603] lr: 1.000e-02, eta: 17:51:26, time: 1.096, data_time: 0.002, memory: 5811, loss_cls: 10.0562, loss: 10.0562, grad_norm: 7.8111 2020-10-23 15:32:02,177 - mmaction - INFO - Epoch [21][140/603] lr: 1.000e-02, eta: 17:50:41, time: 1.102, data_time: 0.002, memory: 5811, loss_cls: 10.2715, loss: 10.2715, grad_norm: 7.9529 2020-10-23 15:32:24,629 - mmaction - INFO - Epoch [21][160/603] lr: 1.000e-02, eta: 17:49:57, time: 1.120, data_time: 0.009, memory: 5811, loss_cls: 9.9733, loss: 9.9733, grad_norm: 7.7832 2020-10-23 15:32:46,559 - mmaction - INFO - Epoch [21][180/603] lr: 1.000e-02, eta: 17:49:12, time: 1.103, data_time: 0.010, memory: 5811, loss_cls: 9.7501, loss: 9.7501, grad_norm: 7.7981 2020-10-23 15:33:08,692 - mmaction - INFO - Epoch [21][200/603] lr: 1.000e-02, eta: 17:48:28, time: 1.105, data_time: 0.003, memory: 5811, loss_cls: 9.8978, loss: 9.8978, grad_norm: 8.0417 2020-10-23 15:33:31,055 - mmaction - INFO - Epoch [21][220/603] lr: 1.000e-02, eta: 17:47:44, time: 1.118, data_time: 0.006, memory: 5811, loss_cls: 10.0106, loss: 10.0106, grad_norm: 7.7493 2020-10-23 15:33:52,640 - mmaction - INFO - Epoch [21][240/603] lr: 1.000e-02, eta: 17:46:57, time: 1.074, data_time: 0.004, memory: 5811, loss_cls: 10.1094, loss: 10.1094, grad_norm: 7.9592 2020-10-23 15:34:14,896 - mmaction - INFO - Epoch [21][260/603] lr: 1.000e-02, eta: 17:46:14, time: 1.118, data_time: 0.011, memory: 5811, loss_cls: 10.2846, loss: 10.2846, grad_norm: 7.8585 2020-10-23 15:34:36,321 - mmaction - INFO - Epoch [21][280/603] lr: 1.000e-02, eta: 17:45:27, time: 1.073, data_time: 0.003, memory: 5811, loss_cls: 10.0471, loss: 10.0471, grad_norm: 8.0414 2020-10-23 15:34:59,747 - mmaction - INFO - Epoch [21][300/603] lr: 1.000e-02, eta: 17:44:48, time: 1.171, data_time: 0.001, memory: 5811, loss_cls: 10.0995, loss: 10.0995, grad_norm: 7.7754 2020-10-23 15:35:22,001 - mmaction - INFO - Epoch [21][320/603] lr: 1.000e-02, eta: 17:44:03, time: 1.107, data_time: 0.001, memory: 5811, loss_cls: 10.0242, loss: 10.0242, grad_norm: 7.9018 2020-10-23 15:35:43,822 - mmaction - INFO - Epoch [21][340/603] lr: 1.000e-02, eta: 17:43:19, time: 1.095, data_time: 0.007, memory: 5811, loss_cls: 10.0818, loss: 10.0818, grad_norm: 7.7080 2020-10-23 15:36:06,526 - mmaction - INFO - Epoch [21][360/603] lr: 1.000e-02, eta: 17:42:37, time: 1.136, data_time: 0.002, memory: 5811, loss_cls: 9.8600, loss: 9.8600, grad_norm: 7.7830 2020-10-23 15:36:28,953 - mmaction - INFO - Epoch [21][380/603] lr: 1.000e-02, eta: 17:41:54, time: 1.119, data_time: 0.002, memory: 5811, loss_cls: 10.0789, loss: 10.0789, grad_norm: 7.8974 2020-10-23 15:36:51,641 - mmaction - INFO - Epoch [21][400/603] lr: 1.000e-02, eta: 17:41:12, time: 1.135, data_time: 0.005, memory: 5811, loss_cls: 9.9043, loss: 9.9043, grad_norm: 7.8079 2020-10-23 15:37:14,037 - mmaction - INFO - Epoch [21][420/603] lr: 1.000e-02, eta: 17:40:29, time: 1.121, data_time: 0.004, memory: 5811, loss_cls: 10.1047, loss: 10.1047, grad_norm: 7.8740 2020-10-23 15:37:36,836 - mmaction - INFO - Epoch [21][440/603] lr: 1.000e-02, eta: 17:39:48, time: 1.139, data_time: 0.004, memory: 5811, loss_cls: 10.0653, loss: 10.0653, grad_norm: 7.6689 2020-10-23 15:37:59,206 - mmaction - INFO - Epoch [21][460/603] lr: 1.000e-02, eta: 17:39:05, time: 1.120, data_time: 0.004, memory: 5811, loss_cls: 10.0867, loss: 10.0867, grad_norm: 7.6793 2020-10-23 15:38:21,765 - mmaction - INFO - Epoch [21][480/603] lr: 1.000e-02, eta: 17:38:23, time: 1.129, data_time: 0.004, memory: 5811, loss_cls: 10.0882, loss: 10.0882, grad_norm: 7.6717 2020-10-23 15:38:44,244 - mmaction - INFO - Epoch [21][500/603] lr: 1.000e-02, eta: 17:37:41, time: 1.121, data_time: 0.001, memory: 5811, loss_cls: 10.0802, loss: 10.0802, grad_norm: 7.7648 2020-10-23 15:39:05,902 - mmaction - INFO - Epoch [21][520/603] lr: 1.000e-02, eta: 17:36:56, time: 1.084, data_time: 0.004, memory: 5811, loss_cls: 10.5239, loss: 10.5239, grad_norm: 7.8355 2020-10-23 15:39:28,466 - mmaction - INFO - Epoch [21][540/603] lr: 1.000e-02, eta: 17:36:14, time: 1.129, data_time: 0.005, memory: 5811, loss_cls: 10.3776, loss: 10.3776, grad_norm: 7.6706 2020-10-23 15:39:50,696 - mmaction - INFO - Epoch [21][560/603] lr: 1.000e-02, eta: 17:35:31, time: 1.112, data_time: 0.027, memory: 5811, loss_cls: 9.7980, loss: 9.7980, grad_norm: 7.8673 2020-10-23 15:40:13,325 - mmaction - INFO - Epoch [21][580/603] lr: 1.000e-02, eta: 17:34:50, time: 1.129, data_time: 0.050, memory: 5811, loss_cls: 10.1760, loss: 10.1760, grad_norm: 8.0105 2020-10-23 15:40:36,072 - mmaction - INFO - Epoch [21][600/603] lr: 1.000e-02, eta: 17:34:09, time: 1.140, data_time: 0.070, memory: 5811, loss_cls: 10.2071, loss: 10.2071, grad_norm: 7.8160 2020-10-23 15:41:10,889 - mmaction - INFO - Epoch [22][20/603] lr: 1.000e-02, eta: 17:33:45, time: 1.612, data_time: 0.991, memory: 5811, loss_cls: 10.0536, loss: 10.0536, grad_norm: 8.0617 2020-10-23 15:41:35,885 - mmaction - INFO - Epoch [22][40/603] lr: 1.000e-02, eta: 17:33:13, time: 1.252, data_time: 0.196, memory: 5811, loss_cls: 10.0994, loss: 10.0994, grad_norm: 8.1698 2020-10-23 15:41:59,504 - mmaction - INFO - Epoch [22][60/603] lr: 1.000e-02, eta: 17:32:35, time: 1.177, data_time: 0.023, memory: 5811, loss_cls: 10.0572, loss: 10.0572, grad_norm: 7.9583 2020-10-23 15:42:22,398 - mmaction - INFO - Epoch [22][80/603] lr: 1.000e-02, eta: 17:31:55, time: 1.148, data_time: 0.006, memory: 5811, loss_cls: 9.9639, loss: 9.9639, grad_norm: 7.8810 2020-10-23 15:42:45,675 - mmaction - INFO - Epoch [22][100/603] lr: 1.000e-02, eta: 17:31:16, time: 1.161, data_time: 0.002, memory: 5811, loss_cls: 9.9540, loss: 9.9540, grad_norm: 7.9066 2020-10-23 15:43:08,102 - mmaction - INFO - Epoch [22][120/603] lr: 1.000e-02, eta: 17:30:34, time: 1.125, data_time: 0.006, memory: 5811, loss_cls: 10.3182, loss: 10.3182, grad_norm: 7.8652 2020-10-23 15:43:30,901 - mmaction - INFO - Epoch [22][140/603] lr: 1.000e-02, eta: 17:29:54, time: 1.140, data_time: 0.001, memory: 5811, loss_cls: 10.0001, loss: 10.0001, grad_norm: 7.9902 2020-10-23 15:43:53,201 - mmaction - INFO - Epoch [22][160/603] lr: 1.000e-02, eta: 17:29:12, time: 1.111, data_time: 0.001, memory: 5811, loss_cls: 10.0719, loss: 10.0719, grad_norm: 7.7351 2020-10-23 15:44:15,541 - mmaction - INFO - Epoch [22][180/603] lr: 1.000e-02, eta: 17:28:30, time: 1.121, data_time: 0.007, memory: 5811, loss_cls: 9.8837, loss: 9.8837, grad_norm: 7.7466 2020-10-23 15:44:37,844 - mmaction - INFO - Epoch [22][200/603] lr: 1.000e-02, eta: 17:27:48, time: 1.113, data_time: 0.002, memory: 5811, loss_cls: 10.5535, loss: 10.5535, grad_norm: 7.9508 2020-10-23 15:44:59,617 - mmaction - INFO - Epoch [22][220/603] lr: 1.000e-02, eta: 17:27:04, time: 1.088, data_time: 0.004, memory: 5811, loss_cls: 9.6887, loss: 9.6887, grad_norm: 7.8336 2020-10-23 15:45:21,229 - mmaction - INFO - Epoch [22][240/603] lr: 1.000e-02, eta: 17:26:19, time: 1.084, data_time: 0.010, memory: 5811, loss_cls: 10.1239, loss: 10.1239, grad_norm: 7.9551 2020-10-23 15:45:43,358 - mmaction - INFO - Epoch [22][260/603] lr: 1.000e-02, eta: 17:25:37, time: 1.106, data_time: 0.001, memory: 5811, loss_cls: 10.2022, loss: 10.2022, grad_norm: 8.0520 2020-10-23 15:46:05,877 - mmaction - INFO - Epoch [22][280/603] lr: 1.000e-02, eta: 17:24:55, time: 1.119, data_time: 0.001, memory: 5811, loss_cls: 9.8980, loss: 9.8980, grad_norm: 7.7969 2020-10-23 15:46:27,291 - mmaction - INFO - Epoch [22][300/603] lr: 1.000e-02, eta: 17:24:11, time: 1.078, data_time: 0.009, memory: 5811, loss_cls: 10.1495, loss: 10.1495, grad_norm: 7.7706 2020-10-23 15:46:49,645 - mmaction - INFO - Epoch [22][320/603] lr: 1.000e-02, eta: 17:23:29, time: 1.116, data_time: 0.002, memory: 5811, loss_cls: 9.9683, loss: 9.9683, grad_norm: 7.6496 2020-10-23 15:47:11,622 - mmaction - INFO - Epoch [22][340/603] lr: 1.000e-02, eta: 17:22:47, time: 1.100, data_time: 0.002, memory: 5811, loss_cls: 10.2621, loss: 10.2621, grad_norm: 7.9583 2020-10-23 15:47:34,151 - mmaction - INFO - Epoch [22][360/603] lr: 1.000e-02, eta: 17:22:06, time: 1.124, data_time: 0.000, memory: 5811, loss_cls: 9.9134, loss: 9.9134, grad_norm: 7.6318 2020-10-23 15:47:55,920 - mmaction - INFO - Epoch [22][380/603] lr: 1.000e-02, eta: 17:21:23, time: 1.091, data_time: 0.004, memory: 5811, loss_cls: 10.1791, loss: 10.1791, grad_norm: 7.9036 2020-10-23 15:48:18,331 - mmaction - INFO - Epoch [22][400/603] lr: 1.000e-02, eta: 17:20:41, time: 1.118, data_time: 0.001, memory: 5811, loss_cls: 9.9149, loss: 9.9149, grad_norm: 7.8475 2020-10-23 15:48:40,496 - mmaction - INFO - Epoch [22][420/603] lr: 1.000e-02, eta: 17:20:00, time: 1.110, data_time: 0.003, memory: 5811, loss_cls: 10.0042, loss: 10.0042, grad_norm: 7.8186 2020-10-23 15:49:01,892 - mmaction - INFO - Epoch [22][440/603] lr: 1.000e-02, eta: 17:19:15, time: 1.070, data_time: 0.001, memory: 5811, loss_cls: 9.9656, loss: 9.9656, grad_norm: 7.8400 2020-10-23 15:49:24,344 - mmaction - INFO - Epoch [22][460/603] lr: 1.000e-02, eta: 17:18:34, time: 1.121, data_time: 0.001, memory: 5811, loss_cls: 9.5418, loss: 9.5418, grad_norm: 7.6588 2020-10-23 15:49:46,480 - mmaction - INFO - Epoch [22][480/603] lr: 1.000e-02, eta: 17:17:52, time: 1.107, data_time: 0.003, memory: 5811, loss_cls: 9.9970, loss: 9.9970, grad_norm: 7.6014 2020-10-23 15:50:08,406 - mmaction - INFO - Epoch [22][500/603] lr: 1.000e-02, eta: 17:17:10, time: 1.097, data_time: 0.003, memory: 5811, loss_cls: 9.8463, loss: 9.8463, grad_norm: 7.8641 2020-10-23 15:50:30,591 - mmaction - INFO - Epoch [22][520/603] lr: 1.000e-02, eta: 17:16:29, time: 1.111, data_time: 0.005, memory: 5811, loss_cls: 10.0909, loss: 10.0909, grad_norm: 7.8499 2020-10-23 15:50:52,473 - mmaction - INFO - Epoch [22][540/603] lr: 1.000e-02, eta: 17:15:46, time: 1.094, data_time: 0.002, memory: 5811, loss_cls: 10.2059, loss: 10.2059, grad_norm: 8.0471 2020-10-23 15:51:13,863 - mmaction - INFO - Epoch [22][560/603] lr: 1.000e-02, eta: 17:15:02, time: 1.069, data_time: 0.001, memory: 5811, loss_cls: 9.9435, loss: 9.9435, grad_norm: 8.0122 2020-10-23 15:51:36,593 - mmaction - INFO - Epoch [22][580/603] lr: 1.000e-02, eta: 17:14:22, time: 1.131, data_time: 0.003, memory: 5811, loss_cls: 10.0717, loss: 10.0717, grad_norm: 7.9338 2020-10-23 15:51:57,457 - mmaction - INFO - Epoch [22][600/603] lr: 1.000e-02, eta: 17:13:37, time: 1.049, data_time: 0.008, memory: 5811, loss_cls: 10.1129, loss: 10.1129, grad_norm: 7.7080 2020-10-23 15:52:32,230 - mmaction - INFO - Epoch [23][20/603] lr: 1.000e-02, eta: 17:13:14, time: 1.619, data_time: 0.679, memory: 5811, loss_cls: 9.5897, loss: 9.5897, grad_norm: 7.6828 2020-10-23 15:52:56,759 - mmaction - INFO - Epoch [23][40/603] lr: 1.000e-02, eta: 17:12:41, time: 1.227, data_time: 0.272, memory: 5811, loss_cls: 9.6140, loss: 9.6140, grad_norm: 7.8455 2020-10-23 15:53:19,738 - mmaction - INFO - Epoch [23][60/603] lr: 1.000e-02, eta: 17:12:02, time: 1.142, data_time: 0.153, memory: 5811, loss_cls: 9.8600, loss: 9.8600, grad_norm: 7.8777 2020-10-23 15:53:41,981 - mmaction - INFO - Epoch [23][80/603] lr: 1.000e-02, eta: 17:11:22, time: 1.122, data_time: 0.465, memory: 5811, loss_cls: 10.0893, loss: 10.0893, grad_norm: 7.7164 2020-10-23 15:54:06,278 - mmaction - INFO - Epoch [23][100/603] lr: 1.000e-02, eta: 17:10:48, time: 1.215, data_time: 0.603, memory: 5811, loss_cls: 10.0537, loss: 10.0537, grad_norm: 7.8262 2020-10-23 15:54:29,663 - mmaction - INFO - Epoch [23][120/603] lr: 1.000e-02, eta: 17:10:11, time: 1.165, data_time: 0.569, memory: 5811, loss_cls: 9.7938, loss: 9.7938, grad_norm: 7.8606 2020-10-23 15:54:51,842 - mmaction - INFO - Epoch [23][140/603] lr: 1.000e-02, eta: 17:09:30, time: 1.113, data_time: 0.542, memory: 5811, loss_cls: 9.8414, loss: 9.8414, grad_norm: 7.9387 2020-10-23 15:55:14,641 - mmaction - INFO - Epoch [23][160/603] lr: 1.000e-02, eta: 17:08:51, time: 1.137, data_time: 0.570, memory: 5811, loss_cls: 10.1090, loss: 10.1090, grad_norm: 8.0753 2020-10-23 15:55:37,010 - mmaction - INFO - Epoch [23][180/603] lr: 1.000e-02, eta: 17:08:10, time: 1.106, data_time: 0.536, memory: 5811, loss_cls: 9.8095, loss: 9.8095, grad_norm: 7.9102 2020-10-23 15:55:59,384 - mmaction - INFO - Epoch [23][200/603] lr: 1.000e-02, eta: 17:07:31, time: 1.134, data_time: 0.510, memory: 5811, loss_cls: 9.6825, loss: 9.6825, grad_norm: 7.8758 2020-10-23 15:56:22,279 - mmaction - INFO - Epoch [23][220/603] lr: 1.000e-02, eta: 17:06:52, time: 1.136, data_time: 0.556, memory: 5811, loss_cls: 9.9494, loss: 9.9494, grad_norm: 8.0834 2020-10-23 15:56:44,913 - mmaction - INFO - Epoch [23][240/603] lr: 1.000e-02, eta: 17:06:14, time: 1.140, data_time: 0.478, memory: 5811, loss_cls: 9.9523, loss: 9.9523, grad_norm: 7.7906 2020-10-23 15:57:07,252 - mmaction - INFO - Epoch [23][260/603] lr: 1.000e-02, eta: 17:05:34, time: 1.118, data_time: 0.454, memory: 5811, loss_cls: 9.6637, loss: 9.6637, grad_norm: 7.9344 2020-10-23 15:57:30,461 - mmaction - INFO - Epoch [23][280/603] lr: 1.000e-02, eta: 17:04:57, time: 1.155, data_time: 0.430, memory: 5811, loss_cls: 10.1881, loss: 10.1881, grad_norm: 7.8410 2020-10-23 15:57:53,034 - mmaction - INFO - Epoch [23][300/603] lr: 1.000e-02, eta: 17:04:18, time: 1.133, data_time: 0.260, memory: 5811, loss_cls: 9.8699, loss: 9.8699, grad_norm: 8.0064 2020-10-23 15:58:16,204 - mmaction - INFO - Epoch [23][320/603] lr: 1.000e-02, eta: 17:03:40, time: 1.150, data_time: 0.358, memory: 5811, loss_cls: 9.9803, loss: 9.9803, grad_norm: 7.9781 2020-10-23 15:58:38,834 - mmaction - INFO - Epoch [23][340/603] lr: 1.000e-02, eta: 17:03:02, time: 1.137, data_time: 0.497, memory: 5811, loss_cls: 9.7996, loss: 9.7996, grad_norm: 7.8761 2020-10-23 15:59:01,213 - mmaction - INFO - Epoch [23][360/603] lr: 1.000e-02, eta: 17:02:22, time: 1.115, data_time: 0.397, memory: 5811, loss_cls: 9.9815, loss: 9.9815, grad_norm: 7.7242 2020-10-23 15:59:23,760 - mmaction - INFO - Epoch [23][380/603] lr: 1.000e-02, eta: 17:01:43, time: 1.128, data_time: 0.431, memory: 5811, loss_cls: 9.8768, loss: 9.8768, grad_norm: 8.0380 2020-10-23 15:59:46,354 - mmaction - INFO - Epoch [23][400/603] lr: 1.000e-02, eta: 17:01:03, time: 1.125, data_time: 0.553, memory: 5811, loss_cls: 10.1900, loss: 10.1900, grad_norm: 7.8730 2020-10-23 16:00:08,897 - mmaction - INFO - Epoch [23][420/603] lr: 1.000e-02, eta: 17:00:25, time: 1.136, data_time: 0.455, memory: 5811, loss_cls: 10.2687, loss: 10.2687, grad_norm: 7.5999 2020-10-23 16:00:31,206 - mmaction - INFO - Epoch [23][440/603] lr: 1.000e-02, eta: 16:59:45, time: 1.115, data_time: 0.252, memory: 5811, loss_cls: 9.9955, loss: 9.9955, grad_norm: 7.8697 2020-10-23 16:00:52,188 - mmaction - INFO - Epoch [23][460/603] lr: 1.000e-02, eta: 16:59:01, time: 1.046, data_time: 0.320, memory: 5811, loss_cls: 10.0140, loss: 10.0140, grad_norm: 7.7947 2020-10-23 16:01:14,352 - mmaction - INFO - Epoch [23][480/603] lr: 1.000e-02, eta: 16:58:21, time: 1.114, data_time: 0.517, memory: 5811, loss_cls: 10.2672, loss: 10.2672, grad_norm: 8.0471 2020-10-23 16:01:35,591 - mmaction - INFO - Epoch [23][500/603] lr: 1.000e-02, eta: 16:57:38, time: 1.063, data_time: 0.469, memory: 5811, loss_cls: 9.8365, loss: 9.8365, grad_norm: 7.8926 2020-10-23 16:01:57,586 - mmaction - INFO - Epoch [23][520/603] lr: 1.000e-02, eta: 16:56:57, time: 1.095, data_time: 0.442, memory: 5811, loss_cls: 10.0983, loss: 10.0983, grad_norm: 7.9756 2020-10-23 16:02:19,181 - mmaction - INFO - Epoch [23][540/603] lr: 1.000e-02, eta: 16:56:15, time: 1.082, data_time: 0.480, memory: 5811, loss_cls: 9.7595, loss: 9.7595, grad_norm: 7.6261 2020-10-23 16:02:41,365 - mmaction - INFO - Epoch [23][560/603] lr: 1.000e-02, eta: 16:55:36, time: 1.111, data_time: 0.440, memory: 5811, loss_cls: 9.7951, loss: 9.7951, grad_norm: 7.5902 2020-10-23 16:03:03,015 - mmaction - INFO - Epoch [23][580/603] lr: 1.000e-02, eta: 16:54:53, time: 1.073, data_time: 0.465, memory: 5811, loss_cls: 9.6573, loss: 9.6573, grad_norm: 7.6014 2020-10-23 16:03:24,720 - mmaction - INFO - Epoch [23][600/603] lr: 1.000e-02, eta: 16:54:13, time: 1.096, data_time: 0.402, memory: 5811, loss_cls: 9.7850, loss: 9.7850, grad_norm: 7.9276 2020-10-23 16:03:59,317 - mmaction - INFO - Epoch [24][20/603] lr: 1.000e-02, eta: 16:53:50, time: 1.612, data_time: 0.475, memory: 5811, loss_cls: 9.5300, loss: 9.5300, grad_norm: 7.6205 2020-10-23 16:04:22,835 - mmaction - INFO - Epoch [24][40/603] lr: 1.000e-02, eta: 16:53:15, time: 1.178, data_time: 0.009, memory: 5811, loss_cls: 10.0034, loss: 10.0034, grad_norm: 7.8245 2020-10-23 16:04:45,833 - mmaction - INFO - Epoch [24][60/603] lr: 1.000e-02, eta: 16:52:38, time: 1.150, data_time: 0.002, memory: 5811, loss_cls: 9.9567, loss: 9.9567, grad_norm: 8.0253 2020-10-23 16:05:08,974 - mmaction - INFO - Epoch [24][80/603] lr: 1.000e-02, eta: 16:52:01, time: 1.150, data_time: 0.001, memory: 5811, loss_cls: 9.5626, loss: 9.5626, grad_norm: 7.8082 2020-10-23 16:05:31,836 - mmaction - INFO - Epoch [24][100/603] lr: 1.000e-02, eta: 16:51:24, time: 1.150, data_time: 0.009, memory: 5811, loss_cls: 9.6471, loss: 9.6471, grad_norm: 8.0128 2020-10-23 16:05:54,284 - mmaction - INFO - Epoch [24][120/603] lr: 1.000e-02, eta: 16:50:46, time: 1.122, data_time: 0.006, memory: 5811, loss_cls: 9.7974, loss: 9.7974, grad_norm: 8.0115 2020-10-23 16:06:15,940 - mmaction - INFO - Epoch [24][140/603] lr: 1.000e-02, eta: 16:50:04, time: 1.083, data_time: 0.001, memory: 5811, loss_cls: 10.1867, loss: 10.1867, grad_norm: 8.1059 2020-10-23 16:06:37,913 - mmaction - INFO - Epoch [24][160/603] lr: 1.000e-02, eta: 16:49:24, time: 1.099, data_time: 0.001, memory: 5811, loss_cls: 9.8403, loss: 9.8403, grad_norm: 7.9674 2020-10-23 16:07:00,231 - mmaction - INFO - Epoch [24][180/603] lr: 1.000e-02, eta: 16:48:45, time: 1.116, data_time: 0.002, memory: 5811, loss_cls: 10.1275, loss: 10.1275, grad_norm: 8.0947 2020-10-23 16:07:21,885 - mmaction - INFO - Epoch [24][200/603] lr: 1.000e-02, eta: 16:48:04, time: 1.076, data_time: 0.010, memory: 5811, loss_cls: 9.9558, loss: 9.9558, grad_norm: 7.8147 2020-10-23 16:07:43,888 - mmaction - INFO - Epoch [24][220/603] lr: 1.000e-02, eta: 16:47:24, time: 1.103, data_time: 0.008, memory: 5811, loss_cls: 9.9107, loss: 9.9107, grad_norm: 8.0266 2020-10-23 16:08:05,964 - mmaction - INFO - Epoch [24][240/603] lr: 1.000e-02, eta: 16:46:45, time: 1.104, data_time: 0.006, memory: 5811, loss_cls: 9.9034, loss: 9.9034, grad_norm: 8.0852 2020-10-23 16:08:27,788 - mmaction - INFO - Epoch [24][260/603] lr: 1.000e-02, eta: 16:46:05, time: 1.095, data_time: 0.005, memory: 5811, loss_cls: 9.8186, loss: 9.8186, grad_norm: 7.8127 2020-10-23 16:08:49,702 - mmaction - INFO - Epoch [24][280/603] lr: 1.000e-02, eta: 16:45:24, time: 1.092, data_time: 0.003, memory: 5811, loss_cls: 9.8716, loss: 9.8716, grad_norm: 7.8779 2020-10-23 16:09:12,061 - mmaction - INFO - Epoch [24][300/603] lr: 1.000e-02, eta: 16:44:46, time: 1.113, data_time: 0.006, memory: 5811, loss_cls: 10.2170, loss: 10.2170, grad_norm: 7.9891 2020-10-23 16:09:34,237 - mmaction - INFO - Epoch [24][320/603] lr: 1.000e-02, eta: 16:44:07, time: 1.113, data_time: 0.011, memory: 5811, loss_cls: 9.6108, loss: 9.6108, grad_norm: 7.7120 2020-10-23 16:09:56,254 - mmaction - INFO - Epoch [24][340/603] lr: 1.000e-02, eta: 16:43:27, time: 1.101, data_time: 0.007, memory: 5811, loss_cls: 9.8390, loss: 9.8390, grad_norm: 7.5849 2020-10-23 16:10:18,526 - mmaction - INFO - Epoch [24][360/603] lr: 1.000e-02, eta: 16:42:49, time: 1.116, data_time: 0.006, memory: 5811, loss_cls: 10.2936, loss: 10.2936, grad_norm: 7.8864 2020-10-23 16:10:40,610 - mmaction - INFO - Epoch [24][380/603] lr: 1.000e-02, eta: 16:42:10, time: 1.105, data_time: 0.004, memory: 5811, loss_cls: 10.0250, loss: 10.0250, grad_norm: 8.0488 2020-10-23 16:11:02,805 - mmaction - INFO - Epoch [24][400/603] lr: 1.000e-02, eta: 16:41:31, time: 1.101, data_time: 0.004, memory: 5811, loss_cls: 9.8638, loss: 9.8638, grad_norm: 7.7769 2020-10-23 16:11:25,087 - mmaction - INFO - Epoch [24][420/603] lr: 1.000e-02, eta: 16:40:52, time: 1.116, data_time: 0.012, memory: 5811, loss_cls: 9.7723, loss: 9.7723, grad_norm: 8.0095 2020-10-23 16:11:47,591 - mmaction - INFO - Epoch [24][440/603] lr: 1.000e-02, eta: 16:40:15, time: 1.134, data_time: 0.011, memory: 5811, loss_cls: 9.7894, loss: 9.7894, grad_norm: 7.9549 2020-10-23 16:12:09,565 - mmaction - INFO - Epoch [24][460/603] lr: 1.000e-02, eta: 16:39:35, time: 1.094, data_time: 0.003, memory: 5811, loss_cls: 9.8515, loss: 9.8515, grad_norm: 7.8374 2020-10-23 16:12:31,281 - mmaction - INFO - Epoch [24][480/603] lr: 1.000e-02, eta: 16:38:55, time: 1.087, data_time: 0.006, memory: 5811, loss_cls: 10.0122, loss: 10.0122, grad_norm: 7.9103 2020-10-23 16:12:53,102 - mmaction - INFO - Epoch [24][500/603] lr: 1.000e-02, eta: 16:38:16, time: 1.091, data_time: 0.009, memory: 5811, loss_cls: 9.8882, loss: 9.8882, grad_norm: 7.6991 2020-10-23 16:13:14,724 - mmaction - INFO - Epoch [24][520/603] lr: 1.000e-02, eta: 16:37:36, time: 1.085, data_time: 0.006, memory: 5811, loss_cls: 9.7388, loss: 9.7388, grad_norm: 7.5786 2020-10-23 16:13:36,130 - mmaction - INFO - Epoch [24][540/603] lr: 1.000e-02, eta: 16:36:55, time: 1.071, data_time: 0.004, memory: 5811, loss_cls: 9.9779, loss: 9.9779, grad_norm: 7.6840 2020-10-23 16:13:57,561 - mmaction - INFO - Epoch [24][560/603] lr: 1.000e-02, eta: 16:36:14, time: 1.071, data_time: 0.003, memory: 5811, loss_cls: 10.0088, loss: 10.0088, grad_norm: 7.6525 2020-10-23 16:14:19,685 - mmaction - INFO - Epoch [24][580/603] lr: 1.000e-02, eta: 16:35:35, time: 1.104, data_time: 0.004, memory: 5811, loss_cls: 9.8412, loss: 9.8412, grad_norm: 7.8249 2020-10-23 16:14:41,424 - mmaction - INFO - Epoch [24][600/603] lr: 1.000e-02, eta: 16:34:56, time: 1.090, data_time: 0.006, memory: 5811, loss_cls: 9.8229, loss: 9.8229, grad_norm: 7.8350 2020-10-23 16:15:12,798 - mmaction - INFO - Epoch [25][20/603] lr: 1.000e-02, eta: 16:34:24, time: 1.477, data_time: 0.687, memory: 5811, loss_cls: 9.8052, loss: 9.8052, grad_norm: 7.6000 2020-10-23 16:15:35,516 - mmaction - INFO - Epoch [25][40/603] lr: 1.000e-02, eta: 16:33:47, time: 1.129, data_time: 0.612, memory: 5811, loss_cls: 9.4903, loss: 9.4903, grad_norm: 7.9085 2020-10-23 16:15:58,345 - mmaction - INFO - Epoch [25][60/603] lr: 1.000e-02, eta: 16:33:12, time: 1.147, data_time: 0.543, memory: 5811, loss_cls: 9.9224, loss: 9.9224, grad_norm: 7.8215 2020-10-23 16:16:22,416 - mmaction - INFO - Epoch [25][80/603] lr: 1.000e-02, eta: 16:32:39, time: 1.206, data_time: 0.388, memory: 5811, loss_cls: 9.6893, loss: 9.6893, grad_norm: 8.1841 2020-10-23 16:16:46,098 - mmaction - INFO - Epoch [25][100/603] lr: 1.000e-02, eta: 16:32:06, time: 1.182, data_time: 0.475, memory: 5811, loss_cls: 9.8088, loss: 9.8088, grad_norm: 8.0489 2020-10-23 16:17:09,534 - mmaction - INFO - Epoch [25][120/603] lr: 1.000e-02, eta: 16:31:32, time: 1.172, data_time: 0.498, memory: 5811, loss_cls: 10.2393, loss: 10.2393, grad_norm: 7.9953 2020-10-23 16:17:33,648 - mmaction - INFO - Epoch [25][140/603] lr: 1.000e-02, eta: 16:31:00, time: 1.206, data_time: 0.368, memory: 5811, loss_cls: 9.6273, loss: 9.6273, grad_norm: 7.7093 2020-10-23 16:17:56,655 - mmaction - INFO - Epoch [25][160/603] lr: 1.000e-02, eta: 16:30:24, time: 1.151, data_time: 0.080, memory: 5811, loss_cls: 9.6898, loss: 9.6898, grad_norm: 7.7446 2020-10-23 16:18:19,086 - mmaction - INFO - Epoch [25][180/603] lr: 1.000e-02, eta: 16:29:47, time: 1.123, data_time: 0.003, memory: 5811, loss_cls: 9.5505, loss: 9.5505, grad_norm: 7.6006 2020-10-23 16:18:41,106 - mmaction - INFO - Epoch [25][200/603] lr: 1.000e-02, eta: 16:29:09, time: 1.101, data_time: 0.000, memory: 5811, loss_cls: 9.3865, loss: 9.3865, grad_norm: 7.6810 2020-10-23 16:19:03,927 - mmaction - INFO - Epoch [25][220/603] lr: 1.000e-02, eta: 16:28:33, time: 1.141, data_time: 0.001, memory: 5811, loss_cls: 9.6768, loss: 9.6768, grad_norm: 7.6883 2020-10-23 16:19:25,301 - mmaction - INFO - Epoch [25][240/603] lr: 1.000e-02, eta: 16:27:52, time: 1.069, data_time: 0.002, memory: 5811, loss_cls: 9.7794, loss: 9.7794, grad_norm: 7.9967 2020-10-23 16:19:46,574 - mmaction - INFO - Epoch [25][260/603] lr: 1.000e-02, eta: 16:27:12, time: 1.064, data_time: 0.001, memory: 5811, loss_cls: 10.2859, loss: 10.2859, grad_norm: 8.0971 2020-10-23 16:20:08,957 - mmaction - INFO - Epoch [25][280/603] lr: 1.000e-02, eta: 16:26:34, time: 1.116, data_time: 0.001, memory: 5811, loss_cls: 10.0319, loss: 10.0319, grad_norm: 8.0622 2020-10-23 16:20:31,530 - mmaction - INFO - Epoch [25][300/603] lr: 1.000e-02, eta: 16:25:58, time: 1.130, data_time: 0.008, memory: 5811, loss_cls: 9.9050, loss: 9.9050, grad_norm: 7.8165 2020-10-23 16:20:53,190 - mmaction - INFO - Epoch [25][320/603] lr: 1.000e-02, eta: 16:25:19, time: 1.083, data_time: 0.004, memory: 5811, loss_cls: 9.8685, loss: 9.8685, grad_norm: 8.0419 2020-10-23 16:21:14,587 - mmaction - INFO - Epoch [25][340/603] lr: 1.000e-02, eta: 16:24:39, time: 1.071, data_time: 0.004, memory: 5811, loss_cls: 9.9423, loss: 9.9423, grad_norm: 7.9684 2020-10-23 16:21:37,300 - mmaction - INFO - Epoch [25][360/603] lr: 1.000e-02, eta: 16:24:03, time: 1.135, data_time: 0.001, memory: 5811, loss_cls: 10.0633, loss: 10.0633, grad_norm: 7.9967 2020-10-23 16:21:58,915 - mmaction - INFO - Epoch [25][380/603] lr: 1.000e-02, eta: 16:23:23, time: 1.081, data_time: 0.001, memory: 5811, loss_cls: 9.9767, loss: 9.9767, grad_norm: 7.8327 2020-10-23 16:22:20,792 - mmaction - INFO - Epoch [25][400/603] lr: 1.000e-02, eta: 16:22:45, time: 1.091, data_time: 0.001, memory: 5811, loss_cls: 9.8133, loss: 9.8133, grad_norm: 7.9756 2020-10-23 16:22:43,714 - mmaction - INFO - Epoch [25][420/603] lr: 1.000e-02, eta: 16:22:09, time: 1.140, data_time: 0.004, memory: 5811, loss_cls: 9.9965, loss: 9.9965, grad_norm: 7.8741 2020-10-23 16:23:05,174 - mmaction - INFO - Epoch [25][440/603] lr: 1.000e-02, eta: 16:21:30, time: 1.080, data_time: 0.012, memory: 5811, loss_cls: 9.8615, loss: 9.8615, grad_norm: 7.9041 2020-10-23 16:23:27,238 - mmaction - INFO - Epoch [25][460/603] lr: 1.000e-02, eta: 16:20:52, time: 1.103, data_time: 0.005, memory: 5811, loss_cls: 9.9637, loss: 9.9637, grad_norm: 7.8436 2020-10-23 16:23:48,977 - mmaction - INFO - Epoch [25][480/603] lr: 1.000e-02, eta: 16:20:14, time: 1.088, data_time: 0.003, memory: 5811, loss_cls: 9.6489, loss: 9.6489, grad_norm: 7.7157 2020-10-23 16:24:10,828 - mmaction - INFO - Epoch [25][500/603] lr: 1.000e-02, eta: 16:19:35, time: 1.093, data_time: 0.005, memory: 5811, loss_cls: 9.6129, loss: 9.6129, grad_norm: 7.9646 2020-10-23 16:24:32,527 - mmaction - INFO - Epoch [25][520/603] lr: 1.000e-02, eta: 16:18:57, time: 1.085, data_time: 0.001, memory: 5811, loss_cls: 9.8188, loss: 9.8188, grad_norm: 7.8280 2020-10-23 16:24:53,628 - mmaction - INFO - Epoch [25][540/603] lr: 1.000e-02, eta: 16:18:16, time: 1.055, data_time: 0.001, memory: 5811, loss_cls: 10.0617, loss: 10.0617, grad_norm: 7.9834 2020-10-23 16:25:15,918 - mmaction - INFO - Epoch [25][560/603] lr: 1.000e-02, eta: 16:17:39, time: 1.114, data_time: 0.002, memory: 5811, loss_cls: 9.9596, loss: 9.9596, grad_norm: 7.6486 2020-10-23 16:25:37,458 - mmaction - INFO - Epoch [25][580/603] lr: 1.000e-02, eta: 16:17:00, time: 1.077, data_time: 0.002, memory: 5811, loss_cls: 10.1591, loss: 10.1591, grad_norm: 8.0040 2020-10-23 16:25:59,251 - mmaction - INFO - Epoch [25][600/603] lr: 1.000e-02, eta: 16:16:22, time: 1.089, data_time: 0.003, memory: 5811, loss_cls: 9.7385, loss: 9.7385, grad_norm: 7.6865 2020-10-23 16:26:02,095 - mmaction - INFO - Saving checkpoint at 25 epochs 2020-10-23 16:26:56,234 - mmaction - INFO - Evaluating mean_average_precision... 2020-10-23 16:26:56,387 - mmaction - INFO - mean_average_precision 0.6142 2020-10-23 16:26:56,390 - mmaction - INFO - Epoch(val) [25][603] mean_average_precision: 0.6142 2020-10-23 16:27:27,630 - mmaction - INFO - Epoch [26][20/603] lr: 1.000e-02, eta: 16:15:56, time: 1.559, data_time: 0.430, memory: 5811, loss_cls: 9.7485, loss: 9.7485, grad_norm: 7.8376 2020-10-23 16:27:50,111 - mmaction - INFO - Epoch [26][40/603] lr: 1.000e-02, eta: 16:15:20, time: 1.127, data_time: 0.009, memory: 5811, loss_cls: 9.9164, loss: 9.9164, grad_norm: 7.8616 2020-10-23 16:28:13,046 - mmaction - INFO - Epoch [26][60/603] lr: 1.000e-02, eta: 16:14:45, time: 1.145, data_time: 0.001, memory: 5811, loss_cls: 9.5368, loss: 9.5368, grad_norm: 7.8655 2020-10-23 16:28:34,593 - mmaction - INFO - Epoch [26][80/603] lr: 1.000e-02, eta: 16:14:07, time: 1.078, data_time: 0.003, memory: 5811, loss_cls: 9.3693, loss: 9.3693, grad_norm: 7.7937 2020-10-23 16:28:57,275 - mmaction - INFO - Epoch [26][100/603] lr: 1.000e-02, eta: 16:13:31, time: 1.133, data_time: 0.002, memory: 5811, loss_cls: 9.5308, loss: 9.5308, grad_norm: 7.8719 2020-10-23 16:29:18,839 - mmaction - INFO - Epoch [26][120/603] lr: 1.000e-02, eta: 16:12:52, time: 1.075, data_time: 0.005, memory: 5811, loss_cls: 9.6698, loss: 9.6698, grad_norm: 7.9190 2020-10-23 16:29:40,917 - mmaction - INFO - Epoch [26][140/603] lr: 1.000e-02, eta: 16:12:15, time: 1.109, data_time: 0.006, memory: 5811, loss_cls: 9.8605, loss: 9.8605, grad_norm: 7.8865 2020-10-23 16:30:03,225 - mmaction - INFO - Epoch [26][160/603] lr: 1.000e-02, eta: 16:11:39, time: 1.115, data_time: 0.001, memory: 5811, loss_cls: 9.8010, loss: 9.8010, grad_norm: 7.6687 2020-10-23 16:30:25,902 - mmaction - INFO - Epoch [26][180/603] lr: 1.000e-02, eta: 16:11:03, time: 1.122, data_time: 0.001, memory: 5811, loss_cls: 9.7597, loss: 9.7597, grad_norm: 7.7070 2020-10-23 16:30:48,463 - mmaction - INFO - Epoch [26][200/603] lr: 1.000e-02, eta: 16:10:28, time: 1.140, data_time: 0.042, memory: 5811, loss_cls: 9.9999, loss: 9.9999, grad_norm: 7.7353 2020-10-23 16:31:10,738 - mmaction - INFO - Epoch [26][220/603] lr: 1.000e-02, eta: 16:09:51, time: 1.110, data_time: 0.308, memory: 5811, loss_cls: 9.8814, loss: 9.8814, grad_norm: 7.7410 2020-10-23 16:31:33,579 - mmaction - INFO - Epoch [26][240/603] lr: 1.000e-02, eta: 16:09:17, time: 1.143, data_time: 0.423, memory: 5811, loss_cls: 9.7022, loss: 9.7022, grad_norm: 7.8994 2020-10-23 16:31:56,579 - mmaction - INFO - Epoch [26][260/603] lr: 1.000e-02, eta: 16:08:42, time: 1.152, data_time: 0.392, memory: 5811, loss_cls: 9.8945, loss: 9.8945, grad_norm: 7.9204 2020-10-23 16:32:18,709 - mmaction - INFO - Epoch [26][280/603] lr: 1.000e-02, eta: 16:08:06, time: 1.106, data_time: 0.372, memory: 5811, loss_cls: 9.6674, loss: 9.6674, grad_norm: 7.7969 2020-10-23 16:32:41,646 - mmaction - INFO - Epoch [26][300/603] lr: 1.000e-02, eta: 16:07:31, time: 1.143, data_time: 0.400, memory: 5811, loss_cls: 9.8243, loss: 9.8243, grad_norm: 7.9063 2020-10-23 16:33:04,523 - mmaction - INFO - Epoch [26][320/603] lr: 1.000e-02, eta: 16:06:57, time: 1.145, data_time: 0.134, memory: 5811, loss_cls: 9.6895, loss: 9.6895, grad_norm: 8.0739 2020-10-23 16:33:26,423 - mmaction - INFO - Epoch [26][340/603] lr: 1.000e-02, eta: 16:06:19, time: 1.096, data_time: 0.017, memory: 5811, loss_cls: 9.8040, loss: 9.8040, grad_norm: 7.7655 2020-10-23 16:33:48,115 - mmaction - INFO - Epoch [26][360/603] lr: 1.000e-02, eta: 16:05:41, time: 1.080, data_time: 0.083, memory: 5811, loss_cls: 9.7365, loss: 9.7365, grad_norm: 7.8566 2020-10-23 16:34:09,821 - mmaction - INFO - Epoch [26][380/603] lr: 1.000e-02, eta: 16:05:04, time: 1.092, data_time: 0.360, memory: 5811, loss_cls: 9.5466, loss: 9.5466, grad_norm: 7.8081 2020-10-23 16:34:31,710 - mmaction - INFO - Epoch [26][400/603] lr: 1.000e-02, eta: 16:04:27, time: 1.094, data_time: 0.405, memory: 5811, loss_cls: 10.0211, loss: 10.0211, grad_norm: 8.0964 2020-10-23 16:34:53,770 - mmaction - INFO - Epoch [26][420/603] lr: 1.000e-02, eta: 16:03:50, time: 1.100, data_time: 0.472, memory: 5811, loss_cls: 10.0710, loss: 10.0710, grad_norm: 8.1595 2020-10-23 16:35:16,495 - mmaction - INFO - Epoch [26][440/603] lr: 1.000e-02, eta: 16:03:15, time: 1.139, data_time: 0.546, memory: 5811, loss_cls: 9.8030, loss: 9.8030, grad_norm: 7.6500 2020-10-23 16:35:37,916 - mmaction - INFO - Epoch [26][460/603] lr: 1.000e-02, eta: 16:02:37, time: 1.070, data_time: 0.462, memory: 5811, loss_cls: 9.9579, loss: 9.9579, grad_norm: 7.9530 2020-10-23 16:35:59,620 - mmaction - INFO - Epoch [26][480/603] lr: 1.000e-02, eta: 16:01:59, time: 1.083, data_time: 0.459, memory: 5811, loss_cls: 9.7767, loss: 9.7767, grad_norm: 7.8635 2020-10-23 16:36:21,378 - mmaction - INFO - Epoch [26][500/603] lr: 1.000e-02, eta: 16:01:22, time: 1.091, data_time: 0.504, memory: 5811, loss_cls: 9.6343, loss: 9.6343, grad_norm: 7.9888 2020-10-23 16:36:43,277 - mmaction - INFO - Epoch [26][520/603] lr: 1.000e-02, eta: 16:00:44, time: 1.088, data_time: 0.496, memory: 5811, loss_cls: 9.8854, loss: 9.8854, grad_norm: 7.6535 2020-10-23 16:37:04,549 - mmaction - INFO - Epoch [26][540/603] lr: 1.000e-02, eta: 16:00:06, time: 1.072, data_time: 0.470, memory: 5811, loss_cls: 9.7943, loss: 9.7943, grad_norm: 7.7703 2020-10-23 16:37:26,356 - mmaction - INFO - Epoch [26][560/603] lr: 1.000e-02, eta: 15:59:29, time: 1.089, data_time: 0.503, memory: 5811, loss_cls: 9.7775, loss: 9.7775, grad_norm: 8.0433 2020-10-23 16:37:48,394 - mmaction - INFO - Epoch [26][580/603] lr: 1.000e-02, eta: 15:58:52, time: 1.100, data_time: 0.524, memory: 5811, loss_cls: 9.8486, loss: 9.8486, grad_norm: 7.6907 2020-10-23 16:38:10,734 - mmaction - INFO - Epoch [26][600/603] lr: 1.000e-02, eta: 15:58:17, time: 1.119, data_time: 0.510, memory: 5811, loss_cls: 9.8546, loss: 9.8546, grad_norm: 7.7086 2020-10-23 16:38:45,722 - mmaction - INFO - Epoch [27][20/603] lr: 1.000e-02, eta: 15:57:56, time: 1.634, data_time: 0.910, memory: 5811, loss_cls: 9.6505, loss: 9.6505, grad_norm: 8.0920 2020-10-23 16:39:09,366 - mmaction - INFO - Epoch [27][40/603] lr: 1.000e-02, eta: 15:57:24, time: 1.182, data_time: 0.566, memory: 5811, loss_cls: 9.7973, loss: 9.7973, grad_norm: 7.8606 2020-10-23 16:39:33,976 - mmaction - INFO - Epoch [27][60/603] lr: 1.000e-02, eta: 15:56:55, time: 1.227, data_time: 0.628, memory: 5811, loss_cls: 9.4175, loss: 9.4175, grad_norm: 7.8350 2020-10-23 16:39:56,887 - mmaction - INFO - Epoch [27][80/603] lr: 1.000e-02, eta: 15:56:21, time: 1.147, data_time: 0.554, memory: 5811, loss_cls: 9.6096, loss: 9.6096, grad_norm: 7.6647 2020-10-23 16:40:19,077 - mmaction - INFO - Epoch [27][100/603] lr: 1.000e-02, eta: 15:55:45, time: 1.111, data_time: 0.551, memory: 5811, loss_cls: 9.6297, loss: 9.6297, grad_norm: 8.0771 2020-10-23 16:40:41,683 - mmaction - INFO - Epoch [27][120/603] lr: 1.000e-02, eta: 15:55:11, time: 1.129, data_time: 0.542, memory: 5811, loss_cls: 9.5191, loss: 9.5191, grad_norm: 7.6792 2020-10-23 16:41:02,924 - mmaction - INFO - Epoch [27][140/603] lr: 1.000e-02, eta: 15:54:32, time: 1.061, data_time: 0.456, memory: 5811, loss_cls: 9.6837, loss: 9.6837, grad_norm: 8.0944 2020-10-23 16:41:24,761 - mmaction - INFO - Epoch [27][160/603] lr: 1.000e-02, eta: 15:53:55, time: 1.092, data_time: 0.484, memory: 5811, loss_cls: 10.0538, loss: 10.0538, grad_norm: 11.7359 2020-10-23 16:41:45,655 - mmaction - INFO - Epoch [27][180/603] lr: 1.000e-02, eta: 15:53:16, time: 1.048, data_time: 0.471, memory: 5811, loss_cls: 9.8220, loss: 9.8220, grad_norm: 8.1560 2020-10-23 16:42:07,576 - mmaction - INFO - Epoch [27][200/603] lr: 1.000e-02, eta: 15:52:40, time: 1.092, data_time: 0.496, memory: 5811, loss_cls: 9.8242, loss: 9.8242, grad_norm: 7.9117 2020-10-23 16:42:29,491 - mmaction - INFO - Epoch [27][220/603] lr: 1.000e-02, eta: 15:52:03, time: 1.099, data_time: 0.495, memory: 5811, loss_cls: 9.9415, loss: 9.9415, grad_norm: 7.8596 2020-10-23 16:42:50,940 - mmaction - INFO - Epoch [27][240/603] lr: 1.000e-02, eta: 15:51:26, time: 1.072, data_time: 0.497, memory: 5811, loss_cls: 9.7163, loss: 9.7163, grad_norm: 7.9433 2020-10-23 16:43:12,963 - mmaction - INFO - Epoch [27][260/603] lr: 1.000e-02, eta: 15:50:50, time: 1.102, data_time: 0.502, memory: 5811, loss_cls: 10.0925, loss: 10.0925, grad_norm: 8.2838 2020-10-23 16:43:34,674 - mmaction - INFO - Epoch [27][280/603] lr: 1.000e-02, eta: 15:50:13, time: 1.085, data_time: 0.500, memory: 5811, loss_cls: 9.7238, loss: 9.7238, grad_norm: 7.7956 2020-10-23 16:43:56,425 - mmaction - INFO - Epoch [27][300/603] lr: 1.000e-02, eta: 15:49:36, time: 1.089, data_time: 0.494, memory: 5811, loss_cls: 9.8388, loss: 9.8388, grad_norm: 8.1618 2020-10-23 16:44:18,290 - mmaction - INFO - Epoch [27][320/603] lr: 1.000e-02, eta: 15:48:59, time: 1.088, data_time: 0.504, memory: 5811, loss_cls: 9.7921, loss: 9.7921, grad_norm: 7.9363 2020-10-23 16:44:40,232 - mmaction - INFO - Epoch [27][340/603] lr: 1.000e-02, eta: 15:48:24, time: 1.102, data_time: 0.515, memory: 5811, loss_cls: 9.6193, loss: 9.6193, grad_norm: 7.9406 2020-10-23 16:45:02,150 - mmaction - INFO - Epoch [27][360/603] lr: 1.000e-02, eta: 15:47:47, time: 1.091, data_time: 0.497, memory: 5811, loss_cls: 9.9063, loss: 9.9063, grad_norm: 7.7887 2020-10-23 16:45:23,915 - mmaction - INFO - Epoch [27][380/603] lr: 1.000e-02, eta: 15:47:11, time: 1.092, data_time: 0.498, memory: 5811, loss_cls: 9.9379, loss: 9.9379, grad_norm: 8.1884 2020-10-23 16:45:45,023 - mmaction - INFO - Epoch [27][400/603] lr: 1.000e-02, eta: 15:46:33, time: 1.056, data_time: 0.470, memory: 5811, loss_cls: 9.7291, loss: 9.7291, grad_norm: 7.9705 2020-10-23 16:46:06,100 - mmaction - INFO - Epoch [27][420/603] lr: 1.000e-02, eta: 15:45:54, time: 1.054, data_time: 0.462, memory: 5811, loss_cls: 9.8735, loss: 9.8735, grad_norm: 8.2392 2020-10-23 16:46:27,760 - mmaction - INFO - Epoch [27][440/603] lr: 1.000e-02, eta: 15:45:18, time: 1.084, data_time: 0.486, memory: 5811, loss_cls: 9.7203, loss: 9.7203, grad_norm: 7.9048 2020-10-23 16:46:49,550 - mmaction - INFO - Epoch [27][460/603] lr: 1.000e-02, eta: 15:44:41, time: 1.089, data_time: 0.494, memory: 5811, loss_cls: 9.7796, loss: 9.7796, grad_norm: 7.9800 2020-10-23 16:47:11,043 - mmaction - INFO - Epoch [27][480/603] lr: 1.000e-02, eta: 15:44:04, time: 1.073, data_time: 0.463, memory: 5811, loss_cls: 9.9165, loss: 9.9165, grad_norm: 7.8524 2020-10-23 16:47:32,619 - mmaction - INFO - Epoch [27][500/603] lr: 1.000e-02, eta: 15:43:27, time: 1.079, data_time: 0.500, memory: 5811, loss_cls: 9.8360, loss: 9.8360, grad_norm: 7.8190 2020-10-23 16:47:54,290 - mmaction - INFO - Epoch [27][520/603] lr: 1.000e-02, eta: 15:42:50, time: 1.079, data_time: 0.477, memory: 5811, loss_cls: 9.7320, loss: 9.7320, grad_norm: 8.0253 2020-10-23 16:48:16,425 - mmaction - INFO - Epoch [27][540/603] lr: 1.000e-02, eta: 15:42:15, time: 1.106, data_time: 0.507, memory: 5811, loss_cls: 9.5505, loss: 9.5505, grad_norm: 7.7102 2020-10-23 16:48:37,812 - mmaction - INFO - Epoch [27][560/603] lr: 1.000e-02, eta: 15:41:38, time: 1.077, data_time: 0.491, memory: 5811, loss_cls: 9.9263, loss: 9.9263, grad_norm: 7.8016 2020-10-23 16:48:59,669 - mmaction - INFO - Epoch [27][580/603] lr: 1.000e-02, eta: 15:41:02, time: 1.086, data_time: 0.481, memory: 5811, loss_cls: 10.0747, loss: 10.0747, grad_norm: 7.9897 2020-10-23 16:49:21,345 - mmaction - INFO - Epoch [27][600/603] lr: 1.000e-02, eta: 15:40:26, time: 1.090, data_time: 0.465, memory: 5811, loss_cls: 9.9712, loss: 9.9712, grad_norm: 8.0386 2020-10-23 16:49:54,320 - mmaction - INFO - Epoch [28][20/603] lr: 1.000e-02, eta: 15:40:01, time: 1.547, data_time: 0.721, memory: 5811, loss_cls: 9.5853, loss: 9.5853, grad_norm: 7.8410 2020-10-23 16:50:18,665 - mmaction - INFO - Epoch [28][40/603] lr: 1.000e-02, eta: 15:39:32, time: 1.219, data_time: 0.193, memory: 5811, loss_cls: 9.4752, loss: 9.4752, grad_norm: 7.7025 2020-10-23 16:50:41,909 - mmaction - INFO - Epoch [28][60/603] lr: 1.000e-02, eta: 15:38:59, time: 1.160, data_time: 0.034, memory: 5811, loss_cls: 9.6253, loss: 9.6253, grad_norm: 7.8791 2020-10-23 16:51:04,775 - mmaction - INFO - Epoch [28][80/603] lr: 1.000e-02, eta: 15:38:26, time: 1.147, data_time: 0.014, memory: 5811, loss_cls: 9.6679, loss: 9.6679, grad_norm: 7.8916 2020-10-23 16:51:26,830 - mmaction - INFO - Epoch [28][100/603] lr: 1.000e-02, eta: 15:37:51, time: 1.100, data_time: 0.008, memory: 5811, loss_cls: 9.4182, loss: 9.4182, grad_norm: 7.7744 2020-10-23 16:51:48,332 - mmaction - INFO - Epoch [28][120/603] lr: 1.000e-02, eta: 15:37:14, time: 1.070, data_time: 0.007, memory: 5811, loss_cls: 9.6116, loss: 9.6116, grad_norm: 7.7897 2020-10-23 16:52:10,188 - mmaction - INFO - Epoch [28][140/603] lr: 1.000e-02, eta: 15:36:39, time: 1.101, data_time: 0.010, memory: 5811, loss_cls: 9.6003, loss: 9.6003, grad_norm: 8.0757 2020-10-23 16:52:32,308 - mmaction - INFO - Epoch [28][160/603] lr: 1.000e-02, eta: 15:36:04, time: 1.106, data_time: 0.004, memory: 5811, loss_cls: 9.5536, loss: 9.5536, grad_norm: 8.0584 2020-10-23 16:52:53,268 - mmaction - INFO - Epoch [28][180/603] lr: 1.000e-02, eta: 15:35:26, time: 1.044, data_time: 0.001, memory: 5811, loss_cls: 9.8562, loss: 9.8562, grad_norm: 7.8976 2020-10-23 16:53:14,778 - mmaction - INFO - Epoch [28][200/603] lr: 1.000e-02, eta: 15:34:49, time: 1.078, data_time: 0.006, memory: 5811, loss_cls: 9.7193, loss: 9.7193, grad_norm: 7.7312 2020-10-23 16:53:36,059 - mmaction - INFO - Epoch [28][220/603] lr: 1.000e-02, eta: 15:34:12, time: 1.066, data_time: 0.004, memory: 5811, loss_cls: 9.7472, loss: 9.7472, grad_norm: 7.9637 2020-10-23 16:53:58,448 - mmaction - INFO - Epoch [28][240/603] lr: 1.000e-02, eta: 15:33:38, time: 1.117, data_time: 0.002, memory: 5811, loss_cls: 9.8421, loss: 9.8421, grad_norm: 7.7078 2020-10-23 16:54:19,389 - mmaction - INFO - Epoch [28][260/603] lr: 1.000e-02, eta: 15:33:00, time: 1.050, data_time: 0.006, memory: 5811, loss_cls: 9.7101, loss: 9.7101, grad_norm: 8.0229 2020-10-23 16:54:41,969 - mmaction - INFO - Epoch [28][280/603] lr: 1.000e-02, eta: 15:32:27, time: 1.128, data_time: 0.002, memory: 5811, loss_cls: 9.8466, loss: 9.8466, grad_norm: 8.1025 2020-10-23 16:55:03,795 - mmaction - INFO - Epoch [28][300/603] lr: 1.000e-02, eta: 15:31:51, time: 1.088, data_time: 0.003, memory: 5811, loss_cls: 9.7381, loss: 9.7381, grad_norm: 8.1039 2020-10-23 16:55:25,325 - mmaction - INFO - Epoch [28][320/603] lr: 1.000e-02, eta: 15:31:15, time: 1.081, data_time: 0.006, memory: 5811, loss_cls: 9.7765, loss: 9.7765, grad_norm: 7.8925 2020-10-23 16:55:46,444 - mmaction - INFO - Epoch [28][340/603] lr: 1.000e-02, eta: 15:30:38, time: 1.055, data_time: 0.004, memory: 5811, loss_cls: 9.6134, loss: 9.6134, grad_norm: 7.9708 2020-10-23 16:56:08,686 - mmaction - INFO - Epoch [28][360/603] lr: 1.000e-02, eta: 15:30:03, time: 1.109, data_time: 0.001, memory: 5811, loss_cls: 9.7896, loss: 9.7896, grad_norm: 7.7933 2020-10-23 16:56:30,456 - mmaction - INFO - Epoch [28][380/603] lr: 1.000e-02, eta: 15:29:28, time: 1.091, data_time: 0.005, memory: 5811, loss_cls: 9.7958, loss: 9.7958, grad_norm: 7.9087 2020-10-23 16:56:51,848 - mmaction - INFO - Epoch [28][400/603] lr: 1.000e-02, eta: 15:28:51, time: 1.064, data_time: 0.003, memory: 5811, loss_cls: 9.4992, loss: 9.4992, grad_norm: 7.9791 2020-10-23 16:57:13,788 - mmaction - INFO - Epoch [28][420/603] lr: 1.000e-02, eta: 15:28:16, time: 1.097, data_time: 0.007, memory: 5811, loss_cls: 9.6803, loss: 9.6803, grad_norm: 8.0190 2020-10-23 16:57:34,791 - mmaction - INFO - Epoch [28][440/603] lr: 1.000e-02, eta: 15:27:39, time: 1.054, data_time: 0.006, memory: 5811, loss_cls: 9.3620, loss: 9.3620, grad_norm: 7.8104 2020-10-23 16:57:56,215 - mmaction - INFO - Epoch [28][460/603] lr: 1.000e-02, eta: 15:27:03, time: 1.066, data_time: 0.002, memory: 5811, loss_cls: 9.8312, loss: 9.8312, grad_norm: 8.2148 2020-10-23 16:58:17,519 - mmaction - INFO - Epoch [28][480/603] lr: 1.000e-02, eta: 15:26:26, time: 1.070, data_time: 0.006, memory: 5811, loss_cls: 9.7482, loss: 9.7482, grad_norm: 8.0535 2020-10-23 16:58:38,962 - mmaction - INFO - Epoch [28][500/603] lr: 1.000e-02, eta: 15:25:50, time: 1.068, data_time: 0.003, memory: 5811, loss_cls: 9.6573, loss: 9.6573, grad_norm: 7.8674 2020-10-23 16:58:59,874 - mmaction - INFO - Epoch [28][520/603] lr: 1.000e-02, eta: 15:25:13, time: 1.048, data_time: 0.007, memory: 5811, loss_cls: 10.1024, loss: 10.1024, grad_norm: 7.9447 2020-10-23 16:59:21,830 - mmaction - INFO - Epoch [28][540/603] lr: 1.000e-02, eta: 15:24:38, time: 1.099, data_time: 0.011, memory: 5811, loss_cls: 9.8409, loss: 9.8409, grad_norm: 7.7663 2020-10-23 16:59:43,908 - mmaction - INFO - Epoch [28][560/603] lr: 1.000e-02, eta: 15:24:03, time: 1.096, data_time: 0.001, memory: 5811, loss_cls: 9.6930, loss: 9.6930, grad_norm: 7.6873 2020-10-23 17:00:04,766 - mmaction - INFO - Epoch [28][580/603] lr: 1.000e-02, eta: 15:23:26, time: 1.048, data_time: 0.010, memory: 5811, loss_cls: 9.6756, loss: 9.6756, grad_norm: 7.6056 2020-10-23 17:00:26,217 - mmaction - INFO - Epoch [28][600/603] lr: 1.000e-02, eta: 15:22:50, time: 1.075, data_time: 0.004, memory: 5811, loss_cls: 9.7925, loss: 9.7925, grad_norm: 7.6295 2020-10-23 17:00:58,908 - mmaction - INFO - Epoch [29][20/603] lr: 1.000e-02, eta: 15:22:24, time: 1.534, data_time: 0.873, memory: 5811, loss_cls: 9.4385, loss: 9.4385, grad_norm: 7.4969 2020-10-23 17:01:22,125 - mmaction - INFO - Epoch [29][40/603] lr: 1.000e-02, eta: 15:21:53, time: 1.161, data_time: 0.468, memory: 5811, loss_cls: 9.5768, loss: 9.5768, grad_norm: 7.8240 2020-10-23 17:01:44,384 - mmaction - INFO - Epoch [29][60/603] lr: 1.000e-02, eta: 15:21:19, time: 1.111, data_time: 0.386, memory: 5811, loss_cls: 9.4696, loss: 9.4696, grad_norm: 8.0749 2020-10-23 17:02:07,124 - mmaction - INFO - Epoch [29][80/603] lr: 1.000e-02, eta: 15:20:46, time: 1.137, data_time: 0.361, memory: 5811, loss_cls: 9.7971, loss: 9.7971, grad_norm: 7.9243 2020-10-23 17:02:30,701 - mmaction - INFO - Epoch [29][100/603] lr: 1.000e-02, eta: 15:20:16, time: 1.176, data_time: 0.075, memory: 5811, loss_cls: 9.5854, loss: 9.5854, grad_norm: 7.9860 2020-10-23 17:02:53,267 - mmaction - INFO - Epoch [29][120/603] lr: 1.000e-02, eta: 15:19:43, time: 1.133, data_time: 0.008, memory: 5811, loss_cls: 9.7583, loss: 9.7583, grad_norm: 8.0375 2020-10-23 17:03:16,175 - mmaction - INFO - Epoch [29][140/603] lr: 1.000e-02, eta: 15:19:11, time: 1.146, data_time: 0.002, memory: 5811, loss_cls: 9.5624, loss: 9.5624, grad_norm: 7.8955 2020-10-23 17:03:38,659 - mmaction - INFO - Epoch [29][160/603] lr: 1.000e-02, eta: 15:18:38, time: 1.124, data_time: 0.002, memory: 5811, loss_cls: 9.6486, loss: 9.6486, grad_norm: 8.1324 2020-10-23 17:04:01,746 - mmaction - INFO - Epoch [29][180/603] lr: 1.000e-02, eta: 15:18:06, time: 1.151, data_time: 0.001, memory: 5811, loss_cls: 9.6013, loss: 9.6013, grad_norm: 7.8935 2020-10-23 17:04:24,034 - mmaction - INFO - Epoch [29][200/603] lr: 1.000e-02, eta: 15:17:33, time: 1.116, data_time: 0.004, memory: 5811, loss_cls: 9.4717, loss: 9.4717, grad_norm: 7.7477 2020-10-23 17:04:46,601 - mmaction - INFO - Epoch [29][220/603] lr: 1.000e-02, eta: 15:17:00, time: 1.124, data_time: 0.002, memory: 5811, loss_cls: 9.5567, loss: 9.5567, grad_norm: 7.8396 2020-10-23 17:05:08,853 - mmaction - INFO - Epoch [29][240/603] lr: 1.000e-02, eta: 15:16:26, time: 1.117, data_time: 0.006, memory: 5811, loss_cls: 9.5002, loss: 9.5002, grad_norm: 7.9978 2020-10-23 17:05:30,924 - mmaction - INFO - Epoch [29][260/603] lr: 1.000e-02, eta: 15:15:52, time: 1.104, data_time: 0.001, memory: 5811, loss_cls: 9.5762, loss: 9.5762, grad_norm: 7.9830 2020-10-23 17:05:52,886 - mmaction - INFO - Epoch [29][280/603] lr: 1.000e-02, eta: 15:15:18, time: 1.098, data_time: 0.002, memory: 5811, loss_cls: 9.6550, loss: 9.6550, grad_norm: 8.0426 2020-10-23 17:06:15,509 - mmaction - INFO - Epoch [29][300/603] lr: 1.000e-02, eta: 15:14:45, time: 1.130, data_time: 0.003, memory: 5811, loss_cls: 9.7343, loss: 9.7343, grad_norm: 7.9548 2020-10-23 17:06:37,469 - mmaction - INFO - Epoch [29][320/603] lr: 1.000e-02, eta: 15:14:11, time: 1.098, data_time: 0.003, memory: 5811, loss_cls: 9.6571, loss: 9.6571, grad_norm: 7.9118 2020-10-23 17:06:59,503 - mmaction - INFO - Epoch [29][340/603] lr: 1.000e-02, eta: 15:13:37, time: 1.103, data_time: 0.004, memory: 5811, loss_cls: 9.6865, loss: 9.6865, grad_norm: 7.8487 2020-10-23 17:07:30,821 - mmaction - INFO - Epoch [29][360/603] lr: 1.000e-02, eta: 15:13:26, time: 1.565, data_time: 0.001, memory: 5811, loss_cls: 9.7561, loss: 9.7561, grad_norm: 7.9789 2020-10-23 17:08:03,720 - mmaction - INFO - Epoch [29][380/603] lr: 1.000e-02, eta: 15:13:20, time: 1.646, data_time: 0.002, memory: 5811, loss_cls: 9.5808, loss: 9.5808, grad_norm: 7.9312 2020-10-23 17:08:35,956 - mmaction - INFO - Epoch [29][400/603] lr: 1.000e-02, eta: 15:13:11, time: 1.612, data_time: 0.001, memory: 5811, loss_cls: 9.7559, loss: 9.7559, grad_norm: 7.8152 2020-10-23 17:09:06,635 - mmaction - INFO - Epoch [29][420/603] lr: 1.000e-02, eta: 15:12:58, time: 1.533, data_time: 0.001, memory: 5811, loss_cls: 9.5423, loss: 9.5423, grad_norm: 7.9081 2020-10-23 17:09:38,179 - mmaction - INFO - Epoch [29][440/603] lr: 1.000e-02, eta: 15:12:48, time: 1.577, data_time: 0.008, memory: 5811, loss_cls: 9.8767, loss: 9.8767, grad_norm: 7.9887 2020-10-23 17:10:09,955 - mmaction - INFO - Epoch [29][460/603] lr: 1.000e-02, eta: 15:12:38, time: 1.588, data_time: 0.002, memory: 5811, loss_cls: 9.5452, loss: 9.5452, grad_norm: 7.8193 2020-10-23 17:10:42,404 - mmaction - INFO - Epoch [29][480/603] lr: 1.000e-02, eta: 15:12:30, time: 1.621, data_time: 0.003, memory: 5811, loss_cls: 9.9138, loss: 9.9138, grad_norm: 7.9269 2020-10-23 17:11:13,423 - mmaction - INFO - Epoch [29][500/603] lr: 1.000e-02, eta: 15:12:17, time: 1.544, data_time: 0.004, memory: 5811, loss_cls: 9.7472, loss: 9.7472, grad_norm: 7.7254 2020-10-23 17:11:36,033 - mmaction - INFO - Epoch [29][520/603] lr: 1.000e-02, eta: 15:11:45, time: 1.130, data_time: 0.012, memory: 5811, loss_cls: 9.5371, loss: 9.5371, grad_norm: 7.7307 2020-10-23 17:11:58,379 - mmaction - INFO - Epoch [29][540/603] lr: 1.000e-02, eta: 15:11:12, time: 1.126, data_time: 0.011, memory: 5811, loss_cls: 9.9837, loss: 9.9837, grad_norm: 9.2911 2020-10-23 17:12:20,573 - mmaction - INFO - Epoch [29][560/603] lr: 1.000e-02, eta: 15:10:38, time: 1.102, data_time: 0.003, memory: 5811, loss_cls: 9.8248, loss: 9.8248, grad_norm: 7.8396 2020-10-23 17:12:42,041 - mmaction - INFO - Epoch [29][580/603] lr: 1.000e-02, eta: 15:10:03, time: 1.076, data_time: 0.011, memory: 5811, loss_cls: 9.5414, loss: 9.5414, grad_norm: 7.8011 2020-10-23 17:13:04,094 - mmaction - INFO - Epoch [29][600/603] lr: 1.000e-02, eta: 15:09:29, time: 1.109, data_time: 0.008, memory: 5811, loss_cls: 9.6789, loss: 9.6789, grad_norm: 7.7523 2020-10-23 17:13:38,396 - mmaction - INFO - Epoch [30][20/603] lr: 1.000e-02, eta: 15:09:06, time: 1.597, data_time: 1.012, memory: 5811, loss_cls: 9.6277, loss: 9.6277, grad_norm: 7.9429 2020-10-23 17:14:01,768 - mmaction - INFO - Epoch [30][40/603] lr: 1.000e-02, eta: 15:08:35, time: 1.170, data_time: 0.636, memory: 5811, loss_cls: 9.5038, loss: 9.5038, grad_norm: 7.8559 2020-10-23 17:14:25,558 - mmaction - INFO - Epoch [30][60/603] lr: 1.000e-02, eta: 15:08:06, time: 1.194, data_time: 0.672, memory: 5811, loss_cls: 9.5568, loss: 9.5568, grad_norm: 7.8584 2020-10-23 17:14:48,828 - mmaction - INFO - Epoch [30][80/603] lr: 1.000e-02, eta: 15:07:35, time: 1.162, data_time: 0.282, memory: 5811, loss_cls: 9.4912, loss: 9.4912, grad_norm: 7.9153 2020-10-23 17:15:09,991 - mmaction - INFO - Epoch [30][100/603] lr: 1.000e-02, eta: 15:06:59, time: 1.057, data_time: 0.003, memory: 5811, loss_cls: 9.5079, loss: 9.5079, grad_norm: 7.9493 2020-10-23 17:15:35,035 - mmaction - INFO - Epoch [30][120/603] lr: 1.000e-02, eta: 15:06:33, time: 1.254, data_time: 0.004, memory: 5811, loss_cls: 9.4324, loss: 9.4324, grad_norm: 7.9583 2020-10-23 17:15:56,731 - mmaction - INFO - Epoch [30][140/603] lr: 1.000e-02, eta: 15:05:58, time: 1.084, data_time: 0.002, memory: 5811, loss_cls: 9.5399, loss: 9.5399, grad_norm: 8.0278 2020-10-23 17:16:18,645 - mmaction - INFO - Epoch [30][160/603] lr: 1.000e-02, eta: 15:05:24, time: 1.090, data_time: 0.002, memory: 5811, loss_cls: 9.5190, loss: 9.5190, grad_norm: 7.8806 2020-10-23 17:16:40,099 - mmaction - INFO - Epoch [30][180/603] lr: 1.000e-02, eta: 15:04:48, time: 1.070, data_time: 0.008, memory: 5811, loss_cls: 9.5866, loss: 9.5866, grad_norm: 7.8270 2020-10-23 17:17:01,200 - mmaction - INFO - Epoch [30][200/603] lr: 1.000e-02, eta: 15:04:13, time: 1.062, data_time: 0.011, memory: 5811, loss_cls: 9.6402, loss: 9.6402, grad_norm: 7.8242 2020-10-23 17:17:23,203 - mmaction - INFO - Epoch [30][220/603] lr: 1.000e-02, eta: 15:03:39, time: 1.102, data_time: 0.003, memory: 5811, loss_cls: 9.6283, loss: 9.6283, grad_norm: 7.9050 2020-10-23 17:17:44,709 - mmaction - INFO - Epoch [30][240/603] lr: 1.000e-02, eta: 15:03:03, time: 1.064, data_time: 0.003, memory: 5811, loss_cls: 9.6606, loss: 9.6606, grad_norm: 8.0415 2020-10-23 17:18:06,594 - mmaction - INFO - Epoch [30][260/603] lr: 1.000e-02, eta: 15:02:30, time: 1.097, data_time: 0.012, memory: 5811, loss_cls: 9.5175, loss: 9.5175, grad_norm: 7.7835 2020-10-23 17:18:28,533 - mmaction - INFO - Epoch [30][280/603] lr: 1.000e-02, eta: 15:01:56, time: 1.098, data_time: 0.010, memory: 5811, loss_cls: 9.5702, loss: 9.5702, grad_norm: 7.8145 2020-10-23 17:18:50,225 - mmaction - INFO - Epoch [30][300/603] lr: 1.000e-02, eta: 15:01:21, time: 1.087, data_time: 0.010, memory: 5811, loss_cls: 9.6054, loss: 9.6054, grad_norm: 7.8197 2020-10-23 17:19:11,496 - mmaction - INFO - Epoch [30][320/603] lr: 1.000e-02, eta: 15:00:46, time: 1.069, data_time: 0.007, memory: 5811, loss_cls: 9.5924, loss: 9.5924, grad_norm: 7.7258 2020-10-23 17:19:33,612 - mmaction - INFO - Epoch [30][340/603] lr: 1.000e-02, eta: 15:00:13, time: 1.097, data_time: 0.001, memory: 5811, loss_cls: 9.4956, loss: 9.4956, grad_norm: 7.6740 2020-10-23 17:19:55,172 - mmaction - INFO - Epoch [30][360/603] lr: 1.000e-02, eta: 14:59:38, time: 1.086, data_time: 0.009, memory: 5811, loss_cls: 9.5036, loss: 9.5036, grad_norm: 7.7256 2020-10-23 17:20:16,808 - mmaction - INFO - Epoch [30][380/603] lr: 1.000e-02, eta: 14:59:03, time: 1.073, data_time: 0.001, memory: 5811, loss_cls: 10.0163, loss: 10.0163, grad_norm: 7.9324 2020-10-23 17:20:38,700 - mmaction - INFO - Epoch [30][400/603] lr: 1.000e-02, eta: 14:58:30, time: 1.102, data_time: 0.014, memory: 5811, loss_cls: 9.6349, loss: 9.6349, grad_norm: 7.9063 2020-10-23 17:21:00,577 - mmaction - INFO - Epoch [30][420/603] lr: 1.000e-02, eta: 14:57:56, time: 1.092, data_time: 0.003, memory: 5811, loss_cls: 9.7035, loss: 9.7035, grad_norm: 8.0542 2020-10-23 17:21:22,025 - mmaction - INFO - Epoch [30][440/603] lr: 1.000e-02, eta: 14:57:21, time: 1.074, data_time: 0.005, memory: 5811, loss_cls: 9.4683, loss: 9.4683, grad_norm: 7.9482 2020-10-23 17:21:43,538 - mmaction - INFO - Epoch [30][460/603] lr: 1.000e-02, eta: 14:56:46, time: 1.067, data_time: 0.007, memory: 5811, loss_cls: 9.7626, loss: 9.7626, grad_norm: 7.8887 2020-10-23 17:22:04,977 - mmaction - INFO - Epoch [30][480/603] lr: 1.000e-02, eta: 14:56:12, time: 1.081, data_time: 0.012, memory: 5811, loss_cls: 9.6870, loss: 9.6870, grad_norm: 8.0820 2020-10-23 17:22:27,089 - mmaction - INFO - Epoch [30][500/603] lr: 1.000e-02, eta: 14:55:39, time: 1.106, data_time: 0.002, memory: 5811, loss_cls: 9.7308, loss: 9.7308, grad_norm: 7.9129 2020-10-23 17:22:48,951 - mmaction - INFO - Epoch [30][520/603] lr: 1.000e-02, eta: 14:55:05, time: 1.082, data_time: 0.003, memory: 5811, loss_cls: 9.5695, loss: 9.5695, grad_norm: 7.8572 2020-10-23 17:23:10,374 - mmaction - INFO - Epoch [30][540/603] lr: 1.000e-02, eta: 14:54:30, time: 1.077, data_time: 0.015, memory: 5811, loss_cls: 9.5020, loss: 9.5020, grad_norm: 8.0111 2020-10-23 17:23:31,966 - mmaction - INFO - Epoch [30][560/603] lr: 1.000e-02, eta: 14:53:56, time: 1.084, data_time: 0.009, memory: 5811, loss_cls: 9.8394, loss: 9.8394, grad_norm: 8.1279 2020-10-23 17:23:53,315 - mmaction - INFO - Epoch [30][580/603] lr: 1.000e-02, eta: 14:53:21, time: 1.065, data_time: 0.008, memory: 5811, loss_cls: 9.8417, loss: 9.8417, grad_norm: 7.7813 2020-10-23 17:24:15,258 - mmaction - INFO - Epoch [30][600/603] lr: 1.000e-02, eta: 14:52:48, time: 1.099, data_time: 0.007, memory: 5811, loss_cls: 9.7524, loss: 9.7524, grad_norm: 8.0879 2020-10-23 17:24:17,178 - mmaction - INFO - Saving checkpoint at 30 epochs 2020-10-23 17:25:07,250 - mmaction - INFO - Evaluating mean_average_precision... 2020-10-23 17:25:07,426 - mmaction - INFO - mean_average_precision 0.6069 2020-10-23 17:25:07,429 - mmaction - INFO - Epoch(val) [30][603] mean_average_precision: 0.6069 2020-10-23 17:25:38,259 - mmaction - INFO - Epoch [31][20/603] lr: 1.000e-02, eta: 14:52:22, time: 1.541, data_time: 0.808, memory: 5811, loss_cls: 9.4798, loss: 9.4798, grad_norm: 7.9974 2020-10-23 17:26:01,821 - mmaction - INFO - Epoch [31][40/603] lr: 1.000e-02, eta: 14:51:53, time: 1.178, data_time: 0.265, memory: 5811, loss_cls: 9.4066, loss: 9.4066, grad_norm: 7.7908 2020-10-23 17:26:26,567 - mmaction - INFO - Epoch [31][60/603] lr: 1.000e-02, eta: 14:51:26, time: 1.238, data_time: 0.212, memory: 5811, loss_cls: 9.4500, loss: 9.4500, grad_norm: 7.9667 2020-10-23 17:26:50,414 - mmaction - INFO - Epoch [31][80/603] lr: 1.000e-02, eta: 14:50:57, time: 1.191, data_time: 0.055, memory: 5811, loss_cls: 9.4327, loss: 9.4327, grad_norm: 7.8569 2020-10-23 17:27:12,834 - mmaction - INFO - Epoch [31][100/603] lr: 1.000e-02, eta: 14:50:25, time: 1.116, data_time: 0.002, memory: 5811, loss_cls: 9.6181, loss: 9.6181, grad_norm: 7.9011 2020-10-23 17:27:34,495 - mmaction - INFO - Epoch [31][120/603] lr: 1.000e-02, eta: 14:49:51, time: 1.089, data_time: 0.007, memory: 5811, loss_cls: 9.6353, loss: 9.6353, grad_norm: 7.8874 2020-10-23 17:27:56,188 - mmaction - INFO - Epoch [31][140/603] lr: 1.000e-02, eta: 14:49:17, time: 1.084, data_time: 0.001, memory: 5811, loss_cls: 9.8385, loss: 9.8385, grad_norm: 8.0472 2020-10-23 17:28:18,415 - mmaction - INFO - Epoch [31][160/603] lr: 1.000e-02, eta: 14:48:44, time: 1.108, data_time: 0.002, memory: 5811, loss_cls: 9.4870, loss: 9.4870, grad_norm: 7.9224 2020-10-23 17:28:39,687 - mmaction - INFO - Epoch [31][180/603] lr: 1.000e-02, eta: 14:48:10, time: 1.066, data_time: 0.005, memory: 5811, loss_cls: 9.3254, loss: 9.3254, grad_norm: 7.8716 2020-10-23 17:29:01,645 - mmaction - INFO - Epoch [31][200/603] lr: 1.000e-02, eta: 14:47:36, time: 1.097, data_time: 0.004, memory: 5811, loss_cls: 9.4907, loss: 9.4907, grad_norm: 7.9803 2020-10-23 17:29:22,456 - mmaction - INFO - Epoch [31][220/603] lr: 1.000e-02, eta: 14:47:01, time: 1.039, data_time: 0.004, memory: 5811, loss_cls: 9.5543, loss: 9.5543, grad_norm: 8.1028 2020-10-23 17:29:43,826 - mmaction - INFO - Epoch [31][240/603] lr: 1.000e-02, eta: 14:46:26, time: 1.071, data_time: 0.006, memory: 5811, loss_cls: 9.4535, loss: 9.4535, grad_norm: 7.9326 2020-10-23 17:30:06,041 - mmaction - INFO - Epoch [31][260/603] lr: 1.000e-02, eta: 14:45:54, time: 1.111, data_time: 0.002, memory: 5811, loss_cls: 9.5626, loss: 9.5626, grad_norm: 8.0432 2020-10-23 17:30:27,815 - mmaction - INFO - Epoch [31][280/603] lr: 1.000e-02, eta: 14:45:20, time: 1.089, data_time: 0.003, memory: 5811, loss_cls: 9.4567, loss: 9.4567, grad_norm: 8.0176 2020-10-23 17:30:49,168 - mmaction - INFO - Epoch [31][300/603] lr: 1.000e-02, eta: 14:44:46, time: 1.062, data_time: 0.003, memory: 5811, loss_cls: 9.4422, loss: 9.4422, grad_norm: 7.9338 2020-10-23 17:31:11,029 - mmaction - INFO - Epoch [31][320/603] lr: 1.000e-02, eta: 14:44:13, time: 1.099, data_time: 0.009, memory: 5811, loss_cls: 9.4384, loss: 9.4384, grad_norm: 7.8644 2020-10-23 17:31:32,723 - mmaction - INFO - Epoch [31][340/603] lr: 1.000e-02, eta: 14:43:39, time: 1.084, data_time: 0.002, memory: 5811, loss_cls: 9.5739, loss: 9.5739, grad_norm: 8.0665 2020-10-23 17:31:55,101 - mmaction - INFO - Epoch [31][360/603] lr: 1.000e-02, eta: 14:43:07, time: 1.118, data_time: 0.002, memory: 5811, loss_cls: 9.4632, loss: 9.4632, grad_norm: 7.8471 2020-10-23 17:32:16,607 - mmaction - INFO - Epoch [31][380/603] lr: 1.000e-02, eta: 14:42:33, time: 1.066, data_time: 0.004, memory: 5811, loss_cls: 9.6002, loss: 9.6002, grad_norm: 8.1588 2020-10-23 17:32:38,999 - mmaction - INFO - Epoch [31][400/603] lr: 1.000e-02, eta: 14:42:01, time: 1.126, data_time: 0.014, memory: 5811, loss_cls: 9.6412, loss: 9.6412, grad_norm: 7.9225 2020-10-23 17:33:00,422 - mmaction - INFO - Epoch [31][420/603] lr: 1.000e-02, eta: 14:41:27, time: 1.076, data_time: 0.011, memory: 5811, loss_cls: 9.4457, loss: 9.4457, grad_norm: 7.8108 2020-10-23 17:33:23,115 - mmaction - INFO - Epoch [31][440/603] lr: 1.000e-02, eta: 14:40:56, time: 1.131, data_time: 0.110, memory: 5811, loss_cls: 9.5910, loss: 9.5910, grad_norm: 7.9301 2020-10-23 17:33:45,138 - mmaction - INFO - Epoch [31][460/603] lr: 1.000e-02, eta: 14:40:23, time: 1.104, data_time: 0.007, memory: 5811, loss_cls: 9.5928, loss: 9.5928, grad_norm: 7.8999 2020-10-23 17:34:06,990 - mmaction - INFO - Epoch [31][480/603] lr: 1.000e-02, eta: 14:39:50, time: 1.092, data_time: 0.040, memory: 5811, loss_cls: 9.6339, loss: 9.6339, grad_norm: 7.9183 2020-10-23 17:34:29,260 - mmaction - INFO - Epoch [31][500/603] lr: 1.000e-02, eta: 14:39:18, time: 1.109, data_time: 0.172, memory: 5811, loss_cls: 9.4570, loss: 9.4570, grad_norm: 7.8330 2020-10-23 17:34:51,152 - mmaction - INFO - Epoch [31][520/603] lr: 1.000e-02, eta: 14:38:45, time: 1.100, data_time: 0.055, memory: 5811, loss_cls: 9.4740, loss: 9.4740, grad_norm: 7.8829 2020-10-23 17:35:12,227 - mmaction - INFO - Epoch [31][540/603] lr: 1.000e-02, eta: 14:38:10, time: 1.053, data_time: 0.007, memory: 5811, loss_cls: 9.6278, loss: 9.6278, grad_norm: 7.9405 2020-10-23 17:35:34,515 - mmaction - INFO - Epoch [31][560/603] lr: 1.000e-02, eta: 14:37:38, time: 1.105, data_time: 0.066, memory: 5811, loss_cls: 9.5842, loss: 9.5842, grad_norm: 7.7935 2020-10-23 17:35:56,416 - mmaction - INFO - Epoch [31][580/603] lr: 1.000e-02, eta: 14:37:05, time: 1.105, data_time: 0.073, memory: 5811, loss_cls: 9.6579, loss: 9.6579, grad_norm: 7.8382 2020-10-23 17:36:18,791 - mmaction - INFO - Epoch [31][600/603] lr: 1.000e-02, eta: 14:36:34, time: 1.119, data_time: 0.216, memory: 5811, loss_cls: 9.7447, loss: 9.7447, grad_norm: 8.0770 2020-10-23 17:36:53,704 - mmaction - INFO - Epoch [32][20/603] lr: 1.000e-02, eta: 14:36:13, time: 1.639, data_time: 1.059, memory: 5811, loss_cls: 9.1600, loss: 9.1600, grad_norm: 7.7934 2020-10-23 17:37:17,358 - mmaction - INFO - Epoch [32][40/603] lr: 1.000e-02, eta: 14:35:44, time: 1.175, data_time: 0.375, memory: 5811, loss_cls: 9.3295, loss: 9.3295, grad_norm: 8.0739 2020-10-23 17:37:39,087 - mmaction - INFO - Epoch [32][60/603] lr: 1.000e-02, eta: 14:35:11, time: 1.093, data_time: 0.145, memory: 5811, loss_cls: 9.4714, loss: 9.4714, grad_norm: 7.9711 2020-10-23 17:38:01,985 - mmaction - INFO - Epoch [32][80/603] lr: 1.000e-02, eta: 14:34:40, time: 1.144, data_time: 0.257, memory: 5811, loss_cls: 9.3154, loss: 9.3154, grad_norm: 7.8095 2020-10-23 17:38:23,135 - mmaction - INFO - Epoch [32][100/603] lr: 1.000e-02, eta: 14:34:06, time: 1.056, data_time: 0.036, memory: 5811, loss_cls: 9.4707, loss: 9.4707, grad_norm: 7.9652 2020-10-23 17:38:44,338 - mmaction - INFO - Epoch [32][120/603] lr: 1.000e-02, eta: 14:33:31, time: 1.063, data_time: 0.038, memory: 5811, loss_cls: 9.6757, loss: 9.6757, grad_norm: 7.8659 2020-10-23 17:39:05,758 - mmaction - INFO - Epoch [32][140/603] lr: 1.000e-02, eta: 14:32:58, time: 1.067, data_time: 0.041, memory: 5811, loss_cls: 9.1925, loss: 9.1925, grad_norm: 7.8011 2020-10-23 17:39:27,395 - mmaction - INFO - Epoch [32][160/603] lr: 1.000e-02, eta: 14:32:25, time: 1.088, data_time: 0.021, memory: 5811, loss_cls: 9.4989, loss: 9.4989, grad_norm: 7.9875 2020-10-23 17:39:48,448 - mmaction - INFO - Epoch [32][180/603] lr: 1.000e-02, eta: 14:31:50, time: 1.053, data_time: 0.001, memory: 5811, loss_cls: 9.3366, loss: 9.3366, grad_norm: 7.8408 2020-10-23 17:40:10,654 - mmaction - INFO - Epoch [32][200/603] lr: 1.000e-02, eta: 14:31:18, time: 1.102, data_time: 0.056, memory: 5811, loss_cls: 9.5060, loss: 9.5060, grad_norm: 7.7022 2020-10-23 17:40:32,564 - mmaction - INFO - Epoch [32][220/603] lr: 1.000e-02, eta: 14:30:45, time: 1.096, data_time: 0.112, memory: 5811, loss_cls: 9.3288, loss: 9.3288, grad_norm: 8.0274 2020-10-23 17:40:54,811 - mmaction - INFO - Epoch [32][240/603] lr: 1.000e-02, eta: 14:30:14, time: 1.116, data_time: 0.009, memory: 5811, loss_cls: 9.6128, loss: 9.6128, grad_norm: 7.9585 2020-10-23 17:41:16,267 - mmaction - INFO - Epoch [32][260/603] lr: 1.000e-02, eta: 14:29:40, time: 1.075, data_time: 0.004, memory: 5811, loss_cls: 9.5132, loss: 9.5132, grad_norm: 8.1942 2020-10-23 17:41:38,569 - mmaction - INFO - Epoch [32][280/603] lr: 1.000e-02, eta: 14:29:08, time: 1.112, data_time: 0.002, memory: 5811, loss_cls: 9.4855, loss: 9.4855, grad_norm: 8.0172 2020-10-23 17:42:00,275 - mmaction - INFO - Epoch [32][300/603] lr: 1.000e-02, eta: 14:28:35, time: 1.084, data_time: 0.006, memory: 5811, loss_cls: 9.6412, loss: 9.6412, grad_norm: 7.8972 2020-10-23 17:42:21,964 - mmaction - INFO - Epoch [32][320/603] lr: 1.000e-02, eta: 14:28:02, time: 1.082, data_time: 0.013, memory: 5811, loss_cls: 9.3627, loss: 9.3627, grad_norm: 7.8800 2020-10-23 17:42:43,735 - mmaction - INFO - Epoch [32][340/603] lr: 1.000e-02, eta: 14:27:30, time: 1.084, data_time: 0.010, memory: 5811, loss_cls: 9.3277, loss: 9.3277, grad_norm: 7.9034 2020-10-23 17:43:05,365 - mmaction - INFO - Epoch [32][360/603] lr: 1.000e-02, eta: 14:26:57, time: 1.086, data_time: 0.016, memory: 5811, loss_cls: 9.6552, loss: 9.6552, grad_norm: 8.0845 2020-10-23 17:43:26,282 - mmaction - INFO - Epoch [32][380/603] lr: 1.000e-02, eta: 14:26:22, time: 1.047, data_time: 0.010, memory: 5811, loss_cls: 9.5931, loss: 9.5931, grad_norm: 7.8750 2020-10-23 17:43:47,436 - mmaction - INFO - Epoch [32][400/603] lr: 1.000e-02, eta: 14:25:48, time: 1.060, data_time: 0.010, memory: 5811, loss_cls: 9.4929, loss: 9.4929, grad_norm: 7.9393 2020-10-23 17:44:08,520 - mmaction - INFO - Epoch [32][420/603] lr: 1.000e-02, eta: 14:25:14, time: 1.058, data_time: 0.005, memory: 5811, loss_cls: 9.5344, loss: 9.5344, grad_norm: 7.9138 2020-10-23 17:44:30,516 - mmaction - INFO - Epoch [32][440/603] lr: 1.000e-02, eta: 14:24:42, time: 1.094, data_time: 0.003, memory: 5811, loss_cls: 9.5307, loss: 9.5307, grad_norm: 7.8344 2020-10-23 17:44:52,500 - mmaction - INFO - Epoch [32][460/603] lr: 1.000e-02, eta: 14:24:10, time: 1.096, data_time: 0.008, memory: 5811, loss_cls: 9.5388, loss: 9.5388, grad_norm: 7.6252 2020-10-23 17:45:14,844 - mmaction - INFO - Epoch [32][480/603] lr: 1.000e-02, eta: 14:23:39, time: 1.121, data_time: 0.012, memory: 5811, loss_cls: 9.6403, loss: 9.6403, grad_norm: 7.9197 2020-10-23 17:45:36,983 - mmaction - INFO - Epoch [32][500/603] lr: 1.000e-02, eta: 14:23:07, time: 1.108, data_time: 0.007, memory: 5811, loss_cls: 9.5839, loss: 9.5839, grad_norm: 7.8613 2020-10-23 17:45:58,578 - mmaction - INFO - Epoch [32][520/603] lr: 1.000e-02, eta: 14:22:34, time: 1.080, data_time: 0.005, memory: 5811, loss_cls: 9.5878, loss: 9.5878, grad_norm: 8.0603 2020-10-23 17:46:21,116 - mmaction - INFO - Epoch [32][540/603] lr: 1.000e-02, eta: 14:22:03, time: 1.124, data_time: 0.005, memory: 5811, loss_cls: 9.4443, loss: 9.4443, grad_norm: 7.9102 2020-10-23 17:46:43,276 - mmaction - INFO - Epoch [32][560/603] lr: 1.000e-02, eta: 14:21:31, time: 1.105, data_time: 0.012, memory: 5811, loss_cls: 9.6901, loss: 9.6901, grad_norm: 8.0632 2020-10-23 17:47:05,192 - mmaction - INFO - Epoch [32][580/603] lr: 1.000e-02, eta: 14:20:59, time: 1.102, data_time: 0.015, memory: 5811, loss_cls: 9.4962, loss: 9.4962, grad_norm: 7.8783 2020-10-23 17:47:26,981 - mmaction - INFO - Epoch [32][600/603] lr: 1.000e-02, eta: 14:20:27, time: 1.093, data_time: 0.007, memory: 5811, loss_cls: 9.4385, loss: 9.4385, grad_norm: 7.9383 2020-10-23 17:48:03,752 - mmaction - INFO - Epoch [33][20/603] lr: 1.000e-02, eta: 14:20:08, time: 1.691, data_time: 0.809, memory: 5811, loss_cls: 9.4422, loss: 9.4422, grad_norm: 7.8664 2020-10-23 17:48:26,814 - mmaction - INFO - Epoch [33][40/603] lr: 1.000e-02, eta: 14:19:39, time: 1.160, data_time: 0.107, memory: 5811, loss_cls: 9.4899, loss: 9.4899, grad_norm: 7.9528 2020-10-23 17:48:49,736 - mmaction - INFO - Epoch [33][60/603] lr: 1.000e-02, eta: 14:19:09, time: 1.146, data_time: 0.001, memory: 5811, loss_cls: 9.3634, loss: 9.3634, grad_norm: 7.6268 2020-10-23 17:49:13,999 - mmaction - INFO - Epoch [33][80/603] lr: 1.000e-02, eta: 14:18:42, time: 1.206, data_time: 0.001, memory: 5811, loss_cls: 9.2573, loss: 9.2573, grad_norm: 7.8926 2020-10-23 17:49:36,249 - mmaction - INFO - Epoch [33][100/603] lr: 1.000e-02, eta: 14:18:11, time: 1.119, data_time: 0.010, memory: 5811, loss_cls: 9.1356, loss: 9.1356, grad_norm: 8.0654 2020-10-23 17:49:58,089 - mmaction - INFO - Epoch [33][120/603] lr: 1.000e-02, eta: 14:17:38, time: 1.086, data_time: 0.004, memory: 5811, loss_cls: 9.3724, loss: 9.3724, grad_norm: 8.0641 2020-10-23 17:50:20,522 - mmaction - INFO - Epoch [33][140/603] lr: 1.000e-02, eta: 14:17:07, time: 1.118, data_time: 0.010, memory: 5811, loss_cls: 9.1874, loss: 9.1874, grad_norm: 7.9773 2020-10-23 17:50:43,522 - mmaction - INFO - Epoch [33][160/603] lr: 1.000e-02, eta: 14:16:38, time: 1.154, data_time: 0.012, memory: 5811, loss_cls: 9.3305, loss: 9.3305, grad_norm: 8.1534 2020-10-23 17:51:05,603 - mmaction - INFO - Epoch [33][180/603] lr: 1.000e-02, eta: 14:16:06, time: 1.109, data_time: 0.008, memory: 5811, loss_cls: 9.4236, loss: 9.4236, grad_norm: 8.1558 2020-10-23 17:51:27,255 - mmaction - INFO - Epoch [33][200/603] lr: 1.000e-02, eta: 14:15:34, time: 1.083, data_time: 0.002, memory: 5811, loss_cls: 9.3843, loss: 9.3843, grad_norm: 7.9989 2020-10-23 17:51:49,819 - mmaction - INFO - Epoch [33][220/603] lr: 1.000e-02, eta: 14:15:03, time: 1.127, data_time: 0.003, memory: 5811, loss_cls: 9.4466, loss: 9.4466, grad_norm: 8.2414 2020-10-23 17:52:10,989 - mmaction - INFO - Epoch [33][240/603] lr: 1.000e-02, eta: 14:14:30, time: 1.059, data_time: 0.004, memory: 5811, loss_cls: 9.5396, loss: 9.5396, grad_norm: 8.0816 2020-10-23 17:52:32,297 - mmaction - INFO - Epoch [33][260/603] lr: 1.000e-02, eta: 14:13:56, time: 1.063, data_time: 0.004, memory: 5811, loss_cls: 9.6360, loss: 9.6360, grad_norm: 8.0522 2020-10-23 17:52:53,853 - mmaction - INFO - Epoch [33][280/603] lr: 1.000e-02, eta: 14:13:24, time: 1.075, data_time: 0.006, memory: 5811, loss_cls: 9.5158, loss: 9.5158, grad_norm: 7.8014 2020-10-23 17:53:15,024 - mmaction - INFO - Epoch [33][300/603] lr: 1.000e-02, eta: 14:12:50, time: 1.063, data_time: 0.007, memory: 5811, loss_cls: 9.4030, loss: 9.4030, grad_norm: 7.8839 2020-10-23 17:53:36,042 - mmaction - INFO - Epoch [33][320/603] lr: 1.000e-02, eta: 14:12:17, time: 1.049, data_time: 0.005, memory: 5811, loss_cls: 9.6331, loss: 9.6331, grad_norm: 8.0718 2020-10-23 17:53:57,876 - mmaction - INFO - Epoch [33][340/603] lr: 1.000e-02, eta: 14:11:44, time: 1.088, data_time: 0.013, memory: 5811, loss_cls: 9.6446, loss: 9.6446, grad_norm: 8.2466 2020-10-23 17:54:19,575 - mmaction - INFO - Epoch [33][360/603] lr: 1.000e-02, eta: 14:11:12, time: 1.092, data_time: 0.010, memory: 5811, loss_cls: 9.5575, loss: 9.5575, grad_norm: 8.1399 2020-10-23 17:54:41,309 - mmaction - INFO - Epoch [33][380/603] lr: 1.000e-02, eta: 14:10:40, time: 1.073, data_time: 0.003, memory: 5811, loss_cls: 9.3477, loss: 9.3477, grad_norm: 7.9591 2020-10-23 17:55:03,514 - mmaction - INFO - Epoch [33][400/603] lr: 1.000e-02, eta: 14:10:09, time: 1.122, data_time: 0.015, memory: 5811, loss_cls: 9.6973, loss: 9.6973, grad_norm: 7.9907 2020-10-23 17:55:24,953 - mmaction - INFO - Epoch [33][420/603] lr: 1.000e-02, eta: 14:09:36, time: 1.074, data_time: 0.005, memory: 5811, loss_cls: 9.6776, loss: 9.6776, grad_norm: 8.0188 2020-10-23 17:55:45,873 - mmaction - INFO - Epoch [33][440/603] lr: 1.000e-02, eta: 14:09:03, time: 1.045, data_time: 0.003, memory: 5811, loss_cls: 9.6606, loss: 9.6606, grad_norm: 7.8680 2020-10-23 17:56:08,117 - mmaction - INFO - Epoch [33][460/603] lr: 1.000e-02, eta: 14:08:31, time: 1.109, data_time: 0.003, memory: 5811, loss_cls: 9.5241, loss: 9.5241, grad_norm: 8.0233 2020-10-23 17:56:30,172 - mmaction - INFO - Epoch [33][480/603] lr: 1.000e-02, eta: 14:08:00, time: 1.107, data_time: 0.006, memory: 5811, loss_cls: 9.7299, loss: 9.7299, grad_norm: 8.0233 2020-10-23 17:56:51,211 - mmaction - INFO - Epoch [33][500/603] lr: 1.000e-02, eta: 14:07:27, time: 1.052, data_time: 0.002, memory: 5811, loss_cls: 9.7199, loss: 9.7199, grad_norm: 8.0448 2020-10-23 17:57:12,763 - mmaction - INFO - Epoch [33][520/603] lr: 1.000e-02, eta: 14:06:54, time: 1.078, data_time: 0.004, memory: 5811, loss_cls: 9.5322, loss: 9.5322, grad_norm: 7.8885 2020-10-23 17:57:35,092 - mmaction - INFO - Epoch [33][540/603] lr: 1.000e-02, eta: 14:06:24, time: 1.113, data_time: 0.001, memory: 5811, loss_cls: 9.4082, loss: 9.4082, grad_norm: 7.9844 2020-10-23 17:57:56,339 - mmaction - INFO - Epoch [33][560/603] lr: 1.000e-02, eta: 14:05:50, time: 1.060, data_time: 0.008, memory: 5811, loss_cls: 9.7035, loss: 9.7035, grad_norm: 7.9017 2020-10-23 17:58:17,603 - mmaction - INFO - Epoch [33][580/603] lr: 1.000e-02, eta: 14:05:18, time: 1.065, data_time: 0.007, memory: 5811, loss_cls: 9.2140, loss: 9.2140, grad_norm: 7.8159 2020-10-23 17:58:39,562 - mmaction - INFO - Epoch [33][600/603] lr: 1.000e-02, eta: 14:04:46, time: 1.102, data_time: 0.011, memory: 5811, loss_cls: 9.7549, loss: 9.7549, grad_norm: 7.9577 2020-10-23 17:59:14,056 - mmaction - INFO - Epoch [34][20/603] lr: 1.000e-02, eta: 14:04:24, time: 1.613, data_time: 1.117, memory: 5811, loss_cls: 9.1611, loss: 9.1611, grad_norm: 7.8495 2020-10-23 17:59:36,954 - mmaction - INFO - Epoch [34][40/603] lr: 1.000e-02, eta: 14:03:55, time: 1.146, data_time: 0.213, memory: 5811, loss_cls: 9.4426, loss: 9.4426, grad_norm: 7.7797 2020-10-23 17:59:59,591 - mmaction - INFO - Epoch [34][60/603] lr: 1.000e-02, eta: 14:03:25, time: 1.126, data_time: 0.191, memory: 5811, loss_cls: 9.2085, loss: 9.2085, grad_norm: 7.8188 2020-10-23 18:00:22,671 - mmaction - INFO - Epoch [34][80/603] lr: 1.000e-02, eta: 14:02:56, time: 1.159, data_time: 0.165, memory: 5811, loss_cls: 9.4819, loss: 9.4819, grad_norm: 7.9117 2020-10-23 18:00:45,317 - mmaction - INFO - Epoch [34][100/603] lr: 1.000e-02, eta: 14:02:26, time: 1.133, data_time: 0.013, memory: 5811, loss_cls: 9.4455, loss: 9.4455, grad_norm: 8.1359 2020-10-23 18:01:07,914 - mmaction - INFO - Epoch [34][120/603] lr: 1.000e-02, eta: 14:01:56, time: 1.127, data_time: 0.002, memory: 5811, loss_cls: 9.4018, loss: 9.4018, grad_norm: 7.9307 2020-10-23 18:01:29,928 - mmaction - INFO - Epoch [34][140/603] lr: 1.000e-02, eta: 14:01:24, time: 1.104, data_time: 0.005, memory: 5811, loss_cls: 9.5781, loss: 9.5781, grad_norm: 8.2835 2020-10-23 18:01:52,431 - mmaction - INFO - Epoch [34][160/603] lr: 1.000e-02, eta: 14:00:54, time: 1.125, data_time: 0.001, memory: 5811, loss_cls: 9.5417, loss: 9.5417, grad_norm: 8.0584 2020-10-23 18:02:14,714 - mmaction - INFO - Epoch [34][180/603] lr: 1.000e-02, eta: 14:00:23, time: 1.114, data_time: 0.001, memory: 5811, loss_cls: 9.5825, loss: 9.5825, grad_norm: 7.7901 2020-10-23 18:02:37,345 - mmaction - INFO - Epoch [34][200/603] lr: 1.000e-02, eta: 13:59:53, time: 1.126, data_time: 0.002, memory: 5811, loss_cls: 9.4758, loss: 9.4758, grad_norm: 8.0694 2020-10-23 18:02:59,408 - mmaction - INFO - Epoch [34][220/603] lr: 1.000e-02, eta: 13:59:22, time: 1.100, data_time: 0.006, memory: 5811, loss_cls: 9.4057, loss: 9.4057, grad_norm: 7.9405 2020-10-23 18:03:20,834 - mmaction - INFO - Epoch [34][240/603] lr: 1.000e-02, eta: 13:58:50, time: 1.076, data_time: 0.010, memory: 5811, loss_cls: 9.7071, loss: 9.7071, grad_norm: 8.1023 2020-10-23 18:03:42,667 - mmaction - INFO - Epoch [34][260/603] lr: 1.000e-02, eta: 13:58:18, time: 1.081, data_time: 0.004, memory: 5811, loss_cls: 9.4071, loss: 9.4071, grad_norm: 8.0278 2020-10-23 18:04:04,458 - mmaction - INFO - Epoch [34][280/603] lr: 1.000e-02, eta: 13:57:47, time: 1.103, data_time: 0.017, memory: 5811, loss_cls: 9.3585, loss: 9.3585, grad_norm: 7.9186 2020-10-23 18:04:26,851 - mmaction - INFO - Epoch [34][300/603] lr: 1.000e-02, eta: 13:57:16, time: 1.113, data_time: 0.003, memory: 5811, loss_cls: 9.3004, loss: 9.3004, grad_norm: 7.8920 2020-10-23 18:04:48,337 - mmaction - INFO - Epoch [34][320/603] lr: 1.000e-02, eta: 13:56:44, time: 1.078, data_time: 0.009, memory: 5811, loss_cls: 9.3915, loss: 9.3915, grad_norm: 7.8887 2020-10-23 18:05:10,599 - mmaction - INFO - Epoch [34][340/603] lr: 1.000e-02, eta: 13:56:14, time: 1.115, data_time: 0.068, memory: 5811, loss_cls: 9.6630, loss: 9.6630, grad_norm: 8.3002 2020-10-23 18:05:33,303 - mmaction - INFO - Epoch [34][360/603] lr: 1.000e-02, eta: 13:55:44, time: 1.124, data_time: 0.019, memory: 5811, loss_cls: 9.4473, loss: 9.4473, grad_norm: 7.8030 2020-10-23 18:05:55,226 - mmaction - INFO - Epoch [34][380/603] lr: 1.000e-02, eta: 13:55:13, time: 1.105, data_time: 0.062, memory: 5811, loss_cls: 9.3162, loss: 9.3162, grad_norm: 7.8562 2020-10-23 18:06:16,985 - mmaction - INFO - Epoch [34][400/603] lr: 1.000e-02, eta: 13:54:42, time: 1.090, data_time: 0.059, memory: 5811, loss_cls: 9.2722, loss: 9.2722, grad_norm: 7.6662 2020-10-23 18:06:39,418 - mmaction - INFO - Epoch [34][420/603] lr: 1.000e-02, eta: 13:54:11, time: 1.114, data_time: 0.093, memory: 5811, loss_cls: 9.4626, loss: 9.4626, grad_norm: 7.9559 2020-10-23 18:07:01,531 - mmaction - INFO - Epoch [34][440/603] lr: 1.000e-02, eta: 13:53:40, time: 1.107, data_time: 0.019, memory: 5811, loss_cls: 9.3752, loss: 9.3752, grad_norm: 7.8271 2020-10-23 18:07:22,642 - mmaction - INFO - Epoch [34][460/603] lr: 1.000e-02, eta: 13:53:08, time: 1.059, data_time: 0.010, memory: 5811, loss_cls: 9.3407, loss: 9.3407, grad_norm: 8.1085 2020-10-23 18:07:44,555 - mmaction - INFO - Epoch [34][480/603] lr: 1.000e-02, eta: 13:52:37, time: 1.095, data_time: 0.004, memory: 5811, loss_cls: 9.2669, loss: 9.2669, grad_norm: 7.9900 2020-10-23 18:08:05,830 - mmaction - INFO - Epoch [34][500/603] lr: 1.000e-02, eta: 13:52:04, time: 1.067, data_time: 0.007, memory: 5811, loss_cls: 9.6221, loss: 9.6221, grad_norm: 8.2731 2020-10-23 18:08:28,157 - mmaction - INFO - Epoch [34][520/603] lr: 1.000e-02, eta: 13:51:34, time: 1.116, data_time: 0.003, memory: 5811, loss_cls: 9.3554, loss: 9.3554, grad_norm: 7.6863 2020-10-23 18:08:49,660 - mmaction - INFO - Epoch [34][540/603] lr: 1.000e-02, eta: 13:51:02, time: 1.068, data_time: 0.003, memory: 5811, loss_cls: 9.1415, loss: 9.1415, grad_norm: 7.9837 2020-10-23 18:09:10,467 - mmaction - INFO - Epoch [34][560/603] lr: 1.000e-02, eta: 13:50:29, time: 1.049, data_time: 0.010, memory: 5811, loss_cls: 9.2937, loss: 9.2937, grad_norm: 8.0556 2020-10-23 18:09:31,923 - mmaction - INFO - Epoch [34][580/603] lr: 1.000e-02, eta: 13:49:57, time: 1.070, data_time: 0.035, memory: 5811, loss_cls: 9.4795, loss: 9.4795, grad_norm: 7.9940 2020-10-23 18:09:53,615 - mmaction - INFO - Epoch [34][600/603] lr: 1.000e-02, eta: 13:49:26, time: 1.087, data_time: 0.079, memory: 5811, loss_cls: 9.5636, loss: 9.5636, grad_norm: 7.8519 2020-10-23 18:11:03,119 - mmaction - INFO - Epoch [35][20/603] lr: 1.000e-02, eta: 13:49:50, time: 2.814, data_time: 2.264, memory: 5811, loss_cls: 9.2868, loss: 9.2868, grad_norm: 7.9605 2020-10-23 18:11:26,057 - mmaction - INFO - Epoch [35][40/603] lr: 1.000e-02, eta: 13:49:21, time: 1.150, data_time: 0.608, memory: 5811, loss_cls: 9.3716, loss: 9.3716, grad_norm: 7.8822 2020-10-23 18:11:48,243 - mmaction - INFO - Epoch [35][60/603] lr: 1.000e-02, eta: 13:48:51, time: 1.110, data_time: 0.519, memory: 5811, loss_cls: 9.4633, loss: 9.4633, grad_norm: 7.9036 2020-10-23 18:12:10,173 - mmaction - INFO - Epoch [35][80/603] lr: 1.000e-02, eta: 13:48:20, time: 1.097, data_time: 0.529, memory: 5811, loss_cls: 9.2716, loss: 9.2716, grad_norm: 7.8244 2020-10-23 18:12:33,201 - mmaction - INFO - Epoch [35][100/603] lr: 1.000e-02, eta: 13:47:51, time: 1.154, data_time: 0.572, memory: 5811, loss_cls: 9.2450, loss: 9.2450, grad_norm: 7.7827 2020-10-23 18:12:54,571 - mmaction - INFO - Epoch [35][120/603] lr: 1.000e-02, eta: 13:47:19, time: 1.069, data_time: 0.473, memory: 5811, loss_cls: 8.9756, loss: 8.9756, grad_norm: 7.8086 2020-10-23 18:13:16,071 - mmaction - INFO - Epoch [35][140/603] lr: 1.000e-02, eta: 13:46:47, time: 1.072, data_time: 0.459, memory: 5811, loss_cls: 9.3200, loss: 9.3200, grad_norm: 7.8744 2020-10-23 18:13:37,642 - mmaction - INFO - Epoch [35][160/603] lr: 1.000e-02, eta: 13:46:15, time: 1.079, data_time: 0.498, memory: 5811, loss_cls: 9.2749, loss: 9.2749, grad_norm: 8.1127 2020-10-23 18:13:59,191 - mmaction - INFO - Epoch [35][180/603] lr: 1.000e-02, eta: 13:45:44, time: 1.076, data_time: 0.475, memory: 5811, loss_cls: 9.4015, loss: 9.4015, grad_norm: 8.1003 2020-10-23 18:14:21,093 - mmaction - INFO - Epoch [35][200/603] lr: 1.000e-02, eta: 13:45:13, time: 1.098, data_time: 0.503, memory: 5811, loss_cls: 9.2467, loss: 9.2467, grad_norm: 7.8450 2020-10-23 18:14:43,273 - mmaction - INFO - Epoch [35][220/603] lr: 1.000e-02, eta: 13:44:42, time: 1.102, data_time: 0.489, memory: 5811, loss_cls: 9.2461, loss: 9.2461, grad_norm: 7.9585 2020-10-23 18:15:04,457 - mmaction - INFO - Epoch [35][240/603] lr: 1.000e-02, eta: 13:44:10, time: 1.067, data_time: 0.459, memory: 5811, loss_cls: 9.4539, loss: 9.4539, grad_norm: 8.1094 2020-10-23 18:15:26,079 - mmaction - INFO - Epoch [35][260/603] lr: 1.000e-02, eta: 13:43:39, time: 1.081, data_time: 0.463, memory: 5811, loss_cls: 9.5531, loss: 9.5531, grad_norm: 7.9869 2020-10-23 18:15:47,189 - mmaction - INFO - Epoch [35][280/603] lr: 1.000e-02, eta: 13:43:06, time: 1.052, data_time: 0.454, memory: 5811, loss_cls: 9.3070, loss: 9.3070, grad_norm: 8.1353 2020-10-23 18:16:08,918 - mmaction - INFO - Epoch [35][300/603] lr: 1.000e-02, eta: 13:42:35, time: 1.084, data_time: 0.498, memory: 5811, loss_cls: 9.5212, loss: 9.5212, grad_norm: 8.2379 2020-10-23 18:16:30,516 - mmaction - INFO - Epoch [35][320/603] lr: 1.000e-02, eta: 13:42:03, time: 1.080, data_time: 0.511, memory: 5811, loss_cls: 9.4801, loss: 9.4801, grad_norm: 7.8967 2020-10-23 18:16:52,567 - mmaction - INFO - Epoch [35][340/603] lr: 1.000e-02, eta: 13:41:33, time: 1.109, data_time: 0.516, memory: 5811, loss_cls: 9.2011, loss: 9.2011, grad_norm: 7.8228 2020-10-23 18:17:14,223 - mmaction - INFO - Epoch [35][360/603] lr: 1.000e-02, eta: 13:41:02, time: 1.078, data_time: 0.468, memory: 5811, loss_cls: 9.4915, loss: 9.4915, grad_norm: 8.0455 2020-10-23 18:17:35,654 - mmaction - INFO - Epoch [35][380/603] lr: 1.000e-02, eta: 13:40:30, time: 1.074, data_time: 0.485, memory: 5811, loss_cls: 9.7019, loss: 9.7019, grad_norm: 8.0698 2020-10-23 18:17:58,177 - mmaction - INFO - Epoch [35][400/603] lr: 1.000e-02, eta: 13:40:01, time: 1.126, data_time: 0.535, memory: 5811, loss_cls: 9.4877, loss: 9.4877, grad_norm: 8.1185 2020-10-23 18:18:19,696 - mmaction - INFO - Epoch [35][420/603] lr: 1.000e-02, eta: 13:39:29, time: 1.074, data_time: 0.487, memory: 5811, loss_cls: 9.2744, loss: 9.2744, grad_norm: 7.9507 2020-10-23 18:18:40,947 - mmaction - INFO - Epoch [35][440/603] lr: 1.000e-02, eta: 13:38:57, time: 1.055, data_time: 0.464, memory: 5811, loss_cls: 9.4431, loss: 9.4431, grad_norm: 8.0143 2020-10-23 18:19:02,295 - mmaction - INFO - Epoch [35][460/603] lr: 1.000e-02, eta: 13:38:25, time: 1.075, data_time: 0.457, memory: 5811, loss_cls: 9.3700, loss: 9.3700, grad_norm: 7.9375 2020-10-23 18:19:24,121 - mmaction - INFO - Epoch [35][480/603] lr: 1.000e-02, eta: 13:37:54, time: 1.091, data_time: 0.477, memory: 5811, loss_cls: 9.7508, loss: 9.7508, grad_norm: 8.1070 2020-10-23 18:19:45,680 - mmaction - INFO - Epoch [35][500/603] lr: 1.000e-02, eta: 13:37:23, time: 1.080, data_time: 0.479, memory: 5811, loss_cls: 9.4094, loss: 9.4094, grad_norm: 7.9982 2020-10-23 18:20:07,843 - mmaction - INFO - Epoch [35][520/603] lr: 1.000e-02, eta: 13:36:53, time: 1.101, data_time: 0.502, memory: 5811, loss_cls: 9.0763, loss: 9.0763, grad_norm: 7.8729 2020-10-23 18:20:29,544 - mmaction - INFO - Epoch [35][540/603] lr: 1.000e-02, eta: 13:36:22, time: 1.087, data_time: 0.493, memory: 5811, loss_cls: 9.3972, loss: 9.3972, grad_norm: 7.7845 2020-10-23 18:20:50,762 - mmaction - INFO - Epoch [35][560/603] lr: 1.000e-02, eta: 13:35:50, time: 1.062, data_time: 0.503, memory: 5811, loss_cls: 9.3925, loss: 9.3925, grad_norm: 8.1271 2020-10-23 18:21:12,640 - mmaction - INFO - Epoch [35][580/603] lr: 1.000e-02, eta: 13:35:19, time: 1.099, data_time: 0.506, memory: 5811, loss_cls: 9.5707, loss: 9.5707, grad_norm: 8.0956 2020-10-23 18:21:34,025 - mmaction - INFO - Epoch [35][600/603] lr: 1.000e-02, eta: 13:34:48, time: 1.068, data_time: 0.451, memory: 5811, loss_cls: 9.4092, loss: 9.4092, grad_norm: 7.7905 2020-10-23 18:21:36,822 - mmaction - INFO - Saving checkpoint at 35 epochs 2020-10-23 18:22:32,340 - mmaction - INFO - Evaluating mean_average_precision... 2020-10-23 18:22:32,539 - mmaction - INFO - mean_average_precision 0.6145 2020-10-23 18:22:32,542 - mmaction - INFO - Epoch(val) [35][603] mean_average_precision: 0.6145 2020-10-23 18:23:02,962 - mmaction - INFO - Epoch [36][20/603] lr: 1.000e-02, eta: 13:34:22, time: 1.521, data_time: 0.687, memory: 5811, loss_cls: 9.1896, loss: 9.1896, grad_norm: 8.0770 2020-10-23 18:23:27,015 - mmaction - INFO - Epoch [36][40/603] lr: 1.000e-02, eta: 13:33:56, time: 1.203, data_time: 0.003, memory: 5811, loss_cls: 9.2547, loss: 9.2547, grad_norm: 7.8768 2020-10-23 18:23:50,060 - mmaction - INFO - Epoch [36][60/603] lr: 1.000e-02, eta: 13:33:27, time: 1.152, data_time: 0.002, memory: 5811, loss_cls: 9.5713, loss: 9.5713, grad_norm: 8.0661 2020-10-23 18:24:11,824 - mmaction - INFO - Epoch [36][80/603] lr: 1.000e-02, eta: 13:32:56, time: 1.088, data_time: 0.003, memory: 5811, loss_cls: 9.3981, loss: 9.3981, grad_norm: 7.9879 2020-10-23 18:24:33,071 - mmaction - INFO - Epoch [36][100/603] lr: 1.000e-02, eta: 13:32:25, time: 1.060, data_time: 0.002, memory: 5811, loss_cls: 9.2271, loss: 9.2271, grad_norm: 8.0195 2020-10-23 18:24:54,114 - mmaction - INFO - Epoch [36][120/603] lr: 1.000e-02, eta: 13:31:53, time: 1.055, data_time: 0.007, memory: 5811, loss_cls: 9.2917, loss: 9.2917, grad_norm: 7.8341 2020-10-23 18:25:15,950 - mmaction - INFO - Epoch [36][140/603] lr: 1.000e-02, eta: 13:31:22, time: 1.091, data_time: 0.001, memory: 5811, loss_cls: 9.4203, loss: 9.4203, grad_norm: 7.6987 2020-10-23 18:25:37,033 - mmaction - INFO - Epoch [36][160/603] lr: 1.000e-02, eta: 13:30:50, time: 1.053, data_time: 0.001, memory: 5811, loss_cls: 9.3241, loss: 9.3241, grad_norm: 7.8538 2020-10-23 18:25:58,762 - mmaction - INFO - Epoch [36][180/603] lr: 1.000e-02, eta: 13:30:19, time: 1.077, data_time: 0.004, memory: 5811, loss_cls: 8.9780, loss: 8.9780, grad_norm: 8.0576 2020-10-23 18:26:20,760 - mmaction - INFO - Epoch [36][200/603] lr: 1.000e-02, eta: 13:29:49, time: 1.107, data_time: 0.014, memory: 5811, loss_cls: 9.5491, loss: 9.5491, grad_norm: 7.9951 2020-10-23 18:26:42,237 - mmaction - INFO - Epoch [36][220/603] lr: 1.000e-02, eta: 13:29:18, time: 1.077, data_time: 0.006, memory: 5811, loss_cls: 9.5025, loss: 9.5025, grad_norm: 8.0184 2020-10-23 18:27:02,677 - mmaction - INFO - Epoch [36][240/603] lr: 1.000e-02, eta: 13:28:44, time: 1.020, data_time: 0.002, memory: 5811, loss_cls: 9.3394, loss: 9.3394, grad_norm: 8.0604 2020-10-23 18:27:24,425 - mmaction - INFO - Epoch [36][260/603] lr: 1.000e-02, eta: 13:28:14, time: 1.084, data_time: 0.006, memory: 5811, loss_cls: 9.3220, loss: 9.3220, grad_norm: 8.1314 2020-10-23 18:27:45,261 - mmaction - INFO - Epoch [36][280/603] lr: 1.000e-02, eta: 13:27:42, time: 1.047, data_time: 0.008, memory: 5811, loss_cls: 9.3448, loss: 9.3448, grad_norm: 8.0576 2020-10-23 18:28:06,349 - mmaction - INFO - Epoch [36][300/603] lr: 1.000e-02, eta: 13:27:10, time: 1.053, data_time: 0.004, memory: 5811, loss_cls: 9.3232, loss: 9.3232, grad_norm: 7.8091 2020-10-23 18:28:28,216 - mmaction - INFO - Epoch [36][320/603] lr: 1.000e-02, eta: 13:26:39, time: 1.092, data_time: 0.004, memory: 5811, loss_cls: 9.2341, loss: 9.2341, grad_norm: 7.8790 2020-10-23 18:28:48,547 - mmaction - INFO - Epoch [36][340/603] lr: 1.000e-02, eta: 13:26:06, time: 1.019, data_time: 0.005, memory: 5811, loss_cls: 9.2419, loss: 9.2419, grad_norm: 7.7522 2020-10-23 18:29:10,120 - mmaction - INFO - Epoch [36][360/603] lr: 1.000e-02, eta: 13:25:35, time: 1.075, data_time: 0.001, memory: 5811, loss_cls: 9.3133, loss: 9.3133, grad_norm: 8.0291 2020-10-23 18:29:31,773 - mmaction - INFO - Epoch [36][380/603] lr: 1.000e-02, eta: 13:25:04, time: 1.086, data_time: 0.007, memory: 5811, loss_cls: 9.3445, loss: 9.3445, grad_norm: 7.8575 2020-10-23 18:29:53,489 - mmaction - INFO - Epoch [36][400/603] lr: 1.000e-02, eta: 13:24:34, time: 1.078, data_time: 0.002, memory: 5811, loss_cls: 9.3255, loss: 9.3255, grad_norm: 7.7388 2020-10-23 18:30:15,360 - mmaction - INFO - Epoch [36][420/603] lr: 1.000e-02, eta: 13:24:03, time: 1.100, data_time: 0.009, memory: 5811, loss_cls: 9.2472, loss: 9.2472, grad_norm: 8.1420 2020-10-23 18:30:36,254 - mmaction - INFO - Epoch [36][440/603] lr: 1.000e-02, eta: 13:23:31, time: 1.046, data_time: 0.003, memory: 5811, loss_cls: 9.5554, loss: 9.5554, grad_norm: 8.0311 2020-10-23 18:30:57,876 - mmaction - INFO - Epoch [36][460/603] lr: 1.000e-02, eta: 13:23:01, time: 1.081, data_time: 0.002, memory: 5811, loss_cls: 9.2659, loss: 9.2659, grad_norm: 8.0045 2020-10-23 18:31:19,026 - mmaction - INFO - Epoch [36][480/603] lr: 1.000e-02, eta: 13:22:29, time: 1.058, data_time: 0.007, memory: 5811, loss_cls: 9.3718, loss: 9.3718, grad_norm: 7.9710 2020-10-23 18:31:40,397 - mmaction - INFO - Epoch [36][500/603] lr: 1.000e-02, eta: 13:21:58, time: 1.067, data_time: 0.002, memory: 5811, loss_cls: 9.2690, loss: 9.2690, grad_norm: 7.8649 2020-10-23 18:32:01,833 - mmaction - INFO - Epoch [36][520/603] lr: 1.000e-02, eta: 13:21:27, time: 1.073, data_time: 0.004, memory: 5811, loss_cls: 9.5872, loss: 9.5872, grad_norm: 7.9724 2020-10-23 18:32:23,646 - mmaction - INFO - Epoch [36][540/603] lr: 1.000e-02, eta: 13:20:57, time: 1.091, data_time: 0.004, memory: 5811, loss_cls: 9.3171, loss: 9.3171, grad_norm: 7.8773 2020-10-23 18:32:45,419 - mmaction - INFO - Epoch [36][560/603] lr: 1.000e-02, eta: 13:20:26, time: 1.081, data_time: 0.003, memory: 5811, loss_cls: 9.1750, loss: 9.1750, grad_norm: 7.7933 2020-10-23 18:33:06,705 - mmaction - INFO - Epoch [36][580/603] lr: 1.000e-02, eta: 13:19:55, time: 1.064, data_time: 0.009, memory: 5811, loss_cls: 9.2536, loss: 9.2536, grad_norm: 7.9661 2020-10-23 18:33:28,161 - mmaction - INFO - Epoch [36][600/603] lr: 1.000e-02, eta: 13:19:24, time: 1.081, data_time: 0.010, memory: 5811, loss_cls: 9.2856, loss: 9.2856, grad_norm: 7.9359 2020-10-23 18:34:02,677 - mmaction - INFO - Epoch [37][20/603] lr: 1.000e-02, eta: 13:19:03, time: 1.628, data_time: 0.821, memory: 5811, loss_cls: 9.0747, loss: 9.0747, grad_norm: 8.1589 2020-10-23 18:34:25,040 - mmaction - INFO - Epoch [37][40/603] lr: 1.000e-02, eta: 13:18:33, time: 1.117, data_time: 0.116, memory: 5811, loss_cls: 9.3301, loss: 9.3301, grad_norm: 7.9624 2020-10-23 18:34:47,784 - mmaction - INFO - Epoch [37][60/603] lr: 1.000e-02, eta: 13:18:04, time: 1.129, data_time: 0.055, memory: 5811, loss_cls: 9.1793, loss: 9.1793, grad_norm: 7.9706 2020-10-23 18:35:10,098 - mmaction - INFO - Epoch [37][80/603] lr: 1.000e-02, eta: 13:17:35, time: 1.115, data_time: 0.018, memory: 5811, loss_cls: 9.2353, loss: 9.2353, grad_norm: 8.2568 2020-10-23 18:35:31,526 - mmaction - INFO - Epoch [37][100/603] lr: 1.000e-02, eta: 13:17:04, time: 1.080, data_time: 0.071, memory: 5811, loss_cls: 9.3050, loss: 9.3050, grad_norm: 7.9442 2020-10-23 18:35:53,909 - mmaction - INFO - Epoch [37][120/603] lr: 1.000e-02, eta: 13:16:35, time: 1.119, data_time: 0.146, memory: 5811, loss_cls: 9.2414, loss: 9.2414, grad_norm: 7.9771 2020-10-23 18:36:15,998 - mmaction - INFO - Epoch [37][140/603] lr: 1.000e-02, eta: 13:16:06, time: 1.105, data_time: 0.015, memory: 5811, loss_cls: 9.2230, loss: 9.2230, grad_norm: 8.0273 2020-10-23 18:36:37,402 - mmaction - INFO - Epoch [37][160/603] lr: 1.000e-02, eta: 13:15:35, time: 1.071, data_time: 0.003, memory: 5811, loss_cls: 8.8219, loss: 8.8219, grad_norm: 7.9378 2020-10-23 18:36:58,584 - mmaction - INFO - Epoch [37][180/603] lr: 1.000e-02, eta: 13:15:03, time: 1.053, data_time: 0.003, memory: 5811, loss_cls: 9.2577, loss: 9.2577, grad_norm: 8.0012 2020-10-23 18:37:20,427 - mmaction - INFO - Epoch [37][200/603] lr: 1.000e-02, eta: 13:14:33, time: 1.085, data_time: 0.008, memory: 5811, loss_cls: 9.0863, loss: 9.0863, grad_norm: 7.8830 2020-10-23 18:37:41,504 - mmaction - INFO - Epoch [37][220/603] lr: 1.000e-02, eta: 13:14:02, time: 1.065, data_time: 0.020, memory: 5811, loss_cls: 9.2485, loss: 9.2485, grad_norm: 7.9234 2020-10-23 18:38:02,539 - mmaction - INFO - Epoch [37][240/603] lr: 1.000e-02, eta: 13:13:30, time: 1.048, data_time: 0.003, memory: 5811, loss_cls: 9.2064, loss: 9.2064, grad_norm: 8.0174 2020-10-23 18:38:23,818 - mmaction - INFO - Epoch [37][260/603] lr: 1.000e-02, eta: 13:12:59, time: 1.067, data_time: 0.009, memory: 5811, loss_cls: 9.4560, loss: 9.4560, grad_norm: 8.0811 2020-10-23 18:38:45,908 - mmaction - INFO - Epoch [37][280/603] lr: 1.000e-02, eta: 13:12:30, time: 1.107, data_time: 0.004, memory: 5811, loss_cls: 9.5240, loss: 9.5240, grad_norm: 8.0979 2020-10-23 18:39:06,797 - mmaction - INFO - Epoch [37][300/603] lr: 1.000e-02, eta: 13:11:58, time: 1.042, data_time: 0.003, memory: 5811, loss_cls: 9.2713, loss: 9.2713, grad_norm: 8.0951 2020-10-23 18:39:28,908 - mmaction - INFO - Epoch [37][320/603] lr: 1.000e-02, eta: 13:11:29, time: 1.105, data_time: 0.006, memory: 5811, loss_cls: 9.2162, loss: 9.2162, grad_norm: 8.1234 2020-10-23 18:39:50,110 - mmaction - INFO - Epoch [37][340/603] lr: 1.000e-02, eta: 13:10:58, time: 1.062, data_time: 0.006, memory: 5811, loss_cls: 9.3340, loss: 9.3340, grad_norm: 8.0535 2020-10-23 18:40:11,737 - mmaction - INFO - Epoch [37][360/603] lr: 1.000e-02, eta: 13:10:27, time: 1.077, data_time: 0.001, memory: 5811, loss_cls: 9.1742, loss: 9.1742, grad_norm: 8.1636 2020-10-23 18:40:32,400 - mmaction - INFO - Epoch [37][380/603] lr: 1.000e-02, eta: 13:09:55, time: 1.034, data_time: 0.008, memory: 5811, loss_cls: 9.1071, loss: 9.1071, grad_norm: 7.9864 2020-10-23 18:40:54,179 - mmaction - INFO - Epoch [37][400/603] lr: 1.000e-02, eta: 13:09:25, time: 1.093, data_time: 0.007, memory: 5811, loss_cls: 9.3563, loss: 9.3563, grad_norm: 8.0261 2020-10-23 18:41:15,970 - mmaction - INFO - Epoch [37][420/603] lr: 1.000e-02, eta: 13:08:55, time: 1.090, data_time: 0.001, memory: 5811, loss_cls: 9.5477, loss: 9.5477, grad_norm: 7.9793 2020-10-23 18:41:38,084 - mmaction - INFO - Epoch [37][440/603] lr: 1.000e-02, eta: 13:08:26, time: 1.100, data_time: 0.002, memory: 5811, loss_cls: 9.2209, loss: 9.2209, grad_norm: 8.0067 2020-10-23 18:42:00,447 - mmaction - INFO - Epoch [37][460/603] lr: 1.000e-02, eta: 13:07:57, time: 1.123, data_time: 0.008, memory: 5811, loss_cls: 9.2450, loss: 9.2450, grad_norm: 7.8276 2020-10-23 18:42:21,541 - mmaction - INFO - Epoch [37][480/603] lr: 1.000e-02, eta: 13:07:25, time: 1.051, data_time: 0.002, memory: 5811, loss_cls: 9.2185, loss: 9.2185, grad_norm: 8.0114 2020-10-23 18:42:43,362 - mmaction - INFO - Epoch [37][500/603] lr: 1.000e-02, eta: 13:06:55, time: 1.087, data_time: 0.007, memory: 5811, loss_cls: 9.6719, loss: 9.6719, grad_norm: 8.1948 2020-10-23 18:43:04,577 - mmaction - INFO - Epoch [37][520/603] lr: 1.000e-02, eta: 13:06:24, time: 1.059, data_time: 0.011, memory: 5811, loss_cls: 9.3535, loss: 9.3535, grad_norm: 7.9206 2020-10-23 18:43:26,133 - mmaction - INFO - Epoch [37][540/603] lr: 1.000e-02, eta: 13:05:54, time: 1.083, data_time: 0.013, memory: 5811, loss_cls: 9.3295, loss: 9.3295, grad_norm: 7.9468 2020-10-23 18:43:47,761 - mmaction - INFO - Epoch [37][560/603] lr: 1.000e-02, eta: 13:05:24, time: 1.081, data_time: 0.010, memory: 5811, loss_cls: 9.5161, loss: 9.5161, grad_norm: 7.8166 2020-10-23 18:44:09,049 - mmaction - INFO - Epoch [37][580/603] lr: 1.000e-02, eta: 13:04:53, time: 1.062, data_time: 0.009, memory: 5811, loss_cls: 9.5610, loss: 9.5610, grad_norm: 8.0339 2020-10-23 18:44:31,238 - mmaction - INFO - Epoch [37][600/603] lr: 1.000e-02, eta: 13:04:24, time: 1.118, data_time: 0.011, memory: 5811, loss_cls: 9.3478, loss: 9.3478, grad_norm: 8.0164 2020-10-23 18:45:07,357 - mmaction - INFO - Epoch [38][20/603] lr: 1.000e-02, eta: 13:04:04, time: 1.656, data_time: 0.968, memory: 5811, loss_cls: 9.1523, loss: 9.1523, grad_norm: 7.9557 2020-10-23 18:45:29,558 - mmaction - INFO - Epoch [38][40/603] lr: 1.000e-02, eta: 13:03:35, time: 1.111, data_time: 0.014, memory: 5811, loss_cls: 8.9306, loss: 8.9306, grad_norm: 8.0216 2020-10-23 18:45:50,860 - mmaction - INFO - Epoch [38][60/603] lr: 1.000e-02, eta: 13:03:04, time: 1.065, data_time: 0.003, memory: 5811, loss_cls: 9.1653, loss: 9.1653, grad_norm: 8.0545 2020-10-23 18:46:13,161 - mmaction - INFO - Epoch [38][80/603] lr: 1.000e-02, eta: 13:02:35, time: 1.117, data_time: 0.004, memory: 5811, loss_cls: 9.4402, loss: 9.4402, grad_norm: 7.8642 2020-10-23 18:46:35,845 - mmaction - INFO - Epoch [38][100/603] lr: 1.000e-02, eta: 13:02:07, time: 1.128, data_time: 0.055, memory: 5811, loss_cls: 8.9936, loss: 8.9936, grad_norm: 7.6961 2020-10-23 18:46:58,006 - mmaction - INFO - Epoch [38][120/603] lr: 1.000e-02, eta: 13:01:37, time: 1.106, data_time: 0.116, memory: 5811, loss_cls: 9.3294, loss: 9.3294, grad_norm: 8.1590 2020-10-23 18:47:20,714 - mmaction - INFO - Epoch [38][140/603] lr: 1.000e-02, eta: 13:01:09, time: 1.141, data_time: 0.047, memory: 5811, loss_cls: 9.2951, loss: 9.2951, grad_norm: 8.0412 2020-10-23 18:47:42,873 - mmaction - INFO - Epoch [38][160/603] lr: 1.000e-02, eta: 13:00:40, time: 1.105, data_time: 0.006, memory: 5811, loss_cls: 9.1963, loss: 9.1963, grad_norm: 7.9247 2020-10-23 18:48:04,648 - mmaction - INFO - Epoch [38][180/603] lr: 1.000e-02, eta: 13:00:10, time: 1.088, data_time: 0.008, memory: 5811, loss_cls: 9.1428, loss: 9.1428, grad_norm: 7.9771 2020-10-23 18:48:26,838 - mmaction - INFO - Epoch [38][200/603] lr: 1.000e-02, eta: 12:59:41, time: 1.115, data_time: 0.007, memory: 5811, loss_cls: 9.1395, loss: 9.1395, grad_norm: 7.9384 2020-10-23 18:48:48,710 - mmaction - INFO - Epoch [38][220/603] lr: 1.000e-02, eta: 12:59:12, time: 1.093, data_time: 0.001, memory: 5811, loss_cls: 9.2398, loss: 9.2398, grad_norm: 8.0467 2020-10-23 18:49:11,899 - mmaction - INFO - Epoch [38][240/603] lr: 1.000e-02, eta: 12:58:44, time: 1.159, data_time: 0.002, memory: 5811, loss_cls: 9.0857, loss: 9.0857, grad_norm: 7.9919 2020-10-23 18:49:33,687 - mmaction - INFO - Epoch [38][260/603] lr: 1.000e-02, eta: 12:58:14, time: 1.082, data_time: 0.003, memory: 5811, loss_cls: 9.2758, loss: 9.2758, grad_norm: 8.1032 2020-10-23 18:49:55,559 - mmaction - INFO - Epoch [38][280/603] lr: 1.000e-02, eta: 12:57:45, time: 1.097, data_time: 0.011, memory: 5811, loss_cls: 9.1934, loss: 9.1934, grad_norm: 8.1058 2020-10-23 18:50:17,700 - mmaction - INFO - Epoch [38][300/603] lr: 1.000e-02, eta: 12:57:16, time: 1.108, data_time: 0.009, memory: 5811, loss_cls: 9.0968, loss: 9.0968, grad_norm: 8.1761 2020-10-23 18:50:39,792 - mmaction - INFO - Epoch [38][320/603] lr: 1.000e-02, eta: 12:56:47, time: 1.108, data_time: 0.008, memory: 5811, loss_cls: 9.2031, loss: 9.2031, grad_norm: 7.9640 2020-10-23 18:51:01,921 - mmaction - INFO - Epoch [38][340/603] lr: 1.000e-02, eta: 12:56:18, time: 1.105, data_time: 0.004, memory: 5811, loss_cls: 9.2155, loss: 9.2155, grad_norm: 8.0126 2020-10-23 18:51:23,034 - mmaction - INFO - Epoch [38][360/603] lr: 1.000e-02, eta: 12:55:47, time: 1.048, data_time: 0.003, memory: 5811, loss_cls: 9.5308, loss: 9.5308, grad_norm: 8.1120 2020-10-23 18:51:43,774 - mmaction - INFO - Epoch [38][380/603] lr: 1.000e-02, eta: 12:55:15, time: 1.044, data_time: 0.011, memory: 5811, loss_cls: 9.2767, loss: 9.2767, grad_norm: 8.3338 2020-10-23 18:52:05,754 - mmaction - INFO - Epoch [38][400/603] lr: 1.000e-02, eta: 12:54:46, time: 1.086, data_time: 0.003, memory: 5811, loss_cls: 9.4982, loss: 9.4982, grad_norm: 8.1051 2020-10-23 18:52:27,268 - mmaction - INFO - Epoch [38][420/603] lr: 1.000e-02, eta: 12:54:16, time: 1.089, data_time: 0.017, memory: 5811, loss_cls: 9.4424, loss: 9.4424, grad_norm: 7.9774 2020-10-23 18:52:48,914 - mmaction - INFO - Epoch [38][440/603] lr: 1.000e-02, eta: 12:53:46, time: 1.072, data_time: 0.003, memory: 5811, loss_cls: 9.4299, loss: 9.4299, grad_norm: 7.9759 2020-10-23 18:53:09,757 - mmaction - INFO - Epoch [38][460/603] lr: 1.000e-02, eta: 12:53:15, time: 1.051, data_time: 0.013, memory: 5811, loss_cls: 9.2261, loss: 9.2261, grad_norm: 7.7701 2020-10-23 18:53:31,078 - mmaction - INFO - Epoch [38][480/603] lr: 1.000e-02, eta: 12:52:45, time: 1.066, data_time: 0.005, memory: 5811, loss_cls: 9.1536, loss: 9.1536, grad_norm: 7.9681 2020-10-23 18:53:52,355 - mmaction - INFO - Epoch [38][500/603] lr: 1.000e-02, eta: 12:52:14, time: 1.064, data_time: 0.005, memory: 5811, loss_cls: 9.2594, loss: 9.2594, grad_norm: 7.8299 2020-10-23 18:54:14,002 - mmaction - INFO - Epoch [38][520/603] lr: 1.000e-02, eta: 12:51:45, time: 1.083, data_time: 0.005, memory: 5811, loss_cls: 9.4096, loss: 9.4096, grad_norm: 8.0046 2020-10-23 18:54:35,554 - mmaction - INFO - Epoch [38][540/603] lr: 1.000e-02, eta: 12:51:15, time: 1.071, data_time: 0.004, memory: 5811, loss_cls: 9.3162, loss: 9.3162, grad_norm: 7.8999 2020-10-23 18:54:57,079 - mmaction - INFO - Epoch [38][560/603] lr: 1.000e-02, eta: 12:50:45, time: 1.079, data_time: 0.012, memory: 5811, loss_cls: 9.2658, loss: 9.2658, grad_norm: 8.1118 2020-10-23 18:55:18,537 - mmaction - INFO - Epoch [38][580/603] lr: 1.000e-02, eta: 12:50:15, time: 1.077, data_time: 0.008, memory: 5811, loss_cls: 9.1513, loss: 9.1513, grad_norm: 7.8038 2020-10-23 18:55:39,628 - mmaction - INFO - Epoch [38][600/603] lr: 1.000e-02, eta: 12:49:44, time: 1.057, data_time: 0.003, memory: 5811, loss_cls: 9.3310, loss: 9.3310, grad_norm: 8.0305 2020-10-23 18:56:13,549 - mmaction - INFO - Epoch [39][20/603] lr: 1.000e-02, eta: 12:49:21, time: 1.585, data_time: 1.077, memory: 5811, loss_cls: 8.9531, loss: 8.9531, grad_norm: 7.9830 2020-10-23 18:56:36,890 - mmaction - INFO - Epoch [39][40/603] lr: 1.000e-02, eta: 12:48:54, time: 1.167, data_time: 0.603, memory: 5811, loss_cls: 9.1803, loss: 9.1803, grad_norm: 7.9833 2020-10-23 18:57:00,317 - mmaction - INFO - Epoch [39][60/603] lr: 1.000e-02, eta: 12:48:27, time: 1.170, data_time: 0.264, memory: 5811, loss_cls: 9.0583, loss: 9.0583, grad_norm: 7.8578 2020-10-23 18:57:21,700 - mmaction - INFO - Epoch [39][80/603] lr: 1.000e-02, eta: 12:47:57, time: 1.071, data_time: 0.003, memory: 5811, loss_cls: 9.4376, loss: 9.4376, grad_norm: 8.1547 2020-10-23 18:57:43,565 - mmaction - INFO - Epoch [39][100/603] lr: 1.000e-02, eta: 12:47:28, time: 1.093, data_time: 0.002, memory: 5811, loss_cls: 9.3457, loss: 9.3457, grad_norm: 8.3713 2020-10-23 18:58:05,084 - mmaction - INFO - Epoch [39][120/603] lr: 1.000e-02, eta: 12:46:58, time: 1.072, data_time: 0.003, memory: 5811, loss_cls: 9.2771, loss: 9.2771, grad_norm: 8.0806 2020-10-23 18:58:26,144 - mmaction - INFO - Epoch [39][140/603] lr: 1.000e-02, eta: 12:46:28, time: 1.052, data_time: 0.006, memory: 5811, loss_cls: 9.3239, loss: 9.3239, grad_norm: 8.0574 2020-10-23 18:58:47,238 - mmaction - INFO - Epoch [39][160/603] lr: 1.000e-02, eta: 12:45:57, time: 1.060, data_time: 0.008, memory: 5811, loss_cls: 9.0702, loss: 9.0702, grad_norm: 7.9890 2020-10-23 18:59:07,875 - mmaction - INFO - Epoch [39][180/603] lr: 1.000e-02, eta: 12:45:26, time: 1.023, data_time: 0.001, memory: 5811, loss_cls: 9.2985, loss: 9.2985, grad_norm: 8.0928 2020-10-23 18:59:29,667 - mmaction - INFO - Epoch [39][200/603] lr: 1.000e-02, eta: 12:44:57, time: 1.098, data_time: 0.009, memory: 5811, loss_cls: 8.9369, loss: 8.9369, grad_norm: 7.9633 2020-10-23 18:59:51,456 - mmaction - INFO - Epoch [39][220/603] lr: 1.000e-02, eta: 12:44:27, time: 1.089, data_time: 0.003, memory: 5811, loss_cls: 9.0377, loss: 9.0377, grad_norm: 7.9055 2020-10-23 19:00:13,879 - mmaction - INFO - Epoch [39][240/603] lr: 1.000e-02, eta: 12:43:59, time: 1.120, data_time: 0.001, memory: 5811, loss_cls: 9.1438, loss: 9.1438, grad_norm: 8.0425 2020-10-23 19:00:36,277 - mmaction - INFO - Epoch [39][260/603] lr: 1.000e-02, eta: 12:43:31, time: 1.120, data_time: 0.005, memory: 5811, loss_cls: 9.1257, loss: 9.1257, grad_norm: 8.1887 2020-10-23 19:00:58,894 - mmaction - INFO - Epoch [39][280/603] lr: 1.000e-02, eta: 12:43:02, time: 1.124, data_time: 0.003, memory: 5811, loss_cls: 9.0117, loss: 9.0117, grad_norm: 7.8875 2020-10-23 19:01:20,206 - mmaction - INFO - Epoch [39][300/603] lr: 1.000e-02, eta: 12:42:33, time: 1.073, data_time: 0.010, memory: 5811, loss_cls: 9.0819, loss: 9.0819, grad_norm: 7.8356 2020-10-23 19:01:42,244 - mmaction - INFO - Epoch [39][320/603] lr: 1.000e-02, eta: 12:42:04, time: 1.098, data_time: 0.000, memory: 5811, loss_cls: 9.2159, loss: 9.2159, grad_norm: 8.1670 2020-10-23 19:02:03,671 - mmaction - INFO - Epoch [39][340/603] lr: 1.000e-02, eta: 12:41:34, time: 1.071, data_time: 0.007, memory: 5811, loss_cls: 9.2373, loss: 9.2373, grad_norm: 8.0666 2020-10-23 19:02:25,459 - mmaction - INFO - Epoch [39][360/603] lr: 1.000e-02, eta: 12:41:05, time: 1.094, data_time: 0.006, memory: 5811, loss_cls: 9.4474, loss: 9.4474, grad_norm: 8.1606 2020-10-23 19:02:47,127 - mmaction - INFO - Epoch [39][380/603] lr: 1.000e-02, eta: 12:40:35, time: 1.079, data_time: 0.004, memory: 5811, loss_cls: 9.5112, loss: 9.5112, grad_norm: 7.9723 2020-10-23 19:03:08,565 - mmaction - INFO - Epoch [39][400/603] lr: 1.000e-02, eta: 12:40:05, time: 1.076, data_time: 0.005, memory: 5811, loss_cls: 9.1797, loss: 9.1797, grad_norm: 7.9332 2020-10-23 19:03:29,978 - mmaction - INFO - Epoch [39][420/603] lr: 1.000e-02, eta: 12:39:36, time: 1.069, data_time: 0.003, memory: 5811, loss_cls: 9.3864, loss: 9.3864, grad_norm: 8.0993 2020-10-23 19:03:51,219 - mmaction - INFO - Epoch [39][440/603] lr: 1.000e-02, eta: 12:39:06, time: 1.064, data_time: 0.002, memory: 5811, loss_cls: 9.2976, loss: 9.2976, grad_norm: 7.7718 2020-10-23 19:04:13,123 - mmaction - INFO - Epoch [39][460/603] lr: 1.000e-02, eta: 12:38:37, time: 1.095, data_time: 0.003, memory: 5811, loss_cls: 9.1573, loss: 9.1573, grad_norm: 8.0574 2020-10-23 19:04:33,571 - mmaction - INFO - Epoch [39][480/603] lr: 1.000e-02, eta: 12:38:05, time: 1.023, data_time: 0.004, memory: 5811, loss_cls: 9.0664, loss: 9.0664, grad_norm: 7.8765 2020-10-23 19:04:55,953 - mmaction - INFO - Epoch [39][500/603] lr: 1.000e-02, eta: 12:37:37, time: 1.115, data_time: 0.006, memory: 5811, loss_cls: 9.1794, loss: 9.1794, grad_norm: 7.9778 2020-10-23 19:05:17,765 - mmaction - INFO - Epoch [39][520/603] lr: 1.000e-02, eta: 12:37:08, time: 1.090, data_time: 0.007, memory: 5811, loss_cls: 9.2518, loss: 9.2518, grad_norm: 8.0261 2020-10-23 19:05:38,867 - mmaction - INFO - Epoch [39][540/603] lr: 1.000e-02, eta: 12:36:38, time: 1.060, data_time: 0.006, memory: 5811, loss_cls: 9.2904, loss: 9.2904, grad_norm: 7.9376 2020-10-23 19:06:00,909 - mmaction - INFO - Epoch [39][560/603] lr: 1.000e-02, eta: 12:36:09, time: 1.102, data_time: 0.003, memory: 5811, loss_cls: 9.2717, loss: 9.2717, grad_norm: 7.9929 2020-10-23 19:06:22,634 - mmaction - INFO - Epoch [39][580/603] lr: 1.000e-02, eta: 12:35:40, time: 1.083, data_time: 0.002, memory: 5811, loss_cls: 9.2916, loss: 9.2916, grad_norm: 8.0247 2020-10-23 19:06:44,213 - mmaction - INFO - Epoch [39][600/603] lr: 1.000e-02, eta: 12:35:10, time: 1.081, data_time: 0.006, memory: 5811, loss_cls: 9.3236, loss: 9.3236, grad_norm: 7.8724 2020-10-23 19:07:18,402 - mmaction - INFO - Epoch [40][20/603] lr: 1.000e-02, eta: 12:34:48, time: 1.604, data_time: 0.620, memory: 5811, loss_cls: 9.2887, loss: 9.2887, grad_norm: 8.1081 2020-10-23 19:07:41,782 - mmaction - INFO - Epoch [40][40/603] lr: 1.000e-02, eta: 12:34:21, time: 1.169, data_time: 0.028, memory: 5811, loss_cls: 9.0797, loss: 9.0797, grad_norm: 7.9367 2020-10-23 19:08:05,666 - mmaction - INFO - Epoch [40][60/603] lr: 1.000e-02, eta: 12:33:55, time: 1.194, data_time: 0.027, memory: 5811, loss_cls: 9.2209, loss: 9.2209, grad_norm: 8.0317 2020-10-23 19:08:29,884 - mmaction - INFO - Epoch [40][80/603] lr: 1.000e-02, eta: 12:33:30, time: 1.210, data_time: 0.003, memory: 5811, loss_cls: 9.1217, loss: 9.1217, grad_norm: 7.9277 2020-10-23 19:08:52,457 - mmaction - INFO - Epoch [40][100/603] lr: 1.000e-02, eta: 12:33:02, time: 1.129, data_time: 0.004, memory: 5811, loss_cls: 8.9526, loss: 8.9526, grad_norm: 8.0302 2020-10-23 19:09:13,615 - mmaction - INFO - Epoch [40][120/603] lr: 1.000e-02, eta: 12:32:32, time: 1.053, data_time: 0.003, memory: 5811, loss_cls: 9.2288, loss: 9.2288, grad_norm: 7.8867 2020-10-23 19:09:35,900 - mmaction - INFO - Epoch [40][140/603] lr: 1.000e-02, eta: 12:32:04, time: 1.120, data_time: 0.007, memory: 5811, loss_cls: 9.1122, loss: 9.1122, grad_norm: 7.8220 2020-10-23 19:09:58,437 - mmaction - INFO - Epoch [40][160/603] lr: 1.000e-02, eta: 12:31:36, time: 1.126, data_time: 0.002, memory: 5811, loss_cls: 9.2446, loss: 9.2446, grad_norm: 7.8835 2020-10-23 19:10:21,529 - mmaction - INFO - Epoch [40][180/603] lr: 1.000e-02, eta: 12:31:09, time: 1.155, data_time: 0.002, memory: 5811, loss_cls: 8.8437, loss: 8.8437, grad_norm: 7.9176 2020-10-23 19:10:44,225 - mmaction - INFO - Epoch [40][200/603] lr: 1.000e-02, eta: 12:30:42, time: 1.134, data_time: 0.004, memory: 5811, loss_cls: 9.1032, loss: 9.1032, grad_norm: 8.1433 2020-10-23 19:11:05,335 - mmaction - INFO - Epoch [40][220/603] lr: 1.000e-02, eta: 12:30:12, time: 1.057, data_time: 0.006, memory: 5811, loss_cls: 9.1023, loss: 9.1023, grad_norm: 7.8591 2020-10-23 19:11:26,538 - mmaction - INFO - Epoch [40][240/603] lr: 1.000e-02, eta: 12:29:41, time: 1.051, data_time: 0.001, memory: 5811, loss_cls: 9.3400, loss: 9.3400, grad_norm: 8.1832 2020-10-23 19:11:47,469 - mmaction - INFO - Epoch [40][260/603] lr: 1.000e-02, eta: 12:29:11, time: 1.055, data_time: 0.011, memory: 5811, loss_cls: 9.2443, loss: 9.2443, grad_norm: 8.0325 2020-10-23 19:12:08,781 - mmaction - INFO - Epoch [40][280/603] lr: 1.000e-02, eta: 12:28:42, time: 1.064, data_time: 0.004, memory: 5811, loss_cls: 9.1873, loss: 9.1873, grad_norm: 8.0253 2020-10-23 19:12:30,242 - mmaction - INFO - Epoch [40][300/603] lr: 1.000e-02, eta: 12:28:12, time: 1.076, data_time: 0.004, memory: 5811, loss_cls: 9.1263, loss: 9.1263, grad_norm: 7.9376 2020-10-23 19:12:51,380 - mmaction - INFO - Epoch [40][320/603] lr: 1.000e-02, eta: 12:27:42, time: 1.056, data_time: 0.002, memory: 5811, loss_cls: 8.9177, loss: 8.9177, grad_norm: 7.8411 2020-10-23 19:13:13,001 - mmaction - INFO - Epoch [40][340/603] lr: 1.000e-02, eta: 12:27:13, time: 1.076, data_time: 0.003, memory: 5811, loss_cls: 9.0753, loss: 9.0753, grad_norm: 8.1920 2020-10-23 19:13:33,510 - mmaction - INFO - Epoch [40][360/603] lr: 1.000e-02, eta: 12:26:42, time: 1.029, data_time: 0.008, memory: 5811, loss_cls: 9.0467, loss: 9.0467, grad_norm: 7.9214 2020-10-23 19:13:54,354 - mmaction - INFO - Epoch [40][380/603] lr: 1.000e-02, eta: 12:26:12, time: 1.044, data_time: 0.005, memory: 5811, loss_cls: 9.4540, loss: 9.4540, grad_norm: 7.9899 2020-10-23 19:14:16,168 - mmaction - INFO - Epoch [40][400/603] lr: 1.000e-02, eta: 12:25:43, time: 1.083, data_time: 0.003, memory: 5811, loss_cls: 9.0647, loss: 9.0647, grad_norm: 8.0144 2020-10-23 19:14:37,607 - mmaction - INFO - Epoch [40][420/603] lr: 1.000e-02, eta: 12:25:14, time: 1.077, data_time: 0.010, memory: 5811, loss_cls: 9.0299, loss: 9.0299, grad_norm: 8.2700 2020-10-23 19:14:58,505 - mmaction - INFO - Epoch [40][440/603] lr: 1.000e-02, eta: 12:24:43, time: 1.046, data_time: 0.005, memory: 5811, loss_cls: 9.2426, loss: 9.2426, grad_norm: 7.9452 2020-10-23 19:15:19,695 - mmaction - INFO - Epoch [40][460/603] lr: 1.000e-02, eta: 12:24:14, time: 1.059, data_time: 0.010, memory: 5811, loss_cls: 9.4489, loss: 9.4489, grad_norm: 8.1335 2020-10-23 19:15:40,483 - mmaction - INFO - Epoch [40][480/603] lr: 1.000e-02, eta: 12:23:43, time: 1.038, data_time: 0.009, memory: 5811, loss_cls: 9.0849, loss: 9.0849, grad_norm: 8.3167 2020-10-23 19:16:02,327 - mmaction - INFO - Epoch [40][500/603] lr: 1.000e-02, eta: 12:23:15, time: 1.094, data_time: 0.005, memory: 5811, loss_cls: 9.1537, loss: 9.1537, grad_norm: 8.0429 2020-10-23 19:16:24,358 - mmaction - INFO - Epoch [40][520/603] lr: 1.000e-02, eta: 12:22:46, time: 1.101, data_time: 0.004, memory: 5811, loss_cls: 9.1850, loss: 9.1850, grad_norm: 8.0362 2020-10-23 19:16:45,634 - mmaction - INFO - Epoch [40][540/603] lr: 1.000e-02, eta: 12:22:17, time: 1.061, data_time: 0.005, memory: 5811, loss_cls: 9.3095, loss: 9.3095, grad_norm: 8.0206 2020-10-23 19:17:07,013 - mmaction - INFO - Epoch [40][560/603] lr: 1.000e-02, eta: 12:21:47, time: 1.074, data_time: 0.008, memory: 5811, loss_cls: 9.2585, loss: 9.2585, grad_norm: 7.8992 2020-10-23 19:17:28,633 - mmaction - INFO - Epoch [40][580/603] lr: 1.000e-02, eta: 12:21:18, time: 1.079, data_time: 0.001, memory: 5811, loss_cls: 9.1101, loss: 9.1101, grad_norm: 7.8574 2020-10-23 19:17:49,564 - mmaction - INFO - Epoch [40][600/603] lr: 1.000e-02, eta: 12:20:48, time: 1.048, data_time: 0.006, memory: 5811, loss_cls: 9.5159, loss: 9.5159, grad_norm: 8.0475 2020-10-23 19:17:52,510 - mmaction - INFO - Saving checkpoint at 40 epochs 2020-10-23 19:18:47,782 - mmaction - INFO - Evaluating mean_average_precision... 2020-10-23 19:18:47,993 - mmaction - INFO - mean_average_precision 0.6099 2020-10-23 19:18:47,997 - mmaction - INFO - Epoch(val) [40][603] mean_average_precision: 0.6099 2020-10-23 19:19:23,637 - mmaction - INFO - Epoch [41][20/603] lr: 1.000e-03, eta: 12:20:31, time: 1.782, data_time: 1.102, memory: 5811, loss_cls: 8.7994, loss: 8.7994, grad_norm: 7.9051 2020-10-23 19:19:47,656 - mmaction - INFO - Epoch [41][40/603] lr: 1.000e-03, eta: 12:20:05, time: 1.194, data_time: 0.388, memory: 5811, loss_cls: 8.8628, loss: 8.8628, grad_norm: 7.6210 2020-10-23 19:20:10,004 - mmaction - INFO - Epoch [41][60/603] lr: 1.000e-03, eta: 12:19:38, time: 1.124, data_time: 0.117, memory: 5811, loss_cls: 8.4660, loss: 8.4660, grad_norm: 7.3599 2020-10-23 19:20:31,994 - mmaction - INFO - Epoch [41][80/603] lr: 1.000e-03, eta: 12:19:09, time: 1.100, data_time: 0.004, memory: 5811, loss_cls: 8.5658, loss: 8.5658, grad_norm: 7.5574 2020-10-23 19:20:53,473 - mmaction - INFO - Epoch [41][100/603] lr: 1.000e-03, eta: 12:18:40, time: 1.070, data_time: 0.002, memory: 5811, loss_cls: 8.6966, loss: 8.6966, grad_norm: 7.6640 2020-10-23 19:21:14,691 - mmaction - INFO - Epoch [41][120/603] lr: 1.000e-03, eta: 12:18:11, time: 1.064, data_time: 0.006, memory: 5811, loss_cls: 8.7488, loss: 8.7488, grad_norm: 7.5390 2020-10-23 19:21:36,571 - mmaction - INFO - Epoch [41][140/603] lr: 1.000e-03, eta: 12:17:42, time: 1.088, data_time: 0.003, memory: 5811, loss_cls: 8.2574, loss: 8.2574, grad_norm: 7.2916 2020-10-23 19:21:57,833 - mmaction - INFO - Epoch [41][160/603] lr: 1.000e-03, eta: 12:17:12, time: 1.065, data_time: 0.008, memory: 5811, loss_cls: 8.6787, loss: 8.6787, grad_norm: 7.7234 2020-10-23 19:22:20,108 - mmaction - INFO - Epoch [41][180/603] lr: 1.000e-03, eta: 12:16:45, time: 1.118, data_time: 0.006, memory: 5811, loss_cls: 8.5185, loss: 8.5185, grad_norm: 7.5234 2020-10-23 19:22:41,563 - mmaction - INFO - Epoch [41][200/603] lr: 1.000e-03, eta: 12:16:16, time: 1.073, data_time: 0.002, memory: 5811, loss_cls: 8.6663, loss: 8.6663, grad_norm: 7.7385 2020-10-23 19:23:02,887 - mmaction - INFO - Epoch [41][220/603] lr: 1.000e-03, eta: 12:15:46, time: 1.063, data_time: 0.003, memory: 5811, loss_cls: 8.1919, loss: 8.1919, grad_norm: 7.4163 2020-10-23 19:23:25,383 - mmaction - INFO - Epoch [41][240/603] lr: 1.000e-03, eta: 12:15:18, time: 1.121, data_time: 0.008, memory: 5811, loss_cls: 8.4103, loss: 8.4103, grad_norm: 7.7488 2020-10-23 19:23:46,320 - mmaction - INFO - Epoch [41][260/603] lr: 1.000e-03, eta: 12:14:48, time: 1.046, data_time: 0.010, memory: 5811, loss_cls: 8.3210, loss: 8.3210, grad_norm: 7.7538 2020-10-23 19:24:07,914 - mmaction - INFO - Epoch [41][280/603] lr: 1.000e-03, eta: 12:14:20, time: 1.083, data_time: 0.011, memory: 5811, loss_cls: 8.5030, loss: 8.5030, grad_norm: 7.8396 2020-10-23 19:24:29,676 - mmaction - INFO - Epoch [41][300/603] lr: 1.000e-03, eta: 12:13:51, time: 1.091, data_time: 0.009, memory: 5811, loss_cls: 8.4763, loss: 8.4763, grad_norm: 7.7412 2020-10-23 19:24:51,050 - mmaction - INFO - Epoch [41][320/603] lr: 1.000e-03, eta: 12:13:22, time: 1.069, data_time: 0.004, memory: 5811, loss_cls: 8.3176, loss: 8.3176, grad_norm: 7.6312 2020-10-23 19:25:11,911 - mmaction - INFO - Epoch [41][340/603] lr: 1.000e-03, eta: 12:12:52, time: 1.043, data_time: 0.004, memory: 5811, loss_cls: 8.6175, loss: 8.6175, grad_norm: 7.8378 2020-10-23 19:25:34,049 - mmaction - INFO - Epoch [41][360/603] lr: 1.000e-03, eta: 12:12:24, time: 1.102, data_time: 0.003, memory: 5811, loss_cls: 8.3523, loss: 8.3523, grad_norm: 7.8371 2020-10-23 19:25:55,180 - mmaction - INFO - Epoch [41][380/603] lr: 1.000e-03, eta: 12:11:54, time: 1.053, data_time: 0.011, memory: 5811, loss_cls: 8.6419, loss: 8.6419, grad_norm: 7.9672 2020-10-23 19:26:15,485 - mmaction - INFO - Epoch [41][400/603] lr: 1.000e-03, eta: 12:11:24, time: 1.019, data_time: 0.013, memory: 5811, loss_cls: 8.3156, loss: 8.3156, grad_norm: 7.6556 2020-10-23 19:26:37,753 - mmaction - INFO - Epoch [41][420/603] lr: 1.000e-03, eta: 12:10:56, time: 1.117, data_time: 0.009, memory: 5811, loss_cls: 8.1877, loss: 8.1877, grad_norm: 7.6896 2020-10-23 19:26:59,510 - mmaction - INFO - Epoch [41][440/603] lr: 1.000e-03, eta: 12:10:27, time: 1.078, data_time: 0.005, memory: 5811, loss_cls: 8.3962, loss: 8.3962, grad_norm: 8.1249 2020-10-23 19:27:20,970 - mmaction - INFO - Epoch [41][460/603] lr: 1.000e-03, eta: 12:09:58, time: 1.082, data_time: 0.018, memory: 5811, loss_cls: 8.4766, loss: 8.4766, grad_norm: 7.8146 2020-10-23 19:27:42,393 - mmaction - INFO - Epoch [41][480/603] lr: 1.000e-03, eta: 12:09:29, time: 1.064, data_time: 0.006, memory: 5811, loss_cls: 8.5458, loss: 8.5458, grad_norm: 7.8583 2020-10-23 19:28:03,256 - mmaction - INFO - Epoch [41][500/603] lr: 1.000e-03, eta: 12:08:59, time: 1.049, data_time: 0.016, memory: 5811, loss_cls: 8.6247, loss: 8.6247, grad_norm: 7.9088 2020-10-23 19:28:25,267 - mmaction - INFO - Epoch [41][520/603] lr: 1.000e-03, eta: 12:08:31, time: 1.100, data_time: 0.007, memory: 5811, loss_cls: 8.6197, loss: 8.6197, grad_norm: 7.9091 2020-10-23 19:28:47,203 - mmaction - INFO - Epoch [41][540/603] lr: 1.000e-03, eta: 12:08:03, time: 1.101, data_time: 0.007, memory: 5811, loss_cls: 8.4529, loss: 8.4529, grad_norm: 7.8666 2020-10-23 19:29:09,142 - mmaction - INFO - Epoch [41][560/603] lr: 1.000e-03, eta: 12:07:34, time: 1.079, data_time: 0.004, memory: 5811, loss_cls: 8.5159, loss: 8.5159, grad_norm: 7.9908 2020-10-23 19:29:30,837 - mmaction - INFO - Epoch [41][580/603] lr: 1.000e-03, eta: 12:07:06, time: 1.103, data_time: 0.021, memory: 5811, loss_cls: 8.4374, loss: 8.4374, grad_norm: 7.7677 2020-10-23 19:29:52,817 - mmaction - INFO - Epoch [41][600/603] lr: 1.000e-03, eta: 12:06:38, time: 1.101, data_time: 0.006, memory: 5811, loss_cls: 8.2843, loss: 8.2843, grad_norm: 7.8543 2020-10-23 19:30:32,142 - mmaction - INFO - Epoch [42][20/603] lr: 1.000e-03, eta: 12:06:21, time: 1.790, data_time: 0.962, memory: 5811, loss_cls: 8.5263, loss: 8.5263, grad_norm: 7.9230 2020-10-23 19:30:56,249 - mmaction - INFO - Epoch [42][40/603] lr: 1.000e-03, eta: 12:05:56, time: 1.198, data_time: 0.067, memory: 5811, loss_cls: 8.3594, loss: 8.3594, grad_norm: 7.9033 2020-10-23 19:31:19,461 - mmaction - INFO - Epoch [42][60/603] lr: 1.000e-03, eta: 12:05:29, time: 1.165, data_time: 0.009, memory: 5811, loss_cls: 8.2921, loss: 8.2921, grad_norm: 8.0441 2020-10-23 19:31:42,393 - mmaction - INFO - Epoch [42][80/603] lr: 1.000e-03, eta: 12:05:03, time: 1.149, data_time: 0.004, memory: 5811, loss_cls: 8.2990, loss: 8.2990, grad_norm: 7.8676 2020-10-23 19:32:06,041 - mmaction - INFO - Epoch [42][100/603] lr: 1.000e-03, eta: 12:04:37, time: 1.173, data_time: 0.001, memory: 5811, loss_cls: 8.3044, loss: 8.3044, grad_norm: 8.1017 2020-10-23 19:32:29,263 - mmaction - INFO - Epoch [42][120/603] lr: 1.000e-03, eta: 12:04:11, time: 1.170, data_time: 0.010, memory: 5811, loss_cls: 8.1213, loss: 8.1213, grad_norm: 7.8495 2020-10-23 19:32:51,384 - mmaction - INFO - Epoch [42][140/603] lr: 1.000e-03, eta: 12:03:43, time: 1.107, data_time: 0.003, memory: 5811, loss_cls: 8.2297, loss: 8.2297, grad_norm: 7.9066 2020-10-23 19:33:13,586 - mmaction - INFO - Epoch [42][160/603] lr: 1.000e-03, eta: 12:03:15, time: 1.109, data_time: 0.003, memory: 5811, loss_cls: 8.3810, loss: 8.3810, grad_norm: 8.0353 2020-10-23 19:33:34,976 - mmaction - INFO - Epoch [42][180/603] lr: 1.000e-03, eta: 12:02:46, time: 1.064, data_time: 0.003, memory: 5811, loss_cls: 8.3062, loss: 8.3062, grad_norm: 7.8211 2020-10-23 19:33:56,284 - mmaction - INFO - Epoch [42][200/603] lr: 1.000e-03, eta: 12:02:17, time: 1.072, data_time: 0.010, memory: 5811, loss_cls: 8.1730, loss: 8.1730, grad_norm: 8.0297 2020-10-23 19:34:18,360 - mmaction - INFO - Epoch [42][220/603] lr: 1.000e-03, eta: 12:01:49, time: 1.101, data_time: 0.003, memory: 5811, loss_cls: 8.2961, loss: 8.2961, grad_norm: 7.9445 2020-10-23 19:34:39,985 - mmaction - INFO - Epoch [42][240/603] lr: 1.000e-03, eta: 12:01:20, time: 1.084, data_time: 0.004, memory: 5811, loss_cls: 8.3989, loss: 8.3989, grad_norm: 8.3021 2020-10-23 19:35:01,743 - mmaction - INFO - Epoch [42][260/603] lr: 1.000e-03, eta: 12:00:52, time: 1.083, data_time: 0.002, memory: 5811, loss_cls: 8.0952, loss: 8.0952, grad_norm: 7.9444 2020-10-23 19:35:23,288 - mmaction - INFO - Epoch [42][280/603] lr: 1.000e-03, eta: 12:00:23, time: 1.073, data_time: 0.006, memory: 5811, loss_cls: 8.3693, loss: 8.3693, grad_norm: 8.1145 2020-10-23 19:35:44,908 - mmaction - INFO - Epoch [42][300/603] lr: 1.000e-03, eta: 11:59:55, time: 1.084, data_time: 0.011, memory: 5811, loss_cls: 8.1843, loss: 8.1843, grad_norm: 7.9895 2020-10-23 19:36:06,714 - mmaction - INFO - Epoch [42][320/603] lr: 1.000e-03, eta: 11:59:27, time: 1.096, data_time: 0.007, memory: 5811, loss_cls: 8.1685, loss: 8.1685, grad_norm: 7.9426 2020-10-23 19:36:27,256 - mmaction - INFO - Epoch [42][340/603] lr: 1.000e-03, eta: 11:58:57, time: 1.026, data_time: 0.006, memory: 5811, loss_cls: 8.3581, loss: 8.3581, grad_norm: 8.1106 2020-10-23 19:36:49,363 - mmaction - INFO - Epoch [42][360/603] lr: 1.000e-03, eta: 11:58:28, time: 1.093, data_time: 0.002, memory: 5811, loss_cls: 8.4709, loss: 8.4709, grad_norm: 8.1530 2020-10-23 19:37:10,691 - mmaction - INFO - Epoch [42][380/603] lr: 1.000e-03, eta: 11:58:00, time: 1.072, data_time: 0.016, memory: 5811, loss_cls: 8.3993, loss: 8.3993, grad_norm: 8.0681 2020-10-23 19:37:32,402 - mmaction - INFO - Epoch [42][400/603] lr: 1.000e-03, eta: 11:57:31, time: 1.083, data_time: 0.014, memory: 5811, loss_cls: 8.1984, loss: 8.1984, grad_norm: 7.9570 2020-10-23 19:37:53,748 - mmaction - INFO - Epoch [42][420/603] lr: 1.000e-03, eta: 11:57:03, time: 1.078, data_time: 0.012, memory: 5811, loss_cls: 8.4205, loss: 8.4205, grad_norm: 8.2072 2020-10-23 19:38:15,275 - mmaction - INFO - Epoch [42][440/603] lr: 1.000e-03, eta: 11:56:34, time: 1.070, data_time: 0.001, memory: 5811, loss_cls: 8.1911, loss: 8.1911, grad_norm: 8.1295 2020-10-23 19:38:36,469 - mmaction - INFO - Epoch [42][460/603] lr: 1.000e-03, eta: 11:56:05, time: 1.064, data_time: 0.008, memory: 5811, loss_cls: 8.2451, loss: 8.2451, grad_norm: 8.0913 2020-10-23 19:38:57,359 - mmaction - INFO - Epoch [42][480/603] lr: 1.000e-03, eta: 11:55:35, time: 1.042, data_time: 0.003, memory: 5811, loss_cls: 8.1573, loss: 8.1573, grad_norm: 8.2370 2020-10-23 19:39:18,462 - mmaction - INFO - Epoch [42][500/603] lr: 1.000e-03, eta: 11:55:06, time: 1.054, data_time: 0.005, memory: 5811, loss_cls: 8.2897, loss: 8.2897, grad_norm: 8.1076 2020-10-23 19:39:39,830 - mmaction - INFO - Epoch [42][520/603] lr: 1.000e-03, eta: 11:54:38, time: 1.074, data_time: 0.008, memory: 5811, loss_cls: 8.2802, loss: 8.2802, grad_norm: 8.1306 2020-10-23 19:40:01,371 - mmaction - INFO - Epoch [42][540/603] lr: 1.000e-03, eta: 11:54:09, time: 1.070, data_time: 0.001, memory: 5811, loss_cls: 8.1931, loss: 8.1931, grad_norm: 8.2563 2020-10-23 19:40:22,904 - mmaction - INFO - Epoch [42][560/603] lr: 1.000e-03, eta: 11:53:41, time: 1.084, data_time: 0.009, memory: 5811, loss_cls: 8.1707, loss: 8.1707, grad_norm: 8.0991 2020-10-23 19:40:44,739 - mmaction - INFO - Epoch [42][580/603] lr: 1.000e-03, eta: 11:53:12, time: 1.082, data_time: 0.004, memory: 5811, loss_cls: 8.3458, loss: 8.3458, grad_norm: 8.2819 2020-10-23 19:41:06,579 - mmaction - INFO - Epoch [42][600/603] lr: 1.000e-03, eta: 11:52:44, time: 1.101, data_time: 0.012, memory: 5811, loss_cls: 8.3229, loss: 8.3229, grad_norm: 8.0697 2020-10-23 19:41:40,322 - mmaction - INFO - Epoch [43][20/603] lr: 1.000e-03, eta: 11:52:21, time: 1.581, data_time: 0.471, memory: 5811, loss_cls: 8.2277, loss: 8.2277, grad_norm: 8.1289 2020-10-23 19:42:02,765 - mmaction - INFO - Epoch [43][40/603] lr: 1.000e-03, eta: 11:51:54, time: 1.124, data_time: 0.006, memory: 5811, loss_cls: 8.0981, loss: 8.0981, grad_norm: 8.0536 2020-10-23 19:42:24,689 - mmaction - INFO - Epoch [43][60/603] lr: 1.000e-03, eta: 11:51:26, time: 1.094, data_time: 0.013, memory: 5811, loss_cls: 8.4904, loss: 8.4904, grad_norm: 8.4213 2020-10-23 19:42:47,049 - mmaction - INFO - Epoch [43][80/603] lr: 1.000e-03, eta: 11:50:59, time: 1.120, data_time: 0.147, memory: 5811, loss_cls: 8.0726, loss: 8.0726, grad_norm: 7.9479 2020-10-23 19:43:08,399 - mmaction - INFO - Epoch [43][100/603] lr: 1.000e-03, eta: 11:50:30, time: 1.067, data_time: 0.009, memory: 5811, loss_cls: 8.4718, loss: 8.4718, grad_norm: 8.3604 2020-10-23 19:43:29,186 - mmaction - INFO - Epoch [43][120/603] lr: 1.000e-03, eta: 11:50:00, time: 1.035, data_time: 0.005, memory: 5811, loss_cls: 8.1916, loss: 8.1916, grad_norm: 8.2315 2020-10-23 19:43:50,572 - mmaction - INFO - Epoch [43][140/603] lr: 1.000e-03, eta: 11:49:32, time: 1.072, data_time: 0.007, memory: 5811, loss_cls: 8.0644, loss: 8.0644, grad_norm: 8.0304 2020-10-23 19:44:11,112 - mmaction - INFO - Epoch [43][160/603] lr: 1.000e-03, eta: 11:49:02, time: 1.026, data_time: 0.005, memory: 5811, loss_cls: 8.3306, loss: 8.3306, grad_norm: 8.2112 2020-10-23 19:44:32,770 - mmaction - INFO - Epoch [43][180/603] lr: 1.000e-03, eta: 11:48:34, time: 1.084, data_time: 0.007, memory: 5811, loss_cls: 8.4685, loss: 8.4685, grad_norm: 8.2268 2020-10-23 19:44:53,985 - mmaction - INFO - Epoch [43][200/603] lr: 1.000e-03, eta: 11:48:05, time: 1.060, data_time: 0.005, memory: 5811, loss_cls: 8.4074, loss: 8.4074, grad_norm: 8.0996 2020-10-23 19:45:15,436 - mmaction - INFO - Epoch [43][220/603] lr: 1.000e-03, eta: 11:47:37, time: 1.075, data_time: 0.006, memory: 5811, loss_cls: 8.3768, loss: 8.3768, grad_norm: 8.2163 2020-10-23 19:45:37,140 - mmaction - INFO - Epoch [43][240/603] lr: 1.000e-03, eta: 11:47:08, time: 1.080, data_time: 0.002, memory: 5811, loss_cls: 8.1824, loss: 8.1824, grad_norm: 8.1280 2020-10-23 19:45:58,650 - mmaction - INFO - Epoch [43][260/603] lr: 1.000e-03, eta: 11:46:40, time: 1.070, data_time: 0.008, memory: 5811, loss_cls: 8.2261, loss: 8.2261, grad_norm: 8.1331 2020-10-23 19:46:19,796 - mmaction - INFO - Epoch [43][280/603] lr: 1.000e-03, eta: 11:46:11, time: 1.064, data_time: 0.013, memory: 5811, loss_cls: 8.1872, loss: 8.1872, grad_norm: 8.2090 2020-10-23 19:46:40,877 - mmaction - INFO - Epoch [43][300/603] lr: 1.000e-03, eta: 11:45:42, time: 1.047, data_time: 0.005, memory: 5811, loss_cls: 8.2027, loss: 8.2027, grad_norm: 8.1493 2020-10-23 19:47:01,549 - mmaction - INFO - Epoch [43][320/603] lr: 1.000e-03, eta: 11:45:13, time: 1.044, data_time: 0.013, memory: 5811, loss_cls: 8.3207, loss: 8.3207, grad_norm: 8.3299 2020-10-23 19:47:23,795 - mmaction - INFO - Epoch [43][340/603] lr: 1.000e-03, eta: 11:44:45, time: 1.108, data_time: 0.004, memory: 5811, loss_cls: 8.1479, loss: 8.1479, grad_norm: 8.1075 2020-10-23 19:47:45,174 - mmaction - INFO - Epoch [43][360/603] lr: 1.000e-03, eta: 11:44:17, time: 1.063, data_time: 0.006, memory: 5811, loss_cls: 8.3022, loss: 8.3022, grad_norm: 8.2266 2020-10-23 19:48:06,493 - mmaction - INFO - Epoch [43][380/603] lr: 1.000e-03, eta: 11:43:48, time: 1.074, data_time: 0.011, memory: 5811, loss_cls: 8.1978, loss: 8.1978, grad_norm: 8.2043 2020-10-23 19:48:28,681 - mmaction - INFO - Epoch [43][400/603] lr: 1.000e-03, eta: 11:43:21, time: 1.108, data_time: 0.003, memory: 5811, loss_cls: 8.3994, loss: 8.3994, grad_norm: 8.1314 2020-10-23 19:48:49,543 - mmaction - INFO - Epoch [43][420/603] lr: 1.000e-03, eta: 11:42:52, time: 1.046, data_time: 0.005, memory: 5811, loss_cls: 8.1754, loss: 8.1754, grad_norm: 8.0769 2020-10-23 19:49:10,451 - mmaction - INFO - Epoch [43][440/603] lr: 1.000e-03, eta: 11:42:23, time: 1.046, data_time: 0.002, memory: 5811, loss_cls: 8.1615, loss: 8.1615, grad_norm: 8.2583 2020-10-23 19:49:32,093 - mmaction - INFO - Epoch [43][460/603] lr: 1.000e-03, eta: 11:41:54, time: 1.078, data_time: 0.001, memory: 5811, loss_cls: 8.4115, loss: 8.4115, grad_norm: 8.5540 2020-10-23 19:49:52,961 - mmaction - INFO - Epoch [43][480/603] lr: 1.000e-03, eta: 11:41:25, time: 1.042, data_time: 0.007, memory: 5811, loss_cls: 8.0508, loss: 8.0508, grad_norm: 8.1824 2020-10-23 19:50:15,022 - mmaction - INFO - Epoch [43][500/603] lr: 1.000e-03, eta: 11:40:58, time: 1.106, data_time: 0.009, memory: 5811, loss_cls: 8.0145, loss: 8.0145, grad_norm: 8.3232 2020-10-23 19:50:35,549 - mmaction - INFO - Epoch [43][520/603] lr: 1.000e-03, eta: 11:40:28, time: 1.029, data_time: 0.007, memory: 5811, loss_cls: 8.2928, loss: 8.2928, grad_norm: 8.3874 2020-10-23 19:50:56,470 - mmaction - INFO - Epoch [43][540/603] lr: 1.000e-03, eta: 11:39:59, time: 1.044, data_time: 0.001, memory: 5811, loss_cls: 7.9339, loss: 7.9339, grad_norm: 8.0084 2020-10-23 19:51:17,926 - mmaction - INFO - Epoch [43][560/603] lr: 1.000e-03, eta: 11:39:31, time: 1.068, data_time: 0.006, memory: 5811, loss_cls: 8.1444, loss: 8.1444, grad_norm: 8.3707 2020-10-23 19:51:39,316 - mmaction - INFO - Epoch [43][580/603] lr: 1.000e-03, eta: 11:39:03, time: 1.075, data_time: 0.009, memory: 5811, loss_cls: 8.3424, loss: 8.3424, grad_norm: 8.4773 2020-10-23 19:52:00,492 - mmaction - INFO - Epoch [43][600/603] lr: 1.000e-03, eta: 11:38:34, time: 1.060, data_time: 0.006, memory: 5811, loss_cls: 8.4226, loss: 8.4226, grad_norm: 8.1890 2020-10-23 19:52:37,740 - mmaction - INFO - Epoch [44][20/603] lr: 1.000e-03, eta: 11:38:14, time: 1.718, data_time: 1.162, memory: 5811, loss_cls: 7.8913, loss: 7.8913, grad_norm: 8.1056 2020-10-23 19:53:02,025 - mmaction - INFO - Epoch [44][40/603] lr: 1.000e-03, eta: 11:37:50, time: 1.215, data_time: 0.409, memory: 5811, loss_cls: 8.0914, loss: 8.0914, grad_norm: 8.3113 2020-10-23 19:53:25,437 - mmaction - INFO - Epoch [44][60/603] lr: 1.000e-03, eta: 11:37:24, time: 1.162, data_time: 0.086, memory: 5811, loss_cls: 8.0919, loss: 8.0919, grad_norm: 8.3468 2020-10-23 19:53:47,778 - mmaction - INFO - Epoch [44][80/603] lr: 1.000e-03, eta: 11:36:57, time: 1.124, data_time: 0.009, memory: 5811, loss_cls: 8.1987, loss: 8.1987, grad_norm: 8.3793 2020-10-23 19:54:09,114 - mmaction - INFO - Epoch [44][100/603] lr: 1.000e-03, eta: 11:36:29, time: 1.068, data_time: 0.003, memory: 5811, loss_cls: 8.1977, loss: 8.1977, grad_norm: 8.1467 2020-10-23 19:54:29,977 - mmaction - INFO - Epoch [44][120/603] lr: 1.000e-03, eta: 11:35:59, time: 1.041, data_time: 0.002, memory: 5811, loss_cls: 8.2507, loss: 8.2507, grad_norm: 8.5141 2020-10-23 19:54:51,032 - mmaction - INFO - Epoch [44][140/603] lr: 1.000e-03, eta: 11:35:31, time: 1.050, data_time: 0.005, memory: 5811, loss_cls: 8.1109, loss: 8.1109, grad_norm: 8.1997 2020-10-23 19:55:12,767 - mmaction - INFO - Epoch [44][160/603] lr: 1.000e-03, eta: 11:35:03, time: 1.081, data_time: 0.007, memory: 5811, loss_cls: 8.1163, loss: 8.1163, grad_norm: 8.2324 2020-10-23 19:55:34,459 - mmaction - INFO - Epoch [44][180/603] lr: 1.000e-03, eta: 11:34:35, time: 1.094, data_time: 0.013, memory: 5811, loss_cls: 8.1285, loss: 8.1285, grad_norm: 8.2650 2020-10-23 19:55:55,803 - mmaction - INFO - Epoch [44][200/603] lr: 1.000e-03, eta: 11:34:07, time: 1.068, data_time: 0.006, memory: 5811, loss_cls: 8.2894, loss: 8.2894, grad_norm: 8.2670 2020-10-23 19:56:17,797 - mmaction - INFO - Epoch [44][220/603] lr: 1.000e-03, eta: 11:33:39, time: 1.097, data_time: 0.002, memory: 5811, loss_cls: 8.1692, loss: 8.1692, grad_norm: 8.3530 2020-10-23 19:56:39,643 - mmaction - INFO - Epoch [44][240/603] lr: 1.000e-03, eta: 11:33:11, time: 1.095, data_time: 0.006, memory: 5811, loss_cls: 8.0656, loss: 8.0656, grad_norm: 8.5505 2020-10-23 19:57:01,787 - mmaction - INFO - Epoch [44][260/603] lr: 1.000e-03, eta: 11:32:44, time: 1.106, data_time: 0.004, memory: 5811, loss_cls: 8.2940, loss: 8.2940, grad_norm: 8.5035 2020-10-23 19:57:22,936 - mmaction - INFO - Epoch [44][280/603] lr: 1.000e-03, eta: 11:32:15, time: 1.052, data_time: 0.003, memory: 5811, loss_cls: 8.1814, loss: 8.1814, grad_norm: 8.2973 2020-10-23 19:57:43,976 - mmaction - INFO - Epoch [44][300/603] lr: 1.000e-03, eta: 11:31:47, time: 1.058, data_time: 0.009, memory: 5811, loss_cls: 8.1072, loss: 8.1072, grad_norm: 8.1566 2020-10-23 19:58:05,489 - mmaction - INFO - Epoch [44][320/603] lr: 1.000e-03, eta: 11:31:19, time: 1.077, data_time: 0.003, memory: 5811, loss_cls: 8.3112, loss: 8.3112, grad_norm: 8.5225 2020-10-23 19:58:26,484 - mmaction - INFO - Epoch [44][340/603] lr: 1.000e-03, eta: 11:30:50, time: 1.046, data_time: 0.002, memory: 5811, loss_cls: 8.3411, loss: 8.3411, grad_norm: 8.2920 2020-10-23 19:58:47,392 - mmaction - INFO - Epoch [44][360/603] lr: 1.000e-03, eta: 11:30:21, time: 1.049, data_time: 0.005, memory: 5811, loss_cls: 8.1016, loss: 8.1016, grad_norm: 8.2708 2020-10-23 19:59:08,931 - mmaction - INFO - Epoch [44][380/603] lr: 1.000e-03, eta: 11:29:53, time: 1.076, data_time: 0.001, memory: 5811, loss_cls: 8.2776, loss: 8.2776, grad_norm: 8.5312 2020-10-23 19:59:30,376 - mmaction - INFO - Epoch [44][400/603] lr: 1.000e-03, eta: 11:29:25, time: 1.061, data_time: 0.007, memory: 5811, loss_cls: 8.0984, loss: 8.0984, grad_norm: 8.4355 2020-10-23 19:59:51,683 - mmaction - INFO - Epoch [44][420/603] lr: 1.000e-03, eta: 11:28:57, time: 1.075, data_time: 0.014, memory: 5811, loss_cls: 8.0067, loss: 8.0067, grad_norm: 8.3140 2020-10-23 20:00:13,127 - mmaction - INFO - Epoch [44][440/603] lr: 1.000e-03, eta: 11:28:29, time: 1.072, data_time: 0.005, memory: 5811, loss_cls: 8.1162, loss: 8.1162, grad_norm: 8.2736 2020-10-23 20:00:35,309 - mmaction - INFO - Epoch [44][460/603] lr: 1.000e-03, eta: 11:28:01, time: 1.102, data_time: 0.004, memory: 5811, loss_cls: 8.2589, loss: 8.2589, grad_norm: 8.3836 2020-10-23 20:00:56,948 - mmaction - INFO - Epoch [44][480/603] lr: 1.000e-03, eta: 11:27:34, time: 1.092, data_time: 0.014, memory: 5811, loss_cls: 8.3894, loss: 8.3894, grad_norm: 8.3987 2020-10-23 20:01:18,387 - mmaction - INFO - Epoch [44][500/603] lr: 1.000e-03, eta: 11:27:06, time: 1.072, data_time: 0.004, memory: 5811, loss_cls: 8.2483, loss: 8.2483, grad_norm: 8.5506 2020-10-23 20:01:39,559 - mmaction - INFO - Epoch [44][520/603] lr: 1.000e-03, eta: 11:26:37, time: 1.053, data_time: 0.002, memory: 5811, loss_cls: 8.3108, loss: 8.3108, grad_norm: 8.6185 2020-10-23 20:02:01,092 - mmaction - INFO - Epoch [44][540/603] lr: 1.000e-03, eta: 11:26:09, time: 1.081, data_time: 0.008, memory: 5811, loss_cls: 8.1105, loss: 8.1105, grad_norm: 8.3767 2020-10-23 20:02:22,969 - mmaction - INFO - Epoch [44][560/603] lr: 1.000e-03, eta: 11:25:42, time: 1.084, data_time: 0.003, memory: 5811, loss_cls: 8.0113, loss: 8.0113, grad_norm: 8.3626 2020-10-23 20:02:44,822 - mmaction - INFO - Epoch [44][580/603] lr: 1.000e-03, eta: 11:25:14, time: 1.097, data_time: 0.010, memory: 5811, loss_cls: 7.9753, loss: 7.9753, grad_norm: 8.3783 2020-10-23 20:03:06,153 - mmaction - INFO - Epoch [44][600/603] lr: 1.000e-03, eta: 11:24:46, time: 1.072, data_time: 0.007, memory: 5811, loss_cls: 8.1701, loss: 8.1701, grad_norm: 8.5406 2020-10-23 20:03:42,785 - mmaction - INFO - Epoch [45][20/603] lr: 1.000e-03, eta: 11:24:25, time: 1.679, data_time: 0.831, memory: 5811, loss_cls: 8.3078, loss: 8.3078, grad_norm: 8.4014 2020-10-23 20:04:06,490 - mmaction - INFO - Epoch [45][40/603] lr: 1.000e-03, eta: 11:24:00, time: 1.185, data_time: 0.005, memory: 5811, loss_cls: 8.1264, loss: 8.1264, grad_norm: 8.5683 2020-10-23 20:04:29,257 - mmaction - INFO - Epoch [45][60/603] lr: 1.000e-03, eta: 11:23:34, time: 1.138, data_time: 0.003, memory: 5811, loss_cls: 8.0793, loss: 8.0793, grad_norm: 8.2616 2020-10-23 20:04:50,786 - mmaction - INFO - Epoch [45][80/603] lr: 1.000e-03, eta: 11:23:06, time: 1.070, data_time: 0.004, memory: 5811, loss_cls: 8.1018, loss: 8.1018, grad_norm: 8.5504 2020-10-23 20:05:12,208 - mmaction - INFO - Epoch [45][100/603] lr: 1.000e-03, eta: 11:22:38, time: 1.079, data_time: 0.009, memory: 5811, loss_cls: 8.1412, loss: 8.1412, grad_norm: 8.3936 2020-10-23 20:05:33,766 - mmaction - INFO - Epoch [45][120/603] lr: 1.000e-03, eta: 11:22:10, time: 1.068, data_time: 0.003, memory: 5811, loss_cls: 8.0060, loss: 8.0060, grad_norm: 8.4630 2020-10-23 20:05:55,251 - mmaction - INFO - Epoch [45][140/603] lr: 1.000e-03, eta: 11:21:42, time: 1.078, data_time: 0.010, memory: 5811, loss_cls: 7.9909, loss: 7.9909, grad_norm: 8.3353 2020-10-23 20:06:16,434 - mmaction - INFO - Epoch [45][160/603] lr: 1.000e-03, eta: 11:21:14, time: 1.061, data_time: 0.007, memory: 5811, loss_cls: 8.2563, loss: 8.2563, grad_norm: 8.8147 2020-10-23 20:06:37,877 - mmaction - INFO - Epoch [45][180/603] lr: 1.000e-03, eta: 11:20:46, time: 1.064, data_time: 0.006, memory: 5811, loss_cls: 8.2094, loss: 8.2094, grad_norm: 8.4591 2020-10-23 20:06:58,771 - mmaction - INFO - Epoch [45][200/603] lr: 1.000e-03, eta: 11:20:17, time: 1.057, data_time: 0.013, memory: 5811, loss_cls: 8.2104, loss: 8.2104, grad_norm: 8.4016 2020-10-23 20:07:20,187 - mmaction - INFO - Epoch [45][220/603] lr: 1.000e-03, eta: 11:19:49, time: 1.068, data_time: 0.002, memory: 5811, loss_cls: 8.0491, loss: 8.0491, grad_norm: 8.4314 2020-10-23 20:07:41,599 - mmaction - INFO - Epoch [45][240/603] lr: 1.000e-03, eta: 11:19:22, time: 1.073, data_time: 0.006, memory: 5811, loss_cls: 7.9139, loss: 7.9139, grad_norm: 8.5690 2020-10-23 20:08:03,121 - mmaction - INFO - Epoch [45][260/603] lr: 1.000e-03, eta: 11:18:54, time: 1.074, data_time: 0.001, memory: 5811, loss_cls: 7.8471, loss: 7.8471, grad_norm: 8.3697 2020-10-23 20:08:24,665 - mmaction - INFO - Epoch [45][280/603] lr: 1.000e-03, eta: 11:18:26, time: 1.067, data_time: 0.004, memory: 5811, loss_cls: 8.1098, loss: 8.1098, grad_norm: 8.6565 2020-10-23 20:08:46,106 - mmaction - INFO - Epoch [45][300/603] lr: 1.000e-03, eta: 11:17:58, time: 1.078, data_time: 0.016, memory: 5811, loss_cls: 8.3655, loss: 8.3655, grad_norm: 8.5957 2020-10-23 20:09:07,384 - mmaction - INFO - Epoch [45][320/603] lr: 1.000e-03, eta: 11:17:30, time: 1.065, data_time: 0.009, memory: 5811, loss_cls: 8.0472, loss: 8.0472, grad_norm: 8.2618 2020-10-23 20:09:28,402 - mmaction - INFO - Epoch [45][340/603] lr: 1.000e-03, eta: 11:17:01, time: 1.048, data_time: 0.006, memory: 5811, loss_cls: 8.1805, loss: 8.1805, grad_norm: 8.6112 2020-10-23 20:09:49,932 - mmaction - INFO - Epoch [45][360/603] lr: 1.000e-03, eta: 11:16:34, time: 1.083, data_time: 0.011, memory: 5811, loss_cls: 7.9705, loss: 7.9705, grad_norm: 8.4953 2020-10-23 20:10:11,551 - mmaction - INFO - Epoch [45][380/603] lr: 1.000e-03, eta: 11:16:06, time: 1.074, data_time: 0.003, memory: 5811, loss_cls: 7.9607, loss: 7.9607, grad_norm: 8.6148 2020-10-23 20:10:32,575 - mmaction - INFO - Epoch [45][400/603] lr: 1.000e-03, eta: 11:15:38, time: 1.049, data_time: 0.009, memory: 5811, loss_cls: 8.1669, loss: 8.1669, grad_norm: 8.6282 2020-10-23 20:10:54,547 - mmaction - INFO - Epoch [45][420/603] lr: 1.000e-03, eta: 11:15:11, time: 1.108, data_time: 0.012, memory: 5811, loss_cls: 7.9666, loss: 7.9666, grad_norm: 8.3850 2020-10-23 20:11:16,275 - mmaction - INFO - Epoch [45][440/603] lr: 1.000e-03, eta: 11:14:43, time: 1.076, data_time: 0.003, memory: 5811, loss_cls: 8.1456, loss: 8.1456, grad_norm: 8.8013 2020-10-23 20:11:37,564 - mmaction - INFO - Epoch [45][460/603] lr: 1.000e-03, eta: 11:14:15, time: 1.072, data_time: 0.012, memory: 5811, loss_cls: 7.9907, loss: 7.9907, grad_norm: 8.5940 2020-10-23 20:11:58,909 - mmaction - INFO - Epoch [45][480/603] lr: 1.000e-03, eta: 11:13:47, time: 1.067, data_time: 0.007, memory: 5811, loss_cls: 8.1438, loss: 8.1438, grad_norm: 8.7013 2020-10-23 20:12:20,915 - mmaction - INFO - Epoch [45][500/603] lr: 1.000e-03, eta: 11:13:20, time: 1.103, data_time: 0.006, memory: 5811, loss_cls: 8.0849, loss: 8.0849, grad_norm: 8.6296 2020-10-23 20:12:42,179 - mmaction - INFO - Epoch [45][520/603] lr: 1.000e-03, eta: 11:12:52, time: 1.052, data_time: 0.002, memory: 5811, loss_cls: 8.0033, loss: 8.0033, grad_norm: 8.4961 2020-10-23 20:13:04,439 - mmaction - INFO - Epoch [45][540/603] lr: 1.000e-03, eta: 11:12:25, time: 1.122, data_time: 0.013, memory: 5811, loss_cls: 8.1659, loss: 8.1659, grad_norm: 8.7075 2020-10-23 20:13:26,037 - mmaction - INFO - Epoch [45][560/603] lr: 1.000e-03, eta: 11:11:58, time: 1.080, data_time: 0.004, memory: 5811, loss_cls: 8.1011, loss: 8.1011, grad_norm: 8.5867 2020-10-23 20:13:47,057 - mmaction - INFO - Epoch [45][580/603] lr: 1.000e-03, eta: 11:11:29, time: 1.045, data_time: 0.005, memory: 5811, loss_cls: 8.1224, loss: 8.1224, grad_norm: 8.6792 2020-10-23 20:14:08,625 - mmaction - INFO - Epoch [45][600/603] lr: 1.000e-03, eta: 11:11:02, time: 1.085, data_time: 0.009, memory: 5811, loss_cls: 8.0714, loss: 8.0714, grad_norm: 8.6703 2020-10-23 20:14:10,809 - mmaction - INFO - Saving checkpoint at 45 epochs 2020-10-23 20:15:03,368 - mmaction - INFO - Evaluating mean_average_precision... 2020-10-23 20:15:03,594 - mmaction - INFO - mean_average_precision 0.6351 2020-10-23 20:15:03,597 - mmaction - INFO - Epoch(val) [45][603] mean_average_precision: 0.6351 2020-10-23 20:15:32,599 - mmaction - INFO - Epoch [46][20/603] lr: 1.000e-03, eta: 11:10:35, time: 1.447, data_time: 0.672, memory: 5811, loss_cls: 8.0439, loss: 8.0439, grad_norm: 8.5390 2020-10-23 20:15:55,778 - mmaction - INFO - Epoch [46][40/603] lr: 1.000e-03, eta: 11:10:10, time: 1.157, data_time: 0.061, memory: 5811, loss_cls: 8.0890, loss: 8.0890, grad_norm: 8.7027 2020-10-23 20:16:18,606 - mmaction - INFO - Epoch [46][60/603] lr: 1.000e-03, eta: 11:09:44, time: 1.142, data_time: 0.059, memory: 5811, loss_cls: 8.0181, loss: 8.0181, grad_norm: 8.4908 2020-10-23 20:16:40,543 - mmaction - INFO - Epoch [46][80/603] lr: 1.000e-03, eta: 11:09:17, time: 1.098, data_time: 0.005, memory: 5811, loss_cls: 7.9443, loss: 7.9443, grad_norm: 8.4785 2020-10-23 20:17:02,090 - mmaction - INFO - Epoch [46][100/603] lr: 1.000e-03, eta: 11:08:49, time: 1.078, data_time: 0.001, memory: 5811, loss_cls: 8.0609, loss: 8.0609, grad_norm: 8.5214 2020-10-23 20:17:23,766 - mmaction - INFO - Epoch [46][120/603] lr: 1.000e-03, eta: 11:08:21, time: 1.078, data_time: 0.001, memory: 5811, loss_cls: 7.9569, loss: 7.9569, grad_norm: 8.5775 2020-10-23 20:17:45,890 - mmaction - INFO - Epoch [46][140/603] lr: 1.000e-03, eta: 11:07:54, time: 1.100, data_time: 0.006, memory: 5811, loss_cls: 7.8927, loss: 7.8927, grad_norm: 8.6243 2020-10-23 20:18:05,737 - mmaction - INFO - Epoch [46][160/603] lr: 1.000e-03, eta: 11:07:25, time: 1.004, data_time: 0.012, memory: 5811, loss_cls: 7.9201, loss: 7.9201, grad_norm: 8.5135 2020-10-23 20:18:27,246 - mmaction - INFO - Epoch [46][180/603] lr: 1.000e-03, eta: 11:06:57, time: 1.075, data_time: 0.002, memory: 5811, loss_cls: 7.8210, loss: 7.8210, grad_norm: 8.4495 2020-10-23 20:18:48,675 - mmaction - INFO - Epoch [46][200/603] lr: 1.000e-03, eta: 11:06:30, time: 1.068, data_time: 0.001, memory: 5811, loss_cls: 8.0157, loss: 8.0157, grad_norm: 8.6071 2020-10-23 20:19:11,039 - mmaction - INFO - Epoch [46][220/603] lr: 1.000e-03, eta: 11:06:03, time: 1.121, data_time: 0.004, memory: 5811, loss_cls: 8.0720, loss: 8.0720, grad_norm: 8.6045 2020-10-23 20:19:33,064 - mmaction - INFO - Epoch [46][240/603] lr: 1.000e-03, eta: 11:05:36, time: 1.101, data_time: 0.001, memory: 5811, loss_cls: 7.8535, loss: 7.8535, grad_norm: 8.4963 2020-10-23 20:19:54,692 - mmaction - INFO - Epoch [46][260/603] lr: 1.000e-03, eta: 11:05:09, time: 1.081, data_time: 0.002, memory: 5811, loss_cls: 8.1811, loss: 8.1811, grad_norm: 8.7931 2020-10-23 20:20:15,860 - mmaction - INFO - Epoch [46][280/603] lr: 1.000e-03, eta: 11:04:41, time: 1.049, data_time: 0.001, memory: 5811, loss_cls: 8.0557, loss: 8.0557, grad_norm: 8.6015 2020-10-23 20:20:37,563 - mmaction - INFO - Epoch [46][300/603] lr: 1.000e-03, eta: 11:04:13, time: 1.090, data_time: 0.010, memory: 5811, loss_cls: 8.0670, loss: 8.0670, grad_norm: 8.5958 2020-10-23 20:20:58,471 - mmaction - INFO - Epoch [46][320/603] lr: 1.000e-03, eta: 11:03:45, time: 1.046, data_time: 0.006, memory: 5811, loss_cls: 8.0790, loss: 8.0790, grad_norm: 8.6331 2020-10-23 20:21:19,914 - mmaction - INFO - Epoch [46][340/603] lr: 1.000e-03, eta: 11:03:18, time: 1.076, data_time: 0.007, memory: 5811, loss_cls: 7.9653, loss: 7.9653, grad_norm: 8.5383 2020-10-23 20:21:41,184 - mmaction - INFO - Epoch [46][360/603] lr: 1.000e-03, eta: 11:02:49, time: 1.048, data_time: 0.003, memory: 5811, loss_cls: 8.0623, loss: 8.0623, grad_norm: 8.8037 2020-10-23 20:22:03,066 - mmaction - INFO - Epoch [46][380/603] lr: 1.000e-03, eta: 11:02:23, time: 1.106, data_time: 0.017, memory: 5811, loss_cls: 8.1279, loss: 8.1279, grad_norm: 8.8630 2020-10-23 20:22:23,993 - mmaction - INFO - Epoch [46][400/603] lr: 1.000e-03, eta: 11:01:54, time: 1.045, data_time: 0.007, memory: 5811, loss_cls: 7.9743, loss: 7.9743, grad_norm: 8.6240 2020-10-23 20:22:45,966 - mmaction - INFO - Epoch [46][420/603] lr: 1.000e-03, eta: 11:01:28, time: 1.104, data_time: 0.008, memory: 5811, loss_cls: 8.1407, loss: 8.1407, grad_norm: 8.8981 2020-10-23 20:23:06,790 - mmaction - INFO - Epoch [46][440/603] lr: 1.000e-03, eta: 11:00:59, time: 1.036, data_time: 0.003, memory: 5811, loss_cls: 8.2401, loss: 8.2401, grad_norm: 8.8369 2020-10-23 20:23:28,345 - mmaction - INFO - Epoch [46][460/603] lr: 1.000e-03, eta: 11:00:32, time: 1.081, data_time: 0.007, memory: 5811, loss_cls: 7.9926, loss: 7.9926, grad_norm: 8.4017 2020-10-23 20:23:50,272 - mmaction - INFO - Epoch [46][480/603] lr: 1.000e-03, eta: 11:00:05, time: 1.099, data_time: 0.005, memory: 5811, loss_cls: 8.3680, loss: 8.3680, grad_norm: 8.8884 2020-10-23 20:24:11,973 - mmaction - INFO - Epoch [46][500/603] lr: 1.000e-03, eta: 10:59:38, time: 1.075, data_time: 0.001, memory: 5811, loss_cls: 8.0502, loss: 8.0502, grad_norm: 8.5587 2020-10-23 20:24:33,116 - mmaction - INFO - Epoch [46][520/603] lr: 1.000e-03, eta: 10:59:10, time: 1.058, data_time: 0.012, memory: 5811, loss_cls: 7.9982, loss: 7.9982, grad_norm: 8.7259 2020-10-23 20:24:54,814 - mmaction - INFO - Epoch [46][540/603] lr: 1.000e-03, eta: 10:58:43, time: 1.091, data_time: 0.010, memory: 5811, loss_cls: 8.1389, loss: 8.1389, grad_norm: 8.7618 2020-10-23 20:25:15,300 - mmaction - INFO - Epoch [46][560/603] lr: 1.000e-03, eta: 10:58:14, time: 1.028, data_time: 0.004, memory: 5811, loss_cls: 7.8944, loss: 7.8944, grad_norm: 8.6784 2020-10-23 20:25:36,723 - mmaction - INFO - Epoch [46][580/603] lr: 1.000e-03, eta: 10:57:46, time: 1.070, data_time: 0.002, memory: 5811, loss_cls: 8.0670, loss: 8.0670, grad_norm: 8.7760 2020-10-23 20:25:57,859 - mmaction - INFO - Epoch [46][600/603] lr: 1.000e-03, eta: 10:57:19, time: 1.058, data_time: 0.007, memory: 5811, loss_cls: 7.9725, loss: 7.9725, grad_norm: 8.8084 2020-10-23 20:26:35,586 - mmaction - INFO - Epoch [47][20/603] lr: 1.000e-03, eta: 10:56:59, time: 1.728, data_time: 1.225, memory: 5811, loss_cls: 8.1226, loss: 8.1226, grad_norm: 8.8440 2020-10-23 20:26:59,416 - mmaction - INFO - Epoch [47][40/603] lr: 1.000e-03, eta: 10:56:34, time: 1.192, data_time: 0.624, memory: 5811, loss_cls: 8.0236, loss: 8.0236, grad_norm: 8.7107 2020-10-23 20:27:20,638 - mmaction - INFO - Epoch [47][60/603] lr: 1.000e-03, eta: 10:56:06, time: 1.061, data_time: 0.441, memory: 5811, loss_cls: 7.9405, loss: 7.9405, grad_norm: 8.7856 2020-10-23 20:27:42,454 - mmaction - INFO - Epoch [47][80/603] lr: 1.000e-03, eta: 10:55:39, time: 1.082, data_time: 0.481, memory: 5811, loss_cls: 8.0901, loss: 8.0901, grad_norm: 9.0245 2020-10-23 20:28:04,098 - mmaction - INFO - Epoch [47][100/603] lr: 1.000e-03, eta: 10:55:12, time: 1.089, data_time: 0.497, memory: 5811, loss_cls: 7.7851, loss: 7.7851, grad_norm: 8.5966 2020-10-23 20:28:25,572 - mmaction - INFO - Epoch [47][120/603] lr: 1.000e-03, eta: 10:54:44, time: 1.072, data_time: 0.532, memory: 5811, loss_cls: 7.8611, loss: 7.8611, grad_norm: 8.6803 2020-10-23 20:28:47,133 - mmaction - INFO - Epoch [47][140/603] lr: 1.000e-03, eta: 10:54:17, time: 1.081, data_time: 0.506, memory: 5811, loss_cls: 8.2289, loss: 8.2289, grad_norm: 8.9657 2020-10-23 20:29:08,722 - mmaction - INFO - Epoch [47][160/603] lr: 1.000e-03, eta: 10:53:50, time: 1.080, data_time: 0.493, memory: 5811, loss_cls: 8.1610, loss: 8.1610, grad_norm: 8.5472 2020-10-23 20:29:29,574 - mmaction - INFO - Epoch [47][180/603] lr: 1.000e-03, eta: 10:53:22, time: 1.039, data_time: 0.473, memory: 5811, loss_cls: 7.8150, loss: 7.8150, grad_norm: 8.4268 2020-10-23 20:29:51,985 - mmaction - INFO - Epoch [47][200/603] lr: 1.000e-03, eta: 10:52:55, time: 1.115, data_time: 0.546, memory: 5811, loss_cls: 8.0128, loss: 8.0128, grad_norm: 8.7504 2020-10-23 20:30:12,834 - mmaction - INFO - Epoch [47][220/603] lr: 1.000e-03, eta: 10:52:27, time: 1.046, data_time: 0.448, memory: 5811, loss_cls: 7.9536, loss: 7.9536, grad_norm: 8.8396 2020-10-23 20:30:33,904 - mmaction - INFO - Epoch [47][240/603] lr: 1.000e-03, eta: 10:52:00, time: 1.059, data_time: 0.450, memory: 5811, loss_cls: 7.8496, loss: 7.8496, grad_norm: 8.5941 2020-10-23 20:30:55,349 - mmaction - INFO - Epoch [47][260/603] lr: 1.000e-03, eta: 10:51:32, time: 1.069, data_time: 0.453, memory: 5811, loss_cls: 7.9639, loss: 7.9639, grad_norm: 8.9706 2020-10-23 20:31:16,420 - mmaction - INFO - Epoch [47][280/603] lr: 1.000e-03, eta: 10:51:04, time: 1.057, data_time: 0.469, memory: 5811, loss_cls: 8.0817, loss: 8.0817, grad_norm: 8.8489 2020-10-23 20:31:38,094 - mmaction - INFO - Epoch [47][300/603] lr: 1.000e-03, eta: 10:50:37, time: 1.079, data_time: 0.470, memory: 5811, loss_cls: 7.9820, loss: 7.9820, grad_norm: 8.6923 2020-10-23 20:31:59,773 - mmaction - INFO - Epoch [47][320/603] lr: 1.000e-03, eta: 10:50:10, time: 1.087, data_time: 0.471, memory: 5811, loss_cls: 8.0741, loss: 8.0741, grad_norm: 8.8885 2020-10-23 20:32:21,190 - mmaction - INFO - Epoch [47][340/603] lr: 1.000e-03, eta: 10:49:43, time: 1.072, data_time: 0.469, memory: 5811, loss_cls: 8.0471, loss: 8.0471, grad_norm: 8.8260 2020-10-23 20:32:42,785 - mmaction - INFO - Epoch [47][360/603] lr: 1.000e-03, eta: 10:49:15, time: 1.072, data_time: 0.479, memory: 5811, loss_cls: 8.3302, loss: 8.3302, grad_norm: 8.7945 2020-10-23 20:33:03,966 - mmaction - INFO - Epoch [47][380/603] lr: 1.000e-03, eta: 10:48:48, time: 1.067, data_time: 0.456, memory: 5811, loss_cls: 7.9241, loss: 7.9241, grad_norm: 8.6882 2020-10-23 20:33:24,792 - mmaction - INFO - Epoch [47][400/603] lr: 1.000e-03, eta: 10:48:20, time: 1.039, data_time: 0.471, memory: 5811, loss_cls: 8.0496, loss: 8.0496, grad_norm: 8.9343 2020-10-23 20:33:46,612 - mmaction - INFO - Epoch [47][420/603] lr: 1.000e-03, eta: 10:47:53, time: 1.095, data_time: 0.506, memory: 5811, loss_cls: 7.7236, loss: 7.7236, grad_norm: 8.5700 2020-10-23 20:34:08,059 - mmaction - INFO - Epoch [47][440/603] lr: 1.000e-03, eta: 10:47:26, time: 1.070, data_time: 0.464, memory: 5811, loss_cls: 8.0024, loss: 8.0024, grad_norm: 8.7603 2020-10-23 20:34:29,048 - mmaction - INFO - Epoch [47][460/603] lr: 1.000e-03, eta: 10:46:58, time: 1.052, data_time: 0.463, memory: 5811, loss_cls: 7.9865, loss: 7.9865, grad_norm: 8.7683 2020-10-23 20:34:50,301 - mmaction - INFO - Epoch [47][480/603] lr: 1.000e-03, eta: 10:46:30, time: 1.061, data_time: 0.494, memory: 5811, loss_cls: 8.1544, loss: 8.1544, grad_norm: 8.7418 2020-10-23 20:35:11,793 - mmaction - INFO - Epoch [47][500/603] lr: 1.000e-03, eta: 10:46:03, time: 1.073, data_time: 0.458, memory: 5811, loss_cls: 8.1970, loss: 8.1970, grad_norm: 8.7875 2020-10-23 20:35:33,858 - mmaction - INFO - Epoch [47][520/603] lr: 1.000e-03, eta: 10:45:36, time: 1.101, data_time: 0.522, memory: 5811, loss_cls: 7.7668, loss: 7.7668, grad_norm: 8.6085 2020-10-23 20:35:55,053 - mmaction - INFO - Epoch [47][540/603] lr: 1.000e-03, eta: 10:45:09, time: 1.066, data_time: 0.485, memory: 5811, loss_cls: 8.1482, loss: 8.1482, grad_norm: 8.9186 2020-10-23 20:36:16,406 - mmaction - INFO - Epoch [47][560/603] lr: 1.000e-03, eta: 10:44:42, time: 1.062, data_time: 0.465, memory: 5811, loss_cls: 8.0827, loss: 8.0827, grad_norm: 9.0130 2020-10-23 20:36:37,463 - mmaction - INFO - Epoch [47][580/603] lr: 1.000e-03, eta: 10:44:14, time: 1.057, data_time: 0.463, memory: 5811, loss_cls: 8.2473, loss: 8.2473, grad_norm: 8.9021 2020-10-23 20:36:58,859 - mmaction - INFO - Epoch [47][600/603] lr: 1.000e-03, eta: 10:43:47, time: 1.071, data_time: 0.458, memory: 5811, loss_cls: 8.0840, loss: 8.0840, grad_norm: 8.8005 2020-10-23 20:37:32,820 - mmaction - INFO - Epoch [48][20/603] lr: 1.000e-03, eta: 10:43:23, time: 1.586, data_time: 0.629, memory: 5811, loss_cls: 7.9931, loss: 7.9931, grad_norm: 8.7391 2020-10-23 20:37:55,803 - mmaction - INFO - Epoch [48][40/603] lr: 1.000e-03, eta: 10:42:58, time: 1.147, data_time: 0.002, memory: 5811, loss_cls: 7.8602, loss: 7.8602, grad_norm: 8.7838 2020-10-23 20:38:18,795 - mmaction - INFO - Epoch [48][60/603] lr: 1.000e-03, eta: 10:42:32, time: 1.151, data_time: 0.019, memory: 5811, loss_cls: 8.1803, loss: 8.1803, grad_norm: 8.9070 2020-10-23 20:38:41,685 - mmaction - INFO - Epoch [48][80/603] lr: 1.000e-03, eta: 10:42:07, time: 1.142, data_time: 0.012, memory: 5811, loss_cls: 8.0889, loss: 8.0889, grad_norm: 8.7480 2020-10-23 20:39:04,993 - mmaction - INFO - Epoch [48][100/603] lr: 1.000e-03, eta: 10:41:41, time: 1.162, data_time: 0.005, memory: 5811, loss_cls: 7.8764, loss: 7.8764, grad_norm: 8.6215 2020-10-23 20:39:27,706 - mmaction - INFO - Epoch [48][120/603] lr: 1.000e-03, eta: 10:41:16, time: 1.142, data_time: 0.009, memory: 5811, loss_cls: 7.9872, loss: 7.9872, grad_norm: 8.6395 2020-10-23 20:39:49,928 - mmaction - INFO - Epoch [48][140/603] lr: 1.000e-03, eta: 10:40:49, time: 1.111, data_time: 0.002, memory: 5811, loss_cls: 7.9767, loss: 7.9767, grad_norm: 8.8492 2020-10-23 20:40:12,055 - mmaction - INFO - Epoch [48][160/603] lr: 1.000e-03, eta: 10:40:23, time: 1.107, data_time: 0.003, memory: 5811, loss_cls: 8.0754, loss: 8.0754, grad_norm: 8.8522 2020-10-23 20:40:33,600 - mmaction - INFO - Epoch [48][180/603] lr: 1.000e-03, eta: 10:39:56, time: 1.074, data_time: 0.001, memory: 5811, loss_cls: 8.0806, loss: 8.0806, grad_norm: 8.7472 2020-10-23 20:40:55,489 - mmaction - INFO - Epoch [48][200/603] lr: 1.000e-03, eta: 10:39:29, time: 1.095, data_time: 0.005, memory: 5811, loss_cls: 7.9464, loss: 7.9464, grad_norm: 8.6271 2020-10-23 20:41:17,403 - mmaction - INFO - Epoch [48][220/603] lr: 1.000e-03, eta: 10:39:02, time: 1.096, data_time: 0.007, memory: 5811, loss_cls: 7.9088, loss: 7.9088, grad_norm: 8.9141 2020-10-23 20:41:39,118 - mmaction - INFO - Epoch [48][240/603] lr: 1.000e-03, eta: 10:38:36, time: 1.088, data_time: 0.004, memory: 5811, loss_cls: 7.9018, loss: 7.9018, grad_norm: 8.8451 2020-10-23 20:42:00,953 - mmaction - INFO - Epoch [48][260/603] lr: 1.000e-03, eta: 10:38:09, time: 1.089, data_time: 0.002, memory: 5811, loss_cls: 8.0470, loss: 8.0470, grad_norm: 8.8463 2020-10-23 20:42:22,513 - mmaction - INFO - Epoch [48][280/603] lr: 1.000e-03, eta: 10:37:42, time: 1.076, data_time: 0.008, memory: 5811, loss_cls: 7.9159, loss: 7.9159, grad_norm: 9.0428 2020-10-23 20:42:44,195 - mmaction - INFO - Epoch [48][300/603] lr: 1.000e-03, eta: 10:37:15, time: 1.087, data_time: 0.006, memory: 5811, loss_cls: 8.1122, loss: 8.1122, grad_norm: 9.0357 2020-10-23 20:43:05,725 - mmaction - INFO - Epoch [48][320/603] lr: 1.000e-03, eta: 10:36:48, time: 1.074, data_time: 0.006, memory: 5811, loss_cls: 7.9629, loss: 7.9629, grad_norm: 8.9028 2020-10-23 20:43:27,096 - mmaction - INFO - Epoch [48][340/603] lr: 1.000e-03, eta: 10:36:21, time: 1.070, data_time: 0.010, memory: 5811, loss_cls: 7.8344, loss: 7.8344, grad_norm: 9.0099 2020-10-23 20:43:47,857 - mmaction - INFO - Epoch [48][360/603] lr: 1.000e-03, eta: 10:35:53, time: 1.038, data_time: 0.007, memory: 5811, loss_cls: 7.8182, loss: 7.8182, grad_norm: 8.9219 2020-10-23 20:44:09,771 - mmaction - INFO - Epoch [48][380/603] lr: 1.000e-03, eta: 10:35:26, time: 1.099, data_time: 0.006, memory: 5811, loss_cls: 8.1024, loss: 8.1024, grad_norm: 9.0143 2020-10-23 20:44:31,536 - mmaction - INFO - Epoch [48][400/603] lr: 1.000e-03, eta: 10:34:59, time: 1.077, data_time: 0.002, memory: 5811, loss_cls: 8.1236, loss: 8.1236, grad_norm: 8.8115 2020-10-23 20:44:53,080 - mmaction - INFO - Epoch [48][420/603] lr: 1.000e-03, eta: 10:34:32, time: 1.089, data_time: 0.014, memory: 5811, loss_cls: 7.9224, loss: 7.9224, grad_norm: 8.6598 2020-10-23 20:45:14,095 - mmaction - INFO - Epoch [48][440/603] lr: 1.000e-03, eta: 10:34:05, time: 1.041, data_time: 0.005, memory: 5811, loss_cls: 7.9814, loss: 7.9814, grad_norm: 9.0011 2020-10-23 20:45:36,039 - mmaction - INFO - Epoch [48][460/603] lr: 1.000e-03, eta: 10:33:38, time: 1.100, data_time: 0.017, memory: 5811, loss_cls: 7.9369, loss: 7.9369, grad_norm: 8.6786 2020-10-23 20:45:57,413 - mmaction - INFO - Epoch [48][480/603] lr: 1.000e-03, eta: 10:33:11, time: 1.073, data_time: 0.009, memory: 5811, loss_cls: 7.8612, loss: 7.8612, grad_norm: 8.8722 2020-10-23 20:46:18,786 - mmaction - INFO - Epoch [48][500/603] lr: 1.000e-03, eta: 10:32:44, time: 1.065, data_time: 0.004, memory: 5811, loss_cls: 8.0003, loss: 8.0003, grad_norm: 9.0756 2020-10-23 20:46:40,106 - mmaction - INFO - Epoch [48][520/603] lr: 1.000e-03, eta: 10:32:17, time: 1.061, data_time: 0.007, memory: 5811, loss_cls: 8.0000, loss: 8.0000, grad_norm: 8.7684 2020-10-23 20:47:01,540 - mmaction - INFO - Epoch [48][540/603] lr: 1.000e-03, eta: 10:31:50, time: 1.082, data_time: 0.012, memory: 5811, loss_cls: 7.9124, loss: 7.9124, grad_norm: 8.7060 2020-10-23 20:47:23,059 - mmaction - INFO - Epoch [48][560/603] lr: 1.000e-03, eta: 10:31:23, time: 1.076, data_time: 0.003, memory: 5811, loss_cls: 8.0249, loss: 8.0249, grad_norm: 8.9996 2020-10-23 20:47:43,887 - mmaction - INFO - Epoch [48][580/603] lr: 1.000e-03, eta: 10:30:55, time: 1.041, data_time: 0.003, memory: 5811, loss_cls: 7.9404, loss: 7.9404, grad_norm: 8.9590 2020-10-23 20:48:06,162 - mmaction - INFO - Epoch [48][600/603] lr: 1.000e-03, eta: 10:30:29, time: 1.115, data_time: 0.002, memory: 5811, loss_cls: 8.1076, loss: 8.1076, grad_norm: 8.9091 2020-10-23 20:48:40,848 - mmaction - INFO - Epoch [49][20/603] lr: 1.000e-03, eta: 10:30:06, time: 1.608, data_time: 1.058, memory: 5811, loss_cls: 7.9517, loss: 7.9517, grad_norm: 8.9425 2020-10-23 20:49:04,321 - mmaction - INFO - Epoch [49][40/603] lr: 1.000e-03, eta: 10:29:41, time: 1.174, data_time: 0.567, memory: 5811, loss_cls: 8.0685, loss: 8.0685, grad_norm: 8.8939 2020-10-23 20:49:27,131 - mmaction - INFO - Epoch [49][60/603] lr: 1.000e-03, eta: 10:29:15, time: 1.136, data_time: 0.534, memory: 5811, loss_cls: 8.1132, loss: 8.1132, grad_norm: 8.8724 2020-10-23 20:49:49,122 - mmaction - INFO - Epoch [49][80/603] lr: 1.000e-03, eta: 10:28:49, time: 1.104, data_time: 0.350, memory: 5811, loss_cls: 7.8465, loss: 7.8465, grad_norm: 8.8641 2020-10-23 20:50:11,522 - mmaction - INFO - Epoch [49][100/603] lr: 1.000e-03, eta: 10:28:23, time: 1.115, data_time: 0.368, memory: 5811, loss_cls: 8.0807, loss: 8.0807, grad_norm: 9.1266 2020-10-23 20:50:33,917 - mmaction - INFO - Epoch [49][120/603] lr: 1.000e-03, eta: 10:27:57, time: 1.125, data_time: 0.185, memory: 5811, loss_cls: 7.9875, loss: 7.9875, grad_norm: 8.8974 2020-10-23 20:50:55,705 - mmaction - INFO - Epoch [49][140/603] lr: 1.000e-03, eta: 10:27:31, time: 1.090, data_time: 0.003, memory: 5811, loss_cls: 7.6942, loss: 7.6942, grad_norm: 8.9296 2020-10-23 20:51:17,928 - mmaction - INFO - Epoch [49][160/603] lr: 1.000e-03, eta: 10:27:04, time: 1.109, data_time: 0.050, memory: 5811, loss_cls: 8.0460, loss: 8.0460, grad_norm: 9.0662 2020-10-23 20:51:40,429 - mmaction - INFO - Epoch [49][180/603] lr: 1.000e-03, eta: 10:26:38, time: 1.122, data_time: 0.011, memory: 5811, loss_cls: 7.9775, loss: 7.9775, grad_norm: 8.9947 2020-10-23 20:52:02,590 - mmaction - INFO - Epoch [49][200/603] lr: 1.000e-03, eta: 10:26:12, time: 1.105, data_time: 0.013, memory: 5811, loss_cls: 8.0325, loss: 8.0325, grad_norm: 9.0896 2020-10-23 20:52:24,720 - mmaction - INFO - Epoch [49][220/603] lr: 1.000e-03, eta: 10:25:46, time: 1.110, data_time: 0.009, memory: 5811, loss_cls: 7.8377, loss: 7.8377, grad_norm: 8.9557 2020-10-23 20:52:47,292 - mmaction - INFO - Epoch [49][240/603] lr: 1.000e-03, eta: 10:25:20, time: 1.132, data_time: 0.005, memory: 5811, loss_cls: 8.1170, loss: 8.1170, grad_norm: 9.0399 2020-10-23 20:53:09,447 - mmaction - INFO - Epoch [49][260/603] lr: 1.000e-03, eta: 10:24:54, time: 1.101, data_time: 0.005, memory: 5811, loss_cls: 7.6900, loss: 7.6900, grad_norm: 8.9394 2020-10-23 20:53:31,027 - mmaction - INFO - Epoch [49][280/603] lr: 1.000e-03, eta: 10:24:27, time: 1.082, data_time: 0.012, memory: 5811, loss_cls: 7.8018, loss: 7.8018, grad_norm: 9.0041 2020-10-23 20:53:52,739 - mmaction - INFO - Epoch [49][300/603] lr: 1.000e-03, eta: 10:24:01, time: 1.092, data_time: 0.009, memory: 5811, loss_cls: 8.0682, loss: 8.0682, grad_norm: 9.2754 2020-10-23 20:54:13,740 - mmaction - INFO - Epoch [49][320/603] lr: 1.000e-03, eta: 10:23:33, time: 1.043, data_time: 0.001, memory: 5811, loss_cls: 8.0029, loss: 8.0029, grad_norm: 8.9463 2020-10-23 20:54:35,388 - mmaction - INFO - Epoch [49][340/603] lr: 1.000e-03, eta: 10:23:06, time: 1.086, data_time: 0.012, memory: 5811, loss_cls: 7.7443, loss: 7.7443, grad_norm: 8.7816 2020-10-23 20:54:56,783 - mmaction - INFO - Epoch [49][360/603] lr: 1.000e-03, eta: 10:22:39, time: 1.072, data_time: 0.007, memory: 5811, loss_cls: 7.8736, loss: 7.8736, grad_norm: 9.2557 2020-10-23 20:55:18,104 - mmaction - INFO - Epoch [49][380/603] lr: 1.000e-03, eta: 10:22:12, time: 1.066, data_time: 0.003, memory: 5811, loss_cls: 8.0130, loss: 8.0130, grad_norm: 8.9341 2020-10-23 20:55:39,835 - mmaction - INFO - Epoch [49][400/603] lr: 1.000e-03, eta: 10:21:46, time: 1.089, data_time: 0.005, memory: 5811, loss_cls: 7.7325, loss: 7.7325, grad_norm: 9.0741 2020-10-23 20:56:00,932 - mmaction - INFO - Epoch [49][420/603] lr: 1.000e-03, eta: 10:21:19, time: 1.055, data_time: 0.002, memory: 5811, loss_cls: 7.9673, loss: 7.9673, grad_norm: 8.9902 2020-10-23 20:56:22,770 - mmaction - INFO - Epoch [49][440/603] lr: 1.000e-03, eta: 10:20:52, time: 1.088, data_time: 0.005, memory: 5811, loss_cls: 8.0340, loss: 8.0340, grad_norm: 9.0280 2020-10-23 20:56:43,988 - mmaction - INFO - Epoch [49][460/603] lr: 1.000e-03, eta: 10:20:25, time: 1.054, data_time: 0.006, memory: 5811, loss_cls: 7.8342, loss: 7.8342, grad_norm: 8.8446 2020-10-23 20:57:05,876 - mmaction - INFO - Epoch [49][480/603] lr: 1.000e-03, eta: 10:19:58, time: 1.101, data_time: 0.012, memory: 5811, loss_cls: 7.7822, loss: 7.7822, grad_norm: 9.0234 2020-10-23 20:57:27,559 - mmaction - INFO - Epoch [49][500/603] lr: 1.000e-03, eta: 10:19:32, time: 1.088, data_time: 0.006, memory: 5811, loss_cls: 8.0133, loss: 8.0133, grad_norm: 9.0862 2020-10-23 20:57:48,679 - mmaction - INFO - Epoch [49][520/603] lr: 1.000e-03, eta: 10:19:05, time: 1.052, data_time: 0.002, memory: 5811, loss_cls: 8.0773, loss: 8.0773, grad_norm: 9.1062 2020-10-23 20:58:10,355 - mmaction - INFO - Epoch [49][540/603] lr: 1.000e-03, eta: 10:18:38, time: 1.087, data_time: 0.008, memory: 5811, loss_cls: 8.0986, loss: 8.0986, grad_norm: 9.0508 2020-10-23 20:58:31,759 - mmaction - INFO - Epoch [49][560/603] lr: 1.000e-03, eta: 10:18:11, time: 1.061, data_time: 0.002, memory: 5811, loss_cls: 8.1943, loss: 8.1943, grad_norm: 9.2245 2020-10-23 20:58:52,808 - mmaction - INFO - Epoch [49][580/603] lr: 1.000e-03, eta: 10:17:44, time: 1.060, data_time: 0.014, memory: 5811, loss_cls: 7.8881, loss: 7.8881, grad_norm: 8.9381 2020-10-23 20:59:13,960 - mmaction - INFO - Epoch [49][600/603] lr: 1.000e-03, eta: 10:17:17, time: 1.060, data_time: 0.006, memory: 5811, loss_cls: 7.7555, loss: 7.7555, grad_norm: 8.9467 2020-10-23 20:59:51,730 - mmaction - INFO - Epoch [50][20/603] lr: 1.000e-03, eta: 10:16:56, time: 1.715, data_time: 0.952, memory: 5811, loss_cls: 7.9787, loss: 7.9787, grad_norm: 9.1617 2020-10-23 21:00:15,396 - mmaction - INFO - Epoch [50][40/603] lr: 1.000e-03, eta: 10:16:31, time: 1.181, data_time: 0.004, memory: 5811, loss_cls: 8.0309, loss: 8.0309, grad_norm: 9.0653 2020-10-23 21:00:37,912 - mmaction - INFO - Epoch [50][60/603] lr: 1.000e-03, eta: 10:16:06, time: 1.128, data_time: 0.006, memory: 5811, loss_cls: 7.9849, loss: 7.9849, grad_norm: 9.1872 2020-10-23 21:01:00,003 - mmaction - INFO - Epoch [50][80/603] lr: 1.000e-03, eta: 10:15:40, time: 1.105, data_time: 0.002, memory: 5811, loss_cls: 7.8048, loss: 7.8048, grad_norm: 9.0286 2020-10-23 21:01:21,540 - mmaction - INFO - Epoch [50][100/603] lr: 1.000e-03, eta: 10:15:13, time: 1.076, data_time: 0.001, memory: 5811, loss_cls: 7.7943, loss: 7.7943, grad_norm: 8.9601 2020-10-23 21:01:42,974 - mmaction - INFO - Epoch [50][120/603] lr: 1.000e-03, eta: 10:14:46, time: 1.069, data_time: 0.003, memory: 5811, loss_cls: 8.1088, loss: 8.1088, grad_norm: 9.3174 2020-10-23 21:02:04,896 - mmaction - INFO - Epoch [50][140/603] lr: 1.000e-03, eta: 10:14:20, time: 1.099, data_time: 0.005, memory: 5811, loss_cls: 7.8424, loss: 7.8424, grad_norm: 9.0131 2020-10-23 21:02:26,266 - mmaction - INFO - Epoch [50][160/603] lr: 1.000e-03, eta: 10:13:53, time: 1.065, data_time: 0.002, memory: 5811, loss_cls: 7.6720, loss: 7.6720, grad_norm: 8.9639 2020-10-23 21:02:48,187 - mmaction - INFO - Epoch [50][180/603] lr: 1.000e-03, eta: 10:13:27, time: 1.099, data_time: 0.006, memory: 5811, loss_cls: 7.9109, loss: 7.9109, grad_norm: 9.0713 2020-10-23 21:03:10,381 - mmaction - INFO - Epoch [50][200/603] lr: 1.000e-03, eta: 10:13:00, time: 1.106, data_time: 0.005, memory: 5811, loss_cls: 7.9357, loss: 7.9357, grad_norm: 9.1724 2020-10-23 21:03:31,968 - mmaction - INFO - Epoch [50][220/603] lr: 1.000e-03, eta: 10:12:34, time: 1.081, data_time: 0.006, memory: 5811, loss_cls: 7.9489, loss: 7.9489, grad_norm: 9.0523 2020-10-23 21:03:52,545 - mmaction - INFO - Epoch [50][240/603] lr: 1.000e-03, eta: 10:12:06, time: 1.030, data_time: 0.005, memory: 5811, loss_cls: 7.8877, loss: 7.8877, grad_norm: 9.1322 2020-10-23 21:04:14,564 - mmaction - INFO - Epoch [50][260/603] lr: 1.000e-03, eta: 10:11:40, time: 1.090, data_time: 0.003, memory: 5811, loss_cls: 7.9198, loss: 7.9198, grad_norm: 9.1173 2020-10-23 21:04:35,951 - mmaction - INFO - Epoch [50][280/603] lr: 1.000e-03, eta: 10:11:13, time: 1.066, data_time: 0.013, memory: 5811, loss_cls: 8.1183, loss: 8.1183, grad_norm: 9.2042 2020-10-23 21:04:57,639 - mmaction - INFO - Epoch [50][300/603] lr: 1.000e-03, eta: 10:10:47, time: 1.097, data_time: 0.018, memory: 5811, loss_cls: 7.9038, loss: 7.9038, grad_norm: 9.0983 2020-10-23 21:05:18,628 - mmaction - INFO - Epoch [50][320/603] lr: 1.000e-03, eta: 10:10:20, time: 1.052, data_time: 0.005, memory: 5811, loss_cls: 7.9615, loss: 7.9615, grad_norm: 8.9780 2020-10-23 21:05:40,082 - mmaction - INFO - Epoch [50][340/603] lr: 1.000e-03, eta: 10:09:53, time: 1.070, data_time: 0.001, memory: 5811, loss_cls: 8.0057, loss: 8.0057, grad_norm: 9.1719 2020-10-23 21:06:02,059 - mmaction - INFO - Epoch [50][360/603] lr: 1.000e-03, eta: 10:09:27, time: 1.096, data_time: 0.006, memory: 5811, loss_cls: 8.0786, loss: 8.0786, grad_norm: 9.1415 2020-10-23 21:06:23,188 - mmaction - INFO - Epoch [50][380/603] lr: 1.000e-03, eta: 10:09:00, time: 1.061, data_time: 0.008, memory: 5811, loss_cls: 7.7604, loss: 7.7604, grad_norm: 8.8360 2020-10-23 21:06:44,523 - mmaction - INFO - Epoch [50][400/603] lr: 1.000e-03, eta: 10:08:33, time: 1.065, data_time: 0.003, memory: 5811, loss_cls: 8.0566, loss: 8.0566, grad_norm: 9.1709 2020-10-23 21:07:06,314 - mmaction - INFO - Epoch [50][420/603] lr: 1.000e-03, eta: 10:08:06, time: 1.086, data_time: 0.004, memory: 5811, loss_cls: 8.0263, loss: 8.0263, grad_norm: 8.8732 2020-10-23 21:07:28,236 - mmaction - INFO - Epoch [50][440/603] lr: 1.000e-03, eta: 10:07:40, time: 1.098, data_time: 0.008, memory: 5811, loss_cls: 7.9183, loss: 7.9183, grad_norm: 8.9633 2020-10-23 21:07:50,240 - mmaction - INFO - Epoch [50][460/603] lr: 1.000e-03, eta: 10:07:14, time: 1.097, data_time: 0.005, memory: 5811, loss_cls: 7.7246, loss: 7.7246, grad_norm: 9.0056 2020-10-23 21:08:12,181 - mmaction - INFO - Epoch [50][480/603] lr: 1.000e-03, eta: 10:06:48, time: 1.090, data_time: 0.009, memory: 5811, loss_cls: 7.9135, loss: 7.9135, grad_norm: 9.0204 2020-10-23 21:08:33,929 - mmaction - INFO - Epoch [50][500/603] lr: 1.000e-03, eta: 10:06:21, time: 1.099, data_time: 0.017, memory: 5811, loss_cls: 7.9124, loss: 7.9124, grad_norm: 8.9146 2020-10-23 21:08:55,307 - mmaction - INFO - Epoch [50][520/603] lr: 1.000e-03, eta: 10:05:55, time: 1.072, data_time: 0.005, memory: 5811, loss_cls: 7.9614, loss: 7.9614, grad_norm: 9.3094 2020-10-23 21:09:16,595 - mmaction - INFO - Epoch [50][540/603] lr: 1.000e-03, eta: 10:05:28, time: 1.055, data_time: 0.002, memory: 5811, loss_cls: 8.2074, loss: 8.2074, grad_norm: 9.2608 2020-10-23 21:09:37,590 - mmaction - INFO - Epoch [50][560/603] lr: 1.000e-03, eta: 10:05:01, time: 1.057, data_time: 0.014, memory: 5811, loss_cls: 8.1460, loss: 8.1460, grad_norm: 9.1666 2020-10-23 21:09:59,010 - mmaction - INFO - Epoch [50][580/603] lr: 1.000e-03, eta: 10:04:34, time: 1.071, data_time: 0.005, memory: 5811, loss_cls: 8.0679, loss: 8.0679, grad_norm: 9.0254 2020-10-23 21:10:20,478 - mmaction - INFO - Epoch [50][600/603] lr: 1.000e-03, eta: 10:04:08, time: 1.076, data_time: 0.005, memory: 5811, loss_cls: 7.8759, loss: 7.8759, grad_norm: 9.0380 2020-10-23 21:10:24,226 - mmaction - INFO - Saving checkpoint at 50 epochs 2020-10-23 21:11:44,905 - mmaction - INFO - Evaluating mean_average_precision... 2020-10-23 21:11:45,072 - mmaction - INFO - mean_average_precision 0.6340 2020-10-23 21:11:45,075 - mmaction - INFO - Epoch(val) [50][603] mean_average_precision: 0.6340 2020-10-23 21:12:14,759 - mmaction - INFO - Epoch [51][20/603] lr: 1.000e-03, eta: 10:03:42, time: 1.484, data_time: 0.383, memory: 5811, loss_cls: 7.7658, loss: 7.7658, grad_norm: 8.9950 2020-10-23 21:12:38,027 - mmaction - INFO - Epoch [51][40/603] lr: 1.000e-03, eta: 10:03:17, time: 1.164, data_time: 0.008, memory: 5811, loss_cls: 8.0138, loss: 8.0138, grad_norm: 9.1132 2020-10-23 21:13:01,651 - mmaction - INFO - Epoch [51][60/603] lr: 1.000e-03, eta: 10:02:53, time: 1.181, data_time: 0.004, memory: 5811, loss_cls: 8.0685, loss: 8.0685, grad_norm: 9.1766 2020-10-23 21:13:24,585 - mmaction - INFO - Epoch [51][80/603] lr: 1.000e-03, eta: 10:02:27, time: 1.145, data_time: 0.002, memory: 5811, loss_cls: 7.7228, loss: 7.7228, grad_norm: 8.9899 2020-10-23 21:13:46,330 - mmaction - INFO - Epoch [51][100/603] lr: 1.000e-03, eta: 10:02:01, time: 1.086, data_time: 0.005, memory: 5811, loss_cls: 7.6204, loss: 7.6204, grad_norm: 9.0021 2020-10-23 21:14:09,050 - mmaction - INFO - Epoch [51][120/603] lr: 1.000e-03, eta: 10:01:36, time: 1.138, data_time: 0.006, memory: 5811, loss_cls: 7.8407, loss: 7.8407, grad_norm: 9.3043 2020-10-23 21:14:30,506 - mmaction - INFO - Epoch [51][140/603] lr: 1.000e-03, eta: 10:01:09, time: 1.072, data_time: 0.003, memory: 5811, loss_cls: 7.8161, loss: 7.8161, grad_norm: 9.1996 2020-10-23 21:14:51,574 - mmaction - INFO - Epoch [51][160/603] lr: 1.000e-03, eta: 10:00:42, time: 1.055, data_time: 0.007, memory: 5811, loss_cls: 7.9462, loss: 7.9462, grad_norm: 9.2737 2020-10-23 21:15:12,477 - mmaction - INFO - Epoch [51][180/603] lr: 1.000e-03, eta: 10:00:15, time: 1.043, data_time: 0.003, memory: 5811, loss_cls: 7.9120, loss: 7.9120, grad_norm: 9.0570 2020-10-23 21:15:33,202 - mmaction - INFO - Epoch [51][200/603] lr: 1.000e-03, eta: 9:59:48, time: 1.034, data_time: 0.005, memory: 5811, loss_cls: 7.9347, loss: 7.9347, grad_norm: 9.0005 2020-10-23 21:15:54,282 - mmaction - INFO - Epoch [51][220/603] lr: 1.000e-03, eta: 9:59:21, time: 1.060, data_time: 0.010, memory: 5811, loss_cls: 7.8824, loss: 7.8824, grad_norm: 9.1685 2020-10-23 21:16:14,825 - mmaction - INFO - Epoch [51][240/603] lr: 1.000e-03, eta: 9:58:53, time: 1.027, data_time: 0.000, memory: 5811, loss_cls: 8.1640, loss: 8.1640, grad_norm: 9.3361 2020-10-23 21:16:36,206 - mmaction - INFO - Epoch [51][260/603] lr: 1.000e-03, eta: 9:58:27, time: 1.068, data_time: 0.001, memory: 5811, loss_cls: 8.0568, loss: 8.0568, grad_norm: 9.2563 2020-10-23 21:16:58,018 - mmaction - INFO - Epoch [51][280/603] lr: 1.000e-03, eta: 9:58:00, time: 1.087, data_time: 0.002, memory: 5811, loss_cls: 7.6371, loss: 7.6371, grad_norm: 8.8032 2020-10-23 21:17:19,476 - mmaction - INFO - Epoch [51][300/603] lr: 1.000e-03, eta: 9:57:34, time: 1.075, data_time: 0.007, memory: 5811, loss_cls: 8.0187, loss: 8.0187, grad_norm: 9.1154 2020-10-23 21:17:40,732 - mmaction - INFO - Epoch [51][320/603] lr: 1.000e-03, eta: 9:57:07, time: 1.060, data_time: 0.003, memory: 5811, loss_cls: 7.6680, loss: 7.6680, grad_norm: 9.1411 2020-10-23 21:18:02,641 - mmaction - INFO - Epoch [51][340/603] lr: 1.000e-03, eta: 9:56:41, time: 1.092, data_time: 0.008, memory: 5811, loss_cls: 8.0659, loss: 8.0659, grad_norm: 9.4194 2020-10-23 21:18:23,789 - mmaction - INFO - Epoch [51][360/603] lr: 1.000e-03, eta: 9:56:14, time: 1.065, data_time: 0.011, memory: 5811, loss_cls: 7.8826, loss: 7.8826, grad_norm: 9.0404 2020-10-23 21:18:44,916 - mmaction - INFO - Epoch [51][380/603] lr: 1.000e-03, eta: 9:55:47, time: 1.048, data_time: 0.008, memory: 5811, loss_cls: 8.0331, loss: 8.0331, grad_norm: 9.3528 2020-10-23 21:19:06,020 - mmaction - INFO - Epoch [51][400/603] lr: 1.000e-03, eta: 9:55:21, time: 1.062, data_time: 0.011, memory: 5811, loss_cls: 7.8063, loss: 7.8063, grad_norm: 9.2637 2020-10-23 21:19:27,409 - mmaction - INFO - Epoch [51][420/603] lr: 1.000e-03, eta: 9:54:54, time: 1.059, data_time: 0.005, memory: 5811, loss_cls: 8.0854, loss: 8.0854, grad_norm: 9.3435 2020-10-23 21:19:49,383 - mmaction - INFO - Epoch [51][440/603] lr: 1.000e-03, eta: 9:54:28, time: 1.111, data_time: 0.014, memory: 5811, loss_cls: 8.0969, loss: 8.0969, grad_norm: 9.2584 2020-10-23 21:20:11,265 - mmaction - INFO - Epoch [51][460/603] lr: 1.000e-03, eta: 9:54:02, time: 1.093, data_time: 0.004, memory: 5811, loss_cls: 7.9236, loss: 7.9236, grad_norm: 9.1722 2020-10-23 21:20:33,053 - mmaction - INFO - Epoch [51][480/603] lr: 1.000e-03, eta: 9:53:36, time: 1.082, data_time: 0.004, memory: 5811, loss_cls: 8.0084, loss: 8.0084, grad_norm: 9.2239 2020-10-23 21:20:54,797 - mmaction - INFO - Epoch [51][500/603] lr: 1.000e-03, eta: 9:53:10, time: 1.093, data_time: 0.012, memory: 5811, loss_cls: 8.1073, loss: 8.1073, grad_norm: 9.2967 2020-10-23 21:21:16,819 - mmaction - INFO - Epoch [51][520/603] lr: 1.000e-03, eta: 9:52:44, time: 1.102, data_time: 0.006, memory: 5811, loss_cls: 7.8107, loss: 7.8107, grad_norm: 9.0676 2020-10-23 21:21:38,452 - mmaction - INFO - Epoch [51][540/603] lr: 1.000e-03, eta: 9:52:17, time: 1.076, data_time: 0.006, memory: 5811, loss_cls: 7.7857, loss: 7.7857, grad_norm: 9.1237 2020-10-23 21:21:59,112 - mmaction - INFO - Epoch [51][560/603] lr: 1.000e-03, eta: 9:51:50, time: 1.041, data_time: 0.010, memory: 5811, loss_cls: 7.8429, loss: 7.8429, grad_norm: 9.3874 2020-10-23 21:22:21,063 - mmaction - INFO - Epoch [51][580/603] lr: 1.000e-03, eta: 9:51:24, time: 1.088, data_time: 0.003, memory: 5811, loss_cls: 7.7500, loss: 7.7500, grad_norm: 9.0994 2020-10-23 21:22:42,313 - mmaction - INFO - Epoch [51][600/603] lr: 1.000e-03, eta: 9:50:58, time: 1.072, data_time: 0.014, memory: 5811, loss_cls: 7.9474, loss: 7.9474, grad_norm: 9.0943 2020-10-23 21:23:15,093 - mmaction - INFO - Epoch [52][20/603] lr: 1.000e-03, eta: 9:50:33, time: 1.531, data_time: 0.749, memory: 5811, loss_cls: 7.6881, loss: 7.6881, grad_norm: 9.1124 2020-10-23 21:23:38,219 - mmaction - INFO - Epoch [52][40/603] lr: 1.000e-03, eta: 9:50:08, time: 1.162, data_time: 0.157, memory: 5811, loss_cls: 8.2016, loss: 8.2016, grad_norm: 9.3934 2020-10-23 21:24:01,172 - mmaction - INFO - Epoch [52][60/603] lr: 1.000e-03, eta: 9:49:43, time: 1.148, data_time: 0.030, memory: 5811, loss_cls: 7.8306, loss: 7.8306, grad_norm: 9.0138 2020-10-23 21:24:23,791 - mmaction - INFO - Epoch [52][80/603] lr: 1.000e-03, eta: 9:49:18, time: 1.130, data_time: 0.002, memory: 5811, loss_cls: 7.6798, loss: 7.6798, grad_norm: 9.0601 2020-10-23 21:24:45,041 - mmaction - INFO - Epoch [52][100/603] lr: 1.000e-03, eta: 9:48:51, time: 1.058, data_time: 0.003, memory: 5811, loss_cls: 7.9134, loss: 7.9134, grad_norm: 9.6060 2020-10-23 21:25:06,505 - mmaction - INFO - Epoch [52][120/603] lr: 1.000e-03, eta: 9:48:25, time: 1.078, data_time: 0.007, memory: 5811, loss_cls: 7.7242, loss: 7.7242, grad_norm: 9.1368 2020-10-23 21:25:28,436 - mmaction - INFO - Epoch [52][140/603] lr: 1.000e-03, eta: 9:47:59, time: 1.093, data_time: 0.003, memory: 5811, loss_cls: 8.0181, loss: 8.0181, grad_norm: 9.5164 2020-10-23 21:25:50,090 - mmaction - INFO - Epoch [52][160/603] lr: 1.000e-03, eta: 9:47:33, time: 1.079, data_time: 0.006, memory: 5811, loss_cls: 7.7210, loss: 7.7210, grad_norm: 9.0954 2020-10-23 21:26:11,696 - mmaction - INFO - Epoch [52][180/603] lr: 1.000e-03, eta: 9:47:06, time: 1.088, data_time: 0.010, memory: 5811, loss_cls: 7.9346, loss: 7.9346, grad_norm: 9.1354 2020-10-23 21:26:32,799 - mmaction - INFO - Epoch [52][200/603] lr: 1.000e-03, eta: 9:46:40, time: 1.054, data_time: 0.002, memory: 5811, loss_cls: 7.6375, loss: 7.6375, grad_norm: 9.0650 2020-10-23 21:26:54,052 - mmaction - INFO - Epoch [52][220/603] lr: 1.000e-03, eta: 9:46:13, time: 1.060, data_time: 0.002, memory: 5811, loss_cls: 8.0165, loss: 8.0165, grad_norm: 9.3524 2020-10-23 21:27:15,211 - mmaction - INFO - Epoch [52][240/603] lr: 1.000e-03, eta: 9:45:46, time: 1.053, data_time: 0.006, memory: 5811, loss_cls: 7.7067, loss: 7.7067, grad_norm: 9.2350 2020-10-23 21:27:36,853 - mmaction - INFO - Epoch [52][260/603] lr: 1.000e-03, eta: 9:45:20, time: 1.082, data_time: 0.011, memory: 5811, loss_cls: 7.8847, loss: 7.8847, grad_norm: 9.4835 2020-10-23 21:27:58,223 - mmaction - INFO - Epoch [52][280/603] lr: 1.000e-03, eta: 9:44:54, time: 1.071, data_time: 0.010, memory: 5811, loss_cls: 7.9087, loss: 7.9087, grad_norm: 9.3403 2020-10-23 21:28:18,355 - mmaction - INFO - Epoch [52][300/603] lr: 1.000e-03, eta: 9:44:26, time: 1.008, data_time: 0.009, memory: 5811, loss_cls: 7.7932, loss: 7.7932, grad_norm: 9.1944 2020-10-23 21:28:39,726 - mmaction - INFO - Epoch [52][320/603] lr: 1.000e-03, eta: 9:44:00, time: 1.073, data_time: 0.006, memory: 5811, loss_cls: 7.9465, loss: 7.9465, grad_norm: 9.3746 2020-10-23 21:29:00,747 - mmaction - INFO - Epoch [52][340/603] lr: 1.000e-03, eta: 9:43:33, time: 1.037, data_time: 0.002, memory: 5811, loss_cls: 8.0002, loss: 8.0002, grad_norm: 9.3895 2020-10-23 21:29:21,921 - mmaction - INFO - Epoch [52][360/603] lr: 1.000e-03, eta: 9:43:06, time: 1.071, data_time: 0.014, memory: 5811, loss_cls: 7.9698, loss: 7.9698, grad_norm: 9.1448 2020-10-23 21:29:43,830 - mmaction - INFO - Epoch [52][380/603] lr: 1.000e-03, eta: 9:42:40, time: 1.080, data_time: 0.003, memory: 5811, loss_cls: 7.8263, loss: 7.8263, grad_norm: 9.2131 2020-10-23 21:30:04,790 - mmaction - INFO - Epoch [52][400/603] lr: 1.000e-03, eta: 9:42:14, time: 1.062, data_time: 0.018, memory: 5811, loss_cls: 8.0186, loss: 8.0186, grad_norm: 9.3729 2020-10-23 21:30:26,043 - mmaction - INFO - Epoch [52][420/603] lr: 1.000e-03, eta: 9:41:47, time: 1.059, data_time: 0.004, memory: 5811, loss_cls: 7.8036, loss: 7.8036, grad_norm: 9.1107 2020-10-23 21:30:47,431 - mmaction - INFO - Epoch [52][440/603] lr: 1.000e-03, eta: 9:41:21, time: 1.076, data_time: 0.008, memory: 5811, loss_cls: 7.8730, loss: 7.8730, grad_norm: 9.2194 2020-10-23 21:31:08,979 - mmaction - INFO - Epoch [52][460/603] lr: 1.000e-03, eta: 9:40:55, time: 1.077, data_time: 0.007, memory: 5811, loss_cls: 8.0046, loss: 8.0046, grad_norm: 9.3630 2020-10-23 21:31:29,934 - mmaction - INFO - Epoch [52][480/603] lr: 1.000e-03, eta: 9:40:28, time: 1.042, data_time: 0.001, memory: 5811, loss_cls: 8.1690, loss: 8.1690, grad_norm: 9.5232 2020-10-23 21:31:52,243 - mmaction - INFO - Epoch [52][500/603] lr: 1.000e-03, eta: 9:40:02, time: 1.114, data_time: 0.007, memory: 5811, loss_cls: 7.7776, loss: 7.7776, grad_norm: 8.8122 2020-10-23 21:32:14,403 - mmaction - INFO - Epoch [52][520/603] lr: 1.000e-03, eta: 9:39:37, time: 1.114, data_time: 0.007, memory: 5811, loss_cls: 8.0185, loss: 8.0185, grad_norm: 9.4844 2020-10-23 21:32:35,992 - mmaction - INFO - Epoch [52][540/603] lr: 1.000e-03, eta: 9:39:10, time: 1.070, data_time: 0.003, memory: 5811, loss_cls: 7.7058, loss: 7.7058, grad_norm: 9.0521 2020-10-23 21:32:57,575 - mmaction - INFO - Epoch [52][560/603] lr: 1.000e-03, eta: 9:38:44, time: 1.085, data_time: 0.010, memory: 5811, loss_cls: 7.9856, loss: 7.9856, grad_norm: 9.4895 2020-10-23 21:33:19,350 - mmaction - INFO - Epoch [52][580/603] lr: 1.000e-03, eta: 9:38:18, time: 1.082, data_time: 0.004, memory: 5811, loss_cls: 7.8387, loss: 7.8387, grad_norm: 9.1402 2020-10-23 21:33:41,279 - mmaction - INFO - Epoch [52][600/603] lr: 1.000e-03, eta: 9:37:52, time: 1.103, data_time: 0.011, memory: 5811, loss_cls: 7.8763, loss: 7.8763, grad_norm: 9.5134 2020-10-23 21:34:19,945 - mmaction - INFO - Epoch [53][20/603] lr: 1.000e-03, eta: 9:37:32, time: 1.776, data_time: 0.886, memory: 5811, loss_cls: 7.6202, loss: 7.6202, grad_norm: 9.1009 2020-10-23 21:34:43,721 - mmaction - INFO - Epoch [53][40/603] lr: 1.000e-03, eta: 9:37:08, time: 1.188, data_time: 0.132, memory: 5811, loss_cls: 7.8648, loss: 7.8648, grad_norm: 9.2537 2020-10-23 21:35:05,627 - mmaction - INFO - Epoch [53][60/603] lr: 1.000e-03, eta: 9:36:42, time: 1.090, data_time: 0.006, memory: 5811, loss_cls: 7.7209, loss: 7.7209, grad_norm: 9.4209 2020-10-23 21:35:27,384 - mmaction - INFO - Epoch [53][80/603] lr: 1.000e-03, eta: 9:36:16, time: 1.082, data_time: 0.008, memory: 5811, loss_cls: 8.0715, loss: 8.0715, grad_norm: 9.6348 2020-10-23 21:35:49,296 - mmaction - INFO - Epoch [53][100/603] lr: 1.000e-03, eta: 9:35:50, time: 1.099, data_time: 0.015, memory: 5811, loss_cls: 7.8307, loss: 7.8307, grad_norm: 9.0354 2020-10-23 21:36:10,949 - mmaction - INFO - Epoch [53][120/603] lr: 1.000e-03, eta: 9:35:24, time: 1.091, data_time: 0.011, memory: 5811, loss_cls: 8.0419, loss: 8.0419, grad_norm: 9.3920 2020-10-23 21:36:33,018 - mmaction - INFO - Epoch [53][140/603] lr: 1.000e-03, eta: 9:34:59, time: 1.101, data_time: 0.002, memory: 5811, loss_cls: 7.7267, loss: 7.7267, grad_norm: 9.4044 2020-10-23 21:36:55,115 - mmaction - INFO - Epoch [53][160/603] lr: 1.000e-03, eta: 9:34:33, time: 1.105, data_time: 0.003, memory: 5811, loss_cls: 7.8417, loss: 7.8417, grad_norm: 9.4538 2020-10-23 21:37:16,474 - mmaction - INFO - Epoch [53][180/603] lr: 1.000e-03, eta: 9:34:07, time: 1.069, data_time: 0.004, memory: 5811, loss_cls: 7.9486, loss: 7.9486, grad_norm: 9.4709 2020-10-23 21:37:38,390 - mmaction - INFO - Epoch [53][200/603] lr: 1.000e-03, eta: 9:33:41, time: 1.086, data_time: 0.002, memory: 5811, loss_cls: 7.9056, loss: 7.9056, grad_norm: 9.4759 2020-10-23 21:38:00,508 - mmaction - INFO - Epoch [53][220/603] lr: 1.000e-03, eta: 9:33:15, time: 1.114, data_time: 0.012, memory: 5811, loss_cls: 7.9940, loss: 7.9940, grad_norm: 9.4864 2020-10-23 21:38:21,981 - mmaction - INFO - Epoch [53][240/603] lr: 1.000e-03, eta: 9:32:49, time: 1.076, data_time: 0.004, memory: 5811, loss_cls: 7.9741, loss: 7.9741, grad_norm: 9.4161 2020-10-23 21:38:44,338 - mmaction - INFO - Epoch [53][260/603] lr: 1.000e-03, eta: 9:32:24, time: 1.116, data_time: 0.001, memory: 5811, loss_cls: 7.9041, loss: 7.9041, grad_norm: 9.4909 2020-10-23 21:39:06,811 - mmaction - INFO - Epoch [53][280/603] lr: 1.000e-03, eta: 9:31:58, time: 1.117, data_time: 0.011, memory: 5811, loss_cls: 7.9582, loss: 7.9582, grad_norm: 9.6556 2020-10-23 21:39:28,702 - mmaction - INFO - Epoch [53][300/603] lr: 1.000e-03, eta: 9:31:33, time: 1.103, data_time: 0.031, memory: 5811, loss_cls: 7.7881, loss: 7.7881, grad_norm: 9.2163 2020-10-23 21:39:50,492 - mmaction - INFO - Epoch [53][320/603] lr: 1.000e-03, eta: 9:31:07, time: 1.088, data_time: 0.040, memory: 5811, loss_cls: 7.7006, loss: 7.7006, grad_norm: 9.2049 2020-10-23 21:40:11,977 - mmaction - INFO - Epoch [53][340/603] lr: 1.000e-03, eta: 9:30:40, time: 1.066, data_time: 0.004, memory: 5811, loss_cls: 7.7766, loss: 7.7766, grad_norm: 9.3717 2020-10-23 21:40:33,162 - mmaction - INFO - Epoch [53][360/603] lr: 1.000e-03, eta: 9:30:14, time: 1.068, data_time: 0.011, memory: 5811, loss_cls: 7.7070, loss: 7.7070, grad_norm: 9.4074 2020-10-23 21:40:55,082 - mmaction - INFO - Epoch [53][380/603] lr: 1.000e-03, eta: 9:29:48, time: 1.093, data_time: 0.004, memory: 5811, loss_cls: 7.9616, loss: 7.9616, grad_norm: 9.5066 2020-10-23 21:41:16,715 - mmaction - INFO - Epoch [53][400/603] lr: 1.000e-03, eta: 9:29:22, time: 1.079, data_time: 0.005, memory: 5811, loss_cls: 7.7858, loss: 7.7858, grad_norm: 9.3858 2020-10-23 21:41:38,613 - mmaction - INFO - Epoch [53][420/603] lr: 1.000e-03, eta: 9:28:56, time: 1.095, data_time: 0.010, memory: 5811, loss_cls: 7.9873, loss: 7.9873, grad_norm: 9.4769 2020-10-23 21:42:00,685 - mmaction - INFO - Epoch [53][440/603] lr: 1.000e-03, eta: 9:28:31, time: 1.104, data_time: 0.011, memory: 5811, loss_cls: 7.6915, loss: 7.6915, grad_norm: 9.3956 2020-10-23 21:42:23,018 - mmaction - INFO - Epoch [53][460/603] lr: 1.000e-03, eta: 9:28:06, time: 1.118, data_time: 0.007, memory: 5811, loss_cls: 7.7670, loss: 7.7670, grad_norm: 9.4866 2020-10-23 21:42:44,321 - mmaction - INFO - Epoch [53][480/603] lr: 1.000e-03, eta: 9:27:39, time: 1.066, data_time: 0.005, memory: 5811, loss_cls: 7.7373, loss: 7.7373, grad_norm: 9.3232 2020-10-23 21:43:05,044 - mmaction - INFO - Epoch [53][500/603] lr: 1.000e-03, eta: 9:27:13, time: 1.040, data_time: 0.005, memory: 5811, loss_cls: 7.9213, loss: 7.9213, grad_norm: 9.5040 2020-10-23 21:43:26,043 - mmaction - INFO - Epoch [53][520/603] lr: 1.000e-03, eta: 9:26:46, time: 1.049, data_time: 0.001, memory: 5811, loss_cls: 7.8906, loss: 7.8906, grad_norm: 9.2977 2020-10-23 21:43:47,133 - mmaction - INFO - Epoch [53][540/603] lr: 1.000e-03, eta: 9:26:19, time: 1.046, data_time: 0.003, memory: 5811, loss_cls: 7.7887, loss: 7.7887, grad_norm: 9.4470 2020-10-23 21:44:08,800 - mmaction - INFO - Epoch [53][560/603] lr: 1.000e-03, eta: 9:25:54, time: 1.092, data_time: 0.012, memory: 5811, loss_cls: 7.9734, loss: 7.9734, grad_norm: 9.3555 2020-10-23 21:44:30,340 - mmaction - INFO - Epoch [53][580/603] lr: 1.000e-03, eta: 9:25:28, time: 1.076, data_time: 0.004, memory: 5811, loss_cls: 7.7383, loss: 7.7383, grad_norm: 9.2627 2020-10-23 21:44:52,883 - mmaction - INFO - Epoch [53][600/603] lr: 1.000e-03, eta: 9:25:02, time: 1.128, data_time: 0.019, memory: 5811, loss_cls: 8.1428, loss: 8.1428, grad_norm: 9.7261 2020-10-23 21:45:32,267 - mmaction - INFO - Epoch [54][20/603] lr: 1.000e-03, eta: 9:24:42, time: 1.795, data_time: 1.154, memory: 5811, loss_cls: 7.8576, loss: 7.8576, grad_norm: 9.2711 2020-10-23 21:45:56,303 - mmaction - INFO - Epoch [54][40/603] lr: 1.000e-03, eta: 9:24:19, time: 1.204, data_time: 0.161, memory: 5811, loss_cls: 7.9209, loss: 7.9209, grad_norm: 9.5567 2020-10-23 21:46:18,670 - mmaction - INFO - Epoch [54][60/603] lr: 1.000e-03, eta: 9:23:53, time: 1.117, data_time: 0.036, memory: 5811, loss_cls: 7.5725, loss: 7.5725, grad_norm: 9.2775 2020-10-23 21:46:40,496 - mmaction - INFO - Epoch [54][80/603] lr: 1.000e-03, eta: 9:23:27, time: 1.092, data_time: 0.056, memory: 5811, loss_cls: 7.8711, loss: 7.8711, grad_norm: 9.5078 2020-10-23 21:47:02,395 - mmaction - INFO - Epoch [54][100/603] lr: 1.000e-03, eta: 9:23:02, time: 1.088, data_time: 0.004, memory: 5811, loss_cls: 7.8420, loss: 7.8420, grad_norm: 9.3569 2020-10-23 21:47:23,715 - mmaction - INFO - Epoch [54][120/603] lr: 1.000e-03, eta: 9:22:35, time: 1.068, data_time: 0.011, memory: 5811, loss_cls: 7.6876, loss: 7.6876, grad_norm: 9.3013 2020-10-23 21:47:45,143 - mmaction - INFO - Epoch [54][140/603] lr: 1.000e-03, eta: 9:22:09, time: 1.071, data_time: 0.008, memory: 5811, loss_cls: 7.7614, loss: 7.7614, grad_norm: 9.3046 2020-10-23 21:48:07,152 - mmaction - INFO - Epoch [54][160/603] lr: 1.000e-03, eta: 9:21:44, time: 1.100, data_time: 0.007, memory: 5811, loss_cls: 7.9385, loss: 7.9385, grad_norm: 9.5123 2020-10-23 21:48:28,760 - mmaction - INFO - Epoch [54][180/603] lr: 1.000e-03, eta: 9:21:18, time: 1.087, data_time: 0.008, memory: 5811, loss_cls: 8.1309, loss: 8.1309, grad_norm: 9.5424 2020-10-23 21:48:50,906 - mmaction - INFO - Epoch [54][200/603] lr: 1.000e-03, eta: 9:20:52, time: 1.103, data_time: 0.004, memory: 5811, loss_cls: 7.8130, loss: 7.8130, grad_norm: 9.4043 2020-10-23 21:49:13,197 - mmaction - INFO - Epoch [54][220/603] lr: 1.000e-03, eta: 9:20:27, time: 1.103, data_time: 0.008, memory: 5811, loss_cls: 7.8462, loss: 7.8462, grad_norm: 9.3538 2020-10-23 21:49:34,585 - mmaction - INFO - Epoch [54][240/603] lr: 1.000e-03, eta: 9:20:01, time: 1.083, data_time: 0.017, memory: 5811, loss_cls: 7.7741, loss: 7.7741, grad_norm: 9.4235 2020-10-23 21:49:56,630 - mmaction - INFO - Epoch [54][260/603] lr: 1.000e-03, eta: 9:19:35, time: 1.103, data_time: 0.004, memory: 5811, loss_cls: 7.7952, loss: 7.7952, grad_norm: 9.3461 2020-10-23 21:50:17,889 - mmaction - INFO - Epoch [54][280/603] lr: 1.000e-03, eta: 9:19:09, time: 1.061, data_time: 0.003, memory: 5811, loss_cls: 7.8027, loss: 7.8027, grad_norm: 9.4722 2020-10-23 21:50:39,129 - mmaction - INFO - Epoch [54][300/603] lr: 1.000e-03, eta: 9:18:43, time: 1.063, data_time: 0.007, memory: 5811, loss_cls: 7.9392, loss: 7.9392, grad_norm: 9.3998 2020-10-23 21:51:00,753 - mmaction - INFO - Epoch [54][320/603] lr: 1.000e-03, eta: 9:18:17, time: 1.083, data_time: 0.007, memory: 5811, loss_cls: 7.7631, loss: 7.7631, grad_norm: 9.2544 2020-10-23 21:51:22,683 - mmaction - INFO - Epoch [54][340/603] lr: 1.000e-03, eta: 9:17:51, time: 1.093, data_time: 0.002, memory: 5811, loss_cls: 7.8381, loss: 7.8381, grad_norm: 9.3796 2020-10-23 21:51:44,697 - mmaction - INFO - Epoch [54][360/603] lr: 1.000e-03, eta: 9:17:26, time: 1.106, data_time: 0.007, memory: 5811, loss_cls: 8.0798, loss: 8.0798, grad_norm: 9.8584 2020-10-23 21:52:05,595 - mmaction - INFO - Epoch [54][380/603] lr: 1.000e-03, eta: 9:16:59, time: 1.036, data_time: 0.001, memory: 5811, loss_cls: 8.1623, loss: 8.1623, grad_norm: 9.5851 2020-10-23 21:52:27,408 - mmaction - INFO - Epoch [54][400/603] lr: 1.000e-03, eta: 9:16:34, time: 1.097, data_time: 0.010, memory: 5811, loss_cls: 7.8008, loss: 7.8008, grad_norm: 9.5295 2020-10-23 21:52:49,032 - mmaction - INFO - Epoch [54][420/603] lr: 1.000e-03, eta: 9:16:08, time: 1.083, data_time: 0.003, memory: 5811, loss_cls: 7.8526, loss: 7.8526, grad_norm: 9.4324 2020-10-23 21:53:10,638 - mmaction - INFO - Epoch [54][440/603] lr: 1.000e-03, eta: 9:15:42, time: 1.080, data_time: 0.002, memory: 5811, loss_cls: 7.9352, loss: 7.9352, grad_norm: 9.5466 2020-10-23 21:53:31,819 - mmaction - INFO - Epoch [54][460/603] lr: 1.000e-03, eta: 9:15:15, time: 1.048, data_time: 0.004, memory: 5811, loss_cls: 7.9396, loss: 7.9396, grad_norm: 9.4956 2020-10-23 21:53:53,512 - mmaction - INFO - Epoch [54][480/603] lr: 1.000e-03, eta: 9:14:50, time: 1.092, data_time: 0.013, memory: 5811, loss_cls: 7.9009, loss: 7.9009, grad_norm: 9.6365 2020-10-23 21:54:14,710 - mmaction - INFO - Epoch [54][500/603] lr: 1.000e-03, eta: 9:14:23, time: 1.055, data_time: 0.006, memory: 5811, loss_cls: 7.8809, loss: 7.8809, grad_norm: 9.4167 2020-10-23 21:54:36,325 - mmaction - INFO - Epoch [54][520/603] lr: 1.000e-03, eta: 9:13:58, time: 1.088, data_time: 0.009, memory: 5811, loss_cls: 7.8974, loss: 7.8974, grad_norm: 9.3737 2020-10-23 21:54:58,425 - mmaction - INFO - Epoch [54][540/603] lr: 1.000e-03, eta: 9:13:32, time: 1.102, data_time: 0.002, memory: 5811, loss_cls: 7.7390, loss: 7.7390, grad_norm: 9.3798 2020-10-23 21:55:20,208 - mmaction - INFO - Epoch [54][560/603] lr: 1.000e-03, eta: 9:13:07, time: 1.091, data_time: 0.005, memory: 5811, loss_cls: 7.8956, loss: 7.8956, grad_norm: 9.5271 2020-10-23 21:55:42,280 - mmaction - INFO - Epoch [54][580/603] lr: 1.000e-03, eta: 9:12:41, time: 1.099, data_time: 0.002, memory: 5811, loss_cls: 7.8031, loss: 7.8031, grad_norm: 9.2052 2020-10-23 21:56:03,810 - mmaction - INFO - Epoch [54][600/603] lr: 1.000e-03, eta: 9:12:15, time: 1.079, data_time: 0.010, memory: 5811, loss_cls: 7.8810, loss: 7.8810, grad_norm: 9.4518 2020-10-23 21:56:38,677 - mmaction - INFO - Epoch [55][20/603] lr: 1.000e-03, eta: 9:11:52, time: 1.623, data_time: 1.156, memory: 5811, loss_cls: 7.4837, loss: 7.4837, grad_norm: 9.2692 2020-10-23 21:57:02,033 - mmaction - INFO - Epoch [55][40/603] lr: 1.000e-03, eta: 9:11:28, time: 1.169, data_time: 0.670, memory: 5811, loss_cls: 7.9089, loss: 7.9089, grad_norm: 9.5028 2020-10-23 21:57:26,149 - mmaction - INFO - Epoch [55][60/603] lr: 1.000e-03, eta: 9:11:04, time: 1.207, data_time: 0.429, memory: 5811, loss_cls: 7.7321, loss: 7.7321, grad_norm: 9.4942 2020-10-23 21:57:48,973 - mmaction - INFO - Epoch [55][80/603] lr: 1.000e-03, eta: 9:10:39, time: 1.132, data_time: 0.135, memory: 5811, loss_cls: 7.8813, loss: 7.8813, grad_norm: 9.4263 2020-10-23 21:58:10,382 - mmaction - INFO - Epoch [55][100/603] lr: 1.000e-03, eta: 9:10:13, time: 1.074, data_time: 0.012, memory: 5811, loss_cls: 7.9126, loss: 7.9126, grad_norm: 9.6322 2020-10-23 21:58:32,024 - mmaction - INFO - Epoch [55][120/603] lr: 1.000e-03, eta: 9:09:47, time: 1.084, data_time: 0.010, memory: 5811, loss_cls: 7.7821, loss: 7.7821, grad_norm: 9.5721 2020-10-23 21:58:53,612 - mmaction - INFO - Epoch [55][140/603] lr: 1.000e-03, eta: 9:09:22, time: 1.082, data_time: 0.068, memory: 5811, loss_cls: 7.7373, loss: 7.7373, grad_norm: 9.3056 2020-10-23 21:59:15,266 - mmaction - INFO - Epoch [55][160/603] lr: 1.000e-03, eta: 9:08:56, time: 1.084, data_time: 0.038, memory: 5811, loss_cls: 7.8816, loss: 7.8816, grad_norm: 9.4205 2020-10-23 21:59:36,535 - mmaction - INFO - Epoch [55][180/603] lr: 1.000e-03, eta: 9:08:30, time: 1.063, data_time: 0.028, memory: 5811, loss_cls: 7.9740, loss: 7.9740, grad_norm: 9.6129 2020-10-23 21:59:58,416 - mmaction - INFO - Epoch [55][200/603] lr: 1.000e-03, eta: 9:08:04, time: 1.093, data_time: 0.002, memory: 5811, loss_cls: 8.1884, loss: 8.1884, grad_norm: 9.4973 2020-10-23 22:00:19,652 - mmaction - INFO - Epoch [55][220/603] lr: 1.000e-03, eta: 9:07:38, time: 1.058, data_time: 0.003, memory: 5811, loss_cls: 7.8852, loss: 7.8852, grad_norm: 9.5077 2020-10-23 22:00:40,475 - mmaction - INFO - Epoch [55][240/603] lr: 1.000e-03, eta: 9:07:12, time: 1.041, data_time: 0.007, memory: 5811, loss_cls: 7.5545, loss: 7.5545, grad_norm: 9.2487 2020-10-23 22:01:02,141 - mmaction - INFO - Epoch [55][260/603] lr: 1.000e-03, eta: 9:06:46, time: 1.087, data_time: 0.009, memory: 5811, loss_cls: 7.8291, loss: 7.8291, grad_norm: 9.6211 2020-10-23 22:01:24,130 - mmaction - INFO - Epoch [55][280/603] lr: 1.000e-03, eta: 9:06:20, time: 1.101, data_time: 0.003, memory: 5811, loss_cls: 7.8090, loss: 7.8090, grad_norm: 9.5345 2020-10-23 22:01:45,553 - mmaction - INFO - Epoch [55][300/603] lr: 1.000e-03, eta: 9:05:54, time: 1.069, data_time: 0.001, memory: 5811, loss_cls: 7.7166, loss: 7.7166, grad_norm: 9.5080 2020-10-23 22:02:06,439 - mmaction - INFO - Epoch [55][320/603] lr: 1.000e-03, eta: 9:05:28, time: 1.044, data_time: 0.003, memory: 5811, loss_cls: 7.6422, loss: 7.6422, grad_norm: 9.5556 2020-10-23 22:02:27,859 - mmaction - INFO - Epoch [55][340/603] lr: 1.000e-03, eta: 9:05:02, time: 1.073, data_time: 0.004, memory: 5811, loss_cls: 7.7293, loss: 7.7293, grad_norm: 9.4388 2020-10-23 22:02:49,857 - mmaction - INFO - Epoch [55][360/603] lr: 1.000e-03, eta: 9:04:37, time: 1.099, data_time: 0.001, memory: 5811, loss_cls: 7.7407, loss: 7.7407, grad_norm: 9.3774 2020-10-23 22:03:11,984 - mmaction - INFO - Epoch [55][380/603] lr: 1.000e-03, eta: 9:04:11, time: 1.104, data_time: 0.003, memory: 5811, loss_cls: 7.9068, loss: 7.9068, grad_norm: 9.7469 2020-10-23 22:03:33,985 - mmaction - INFO - Epoch [55][400/603] lr: 1.000e-03, eta: 9:03:46, time: 1.101, data_time: 0.004, memory: 5811, loss_cls: 7.8522, loss: 7.8522, grad_norm: 9.4771 2020-10-23 22:03:55,993 - mmaction - INFO - Epoch [55][420/603] lr: 1.000e-03, eta: 9:03:21, time: 1.099, data_time: 0.005, memory: 5811, loss_cls: 7.8496, loss: 7.8496, grad_norm: 9.4865 2020-10-23 22:04:17,843 - mmaction - INFO - Epoch [55][440/603] lr: 1.000e-03, eta: 9:02:55, time: 1.093, data_time: 0.012, memory: 5811, loss_cls: 7.9456, loss: 7.9456, grad_norm: 9.6221 2020-10-23 22:04:39,857 - mmaction - INFO - Epoch [55][460/603] lr: 1.000e-03, eta: 9:02:30, time: 1.104, data_time: 0.009, memory: 5811, loss_cls: 7.8906, loss: 7.8906, grad_norm: 9.6624 2020-10-23 22:05:01,376 - mmaction - INFO - Epoch [55][480/603] lr: 1.000e-03, eta: 9:02:04, time: 1.070, data_time: 0.004, memory: 5811, loss_cls: 7.7868, loss: 7.7868, grad_norm: 9.5655 2020-10-23 22:05:23,272 - mmaction - INFO - Epoch [55][500/603] lr: 1.000e-03, eta: 9:01:38, time: 1.097, data_time: 0.008, memory: 5811, loss_cls: 7.8568, loss: 7.8568, grad_norm: 9.7098 2020-10-23 22:05:43,971 - mmaction - INFO - Epoch [55][520/603] lr: 1.000e-03, eta: 9:01:12, time: 1.037, data_time: 0.005, memory: 5811, loss_cls: 7.9063, loss: 7.9063, grad_norm: 9.5483 2020-10-23 22:06:05,845 - mmaction - INFO - Epoch [55][540/603] lr: 1.000e-03, eta: 9:00:46, time: 1.093, data_time: 0.004, memory: 5811, loss_cls: 7.6205, loss: 7.6205, grad_norm: 9.3539 2020-10-23 22:06:27,862 - mmaction - INFO - Epoch [55][560/603] lr: 1.000e-03, eta: 9:00:21, time: 1.099, data_time: 0.004, memory: 5811, loss_cls: 8.0059, loss: 8.0059, grad_norm: 9.8032 2020-10-23 22:06:50,191 - mmaction - INFO - Epoch [55][580/603] lr: 1.000e-03, eta: 8:59:56, time: 1.114, data_time: 0.006, memory: 5811, loss_cls: 7.6613, loss: 7.6613, grad_norm: 9.2251 2020-10-23 22:07:11,290 - mmaction - INFO - Epoch [55][600/603] lr: 1.000e-03, eta: 8:59:30, time: 1.058, data_time: 0.009, memory: 5811, loss_cls: 7.7599, loss: 7.7599, grad_norm: 9.5952 2020-10-23 22:07:14,243 - mmaction - INFO - Saving checkpoint at 55 epochs 2020-10-23 22:08:11,177 - mmaction - INFO - Evaluating mean_average_precision... 2020-10-23 22:08:11,332 - mmaction - INFO - mean_average_precision 0.6346 2020-10-23 22:08:11,336 - mmaction - INFO - Epoch(val) [55][603] mean_average_precision: 0.6346 2020-10-23 22:08:46,029 - mmaction - INFO - Epoch [56][20/603] lr: 1.000e-03, eta: 8:59:08, time: 1.735, data_time: 1.180, memory: 5811, loss_cls: 7.7477, loss: 7.7477, grad_norm: 9.6148 2020-10-23 22:09:07,830 - mmaction - INFO - Epoch [56][40/603] lr: 1.000e-03, eta: 8:58:43, time: 1.090, data_time: 0.434, memory: 5811, loss_cls: 7.5926, loss: 7.5926, grad_norm: 9.4551 2020-10-23 22:09:31,656 - mmaction - INFO - Epoch [56][60/603] lr: 1.000e-03, eta: 8:58:19, time: 1.187, data_time: 0.279, memory: 5811, loss_cls: 7.8412, loss: 7.8412, grad_norm: 9.6067 2020-10-23 22:09:54,271 - mmaction - INFO - Epoch [56][80/603] lr: 1.000e-03, eta: 8:57:54, time: 1.132, data_time: 0.239, memory: 5811, loss_cls: 7.7427, loss: 7.7427, grad_norm: 9.5188 2020-10-23 22:10:17,436 - mmaction - INFO - Epoch [56][100/603] lr: 1.000e-03, eta: 8:57:29, time: 1.155, data_time: 0.260, memory: 5811, loss_cls: 7.9368, loss: 7.9368, grad_norm: 9.6160 2020-10-23 22:10:39,435 - mmaction - INFO - Epoch [56][120/603] lr: 1.000e-03, eta: 8:57:04, time: 1.104, data_time: 0.052, memory: 5811, loss_cls: 7.8161, loss: 7.8161, grad_norm: 9.5021 2020-10-23 22:11:02,983 - mmaction - INFO - Epoch [56][140/603] lr: 1.000e-03, eta: 8:56:40, time: 1.178, data_time: 0.131, memory: 5811, loss_cls: 7.5935, loss: 7.5935, grad_norm: 9.5375 2020-10-23 22:11:25,876 - mmaction - INFO - Epoch [56][160/603] lr: 1.000e-03, eta: 8:56:15, time: 1.144, data_time: 0.056, memory: 5811, loss_cls: 7.8709, loss: 7.8709, grad_norm: 9.4379 2020-10-23 22:11:48,842 - mmaction - INFO - Epoch [56][180/603] lr: 1.000e-03, eta: 8:55:51, time: 1.149, data_time: 0.029, memory: 5811, loss_cls: 7.6107, loss: 7.6107, grad_norm: 9.4738 2020-10-23 22:12:12,173 - mmaction - INFO - Epoch [56][200/603] lr: 1.000e-03, eta: 8:55:27, time: 1.167, data_time: 0.031, memory: 5811, loss_cls: 7.8151, loss: 7.8151, grad_norm: 9.5402 2020-10-23 22:12:33,946 - mmaction - INFO - Epoch [56][220/603] lr: 1.000e-03, eta: 8:55:01, time: 1.080, data_time: 0.061, memory: 5811, loss_cls: 7.5798, loss: 7.5798, grad_norm: 9.4871 2020-10-23 22:12:55,535 - mmaction - INFO - Epoch [56][240/603] lr: 1.000e-03, eta: 8:54:35, time: 1.087, data_time: 0.009, memory: 5811, loss_cls: 7.8661, loss: 7.8661, grad_norm: 9.8158 2020-10-23 22:13:16,573 - mmaction - INFO - Epoch [56][260/603] lr: 1.000e-03, eta: 8:54:09, time: 1.053, data_time: 0.003, memory: 5811, loss_cls: 7.9523, loss: 7.9523, grad_norm: 9.6076 2020-10-23 22:13:38,414 - mmaction - INFO - Epoch [56][280/603] lr: 1.000e-03, eta: 8:53:44, time: 1.092, data_time: 0.002, memory: 5811, loss_cls: 8.0751, loss: 8.0751, grad_norm: 9.5736 2020-10-23 22:13:59,622 - mmaction - INFO - Epoch [56][300/603] lr: 1.000e-03, eta: 8:53:18, time: 1.060, data_time: 0.003, memory: 5811, loss_cls: 7.9099, loss: 7.9099, grad_norm: 9.5163 2020-10-23 22:14:21,592 - mmaction - INFO - Epoch [56][320/603] lr: 1.000e-03, eta: 8:52:52, time: 1.094, data_time: 0.002, memory: 5811, loss_cls: 7.9881, loss: 7.9881, grad_norm: 9.6616 2020-10-23 22:14:42,953 - mmaction - INFO - Epoch [56][340/603] lr: 1.000e-03, eta: 8:52:27, time: 1.070, data_time: 0.006, memory: 5811, loss_cls: 7.7521, loss: 7.7521, grad_norm: 9.6287 2020-10-23 22:15:04,856 - mmaction - INFO - Epoch [56][360/603] lr: 1.000e-03, eta: 8:52:01, time: 1.095, data_time: 0.003, memory: 5811, loss_cls: 7.7510, loss: 7.7510, grad_norm: 9.5420 2020-10-23 22:15:26,100 - mmaction - INFO - Epoch [56][380/603] lr: 1.000e-03, eta: 8:51:35, time: 1.062, data_time: 0.007, memory: 5811, loss_cls: 7.7099, loss: 7.7099, grad_norm: 9.5260 2020-10-23 22:15:48,078 - mmaction - INFO - Epoch [56][400/603] lr: 1.000e-03, eta: 8:51:10, time: 1.097, data_time: 0.005, memory: 5811, loss_cls: 7.8390, loss: 7.8390, grad_norm: 9.5989 2020-10-23 22:16:09,840 - mmaction - INFO - Epoch [56][420/603] lr: 1.000e-03, eta: 8:50:45, time: 1.093, data_time: 0.006, memory: 5811, loss_cls: 8.1272, loss: 8.1272, grad_norm: 9.6861 2020-10-23 22:16:31,139 - mmaction - INFO - Epoch [56][440/603] lr: 1.000e-03, eta: 8:50:19, time: 1.064, data_time: 0.001, memory: 5811, loss_cls: 8.0160, loss: 8.0160, grad_norm: 9.4184 2020-10-23 22:16:52,563 - mmaction - INFO - Epoch [56][460/603] lr: 1.000e-03, eta: 8:49:53, time: 1.072, data_time: 0.003, memory: 5811, loss_cls: 7.6943, loss: 7.6943, grad_norm: 9.5355 2020-10-23 22:17:14,221 - mmaction - INFO - Epoch [56][480/603] lr: 1.000e-03, eta: 8:49:27, time: 1.082, data_time: 0.002, memory: 5811, loss_cls: 7.5460, loss: 7.5460, grad_norm: 9.6680 2020-10-23 22:17:35,020 - mmaction - INFO - Epoch [56][500/603] lr: 1.000e-03, eta: 8:49:01, time: 1.040, data_time: 0.002, memory: 5811, loss_cls: 7.9057, loss: 7.9057, grad_norm: 9.8352 2020-10-23 22:17:56,760 - mmaction - INFO - Epoch [56][520/603] lr: 1.000e-03, eta: 8:48:36, time: 1.087, data_time: 0.002, memory: 5811, loss_cls: 7.8865, loss: 7.8865, grad_norm: 9.5480 2020-10-23 22:18:18,036 - mmaction - INFO - Epoch [56][540/603] lr: 1.000e-03, eta: 8:48:10, time: 1.063, data_time: 0.001, memory: 5811, loss_cls: 7.8601, loss: 7.8601, grad_norm: 9.6469 2020-10-23 22:18:39,674 - mmaction - INFO - Epoch [56][560/603] lr: 1.000e-03, eta: 8:47:44, time: 1.082, data_time: 0.003, memory: 5811, loss_cls: 7.6756, loss: 7.6756, grad_norm: 9.5464 2020-10-23 22:19:01,225 - mmaction - INFO - Epoch [56][580/603] lr: 1.000e-03, eta: 8:47:18, time: 1.071, data_time: 0.003, memory: 5811, loss_cls: 7.6817, loss: 7.6817, grad_norm: 10.0348 2020-10-23 22:19:22,421 - mmaction - INFO - Epoch [56][600/603] lr: 1.000e-03, eta: 8:46:53, time: 1.067, data_time: 0.009, memory: 5811, loss_cls: 7.6363, loss: 7.6363, grad_norm: 9.7225 2020-10-23 22:19:59,834 - mmaction - INFO - Epoch [57][20/603] lr: 1.000e-03, eta: 8:46:31, time: 1.740, data_time: 1.256, memory: 5811, loss_cls: 7.6937, loss: 7.6937, grad_norm: 9.6138 2020-10-23 22:20:23,620 - mmaction - INFO - Epoch [57][40/603] lr: 1.000e-03, eta: 8:46:07, time: 1.192, data_time: 0.619, memory: 5811, loss_cls: 7.5463, loss: 7.5463, grad_norm: 9.6547 2020-10-23 22:20:47,431 - mmaction - INFO - Epoch [57][60/603] lr: 1.000e-03, eta: 8:45:43, time: 1.186, data_time: 0.258, memory: 5811, loss_cls: 7.8006, loss: 7.8006, grad_norm: 9.8179 2020-10-23 22:21:09,813 - mmaction - INFO - Epoch [57][80/603] lr: 1.000e-03, eta: 8:45:18, time: 1.113, data_time: 0.060, memory: 5811, loss_cls: 7.8023, loss: 7.8023, grad_norm: 9.8995 2020-10-23 22:21:32,063 - mmaction - INFO - Epoch [57][100/603] lr: 1.000e-03, eta: 8:44:53, time: 1.121, data_time: 0.126, memory: 5811, loss_cls: 7.9693, loss: 7.9693, grad_norm: 10.0885 2020-10-23 22:21:54,574 - mmaction - INFO - Epoch [57][120/603] lr: 1.000e-03, eta: 8:44:29, time: 1.128, data_time: 0.003, memory: 5811, loss_cls: 7.8419, loss: 7.8419, grad_norm: 9.5118 2020-10-23 22:22:16,797 - mmaction - INFO - Epoch [57][140/603] lr: 1.000e-03, eta: 8:44:03, time: 1.111, data_time: 0.001, memory: 5811, loss_cls: 7.9437, loss: 7.9437, grad_norm: 9.9455 2020-10-23 22:22:39,158 - mmaction - INFO - Epoch [57][160/603] lr: 1.000e-03, eta: 8:43:38, time: 1.117, data_time: 0.003, memory: 5811, loss_cls: 7.8611, loss: 7.8611, grad_norm: 9.7194 2020-10-23 22:23:02,248 - mmaction - INFO - Epoch [57][180/603] lr: 1.000e-03, eta: 8:43:14, time: 1.155, data_time: 0.003, memory: 5811, loss_cls: 7.6616, loss: 7.6616, grad_norm: 9.5273 2020-10-23 22:23:24,988 - mmaction - INFO - Epoch [57][200/603] lr: 1.000e-03, eta: 8:42:49, time: 1.135, data_time: 0.003, memory: 5811, loss_cls: 7.7206, loss: 7.7206, grad_norm: 9.6767 2020-10-23 22:23:47,304 - mmaction - INFO - Epoch [57][220/603] lr: 1.000e-03, eta: 8:42:24, time: 1.117, data_time: 0.003, memory: 5811, loss_cls: 8.0315, loss: 8.0315, grad_norm: 9.9210 2020-10-23 22:24:08,970 - mmaction - INFO - Epoch [57][240/603] lr: 1.000e-03, eta: 8:41:59, time: 1.079, data_time: 0.003, memory: 5811, loss_cls: 7.6959, loss: 7.6959, grad_norm: 9.5726 2020-10-23 22:24:30,510 - mmaction - INFO - Epoch [57][260/603] lr: 1.000e-03, eta: 8:41:33, time: 1.077, data_time: 0.013, memory: 5811, loss_cls: 7.5645, loss: 7.5645, grad_norm: 9.5169 2020-10-23 22:24:52,082 - mmaction - INFO - Epoch [57][280/603] lr: 1.000e-03, eta: 8:41:08, time: 1.078, data_time: 0.006, memory: 5811, loss_cls: 7.7157, loss: 7.7157, grad_norm: 9.5851 2020-10-23 22:25:13,642 - mmaction - INFO - Epoch [57][300/603] lr: 1.000e-03, eta: 8:40:42, time: 1.078, data_time: 0.008, memory: 5811, loss_cls: 7.5505, loss: 7.5505, grad_norm: 9.5938 2020-10-23 22:25:35,737 - mmaction - INFO - Epoch [57][320/603] lr: 1.000e-03, eta: 8:40:17, time: 1.109, data_time: 0.011, memory: 5811, loss_cls: 7.9082, loss: 7.9082, grad_norm: 9.8497 2020-10-23 22:25:57,232 - mmaction - INFO - Epoch [57][340/603] lr: 1.000e-03, eta: 8:39:51, time: 1.076, data_time: 0.014, memory: 5811, loss_cls: 7.7826, loss: 7.7826, grad_norm: 9.6153 2020-10-23 22:26:18,644 - mmaction - INFO - Epoch [57][360/603] lr: 1.000e-03, eta: 8:39:26, time: 1.072, data_time: 0.003, memory: 5811, loss_cls: 7.7415, loss: 7.7415, grad_norm: 10.0727 2020-10-23 22:26:40,637 - mmaction - INFO - Epoch [57][380/603] lr: 1.000e-03, eta: 8:39:01, time: 1.098, data_time: 0.002, memory: 5811, loss_cls: 7.9702, loss: 7.9702, grad_norm: 9.8100 2020-10-23 22:27:03,340 - mmaction - INFO - Epoch [57][400/603] lr: 1.000e-03, eta: 8:38:36, time: 1.134, data_time: 0.002, memory: 5811, loss_cls: 7.6844, loss: 7.6844, grad_norm: 9.4854 2020-10-23 22:27:25,630 - mmaction - INFO - Epoch [57][420/603] lr: 1.000e-03, eta: 8:38:11, time: 1.108, data_time: 0.003, memory: 5811, loss_cls: 7.7901, loss: 7.7901, grad_norm: 9.7111 2020-10-23 22:27:48,031 - mmaction - INFO - Epoch [57][440/603] lr: 1.000e-03, eta: 8:37:46, time: 1.121, data_time: 0.010, memory: 5811, loss_cls: 7.8803, loss: 7.8803, grad_norm: 9.8206 2020-10-23 22:28:09,795 - mmaction - INFO - Epoch [57][460/603] lr: 1.000e-03, eta: 8:37:21, time: 1.095, data_time: 0.009, memory: 5811, loss_cls: 7.5025, loss: 7.5025, grad_norm: 9.5067 2020-10-23 22:28:32,034 - mmaction - INFO - Epoch [57][480/603] lr: 1.000e-03, eta: 8:36:56, time: 1.111, data_time: 0.005, memory: 5811, loss_cls: 7.7587, loss: 7.7587, grad_norm: 9.7648 2020-10-23 22:28:53,881 - mmaction - INFO - Epoch [57][500/603] lr: 1.000e-03, eta: 8:36:30, time: 1.094, data_time: 0.004, memory: 5811, loss_cls: 7.7820, loss: 7.7820, grad_norm: 9.5106 2020-10-23 22:29:15,327 - mmaction - INFO - Epoch [57][520/603] lr: 1.000e-03, eta: 8:36:05, time: 1.072, data_time: 0.003, memory: 5811, loss_cls: 7.5769, loss: 7.5769, grad_norm: 9.7044 2020-10-23 22:29:36,902 - mmaction - INFO - Epoch [57][540/603] lr: 1.000e-03, eta: 8:35:39, time: 1.076, data_time: 0.001, memory: 5811, loss_cls: 7.5852, loss: 7.5852, grad_norm: 9.9032 2020-10-23 22:29:58,656 - mmaction - INFO - Epoch [57][560/603] lr: 1.000e-03, eta: 8:35:14, time: 1.081, data_time: 0.007, memory: 5811, loss_cls: 7.8639, loss: 7.8639, grad_norm: 9.7150 2020-10-23 22:30:20,730 - mmaction - INFO - Epoch [57][580/603] lr: 1.000e-03, eta: 8:34:49, time: 1.110, data_time: 0.012, memory: 5811, loss_cls: 8.0758, loss: 8.0758, grad_norm: 9.8265 2020-10-23 22:30:42,295 - mmaction - INFO - Epoch [57][600/603] lr: 1.000e-03, eta: 8:34:23, time: 1.080, data_time: 0.005, memory: 5811, loss_cls: 7.9067, loss: 7.9067, grad_norm: 9.7185 2020-10-23 22:31:15,018 - mmaction - INFO - Epoch [58][20/603] lr: 1.000e-03, eta: 8:33:58, time: 1.541, data_time: 0.925, memory: 5811, loss_cls: 7.6436, loss: 7.6436, grad_norm: 9.4996 2020-10-23 22:31:38,792 - mmaction - INFO - Epoch [58][40/603] lr: 1.000e-03, eta: 8:33:35, time: 1.188, data_time: 0.227, memory: 5811, loss_cls: 7.6908, loss: 7.6908, grad_norm: 9.8642 2020-10-23 22:32:01,343 - mmaction - INFO - Epoch [58][60/603] lr: 1.000e-03, eta: 8:33:10, time: 1.131, data_time: 0.117, memory: 5811, loss_cls: 7.6247, loss: 7.6247, grad_norm: 9.5792 2020-10-23 22:32:23,403 - mmaction - INFO - Epoch [58][80/603] lr: 1.000e-03, eta: 8:32:45, time: 1.103, data_time: 0.004, memory: 5811, loss_cls: 7.6805, loss: 7.6805, grad_norm: 9.6366 2020-10-23 22:32:45,324 - mmaction - INFO - Epoch [58][100/603] lr: 1.000e-03, eta: 8:32:20, time: 1.092, data_time: 0.004, memory: 5811, loss_cls: 7.6340, loss: 7.6340, grad_norm: 9.6254 2020-10-23 22:33:07,679 - mmaction - INFO - Epoch [58][120/603] lr: 1.000e-03, eta: 8:31:55, time: 1.114, data_time: 0.007, memory: 5811, loss_cls: 7.5581, loss: 7.5581, grad_norm: 9.7120 2020-10-23 22:33:29,218 - mmaction - INFO - Epoch [58][140/603] lr: 1.000e-03, eta: 8:31:29, time: 1.082, data_time: 0.009, memory: 5811, loss_cls: 7.4880, loss: 7.4880, grad_norm: 9.7622 2020-10-23 22:33:51,245 - mmaction - INFO - Epoch [58][160/603] lr: 1.000e-03, eta: 8:31:04, time: 1.100, data_time: 0.005, memory: 5811, loss_cls: 7.7504, loss: 7.7504, grad_norm: 9.5850 2020-10-23 22:34:12,683 - mmaction - INFO - Epoch [58][180/603] lr: 1.000e-03, eta: 8:30:39, time: 1.073, data_time: 0.005, memory: 5811, loss_cls: 7.9289, loss: 7.9289, grad_norm: 9.8591 2020-10-23 22:34:34,219 - mmaction - INFO - Epoch [58][200/603] lr: 1.000e-03, eta: 8:30:13, time: 1.076, data_time: 0.004, memory: 5811, loss_cls: 7.9031, loss: 7.9031, grad_norm: 9.7870 2020-10-23 22:34:56,012 - mmaction - INFO - Epoch [58][220/603] lr: 1.000e-03, eta: 8:29:48, time: 1.089, data_time: 0.005, memory: 5811, loss_cls: 7.7592, loss: 7.7592, grad_norm: 9.5936 2020-10-23 22:35:17,126 - mmaction - INFO - Epoch [58][240/603] lr: 1.000e-03, eta: 8:29:22, time: 1.058, data_time: 0.008, memory: 5811, loss_cls: 7.6641, loss: 7.6641, grad_norm: 9.7582 2020-10-23 22:35:38,133 - mmaction - INFO - Epoch [58][260/603] lr: 1.000e-03, eta: 8:28:56, time: 1.051, data_time: 0.003, memory: 5811, loss_cls: 7.5899, loss: 7.5899, grad_norm: 9.9395 2020-10-23 22:35:59,768 - mmaction - INFO - Epoch [58][280/603] lr: 1.000e-03, eta: 8:28:31, time: 1.077, data_time: 0.001, memory: 5811, loss_cls: 7.5630, loss: 7.5630, grad_norm: 9.8370 2020-10-23 22:36:21,864 - mmaction - INFO - Epoch [58][300/603] lr: 1.000e-03, eta: 8:28:06, time: 1.110, data_time: 0.007, memory: 5811, loss_cls: 7.8029, loss: 7.8029, grad_norm: 10.0519 2020-10-23 22:36:43,920 - mmaction - INFO - Epoch [58][320/603] lr: 1.000e-03, eta: 8:27:41, time: 1.103, data_time: 0.001, memory: 5811, loss_cls: 7.5670, loss: 7.5670, grad_norm: 9.6098 2020-10-23 22:37:05,705 - mmaction - INFO - Epoch [58][340/603] lr: 1.000e-03, eta: 8:27:15, time: 1.087, data_time: 0.006, memory: 5811, loss_cls: 7.7952, loss: 7.7952, grad_norm: 9.8044 2020-10-23 22:37:27,599 - mmaction - INFO - Epoch [58][360/603] lr: 1.000e-03, eta: 8:26:50, time: 1.094, data_time: 0.003, memory: 5811, loss_cls: 7.5296, loss: 7.5296, grad_norm: 9.7539 2020-10-23 22:37:48,914 - mmaction - INFO - Epoch [58][380/603] lr: 1.000e-03, eta: 8:26:25, time: 1.068, data_time: 0.006, memory: 5811, loss_cls: 7.8311, loss: 7.8311, grad_norm: 9.8886 2020-10-23 22:38:09,978 - mmaction - INFO - Epoch [58][400/603] lr: 1.000e-03, eta: 8:25:59, time: 1.053, data_time: 0.003, memory: 5811, loss_cls: 7.6945, loss: 7.6945, grad_norm: 9.7116 2020-10-23 22:38:31,576 - mmaction - INFO - Epoch [58][420/603] lr: 1.000e-03, eta: 8:25:33, time: 1.075, data_time: 0.007, memory: 5811, loss_cls: 7.8139, loss: 7.8139, grad_norm: 9.9842 2020-10-23 22:38:53,336 - mmaction - INFO - Epoch [58][440/603] lr: 1.000e-03, eta: 8:25:08, time: 1.088, data_time: 0.009, memory: 5811, loss_cls: 7.9465, loss: 7.9465, grad_norm: 9.9451 2020-10-23 22:39:14,817 - mmaction - INFO - Epoch [58][460/603] lr: 1.000e-03, eta: 8:24:43, time: 1.078, data_time: 0.008, memory: 5811, loss_cls: 7.5366, loss: 7.5366, grad_norm: 9.7068 2020-10-23 22:39:35,726 - mmaction - INFO - Epoch [58][480/603] lr: 1.000e-03, eta: 8:24:17, time: 1.043, data_time: 0.005, memory: 5811, loss_cls: 7.9342, loss: 7.9342, grad_norm: 9.8911 2020-10-23 22:39:56,823 - mmaction - INFO - Epoch [58][500/603] lr: 1.000e-03, eta: 8:23:51, time: 1.059, data_time: 0.008, memory: 5811, loss_cls: 7.9503, loss: 7.9503, grad_norm: 9.9659 2020-10-23 22:40:18,077 - mmaction - INFO - Epoch [58][520/603] lr: 1.000e-03, eta: 8:23:25, time: 1.063, data_time: 0.002, memory: 5811, loss_cls: 7.8560, loss: 7.8560, grad_norm: 9.8588 2020-10-23 22:40:39,739 - mmaction - INFO - Epoch [58][540/603] lr: 1.000e-03, eta: 8:23:00, time: 1.076, data_time: 0.001, memory: 5811, loss_cls: 7.7261, loss: 7.7261, grad_norm: 9.7087 2020-10-23 22:41:02,463 - mmaction - INFO - Epoch [58][560/603] lr: 1.000e-03, eta: 8:22:36, time: 1.143, data_time: 0.011, memory: 5811, loss_cls: 7.5057, loss: 7.5057, grad_norm: 9.5627 2020-10-23 22:41:24,928 - mmaction - INFO - Epoch [58][580/603] lr: 1.000e-03, eta: 8:22:11, time: 1.122, data_time: 0.003, memory: 5811, loss_cls: 7.9252, loss: 7.9252, grad_norm: 9.9561 2020-10-23 22:41:47,293 - mmaction - INFO - Epoch [58][600/603] lr: 1.000e-03, eta: 8:21:46, time: 1.118, data_time: 0.004, memory: 5811, loss_cls: 7.7670, loss: 7.7670, grad_norm: 9.8762 2020-10-23 22:42:23,912 - mmaction - INFO - Epoch [59][20/603] lr: 1.000e-03, eta: 8:21:23, time: 1.631, data_time: 0.683, memory: 5811, loss_cls: 7.7243, loss: 7.7243, grad_norm: 9.7333 2020-10-23 22:42:47,501 - mmaction - INFO - Epoch [59][40/603] lr: 1.000e-03, eta: 8:20:59, time: 1.179, data_time: 0.025, memory: 5811, loss_cls: 7.6160, loss: 7.6160, grad_norm: 9.8626 2020-10-23 22:43:10,008 - mmaction - INFO - Epoch [59][60/603] lr: 1.000e-03, eta: 8:20:34, time: 1.123, data_time: 0.006, memory: 5811, loss_cls: 7.7925, loss: 7.7925, grad_norm: 9.8590 2020-10-23 22:43:32,629 - mmaction - INFO - Epoch [59][80/603] lr: 1.000e-03, eta: 8:20:09, time: 1.130, data_time: 0.004, memory: 5811, loss_cls: 7.6051, loss: 7.6051, grad_norm: 9.7322 2020-10-23 22:43:55,313 - mmaction - INFO - Epoch [59][100/603] lr: 1.000e-03, eta: 8:19:45, time: 1.138, data_time: 0.006, memory: 5811, loss_cls: 7.7305, loss: 7.7305, grad_norm: 9.8420 2020-10-23 22:44:17,587 - mmaction - INFO - Epoch [59][120/603] lr: 1.000e-03, eta: 8:19:20, time: 1.112, data_time: 0.002, memory: 5811, loss_cls: 7.7423, loss: 7.7423, grad_norm: 9.9232 2020-10-23 22:44:40,402 - mmaction - INFO - Epoch [59][140/603] lr: 1.000e-03, eta: 8:18:55, time: 1.143, data_time: 0.003, memory: 5811, loss_cls: 7.6821, loss: 7.6821, grad_norm: 9.8275 2020-10-23 22:45:03,334 - mmaction - INFO - Epoch [59][160/603] lr: 1.000e-03, eta: 8:18:31, time: 1.144, data_time: 0.002, memory: 5811, loss_cls: 7.8815, loss: 7.8815, grad_norm: 10.0021 2020-10-23 22:45:25,325 - mmaction - INFO - Epoch [59][180/603] lr: 1.000e-03, eta: 8:18:06, time: 1.100, data_time: 0.006, memory: 5811, loss_cls: 7.6284, loss: 7.6284, grad_norm: 9.7272 2020-10-23 22:45:47,361 - mmaction - INFO - Epoch [59][200/603] lr: 1.000e-03, eta: 8:17:41, time: 1.104, data_time: 0.004, memory: 5811, loss_cls: 7.6513, loss: 7.6513, grad_norm: 10.0184 2020-10-23 22:46:09,110 - mmaction - INFO - Epoch [59][220/603] lr: 1.000e-03, eta: 8:17:16, time: 1.083, data_time: 0.003, memory: 5811, loss_cls: 7.9582, loss: 7.9582, grad_norm: 9.9947 2020-10-23 22:46:29,850 - mmaction - INFO - Epoch [59][240/603] lr: 1.000e-03, eta: 8:16:50, time: 1.040, data_time: 0.006, memory: 5811, loss_cls: 7.7219, loss: 7.7219, grad_norm: 9.6994 2020-10-23 22:46:50,505 - mmaction - INFO - Epoch [59][260/603] lr: 1.000e-03, eta: 8:16:24, time: 1.034, data_time: 0.003, memory: 5811, loss_cls: 7.8331, loss: 7.8331, grad_norm: 9.9230 2020-10-23 22:47:12,064 - mmaction - INFO - Epoch [59][280/603] lr: 1.000e-03, eta: 8:15:59, time: 1.074, data_time: 0.002, memory: 5811, loss_cls: 7.6045, loss: 7.6045, grad_norm: 10.0286 2020-10-23 22:47:34,238 - mmaction - INFO - Epoch [59][300/603] lr: 1.000e-03, eta: 8:15:34, time: 1.107, data_time: 0.008, memory: 5811, loss_cls: 7.7376, loss: 7.7376, grad_norm: 9.8842 2020-10-23 22:47:56,374 - mmaction - INFO - Epoch [59][320/603] lr: 1.000e-03, eta: 8:15:09, time: 1.113, data_time: 0.007, memory: 5811, loss_cls: 7.6349, loss: 7.6349, grad_norm: 9.6852 2020-10-23 22:48:17,225 - mmaction - INFO - Epoch [59][340/603] lr: 1.000e-03, eta: 8:14:43, time: 1.036, data_time: 0.000, memory: 5811, loss_cls: 7.4091, loss: 7.4091, grad_norm: 9.7785 2020-10-23 22:48:38,488 - mmaction - INFO - Epoch [59][360/603] lr: 1.000e-03, eta: 8:14:17, time: 1.065, data_time: 0.008, memory: 5811, loss_cls: 7.7532, loss: 7.7532, grad_norm: 10.0905 2020-10-23 22:49:00,873 - mmaction - INFO - Epoch [59][380/603] lr: 1.000e-03, eta: 8:13:53, time: 1.117, data_time: 0.006, memory: 5811, loss_cls: 7.8118, loss: 7.8118, grad_norm: 9.6626 2020-10-23 22:49:22,554 - mmaction - INFO - Epoch [59][400/603] lr: 1.000e-03, eta: 8:13:27, time: 1.084, data_time: 0.008, memory: 5811, loss_cls: 7.5480, loss: 7.5480, grad_norm: 9.8407 2020-10-23 22:49:43,947 - mmaction - INFO - Epoch [59][420/603] lr: 1.000e-03, eta: 8:13:02, time: 1.071, data_time: 0.007, memory: 5811, loss_cls: 7.6331, loss: 7.6331, grad_norm: 9.8336 2020-10-23 22:50:06,668 - mmaction - INFO - Epoch [59][440/603] lr: 1.000e-03, eta: 8:12:37, time: 1.133, data_time: 0.004, memory: 5811, loss_cls: 7.7156, loss: 7.7156, grad_norm: 9.8501 2020-10-23 22:50:28,882 - mmaction - INFO - Epoch [59][460/603] lr: 1.000e-03, eta: 8:12:13, time: 1.116, data_time: 0.011, memory: 5811, loss_cls: 7.5724, loss: 7.5724, grad_norm: 9.8001 2020-10-23 22:50:50,630 - mmaction - INFO - Epoch [59][480/603] lr: 1.000e-03, eta: 8:11:48, time: 1.089, data_time: 0.005, memory: 5811, loss_cls: 7.9991, loss: 7.9991, grad_norm: 10.1752 2020-10-23 22:51:12,885 - mmaction - INFO - Epoch [59][500/603] lr: 1.000e-03, eta: 8:11:23, time: 1.100, data_time: 0.002, memory: 5811, loss_cls: 7.7518, loss: 7.7518, grad_norm: 9.9426 2020-10-23 22:51:33,768 - mmaction - INFO - Epoch [59][520/603] lr: 1.000e-03, eta: 8:10:57, time: 1.056, data_time: 0.014, memory: 5811, loss_cls: 7.8640, loss: 7.8640, grad_norm: 10.0433 2020-10-23 22:51:55,318 - mmaction - INFO - Epoch [59][540/603] lr: 1.000e-03, eta: 8:10:31, time: 1.063, data_time: 0.002, memory: 5811, loss_cls: 7.9388, loss: 7.9388, grad_norm: 9.8784 2020-10-23 22:52:16,432 - mmaction - INFO - Epoch [59][560/603] lr: 1.000e-03, eta: 8:10:06, time: 1.070, data_time: 0.016, memory: 5811, loss_cls: 7.7127, loss: 7.7127, grad_norm: 9.8398 2020-10-23 22:52:37,838 - mmaction - INFO - Epoch [59][580/603] lr: 1.000e-03, eta: 8:09:41, time: 1.063, data_time: 0.003, memory: 5811, loss_cls: 7.7355, loss: 7.7355, grad_norm: 10.0251 2020-10-23 22:52:59,786 - mmaction - INFO - Epoch [59][600/603] lr: 1.000e-03, eta: 8:09:16, time: 1.105, data_time: 0.010, memory: 5811, loss_cls: 7.8895, loss: 7.8895, grad_norm: 9.9427 2020-10-23 22:53:35,716 - mmaction - INFO - Epoch [60][20/603] lr: 1.000e-03, eta: 8:08:52, time: 1.640, data_time: 1.031, memory: 5811, loss_cls: 7.6559, loss: 7.6559, grad_norm: 9.5960 2020-10-23 22:53:58,906 - mmaction - INFO - Epoch [60][40/603] lr: 1.000e-03, eta: 8:08:28, time: 1.157, data_time: 0.306, memory: 5811, loss_cls: 7.6471, loss: 7.6471, grad_norm: 9.9695 2020-10-23 22:54:21,594 - mmaction - INFO - Epoch [60][60/603] lr: 1.000e-03, eta: 8:08:04, time: 1.138, data_time: 0.199, memory: 5811, loss_cls: 7.5328, loss: 7.5328, grad_norm: 9.8011 2020-10-23 22:54:44,537 - mmaction - INFO - Epoch [60][80/603] lr: 1.000e-03, eta: 8:07:39, time: 1.147, data_time: 0.005, memory: 5811, loss_cls: 7.7366, loss: 7.7366, grad_norm: 10.0251 2020-10-23 22:55:06,852 - mmaction - INFO - Epoch [60][100/603] lr: 1.000e-03, eta: 8:07:15, time: 1.112, data_time: 0.003, memory: 5811, loss_cls: 7.6887, loss: 7.6887, grad_norm: 9.8332 2020-10-23 22:55:29,064 - mmaction - INFO - Epoch [60][120/603] lr: 1.000e-03, eta: 8:06:50, time: 1.114, data_time: 0.007, memory: 5811, loss_cls: 7.4301, loss: 7.4301, grad_norm: 9.5820 2020-10-23 22:55:50,198 - mmaction - INFO - Epoch [60][140/603] lr: 1.000e-03, eta: 8:06:24, time: 1.052, data_time: 0.002, memory: 5811, loss_cls: 7.6966, loss: 7.6966, grad_norm: 10.1077 2020-10-23 22:56:12,271 - mmaction - INFO - Epoch [60][160/603] lr: 1.000e-03, eta: 8:05:59, time: 1.109, data_time: 0.009, memory: 5811, loss_cls: 7.5230, loss: 7.5230, grad_norm: 9.6856 2020-10-23 22:56:34,353 - mmaction - INFO - Epoch [60][180/603] lr: 1.000e-03, eta: 8:05:34, time: 1.104, data_time: 0.003, memory: 5811, loss_cls: 7.7511, loss: 7.7511, grad_norm: 9.9793 2020-10-23 22:56:56,637 - mmaction - INFO - Epoch [60][200/603] lr: 1.000e-03, eta: 8:05:10, time: 1.109, data_time: 0.003, memory: 5811, loss_cls: 7.8849, loss: 7.8849, grad_norm: 10.3793 2020-10-23 22:57:18,225 - mmaction - INFO - Epoch [60][220/603] lr: 1.000e-03, eta: 8:04:45, time: 1.085, data_time: 0.009, memory: 5811, loss_cls: 7.8350, loss: 7.8350, grad_norm: 10.0886 2020-10-23 22:57:39,743 - mmaction - INFO - Epoch [60][240/603] lr: 1.000e-03, eta: 8:04:19, time: 1.074, data_time: 0.003, memory: 5811, loss_cls: 7.6469, loss: 7.6469, grad_norm: 9.8623 2020-10-23 22:58:01,563 - mmaction - INFO - Epoch [60][260/603] lr: 1.000e-03, eta: 8:03:54, time: 1.089, data_time: 0.002, memory: 5811, loss_cls: 7.5774, loss: 7.5774, grad_norm: 10.0273 2020-10-23 22:58:23,078 - mmaction - INFO - Epoch [60][280/603] lr: 1.000e-03, eta: 8:03:29, time: 1.076, data_time: 0.005, memory: 5811, loss_cls: 7.6407, loss: 7.6407, grad_norm: 10.2355 2020-10-23 22:58:43,875 - mmaction - INFO - Epoch [60][300/603] lr: 1.000e-03, eta: 8:03:03, time: 1.037, data_time: 0.006, memory: 5811, loss_cls: 7.8350, loss: 7.8350, grad_norm: 10.0603 2020-10-23 22:59:06,036 - mmaction - INFO - Epoch [60][320/603] lr: 1.000e-03, eta: 8:02:38, time: 1.109, data_time: 0.009, memory: 5811, loss_cls: 7.6915, loss: 7.6915, grad_norm: 9.9886 2020-10-23 22:59:27,550 - mmaction - INFO - Epoch [60][340/603] lr: 1.000e-03, eta: 8:02:13, time: 1.080, data_time: 0.006, memory: 5811, loss_cls: 7.4269, loss: 7.4269, grad_norm: 9.8937 2020-10-23 22:59:49,686 - mmaction - INFO - Epoch [60][360/603] lr: 1.000e-03, eta: 8:01:48, time: 1.102, data_time: 0.003, memory: 5811, loss_cls: 7.5894, loss: 7.5894, grad_norm: 10.1540 2020-10-23 23:00:11,250 - mmaction - INFO - Epoch [60][380/603] lr: 1.000e-03, eta: 8:01:23, time: 1.084, data_time: 0.009, memory: 5811, loss_cls: 7.5725, loss: 7.5725, grad_norm: 9.9331 2020-10-23 23:00:33,288 - mmaction - INFO - Epoch [60][400/603] lr: 1.000e-03, eta: 8:00:58, time: 1.094, data_time: 0.002, memory: 5811, loss_cls: 7.7695, loss: 7.7695, grad_norm: 10.1472 2020-10-23 23:00:55,062 - mmaction - INFO - Epoch [60][420/603] lr: 1.000e-03, eta: 8:00:33, time: 1.097, data_time: 0.011, memory: 5811, loss_cls: 7.8593, loss: 7.8593, grad_norm: 9.9498 2020-10-23 23:01:16,958 - mmaction - INFO - Epoch [60][440/603] lr: 1.000e-03, eta: 8:00:08, time: 1.085, data_time: 0.003, memory: 5811, loss_cls: 7.5872, loss: 7.5872, grad_norm: 9.8979 2020-10-23 23:01:37,636 - mmaction - INFO - Epoch [60][460/603] lr: 1.000e-03, eta: 7:59:43, time: 1.044, data_time: 0.011, memory: 5811, loss_cls: 7.5432, loss: 7.5432, grad_norm: 9.8476 2020-10-23 23:01:59,661 - mmaction - INFO - Epoch [60][480/603] lr: 1.000e-03, eta: 7:59:18, time: 1.099, data_time: 0.001, memory: 5811, loss_cls: 7.4950, loss: 7.4950, grad_norm: 9.8975 2020-10-23 23:02:22,022 - mmaction - INFO - Epoch [60][500/603] lr: 1.000e-03, eta: 7:58:53, time: 1.116, data_time: 0.004, memory: 5811, loss_cls: 7.9349, loss: 7.9349, grad_norm: 10.2452 2020-10-23 23:02:43,041 - mmaction - INFO - Epoch [60][520/603] lr: 1.000e-03, eta: 7:58:27, time: 1.050, data_time: 0.005, memory: 5811, loss_cls: 7.9541, loss: 7.9541, grad_norm: 10.0938 2020-10-23 23:03:04,328 - mmaction - INFO - Epoch [60][540/603] lr: 1.000e-03, eta: 7:58:02, time: 1.068, data_time: 0.007, memory: 5811, loss_cls: 7.8448, loss: 7.8448, grad_norm: 10.0725 2020-10-23 23:03:25,859 - mmaction - INFO - Epoch [60][560/603] lr: 1.000e-03, eta: 7:57:37, time: 1.075, data_time: 0.003, memory: 5811, loss_cls: 7.9353, loss: 7.9353, grad_norm: 10.0234 2020-10-23 23:03:47,510 - mmaction - INFO - Epoch [60][580/603] lr: 1.000e-03, eta: 7:57:12, time: 1.080, data_time: 0.004, memory: 5811, loss_cls: 7.8274, loss: 7.8274, grad_norm: 10.0978 2020-10-23 23:04:08,925 - mmaction - INFO - Epoch [60][600/603] lr: 1.000e-03, eta: 7:56:47, time: 1.076, data_time: 0.008, memory: 5811, loss_cls: 7.8519, loss: 7.8519, grad_norm: 9.9457 2020-10-23 23:04:11,196 - mmaction - INFO - Saving checkpoint at 60 epochs 2020-10-23 23:05:08,200 - mmaction - INFO - Evaluating mean_average_precision... 2020-10-23 23:05:08,411 - mmaction - INFO - mean_average_precision 0.6312 2020-10-23 23:05:08,414 - mmaction - INFO - Epoch(val) [60][603] mean_average_precision: 0.6312 2020-10-23 23:05:40,591 - mmaction - INFO - Epoch [61][20/603] lr: 1.000e-03, eta: 7:56:23, time: 1.608, data_time: 1.125, memory: 5811, loss_cls: 7.6232, loss: 7.6232, grad_norm: 9.8085 2020-10-23 23:06:03,795 - mmaction - INFO - Epoch [61][40/603] lr: 1.000e-03, eta: 7:55:58, time: 1.160, data_time: 0.454, memory: 5811, loss_cls: 7.7349, loss: 7.7349, grad_norm: 10.1255 2020-10-23 23:06:27,380 - mmaction - INFO - Epoch [61][60/603] lr: 1.000e-03, eta: 7:55:35, time: 1.180, data_time: 0.067, memory: 5811, loss_cls: 7.6080, loss: 7.6080, grad_norm: 9.9583 2020-10-23 23:06:49,975 - mmaction - INFO - Epoch [61][80/603] lr: 1.000e-03, eta: 7:55:10, time: 1.130, data_time: 0.001, memory: 5811, loss_cls: 7.5471, loss: 7.5471, grad_norm: 9.6761 2020-10-23 23:07:12,664 - mmaction - INFO - Epoch [61][100/603] lr: 1.000e-03, eta: 7:54:46, time: 1.132, data_time: 0.002, memory: 5811, loss_cls: 7.7042, loss: 7.7042, grad_norm: 10.0053 2020-10-23 23:07:35,595 - mmaction - INFO - Epoch [61][120/603] lr: 1.000e-03, eta: 7:54:22, time: 1.149, data_time: 0.004, memory: 5811, loss_cls: 7.6578, loss: 7.6578, grad_norm: 10.2577 2020-10-23 23:07:57,454 - mmaction - INFO - Epoch [61][140/603] lr: 1.000e-03, eta: 7:53:57, time: 1.091, data_time: 0.000, memory: 5811, loss_cls: 7.7678, loss: 7.7678, grad_norm: 10.1684 2020-10-23 23:08:19,317 - mmaction - INFO - Epoch [61][160/603] lr: 1.000e-03, eta: 7:53:32, time: 1.092, data_time: 0.004, memory: 5811, loss_cls: 7.8185, loss: 7.8185, grad_norm: 9.9398 2020-10-23 23:08:40,865 - mmaction - INFO - Epoch [61][180/603] lr: 1.000e-03, eta: 7:53:07, time: 1.080, data_time: 0.006, memory: 5811, loss_cls: 7.6311, loss: 7.6311, grad_norm: 9.7769 2020-10-23 23:09:02,820 - mmaction - INFO - Epoch [61][200/603] lr: 1.000e-03, eta: 7:52:42, time: 1.092, data_time: 0.003, memory: 5811, loss_cls: 7.5159, loss: 7.5159, grad_norm: 9.8936 2020-10-23 23:09:24,263 - mmaction - INFO - Epoch [61][220/603] lr: 1.000e-03, eta: 7:52:16, time: 1.077, data_time: 0.008, memory: 5811, loss_cls: 7.7575, loss: 7.7575, grad_norm: 10.0493 2020-10-23 23:09:46,138 - mmaction - INFO - Epoch [61][240/603] lr: 1.000e-03, eta: 7:51:52, time: 1.095, data_time: 0.003, memory: 5811, loss_cls: 7.7494, loss: 7.7494, grad_norm: 9.9490 2020-10-23 23:10:07,877 - mmaction - INFO - Epoch [61][260/603] lr: 1.000e-03, eta: 7:51:27, time: 1.086, data_time: 0.002, memory: 5811, loss_cls: 7.9475, loss: 7.9475, grad_norm: 10.1712 2020-10-23 23:10:30,228 - mmaction - INFO - Epoch [61][280/603] lr: 1.000e-03, eta: 7:51:02, time: 1.113, data_time: 0.003, memory: 5811, loss_cls: 7.6457, loss: 7.6457, grad_norm: 10.0007 2020-10-23 23:10:52,473 - mmaction - INFO - Epoch [61][300/603] lr: 1.000e-03, eta: 7:50:37, time: 1.115, data_time: 0.009, memory: 5811, loss_cls: 7.6638, loss: 7.6638, grad_norm: 10.0998 2020-10-23 23:11:14,778 - mmaction - INFO - Epoch [61][320/603] lr: 1.000e-03, eta: 7:50:13, time: 1.115, data_time: 0.006, memory: 5811, loss_cls: 7.8128, loss: 7.8128, grad_norm: 10.1319 2020-10-23 23:11:36,122 - mmaction - INFO - Epoch [61][340/603] lr: 1.000e-03, eta: 7:49:47, time: 1.072, data_time: 0.006, memory: 5811, loss_cls: 7.7671, loss: 7.7671, grad_norm: 9.9887 2020-10-23 23:11:57,786 - mmaction - INFO - Epoch [61][360/603] lr: 1.000e-03, eta: 7:49:22, time: 1.079, data_time: 0.005, memory: 5811, loss_cls: 7.6119, loss: 7.6119, grad_norm: 10.2295 2020-10-23 23:12:18,910 - mmaction - INFO - Epoch [61][380/603] lr: 1.000e-03, eta: 7:48:57, time: 1.059, data_time: 0.007, memory: 5811, loss_cls: 7.7147, loss: 7.7147, grad_norm: 10.1249 2020-10-23 23:12:41,228 - mmaction - INFO - Epoch [61][400/603] lr: 1.000e-03, eta: 7:48:32, time: 1.116, data_time: 0.003, memory: 5811, loss_cls: 7.6491, loss: 7.6491, grad_norm: 9.8358 2020-10-23 23:13:02,851 - mmaction - INFO - Epoch [61][420/603] lr: 1.000e-03, eta: 7:48:07, time: 1.077, data_time: 0.001, memory: 5811, loss_cls: 7.7868, loss: 7.7868, grad_norm: 10.3209 2020-10-23 23:13:24,811 - mmaction - INFO - Epoch [61][440/603] lr: 1.000e-03, eta: 7:47:42, time: 1.097, data_time: 0.007, memory: 5811, loss_cls: 7.8145, loss: 7.8145, grad_norm: 10.1659 2020-10-23 23:13:46,431 - mmaction - INFO - Epoch [61][460/603] lr: 1.000e-03, eta: 7:47:17, time: 1.086, data_time: 0.009, memory: 5811, loss_cls: 7.8824, loss: 7.8824, grad_norm: 10.1665 2020-10-23 23:14:08,200 - mmaction - INFO - Epoch [61][480/603] lr: 1.000e-03, eta: 7:46:52, time: 1.084, data_time: 0.001, memory: 5811, loss_cls: 7.7146, loss: 7.7146, grad_norm: 9.9029 2020-10-23 23:14:30,484 - mmaction - INFO - Epoch [61][500/603] lr: 1.000e-03, eta: 7:46:28, time: 1.115, data_time: 0.008, memory: 5811, loss_cls: 7.5292, loss: 7.5292, grad_norm: 9.8094 2020-10-23 23:14:51,854 - mmaction - INFO - Epoch [61][520/603] lr: 1.000e-03, eta: 7:46:03, time: 1.070, data_time: 0.006, memory: 5811, loss_cls: 7.7447, loss: 7.7447, grad_norm: 10.0671 2020-10-23 23:15:13,400 - mmaction - INFO - Epoch [61][540/603] lr: 1.000e-03, eta: 7:45:38, time: 1.074, data_time: 0.002, memory: 5811, loss_cls: 7.8763, loss: 7.8763, grad_norm: 10.1634 2020-10-23 23:15:33,799 - mmaction - INFO - Epoch [61][560/603] lr: 1.000e-03, eta: 7:45:12, time: 1.024, data_time: 0.006, memory: 5811, loss_cls: 7.5673, loss: 7.5673, grad_norm: 9.9404 2020-10-23 23:15:54,599 - mmaction - INFO - Epoch [61][580/603] lr: 1.000e-03, eta: 7:44:46, time: 1.040, data_time: 0.001, memory: 5811, loss_cls: 7.7157, loss: 7.7157, grad_norm: 9.9964 2020-10-23 23:16:16,062 - mmaction - INFO - Epoch [61][600/603] lr: 1.000e-03, eta: 7:44:21, time: 1.074, data_time: 0.004, memory: 5811, loss_cls: 7.8485, loss: 7.8485, grad_norm: 10.1770 2020-10-23 23:16:54,373 - mmaction - INFO - Epoch [62][20/603] lr: 1.000e-03, eta: 7:43:59, time: 1.762, data_time: 0.991, memory: 5811, loss_cls: 7.5658, loss: 7.5658, grad_norm: 9.7351 2020-10-23 23:17:17,517 - mmaction - INFO - Epoch [62][40/603] lr: 1.000e-03, eta: 7:43:35, time: 1.161, data_time: 0.258, memory: 5811, loss_cls: 7.5837, loss: 7.5837, grad_norm: 10.0955 2020-10-23 23:17:40,538 - mmaction - INFO - Epoch [62][60/603] lr: 1.000e-03, eta: 7:43:11, time: 1.149, data_time: 0.030, memory: 5811, loss_cls: 7.5912, loss: 7.5912, grad_norm: 10.1402 2020-10-23 23:18:03,033 - mmaction - INFO - Epoch [62][80/603] lr: 1.000e-03, eta: 7:42:46, time: 1.128, data_time: 0.004, memory: 5811, loss_cls: 7.6338, loss: 7.6338, grad_norm: 10.0075 2020-10-23 23:18:24,466 - mmaction - INFO - Epoch [62][100/603] lr: 1.000e-03, eta: 7:42:21, time: 1.069, data_time: 0.002, memory: 5811, loss_cls: 7.7597, loss: 7.7597, grad_norm: 10.2381 2020-10-23 23:18:45,594 - mmaction - INFO - Epoch [62][120/603] lr: 1.000e-03, eta: 7:41:56, time: 1.052, data_time: 0.003, memory: 5811, loss_cls: 7.6981, loss: 7.6981, grad_norm: 9.9758 2020-10-23 23:19:07,986 - mmaction - INFO - Epoch [62][140/603] lr: 1.000e-03, eta: 7:41:31, time: 1.126, data_time: 0.009, memory: 5811, loss_cls: 7.5883, loss: 7.5883, grad_norm: 10.0250 2020-10-23 23:19:30,015 - mmaction - INFO - Epoch [62][160/603] lr: 1.000e-03, eta: 7:41:07, time: 1.097, data_time: 0.002, memory: 5811, loss_cls: 7.5426, loss: 7.5426, grad_norm: 10.0767 2020-10-23 23:19:51,098 - mmaction - INFO - Epoch [62][180/603] lr: 1.000e-03, eta: 7:40:41, time: 1.052, data_time: 0.010, memory: 5811, loss_cls: 7.7499, loss: 7.7499, grad_norm: 10.0095 2020-10-23 23:20:12,277 - mmaction - INFO - Epoch [62][200/603] lr: 1.000e-03, eta: 7:40:16, time: 1.057, data_time: 0.008, memory: 5811, loss_cls: 7.8299, loss: 7.8299, grad_norm: 10.1380 2020-10-23 23:20:33,920 - mmaction - INFO - Epoch [62][220/603] lr: 1.000e-03, eta: 7:39:51, time: 1.090, data_time: 0.010, memory: 5811, loss_cls: 7.5531, loss: 7.5531, grad_norm: 10.0133 2020-10-23 23:20:54,910 - mmaction - INFO - Epoch [62][240/603] lr: 1.000e-03, eta: 7:39:26, time: 1.048, data_time: 0.006, memory: 5811, loss_cls: 7.6801, loss: 7.6801, grad_norm: 10.0461 2020-10-23 23:21:16,165 - mmaction - INFO - Epoch [62][260/603] lr: 1.000e-03, eta: 7:39:00, time: 1.062, data_time: 0.005, memory: 5811, loss_cls: 7.5373, loss: 7.5373, grad_norm: 9.9262 2020-10-23 23:21:37,665 - mmaction - INFO - Epoch [62][280/603] lr: 1.000e-03, eta: 7:38:35, time: 1.077, data_time: 0.003, memory: 5811, loss_cls: 7.6211, loss: 7.6211, grad_norm: 10.2529 2020-10-23 23:21:59,195 - mmaction - INFO - Epoch [62][300/603] lr: 1.000e-03, eta: 7:38:10, time: 1.076, data_time: 0.004, memory: 5811, loss_cls: 7.7454, loss: 7.7454, grad_norm: 10.1943 2020-10-23 23:22:20,522 - mmaction - INFO - Epoch [62][320/603] lr: 1.000e-03, eta: 7:37:45, time: 1.064, data_time: 0.002, memory: 5811, loss_cls: 7.6435, loss: 7.6435, grad_norm: 10.0288 2020-10-23 23:22:42,364 - mmaction - INFO - Epoch [62][340/603] lr: 1.000e-03, eta: 7:37:20, time: 1.087, data_time: 0.004, memory: 5811, loss_cls: 7.6376, loss: 7.6376, grad_norm: 10.1976 2020-10-23 23:23:03,575 - mmaction - INFO - Epoch [62][360/603] lr: 1.000e-03, eta: 7:36:55, time: 1.063, data_time: 0.012, memory: 5811, loss_cls: 7.5314, loss: 7.5314, grad_norm: 10.0199 2020-10-23 23:23:24,974 - mmaction - INFO - Epoch [62][380/603] lr: 1.000e-03, eta: 7:36:30, time: 1.073, data_time: 0.007, memory: 5811, loss_cls: 7.3614, loss: 7.3614, grad_norm: 10.0708 2020-10-23 23:23:46,210 - mmaction - INFO - Epoch [62][400/603] lr: 1.000e-03, eta: 7:36:05, time: 1.059, data_time: 0.004, memory: 5811, loss_cls: 7.7036, loss: 7.7036, grad_norm: 10.2433 2020-10-23 23:24:07,609 - mmaction - INFO - Epoch [62][420/603] lr: 1.000e-03, eta: 7:35:40, time: 1.075, data_time: 0.007, memory: 5811, loss_cls: 7.6056, loss: 7.6056, grad_norm: 10.0265 2020-10-23 23:24:28,870 - mmaction - INFO - Epoch [62][440/603] lr: 1.000e-03, eta: 7:35:15, time: 1.053, data_time: 0.002, memory: 5811, loss_cls: 7.7107, loss: 7.7107, grad_norm: 10.1216 2020-10-23 23:24:49,814 - mmaction - INFO - Epoch [62][460/603] lr: 1.000e-03, eta: 7:34:49, time: 1.056, data_time: 0.012, memory: 5811, loss_cls: 7.5261, loss: 7.5261, grad_norm: 10.0535 2020-10-23 23:25:11,132 - mmaction - INFO - Epoch [62][480/603] lr: 1.000e-03, eta: 7:34:24, time: 1.064, data_time: 0.006, memory: 5811, loss_cls: 7.7177, loss: 7.7177, grad_norm: 10.0632 2020-10-23 23:25:32,647 - mmaction - INFO - Epoch [62][500/603] lr: 1.000e-03, eta: 7:33:59, time: 1.071, data_time: 0.005, memory: 5811, loss_cls: 7.9165, loss: 7.9165, grad_norm: 10.2374 2020-10-23 23:25:54,034 - mmaction - INFO - Epoch [62][520/603] lr: 1.000e-03, eta: 7:33:34, time: 1.071, data_time: 0.012, memory: 5811, loss_cls: 7.7234, loss: 7.7234, grad_norm: 9.9259 2020-10-23 23:26:15,757 - mmaction - INFO - Epoch [62][540/603] lr: 1.000e-03, eta: 7:33:09, time: 1.085, data_time: 0.011, memory: 5811, loss_cls: 7.7979, loss: 7.7979, grad_norm: 10.2423 2020-10-23 23:26:37,076 - mmaction - INFO - Epoch [62][560/603] lr: 1.000e-03, eta: 7:32:44, time: 1.074, data_time: 0.012, memory: 5811, loss_cls: 7.8378, loss: 7.8378, grad_norm: 10.1579 2020-10-23 23:26:58,633 - mmaction - INFO - Epoch [62][580/603] lr: 1.000e-03, eta: 7:32:19, time: 1.075, data_time: 0.002, memory: 5811, loss_cls: 7.7145, loss: 7.7145, grad_norm: 10.0852 2020-10-23 23:27:20,206 - mmaction - INFO - Epoch [62][600/603] lr: 1.000e-03, eta: 7:31:54, time: 1.081, data_time: 0.004, memory: 5811, loss_cls: 7.3971, loss: 7.3971, grad_norm: 9.8456 2020-10-23 23:28:00,307 - mmaction - INFO - Epoch [63][20/603] lr: 1.000e-03, eta: 7:31:33, time: 1.825, data_time: 1.215, memory: 5811, loss_cls: 7.5345, loss: 7.5345, grad_norm: 9.9976 2020-10-23 23:28:23,259 - mmaction - INFO - Epoch [63][40/603] lr: 1.000e-03, eta: 7:31:09, time: 1.145, data_time: 0.195, memory: 5811, loss_cls: 7.5483, loss: 7.5483, grad_norm: 9.8553 2020-10-23 23:28:45,002 - mmaction - INFO - Epoch [63][60/603] lr: 1.000e-03, eta: 7:30:44, time: 1.085, data_time: 0.013, memory: 5811, loss_cls: 7.7356, loss: 7.7356, grad_norm: 10.2924 2020-10-23 23:29:06,461 - mmaction - INFO - Epoch [63][80/603] lr: 1.000e-03, eta: 7:30:19, time: 1.067, data_time: 0.006, memory: 5811, loss_cls: 7.3479, loss: 7.3479, grad_norm: 9.9626 2020-10-23 23:29:28,657 - mmaction - INFO - Epoch [63][100/603] lr: 1.000e-03, eta: 7:29:54, time: 1.120, data_time: 0.012, memory: 5811, loss_cls: 7.5097, loss: 7.5097, grad_norm: 10.0395 2020-10-23 23:29:49,578 - mmaction - INFO - Epoch [63][120/603] lr: 1.000e-03, eta: 7:29:29, time: 1.046, data_time: 0.002, memory: 5811, loss_cls: 7.7071, loss: 7.7071, grad_norm: 10.3333 2020-10-23 23:30:10,956 - mmaction - INFO - Epoch [63][140/603] lr: 1.000e-03, eta: 7:29:04, time: 1.068, data_time: 0.002, memory: 5811, loss_cls: 7.4794, loss: 7.4794, grad_norm: 10.0776 2020-10-23 23:30:32,459 - mmaction - INFO - Epoch [63][160/603] lr: 1.000e-03, eta: 7:28:39, time: 1.075, data_time: 0.242, memory: 5811, loss_cls: 7.8869, loss: 7.8869, grad_norm: 10.2447 2020-10-23 23:30:54,316 - mmaction - INFO - Epoch [63][180/603] lr: 1.000e-03, eta: 7:28:14, time: 1.094, data_time: 0.519, memory: 5811, loss_cls: 7.7129, loss: 7.7129, grad_norm: 10.1453 2020-10-23 23:31:16,396 - mmaction - INFO - Epoch [63][200/603] lr: 1.000e-03, eta: 7:27:49, time: 1.102, data_time: 0.531, memory: 5811, loss_cls: 7.8266, loss: 7.8266, grad_norm: 10.2566 2020-10-23 23:31:38,956 - mmaction - INFO - Epoch [63][220/603] lr: 1.000e-03, eta: 7:27:25, time: 1.122, data_time: 0.508, memory: 5811, loss_cls: 7.5585, loss: 7.5585, grad_norm: 9.9319 2020-10-23 23:32:01,641 - mmaction - INFO - Epoch [63][240/603] lr: 1.000e-03, eta: 7:27:01, time: 1.143, data_time: 0.598, memory: 5811, loss_cls: 7.5712, loss: 7.5712, grad_norm: 10.0834 2020-10-23 23:32:24,235 - mmaction - INFO - Epoch [63][260/603] lr: 1.000e-03, eta: 7:26:37, time: 1.129, data_time: 0.527, memory: 5811, loss_cls: 7.5344, loss: 7.5344, grad_norm: 10.0793 2020-10-23 23:32:46,579 - mmaction - INFO - Epoch [63][280/603] lr: 1.000e-03, eta: 7:26:12, time: 1.110, data_time: 0.529, memory: 5811, loss_cls: 7.4519, loss: 7.4519, grad_norm: 10.0842 2020-10-23 23:33:07,767 - mmaction - INFO - Epoch [63][300/603] lr: 1.000e-03, eta: 7:25:47, time: 1.067, data_time: 0.487, memory: 5811, loss_cls: 7.4627, loss: 7.4627, grad_norm: 10.2640 2020-10-23 23:33:29,692 - mmaction - INFO - Epoch [63][320/603] lr: 1.000e-03, eta: 7:25:22, time: 1.095, data_time: 0.492, memory: 5811, loss_cls: 7.8657, loss: 7.8657, grad_norm: 10.3603 2020-10-23 23:33:51,065 - mmaction - INFO - Epoch [63][340/603] lr: 1.000e-03, eta: 7:24:57, time: 1.068, data_time: 0.455, memory: 5811, loss_cls: 7.6392, loss: 7.6392, grad_norm: 10.2399 2020-10-23 23:34:12,870 - mmaction - INFO - Epoch [63][360/603] lr: 1.000e-03, eta: 7:24:33, time: 1.090, data_time: 0.307, memory: 5811, loss_cls: 7.7671, loss: 7.7671, grad_norm: 10.2334 2020-10-23 23:34:34,050 - mmaction - INFO - Epoch [63][380/603] lr: 1.000e-03, eta: 7:24:07, time: 1.060, data_time: 0.104, memory: 5811, loss_cls: 7.6217, loss: 7.6217, grad_norm: 10.2637 2020-10-23 23:34:55,126 - mmaction - INFO - Epoch [63][400/603] lr: 1.000e-03, eta: 7:23:42, time: 1.054, data_time: 0.004, memory: 5811, loss_cls: 7.8582, loss: 7.8582, grad_norm: 10.3334 2020-10-23 23:35:16,750 - mmaction - INFO - Epoch [63][420/603] lr: 1.000e-03, eta: 7:23:17, time: 1.079, data_time: 0.003, memory: 5811, loss_cls: 7.7124, loss: 7.7124, grad_norm: 10.2015 2020-10-23 23:35:37,732 - mmaction - INFO - Epoch [63][440/603] lr: 1.000e-03, eta: 7:22:52, time: 1.051, data_time: 0.005, memory: 5811, loss_cls: 7.7835, loss: 7.7835, grad_norm: 10.2264 2020-10-23 23:35:58,959 - mmaction - INFO - Epoch [63][460/603] lr: 1.000e-03, eta: 7:22:27, time: 1.063, data_time: 0.003, memory: 5811, loss_cls: 7.5934, loss: 7.5934, grad_norm: 10.2090 2020-10-23 23:36:20,986 - mmaction - INFO - Epoch [63][480/603] lr: 1.000e-03, eta: 7:22:02, time: 1.095, data_time: 0.002, memory: 5811, loss_cls: 7.5576, loss: 7.5576, grad_norm: 10.2205 2020-10-23 23:36:41,480 - mmaction - INFO - Epoch [63][500/603] lr: 1.000e-03, eta: 7:21:37, time: 1.029, data_time: 0.008, memory: 5811, loss_cls: 7.7037, loss: 7.7037, grad_norm: 10.2445 2020-10-23 23:37:03,202 - mmaction - INFO - Epoch [63][520/603] lr: 1.000e-03, eta: 7:21:12, time: 1.082, data_time: 0.004, memory: 5811, loss_cls: 7.7808, loss: 7.7808, grad_norm: 10.1100 2020-10-23 23:37:24,855 - mmaction - INFO - Epoch [63][540/603] lr: 1.000e-03, eta: 7:20:47, time: 1.085, data_time: 0.008, memory: 5811, loss_cls: 7.7064, loss: 7.7064, grad_norm: 10.1648 2020-10-23 23:37:45,882 - mmaction - INFO - Epoch [63][560/603] lr: 1.000e-03, eta: 7:20:22, time: 1.053, data_time: 0.006, memory: 5811, loss_cls: 7.9007, loss: 7.9007, grad_norm: 10.4007 2020-10-23 23:38:07,587 - mmaction - INFO - Epoch [63][580/603] lr: 1.000e-03, eta: 7:19:57, time: 1.075, data_time: 0.004, memory: 5811, loss_cls: 7.6985, loss: 7.6985, grad_norm: 10.2696 2020-10-23 23:38:28,939 - mmaction - INFO - Epoch [63][600/603] lr: 1.000e-03, eta: 7:19:32, time: 1.078, data_time: 0.018, memory: 5811, loss_cls: 7.6695, loss: 7.6695, grad_norm: 10.4943 2020-10-23 23:39:04,219 - mmaction - INFO - Epoch [64][20/603] lr: 1.000e-03, eta: 7:19:08, time: 1.620, data_time: 0.625, memory: 5811, loss_cls: 7.5850, loss: 7.5850, grad_norm: 10.2917 2020-10-23 23:39:26,358 - mmaction - INFO - Epoch [64][40/603] lr: 1.000e-03, eta: 7:18:44, time: 1.117, data_time: 0.017, memory: 5811, loss_cls: 7.8060, loss: 7.8060, grad_norm: 10.2835 2020-10-23 23:39:48,468 - mmaction - INFO - Epoch [64][60/603] lr: 1.000e-03, eta: 7:18:19, time: 1.105, data_time: 0.009, memory: 5811, loss_cls: 7.6759, loss: 7.6759, grad_norm: 10.1882 2020-10-23 23:40:11,361 - mmaction - INFO - Epoch [64][80/603] lr: 1.000e-03, eta: 7:17:55, time: 1.136, data_time: 0.003, memory: 5811, loss_cls: 7.4417, loss: 7.4417, grad_norm: 10.3260 2020-10-23 23:40:33,173 - mmaction - INFO - Epoch [64][100/603] lr: 1.000e-03, eta: 7:17:30, time: 1.094, data_time: 0.010, memory: 5811, loss_cls: 7.5884, loss: 7.5884, grad_norm: 10.3800 2020-10-23 23:40:54,946 - mmaction - INFO - Epoch [64][120/603] lr: 1.000e-03, eta: 7:17:06, time: 1.094, data_time: 0.006, memory: 5811, loss_cls: 7.4639, loss: 7.4639, grad_norm: 10.1337 2020-10-23 23:41:16,839 - mmaction - INFO - Epoch [64][140/603] lr: 1.000e-03, eta: 7:16:41, time: 1.091, data_time: 0.002, memory: 5811, loss_cls: 7.9551, loss: 7.9551, grad_norm: 10.4181 2020-10-23 23:41:38,622 - mmaction - INFO - Epoch [64][160/603] lr: 1.000e-03, eta: 7:16:16, time: 1.085, data_time: 0.010, memory: 5811, loss_cls: 7.5542, loss: 7.5542, grad_norm: 9.9970 2020-10-23 23:41:59,725 - mmaction - INFO - Epoch [64][180/603] lr: 1.000e-03, eta: 7:15:51, time: 1.050, data_time: 0.009, memory: 5811, loss_cls: 7.6153, loss: 7.6153, grad_norm: 10.1922 2020-10-23 23:42:20,976 - mmaction - INFO - Epoch [64][200/603] lr: 1.000e-03, eta: 7:15:26, time: 1.067, data_time: 0.038, memory: 5811, loss_cls: 7.5527, loss: 7.5527, grad_norm: 10.3871 2020-10-23 23:42:42,175 - mmaction - INFO - Epoch [64][220/603] lr: 1.000e-03, eta: 7:15:01, time: 1.067, data_time: 0.011, memory: 5811, loss_cls: 7.5679, loss: 7.5679, grad_norm: 10.3590 2020-10-23 23:43:02,901 - mmaction - INFO - Epoch [64][240/603] lr: 1.000e-03, eta: 7:14:36, time: 1.032, data_time: 0.004, memory: 5811, loss_cls: 7.3835, loss: 7.3835, grad_norm: 10.1862 2020-10-23 23:43:24,969 - mmaction - INFO - Epoch [64][260/603] lr: 1.000e-03, eta: 7:14:11, time: 1.104, data_time: 0.007, memory: 5811, loss_cls: 7.4719, loss: 7.4719, grad_norm: 10.1570 2020-10-23 23:43:45,898 - mmaction - INFO - Epoch [64][280/603] lr: 1.000e-03, eta: 7:13:46, time: 1.045, data_time: 0.007, memory: 5811, loss_cls: 7.8073, loss: 7.8073, grad_norm: 10.1191 2020-10-23 23:44:07,480 - mmaction - INFO - Epoch [64][300/603] lr: 1.000e-03, eta: 7:13:21, time: 1.076, data_time: 0.009, memory: 5811, loss_cls: 7.7397, loss: 7.7397, grad_norm: 10.3134 2020-10-23 23:44:28,930 - mmaction - INFO - Epoch [64][320/603] lr: 1.000e-03, eta: 7:12:57, time: 1.081, data_time: 0.011, memory: 5811, loss_cls: 7.6475, loss: 7.6475, grad_norm: 10.3509 2020-10-23 23:44:50,103 - mmaction - INFO - Epoch [64][340/603] lr: 1.000e-03, eta: 7:12:32, time: 1.057, data_time: 0.006, memory: 5811, loss_cls: 7.7608, loss: 7.7608, grad_norm: 10.2075 2020-10-23 23:45:10,655 - mmaction - INFO - Epoch [64][360/603] lr: 1.000e-03, eta: 7:12:06, time: 1.028, data_time: 0.006, memory: 5811, loss_cls: 7.6241, loss: 7.6241, grad_norm: 10.1485 2020-10-23 23:45:31,663 - mmaction - INFO - Epoch [64][380/603] lr: 1.000e-03, eta: 7:11:41, time: 1.050, data_time: 0.005, memory: 5811, loss_cls: 7.6867, loss: 7.6867, grad_norm: 10.3227 2020-10-23 23:45:53,461 - mmaction - INFO - Epoch [64][400/603] lr: 1.000e-03, eta: 7:11:16, time: 1.091, data_time: 0.004, memory: 5811, loss_cls: 7.7539, loss: 7.7539, grad_norm: 10.1312 2020-10-23 23:46:14,931 - mmaction - INFO - Epoch [64][420/603] lr: 1.000e-03, eta: 7:10:52, time: 1.074, data_time: 0.005, memory: 5811, loss_cls: 7.6776, loss: 7.6776, grad_norm: 10.2123 2020-10-23 23:46:35,787 - mmaction - INFO - Epoch [64][440/603] lr: 1.000e-03, eta: 7:10:26, time: 1.042, data_time: 0.004, memory: 5811, loss_cls: 7.7247, loss: 7.7247, grad_norm: 10.1977 2020-10-23 23:46:56,901 - mmaction - INFO - Epoch [64][460/603] lr: 1.000e-03, eta: 7:10:01, time: 1.056, data_time: 0.006, memory: 5811, loss_cls: 7.7521, loss: 7.7521, grad_norm: 10.2223 2020-10-23 23:47:18,502 - mmaction - INFO - Epoch [64][480/603] lr: 1.000e-03, eta: 7:09:37, time: 1.080, data_time: 0.005, memory: 5811, loss_cls: 7.6779, loss: 7.6779, grad_norm: 10.4368 2020-10-23 23:47:39,385 - mmaction - INFO - Epoch [64][500/603] lr: 1.000e-03, eta: 7:09:11, time: 1.040, data_time: 0.005, memory: 5811, loss_cls: 7.7817, loss: 7.7817, grad_norm: 10.3460 2020-10-23 23:48:00,734 - mmaction - INFO - Epoch [64][520/603] lr: 1.000e-03, eta: 7:08:46, time: 1.073, data_time: 0.009, memory: 5811, loss_cls: 7.6312, loss: 7.6312, grad_norm: 10.1630 2020-10-23 23:48:22,445 - mmaction - INFO - Epoch [64][540/603] lr: 1.000e-03, eta: 7:08:22, time: 1.084, data_time: 0.002, memory: 5811, loss_cls: 7.8108, loss: 7.8108, grad_norm: 10.3733 2020-10-23 23:48:43,967 - mmaction - INFO - Epoch [64][560/603] lr: 1.000e-03, eta: 7:07:57, time: 1.075, data_time: 0.007, memory: 5811, loss_cls: 7.5442, loss: 7.5442, grad_norm: 10.1888 2020-10-23 23:49:06,015 - mmaction - INFO - Epoch [64][580/603] lr: 1.000e-03, eta: 7:07:33, time: 1.106, data_time: 0.009, memory: 5811, loss_cls: 7.5344, loss: 7.5344, grad_norm: 10.3522 2020-10-23 23:49:27,100 - mmaction - INFO - Epoch [64][600/603] lr: 1.000e-03, eta: 7:07:07, time: 1.055, data_time: 0.002, memory: 5811, loss_cls: 7.4926, loss: 7.4926, grad_norm: 10.1992 2020-10-23 23:50:04,122 - mmaction - INFO - Epoch [65][20/603] lr: 1.000e-03, eta: 7:06:44, time: 1.701, data_time: 0.709, memory: 5811, loss_cls: 7.5704, loss: 7.5704, grad_norm: 10.3844 2020-10-23 23:50:27,551 - mmaction - INFO - Epoch [65][40/603] lr: 1.000e-03, eta: 7:06:21, time: 1.174, data_time: 0.087, memory: 5811, loss_cls: 7.6919, loss: 7.6919, grad_norm: 10.3640 2020-10-23 23:50:50,725 - mmaction - INFO - Epoch [65][60/603] lr: 1.000e-03, eta: 7:05:57, time: 1.158, data_time: 0.002, memory: 5811, loss_cls: 7.4086, loss: 7.4086, grad_norm: 10.2017 2020-10-23 23:51:13,942 - mmaction - INFO - Epoch [65][80/603] lr: 1.000e-03, eta: 7:05:33, time: 1.162, data_time: 0.003, memory: 5811, loss_cls: 7.6677, loss: 7.6677, grad_norm: 10.1318 2020-10-23 23:51:38,026 - mmaction - INFO - Epoch [65][100/603] lr: 1.000e-03, eta: 7:05:09, time: 1.205, data_time: 0.002, memory: 5811, loss_cls: 7.5398, loss: 7.5398, grad_norm: 10.3379 2020-10-23 23:52:00,362 - mmaction - INFO - Epoch [65][120/603] lr: 1.000e-03, eta: 7:04:45, time: 1.117, data_time: 0.002, memory: 5811, loss_cls: 7.5343, loss: 7.5343, grad_norm: 10.3293 2020-10-23 23:52:21,986 - mmaction - INFO - Epoch [65][140/603] lr: 1.000e-03, eta: 7:04:20, time: 1.078, data_time: 0.004, memory: 5811, loss_cls: 7.6356, loss: 7.6356, grad_norm: 10.1846 2020-10-23 23:52:43,182 - mmaction - INFO - Epoch [65][160/603] lr: 1.000e-03, eta: 7:03:55, time: 1.057, data_time: 0.006, memory: 5811, loss_cls: 7.8258, loss: 7.8258, grad_norm: 10.4676 2020-10-23 23:53:04,375 - mmaction - INFO - Epoch [65][180/603] lr: 1.000e-03, eta: 7:03:30, time: 1.052, data_time: 0.013, memory: 5811, loss_cls: 7.4673, loss: 7.4673, grad_norm: 10.1771 2020-10-23 23:53:25,681 - mmaction - INFO - Epoch [65][200/603] lr: 1.000e-03, eta: 7:03:06, time: 1.074, data_time: 0.018, memory: 5811, loss_cls: 7.6524, loss: 7.6524, grad_norm: 10.2780 2020-10-23 23:53:47,594 - mmaction - INFO - Epoch [65][220/603] lr: 1.000e-03, eta: 7:02:41, time: 1.099, data_time: 0.008, memory: 5811, loss_cls: 7.4910, loss: 7.4910, grad_norm: 10.3607 2020-10-23 23:54:09,746 - mmaction - INFO - Epoch [65][240/603] lr: 1.000e-03, eta: 7:02:17, time: 1.105, data_time: 0.003, memory: 5811, loss_cls: 7.5716, loss: 7.5716, grad_norm: 10.3172 2020-10-23 23:54:31,404 - mmaction - INFO - Epoch [65][260/603] lr: 1.000e-03, eta: 7:01:52, time: 1.080, data_time: 0.005, memory: 5811, loss_cls: 7.6240, loss: 7.6240, grad_norm: 10.3894 2020-10-23 23:54:52,247 - mmaction - INFO - Epoch [65][280/603] lr: 1.000e-03, eta: 7:01:27, time: 1.049, data_time: 0.010, memory: 5811, loss_cls: 7.5908, loss: 7.5908, grad_norm: 10.4929 2020-10-23 23:55:13,774 - mmaction - INFO - Epoch [65][300/603] lr: 1.000e-03, eta: 7:01:02, time: 1.068, data_time: 0.003, memory: 5811, loss_cls: 7.6860, loss: 7.6860, grad_norm: 10.2034 2020-10-23 23:55:35,601 - mmaction - INFO - Epoch [65][320/603] lr: 1.000e-03, eta: 7:00:38, time: 1.100, data_time: 0.011, memory: 5811, loss_cls: 7.7334, loss: 7.7334, grad_norm: 10.1630 2020-10-23 23:55:57,177 - mmaction - INFO - Epoch [65][340/603] lr: 1.000e-03, eta: 7:00:13, time: 1.078, data_time: 0.002, memory: 5811, loss_cls: 7.5628, loss: 7.5628, grad_norm: 10.2820 2020-10-23 23:56:18,961 - mmaction - INFO - Epoch [65][360/603] lr: 1.000e-03, eta: 6:59:48, time: 1.087, data_time: 0.001, memory: 5811, loss_cls: 7.7443, loss: 7.7443, grad_norm: 10.6482 2020-10-23 23:56:40,589 - mmaction - INFO - Epoch [65][380/603] lr: 1.000e-03, eta: 6:59:24, time: 1.083, data_time: 0.005, memory: 5811, loss_cls: 7.7545, loss: 7.7545, grad_norm: 10.4484 2020-10-23 23:57:02,231 - mmaction - INFO - Epoch [65][400/603] lr: 1.000e-03, eta: 6:58:59, time: 1.082, data_time: 0.003, memory: 5811, loss_cls: 7.6755, loss: 7.6755, grad_norm: 10.3650 2020-10-23 23:57:23,900 - mmaction - INFO - Epoch [65][420/603] lr: 1.000e-03, eta: 6:58:34, time: 1.081, data_time: 0.002, memory: 5811, loss_cls: 7.7753, loss: 7.7753, grad_norm: 10.4467 2020-10-23 23:57:44,296 - mmaction - INFO - Epoch [65][440/603] lr: 1.000e-03, eta: 6:58:09, time: 1.020, data_time: 0.006, memory: 5811, loss_cls: 7.9064, loss: 7.9064, grad_norm: 10.3246 2020-10-23 23:58:05,461 - mmaction - INFO - Epoch [65][460/603] lr: 1.000e-03, eta: 6:57:44, time: 1.059, data_time: 0.008, memory: 5811, loss_cls: 7.6976, loss: 7.6976, grad_norm: 10.1257 2020-10-23 23:58:26,426 - mmaction - INFO - Epoch [65][480/603] lr: 1.000e-03, eta: 6:57:19, time: 1.045, data_time: 0.004, memory: 5811, loss_cls: 7.5322, loss: 7.5322, grad_norm: 10.2586 2020-10-23 23:58:48,002 - mmaction - INFO - Epoch [65][500/603] lr: 1.000e-03, eta: 6:56:54, time: 1.081, data_time: 0.007, memory: 5811, loss_cls: 7.7422, loss: 7.7422, grad_norm: 10.3441 2020-10-23 23:59:08,977 - mmaction - INFO - Epoch [65][520/603] lr: 1.000e-03, eta: 6:56:29, time: 1.051, data_time: 0.008, memory: 5811, loss_cls: 7.4191, loss: 7.4191, grad_norm: 10.2005 2020-10-23 23:59:30,460 - mmaction - INFO - Epoch [65][540/603] lr: 1.000e-03, eta: 6:56:05, time: 1.076, data_time: 0.003, memory: 5811, loss_cls: 7.7819, loss: 7.7819, grad_norm: 10.1259 2020-10-23 23:59:51,763 - mmaction - INFO - Epoch [65][560/603] lr: 1.000e-03, eta: 6:55:40, time: 1.062, data_time: 0.005, memory: 5811, loss_cls: 7.6718, loss: 7.6718, grad_norm: 10.1604 2020-10-24 00:00:13,775 - mmaction - INFO - Epoch [65][580/603] lr: 1.000e-03, eta: 6:55:15, time: 1.101, data_time: 0.005, memory: 5811, loss_cls: 7.6494, loss: 7.6494, grad_norm: 10.5847 2020-10-24 00:00:36,258 - mmaction - INFO - Epoch [65][600/603] lr: 1.000e-03, eta: 6:54:51, time: 1.125, data_time: 0.009, memory: 5811, loss_cls: 7.8831, loss: 7.8831, grad_norm: 10.6026 2020-10-24 00:01:05,275 - mmaction - INFO - Saving checkpoint at 65 epochs 2020-10-24 00:03:06,199 - mmaction - INFO - Evaluating mean_average_precision... 2020-10-24 00:03:06,387 - mmaction - INFO - mean_average_precision 0.6274 2020-10-24 00:03:06,390 - mmaction - INFO - Epoch(val) [65][603] mean_average_precision: 0.6274 2020-10-24 00:03:37,016 - mmaction - INFO - Epoch [66][20/603] lr: 1.000e-03, eta: 6:54:26, time: 1.525, data_time: 0.548, memory: 5811, loss_cls: 7.3333, loss: 7.3333, grad_norm: 9.8326 2020-10-24 00:04:00,093 - mmaction - INFO - Epoch [66][40/603] lr: 1.000e-03, eta: 6:54:02, time: 1.159, data_time: 0.040, memory: 5811, loss_cls: 7.5672, loss: 7.5672, grad_norm: 10.4315 2020-10-24 00:04:23,282 - mmaction - INFO - Epoch [66][60/603] lr: 1.000e-03, eta: 6:53:38, time: 1.156, data_time: 0.002, memory: 5811, loss_cls: 7.6720, loss: 7.6720, grad_norm: 10.2579 2020-10-24 00:04:45,052 - mmaction - INFO - Epoch [66][80/603] lr: 1.000e-03, eta: 6:53:14, time: 1.088, data_time: 0.006, memory: 5811, loss_cls: 7.2922, loss: 7.2922, grad_norm: 9.9289 2020-10-24 00:05:07,109 - mmaction - INFO - Epoch [66][100/603] lr: 1.000e-03, eta: 6:52:49, time: 1.105, data_time: 0.007, memory: 5811, loss_cls: 7.5004, loss: 7.5004, grad_norm: 10.5473 2020-10-24 00:05:28,707 - mmaction - INFO - Epoch [66][120/603] lr: 1.000e-03, eta: 6:52:25, time: 1.080, data_time: 0.005, memory: 5811, loss_cls: 7.5177, loss: 7.5177, grad_norm: 10.1968 2020-10-24 00:05:50,153 - mmaction - INFO - Epoch [66][140/603] lr: 1.000e-03, eta: 6:52:00, time: 1.067, data_time: 0.005, memory: 5811, loss_cls: 7.5208, loss: 7.5208, grad_norm: 10.6065 2020-10-24 00:06:11,892 - mmaction - INFO - Epoch [66][160/603] lr: 1.000e-03, eta: 6:51:35, time: 1.091, data_time: 0.009, memory: 5811, loss_cls: 7.3915, loss: 7.3915, grad_norm: 10.3475 2020-10-24 00:06:33,867 - mmaction - INFO - Epoch [66][180/603] lr: 1.000e-03, eta: 6:51:11, time: 1.096, data_time: 0.006, memory: 5811, loss_cls: 7.6596, loss: 7.6596, grad_norm: 10.4230 2020-10-24 00:06:55,156 - mmaction - INFO - Epoch [66][200/603] lr: 1.000e-03, eta: 6:50:46, time: 1.069, data_time: 0.006, memory: 5811, loss_cls: 7.5378, loss: 7.5378, grad_norm: 10.2663 2020-10-24 00:07:16,480 - mmaction - INFO - Epoch [66][220/603] lr: 1.000e-03, eta: 6:50:21, time: 1.066, data_time: 0.005, memory: 5811, loss_cls: 7.6105, loss: 7.6105, grad_norm: 10.3320 2020-10-24 00:07:37,018 - mmaction - INFO - Epoch [66][240/603] lr: 1.000e-03, eta: 6:49:56, time: 1.027, data_time: 0.001, memory: 5811, loss_cls: 7.7541, loss: 7.7541, grad_norm: 10.5986 2020-10-24 00:07:58,051 - mmaction - INFO - Epoch [66][260/603] lr: 1.000e-03, eta: 6:49:31, time: 1.048, data_time: 0.001, memory: 5811, loss_cls: 7.4527, loss: 7.4527, grad_norm: 10.2581 2020-10-24 00:08:19,138 - mmaction - INFO - Epoch [66][280/603] lr: 1.000e-03, eta: 6:49:06, time: 1.057, data_time: 0.005, memory: 5811, loss_cls: 7.7193, loss: 7.7193, grad_norm: 10.6859 2020-10-24 00:08:41,122 - mmaction - INFO - Epoch [66][300/603] lr: 1.000e-03, eta: 6:48:42, time: 1.095, data_time: 0.010, memory: 5811, loss_cls: 7.7131, loss: 7.7131, grad_norm: 10.2440 2020-10-24 00:09:02,007 - mmaction - INFO - Epoch [66][320/603] lr: 1.000e-03, eta: 6:48:17, time: 1.050, data_time: 0.007, memory: 5811, loss_cls: 7.5454, loss: 7.5454, grad_norm: 10.2697 2020-10-24 00:09:22,751 - mmaction - INFO - Epoch [66][340/603] lr: 1.000e-03, eta: 6:47:52, time: 1.030, data_time: 0.003, memory: 5811, loss_cls: 7.6842, loss: 7.6842, grad_norm: 10.4168 2020-10-24 00:09:43,870 - mmaction - INFO - Epoch [66][360/603] lr: 1.000e-03, eta: 6:47:27, time: 1.061, data_time: 0.008, memory: 5811, loss_cls: 7.6245, loss: 7.6245, grad_norm: 10.3271 2020-10-24 00:10:05,665 - mmaction - INFO - Epoch [66][380/603] lr: 1.000e-03, eta: 6:47:02, time: 1.088, data_time: 0.004, memory: 5811, loss_cls: 7.5792, loss: 7.5792, grad_norm: 10.3462 2020-10-24 00:10:26,496 - mmaction - INFO - Epoch [66][400/603] lr: 1.000e-03, eta: 6:46:38, time: 1.045, data_time: 0.010, memory: 5811, loss_cls: 7.6354, loss: 7.6354, grad_norm: 10.5664 2020-10-24 00:10:47,553 - mmaction - INFO - Epoch [66][420/603] lr: 1.000e-03, eta: 6:46:13, time: 1.054, data_time: 0.002, memory: 5811, loss_cls: 7.5946, loss: 7.5946, grad_norm: 10.3397 2020-10-24 00:11:09,047 - mmaction - INFO - Epoch [66][440/603] lr: 1.000e-03, eta: 6:45:48, time: 1.070, data_time: 0.002, memory: 5811, loss_cls: 7.7648, loss: 7.7648, grad_norm: 10.5878 2020-10-24 00:11:29,750 - mmaction - INFO - Epoch [66][460/603] lr: 1.000e-03, eta: 6:45:23, time: 1.038, data_time: 0.006, memory: 5811, loss_cls: 7.6119, loss: 7.6119, grad_norm: 10.3807 2020-10-24 00:11:50,514 - mmaction - INFO - Epoch [66][480/603] lr: 1.000e-03, eta: 6:44:58, time: 1.035, data_time: 0.005, memory: 5811, loss_cls: 7.7078, loss: 7.7078, grad_norm: 10.3883 2020-10-24 00:12:11,569 - mmaction - INFO - Epoch [66][500/603] lr: 1.000e-03, eta: 6:44:33, time: 1.057, data_time: 0.006, memory: 5811, loss_cls: 7.8121, loss: 7.8121, grad_norm: 10.3802 2020-10-24 00:12:33,046 - mmaction - INFO - Epoch [66][520/603] lr: 1.000e-03, eta: 6:44:08, time: 1.073, data_time: 0.002, memory: 5811, loss_cls: 7.4819, loss: 7.4819, grad_norm: 10.3400 2020-10-24 00:12:54,716 - mmaction - INFO - Epoch [66][540/603] lr: 1.000e-03, eta: 6:43:44, time: 1.074, data_time: 0.002, memory: 5811, loss_cls: 7.5714, loss: 7.5714, grad_norm: 10.5282 2020-10-24 00:13:16,228 - mmaction - INFO - Epoch [66][560/603] lr: 1.000e-03, eta: 6:43:19, time: 1.086, data_time: 0.012, memory: 5811, loss_cls: 7.7278, loss: 7.7278, grad_norm: 10.5059 2020-10-24 00:13:36,820 - mmaction - INFO - Epoch [66][580/603] lr: 1.000e-03, eta: 6:42:54, time: 1.030, data_time: 0.003, memory: 5811, loss_cls: 7.6062, loss: 7.6062, grad_norm: 10.4147 2020-10-24 00:13:56,754 - mmaction - INFO - Epoch [66][600/603] lr: 1.000e-03, eta: 6:42:29, time: 0.996, data_time: 0.002, memory: 5811, loss_cls: 7.6063, loss: 7.6063, grad_norm: 10.6189 2020-10-24 00:14:31,290 - mmaction - INFO - Epoch [67][20/603] lr: 1.000e-03, eta: 6:42:04, time: 1.628, data_time: 0.666, memory: 5811, loss_cls: 7.5492, loss: 7.5492, grad_norm: 10.3867 2020-10-24 00:14:54,850 - mmaction - INFO - Epoch [67][40/603] lr: 1.000e-03, eta: 6:41:41, time: 1.176, data_time: 0.102, memory: 5811, loss_cls: 7.6629, loss: 7.6629, grad_norm: 10.3265 2020-10-24 00:15:18,761 - mmaction - INFO - Epoch [67][60/603] lr: 1.000e-03, eta: 6:41:18, time: 1.194, data_time: 0.070, memory: 5811, loss_cls: 7.5223, loss: 7.5223, grad_norm: 10.4952 2020-10-24 00:15:42,105 - mmaction - INFO - Epoch [67][80/603] lr: 1.000e-03, eta: 6:40:54, time: 1.169, data_time: 0.045, memory: 5811, loss_cls: 7.5934, loss: 7.5934, grad_norm: 10.6760 2020-10-24 00:16:04,044 - mmaction - INFO - Epoch [67][100/603] lr: 1.000e-03, eta: 6:40:29, time: 1.093, data_time: 0.002, memory: 5811, loss_cls: 7.5969, loss: 7.5969, grad_norm: 10.4096 2020-10-24 00:16:26,442 - mmaction - INFO - Epoch [67][120/603] lr: 1.000e-03, eta: 6:40:05, time: 1.125, data_time: 0.007, memory: 5811, loss_cls: 7.6104, loss: 7.6104, grad_norm: 10.4627 2020-10-24 00:16:47,901 - mmaction - INFO - Epoch [67][140/603] lr: 1.000e-03, eta: 6:39:41, time: 1.073, data_time: 0.000, memory: 5811, loss_cls: 7.5326, loss: 7.5326, grad_norm: 10.1725 2020-10-24 00:17:10,776 - mmaction - INFO - Epoch [67][160/603] lr: 1.000e-03, eta: 6:39:17, time: 1.141, data_time: 0.001, memory: 5811, loss_cls: 7.4330, loss: 7.4330, grad_norm: 10.5111 2020-10-24 00:17:33,429 - mmaction - INFO - Epoch [67][180/603] lr: 1.000e-03, eta: 6:38:53, time: 1.135, data_time: 0.004, memory: 5811, loss_cls: 7.5277, loss: 7.5277, grad_norm: 10.4181 2020-10-24 00:17:55,318 - mmaction - INFO - Epoch [67][200/603] lr: 1.000e-03, eta: 6:38:28, time: 1.090, data_time: 0.002, memory: 5811, loss_cls: 7.6665, loss: 7.6665, grad_norm: 10.5055 2020-10-24 00:18:16,329 - mmaction - INFO - Epoch [67][220/603] lr: 1.000e-03, eta: 6:38:04, time: 1.053, data_time: 0.010, memory: 5811, loss_cls: 7.3559, loss: 7.3559, grad_norm: 10.3507 2020-10-24 00:18:38,528 - mmaction - INFO - Epoch [67][240/603] lr: 1.000e-03, eta: 6:37:39, time: 1.108, data_time: 0.003, memory: 5811, loss_cls: 7.5699, loss: 7.5699, grad_norm: 10.6419 2020-10-24 00:19:00,113 - mmaction - INFO - Epoch [67][260/603] lr: 1.000e-03, eta: 6:37:15, time: 1.083, data_time: 0.005, memory: 5811, loss_cls: 7.6318, loss: 7.6318, grad_norm: 10.5120 2020-10-24 00:19:22,003 - mmaction - INFO - Epoch [67][280/603] lr: 1.000e-03, eta: 6:36:50, time: 1.094, data_time: 0.002, memory: 5811, loss_cls: 7.6221, loss: 7.6221, grad_norm: 10.5071 2020-10-24 00:19:44,911 - mmaction - INFO - Epoch [67][300/603] lr: 1.000e-03, eta: 6:36:27, time: 1.146, data_time: 0.003, memory: 5811, loss_cls: 7.7073, loss: 7.7073, grad_norm: 10.5197 2020-10-24 00:20:06,563 - mmaction - INFO - Epoch [67][320/603] lr: 1.000e-03, eta: 6:36:02, time: 1.080, data_time: 0.001, memory: 5811, loss_cls: 7.5601, loss: 7.5601, grad_norm: 10.2578 2020-10-24 00:20:29,381 - mmaction - INFO - Epoch [67][340/603] lr: 1.000e-03, eta: 6:35:38, time: 1.143, data_time: 0.003, memory: 5811, loss_cls: 7.4570, loss: 7.4570, grad_norm: 10.6284 2020-10-24 00:20:52,877 - mmaction - INFO - Epoch [67][360/603] lr: 1.000e-03, eta: 6:35:14, time: 1.173, data_time: 0.001, memory: 5811, loss_cls: 7.6362, loss: 7.6362, grad_norm: 10.6237 2020-10-24 00:21:15,944 - mmaction - INFO - Epoch [67][380/603] lr: 1.000e-03, eta: 6:34:51, time: 1.154, data_time: 0.004, memory: 5811, loss_cls: 7.4533, loss: 7.4533, grad_norm: 10.2685 2020-10-24 00:21:38,758 - mmaction - INFO - Epoch [67][400/603] lr: 1.000e-03, eta: 6:34:27, time: 1.142, data_time: 0.002, memory: 5811, loss_cls: 7.4790, loss: 7.4790, grad_norm: 10.3225 2020-10-24 00:22:00,950 - mmaction - INFO - Epoch [67][420/603] lr: 1.000e-03, eta: 6:34:03, time: 1.107, data_time: 0.001, memory: 5811, loss_cls: 7.6479, loss: 7.6479, grad_norm: 10.7173 2020-10-24 00:22:23,482 - mmaction - INFO - Epoch [67][440/603] lr: 1.000e-03, eta: 6:33:39, time: 1.126, data_time: 0.005, memory: 5811, loss_cls: 7.7174, loss: 7.7174, grad_norm: 10.6143 2020-10-24 00:22:45,589 - mmaction - INFO - Epoch [67][460/603] lr: 1.000e-03, eta: 6:33:14, time: 1.108, data_time: 0.004, memory: 5811, loss_cls: 7.6131, loss: 7.6131, grad_norm: 10.5262 2020-10-24 00:23:08,000 - mmaction - INFO - Epoch [67][480/603] lr: 1.000e-03, eta: 6:32:50, time: 1.120, data_time: 0.002, memory: 5811, loss_cls: 7.6830, loss: 7.6830, grad_norm: 10.4458 2020-10-24 00:23:30,620 - mmaction - INFO - Epoch [67][500/603] lr: 1.000e-03, eta: 6:32:26, time: 1.129, data_time: 0.001, memory: 5811, loss_cls: 7.6087, loss: 7.6087, grad_norm: 10.6681 2020-10-24 00:23:52,789 - mmaction - INFO - Epoch [67][520/603] lr: 1.000e-03, eta: 6:32:02, time: 1.111, data_time: 0.005, memory: 5811, loss_cls: 7.4330, loss: 7.4330, grad_norm: 10.3342 2020-10-24 00:24:15,742 - mmaction - INFO - Epoch [67][540/603] lr: 1.000e-03, eta: 6:31:38, time: 1.148, data_time: 0.001, memory: 5811, loss_cls: 7.5188, loss: 7.5188, grad_norm: 10.7225 2020-10-24 00:24:38,092 - mmaction - INFO - Epoch [67][560/603] lr: 1.000e-03, eta: 6:31:14, time: 1.114, data_time: 0.002, memory: 5811, loss_cls: 7.4796, loss: 7.4796, grad_norm: 10.4136 2020-10-24 00:24:59,899 - mmaction - INFO - Epoch [67][580/603] lr: 1.000e-03, eta: 6:30:50, time: 1.093, data_time: 0.004, memory: 5811, loss_cls: 7.7556, loss: 7.7556, grad_norm: 10.5787 2020-10-24 00:25:22,549 - mmaction - INFO - Epoch [67][600/603] lr: 1.000e-03, eta: 6:30:26, time: 1.132, data_time: 0.002, memory: 5811, loss_cls: 7.5647, loss: 7.5647, grad_norm: 10.4103 2020-10-24 00:26:03,437 - mmaction - INFO - Epoch [68][20/603] lr: 1.000e-03, eta: 6:30:04, time: 1.862, data_time: 1.314, memory: 5811, loss_cls: 7.5937, loss: 7.5937, grad_norm: 10.4198 2020-10-24 00:26:26,978 - mmaction - INFO - Epoch [68][40/603] lr: 1.000e-03, eta: 6:29:40, time: 1.181, data_time: 0.179, memory: 5811, loss_cls: 7.6144, loss: 7.6144, grad_norm: 10.2908 2020-10-24 00:26:50,951 - mmaction - INFO - Epoch [68][60/603] lr: 1.000e-03, eta: 6:29:17, time: 1.201, data_time: 0.103, memory: 5811, loss_cls: 7.3848, loss: 7.3848, grad_norm: 10.2308 2020-10-24 00:27:14,647 - mmaction - INFO - Epoch [68][80/603] lr: 1.000e-03, eta: 6:28:53, time: 1.185, data_time: 0.001, memory: 5811, loss_cls: 7.4409, loss: 7.4409, grad_norm: 10.5174 2020-10-24 00:27:37,306 - mmaction - INFO - Epoch [68][100/603] lr: 1.000e-03, eta: 6:28:29, time: 1.128, data_time: 0.002, memory: 5811, loss_cls: 7.4708, loss: 7.4708, grad_norm: 10.7337 2020-10-24 00:28:00,191 - mmaction - INFO - Epoch [68][120/603] lr: 1.000e-03, eta: 6:28:05, time: 1.147, data_time: 0.008, memory: 5811, loss_cls: 7.6205, loss: 7.6205, grad_norm: 10.6206 2020-10-24 00:28:22,478 - mmaction - INFO - Epoch [68][140/603] lr: 1.000e-03, eta: 6:27:41, time: 1.114, data_time: 0.021, memory: 5811, loss_cls: 7.5491, loss: 7.5491, grad_norm: 10.3513 2020-10-24 00:28:44,833 - mmaction - INFO - Epoch [68][160/603] lr: 1.000e-03, eta: 6:27:17, time: 1.120, data_time: 0.218, memory: 5811, loss_cls: 7.3249, loss: 7.3249, grad_norm: 10.4784 2020-10-24 00:29:07,296 - mmaction - INFO - Epoch [68][180/603] lr: 1.000e-03, eta: 6:26:53, time: 1.123, data_time: 0.275, memory: 5811, loss_cls: 7.6468, loss: 7.6468, grad_norm: 10.8652 2020-10-24 00:29:28,864 - mmaction - INFO - Epoch [68][200/603] lr: 1.000e-03, eta: 6:26:28, time: 1.076, data_time: 0.126, memory: 5811, loss_cls: 7.6908, loss: 7.6908, grad_norm: 10.5118 2020-10-24 00:29:51,068 - mmaction - INFO - Epoch [68][220/603] lr: 1.000e-03, eta: 6:26:04, time: 1.113, data_time: 0.057, memory: 5811, loss_cls: 7.4915, loss: 7.4915, grad_norm: 10.7655 2020-10-24 00:30:14,320 - mmaction - INFO - Epoch [68][240/603] lr: 1.000e-03, eta: 6:25:41, time: 1.162, data_time: 0.099, memory: 5811, loss_cls: 7.5454, loss: 7.5454, grad_norm: 10.4459 2020-10-24 00:30:37,708 - mmaction - INFO - Epoch [68][260/603] lr: 1.000e-03, eta: 6:25:17, time: 1.170, data_time: 0.010, memory: 5811, loss_cls: 7.4861, loss: 7.4861, grad_norm: 10.4874 2020-10-24 00:31:00,457 - mmaction - INFO - Epoch [68][280/603] lr: 1.000e-03, eta: 6:24:53, time: 1.128, data_time: 0.002, memory: 5811, loss_cls: 7.3401, loss: 7.3401, grad_norm: 10.6077 2020-10-24 00:31:22,625 - mmaction - INFO - Epoch [68][300/603] lr: 1.000e-03, eta: 6:24:29, time: 1.112, data_time: 0.012, memory: 5811, loss_cls: 7.5380, loss: 7.5380, grad_norm: 10.5862 2020-10-24 00:31:44,249 - mmaction - INFO - Epoch [68][320/603] lr: 1.000e-03, eta: 6:24:04, time: 1.086, data_time: 0.007, memory: 5811, loss_cls: 7.7619, loss: 7.7619, grad_norm: 10.7500 2020-10-24 00:32:05,896 - mmaction - INFO - Epoch [68][340/603] lr: 1.000e-03, eta: 6:23:40, time: 1.083, data_time: 0.001, memory: 5811, loss_cls: 7.3047, loss: 7.3047, grad_norm: 10.2613 2020-10-24 00:32:27,415 - mmaction - INFO - Epoch [68][360/603] lr: 1.000e-03, eta: 6:23:15, time: 1.076, data_time: 0.001, memory: 5811, loss_cls: 7.5934, loss: 7.5934, grad_norm: 10.3610 2020-10-24 00:32:49,999 - mmaction - INFO - Epoch [68][380/603] lr: 1.000e-03, eta: 6:22:51, time: 1.128, data_time: 0.001, memory: 5811, loss_cls: 7.6291, loss: 7.6291, grad_norm: 10.6185 2020-10-24 00:33:11,564 - mmaction - INFO - Epoch [68][400/603] lr: 1.000e-03, eta: 6:22:27, time: 1.077, data_time: 0.002, memory: 5811, loss_cls: 7.5642, loss: 7.5642, grad_norm: 10.5432 2020-10-24 00:33:33,577 - mmaction - INFO - Epoch [68][420/603] lr: 1.000e-03, eta: 6:22:03, time: 1.101, data_time: 0.005, memory: 5811, loss_cls: 7.4636, loss: 7.4636, grad_norm: 10.6477 2020-10-24 00:33:55,714 - mmaction - INFO - Epoch [68][440/603] lr: 1.000e-03, eta: 6:21:39, time: 1.107, data_time: 0.004, memory: 5811, loss_cls: 7.5313, loss: 7.5313, grad_norm: 10.4877 2020-10-24 00:34:17,625 - mmaction - INFO - Epoch [68][460/603] lr: 1.000e-03, eta: 6:21:14, time: 1.095, data_time: 0.008, memory: 5811, loss_cls: 7.6560, loss: 7.6560, grad_norm: 10.6792 2020-10-24 00:34:39,751 - mmaction - INFO - Epoch [68][480/603] lr: 1.000e-03, eta: 6:20:50, time: 1.103, data_time: 0.005, memory: 5811, loss_cls: 7.6712, loss: 7.6712, grad_norm: 10.5778 2020-10-24 00:35:01,803 - mmaction - INFO - Epoch [68][500/603] lr: 1.000e-03, eta: 6:20:26, time: 1.108, data_time: 0.010, memory: 5811, loss_cls: 7.6626, loss: 7.6626, grad_norm: 10.8165 2020-10-24 00:35:24,214 - mmaction - INFO - Epoch [68][520/603] lr: 1.000e-03, eta: 6:20:02, time: 1.120, data_time: 0.004, memory: 5811, loss_cls: 7.4639, loss: 7.4639, grad_norm: 10.6128 2020-10-24 00:35:46,600 - mmaction - INFO - Epoch [68][540/603] lr: 1.000e-03, eta: 6:19:38, time: 1.119, data_time: 0.005, memory: 5811, loss_cls: 7.8060, loss: 7.8060, grad_norm: 10.8563 2020-10-24 00:36:06,332 - mmaction - INFO - Epoch [68][560/603] lr: 1.000e-03, eta: 6:19:12, time: 0.988, data_time: 0.004, memory: 5811, loss_cls: 7.7257, loss: 7.7257, grad_norm: 10.6198 2020-10-24 00:36:28,884 - mmaction - INFO - Epoch [68][580/603] lr: 1.000e-03, eta: 6:18:48, time: 1.127, data_time: 0.082, memory: 5811, loss_cls: 7.6010, loss: 7.6010, grad_norm: 10.4042 2020-10-24 00:36:51,469 - mmaction - INFO - Epoch [68][600/603] lr: 1.000e-03, eta: 6:18:24, time: 1.130, data_time: 0.003, memory: 5811, loss_cls: 7.5063, loss: 7.5063, grad_norm: 10.8498 2020-10-24 00:37:29,915 - mmaction - INFO - Epoch [69][20/603] lr: 1.000e-03, eta: 6:18:01, time: 1.763, data_time: 0.884, memory: 5811, loss_cls: 7.6189, loss: 7.6189, grad_norm: 10.5912 2020-10-24 00:37:53,022 - mmaction - INFO - Epoch [69][40/603] lr: 1.000e-03, eta: 6:17:37, time: 1.160, data_time: 0.182, memory: 5811, loss_cls: 7.6702, loss: 7.6702, grad_norm: 10.3286 2020-10-24 00:38:16,969 - mmaction - INFO - Epoch [69][60/603] lr: 1.000e-03, eta: 6:17:14, time: 1.197, data_time: 0.026, memory: 5811, loss_cls: 7.4699, loss: 7.4699, grad_norm: 10.4799 2020-10-24 00:38:39,610 - mmaction - INFO - Epoch [69][80/603] lr: 1.000e-03, eta: 6:16:50, time: 1.135, data_time: 0.005, memory: 5811, loss_cls: 7.3310, loss: 7.3310, grad_norm: 10.3623 2020-10-24 00:39:02,658 - mmaction - INFO - Epoch [69][100/603] lr: 1.000e-03, eta: 6:16:26, time: 1.148, data_time: 0.002, memory: 5811, loss_cls: 7.3944, loss: 7.3944, grad_norm: 10.5812 2020-10-24 00:39:24,176 - mmaction - INFO - Epoch [69][120/603] lr: 1.000e-03, eta: 6:16:02, time: 1.077, data_time: 0.006, memory: 5811, loss_cls: 7.4009, loss: 7.4009, grad_norm: 10.4092 2020-10-24 00:39:46,237 - mmaction - INFO - Epoch [69][140/603] lr: 1.000e-03, eta: 6:15:38, time: 1.099, data_time: 0.004, memory: 5811, loss_cls: 7.5599, loss: 7.5599, grad_norm: 10.8428 2020-10-24 00:40:08,247 - mmaction - INFO - Epoch [69][160/603] lr: 1.000e-03, eta: 6:15:13, time: 1.101, data_time: 0.011, memory: 5811, loss_cls: 7.5875, loss: 7.5875, grad_norm: 10.6521 2020-10-24 00:40:29,908 - mmaction - INFO - Epoch [69][180/603] lr: 1.000e-03, eta: 6:14:49, time: 1.086, data_time: 0.009, memory: 5811, loss_cls: 7.3921, loss: 7.3921, grad_norm: 10.5127 2020-10-24 00:40:51,838 - mmaction - INFO - Epoch [69][200/603] lr: 1.000e-03, eta: 6:14:25, time: 1.099, data_time: 0.007, memory: 5811, loss_cls: 7.8581, loss: 7.8581, grad_norm: 10.7644 2020-10-24 00:41:14,307 - mmaction - INFO - Epoch [69][220/603] lr: 1.000e-03, eta: 6:14:01, time: 1.119, data_time: 0.159, memory: 5811, loss_cls: 7.8271, loss: 7.8271, grad_norm: 10.6694 2020-10-24 00:41:35,879 - mmaction - INFO - Epoch [69][240/603] lr: 1.000e-03, eta: 6:13:36, time: 1.083, data_time: 0.418, memory: 5811, loss_cls: 7.7340, loss: 7.7340, grad_norm: 10.6696 2020-10-24 00:41:57,717 - mmaction - INFO - Epoch [69][260/603] lr: 1.000e-03, eta: 6:13:12, time: 1.094, data_time: 0.360, memory: 5811, loss_cls: 7.3861, loss: 7.3861, grad_norm: 10.5066 2020-10-24 00:42:19,535 - mmaction - INFO - Epoch [69][280/603] lr: 1.000e-03, eta: 6:12:48, time: 1.089, data_time: 0.280, memory: 5811, loss_cls: 7.6482, loss: 7.6482, grad_norm: 10.7418 2020-10-24 00:42:41,730 - mmaction - INFO - Epoch [69][300/603] lr: 1.000e-03, eta: 6:12:24, time: 1.111, data_time: 0.434, memory: 5811, loss_cls: 7.5503, loss: 7.5503, grad_norm: 10.8940 2020-10-24 00:43:03,098 - mmaction - INFO - Epoch [69][320/603] lr: 1.000e-03, eta: 6:11:59, time: 1.068, data_time: 0.452, memory: 5811, loss_cls: 7.7072, loss: 7.7072, grad_norm: 10.5870 2020-10-24 00:43:24,973 - mmaction - INFO - Epoch [69][340/603] lr: 1.000e-03, eta: 6:11:35, time: 1.093, data_time: 0.446, memory: 5811, loss_cls: 7.5196, loss: 7.5196, grad_norm: 10.4291 2020-10-24 00:43:46,944 - mmaction - INFO - Epoch [69][360/603] lr: 1.000e-03, eta: 6:11:11, time: 1.094, data_time: 0.504, memory: 5811, loss_cls: 7.3850, loss: 7.3850, grad_norm: 10.7840 2020-10-24 00:44:09,006 - mmaction - INFO - Epoch [69][380/603] lr: 1.000e-03, eta: 6:10:46, time: 1.105, data_time: 0.534, memory: 5811, loss_cls: 7.5048, loss: 7.5048, grad_norm: 10.6332 2020-10-24 00:44:30,998 - mmaction - INFO - Epoch [69][400/603] lr: 1.000e-03, eta: 6:10:22, time: 1.103, data_time: 0.535, memory: 5811, loss_cls: 7.7042, loss: 7.7042, grad_norm: 10.5241 2020-10-24 00:44:53,600 - mmaction - INFO - Epoch [69][420/603] lr: 1.000e-03, eta: 6:09:58, time: 1.127, data_time: 0.505, memory: 5811, loss_cls: 7.6612, loss: 7.6612, grad_norm: 10.6886 2020-10-24 00:45:15,550 - mmaction - INFO - Epoch [69][440/603] lr: 1.000e-03, eta: 6:09:34, time: 1.096, data_time: 0.503, memory: 5811, loss_cls: 7.4624, loss: 7.4624, grad_norm: 10.6220 2020-10-24 00:45:37,633 - mmaction - INFO - Epoch [69][460/603] lr: 1.000e-03, eta: 6:09:10, time: 1.107, data_time: 0.515, memory: 5811, loss_cls: 7.5487, loss: 7.5487, grad_norm: 10.5785 2020-10-24 00:45:59,721 - mmaction - INFO - Epoch [69][480/603] lr: 1.000e-03, eta: 6:08:46, time: 1.096, data_time: 0.517, memory: 5811, loss_cls: 7.6015, loss: 7.6015, grad_norm: 10.8460 2020-10-24 00:46:21,254 - mmaction - INFO - Epoch [69][500/603] lr: 1.000e-03, eta: 6:08:21, time: 1.079, data_time: 0.478, memory: 5811, loss_cls: 7.6093, loss: 7.6093, grad_norm: 10.6597 2020-10-24 00:46:42,839 - mmaction - INFO - Epoch [69][520/603] lr: 1.000e-03, eta: 6:07:57, time: 1.085, data_time: 0.498, memory: 5811, loss_cls: 7.5033, loss: 7.5033, grad_norm: 10.5274 2020-10-24 00:47:04,147 - mmaction - INFO - Epoch [69][540/603] lr: 1.000e-03, eta: 6:07:32, time: 1.063, data_time: 0.459, memory: 5811, loss_cls: 7.4206, loss: 7.4206, grad_norm: 10.7363 2020-10-24 00:47:26,119 - mmaction - INFO - Epoch [69][560/603] lr: 1.000e-03, eta: 6:07:08, time: 1.101, data_time: 0.498, memory: 5811, loss_cls: 7.5423, loss: 7.5423, grad_norm: 10.9027 2020-10-24 00:47:48,224 - mmaction - INFO - Epoch [69][580/603] lr: 1.000e-03, eta: 6:06:44, time: 1.104, data_time: 0.516, memory: 5811, loss_cls: 7.6195, loss: 7.6195, grad_norm: 10.7675 2020-10-24 00:48:09,986 - mmaction - INFO - Epoch [69][600/603] lr: 1.000e-03, eta: 6:06:20, time: 1.090, data_time: 0.469, memory: 5811, loss_cls: 7.5996, loss: 7.5996, grad_norm: 10.6257 2020-10-24 00:48:47,181 - mmaction - INFO - Epoch [70][20/603] lr: 1.000e-03, eta: 6:05:56, time: 1.719, data_time: 1.072, memory: 5811, loss_cls: 7.4917, loss: 7.4917, grad_norm: 10.5480 2020-10-24 00:49:10,675 - mmaction - INFO - Epoch [70][40/603] lr: 1.000e-03, eta: 6:05:32, time: 1.175, data_time: 0.254, memory: 5811, loss_cls: 7.5727, loss: 7.5727, grad_norm: 10.5829 2020-10-24 00:49:33,861 - mmaction - INFO - Epoch [70][60/603] lr: 1.000e-03, eta: 6:05:09, time: 1.158, data_time: 0.063, memory: 5811, loss_cls: 7.7055, loss: 7.7055, grad_norm: 10.9588 2020-10-24 00:49:56,973 - mmaction - INFO - Epoch [70][80/603] lr: 1.000e-03, eta: 6:04:45, time: 1.152, data_time: 0.003, memory: 5811, loss_cls: 7.3816, loss: 7.3816, grad_norm: 10.4611 2020-10-24 00:50:18,544 - mmaction - INFO - Epoch [70][100/603] lr: 1.000e-03, eta: 6:04:21, time: 1.081, data_time: 0.007, memory: 5811, loss_cls: 7.3270, loss: 7.3270, grad_norm: 10.7648 2020-10-24 00:50:40,483 - mmaction - INFO - Epoch [70][120/603] lr: 1.000e-03, eta: 6:03:56, time: 1.100, data_time: 0.004, memory: 5811, loss_cls: 7.4861, loss: 7.4861, grad_norm: 10.7120 2020-10-24 00:51:01,767 - mmaction - INFO - Epoch [70][140/603] lr: 1.000e-03, eta: 6:03:32, time: 1.061, data_time: 0.001, memory: 5811, loss_cls: 7.4817, loss: 7.4817, grad_norm: 10.5881 2020-10-24 00:51:23,782 - mmaction - INFO - Epoch [70][160/603] lr: 1.000e-03, eta: 6:03:08, time: 1.102, data_time: 0.006, memory: 5811, loss_cls: 7.4412, loss: 7.4412, grad_norm: 10.6653 2020-10-24 00:51:45,790 - mmaction - INFO - Epoch [70][180/603] lr: 1.000e-03, eta: 6:02:44, time: 1.096, data_time: 0.005, memory: 5811, loss_cls: 7.2099, loss: 7.2099, grad_norm: 10.4720 2020-10-24 00:52:07,496 - mmaction - INFO - Epoch [70][200/603] lr: 1.000e-03, eta: 6:02:19, time: 1.088, data_time: 0.009, memory: 5811, loss_cls: 7.5974, loss: 7.5974, grad_norm: 10.9621 2020-10-24 00:52:29,226 - mmaction - INFO - Epoch [70][220/603] lr: 1.000e-03, eta: 6:01:55, time: 1.085, data_time: 0.005, memory: 5811, loss_cls: 7.6596, loss: 7.6596, grad_norm: 10.6425 2020-10-24 00:52:50,918 - mmaction - INFO - Epoch [70][240/603] lr: 1.000e-03, eta: 6:01:31, time: 1.086, data_time: 0.006, memory: 5811, loss_cls: 7.5093, loss: 7.5093, grad_norm: 10.6030 2020-10-24 00:53:13,476 - mmaction - INFO - Epoch [70][260/603] lr: 1.000e-03, eta: 6:01:07, time: 1.125, data_time: 0.006, memory: 5811, loss_cls: 7.6082, loss: 7.6082, grad_norm: 10.7562 2020-10-24 00:53:35,144 - mmaction - INFO - Epoch [70][280/603] lr: 1.000e-03, eta: 6:00:42, time: 1.081, data_time: 0.008, memory: 5811, loss_cls: 7.6052, loss: 7.6052, grad_norm: 10.9601 2020-10-24 00:53:56,558 - mmaction - INFO - Epoch [70][300/603] lr: 1.000e-03, eta: 6:00:18, time: 1.068, data_time: 0.010, memory: 5811, loss_cls: 7.7334, loss: 7.7334, grad_norm: 10.6204 2020-10-24 00:54:18,099 - mmaction - INFO - Epoch [70][320/603] lr: 1.000e-03, eta: 5:59:54, time: 1.082, data_time: 0.012, memory: 5811, loss_cls: 7.5257, loss: 7.5257, grad_norm: 10.4845 2020-10-24 00:54:39,618 - mmaction - INFO - Epoch [70][340/603] lr: 1.000e-03, eta: 5:59:29, time: 1.078, data_time: 0.009, memory: 5811, loss_cls: 7.4518, loss: 7.4518, grad_norm: 10.7100 2020-10-24 00:55:01,132 - mmaction - INFO - Epoch [70][360/603] lr: 1.000e-03, eta: 5:59:05, time: 1.071, data_time: 0.005, memory: 5811, loss_cls: 7.4580, loss: 7.4580, grad_norm: 10.6859 2020-10-24 00:55:22,744 - mmaction - INFO - Epoch [70][380/603] lr: 1.000e-03, eta: 5:58:40, time: 1.081, data_time: 0.011, memory: 5811, loss_cls: 7.5598, loss: 7.5598, grad_norm: 10.6921 2020-10-24 00:55:44,953 - mmaction - INFO - Epoch [70][400/603] lr: 1.000e-03, eta: 5:58:16, time: 1.116, data_time: 0.009, memory: 5811, loss_cls: 7.3832, loss: 7.3832, grad_norm: 10.5681 2020-10-24 00:56:06,855 - mmaction - INFO - Epoch [70][420/603] lr: 1.000e-03, eta: 5:57:52, time: 1.095, data_time: 0.003, memory: 5811, loss_cls: 7.6199, loss: 7.6199, grad_norm: 10.9027 2020-10-24 00:56:29,110 - mmaction - INFO - Epoch [70][440/603] lr: 1.000e-03, eta: 5:57:28, time: 1.114, data_time: 0.007, memory: 5811, loss_cls: 7.5410, loss: 7.5410, grad_norm: 10.8193 2020-10-24 00:56:50,823 - mmaction - INFO - Epoch [70][460/603] lr: 1.000e-03, eta: 5:57:04, time: 1.072, data_time: 0.004, memory: 5811, loss_cls: 7.4161, loss: 7.4161, grad_norm: 10.5906 2020-10-24 00:57:12,993 - mmaction - INFO - Epoch [70][480/603] lr: 1.000e-03, eta: 5:56:40, time: 1.123, data_time: 0.017, memory: 5811, loss_cls: 7.3832, loss: 7.3832, grad_norm: 10.6987 2020-10-24 00:57:34,599 - mmaction - INFO - Epoch [70][500/603] lr: 1.000e-03, eta: 5:56:15, time: 1.072, data_time: 0.002, memory: 5811, loss_cls: 7.5240, loss: 7.5240, grad_norm: 10.6312 2020-10-24 00:57:55,263 - mmaction - INFO - Epoch [70][520/603] lr: 1.000e-03, eta: 5:55:51, time: 1.042, data_time: 0.010, memory: 5811, loss_cls: 7.6732, loss: 7.6732, grad_norm: 10.7925 2020-10-24 00:58:16,732 - mmaction - INFO - Epoch [70][540/603] lr: 1.000e-03, eta: 5:55:26, time: 1.072, data_time: 0.001, memory: 5811, loss_cls: 7.6872, loss: 7.6872, grad_norm: 10.8318 2020-10-24 00:58:38,228 - mmaction - INFO - Epoch [70][560/603] lr: 1.000e-03, eta: 5:55:02, time: 1.072, data_time: 0.006, memory: 5811, loss_cls: 7.5747, loss: 7.5747, grad_norm: 10.6914 2020-10-24 00:58:59,969 - mmaction - INFO - Epoch [70][580/603] lr: 1.000e-03, eta: 5:54:38, time: 1.089, data_time: 0.007, memory: 5811, loss_cls: 7.3544, loss: 7.3544, grad_norm: 10.4322 2020-10-24 00:59:21,018 - mmaction - INFO - Epoch [70][600/603] lr: 1.000e-03, eta: 5:54:13, time: 1.053, data_time: 0.012, memory: 5811, loss_cls: 7.5024, loss: 7.5024, grad_norm: 10.7754 2020-10-24 00:59:23,448 - mmaction - INFO - Saving checkpoint at 70 epochs 2020-10-24 01:00:16,700 - mmaction - INFO - Evaluating mean_average_precision... 2020-10-24 01:00:16,867 - mmaction - INFO - mean_average_precision 0.6283 2020-10-24 01:00:16,871 - mmaction - INFO - Epoch(val) [70][603] mean_average_precision: 0.6283 2020-10-24 01:00:49,963 - mmaction - INFO - Epoch [71][20/603] lr: 1.000e-03, eta: 5:53:49, time: 1.654, data_time: 1.016, memory: 5811, loss_cls: 7.5578, loss: 7.5578, grad_norm: 10.4902 2020-10-24 01:01:14,579 - mmaction - INFO - Epoch [71][40/603] lr: 1.000e-03, eta: 5:53:26, time: 1.230, data_time: 0.739, memory: 5811, loss_cls: 7.2845, loss: 7.2845, grad_norm: 10.6164 2020-10-24 01:01:38,315 - mmaction - INFO - Epoch [71][60/603] lr: 1.000e-03, eta: 5:53:02, time: 1.187, data_time: 0.679, memory: 5811, loss_cls: 7.5934, loss: 7.5934, grad_norm: 11.0703 2020-10-24 01:02:01,739 - mmaction - INFO - Epoch [71][80/603] lr: 1.000e-03, eta: 5:52:39, time: 1.167, data_time: 0.623, memory: 5811, loss_cls: 7.6615, loss: 7.6615, grad_norm: 10.6902 2020-10-24 01:02:25,293 - mmaction - INFO - Epoch [71][100/603] lr: 1.000e-03, eta: 5:52:15, time: 1.181, data_time: 0.639, memory: 5811, loss_cls: 7.7264, loss: 7.7264, grad_norm: 10.8016 2020-10-24 01:02:48,767 - mmaction - INFO - Epoch [71][120/603] lr: 1.000e-03, eta: 5:51:52, time: 1.172, data_time: 0.525, memory: 5811, loss_cls: 7.3267, loss: 7.3267, grad_norm: 10.8156 2020-10-24 01:03:11,355 - mmaction - INFO - Epoch [71][140/603] lr: 1.000e-03, eta: 5:51:28, time: 1.129, data_time: 0.498, memory: 5811, loss_cls: 7.7213, loss: 7.7213, grad_norm: 10.8428 2020-10-24 01:03:33,276 - mmaction - INFO - Epoch [71][160/603] lr: 1.000e-03, eta: 5:51:04, time: 1.097, data_time: 0.517, memory: 5811, loss_cls: 7.6544, loss: 7.6544, grad_norm: 10.6512 2020-10-24 01:03:55,481 - mmaction - INFO - Epoch [71][180/603] lr: 1.000e-03, eta: 5:50:40, time: 1.104, data_time: 0.505, memory: 5811, loss_cls: 7.4864, loss: 7.4864, grad_norm: 10.6783 2020-10-24 01:04:16,813 - mmaction - INFO - Epoch [71][200/603] lr: 1.000e-03, eta: 5:50:15, time: 1.071, data_time: 0.493, memory: 5811, loss_cls: 7.6123, loss: 7.6123, grad_norm: 10.7991 2020-10-24 01:04:38,928 - mmaction - INFO - Epoch [71][220/603] lr: 1.000e-03, eta: 5:49:51, time: 1.107, data_time: 0.532, memory: 5811, loss_cls: 7.4066, loss: 7.4066, grad_norm: 10.6621 2020-10-24 01:05:00,768 - mmaction - INFO - Epoch [71][240/603] lr: 1.000e-03, eta: 5:49:27, time: 1.091, data_time: 0.501, memory: 5811, loss_cls: 7.3779, loss: 7.3779, grad_norm: 10.7106 2020-10-24 01:05:22,517 - mmaction - INFO - Epoch [71][260/603] lr: 1.000e-03, eta: 5:49:03, time: 1.091, data_time: 0.506, memory: 5811, loss_cls: 7.3929, loss: 7.3929, grad_norm: 10.8048 2020-10-24 01:05:44,786 - mmaction - INFO - Epoch [71][280/603] lr: 1.000e-03, eta: 5:48:39, time: 1.102, data_time: 0.516, memory: 5811, loss_cls: 7.5198, loss: 7.5198, grad_norm: 10.5050 2020-10-24 01:06:06,788 - mmaction - INFO - Epoch [71][300/603] lr: 1.000e-03, eta: 5:48:15, time: 1.110, data_time: 0.504, memory: 5811, loss_cls: 7.7781, loss: 7.7781, grad_norm: 11.0719 2020-10-24 01:06:27,716 - mmaction - INFO - Epoch [71][320/603] lr: 1.000e-03, eta: 5:47:50, time: 1.046, data_time: 0.460, memory: 5811, loss_cls: 7.7424, loss: 7.7424, grad_norm: 10.7545 2020-10-24 01:06:50,245 - mmaction - INFO - Epoch [71][340/603] lr: 1.000e-03, eta: 5:47:26, time: 1.116, data_time: 0.528, memory: 5811, loss_cls: 7.4030, loss: 7.4030, grad_norm: 10.6957 2020-10-24 01:07:11,214 - mmaction - INFO - Epoch [71][360/603] lr: 1.000e-03, eta: 5:47:02, time: 1.057, data_time: 0.475, memory: 5811, loss_cls: 7.4210, loss: 7.4210, grad_norm: 10.8565 2020-10-24 01:07:32,982 - mmaction - INFO - Epoch [71][380/603] lr: 1.000e-03, eta: 5:46:38, time: 1.090, data_time: 0.503, memory: 5811, loss_cls: 7.6898, loss: 7.6898, grad_norm: 10.9134 2020-10-24 01:07:54,583 - mmaction - INFO - Epoch [71][400/603] lr: 1.000e-03, eta: 5:46:13, time: 1.080, data_time: 0.499, memory: 5811, loss_cls: 7.4604, loss: 7.4604, grad_norm: 10.7844 2020-10-24 01:08:16,914 - mmaction - INFO - Epoch [71][420/603] lr: 1.000e-03, eta: 5:45:49, time: 1.107, data_time: 0.496, memory: 5811, loss_cls: 7.5000, loss: 7.5000, grad_norm: 10.9079 2020-10-24 01:08:38,650 - mmaction - INFO - Epoch [71][440/603] lr: 1.000e-03, eta: 5:45:25, time: 1.097, data_time: 0.507, memory: 5811, loss_cls: 7.2159, loss: 7.2159, grad_norm: 10.5128 2020-10-24 01:09:00,306 - mmaction - INFO - Epoch [71][460/603] lr: 1.000e-03, eta: 5:45:01, time: 1.083, data_time: 0.484, memory: 5811, loss_cls: 7.5037, loss: 7.5037, grad_norm: 11.0772 2020-10-24 01:09:22,460 - mmaction - INFO - Epoch [71][480/603] lr: 1.000e-03, eta: 5:44:37, time: 1.108, data_time: 0.494, memory: 5811, loss_cls: 7.3768, loss: 7.3768, grad_norm: 10.7176 2020-10-24 01:09:43,514 - mmaction - INFO - Epoch [71][500/603] lr: 1.000e-03, eta: 5:44:12, time: 1.051, data_time: 0.480, memory: 5811, loss_cls: 7.7349, loss: 7.7349, grad_norm: 11.0327 2020-10-24 01:10:05,375 - mmaction - INFO - Epoch [71][520/603] lr: 1.000e-03, eta: 5:43:48, time: 1.093, data_time: 0.487, memory: 5811, loss_cls: 7.6119, loss: 7.6119, grad_norm: 10.4161 2020-10-24 01:10:27,487 - mmaction - INFO - Epoch [71][540/603] lr: 1.000e-03, eta: 5:43:24, time: 1.104, data_time: 0.515, memory: 5811, loss_cls: 7.5718, loss: 7.5718, grad_norm: 10.9701 2020-10-24 01:10:49,214 - mmaction - INFO - Epoch [71][560/603] lr: 1.000e-03, eta: 5:43:00, time: 1.087, data_time: 0.488, memory: 5811, loss_cls: 7.5846, loss: 7.5846, grad_norm: 10.9702 2020-10-24 01:11:11,236 - mmaction - INFO - Epoch [71][580/603] lr: 1.000e-03, eta: 5:42:36, time: 1.100, data_time: 0.479, memory: 5811, loss_cls: 7.6302, loss: 7.6302, grad_norm: 10.7587 2020-10-24 01:11:32,895 - mmaction - INFO - Epoch [71][600/603] lr: 1.000e-03, eta: 5:42:12, time: 1.085, data_time: 0.518, memory: 5811, loss_cls: 7.3805, loss: 7.3805, grad_norm: 10.6406 2020-10-24 01:12:07,900 - mmaction - INFO - Epoch [72][20/603] lr: 1.000e-03, eta: 5:41:47, time: 1.618, data_time: 0.937, memory: 5811, loss_cls: 7.5422, loss: 7.5422, grad_norm: 10.8801 2020-10-24 01:12:31,568 - mmaction - INFO - Epoch [72][40/603] lr: 1.000e-03, eta: 5:41:23, time: 1.181, data_time: 0.301, memory: 5811, loss_cls: 7.5383, loss: 7.5383, grad_norm: 11.0192 2020-10-24 01:12:53,954 - mmaction - INFO - Epoch [72][60/603] lr: 1.000e-03, eta: 5:41:00, time: 1.119, data_time: 0.010, memory: 5811, loss_cls: 7.3374, loss: 7.3374, grad_norm: 10.8671 2020-10-24 01:13:15,030 - mmaction - INFO - Epoch [72][80/603] lr: 1.000e-03, eta: 5:40:35, time: 1.057, data_time: 0.004, memory: 5811, loss_cls: 7.6743, loss: 7.6743, grad_norm: 10.9317 2020-10-24 01:13:36,175 - mmaction - INFO - Epoch [72][100/603] lr: 1.000e-03, eta: 5:40:11, time: 1.057, data_time: 0.001, memory: 5811, loss_cls: 7.5248, loss: 7.5248, grad_norm: 10.9490 2020-10-24 01:13:58,234 - mmaction - INFO - Epoch [72][120/603] lr: 1.000e-03, eta: 5:39:47, time: 1.100, data_time: 0.001, memory: 5811, loss_cls: 7.6809, loss: 7.6809, grad_norm: 11.3784 2020-10-24 01:14:20,206 - mmaction - INFO - Epoch [72][140/603] lr: 1.000e-03, eta: 5:39:22, time: 1.090, data_time: 0.004, memory: 5811, loss_cls: 7.2361, loss: 7.2361, grad_norm: 10.8884 2020-10-24 01:14:41,632 - mmaction - INFO - Epoch [72][160/603] lr: 1.000e-03, eta: 5:38:58, time: 1.082, data_time: 0.012, memory: 5811, loss_cls: 7.1658, loss: 7.1658, grad_norm: 10.6834 2020-10-24 01:15:03,953 - mmaction - INFO - Epoch [72][180/603] lr: 1.000e-03, eta: 5:38:34, time: 1.111, data_time: 0.002, memory: 5811, loss_cls: 7.5988, loss: 7.5988, grad_norm: 11.0489 2020-10-24 01:15:25,331 - mmaction - INFO - Epoch [72][200/603] lr: 1.000e-03, eta: 5:38:10, time: 1.072, data_time: 0.008, memory: 5811, loss_cls: 7.5180, loss: 7.5180, grad_norm: 10.6757 2020-10-24 01:15:46,876 - mmaction - INFO - Epoch [72][220/603] lr: 1.000e-03, eta: 5:37:46, time: 1.079, data_time: 0.005, memory: 5811, loss_cls: 7.5020, loss: 7.5020, grad_norm: 11.0701 2020-10-24 01:16:08,293 - mmaction - INFO - Epoch [72][240/603] lr: 1.000e-03, eta: 5:37:21, time: 1.069, data_time: 0.002, memory: 5811, loss_cls: 7.6289, loss: 7.6289, grad_norm: 10.8039 2020-10-24 01:16:30,291 - mmaction - INFO - Epoch [72][260/603] lr: 1.000e-03, eta: 5:36:57, time: 1.097, data_time: 0.006, memory: 5811, loss_cls: 7.4271, loss: 7.4271, grad_norm: 10.7807 2020-10-24 01:16:51,975 - mmaction - INFO - Epoch [72][280/603] lr: 1.000e-03, eta: 5:36:33, time: 1.090, data_time: 0.007, memory: 5811, loss_cls: 7.4628, loss: 7.4628, grad_norm: 10.9267 2020-10-24 01:17:13,385 - mmaction - INFO - Epoch [72][300/603] lr: 1.000e-03, eta: 5:36:09, time: 1.071, data_time: 0.001, memory: 5811, loss_cls: 7.5170, loss: 7.5170, grad_norm: 10.6958 2020-10-24 01:17:35,544 - mmaction - INFO - Epoch [72][320/603] lr: 1.000e-03, eta: 5:35:45, time: 1.108, data_time: 0.001, memory: 5811, loss_cls: 7.4253, loss: 7.4253, grad_norm: 10.8848 2020-10-24 01:17:57,842 - mmaction - INFO - Epoch [72][340/603] lr: 1.000e-03, eta: 5:35:21, time: 1.108, data_time: 0.004, memory: 5811, loss_cls: 7.5486, loss: 7.5486, grad_norm: 10.9123 2020-10-24 01:18:19,506 - mmaction - INFO - Epoch [72][360/603] lr: 1.000e-03, eta: 5:34:57, time: 1.089, data_time: 0.008, memory: 5811, loss_cls: 7.6368, loss: 7.6368, grad_norm: 10.8397 2020-10-24 01:18:41,705 - mmaction - INFO - Epoch [72][380/603] lr: 1.000e-03, eta: 5:34:33, time: 1.105, data_time: 0.002, memory: 5811, loss_cls: 7.5537, loss: 7.5537, grad_norm: 10.7750 2020-10-24 01:19:03,121 - mmaction - INFO - Epoch [72][400/603] lr: 1.000e-03, eta: 5:34:08, time: 1.067, data_time: 0.007, memory: 5811, loss_cls: 7.6023, loss: 7.6023, grad_norm: 10.9964 2020-10-24 01:19:24,690 - mmaction - INFO - Epoch [72][420/603] lr: 1.000e-03, eta: 5:33:44, time: 1.083, data_time: 0.013, memory: 5811, loss_cls: 7.3286, loss: 7.3286, grad_norm: 10.8327 2020-10-24 01:19:46,774 - mmaction - INFO - Epoch [72][440/603] lr: 1.000e-03, eta: 5:33:20, time: 1.105, data_time: 0.006, memory: 5811, loss_cls: 7.3452, loss: 7.3452, grad_norm: 10.6820 2020-10-24 01:20:08,028 - mmaction - INFO - Epoch [72][460/603] lr: 1.000e-03, eta: 5:32:56, time: 1.062, data_time: 0.005, memory: 5811, loss_cls: 7.6797, loss: 7.6797, grad_norm: 10.8474 2020-10-24 01:20:29,726 - mmaction - INFO - Epoch [72][480/603] lr: 1.000e-03, eta: 5:32:32, time: 1.088, data_time: 0.005, memory: 5811, loss_cls: 7.3190, loss: 7.3190, grad_norm: 10.9792 2020-10-24 01:20:51,007 - mmaction - INFO - Epoch [72][500/603] lr: 1.000e-03, eta: 5:32:07, time: 1.065, data_time: 0.004, memory: 5811, loss_cls: 7.5092, loss: 7.5092, grad_norm: 10.9801 2020-10-24 01:21:12,993 - mmaction - INFO - Epoch [72][520/603] lr: 1.000e-03, eta: 5:31:43, time: 1.094, data_time: 0.002, memory: 5811, loss_cls: 7.6040, loss: 7.6040, grad_norm: 10.7866 2020-10-24 01:21:34,463 - mmaction - INFO - Epoch [72][540/603] lr: 1.000e-03, eta: 5:31:19, time: 1.078, data_time: 0.007, memory: 5811, loss_cls: 7.4341, loss: 7.4341, grad_norm: 10.7310 2020-10-24 01:21:56,710 - mmaction - INFO - Epoch [72][560/603] lr: 1.000e-03, eta: 5:30:55, time: 1.107, data_time: 0.003, memory: 5811, loss_cls: 7.5106, loss: 7.5106, grad_norm: 10.8798 2020-10-24 01:22:18,386 - mmaction - INFO - Epoch [72][580/603] lr: 1.000e-03, eta: 5:30:31, time: 1.080, data_time: 0.008, memory: 5811, loss_cls: 7.4714, loss: 7.4714, grad_norm: 10.8440 2020-10-24 01:22:39,728 - mmaction - INFO - Epoch [72][600/603] lr: 1.000e-03, eta: 5:30:07, time: 1.076, data_time: 0.012, memory: 5811, loss_cls: 7.6540, loss: 7.6540, grad_norm: 11.0380 2020-10-24 01:23:13,065 - mmaction - INFO - Epoch [73][20/603] lr: 1.000e-03, eta: 5:29:42, time: 1.572, data_time: 1.075, memory: 5811, loss_cls: 7.2148, loss: 7.2148, grad_norm: 10.6854 2020-10-24 01:23:37,137 - mmaction - INFO - Epoch [73][40/603] lr: 1.000e-03, eta: 5:29:18, time: 1.204, data_time: 0.533, memory: 5811, loss_cls: 7.6699, loss: 7.6699, grad_norm: 10.8849 2020-10-24 01:24:00,414 - mmaction - INFO - Epoch [73][60/603] lr: 1.000e-03, eta: 5:28:55, time: 1.162, data_time: 0.061, memory: 5811, loss_cls: 7.5604, loss: 7.5604, grad_norm: 11.0669 2020-10-24 01:24:22,782 - mmaction - INFO - Epoch [73][80/603] lr: 1.000e-03, eta: 5:28:31, time: 1.119, data_time: 0.003, memory: 5811, loss_cls: 7.5942, loss: 7.5942, grad_norm: 10.8413 2020-10-24 01:24:44,818 - mmaction - INFO - Epoch [73][100/603] lr: 1.000e-03, eta: 5:28:07, time: 1.102, data_time: 0.002, memory: 5811, loss_cls: 7.4571, loss: 7.4571, grad_norm: 10.7495 2020-10-24 01:25:06,650 - mmaction - INFO - Epoch [73][120/603] lr: 1.000e-03, eta: 5:27:43, time: 1.087, data_time: 0.002, memory: 5811, loss_cls: 7.4575, loss: 7.4575, grad_norm: 10.8652 2020-10-24 01:25:28,101 - mmaction - INFO - Epoch [73][140/603] lr: 1.000e-03, eta: 5:27:19, time: 1.070, data_time: 0.007, memory: 5811, loss_cls: 7.2580, loss: 7.2580, grad_norm: 10.8994 2020-10-24 01:25:49,849 - mmaction - INFO - Epoch [73][160/603] lr: 1.000e-03, eta: 5:26:54, time: 1.090, data_time: 0.008, memory: 5811, loss_cls: 7.5920, loss: 7.5920, grad_norm: 10.7841 2020-10-24 01:26:11,494 - mmaction - INFO - Epoch [73][180/603] lr: 1.000e-03, eta: 5:26:30, time: 1.081, data_time: 0.006, memory: 5811, loss_cls: 7.3492, loss: 7.3492, grad_norm: 10.7413 2020-10-24 01:26:33,255 - mmaction - INFO - Epoch [73][200/603] lr: 1.000e-03, eta: 5:26:06, time: 1.086, data_time: 0.008, memory: 5811, loss_cls: 7.4916, loss: 7.4916, grad_norm: 11.0224 2020-10-24 01:26:54,895 - mmaction - INFO - Epoch [73][220/603] lr: 1.000e-03, eta: 5:25:42, time: 1.083, data_time: 0.010, memory: 5811, loss_cls: 7.4798, loss: 7.4798, grad_norm: 11.0331 2020-10-24 01:27:15,808 - mmaction - INFO - Epoch [73][240/603] lr: 1.000e-03, eta: 5:25:18, time: 1.047, data_time: 0.007, memory: 5811, loss_cls: 7.5114, loss: 7.5114, grad_norm: 10.7860 2020-10-24 01:27:38,315 - mmaction - INFO - Epoch [73][260/603] lr: 1.000e-03, eta: 5:24:54, time: 1.129, data_time: 0.007, memory: 5811, loss_cls: 7.4461, loss: 7.4461, grad_norm: 10.7925 2020-10-24 01:28:00,646 - mmaction - INFO - Epoch [73][280/603] lr: 1.000e-03, eta: 5:24:30, time: 1.110, data_time: 0.013, memory: 5811, loss_cls: 7.8844, loss: 7.8844, grad_norm: 11.1532 2020-10-24 01:28:22,131 - mmaction - INFO - Epoch [73][300/603] lr: 1.000e-03, eta: 5:24:06, time: 1.078, data_time: 0.008, memory: 5811, loss_cls: 7.2776, loss: 7.2776, grad_norm: 10.7781 2020-10-24 01:28:44,498 - mmaction - INFO - Epoch [73][320/603] lr: 1.000e-03, eta: 5:23:42, time: 1.121, data_time: 0.077, memory: 5811, loss_cls: 7.2448, loss: 7.2448, grad_norm: 11.0192 2020-10-24 01:29:06,924 - mmaction - INFO - Epoch [73][340/603] lr: 1.000e-03, eta: 5:23:18, time: 1.111, data_time: 0.060, memory: 5811, loss_cls: 7.6103, loss: 7.6103, grad_norm: 10.8656 2020-10-24 01:29:29,121 - mmaction - INFO - Epoch [73][360/603] lr: 1.000e-03, eta: 5:22:54, time: 1.119, data_time: 0.013, memory: 5811, loss_cls: 7.4158, loss: 7.4158, grad_norm: 11.0441 2020-10-24 01:29:51,453 - mmaction - INFO - Epoch [73][380/603] lr: 1.000e-03, eta: 5:22:30, time: 1.117, data_time: 0.002, memory: 5811, loss_cls: 7.4438, loss: 7.4438, grad_norm: 11.0348 2020-10-24 01:30:14,252 - mmaction - INFO - Epoch [73][400/603] lr: 1.000e-03, eta: 5:22:07, time: 1.138, data_time: 0.001, memory: 5811, loss_cls: 7.4782, loss: 7.4782, grad_norm: 10.9569 2020-10-24 01:30:35,997 - mmaction - INFO - Epoch [73][420/603] lr: 1.000e-03, eta: 5:21:42, time: 1.090, data_time: 0.003, memory: 5811, loss_cls: 7.4238, loss: 7.4238, grad_norm: 10.9156 2020-10-24 01:30:57,434 - mmaction - INFO - Epoch [73][440/603] lr: 1.000e-03, eta: 5:21:18, time: 1.071, data_time: 0.001, memory: 5811, loss_cls: 7.7136, loss: 7.7136, grad_norm: 10.9495 2020-10-24 01:31:19,371 - mmaction - INFO - Epoch [73][460/603] lr: 1.000e-03, eta: 5:20:54, time: 1.097, data_time: 0.001, memory: 5811, loss_cls: 7.5458, loss: 7.5458, grad_norm: 10.9702 2020-10-24 01:31:41,725 - mmaction - INFO - Epoch [73][480/603] lr: 1.000e-03, eta: 5:20:30, time: 1.112, data_time: 0.002, memory: 5811, loss_cls: 7.6139, loss: 7.6139, grad_norm: 11.0899 2020-10-24 01:32:02,987 - mmaction - INFO - Epoch [73][500/603] lr: 1.000e-03, eta: 5:20:06, time: 1.064, data_time: 0.014, memory: 5811, loss_cls: 7.3170, loss: 7.3170, grad_norm: 10.6827 2020-10-24 01:32:24,124 - mmaction - INFO - Epoch [73][520/603] lr: 1.000e-03, eta: 5:19:42, time: 1.060, data_time: 0.008, memory: 5811, loss_cls: 7.6031, loss: 7.6031, grad_norm: 11.1759 2020-10-24 01:32:45,894 - mmaction - INFO - Epoch [73][540/603] lr: 1.000e-03, eta: 5:19:18, time: 1.086, data_time: 0.004, memory: 5811, loss_cls: 7.5666, loss: 7.5666, grad_norm: 10.9291 2020-10-24 01:33:07,139 - mmaction - INFO - Epoch [73][560/603] lr: 1.000e-03, eta: 5:18:54, time: 1.066, data_time: 0.006, memory: 5811, loss_cls: 7.4299, loss: 7.4299, grad_norm: 10.8971 2020-10-24 01:33:28,406 - mmaction - INFO - Epoch [73][580/603] lr: 1.000e-03, eta: 5:18:29, time: 1.063, data_time: 0.002, memory: 5811, loss_cls: 7.5989, loss: 7.5989, grad_norm: 11.0976 2020-10-24 01:33:50,640 - mmaction - INFO - Epoch [73][600/603] lr: 1.000e-03, eta: 5:18:05, time: 1.113, data_time: 0.004, memory: 5811, loss_cls: 7.4173, loss: 7.4173, grad_norm: 10.9027 2020-10-24 01:34:31,623 - mmaction - INFO - Epoch [74][20/603] lr: 1.000e-03, eta: 5:17:42, time: 1.871, data_time: 1.073, memory: 5811, loss_cls: 7.3554, loss: 7.3554, grad_norm: 10.8704 2020-10-24 01:34:54,584 - mmaction - INFO - Epoch [74][40/603] lr: 1.000e-03, eta: 5:17:19, time: 1.156, data_time: 0.116, memory: 5811, loss_cls: 7.4809, loss: 7.4809, grad_norm: 10.8257 2020-10-24 01:35:16,870 - mmaction - INFO - Epoch [74][60/603] lr: 1.000e-03, eta: 5:16:55, time: 1.114, data_time: 0.041, memory: 5811, loss_cls: 7.5504, loss: 7.5504, grad_norm: 11.1420 2020-10-24 01:35:39,017 - mmaction - INFO - Epoch [74][80/603] lr: 1.000e-03, eta: 5:16:31, time: 1.096, data_time: 0.002, memory: 5811, loss_cls: 7.2803, loss: 7.2803, grad_norm: 10.6583 2020-10-24 01:36:01,093 - mmaction - INFO - Epoch [74][100/603] lr: 1.000e-03, eta: 5:16:07, time: 1.112, data_time: 0.013, memory: 5811, loss_cls: 7.3435, loss: 7.3435, grad_norm: 10.8109 2020-10-24 01:36:23,110 - mmaction - INFO - Epoch [74][120/603] lr: 1.000e-03, eta: 5:15:43, time: 1.104, data_time: 0.007, memory: 5811, loss_cls: 7.4952, loss: 7.4952, grad_norm: 11.0556 2020-10-24 01:36:43,737 - mmaction - INFO - Epoch [74][140/603] lr: 1.000e-03, eta: 5:15:19, time: 1.031, data_time: 0.003, memory: 5811, loss_cls: 7.4904, loss: 7.4904, grad_norm: 10.9308 2020-10-24 01:37:05,797 - mmaction - INFO - Epoch [74][160/603] lr: 1.000e-03, eta: 5:14:55, time: 1.103, data_time: 0.003, memory: 5811, loss_cls: 7.1912, loss: 7.1912, grad_norm: 11.0305 2020-10-24 01:37:27,385 - mmaction - INFO - Epoch [74][180/603] lr: 1.000e-03, eta: 5:14:30, time: 1.076, data_time: 0.002, memory: 5811, loss_cls: 7.4762, loss: 7.4762, grad_norm: 11.2780 2020-10-24 01:37:49,430 - mmaction - INFO - Epoch [74][200/603] lr: 1.000e-03, eta: 5:14:06, time: 1.097, data_time: 0.006, memory: 5811, loss_cls: 7.6232, loss: 7.6232, grad_norm: 10.8607 2020-10-24 01:38:11,560 - mmaction - INFO - Epoch [74][220/603] lr: 1.000e-03, eta: 5:13:43, time: 1.107, data_time: 0.012, memory: 5811, loss_cls: 7.5021, loss: 7.5021, grad_norm: 10.8078 2020-10-24 01:38:33,949 - mmaction - INFO - Epoch [74][240/603] lr: 1.000e-03, eta: 5:13:19, time: 1.123, data_time: 0.012, memory: 5811, loss_cls: 7.5886, loss: 7.5886, grad_norm: 11.0155 2020-10-24 01:38:55,657 - mmaction - INFO - Epoch [74][260/603] lr: 1.000e-03, eta: 5:12:55, time: 1.077, data_time: 0.011, memory: 5811, loss_cls: 7.3871, loss: 7.3871, grad_norm: 10.9008 2020-10-24 01:39:16,903 - mmaction - INFO - Epoch [74][280/603] lr: 1.000e-03, eta: 5:12:30, time: 1.069, data_time: 0.016, memory: 5811, loss_cls: 7.3960, loss: 7.3960, grad_norm: 11.0571 2020-10-24 01:39:38,353 - mmaction - INFO - Epoch [74][300/603] lr: 1.000e-03, eta: 5:12:06, time: 1.078, data_time: 0.014, memory: 5811, loss_cls: 7.6944, loss: 7.6944, grad_norm: 10.9994 2020-10-24 01:39:59,578 - mmaction - INFO - Epoch [74][320/603] lr: 1.000e-03, eta: 5:11:42, time: 1.063, data_time: 0.003, memory: 5811, loss_cls: 7.4355, loss: 7.4355, grad_norm: 10.8359 2020-10-24 01:40:21,830 - mmaction - INFO - Epoch [74][340/603] lr: 1.000e-03, eta: 5:11:18, time: 1.112, data_time: 0.003, memory: 5811, loss_cls: 7.2651, loss: 7.2651, grad_norm: 10.7978 2020-10-24 01:40:43,796 - mmaction - INFO - Epoch [74][360/603] lr: 1.000e-03, eta: 5:10:54, time: 1.099, data_time: 0.001, memory: 5811, loss_cls: 7.4984, loss: 7.4984, grad_norm: 11.3992 2020-10-24 01:41:05,425 - mmaction - INFO - Epoch [74][380/603] lr: 1.000e-03, eta: 5:10:30, time: 1.078, data_time: 0.000, memory: 5811, loss_cls: 7.4840, loss: 7.4840, grad_norm: 11.0699 2020-10-24 01:41:26,820 - mmaction - INFO - Epoch [74][400/603] lr: 1.000e-03, eta: 5:10:06, time: 1.069, data_time: 0.004, memory: 5811, loss_cls: 7.4420, loss: 7.4420, grad_norm: 10.6195 2020-10-24 01:41:48,559 - mmaction - INFO - Epoch [74][420/603] lr: 1.000e-03, eta: 5:09:42, time: 1.086, data_time: 0.005, memory: 5811, loss_cls: 7.4647, loss: 7.4647, grad_norm: 11.1697 2020-10-24 01:42:10,052 - mmaction - INFO - Epoch [74][440/603] lr: 1.000e-03, eta: 5:09:18, time: 1.080, data_time: 0.007, memory: 5811, loss_cls: 7.4366, loss: 7.4366, grad_norm: 10.9820 2020-10-24 01:42:32,095 - mmaction - INFO - Epoch [74][460/603] lr: 1.000e-03, eta: 5:08:54, time: 1.099, data_time: 0.015, memory: 5811, loss_cls: 7.4801, loss: 7.4801, grad_norm: 10.6663 2020-10-24 01:42:54,428 - mmaction - INFO - Epoch [74][480/603] lr: 1.000e-03, eta: 5:08:30, time: 1.112, data_time: 0.005, memory: 5811, loss_cls: 7.4177, loss: 7.4177, grad_norm: 11.0471 2020-10-24 01:43:15,853 - mmaction - INFO - Epoch [74][500/603] lr: 1.000e-03, eta: 5:08:06, time: 1.079, data_time: 0.009, memory: 5811, loss_cls: 7.4443, loss: 7.4443, grad_norm: 10.9463 2020-10-24 01:43:37,772 - mmaction - INFO - Epoch [74][520/603] lr: 1.000e-03, eta: 5:07:42, time: 1.094, data_time: 0.002, memory: 5811, loss_cls: 7.3951, loss: 7.3951, grad_norm: 11.0535 2020-10-24 01:43:58,398 - mmaction - INFO - Epoch [74][540/603] lr: 1.000e-03, eta: 5:07:18, time: 1.034, data_time: 0.010, memory: 5811, loss_cls: 7.3282, loss: 7.3282, grad_norm: 11.1332 2020-10-24 01:44:20,639 - mmaction - INFO - Epoch [74][560/603] lr: 1.000e-03, eta: 5:06:54, time: 1.104, data_time: 0.011, memory: 5811, loss_cls: 7.5790, loss: 7.5790, grad_norm: 11.1037 2020-10-24 01:44:42,610 - mmaction - INFO - Epoch [74][580/603] lr: 1.000e-03, eta: 5:06:30, time: 1.099, data_time: 0.011, memory: 5811, loss_cls: 7.6133, loss: 7.6133, grad_norm: 10.9954 2020-10-24 01:45:04,965 - mmaction - INFO - Epoch [74][600/603] lr: 1.000e-03, eta: 5:06:06, time: 1.124, data_time: 0.010, memory: 5811, loss_cls: 7.4764, loss: 7.4764, grad_norm: 11.3050 2020-10-24 01:45:44,671 - mmaction - INFO - Epoch [75][20/603] lr: 1.000e-03, eta: 5:05:42, time: 1.816, data_time: 1.078, memory: 5811, loss_cls: 7.3053, loss: 7.3053, grad_norm: 10.9369 2020-10-24 01:46:08,597 - mmaction - INFO - Epoch [75][40/603] lr: 1.000e-03, eta: 5:05:19, time: 1.195, data_time: 0.296, memory: 5811, loss_cls: 7.2720, loss: 7.2720, grad_norm: 10.8988 2020-10-24 01:46:32,231 - mmaction - INFO - Epoch [75][60/603] lr: 1.000e-03, eta: 5:04:56, time: 1.181, data_time: 0.137, memory: 5811, loss_cls: 7.3257, loss: 7.3257, grad_norm: 11.1680 2020-10-24 01:46:55,878 - mmaction - INFO - Epoch [75][80/603] lr: 1.000e-03, eta: 5:04:32, time: 1.178, data_time: 0.030, memory: 5811, loss_cls: 7.4066, loss: 7.4066, grad_norm: 10.8545 2020-10-24 01:47:18,770 - mmaction - INFO - Epoch [75][100/603] lr: 1.000e-03, eta: 5:04:09, time: 1.151, data_time: 0.014, memory: 5811, loss_cls: 7.5966, loss: 7.5966, grad_norm: 11.3785 2020-10-24 01:47:40,566 - mmaction - INFO - Epoch [75][120/603] lr: 1.000e-03, eta: 5:03:45, time: 1.088, data_time: 0.003, memory: 5811, loss_cls: 7.2594, loss: 7.2594, grad_norm: 10.9264 2020-10-24 01:48:02,285 - mmaction - INFO - Epoch [75][140/603] lr: 1.000e-03, eta: 5:03:21, time: 1.089, data_time: 0.004, memory: 5811, loss_cls: 7.4465, loss: 7.4465, grad_norm: 10.9369 2020-10-24 01:48:23,527 - mmaction - INFO - Epoch [75][160/603] lr: 1.000e-03, eta: 5:02:57, time: 1.062, data_time: 0.001, memory: 5811, loss_cls: 7.3654, loss: 7.3654, grad_norm: 10.7591 2020-10-24 01:48:44,961 - mmaction - INFO - Epoch [75][180/603] lr: 1.000e-03, eta: 5:02:32, time: 1.067, data_time: 0.002, memory: 5811, loss_cls: 7.4744, loss: 7.4744, grad_norm: 11.1409 2020-10-24 01:49:06,266 - mmaction - INFO - Epoch [75][200/603] lr: 1.000e-03, eta: 5:02:08, time: 1.064, data_time: 0.007, memory: 5811, loss_cls: 7.5499, loss: 7.5499, grad_norm: 11.0404 2020-10-24 01:49:28,143 - mmaction - INFO - Epoch [75][220/603] lr: 1.000e-03, eta: 5:01:44, time: 1.096, data_time: 0.009, memory: 5811, loss_cls: 7.4719, loss: 7.4719, grad_norm: 11.0770 2020-10-24 01:49:49,587 - mmaction - INFO - Epoch [75][240/603] lr: 1.000e-03, eta: 5:01:20, time: 1.069, data_time: 0.007, memory: 5811, loss_cls: 7.5388, loss: 7.5388, grad_norm: 11.1155 2020-10-24 01:50:11,303 - mmaction - INFO - Epoch [75][260/603] lr: 1.000e-03, eta: 5:00:56, time: 1.089, data_time: 0.008, memory: 5811, loss_cls: 7.4718, loss: 7.4718, grad_norm: 10.9399 2020-10-24 01:50:32,974 - mmaction - INFO - Epoch [75][280/603] lr: 1.000e-03, eta: 5:00:32, time: 1.087, data_time: 0.005, memory: 5811, loss_cls: 7.5787, loss: 7.5787, grad_norm: 11.2355 2020-10-24 01:50:55,025 - mmaction - INFO - Epoch [75][300/603] lr: 1.000e-03, eta: 5:00:08, time: 1.103, data_time: 0.001, memory: 5811, loss_cls: 7.5261, loss: 7.5261, grad_norm: 10.8567 2020-10-24 01:51:16,814 - mmaction - INFO - Epoch [75][320/603] lr: 1.000e-03, eta: 4:59:44, time: 1.084, data_time: 0.003, memory: 5811, loss_cls: 7.4856, loss: 7.4856, grad_norm: 11.1210 2020-10-24 01:51:38,538 - mmaction - INFO - Epoch [75][340/603] lr: 1.000e-03, eta: 4:59:20, time: 1.085, data_time: 0.009, memory: 5811, loss_cls: 7.5003, loss: 7.5003, grad_norm: 11.1109 2020-10-24 01:52:00,025 - mmaction - INFO - Epoch [75][360/603] lr: 1.000e-03, eta: 4:58:56, time: 1.076, data_time: 0.009, memory: 5811, loss_cls: 7.4749, loss: 7.4749, grad_norm: 11.1918 2020-10-24 01:52:21,615 - mmaction - INFO - Epoch [75][380/603] lr: 1.000e-03, eta: 4:58:32, time: 1.067, data_time: 0.007, memory: 5811, loss_cls: 7.2392, loss: 7.2392, grad_norm: 10.7654 2020-10-24 01:52:43,141 - mmaction - INFO - Epoch [75][400/603] lr: 1.000e-03, eta: 4:58:08, time: 1.092, data_time: 0.020, memory: 5811, loss_cls: 7.3860, loss: 7.3860, grad_norm: 11.3197 2020-10-24 01:53:04,303 - mmaction - INFO - Epoch [75][420/603] lr: 1.000e-03, eta: 4:57:44, time: 1.056, data_time: 0.003, memory: 5811, loss_cls: 7.6785, loss: 7.6785, grad_norm: 11.3873 2020-10-24 01:53:25,139 - mmaction - INFO - Epoch [75][440/603] lr: 1.000e-03, eta: 4:57:20, time: 1.036, data_time: 0.004, memory: 5811, loss_cls: 7.2461, loss: 7.2461, grad_norm: 10.7276 2020-10-24 01:53:47,541 - mmaction - INFO - Epoch [75][460/603] lr: 1.000e-03, eta: 4:56:56, time: 1.127, data_time: 0.021, memory: 5811, loss_cls: 7.4514, loss: 7.4514, grad_norm: 11.3107 2020-10-24 01:54:10,192 - mmaction - INFO - Epoch [75][480/603] lr: 1.000e-03, eta: 4:56:32, time: 1.127, data_time: 0.003, memory: 5811, loss_cls: 7.6680, loss: 7.6680, grad_norm: 11.1176 2020-10-24 01:54:32,134 - mmaction - INFO - Epoch [75][500/603] lr: 1.000e-03, eta: 4:56:08, time: 1.103, data_time: 0.008, memory: 5811, loss_cls: 7.3775, loss: 7.3775, grad_norm: 11.0230 2020-10-24 01:54:53,297 - mmaction - INFO - Epoch [75][520/603] lr: 1.000e-03, eta: 4:55:44, time: 1.060, data_time: 0.003, memory: 5811, loss_cls: 7.6209, loss: 7.6209, grad_norm: 11.1999 2020-10-24 01:55:14,488 - mmaction - INFO - Epoch [75][540/603] lr: 1.000e-03, eta: 4:55:20, time: 1.060, data_time: 0.005, memory: 5811, loss_cls: 7.5157, loss: 7.5157, grad_norm: 11.0716 2020-10-24 01:55:36,023 - mmaction - INFO - Epoch [75][560/603] lr: 1.000e-03, eta: 4:54:56, time: 1.077, data_time: 0.002, memory: 5811, loss_cls: 7.4078, loss: 7.4078, grad_norm: 10.9505 2020-10-24 01:55:57,399 - mmaction - INFO - Epoch [75][580/603] lr: 1.000e-03, eta: 4:54:32, time: 1.069, data_time: 0.002, memory: 5811, loss_cls: 7.3996, loss: 7.3996, grad_norm: 10.9282 2020-10-24 01:56:18,859 - mmaction - INFO - Epoch [75][600/603] lr: 1.000e-03, eta: 4:54:08, time: 1.073, data_time: 0.002, memory: 5811, loss_cls: 7.4159, loss: 7.4159, grad_norm: 11.4134 2020-10-24 01:56:21,249 - mmaction - INFO - Saving checkpoint at 75 epochs 2020-10-24 01:57:11,775 - mmaction - INFO - Evaluating mean_average_precision... 2020-10-24 01:57:11,955 - mmaction - INFO - mean_average_precision 0.6276 2020-10-24 01:57:11,960 - mmaction - INFO - Epoch(val) [75][603] mean_average_precision: 0.6276 2020-10-24 01:57:43,392 - mmaction - INFO - Epoch [76][20/603] lr: 1.000e-03, eta: 4:53:42, time: 1.569, data_time: 0.775, memory: 5811, loss_cls: 7.2901, loss: 7.2901, grad_norm: 10.8751 2020-10-24 01:58:07,995 - mmaction - INFO - Epoch [76][40/603] lr: 1.000e-03, eta: 4:53:19, time: 1.232, data_time: 0.381, memory: 5811, loss_cls: 7.2254, loss: 7.2254, grad_norm: 10.9278 2020-10-24 01:58:31,150 - mmaction - INFO - Epoch [76][60/603] lr: 1.000e-03, eta: 4:52:56, time: 1.158, data_time: 0.145, memory: 5811, loss_cls: 7.3925, loss: 7.3925, grad_norm: 11.2101 2020-10-24 01:58:55,029 - mmaction - INFO - Epoch [76][80/603] lr: 1.000e-03, eta: 4:52:33, time: 1.191, data_time: 0.161, memory: 5811, loss_cls: 7.2400, loss: 7.2400, grad_norm: 10.9466 2020-10-24 01:59:18,245 - mmaction - INFO - Epoch [76][100/603] lr: 1.000e-03, eta: 4:52:09, time: 1.160, data_time: 0.197, memory: 5811, loss_cls: 7.1613, loss: 7.1613, grad_norm: 11.0123 2020-10-24 01:59:41,472 - mmaction - INFO - Epoch [76][120/603] lr: 1.000e-03, eta: 4:51:46, time: 1.166, data_time: 0.183, memory: 5811, loss_cls: 7.3397, loss: 7.3397, grad_norm: 11.3660 2020-10-24 02:00:04,333 - mmaction - INFO - Epoch [76][140/603] lr: 1.000e-03, eta: 4:51:22, time: 1.142, data_time: 0.415, memory: 5811, loss_cls: 7.4170, loss: 7.4170, grad_norm: 11.3764 2020-10-24 02:00:25,912 - mmaction - INFO - Epoch [76][160/603] lr: 1.000e-03, eta: 4:50:58, time: 1.074, data_time: 0.459, memory: 5811, loss_cls: 7.3903, loss: 7.3903, grad_norm: 10.8291 2020-10-24 02:00:47,390 - mmaction - INFO - Epoch [76][180/603] lr: 1.000e-03, eta: 4:50:34, time: 1.077, data_time: 0.483, memory: 5811, loss_cls: 7.5428, loss: 7.5428, grad_norm: 11.1673 2020-10-24 02:01:09,067 - mmaction - INFO - Epoch [76][200/603] lr: 1.000e-03, eta: 4:50:10, time: 1.080, data_time: 0.528, memory: 5811, loss_cls: 7.3961, loss: 7.3961, grad_norm: 11.1461 2020-10-24 02:01:31,085 - mmaction - INFO - Epoch [76][220/603] lr: 1.000e-03, eta: 4:49:46, time: 1.098, data_time: 0.520, memory: 5811, loss_cls: 7.2869, loss: 7.2869, grad_norm: 10.9184 2020-10-24 02:01:51,762 - mmaction - INFO - Epoch [76][240/603] lr: 1.000e-03, eta: 4:49:22, time: 1.043, data_time: 0.457, memory: 5811, loss_cls: 7.3980, loss: 7.3980, grad_norm: 11.0984 2020-10-24 02:02:12,925 - mmaction - INFO - Epoch [76][260/603] lr: 1.000e-03, eta: 4:48:58, time: 1.057, data_time: 0.442, memory: 5811, loss_cls: 7.1842, loss: 7.1842, grad_norm: 10.8784 2020-10-24 02:02:34,666 - mmaction - INFO - Epoch [76][280/603] lr: 1.000e-03, eta: 4:48:34, time: 1.084, data_time: 0.473, memory: 5811, loss_cls: 7.7537, loss: 7.7537, grad_norm: 11.5582 2020-10-24 02:02:55,625 - mmaction - INFO - Epoch [76][300/603] lr: 1.000e-03, eta: 4:48:10, time: 1.050, data_time: 0.464, memory: 5811, loss_cls: 7.5148, loss: 7.5148, grad_norm: 11.1563 2020-10-24 02:03:17,325 - mmaction - INFO - Epoch [76][320/603] lr: 1.000e-03, eta: 4:47:46, time: 1.086, data_time: 0.513, memory: 5811, loss_cls: 7.4297, loss: 7.4297, grad_norm: 11.4777 2020-10-24 02:03:38,659 - mmaction - INFO - Epoch [76][340/603] lr: 1.000e-03, eta: 4:47:22, time: 1.067, data_time: 0.467, memory: 5811, loss_cls: 7.4825, loss: 7.4825, grad_norm: 11.2161 2020-10-24 02:04:00,614 - mmaction - INFO - Epoch [76][360/603] lr: 1.000e-03, eta: 4:46:58, time: 1.093, data_time: 0.506, memory: 5811, loss_cls: 7.4085, loss: 7.4085, grad_norm: 10.9793 2020-10-24 02:04:22,875 - mmaction - INFO - Epoch [76][380/603] lr: 1.000e-03, eta: 4:46:34, time: 1.112, data_time: 0.530, memory: 5811, loss_cls: 7.3695, loss: 7.3695, grad_norm: 11.1826 2020-10-24 02:04:43,696 - mmaction - INFO - Epoch [76][400/603] lr: 1.000e-03, eta: 4:46:10, time: 1.047, data_time: 0.461, memory: 5811, loss_cls: 7.5192, loss: 7.5192, grad_norm: 11.3195 2020-10-24 02:05:05,010 - mmaction - INFO - Epoch [76][420/603] lr: 1.000e-03, eta: 4:45:46, time: 1.066, data_time: 0.476, memory: 5811, loss_cls: 7.4928, loss: 7.4928, grad_norm: 10.9151 2020-10-24 02:05:26,739 - mmaction - INFO - Epoch [76][440/603] lr: 1.000e-03, eta: 4:45:22, time: 1.083, data_time: 0.519, memory: 5811, loss_cls: 7.4473, loss: 7.4473, grad_norm: 11.3241 2020-10-24 02:05:48,641 - mmaction - INFO - Epoch [76][460/603] lr: 1.000e-03, eta: 4:44:58, time: 1.095, data_time: 0.530, memory: 5811, loss_cls: 7.4451, loss: 7.4451, grad_norm: 11.0095 2020-10-24 02:06:10,600 - mmaction - INFO - Epoch [76][480/603] lr: 1.000e-03, eta: 4:44:34, time: 1.096, data_time: 0.516, memory: 5811, loss_cls: 7.5011, loss: 7.5011, grad_norm: 11.2759 2020-10-24 02:06:31,799 - mmaction - INFO - Epoch [76][500/603] lr: 1.000e-03, eta: 4:44:10, time: 1.062, data_time: 0.495, memory: 5811, loss_cls: 7.6340, loss: 7.6340, grad_norm: 11.0980 2020-10-24 02:06:53,309 - mmaction - INFO - Epoch [76][520/603] lr: 1.000e-03, eta: 4:43:46, time: 1.076, data_time: 0.509, memory: 5811, loss_cls: 7.2367, loss: 7.2367, grad_norm: 11.0835 2020-10-24 02:07:14,463 - mmaction - INFO - Epoch [76][540/603] lr: 1.000e-03, eta: 4:43:22, time: 1.059, data_time: 0.478, memory: 5811, loss_cls: 7.3850, loss: 7.3850, grad_norm: 11.2565 2020-10-24 02:07:36,335 - mmaction - INFO - Epoch [76][560/603] lr: 1.000e-03, eta: 4:42:58, time: 1.093, data_time: 0.499, memory: 5811, loss_cls: 7.4338, loss: 7.4338, grad_norm: 11.1843 2020-10-24 02:07:58,180 - mmaction - INFO - Epoch [76][580/603] lr: 1.000e-03, eta: 4:42:34, time: 1.091, data_time: 0.518, memory: 5811, loss_cls: 7.4025, loss: 7.4025, grad_norm: 11.2696 2020-10-24 02:08:19,897 - mmaction - INFO - Epoch [76][600/603] lr: 1.000e-03, eta: 4:42:10, time: 1.088, data_time: 0.503, memory: 5811, loss_cls: 7.7633, loss: 7.7633, grad_norm: 11.5659 2020-10-24 02:08:53,744 - mmaction - INFO - Epoch [77][20/603] lr: 1.000e-03, eta: 4:41:45, time: 1.585, data_time: 0.955, memory: 5811, loss_cls: 7.5748, loss: 7.5748, grad_norm: 11.0742 2020-10-24 02:09:16,868 - mmaction - INFO - Epoch [77][40/603] lr: 1.000e-03, eta: 4:41:21, time: 1.156, data_time: 0.274, memory: 5811, loss_cls: 7.2508, loss: 7.2508, grad_norm: 11.1512 2020-10-24 02:09:39,508 - mmaction - INFO - Epoch [77][60/603] lr: 1.000e-03, eta: 4:40:58, time: 1.130, data_time: 0.004, memory: 5811, loss_cls: 7.5724, loss: 7.5724, grad_norm: 11.0999 2020-10-24 02:10:02,509 - mmaction - INFO - Epoch [77][80/603] lr: 1.000e-03, eta: 4:40:34, time: 1.153, data_time: 0.006, memory: 5811, loss_cls: 7.4739, loss: 7.4739, grad_norm: 11.0519 2020-10-24 02:10:25,861 - mmaction - INFO - Epoch [77][100/603] lr: 1.000e-03, eta: 4:40:11, time: 1.168, data_time: 0.002, memory: 5811, loss_cls: 7.4370, loss: 7.4370, grad_norm: 11.4509 2020-10-24 02:10:48,849 - mmaction - INFO - Epoch [77][120/603] lr: 1.000e-03, eta: 4:39:47, time: 1.150, data_time: 0.005, memory: 5811, loss_cls: 7.3602, loss: 7.3602, grad_norm: 11.4152 2020-10-24 02:11:10,151 - mmaction - INFO - Epoch [77][140/603] lr: 1.000e-03, eta: 4:39:23, time: 1.066, data_time: 0.002, memory: 5811, loss_cls: 7.2659, loss: 7.2659, grad_norm: 11.1792 2020-10-24 02:11:31,141 - mmaction - INFO - Epoch [77][160/603] lr: 1.000e-03, eta: 4:38:59, time: 1.049, data_time: 0.002, memory: 5811, loss_cls: 7.4108, loss: 7.4108, grad_norm: 11.2819 2020-10-24 02:11:52,704 - mmaction - INFO - Epoch [77][180/603] lr: 1.000e-03, eta: 4:38:35, time: 1.077, data_time: 0.002, memory: 5811, loss_cls: 7.2621, loss: 7.2621, grad_norm: 11.0262 2020-10-24 02:12:14,657 - mmaction - INFO - Epoch [77][200/603] lr: 1.000e-03, eta: 4:38:11, time: 1.097, data_time: 0.002, memory: 5811, loss_cls: 7.5804, loss: 7.5804, grad_norm: 11.3063 2020-10-24 02:12:36,159 - mmaction - INFO - Epoch [77][220/603] lr: 1.000e-03, eta: 4:37:47, time: 1.068, data_time: 0.004, memory: 5811, loss_cls: 7.3337, loss: 7.3337, grad_norm: 10.8737 2020-10-24 02:12:57,429 - mmaction - INFO - Epoch [77][240/603] lr: 1.000e-03, eta: 4:37:23, time: 1.071, data_time: 0.013, memory: 5811, loss_cls: 7.4527, loss: 7.4527, grad_norm: 11.3132 2020-10-24 02:13:18,698 - mmaction - INFO - Epoch [77][260/603] lr: 1.000e-03, eta: 4:36:59, time: 1.059, data_time: 0.002, memory: 5811, loss_cls: 7.2521, loss: 7.2521, grad_norm: 11.2284 2020-10-24 02:13:40,537 - mmaction - INFO - Epoch [77][280/603] lr: 1.000e-03, eta: 4:36:35, time: 1.097, data_time: 0.007, memory: 5811, loss_cls: 7.4527, loss: 7.4527, grad_norm: 11.4036 2020-10-24 02:14:01,387 - mmaction - INFO - Epoch [77][300/603] lr: 1.000e-03, eta: 4:36:11, time: 1.036, data_time: 0.004, memory: 5811, loss_cls: 7.5959, loss: 7.5959, grad_norm: 11.3353 2020-10-24 02:14:22,514 - mmaction - INFO - Epoch [77][320/603] lr: 1.000e-03, eta: 4:35:47, time: 1.058, data_time: 0.010, memory: 5811, loss_cls: 7.3805, loss: 7.3805, grad_norm: 11.0673 2020-10-24 02:14:43,494 - mmaction - INFO - Epoch [77][340/603] lr: 1.000e-03, eta: 4:35:23, time: 1.051, data_time: 0.006, memory: 5811, loss_cls: 7.4144, loss: 7.4144, grad_norm: 11.1983 2020-10-24 02:15:04,944 - mmaction - INFO - Epoch [77][360/603] lr: 1.000e-03, eta: 4:34:59, time: 1.074, data_time: 0.003, memory: 5811, loss_cls: 7.3274, loss: 7.3274, grad_norm: 11.1876 2020-10-24 02:15:26,304 - mmaction - INFO - Epoch [77][380/603] lr: 1.000e-03, eta: 4:34:35, time: 1.061, data_time: 0.004, memory: 5811, loss_cls: 7.2785, loss: 7.2785, grad_norm: 10.8112 2020-10-24 02:15:47,319 - mmaction - INFO - Epoch [77][400/603] lr: 1.000e-03, eta: 4:34:11, time: 1.052, data_time: 0.008, memory: 5811, loss_cls: 7.4292, loss: 7.4292, grad_norm: 11.2008 2020-10-24 02:16:08,792 - mmaction - INFO - Epoch [77][420/603] lr: 1.000e-03, eta: 4:33:47, time: 1.072, data_time: 0.008, memory: 5811, loss_cls: 7.5981, loss: 7.5981, grad_norm: 11.4202 2020-10-24 02:16:30,586 - mmaction - INFO - Epoch [77][440/603] lr: 1.000e-03, eta: 4:33:23, time: 1.097, data_time: 0.012, memory: 5811, loss_cls: 7.2829, loss: 7.2829, grad_norm: 11.0233 2020-10-24 02:16:52,647 - mmaction - INFO - Epoch [77][460/603] lr: 1.000e-03, eta: 4:32:59, time: 1.097, data_time: 0.003, memory: 5811, loss_cls: 7.6188, loss: 7.6188, grad_norm: 11.4587 2020-10-24 02:17:14,849 - mmaction - INFO - Epoch [77][480/603] lr: 1.000e-03, eta: 4:32:35, time: 1.112, data_time: 0.009, memory: 5811, loss_cls: 7.5802, loss: 7.5802, grad_norm: 11.3790 2020-10-24 02:17:37,137 - mmaction - INFO - Epoch [77][500/603] lr: 1.000e-03, eta: 4:32:12, time: 1.106, data_time: 0.006, memory: 5811, loss_cls: 7.3933, loss: 7.3933, grad_norm: 11.0533 2020-10-24 02:17:58,139 - mmaction - INFO - Epoch [77][520/603] lr: 1.000e-03, eta: 4:31:48, time: 1.056, data_time: 0.014, memory: 5811, loss_cls: 7.4600, loss: 7.4600, grad_norm: 11.7232 2020-10-24 02:18:20,189 - mmaction - INFO - Epoch [77][540/603] lr: 1.000e-03, eta: 4:31:24, time: 1.109, data_time: 0.008, memory: 5811, loss_cls: 7.4012, loss: 7.4012, grad_norm: 11.2826 2020-10-24 02:18:42,298 - mmaction - INFO - Epoch [77][560/603] lr: 1.000e-03, eta: 4:31:00, time: 1.105, data_time: 0.002, memory: 5811, loss_cls: 7.3186, loss: 7.3186, grad_norm: 11.2916 2020-10-24 02:19:04,722 - mmaction - INFO - Epoch [77][580/603] lr: 1.000e-03, eta: 4:30:36, time: 1.121, data_time: 0.003, memory: 5811, loss_cls: 7.2961, loss: 7.2961, grad_norm: 11.0248 2020-10-24 02:19:26,361 - mmaction - INFO - Epoch [77][600/603] lr: 1.000e-03, eta: 4:30:13, time: 1.079, data_time: 0.005, memory: 5811, loss_cls: 7.6490, loss: 7.6490, grad_norm: 11.4607 2020-10-24 02:20:04,637 - mmaction - INFO - Epoch [78][20/603] lr: 1.000e-03, eta: 4:29:48, time: 1.717, data_time: 1.176, memory: 5811, loss_cls: 7.4010, loss: 7.4010, grad_norm: 10.9410 2020-10-24 02:20:27,580 - mmaction - INFO - Epoch [78][40/603] lr: 1.000e-03, eta: 4:29:24, time: 1.147, data_time: 0.540, memory: 5811, loss_cls: 7.1784, loss: 7.1784, grad_norm: 11.1756 2020-10-24 02:20:49,799 - mmaction - INFO - Epoch [78][60/603] lr: 1.000e-03, eta: 4:29:01, time: 1.110, data_time: 0.465, memory: 5811, loss_cls: 7.4142, loss: 7.4142, grad_norm: 11.3683 2020-10-24 02:21:11,320 - mmaction - INFO - Epoch [78][80/603] lr: 1.000e-03, eta: 4:28:37, time: 1.077, data_time: 0.482, memory: 5811, loss_cls: 7.4069, loss: 7.4069, grad_norm: 11.2461 2020-10-24 02:21:33,462 - mmaction - INFO - Epoch [78][100/603] lr: 1.000e-03, eta: 4:28:13, time: 1.105, data_time: 0.464, memory: 5811, loss_cls: 7.3918, loss: 7.3918, grad_norm: 11.2785 2020-10-24 02:21:55,060 - mmaction - INFO - Epoch [78][120/603] lr: 1.000e-03, eta: 4:27:49, time: 1.075, data_time: 0.466, memory: 5811, loss_cls: 7.1748, loss: 7.1748, grad_norm: 11.0464 2020-10-24 02:22:16,380 - mmaction - INFO - Epoch [78][140/603] lr: 1.000e-03, eta: 4:27:25, time: 1.068, data_time: 0.453, memory: 5811, loss_cls: 7.5341, loss: 7.5341, grad_norm: 11.3739 2020-10-24 02:22:37,499 - mmaction - INFO - Epoch [78][160/603] lr: 1.000e-03, eta: 4:27:01, time: 1.059, data_time: 0.391, memory: 5811, loss_cls: 7.2491, loss: 7.2491, grad_norm: 11.4102 2020-10-24 02:22:59,086 - mmaction - INFO - Epoch [78][180/603] lr: 1.000e-03, eta: 4:26:37, time: 1.078, data_time: 0.417, memory: 5811, loss_cls: 7.2854, loss: 7.2854, grad_norm: 11.3739 2020-10-24 02:23:20,959 - mmaction - INFO - Epoch [78][200/603] lr: 1.000e-03, eta: 4:26:13, time: 1.090, data_time: 0.474, memory: 5811, loss_cls: 7.4093, loss: 7.4093, grad_norm: 11.3657 2020-10-24 02:23:42,464 - mmaction - INFO - Epoch [78][220/603] lr: 1.000e-03, eta: 4:25:49, time: 1.073, data_time: 0.470, memory: 5811, loss_cls: 7.3001, loss: 7.3001, grad_norm: 11.3496 2020-10-24 02:24:04,162 - mmaction - INFO - Epoch [78][240/603] lr: 1.000e-03, eta: 4:25:26, time: 1.092, data_time: 0.307, memory: 5811, loss_cls: 7.4766, loss: 7.4766, grad_norm: 11.4447 2020-10-24 02:24:25,853 - mmaction - INFO - Epoch [78][260/603] lr: 1.000e-03, eta: 4:25:02, time: 1.082, data_time: 0.120, memory: 5811, loss_cls: 7.4688, loss: 7.4688, grad_norm: 11.5023 2020-10-24 02:24:47,135 - mmaction - INFO - Epoch [78][280/603] lr: 1.000e-03, eta: 4:24:38, time: 1.067, data_time: 0.007, memory: 5811, loss_cls: 7.4996, loss: 7.4996, grad_norm: 11.4827 2020-10-24 02:25:09,245 - mmaction - INFO - Epoch [78][300/603] lr: 1.000e-03, eta: 4:24:14, time: 1.106, data_time: 0.003, memory: 5811, loss_cls: 7.2570, loss: 7.2570, grad_norm: 11.1599 2020-10-24 02:25:30,885 - mmaction - INFO - Epoch [78][320/603] lr: 1.000e-03, eta: 4:23:50, time: 1.084, data_time: 0.003, memory: 5811, loss_cls: 7.4463, loss: 7.4463, grad_norm: 11.1988 2020-10-24 02:25:51,914 - mmaction - INFO - Epoch [78][340/603] lr: 1.000e-03, eta: 4:23:26, time: 1.049, data_time: 0.001, memory: 5811, loss_cls: 7.2115, loss: 7.2115, grad_norm: 11.3159 2020-10-24 02:26:14,032 - mmaction - INFO - Epoch [78][360/603] lr: 1.000e-03, eta: 4:23:02, time: 1.103, data_time: 0.005, memory: 5811, loss_cls: 7.1912, loss: 7.1912, grad_norm: 11.4468 2020-10-24 02:26:35,339 - mmaction - INFO - Epoch [78][380/603] lr: 1.000e-03, eta: 4:22:38, time: 1.066, data_time: 0.008, memory: 5811, loss_cls: 7.4391, loss: 7.4391, grad_norm: 11.4996 2020-10-24 02:26:56,928 - mmaction - INFO - Epoch [78][400/603] lr: 1.000e-03, eta: 4:22:14, time: 1.084, data_time: 0.007, memory: 5811, loss_cls: 7.6223, loss: 7.6223, grad_norm: 11.3070 2020-10-24 02:27:17,908 - mmaction - INFO - Epoch [78][420/603] lr: 1.000e-03, eta: 4:21:50, time: 1.049, data_time: 0.003, memory: 5811, loss_cls: 7.2702, loss: 7.2702, grad_norm: 10.8613 2020-10-24 02:27:39,442 - mmaction - INFO - Epoch [78][440/603] lr: 1.000e-03, eta: 4:21:27, time: 1.077, data_time: 0.005, memory: 5811, loss_cls: 7.4533, loss: 7.4533, grad_norm: 11.5341 2020-10-24 02:28:00,520 - mmaction - INFO - Epoch [78][460/603] lr: 1.000e-03, eta: 4:21:03, time: 1.053, data_time: 0.006, memory: 5811, loss_cls: 7.3290, loss: 7.3290, grad_norm: 11.1715 2020-10-24 02:28:22,206 - mmaction - INFO - Epoch [78][480/603] lr: 1.000e-03, eta: 4:20:39, time: 1.085, data_time: 0.003, memory: 5811, loss_cls: 7.4709, loss: 7.4709, grad_norm: 11.4177 2020-10-24 02:28:44,805 - mmaction - INFO - Epoch [78][500/603] lr: 1.000e-03, eta: 4:20:15, time: 1.130, data_time: 0.001, memory: 5811, loss_cls: 7.2202, loss: 7.2202, grad_norm: 11.4270 2020-10-24 02:29:05,906 - mmaction - INFO - Epoch [78][520/603] lr: 1.000e-03, eta: 4:19:51, time: 1.055, data_time: 0.003, memory: 5811, loss_cls: 7.4252, loss: 7.4252, grad_norm: 11.2721 2020-10-24 02:29:28,188 - mmaction - INFO - Epoch [78][540/603] lr: 1.000e-03, eta: 4:19:27, time: 1.110, data_time: 0.002, memory: 5811, loss_cls: 7.4754, loss: 7.4754, grad_norm: 11.3430 2020-10-24 02:29:49,481 - mmaction - INFO - Epoch [78][560/603] lr: 1.000e-03, eta: 4:19:03, time: 1.066, data_time: 0.006, memory: 5811, loss_cls: 7.4471, loss: 7.4471, grad_norm: 11.4188 2020-10-24 02:30:10,990 - mmaction - INFO - Epoch [78][580/603] lr: 1.000e-03, eta: 4:18:40, time: 1.069, data_time: 0.005, memory: 5811, loss_cls: 7.6717, loss: 7.6717, grad_norm: 11.7165 2020-10-24 02:30:32,405 - mmaction - INFO - Epoch [78][600/603] lr: 1.000e-03, eta: 4:18:16, time: 1.081, data_time: 0.015, memory: 5811, loss_cls: 7.3381, loss: 7.3381, grad_norm: 11.3479 2020-10-24 02:31:05,354 - mmaction - INFO - Epoch [79][20/603] lr: 1.000e-03, eta: 4:17:50, time: 1.535, data_time: 0.839, memory: 5811, loss_cls: 7.3357, loss: 7.3357, grad_norm: 11.2290 2020-10-24 02:31:28,289 - mmaction - INFO - Epoch [79][40/603] lr: 1.000e-03, eta: 4:17:26, time: 1.147, data_time: 0.147, memory: 5811, loss_cls: 7.3275, loss: 7.3275, grad_norm: 11.5411 2020-10-24 02:31:51,232 - mmaction - INFO - Epoch [79][60/603] lr: 1.000e-03, eta: 4:17:03, time: 1.143, data_time: 0.005, memory: 5811, loss_cls: 7.2566, loss: 7.2566, grad_norm: 11.3581 2020-10-24 02:32:14,091 - mmaction - INFO - Epoch [79][80/603] lr: 1.000e-03, eta: 4:16:39, time: 1.147, data_time: 0.005, memory: 5811, loss_cls: 7.5338, loss: 7.5338, grad_norm: 11.6914 2020-10-24 02:32:36,466 - mmaction - INFO - Epoch [79][100/603] lr: 1.000e-03, eta: 4:16:16, time: 1.115, data_time: 0.003, memory: 5811, loss_cls: 7.3352, loss: 7.3352, grad_norm: 11.3791 2020-10-24 02:32:58,634 - mmaction - INFO - Epoch [79][120/603] lr: 1.000e-03, eta: 4:15:52, time: 1.111, data_time: 0.008, memory: 5811, loss_cls: 7.4300, loss: 7.4300, grad_norm: 11.4001 2020-10-24 02:33:20,394 - mmaction - INFO - Epoch [79][140/603] lr: 1.000e-03, eta: 4:15:28, time: 1.090, data_time: 0.004, memory: 5811, loss_cls: 7.5415, loss: 7.5415, grad_norm: 11.3131 2020-10-24 02:33:41,275 - mmaction - INFO - Epoch [79][160/603] lr: 1.000e-03, eta: 4:15:04, time: 1.040, data_time: 0.001, memory: 5811, loss_cls: 7.2192, loss: 7.2192, grad_norm: 11.2769 2020-10-24 02:34:02,598 - mmaction - INFO - Epoch [79][180/603] lr: 1.000e-03, eta: 4:14:40, time: 1.069, data_time: 0.005, memory: 5811, loss_cls: 7.2922, loss: 7.2922, grad_norm: 11.7146 2020-10-24 02:34:23,679 - mmaction - INFO - Epoch [79][200/603] lr: 1.000e-03, eta: 4:14:16, time: 1.055, data_time: 0.002, memory: 5811, loss_cls: 7.5651, loss: 7.5651, grad_norm: 11.4417 2020-10-24 02:34:44,444 - mmaction - INFO - Epoch [79][220/603] lr: 1.000e-03, eta: 4:13:52, time: 1.038, data_time: 0.001, memory: 5811, loss_cls: 7.3603, loss: 7.3603, grad_norm: 11.2548 2020-10-24 02:35:06,383 - mmaction - INFO - Epoch [79][240/603] lr: 1.000e-03, eta: 4:13:29, time: 1.092, data_time: 0.002, memory: 5811, loss_cls: 7.5541, loss: 7.5541, grad_norm: 11.5526 2020-10-24 02:35:28,281 - mmaction - INFO - Epoch [79][260/603] lr: 1.000e-03, eta: 4:13:05, time: 1.099, data_time: 0.007, memory: 5811, loss_cls: 7.5681, loss: 7.5681, grad_norm: 11.5034 2020-10-24 02:35:49,423 - mmaction - INFO - Epoch [79][280/603] lr: 1.000e-03, eta: 4:12:41, time: 1.053, data_time: 0.006, memory: 5811, loss_cls: 7.4068, loss: 7.4068, grad_norm: 11.1638 2020-10-24 02:36:11,368 - mmaction - INFO - Epoch [79][300/603] lr: 1.000e-03, eta: 4:12:17, time: 1.103, data_time: 0.008, memory: 5811, loss_cls: 7.5242, loss: 7.5242, grad_norm: 11.4265 2020-10-24 02:36:32,376 - mmaction - INFO - Epoch [79][320/603] lr: 1.000e-03, eta: 4:11:53, time: 1.050, data_time: 0.004, memory: 5811, loss_cls: 7.2020, loss: 7.2020, grad_norm: 11.4621 2020-10-24 02:36:53,956 - mmaction - INFO - Epoch [79][340/603] lr: 1.000e-03, eta: 4:11:29, time: 1.079, data_time: 0.002, memory: 5811, loss_cls: 7.4080, loss: 7.4080, grad_norm: 11.5302 2020-10-24 02:37:14,901 - mmaction - INFO - Epoch [79][360/603] lr: 1.000e-03, eta: 4:11:05, time: 1.044, data_time: 0.005, memory: 5811, loss_cls: 7.5884, loss: 7.5884, grad_norm: 11.3412 2020-10-24 02:37:36,978 - mmaction - INFO - Epoch [79][380/603] lr: 1.000e-03, eta: 4:10:42, time: 1.104, data_time: 0.009, memory: 5811, loss_cls: 7.5183, loss: 7.5183, grad_norm: 11.2818 2020-10-24 02:37:58,240 - mmaction - INFO - Epoch [79][400/603] lr: 1.000e-03, eta: 4:10:18, time: 1.064, data_time: 0.010, memory: 5811, loss_cls: 7.2875, loss: 7.2875, grad_norm: 11.1572 2020-10-24 02:38:19,253 - mmaction - INFO - Epoch [79][420/603] lr: 1.000e-03, eta: 4:09:54, time: 1.052, data_time: 0.005, memory: 5811, loss_cls: 7.2122, loss: 7.2122, grad_norm: 11.5263 2020-10-24 02:38:40,458 - mmaction - INFO - Epoch [79][440/603] lr: 1.000e-03, eta: 4:09:30, time: 1.056, data_time: 0.003, memory: 5811, loss_cls: 7.2019, loss: 7.2019, grad_norm: 11.2681 2020-10-24 02:39:01,706 - mmaction - INFO - Epoch [79][460/603] lr: 1.000e-03, eta: 4:09:06, time: 1.068, data_time: 0.007, memory: 5811, loss_cls: 7.4909, loss: 7.4909, grad_norm: 11.5624 2020-10-24 02:39:22,895 - mmaction - INFO - Epoch [79][480/603] lr: 1.000e-03, eta: 4:08:42, time: 1.057, data_time: 0.003, memory: 5811, loss_cls: 7.3538, loss: 7.3538, grad_norm: 11.4019 2020-10-24 02:39:43,688 - mmaction - INFO - Epoch [79][500/603] lr: 1.000e-03, eta: 4:08:18, time: 1.038, data_time: 0.005, memory: 5811, loss_cls: 7.3086, loss: 7.3086, grad_norm: 11.5831 2020-10-24 02:40:05,030 - mmaction - INFO - Epoch [79][520/603] lr: 1.000e-03, eta: 4:07:54, time: 1.071, data_time: 0.005, memory: 5811, loss_cls: 7.3984, loss: 7.3984, grad_norm: 11.4252 2020-10-24 02:40:27,033 - mmaction - INFO - Epoch [79][540/603] lr: 1.000e-03, eta: 4:07:30, time: 1.096, data_time: 0.002, memory: 5811, loss_cls: 7.3628, loss: 7.3628, grad_norm: 11.1737 2020-10-24 02:40:48,139 - mmaction - INFO - Epoch [79][560/603] lr: 1.000e-03, eta: 4:07:06, time: 1.057, data_time: 0.005, memory: 5811, loss_cls: 7.4477, loss: 7.4477, grad_norm: 11.3615 2020-10-24 02:41:09,170 - mmaction - INFO - Epoch [79][580/603] lr: 1.000e-03, eta: 4:06:43, time: 1.051, data_time: 0.003, memory: 5811, loss_cls: 7.6417, loss: 7.6417, grad_norm: 11.5015 2020-10-24 02:41:30,593 - mmaction - INFO - Epoch [79][600/603] lr: 1.000e-03, eta: 4:06:19, time: 1.073, data_time: 0.006, memory: 5811, loss_cls: 7.6250, loss: 7.6250, grad_norm: 11.2974 2020-10-24 02:42:06,805 - mmaction - INFO - Epoch [80][20/603] lr: 1.000e-03, eta: 4:05:54, time: 1.678, data_time: 0.959, memory: 5811, loss_cls: 7.4969, loss: 7.4969, grad_norm: 11.3621 2020-10-24 02:42:29,672 - mmaction - INFO - Epoch [80][40/603] lr: 1.000e-03, eta: 4:05:30, time: 1.136, data_time: 0.194, memory: 5811, loss_cls: 7.1101, loss: 7.1101, grad_norm: 11.0722 2020-10-24 02:42:51,881 - mmaction - INFO - Epoch [80][60/603] lr: 1.000e-03, eta: 4:05:07, time: 1.117, data_time: 0.182, memory: 5811, loss_cls: 7.3113, loss: 7.3113, grad_norm: 11.3557 2020-10-24 02:43:14,802 - mmaction - INFO - Epoch [80][80/603] lr: 1.000e-03, eta: 4:04:43, time: 1.147, data_time: 0.476, memory: 5811, loss_cls: 7.4756, loss: 7.4756, grad_norm: 11.5928 2020-10-24 02:43:37,523 - mmaction - INFO - Epoch [80][100/603] lr: 1.000e-03, eta: 4:04:20, time: 1.129, data_time: 0.555, memory: 5811, loss_cls: 7.5581, loss: 7.5581, grad_norm: 11.6153 2020-10-24 02:43:59,998 - mmaction - INFO - Epoch [80][120/603] lr: 1.000e-03, eta: 4:03:56, time: 1.126, data_time: 0.286, memory: 5811, loss_cls: 7.2353, loss: 7.2353, grad_norm: 11.0979 2020-10-24 02:44:22,292 - mmaction - INFO - Epoch [80][140/603] lr: 1.000e-03, eta: 4:03:32, time: 1.119, data_time: 0.122, memory: 5811, loss_cls: 7.2985, loss: 7.2985, grad_norm: 11.5653 2020-10-24 02:44:43,643 - mmaction - INFO - Epoch [80][160/603] lr: 1.000e-03, eta: 4:03:09, time: 1.064, data_time: 0.223, memory: 5811, loss_cls: 7.2532, loss: 7.2532, grad_norm: 11.3030 2020-10-24 02:45:05,777 - mmaction - INFO - Epoch [80][180/603] lr: 1.000e-03, eta: 4:02:45, time: 1.109, data_time: 0.238, memory: 5811, loss_cls: 7.4290, loss: 7.4290, grad_norm: 11.5900 2020-10-24 02:45:27,572 - mmaction - INFO - Epoch [80][200/603] lr: 1.000e-03, eta: 4:02:21, time: 1.086, data_time: 0.112, memory: 5811, loss_cls: 7.4918, loss: 7.4918, grad_norm: 11.3691 2020-10-24 02:45:48,733 - mmaction - INFO - Epoch [80][220/603] lr: 1.000e-03, eta: 4:01:57, time: 1.062, data_time: 0.007, memory: 5811, loss_cls: 7.5387, loss: 7.5387, grad_norm: 11.4745 2020-10-24 02:46:10,349 - mmaction - INFO - Epoch [80][240/603] lr: 1.000e-03, eta: 4:01:33, time: 1.078, data_time: 0.003, memory: 5811, loss_cls: 7.0530, loss: 7.0530, grad_norm: 11.3237 2020-10-24 02:46:31,595 - mmaction - INFO - Epoch [80][260/603] lr: 1.000e-03, eta: 4:01:10, time: 1.067, data_time: 0.032, memory: 5811, loss_cls: 7.4359, loss: 7.4359, grad_norm: 11.6408 2020-10-24 02:46:53,226 - mmaction - INFO - Epoch [80][280/603] lr: 1.000e-03, eta: 4:00:46, time: 1.079, data_time: 0.026, memory: 5811, loss_cls: 7.3961, loss: 7.3961, grad_norm: 11.1250 2020-10-24 02:47:14,826 - mmaction - INFO - Epoch [80][300/603] lr: 1.000e-03, eta: 4:00:22, time: 1.076, data_time: 0.004, memory: 5811, loss_cls: 7.4405, loss: 7.4405, grad_norm: 11.6008 2020-10-24 02:47:37,016 - mmaction - INFO - Epoch [80][320/603] lr: 1.000e-03, eta: 3:59:58, time: 1.117, data_time: 0.046, memory: 5811, loss_cls: 7.3347, loss: 7.3347, grad_norm: 11.4184 2020-10-24 02:47:58,526 - mmaction - INFO - Epoch [80][340/603] lr: 1.000e-03, eta: 3:59:35, time: 1.073, data_time: 0.001, memory: 5811, loss_cls: 7.3151, loss: 7.3151, grad_norm: 11.3921 2020-10-24 02:48:20,658 - mmaction - INFO - Epoch [80][360/603] lr: 1.000e-03, eta: 3:59:11, time: 1.106, data_time: 0.007, memory: 5811, loss_cls: 7.1944, loss: 7.1944, grad_norm: 11.6148 2020-10-24 02:48:42,026 - mmaction - INFO - Epoch [80][380/603] lr: 1.000e-03, eta: 3:58:47, time: 1.070, data_time: 0.005, memory: 5811, loss_cls: 7.3554, loss: 7.3554, grad_norm: 11.3670 2020-10-24 02:49:04,588 - mmaction - INFO - Epoch [80][400/603] lr: 1.000e-03, eta: 3:58:24, time: 1.128, data_time: 0.002, memory: 5811, loss_cls: 7.5101, loss: 7.5101, grad_norm: 11.5142 2020-10-24 02:49:26,571 - mmaction - INFO - Epoch [80][420/603] lr: 1.000e-03, eta: 3:58:00, time: 1.091, data_time: 0.005, memory: 5811, loss_cls: 7.3875, loss: 7.3875, grad_norm: 11.4387 2020-10-24 02:49:48,620 - mmaction - INFO - Epoch [80][440/603] lr: 1.000e-03, eta: 3:57:36, time: 1.109, data_time: 0.011, memory: 5811, loss_cls: 7.3667, loss: 7.3667, grad_norm: 11.5244 2020-10-24 02:50:10,509 - mmaction - INFO - Epoch [80][460/603] lr: 1.000e-03, eta: 3:57:13, time: 1.089, data_time: 0.005, memory: 5811, loss_cls: 7.3146, loss: 7.3146, grad_norm: 11.2759 2020-10-24 02:50:32,083 - mmaction - INFO - Epoch [80][480/603] lr: 1.000e-03, eta: 3:56:49, time: 1.084, data_time: 0.011, memory: 5811, loss_cls: 7.3938, loss: 7.3938, grad_norm: 11.4478 2020-10-24 02:50:53,469 - mmaction - INFO - Epoch [80][500/603] lr: 1.000e-03, eta: 3:56:25, time: 1.072, data_time: 0.006, memory: 5811, loss_cls: 7.2701, loss: 7.2701, grad_norm: 11.3681 2020-10-24 02:51:15,233 - mmaction - INFO - Epoch [80][520/603] lr: 1.000e-03, eta: 3:56:01, time: 1.086, data_time: 0.003, memory: 5811, loss_cls: 7.3149, loss: 7.3149, grad_norm: 11.4379 2020-10-24 02:51:36,824 - mmaction - INFO - Epoch [80][540/603] lr: 1.000e-03, eta: 3:55:38, time: 1.082, data_time: 0.005, memory: 5811, loss_cls: 7.6603, loss: 7.6603, grad_norm: 11.4221 2020-10-24 02:51:58,529 - mmaction - INFO - Epoch [80][560/603] lr: 1.000e-03, eta: 3:55:14, time: 1.085, data_time: 0.002, memory: 5811, loss_cls: 7.6540, loss: 7.6540, grad_norm: 11.5641 2020-10-24 02:52:19,031 - mmaction - INFO - Epoch [80][580/603] lr: 1.000e-03, eta: 3:54:50, time: 1.024, data_time: 0.001, memory: 5811, loss_cls: 7.3450, loss: 7.3450, grad_norm: 11.4114 2020-10-24 02:52:40,953 - mmaction - INFO - Epoch [80][600/603] lr: 1.000e-03, eta: 3:54:26, time: 1.096, data_time: 0.002, memory: 5811, loss_cls: 7.2553, loss: 7.2553, grad_norm: 11.5626 2020-10-24 02:52:43,246 - mmaction - INFO - Saving checkpoint at 80 epochs 2020-10-24 02:53:35,875 - mmaction - INFO - Evaluating mean_average_precision... 2020-10-24 02:53:36,042 - mmaction - INFO - mean_average_precision 0.6225 2020-10-24 02:53:36,049 - mmaction - INFO - Epoch(val) [80][603] mean_average_precision: 0.6225 2020-10-24 02:54:07,764 - mmaction - INFO - Epoch [81][20/603] lr: 1.000e-04, eta: 3:54:00, time: 1.585, data_time: 1.149, memory: 5811, loss_cls: 7.2089, loss: 7.2089, grad_norm: 11.5795 2020-10-24 02:54:30,611 - mmaction - INFO - Epoch [81][40/603] lr: 1.000e-04, eta: 3:53:37, time: 1.143, data_time: 0.664, memory: 5811, loss_cls: 7.2747, loss: 7.2747, grad_norm: 11.5123 2020-10-24 02:54:53,650 - mmaction - INFO - Epoch [81][60/603] lr: 1.000e-04, eta: 3:53:14, time: 1.147, data_time: 0.577, memory: 5811, loss_cls: 7.3435, loss: 7.3435, grad_norm: 11.4602 2020-10-24 02:55:16,715 - mmaction - INFO - Epoch [81][80/603] lr: 1.000e-04, eta: 3:52:50, time: 1.158, data_time: 0.232, memory: 5811, loss_cls: 7.2218, loss: 7.2218, grad_norm: 11.3022 2020-10-24 02:55:38,302 - mmaction - INFO - Epoch [81][100/603] lr: 1.000e-04, eta: 3:52:26, time: 1.074, data_time: 0.003, memory: 5811, loss_cls: 7.4579, loss: 7.4579, grad_norm: 11.4803 2020-10-24 02:56:00,060 - mmaction - INFO - Epoch [81][120/603] lr: 1.000e-04, eta: 3:52:03, time: 1.087, data_time: 0.008, memory: 5811, loss_cls: 7.0599, loss: 7.0599, grad_norm: 11.2859 2020-10-24 02:56:22,176 - mmaction - INFO - Epoch [81][140/603] lr: 1.000e-04, eta: 3:51:39, time: 1.112, data_time: 0.010, memory: 5811, loss_cls: 7.4160, loss: 7.4160, grad_norm: 11.6566 2020-10-24 02:56:44,730 - mmaction - INFO - Epoch [81][160/603] lr: 1.000e-04, eta: 3:51:16, time: 1.126, data_time: 0.001, memory: 5811, loss_cls: 7.2928, loss: 7.2928, grad_norm: 11.1987 2020-10-24 02:57:06,149 - mmaction - INFO - Epoch [81][180/603] lr: 1.000e-04, eta: 3:50:52, time: 1.067, data_time: 0.009, memory: 5811, loss_cls: 7.0080, loss: 7.0080, grad_norm: 11.1036 2020-10-24 02:57:28,911 - mmaction - INFO - Epoch [81][200/603] lr: 1.000e-04, eta: 3:50:28, time: 1.143, data_time: 0.010, memory: 5811, loss_cls: 7.3216, loss: 7.3216, grad_norm: 11.4914 2020-10-24 02:57:50,983 - mmaction - INFO - Epoch [81][220/603] lr: 1.000e-04, eta: 3:50:05, time: 1.105, data_time: 0.004, memory: 5811, loss_cls: 7.2005, loss: 7.2005, grad_norm: 11.5960 2020-10-24 02:58:12,360 - mmaction - INFO - Epoch [81][240/603] lr: 1.000e-04, eta: 3:49:41, time: 1.066, data_time: 0.004, memory: 5811, loss_cls: 7.2947, loss: 7.2947, grad_norm: 11.4782 2020-10-24 02:58:34,978 - mmaction - INFO - Epoch [81][260/603] lr: 1.000e-04, eta: 3:49:18, time: 1.132, data_time: 0.004, memory: 5811, loss_cls: 6.9883, loss: 6.9883, grad_norm: 11.1242 2020-10-24 02:58:57,109 - mmaction - INFO - Epoch [81][280/603] lr: 1.000e-04, eta: 3:48:54, time: 1.101, data_time: 0.004, memory: 5811, loss_cls: 7.3756, loss: 7.3756, grad_norm: 11.5579 2020-10-24 02:59:19,295 - mmaction - INFO - Epoch [81][300/603] lr: 1.000e-04, eta: 3:48:30, time: 1.112, data_time: 0.010, memory: 5811, loss_cls: 7.3324, loss: 7.3324, grad_norm: 11.4994 2020-10-24 02:59:41,598 - mmaction - INFO - Epoch [81][320/603] lr: 1.000e-04, eta: 3:48:07, time: 1.118, data_time: 0.006, memory: 5811, loss_cls: 7.0016, loss: 7.0016, grad_norm: 11.1378 2020-10-24 03:00:02,466 - mmaction - INFO - Epoch [81][340/603] lr: 1.000e-04, eta: 3:47:43, time: 1.044, data_time: 0.004, memory: 5811, loss_cls: 7.3859, loss: 7.3859, grad_norm: 11.5108 2020-10-24 03:00:24,844 - mmaction - INFO - Epoch [81][360/603] lr: 1.000e-04, eta: 3:47:19, time: 1.115, data_time: 0.003, memory: 5811, loss_cls: 7.2192, loss: 7.2192, grad_norm: 11.4573 2020-10-24 03:00:46,663 - mmaction - INFO - Epoch [81][380/603] lr: 1.000e-04, eta: 3:46:56, time: 1.091, data_time: 0.008, memory: 5811, loss_cls: 7.3800, loss: 7.3800, grad_norm: 11.5577 2020-10-24 03:01:07,910 - mmaction - INFO - Epoch [81][400/603] lr: 1.000e-04, eta: 3:46:32, time: 1.064, data_time: 0.005, memory: 5811, loss_cls: 7.2734, loss: 7.2734, grad_norm: 11.3992 2020-10-24 03:01:29,362 - mmaction - INFO - Epoch [81][420/603] lr: 1.000e-04, eta: 3:46:08, time: 1.074, data_time: 0.005, memory: 5811, loss_cls: 7.1886, loss: 7.1886, grad_norm: 11.2706 2020-10-24 03:01:50,508 - mmaction - INFO - Epoch [81][440/603] lr: 1.000e-04, eta: 3:45:44, time: 1.059, data_time: 0.003, memory: 5811, loss_cls: 7.0918, loss: 7.0918, grad_norm: 11.2074 2020-10-24 03:02:12,955 - mmaction - INFO - Epoch [81][460/603] lr: 1.000e-04, eta: 3:45:21, time: 1.122, data_time: 0.003, memory: 5811, loss_cls: 7.1138, loss: 7.1138, grad_norm: 11.2638 2020-10-24 03:02:35,534 - mmaction - INFO - Epoch [81][480/603] lr: 1.000e-04, eta: 3:44:57, time: 1.125, data_time: 0.003, memory: 5811, loss_cls: 7.2049, loss: 7.2049, grad_norm: 11.3664 2020-10-24 03:02:58,117 - mmaction - INFO - Epoch [81][500/603] lr: 1.000e-04, eta: 3:44:34, time: 1.127, data_time: 0.005, memory: 5811, loss_cls: 7.2124, loss: 7.2124, grad_norm: 11.3459 2020-10-24 03:03:19,371 - mmaction - INFO - Epoch [81][520/603] lr: 1.000e-04, eta: 3:44:10, time: 1.069, data_time: 0.009, memory: 5811, loss_cls: 7.3123, loss: 7.3123, grad_norm: 11.7014 2020-10-24 03:03:40,468 - mmaction - INFO - Epoch [81][540/603] lr: 1.000e-04, eta: 3:43:46, time: 1.054, data_time: 0.006, memory: 5811, loss_cls: 7.2660, loss: 7.2660, grad_norm: 11.4947 2020-10-24 03:04:01,327 - mmaction - INFO - Epoch [81][560/603] lr: 1.000e-04, eta: 3:43:22, time: 1.044, data_time: 0.002, memory: 5811, loss_cls: 7.2541, loss: 7.2541, grad_norm: 11.3588 2020-10-24 03:04:22,572 - mmaction - INFO - Epoch [81][580/603] lr: 1.000e-04, eta: 3:42:58, time: 1.061, data_time: 0.003, memory: 5811, loss_cls: 7.3965, loss: 7.3965, grad_norm: 11.5345 2020-10-24 03:04:44,345 - mmaction - INFO - Epoch [81][600/603] lr: 1.000e-04, eta: 3:42:35, time: 1.089, data_time: 0.007, memory: 5811, loss_cls: 7.2783, loss: 7.2783, grad_norm: 11.5231 2020-10-24 03:06:01,204 - mmaction - INFO - Epoch [82][20/603] lr: 1.000e-04, eta: 3:42:16, time: 2.964, data_time: 2.083, memory: 5811, loss_cls: 7.1231, loss: 7.1231, grad_norm: 11.0790 2020-10-24 03:06:23,253 - mmaction - INFO - Epoch [82][40/603] lr: 1.000e-04, eta: 3:41:52, time: 1.102, data_time: 0.157, memory: 5811, loss_cls: 7.2802, loss: 7.2802, grad_norm: 11.1971 2020-10-24 03:06:46,109 - mmaction - INFO - Epoch [82][60/603] lr: 1.000e-04, eta: 3:41:28, time: 1.142, data_time: 0.170, memory: 5811, loss_cls: 7.2352, loss: 7.2352, grad_norm: 11.3607 2020-10-24 03:07:09,961 - mmaction - INFO - Epoch [82][80/603] lr: 1.000e-04, eta: 3:41:05, time: 1.192, data_time: 0.059, memory: 5811, loss_cls: 7.1400, loss: 7.1400, grad_norm: 11.2530 2020-10-24 03:07:32,958 - mmaction - INFO - Epoch [82][100/603] lr: 1.000e-04, eta: 3:40:42, time: 1.151, data_time: 0.183, memory: 5811, loss_cls: 7.3181, loss: 7.3181, grad_norm: 11.4449 2020-10-24 03:07:54,069 - mmaction - INFO - Epoch [82][120/603] lr: 1.000e-04, eta: 3:40:18, time: 1.055, data_time: 0.013, memory: 5811, loss_cls: 7.1328, loss: 7.1328, grad_norm: 11.4331 2020-10-24 03:08:15,364 - mmaction - INFO - Epoch [82][140/603] lr: 1.000e-04, eta: 3:39:54, time: 1.066, data_time: 0.062, memory: 5811, loss_cls: 7.1242, loss: 7.1242, grad_norm: 11.4870 2020-10-24 03:08:37,185 - mmaction - INFO - Epoch [82][160/603] lr: 1.000e-04, eta: 3:39:31, time: 1.088, data_time: 0.002, memory: 5811, loss_cls: 7.2990, loss: 7.2990, grad_norm: 11.3512 2020-10-24 03:08:57,873 - mmaction - INFO - Epoch [82][180/603] lr: 1.000e-04, eta: 3:39:07, time: 1.032, data_time: 0.007, memory: 5811, loss_cls: 7.4727, loss: 7.4727, grad_norm: 11.6287 2020-10-24 03:09:18,964 - mmaction - INFO - Epoch [82][200/603] lr: 1.000e-04, eta: 3:38:43, time: 1.060, data_time: 0.006, memory: 5811, loss_cls: 7.2191, loss: 7.2191, grad_norm: 11.3447 2020-10-24 03:09:40,928 - mmaction - INFO - Epoch [82][220/603] lr: 1.000e-04, eta: 3:38:19, time: 1.096, data_time: 0.004, memory: 5811, loss_cls: 7.3284, loss: 7.3284, grad_norm: 11.2936 2020-10-24 03:10:02,791 - mmaction - INFO - Epoch [82][240/603] lr: 1.000e-04, eta: 3:37:56, time: 1.084, data_time: 0.006, memory: 5811, loss_cls: 7.2170, loss: 7.2170, grad_norm: 11.6329 2020-10-24 03:10:24,045 - mmaction - INFO - Epoch [82][260/603] lr: 1.000e-04, eta: 3:37:32, time: 1.067, data_time: 0.013, memory: 5811, loss_cls: 7.1546, loss: 7.1546, grad_norm: 11.3914 2020-10-24 03:10:45,205 - mmaction - INFO - Epoch [82][280/603] lr: 1.000e-04, eta: 3:37:08, time: 1.063, data_time: 0.008, memory: 5811, loss_cls: 7.1949, loss: 7.1949, grad_norm: 11.2546 2020-10-24 03:11:07,294 - mmaction - INFO - Epoch [82][300/603] lr: 1.000e-04, eta: 3:36:44, time: 1.102, data_time: 0.004, memory: 5811, loss_cls: 7.1845, loss: 7.1845, grad_norm: 11.4328 2020-10-24 03:11:28,227 - mmaction - INFO - Epoch [82][320/603] lr: 1.000e-04, eta: 3:36:21, time: 1.051, data_time: 0.006, memory: 5811, loss_cls: 7.2099, loss: 7.2099, grad_norm: 11.4308 2020-10-24 03:11:49,966 - mmaction - INFO - Epoch [82][340/603] lr: 1.000e-04, eta: 3:35:57, time: 1.087, data_time: 0.001, memory: 5811, loss_cls: 7.2836, loss: 7.2836, grad_norm: 11.5111 2020-10-24 03:12:11,240 - mmaction - INFO - Epoch [82][360/603] lr: 1.000e-04, eta: 3:35:33, time: 1.052, data_time: 0.003, memory: 5811, loss_cls: 7.0280, loss: 7.0280, grad_norm: 11.2642 2020-10-24 03:12:32,750 - mmaction - INFO - Epoch [82][380/603] lr: 1.000e-04, eta: 3:35:09, time: 1.079, data_time: 0.012, memory: 5811, loss_cls: 7.3057, loss: 7.3057, grad_norm: 11.5717 2020-10-24 03:12:54,173 - mmaction - INFO - Epoch [82][400/603] lr: 1.000e-04, eta: 3:34:46, time: 1.078, data_time: 0.008, memory: 5811, loss_cls: 7.3080, loss: 7.3080, grad_norm: 11.4007 2020-10-24 03:13:15,736 - mmaction - INFO - Epoch [82][420/603] lr: 1.000e-04, eta: 3:34:22, time: 1.068, data_time: 0.002, memory: 5811, loss_cls: 7.2454, loss: 7.2454, grad_norm: 11.6266 2020-10-24 03:13:37,029 - mmaction - INFO - Epoch [82][440/603] lr: 1.000e-04, eta: 3:33:58, time: 1.075, data_time: 0.012, memory: 5811, loss_cls: 7.0527, loss: 7.0527, grad_norm: 10.9829 2020-10-24 03:13:59,269 - mmaction - INFO - Epoch [82][460/603] lr: 1.000e-04, eta: 3:33:35, time: 1.104, data_time: 0.001, memory: 5811, loss_cls: 7.3982, loss: 7.3982, grad_norm: 11.5605 2020-10-24 03:14:20,732 - mmaction - INFO - Epoch [82][480/603] lr: 1.000e-04, eta: 3:33:11, time: 1.078, data_time: 0.014, memory: 5811, loss_cls: 7.2126, loss: 7.2126, grad_norm: 11.4779 2020-10-24 03:14:42,201 - mmaction - INFO - Epoch [82][500/603] lr: 1.000e-04, eta: 3:32:47, time: 1.070, data_time: 0.006, memory: 5811, loss_cls: 7.4210, loss: 7.4210, grad_norm: 11.7826 2020-10-24 03:15:02,871 - mmaction - INFO - Epoch [82][520/603] lr: 1.000e-04, eta: 3:32:23, time: 1.036, data_time: 0.008, memory: 5811, loss_cls: 7.1006, loss: 7.1006, grad_norm: 11.4846 2020-10-24 03:15:25,155 - mmaction - INFO - Epoch [82][540/603] lr: 1.000e-04, eta: 3:32:00, time: 1.117, data_time: 0.006, memory: 5811, loss_cls: 7.3108, loss: 7.3108, grad_norm: 11.5105 2020-10-24 03:15:46,171 - mmaction - INFO - Epoch [82][560/603] lr: 1.000e-04, eta: 3:31:36, time: 1.052, data_time: 0.005, memory: 5811, loss_cls: 7.1358, loss: 7.1358, grad_norm: 11.3671 2020-10-24 03:16:07,139 - mmaction - INFO - Epoch [82][580/603] lr: 1.000e-04, eta: 3:31:12, time: 1.048, data_time: 0.003, memory: 5811, loss_cls: 7.2359, loss: 7.2359, grad_norm: 11.4739 2020-10-24 03:16:28,589 - mmaction - INFO - Epoch [82][600/603] lr: 1.000e-04, eta: 3:30:48, time: 1.073, data_time: 0.003, memory: 5811, loss_cls: 7.2690, loss: 7.2690, grad_norm: 11.5979 2020-10-24 03:17:00,389 - mmaction - INFO - Epoch [83][20/603] lr: 1.000e-04, eta: 3:30:22, time: 1.475, data_time: 0.598, memory: 5811, loss_cls: 7.1940, loss: 7.1940, grad_norm: 11.6209 2020-10-24 03:17:22,802 - mmaction - INFO - Epoch [83][40/603] lr: 1.000e-04, eta: 3:29:59, time: 1.124, data_time: 0.052, memory: 5811, loss_cls: 7.1350, loss: 7.1350, grad_norm: 11.1705 2020-10-24 03:17:44,374 - mmaction - INFO - Epoch [83][60/603] lr: 1.000e-04, eta: 3:29:35, time: 1.081, data_time: 0.004, memory: 5811, loss_cls: 7.3750, loss: 7.3750, grad_norm: 11.4884 2020-10-24 03:18:05,130 - mmaction - INFO - Epoch [83][80/603] lr: 1.000e-04, eta: 3:29:11, time: 1.035, data_time: 0.004, memory: 5811, loss_cls: 7.3271, loss: 7.3271, grad_norm: 11.5174 2020-10-24 03:18:25,995 - mmaction - INFO - Epoch [83][100/603] lr: 1.000e-04, eta: 3:28:47, time: 1.041, data_time: 0.004, memory: 5811, loss_cls: 7.2022, loss: 7.2022, grad_norm: 11.3365 2020-10-24 03:18:47,054 - mmaction - INFO - Epoch [83][120/603] lr: 1.000e-04, eta: 3:28:24, time: 1.056, data_time: 0.007, memory: 5811, loss_cls: 7.1043, loss: 7.1043, grad_norm: 11.2967 2020-10-24 03:19:09,522 - mmaction - INFO - Epoch [83][140/603] lr: 1.000e-04, eta: 3:28:00, time: 1.124, data_time: 0.004, memory: 5811, loss_cls: 7.1717, loss: 7.1717, grad_norm: 11.4098 2020-10-24 03:19:30,971 - mmaction - INFO - Epoch [83][160/603] lr: 1.000e-04, eta: 3:27:36, time: 1.066, data_time: 0.006, memory: 5811, loss_cls: 7.1930, loss: 7.1930, grad_norm: 11.2522 2020-10-24 03:19:52,758 - mmaction - INFO - Epoch [83][180/603] lr: 1.000e-04, eta: 3:27:13, time: 1.086, data_time: 0.011, memory: 5811, loss_cls: 7.2648, loss: 7.2648, grad_norm: 11.5308 2020-10-24 03:20:14,906 - mmaction - INFO - Epoch [83][200/603] lr: 1.000e-04, eta: 3:26:49, time: 1.109, data_time: 0.015, memory: 5811, loss_cls: 7.2471, loss: 7.2471, grad_norm: 11.6776 2020-10-24 03:20:36,264 - mmaction - INFO - Epoch [83][220/603] lr: 1.000e-04, eta: 3:26:26, time: 1.074, data_time: 0.013, memory: 5811, loss_cls: 7.1225, loss: 7.1225, grad_norm: 11.2214 2020-10-24 03:20:57,145 - mmaction - INFO - Epoch [83][240/603] lr: 1.000e-04, eta: 3:26:02, time: 1.047, data_time: 0.006, memory: 5811, loss_cls: 7.2246, loss: 7.2246, grad_norm: 11.3365 2020-10-24 03:21:18,205 - mmaction - INFO - Epoch [83][260/603] lr: 1.000e-04, eta: 3:25:38, time: 1.054, data_time: 0.002, memory: 5811, loss_cls: 7.2891, loss: 7.2891, grad_norm: 11.3577 2020-10-24 03:21:39,804 - mmaction - INFO - Epoch [83][280/603] lr: 1.000e-04, eta: 3:25:14, time: 1.080, data_time: 0.002, memory: 5811, loss_cls: 7.2914, loss: 7.2914, grad_norm: 11.5507 2020-10-24 03:22:00,952 - mmaction - INFO - Epoch [83][300/603] lr: 1.000e-04, eta: 3:24:51, time: 1.057, data_time: 0.001, memory: 5811, loss_cls: 7.4418, loss: 7.4418, grad_norm: 11.5872 2020-10-24 03:22:23,214 - mmaction - INFO - Epoch [83][320/603] lr: 1.000e-04, eta: 3:24:27, time: 1.114, data_time: 0.003, memory: 5811, loss_cls: 7.2916, loss: 7.2916, grad_norm: 11.3706 2020-10-24 03:22:44,979 - mmaction - INFO - Epoch [83][340/603] lr: 1.000e-04, eta: 3:24:03, time: 1.082, data_time: 0.003, memory: 5811, loss_cls: 7.2327, loss: 7.2327, grad_norm: 11.1300 2020-10-24 03:23:06,540 - mmaction - INFO - Epoch [83][360/603] lr: 1.000e-04, eta: 3:23:40, time: 1.074, data_time: 0.008, memory: 5811, loss_cls: 7.0027, loss: 7.0027, grad_norm: 11.1815 2020-10-24 03:23:26,974 - mmaction - INFO - Epoch [83][380/603] lr: 1.000e-04, eta: 3:23:16, time: 1.029, data_time: 0.013, memory: 5811, loss_cls: 6.9925, loss: 6.9925, grad_norm: 11.4427 2020-10-24 03:23:48,422 - mmaction - INFO - Epoch [83][400/603] lr: 1.000e-04, eta: 3:22:52, time: 1.069, data_time: 0.005, memory: 5811, loss_cls: 7.0824, loss: 7.0824, grad_norm: 11.1173 2020-10-24 03:24:09,952 - mmaction - INFO - Epoch [83][420/603] lr: 1.000e-04, eta: 3:22:29, time: 1.074, data_time: 0.010, memory: 5811, loss_cls: 7.0623, loss: 7.0623, grad_norm: 11.5339 2020-10-24 03:24:31,511 - mmaction - INFO - Epoch [83][440/603] lr: 1.000e-04, eta: 3:22:05, time: 1.086, data_time: 0.012, memory: 5811, loss_cls: 7.0562, loss: 7.0562, grad_norm: 11.4272 2020-10-24 03:24:52,296 - mmaction - INFO - Epoch [83][460/603] lr: 1.000e-04, eta: 3:21:41, time: 1.039, data_time: 0.002, memory: 5811, loss_cls: 7.0564, loss: 7.0564, grad_norm: 11.5235 2020-10-24 03:25:13,093 - mmaction - INFO - Epoch [83][480/603] lr: 1.000e-04, eta: 3:21:17, time: 1.040, data_time: 0.003, memory: 5811, loss_cls: 7.2621, loss: 7.2621, grad_norm: 11.6273 2020-10-24 03:25:35,027 - mmaction - INFO - Epoch [83][500/603] lr: 1.000e-04, eta: 3:20:54, time: 1.089, data_time: 0.002, memory: 5811, loss_cls: 7.1745, loss: 7.1745, grad_norm: 11.4709 2020-10-24 03:25:56,753 - mmaction - INFO - Epoch [83][520/603] lr: 1.000e-04, eta: 3:20:30, time: 1.085, data_time: 0.009, memory: 5811, loss_cls: 7.2516, loss: 7.2516, grad_norm: 11.6400 2020-10-24 03:26:18,518 - mmaction - INFO - Epoch [83][540/603] lr: 1.000e-04, eta: 3:20:07, time: 1.090, data_time: 0.010, memory: 5811, loss_cls: 7.0914, loss: 7.0914, grad_norm: 11.2400 2020-10-24 03:26:38,540 - mmaction - INFO - Epoch [83][560/603] lr: 1.000e-04, eta: 3:19:43, time: 1.009, data_time: 0.008, memory: 5811, loss_cls: 7.1507, loss: 7.1507, grad_norm: 11.5564 2020-10-24 03:27:00,165 - mmaction - INFO - Epoch [83][580/603] lr: 1.000e-04, eta: 3:19:19, time: 1.079, data_time: 0.005, memory: 5811, loss_cls: 7.2977, loss: 7.2977, grad_norm: 11.7930 2020-10-24 03:27:22,009 - mmaction - INFO - Epoch [83][600/603] lr: 1.000e-04, eta: 3:18:55, time: 1.094, data_time: 0.004, memory: 5811, loss_cls: 7.2047, loss: 7.2047, grad_norm: 11.1634 2020-10-24 03:27:53,513 - mmaction - INFO - Epoch [84][20/603] lr: 1.000e-04, eta: 3:18:29, time: 1.469, data_time: 0.939, memory: 5811, loss_cls: 7.1185, loss: 7.1185, grad_norm: 11.3164 2020-10-24 03:28:16,780 - mmaction - INFO - Epoch [84][40/603] lr: 1.000e-04, eta: 3:18:06, time: 1.163, data_time: 0.531, memory: 5811, loss_cls: 7.2278, loss: 7.2278, grad_norm: 11.3168 2020-10-24 03:28:39,981 - mmaction - INFO - Epoch [84][60/603] lr: 1.000e-04, eta: 3:17:43, time: 1.159, data_time: 0.552, memory: 5811, loss_cls: 7.1451, loss: 7.1451, grad_norm: 11.5068 2020-10-24 03:29:02,421 - mmaction - INFO - Epoch [84][80/603] lr: 1.000e-04, eta: 3:17:19, time: 1.122, data_time: 0.384, memory: 5811, loss_cls: 7.3151, loss: 7.3151, grad_norm: 11.3522 2020-10-24 03:29:25,860 - mmaction - INFO - Epoch [84][100/603] lr: 1.000e-04, eta: 3:16:56, time: 1.169, data_time: 0.392, memory: 5811, loss_cls: 7.0550, loss: 7.0550, grad_norm: 11.2355 2020-10-24 03:29:47,406 - mmaction - INFO - Epoch [84][120/603] lr: 1.000e-04, eta: 3:16:32, time: 1.081, data_time: 0.097, memory: 5811, loss_cls: 6.9383, loss: 6.9383, grad_norm: 11.2410 2020-10-24 03:30:09,382 - mmaction - INFO - Epoch [84][140/603] lr: 1.000e-04, eta: 3:16:09, time: 1.095, data_time: 0.005, memory: 5811, loss_cls: 7.1424, loss: 7.1424, grad_norm: 11.4219 2020-10-24 03:30:31,541 - mmaction - INFO - Epoch [84][160/603] lr: 1.000e-04, eta: 3:15:45, time: 1.105, data_time: 0.010, memory: 5811, loss_cls: 7.2116, loss: 7.2116, grad_norm: 11.2953 2020-10-24 03:30:52,673 - mmaction - INFO - Epoch [84][180/603] lr: 1.000e-04, eta: 3:15:22, time: 1.064, data_time: 0.010, memory: 5811, loss_cls: 7.1260, loss: 7.1260, grad_norm: 11.6236 2020-10-24 03:31:13,972 - mmaction - INFO - Epoch [84][200/603] lr: 1.000e-04, eta: 3:14:58, time: 1.063, data_time: 0.002, memory: 5811, loss_cls: 7.1522, loss: 7.1522, grad_norm: 11.3594 2020-10-24 03:31:35,254 - mmaction - INFO - Epoch [84][220/603] lr: 1.000e-04, eta: 3:14:34, time: 1.064, data_time: 0.003, memory: 5811, loss_cls: 7.0874, loss: 7.0874, grad_norm: 11.3954 2020-10-24 03:31:56,565 - mmaction - INFO - Epoch [84][240/603] lr: 1.000e-04, eta: 3:14:10, time: 1.059, data_time: 0.003, memory: 5811, loss_cls: 7.2781, loss: 7.2781, grad_norm: 11.6980 2020-10-24 03:32:17,921 - mmaction - INFO - Epoch [84][260/603] lr: 1.000e-04, eta: 3:13:47, time: 1.066, data_time: 0.013, memory: 5811, loss_cls: 7.2654, loss: 7.2654, grad_norm: 11.7014 2020-10-24 03:32:39,030 - mmaction - INFO - Epoch [84][280/603] lr: 1.000e-04, eta: 3:13:23, time: 1.065, data_time: 0.013, memory: 5811, loss_cls: 7.2450, loss: 7.2450, grad_norm: 11.2744 2020-10-24 03:33:00,607 - mmaction - INFO - Epoch [84][300/603] lr: 1.000e-04, eta: 3:13:00, time: 1.078, data_time: 0.009, memory: 5811, loss_cls: 7.2903, loss: 7.2903, grad_norm: 11.7049 2020-10-24 03:33:22,636 - mmaction - INFO - Epoch [84][320/603] lr: 1.000e-04, eta: 3:12:36, time: 1.099, data_time: 0.004, memory: 5811, loss_cls: 7.1865, loss: 7.1865, grad_norm: 11.3614 2020-10-24 03:33:44,024 - mmaction - INFO - Epoch [84][340/603] lr: 1.000e-04, eta: 3:12:12, time: 1.074, data_time: 0.006, memory: 5811, loss_cls: 7.2958, loss: 7.2958, grad_norm: 11.5161 2020-10-24 03:34:06,296 - mmaction - INFO - Epoch [84][360/603] lr: 1.000e-04, eta: 3:11:49, time: 1.110, data_time: 0.002, memory: 5811, loss_cls: 7.3385, loss: 7.3385, grad_norm: 11.6147 2020-10-24 03:34:26,657 - mmaction - INFO - Epoch [84][380/603] lr: 1.000e-04, eta: 3:11:25, time: 1.020, data_time: 0.005, memory: 5811, loss_cls: 7.1511, loss: 7.1511, grad_norm: 11.3909 2020-10-24 03:34:47,601 - mmaction - INFO - Epoch [84][400/603] lr: 1.000e-04, eta: 3:11:01, time: 1.045, data_time: 0.003, memory: 5811, loss_cls: 7.2014, loss: 7.2014, grad_norm: 11.2025 2020-10-24 03:35:09,155 - mmaction - INFO - Epoch [84][420/603] lr: 1.000e-04, eta: 3:10:38, time: 1.075, data_time: 0.005, memory: 5811, loss_cls: 6.7622, loss: 6.7622, grad_norm: 11.1337 2020-10-24 03:35:30,805 - mmaction - INFO - Epoch [84][440/603] lr: 1.000e-04, eta: 3:10:14, time: 1.087, data_time: 0.007, memory: 5811, loss_cls: 7.4296, loss: 7.4296, grad_norm: 11.4807 2020-10-24 03:35:52,676 - mmaction - INFO - Epoch [84][460/603] lr: 1.000e-04, eta: 3:09:51, time: 1.095, data_time: 0.003, memory: 5811, loss_cls: 7.0522, loss: 7.0522, grad_norm: 11.5129 2020-10-24 03:36:13,993 - mmaction - INFO - Epoch [84][480/603] lr: 1.000e-04, eta: 3:09:27, time: 1.064, data_time: 0.002, memory: 5811, loss_cls: 7.1456, loss: 7.1456, grad_norm: 11.6191 2020-10-24 03:36:36,122 - mmaction - INFO - Epoch [84][500/603] lr: 1.000e-04, eta: 3:09:03, time: 1.099, data_time: 0.003, memory: 5811, loss_cls: 7.0689, loss: 7.0689, grad_norm: 11.3467 2020-10-24 03:36:57,756 - mmaction - INFO - Epoch [84][520/603] lr: 1.000e-04, eta: 3:08:40, time: 1.089, data_time: 0.011, memory: 5811, loss_cls: 7.0669, loss: 7.0669, grad_norm: 11.5235 2020-10-24 03:37:20,373 - mmaction - INFO - Epoch [84][540/603] lr: 1.000e-04, eta: 3:08:16, time: 1.125, data_time: 0.004, memory: 5811, loss_cls: 7.1390, loss: 7.1390, grad_norm: 11.5562 2020-10-24 03:37:42,325 - mmaction - INFO - Epoch [84][560/603] lr: 1.000e-04, eta: 3:07:53, time: 1.088, data_time: 0.010, memory: 5811, loss_cls: 7.3345, loss: 7.3345, grad_norm: 11.6971 2020-10-24 03:38:03,934 - mmaction - INFO - Epoch [84][580/603] lr: 1.000e-04, eta: 3:07:29, time: 1.087, data_time: 0.017, memory: 5811, loss_cls: 7.1294, loss: 7.1294, grad_norm: 11.3358 2020-10-24 03:38:25,952 - mmaction - INFO - Epoch [84][600/603] lr: 1.000e-04, eta: 3:07:06, time: 1.111, data_time: 0.014, memory: 5811, loss_cls: 7.3375, loss: 7.3375, grad_norm: 11.4819 2020-10-24 03:39:03,100 - mmaction - INFO - Epoch [85][20/603] lr: 1.000e-04, eta: 3:06:41, time: 1.704, data_time: 0.995, memory: 5811, loss_cls: 7.2652, loss: 7.2652, grad_norm: 11.5187 2020-10-24 03:39:25,425 - mmaction - INFO - Epoch [85][40/603] lr: 1.000e-04, eta: 3:06:17, time: 1.112, data_time: 0.603, memory: 5811, loss_cls: 7.2528, loss: 7.2528, grad_norm: 11.4498 2020-10-24 03:39:47,548 - mmaction - INFO - Epoch [85][60/603] lr: 1.000e-04, eta: 3:05:54, time: 1.111, data_time: 0.421, memory: 5811, loss_cls: 6.9146, loss: 6.9146, grad_norm: 10.9628 2020-10-24 03:40:09,661 - mmaction - INFO - Epoch [85][80/603] lr: 1.000e-04, eta: 3:05:30, time: 1.101, data_time: 0.174, memory: 5811, loss_cls: 7.0597, loss: 7.0597, grad_norm: 11.4917 2020-10-24 03:40:30,365 - mmaction - INFO - Epoch [85][100/603] lr: 1.000e-04, eta: 3:05:06, time: 1.039, data_time: 0.007, memory: 5811, loss_cls: 7.0993, loss: 7.0993, grad_norm: 11.4224 2020-10-24 03:40:51,505 - mmaction - INFO - Epoch [85][120/603] lr: 1.000e-04, eta: 3:04:43, time: 1.057, data_time: 0.002, memory: 5811, loss_cls: 7.1146, loss: 7.1146, grad_norm: 11.3694 2020-10-24 03:41:12,358 - mmaction - INFO - Epoch [85][140/603] lr: 1.000e-04, eta: 3:04:19, time: 1.043, data_time: 0.004, memory: 5811, loss_cls: 6.9648, loss: 6.9648, grad_norm: 11.2991 2020-10-24 03:41:33,113 - mmaction - INFO - Epoch [85][160/603] lr: 1.000e-04, eta: 3:03:55, time: 1.036, data_time: 0.002, memory: 5811, loss_cls: 7.1009, loss: 7.1009, grad_norm: 11.5269 2020-10-24 03:41:54,867 - mmaction - INFO - Epoch [85][180/603] lr: 1.000e-04, eta: 3:03:32, time: 1.089, data_time: 0.005, memory: 5811, loss_cls: 7.2744, loss: 7.2744, grad_norm: 11.7568 2020-10-24 03:42:16,273 - mmaction - INFO - Epoch [85][200/603] lr: 1.000e-04, eta: 3:03:08, time: 1.072, data_time: 0.003, memory: 5811, loss_cls: 7.2170, loss: 7.2170, grad_norm: 11.3965 2020-10-24 03:42:38,194 - mmaction - INFO - Epoch [85][220/603] lr: 1.000e-04, eta: 3:02:45, time: 1.090, data_time: 0.001, memory: 5811, loss_cls: 7.0803, loss: 7.0803, grad_norm: 11.3444 2020-10-24 03:43:00,332 - mmaction - INFO - Epoch [85][240/603] lr: 1.000e-04, eta: 3:02:21, time: 1.109, data_time: 0.008, memory: 5811, loss_cls: 7.3092, loss: 7.3092, grad_norm: 11.6829 2020-10-24 03:43:21,417 - mmaction - INFO - Epoch [85][260/603] lr: 1.000e-04, eta: 3:01:57, time: 1.054, data_time: 0.007, memory: 5811, loss_cls: 7.1357, loss: 7.1357, grad_norm: 11.4242 2020-10-24 03:43:43,150 - mmaction - INFO - Epoch [85][280/603] lr: 1.000e-04, eta: 3:01:34, time: 1.080, data_time: 0.006, memory: 5811, loss_cls: 7.1926, loss: 7.1926, grad_norm: 11.5731 2020-10-24 03:44:04,864 - mmaction - INFO - Epoch [85][300/603] lr: 1.000e-04, eta: 3:01:10, time: 1.097, data_time: 0.012, memory: 5811, loss_cls: 7.3256, loss: 7.3256, grad_norm: 11.6067 2020-10-24 03:44:25,754 - mmaction - INFO - Epoch [85][320/603] lr: 1.000e-04, eta: 3:00:47, time: 1.040, data_time: 0.001, memory: 5811, loss_cls: 7.2288, loss: 7.2288, grad_norm: 11.6097 2020-10-24 03:44:47,300 - mmaction - INFO - Epoch [85][340/603] lr: 1.000e-04, eta: 3:00:23, time: 1.082, data_time: 0.008, memory: 5811, loss_cls: 7.1684, loss: 7.1684, grad_norm: 11.4050 2020-10-24 03:45:07,802 - mmaction - INFO - Epoch [85][360/603] lr: 1.000e-04, eta: 2:59:59, time: 1.023, data_time: 0.001, memory: 5811, loss_cls: 6.9278, loss: 6.9278, grad_norm: 11.2248 2020-10-24 03:45:29,585 - mmaction - INFO - Epoch [85][380/603] lr: 1.000e-04, eta: 2:59:36, time: 1.081, data_time: 0.005, memory: 5811, loss_cls: 7.2575, loss: 7.2575, grad_norm: 11.3918 2020-10-24 03:45:50,729 - mmaction - INFO - Epoch [85][400/603] lr: 1.000e-04, eta: 2:59:12, time: 1.061, data_time: 0.015, memory: 5811, loss_cls: 7.1473, loss: 7.1473, grad_norm: 11.4604 2020-10-24 03:46:11,756 - mmaction - INFO - Epoch [85][420/603] lr: 1.000e-04, eta: 2:58:49, time: 1.054, data_time: 0.009, memory: 5811, loss_cls: 7.1074, loss: 7.1074, grad_norm: 11.5772 2020-10-24 03:46:33,080 - mmaction - INFO - Epoch [85][440/603] lr: 1.000e-04, eta: 2:58:25, time: 1.070, data_time: 0.005, memory: 5811, loss_cls: 7.2289, loss: 7.2289, grad_norm: 11.6664 2020-10-24 03:46:54,347 - mmaction - INFO - Epoch [85][460/603] lr: 1.000e-04, eta: 2:58:01, time: 1.058, data_time: 0.001, memory: 5811, loss_cls: 7.0183, loss: 7.0183, grad_norm: 11.4526 2020-10-24 03:47:16,080 - mmaction - INFO - Epoch [85][480/603] lr: 1.000e-04, eta: 2:57:38, time: 1.089, data_time: 0.007, memory: 5811, loss_cls: 7.0800, loss: 7.0800, grad_norm: 11.5910 2020-10-24 03:47:37,208 - mmaction - INFO - Epoch [85][500/603] lr: 1.000e-04, eta: 2:57:14, time: 1.060, data_time: 0.007, memory: 5811, loss_cls: 7.3692, loss: 7.3692, grad_norm: 11.6517 2020-10-24 03:47:58,384 - mmaction - INFO - Epoch [85][520/603] lr: 1.000e-04, eta: 2:56:51, time: 1.057, data_time: 0.003, memory: 5811, loss_cls: 7.2416, loss: 7.2416, grad_norm: 11.4636 2020-10-24 03:48:19,664 - mmaction - INFO - Epoch [85][540/603] lr: 1.000e-04, eta: 2:56:27, time: 1.060, data_time: 0.004, memory: 5811, loss_cls: 7.1809, loss: 7.1809, grad_norm: 11.3535 2020-10-24 03:48:40,614 - mmaction - INFO - Epoch [85][560/603] lr: 1.000e-04, eta: 2:56:03, time: 1.048, data_time: 0.007, memory: 5811, loss_cls: 7.2354, loss: 7.2354, grad_norm: 11.7161 2020-10-24 03:49:02,094 - mmaction - INFO - Epoch [85][580/603] lr: 1.000e-04, eta: 2:55:40, time: 1.078, data_time: 0.005, memory: 5811, loss_cls: 7.1494, loss: 7.1494, grad_norm: 11.3818 2020-10-24 03:49:23,556 - mmaction - INFO - Epoch [85][600/603] lr: 1.000e-04, eta: 2:55:16, time: 1.073, data_time: 0.001, memory: 5811, loss_cls: 7.2967, loss: 7.2967, grad_norm: 11.6246 2020-10-24 03:49:26,951 - mmaction - INFO - Saving checkpoint at 85 epochs 2020-10-24 03:50:22,899 - mmaction - INFO - Evaluating mean_average_precision... 2020-10-24 03:50:23,064 - mmaction - INFO - mean_average_precision 0.6279 2020-10-24 03:50:23,067 - mmaction - INFO - Epoch(val) [85][603] mean_average_precision: 0.6279 2020-10-24 03:50:53,681 - mmaction - INFO - Epoch [86][20/603] lr: 1.000e-04, eta: 2:54:50, time: 1.530, data_time: 0.961, memory: 5811, loss_cls: 7.0923, loss: 7.0923, grad_norm: 11.4982 2020-10-24 03:51:16,768 - mmaction - INFO - Epoch [86][40/603] lr: 1.000e-04, eta: 2:54:27, time: 1.154, data_time: 0.615, memory: 5811, loss_cls: 7.4266, loss: 7.4266, grad_norm: 11.7209 2020-10-24 03:51:39,245 - mmaction - INFO - Epoch [86][60/603] lr: 1.000e-04, eta: 2:54:03, time: 1.118, data_time: 0.511, memory: 5811, loss_cls: 7.2757, loss: 7.2757, grad_norm: 11.6246 2020-10-24 03:52:00,857 - mmaction - INFO - Epoch [86][80/603] lr: 1.000e-04, eta: 2:53:40, time: 1.083, data_time: 0.488, memory: 5811, loss_cls: 7.1283, loss: 7.1283, grad_norm: 11.4043 2020-10-24 03:52:22,596 - mmaction - INFO - Epoch [86][100/603] lr: 1.000e-04, eta: 2:53:16, time: 1.085, data_time: 0.488, memory: 5811, loss_cls: 7.3079, loss: 7.3079, grad_norm: 11.5636 2020-10-24 03:52:43,900 - mmaction - INFO - Epoch [86][120/603] lr: 1.000e-04, eta: 2:52:53, time: 1.071, data_time: 0.472, memory: 5811, loss_cls: 7.0260, loss: 7.0260, grad_norm: 11.4191 2020-10-24 03:53:05,125 - mmaction - INFO - Epoch [86][140/603] lr: 1.000e-04, eta: 2:52:29, time: 1.058, data_time: 0.472, memory: 5811, loss_cls: 7.0065, loss: 7.0065, grad_norm: 11.2287 2020-10-24 03:53:26,485 - mmaction - INFO - Epoch [86][160/603] lr: 1.000e-04, eta: 2:52:06, time: 1.065, data_time: 0.466, memory: 5811, loss_cls: 7.4173, loss: 7.4173, grad_norm: 11.6866 2020-10-24 03:53:47,958 - mmaction - INFO - Epoch [86][180/603] lr: 1.000e-04, eta: 2:51:42, time: 1.080, data_time: 0.471, memory: 5811, loss_cls: 7.2072, loss: 7.2072, grad_norm: 11.4884 2020-10-24 03:54:08,658 - mmaction - INFO - Epoch [86][200/603] lr: 1.000e-04, eta: 2:51:18, time: 1.034, data_time: 0.453, memory: 5811, loss_cls: 7.1727, loss: 7.1727, grad_norm: 11.8165 2020-10-24 03:54:29,916 - mmaction - INFO - Epoch [86][220/603] lr: 1.000e-04, eta: 2:50:55, time: 1.062, data_time: 0.455, memory: 5811, loss_cls: 7.2902, loss: 7.2902, grad_norm: 11.6956 2020-10-24 03:54:51,336 - mmaction - INFO - Epoch [86][240/603] lr: 1.000e-04, eta: 2:50:31, time: 1.071, data_time: 0.475, memory: 5811, loss_cls: 7.1394, loss: 7.1394, grad_norm: 11.4655 2020-10-24 03:55:12,616 - mmaction - INFO - Epoch [86][260/603] lr: 1.000e-04, eta: 2:50:08, time: 1.063, data_time: 0.474, memory: 5811, loss_cls: 7.0714, loss: 7.0714, grad_norm: 11.3252 2020-10-24 03:55:33,859 - mmaction - INFO - Epoch [86][280/603] lr: 1.000e-04, eta: 2:49:44, time: 1.060, data_time: 0.467, memory: 5811, loss_cls: 7.0791, loss: 7.0791, grad_norm: 11.3396 2020-10-24 03:55:55,718 - mmaction - INFO - Epoch [86][300/603] lr: 1.000e-04, eta: 2:49:21, time: 1.092, data_time: 0.504, memory: 5811, loss_cls: 7.2776, loss: 7.2776, grad_norm: 11.9236 2020-10-24 03:56:16,610 - mmaction - INFO - Epoch [86][320/603] lr: 1.000e-04, eta: 2:48:57, time: 1.048, data_time: 0.454, memory: 5811, loss_cls: 6.9158, loss: 6.9158, grad_norm: 11.2954 2020-10-24 03:56:37,990 - mmaction - INFO - Epoch [86][340/603] lr: 1.000e-04, eta: 2:48:33, time: 1.064, data_time: 0.475, memory: 5811, loss_cls: 7.2733, loss: 7.2733, grad_norm: 11.6345 2020-10-24 03:56:59,269 - mmaction - INFO - Epoch [86][360/603] lr: 1.000e-04, eta: 2:48:10, time: 1.067, data_time: 0.499, memory: 5811, loss_cls: 7.0933, loss: 7.0933, grad_norm: 11.3236 2020-10-24 03:57:20,082 - mmaction - INFO - Epoch [86][380/603] lr: 1.000e-04, eta: 2:47:46, time: 1.039, data_time: 0.439, memory: 5811, loss_cls: 7.1025, loss: 7.1025, grad_norm: 11.6568 2020-10-24 03:57:41,845 - mmaction - INFO - Epoch [86][400/603] lr: 1.000e-04, eta: 2:47:23, time: 1.088, data_time: 0.491, memory: 5811, loss_cls: 7.1927, loss: 7.1927, grad_norm: 11.4920 2020-10-24 03:58:02,796 - mmaction - INFO - Epoch [86][420/603] lr: 1.000e-04, eta: 2:46:59, time: 1.054, data_time: 0.473, memory: 5811, loss_cls: 7.2286, loss: 7.2286, grad_norm: 11.5871 2020-10-24 03:58:23,949 - mmaction - INFO - Epoch [86][440/603] lr: 1.000e-04, eta: 2:46:36, time: 1.055, data_time: 0.466, memory: 5811, loss_cls: 7.4685, loss: 7.4685, grad_norm: 11.9165 2020-10-24 03:58:45,428 - mmaction - INFO - Epoch [86][460/603] lr: 1.000e-04, eta: 2:46:12, time: 1.073, data_time: 0.487, memory: 5811, loss_cls: 6.9896, loss: 6.9896, grad_norm: 11.2071 2020-10-24 03:59:06,705 - mmaction - INFO - Epoch [86][480/603] lr: 1.000e-04, eta: 2:45:49, time: 1.066, data_time: 0.448, memory: 5811, loss_cls: 7.0017, loss: 7.0017, grad_norm: 11.5243 2020-10-24 03:59:28,406 - mmaction - INFO - Epoch [86][500/603] lr: 1.000e-04, eta: 2:45:25, time: 1.082, data_time: 0.474, memory: 5811, loss_cls: 7.0948, loss: 7.0948, grad_norm: 11.3402 2020-10-24 03:59:49,125 - mmaction - INFO - Epoch [86][520/603] lr: 1.000e-04, eta: 2:45:01, time: 1.039, data_time: 0.453, memory: 5811, loss_cls: 7.0560, loss: 7.0560, grad_norm: 11.5037 2020-10-24 04:00:10,746 - mmaction - INFO - Epoch [86][540/603] lr: 1.000e-04, eta: 2:44:38, time: 1.073, data_time: 0.494, memory: 5811, loss_cls: 6.8929, loss: 6.8929, grad_norm: 11.1391 2020-10-24 04:00:31,335 - mmaction - INFO - Epoch [86][560/603] lr: 1.000e-04, eta: 2:44:14, time: 1.039, data_time: 0.444, memory: 5811, loss_cls: 7.2323, loss: 7.2323, grad_norm: 11.6878 2020-10-24 04:00:52,738 - mmaction - INFO - Epoch [86][580/603] lr: 1.000e-04, eta: 2:43:51, time: 1.064, data_time: 0.455, memory: 5811, loss_cls: 7.3338, loss: 7.3338, grad_norm: 11.6934 2020-10-24 04:01:14,073 - mmaction - INFO - Epoch [86][600/603] lr: 1.000e-04, eta: 2:43:27, time: 1.073, data_time: 0.462, memory: 5811, loss_cls: 7.1235, loss: 7.1235, grad_norm: 11.2840 2020-10-24 04:01:51,801 - mmaction - INFO - Epoch [87][20/603] lr: 1.000e-04, eta: 2:43:02, time: 1.718, data_time: 1.028, memory: 5811, loss_cls: 7.2588, loss: 7.2588, grad_norm: 11.7835 2020-10-24 04:02:15,134 - mmaction - INFO - Epoch [87][40/603] lr: 1.000e-04, eta: 2:42:39, time: 1.170, data_time: 0.264, memory: 5811, loss_cls: 7.0979, loss: 7.0979, grad_norm: 11.4254 2020-10-24 04:02:38,269 - mmaction - INFO - Epoch [87][60/603] lr: 1.000e-04, eta: 2:42:15, time: 1.157, data_time: 0.255, memory: 5811, loss_cls: 7.2696, loss: 7.2696, grad_norm: 11.5106 2020-10-24 04:03:00,908 - mmaction - INFO - Epoch [87][80/603] lr: 1.000e-04, eta: 2:41:52, time: 1.131, data_time: 0.013, memory: 5811, loss_cls: 7.0802, loss: 7.0802, grad_norm: 11.6673 2020-10-24 04:03:22,494 - mmaction - INFO - Epoch [87][100/603] lr: 1.000e-04, eta: 2:41:28, time: 1.070, data_time: 0.008, memory: 5811, loss_cls: 7.0485, loss: 7.0485, grad_norm: 11.2999 2020-10-24 04:03:44,166 - mmaction - INFO - Epoch [87][120/603] lr: 1.000e-04, eta: 2:41:05, time: 1.091, data_time: 0.011, memory: 5811, loss_cls: 7.1546, loss: 7.1546, grad_norm: 11.4895 2020-10-24 04:04:06,064 - mmaction - INFO - Epoch [87][140/603] lr: 1.000e-04, eta: 2:40:41, time: 1.090, data_time: 0.005, memory: 5811, loss_cls: 7.2938, loss: 7.2938, grad_norm: 11.8652 2020-10-24 04:04:27,216 - mmaction - INFO - Epoch [87][160/603] lr: 1.000e-04, eta: 2:40:18, time: 1.060, data_time: 0.008, memory: 5811, loss_cls: 7.0928, loss: 7.0928, grad_norm: 11.4992 2020-10-24 04:04:48,267 - mmaction - INFO - Epoch [87][180/603] lr: 1.000e-04, eta: 2:39:54, time: 1.054, data_time: 0.007, memory: 5811, loss_cls: 7.2362, loss: 7.2362, grad_norm: 11.5144 2020-10-24 04:05:09,733 - mmaction - INFO - Epoch [87][200/603] lr: 1.000e-04, eta: 2:39:31, time: 1.071, data_time: 0.005, memory: 5811, loss_cls: 6.9396, loss: 6.9396, grad_norm: 11.4602 2020-10-24 04:05:31,232 - mmaction - INFO - Epoch [87][220/603] lr: 1.000e-04, eta: 2:39:07, time: 1.078, data_time: 0.007, memory: 5811, loss_cls: 7.1607, loss: 7.1607, grad_norm: 11.5185 2020-10-24 04:05:52,000 - mmaction - INFO - Epoch [87][240/603] lr: 1.000e-04, eta: 2:38:44, time: 1.036, data_time: 0.005, memory: 5811, loss_cls: 7.3958, loss: 7.3958, grad_norm: 11.7752 2020-10-24 04:06:13,088 - mmaction - INFO - Epoch [87][260/603] lr: 1.000e-04, eta: 2:38:20, time: 1.058, data_time: 0.006, memory: 5811, loss_cls: 7.0189, loss: 7.0189, grad_norm: 11.3815 2020-10-24 04:06:34,031 - mmaction - INFO - Epoch [87][280/603] lr: 1.000e-04, eta: 2:37:57, time: 1.048, data_time: 0.002, memory: 5811, loss_cls: 7.3143, loss: 7.3143, grad_norm: 11.5589 2020-10-24 04:06:55,104 - mmaction - INFO - Epoch [87][300/603] lr: 1.000e-04, eta: 2:37:33, time: 1.053, data_time: 0.003, memory: 5811, loss_cls: 7.2828, loss: 7.2828, grad_norm: 11.6137 2020-10-24 04:07:17,321 - mmaction - INFO - Epoch [87][320/603] lr: 1.000e-04, eta: 2:37:10, time: 1.108, data_time: 0.005, memory: 5811, loss_cls: 7.1064, loss: 7.1064, grad_norm: 11.4227 2020-10-24 04:07:38,195 - mmaction - INFO - Epoch [87][340/603] lr: 1.000e-04, eta: 2:36:46, time: 1.043, data_time: 0.007, memory: 5811, loss_cls: 7.1157, loss: 7.1157, grad_norm: 11.4383 2020-10-24 04:07:58,571 - mmaction - INFO - Epoch [87][360/603] lr: 1.000e-04, eta: 2:36:22, time: 1.022, data_time: 0.008, memory: 5811, loss_cls: 7.0946, loss: 7.0946, grad_norm: 11.6394 2020-10-24 04:08:20,258 - mmaction - INFO - Epoch [87][380/603] lr: 1.000e-04, eta: 2:35:59, time: 1.079, data_time: 0.003, memory: 5811, loss_cls: 7.4811, loss: 7.4811, grad_norm: 11.9144 2020-10-24 04:08:40,577 - mmaction - INFO - Epoch [87][400/603] lr: 1.000e-04, eta: 2:35:35, time: 1.020, data_time: 0.008, memory: 5811, loss_cls: 7.2482, loss: 7.2482, grad_norm: 11.5356 2020-10-24 04:09:01,600 - mmaction - INFO - Epoch [87][420/603] lr: 1.000e-04, eta: 2:35:12, time: 1.054, data_time: 0.004, memory: 5811, loss_cls: 7.2619, loss: 7.2619, grad_norm: 11.8217 2020-10-24 04:09:22,527 - mmaction - INFO - Epoch [87][440/603] lr: 1.000e-04, eta: 2:34:48, time: 1.036, data_time: 0.004, memory: 5811, loss_cls: 7.0804, loss: 7.0804, grad_norm: 11.5956 2020-10-24 04:09:44,277 - mmaction - INFO - Epoch [87][460/603] lr: 1.000e-04, eta: 2:34:25, time: 1.094, data_time: 0.014, memory: 5811, loss_cls: 7.0429, loss: 7.0429, grad_norm: 11.2582 2020-10-24 04:10:05,595 - mmaction - INFO - Epoch [87][480/603] lr: 1.000e-04, eta: 2:34:01, time: 1.070, data_time: 0.007, memory: 5811, loss_cls: 7.1384, loss: 7.1384, grad_norm: 11.2682 2020-10-24 04:10:27,068 - mmaction - INFO - Epoch [87][500/603] lr: 1.000e-04, eta: 2:33:38, time: 1.066, data_time: 0.001, memory: 5811, loss_cls: 7.2464, loss: 7.2464, grad_norm: 11.7515 2020-10-24 04:10:47,785 - mmaction - INFO - Epoch [87][520/603] lr: 1.000e-04, eta: 2:33:14, time: 1.043, data_time: 0.011, memory: 5811, loss_cls: 7.0997, loss: 7.0997, grad_norm: 11.4060 2020-10-24 04:11:09,412 - mmaction - INFO - Epoch [87][540/603] lr: 1.000e-04, eta: 2:32:51, time: 1.082, data_time: 0.003, memory: 5811, loss_cls: 7.1565, loss: 7.1565, grad_norm: 11.5970 2020-10-24 04:11:31,317 - mmaction - INFO - Epoch [87][560/603] lr: 1.000e-04, eta: 2:32:27, time: 1.088, data_time: 0.003, memory: 5811, loss_cls: 7.1485, loss: 7.1485, grad_norm: 11.4534 2020-10-24 04:11:52,256 - mmaction - INFO - Epoch [87][580/603] lr: 1.000e-04, eta: 2:32:04, time: 1.051, data_time: 0.011, memory: 5811, loss_cls: 7.1222, loss: 7.1222, grad_norm: 11.5785 2020-10-24 04:12:13,280 - mmaction - INFO - Epoch [87][600/603] lr: 1.000e-04, eta: 2:31:40, time: 1.054, data_time: 0.011, memory: 5811, loss_cls: 7.1133, loss: 7.1133, grad_norm: 11.3880 2020-10-24 04:12:50,427 - mmaction - INFO - Epoch [88][20/603] lr: 1.000e-04, eta: 2:31:15, time: 1.697, data_time: 1.063, memory: 5811, loss_cls: 7.2795, loss: 7.2795, grad_norm: 11.5802 2020-10-24 04:13:13,352 - mmaction - INFO - Epoch [88][40/603] lr: 1.000e-04, eta: 2:30:51, time: 1.153, data_time: 0.224, memory: 5811, loss_cls: 7.0080, loss: 7.0080, grad_norm: 11.3890 2020-10-24 04:13:36,054 - mmaction - INFO - Epoch [88][60/603] lr: 1.000e-04, eta: 2:30:28, time: 1.135, data_time: 0.301, memory: 5811, loss_cls: 7.2165, loss: 7.2165, grad_norm: 11.4624 2020-10-24 04:13:59,253 - mmaction - INFO - Epoch [88][80/603] lr: 1.000e-04, eta: 2:30:05, time: 1.155, data_time: 0.432, memory: 5811, loss_cls: 7.1536, loss: 7.1536, grad_norm: 11.5463 2020-10-24 04:14:21,335 - mmaction - INFO - Epoch [88][100/603] lr: 1.000e-04, eta: 2:29:42, time: 1.108, data_time: 0.203, memory: 5811, loss_cls: 7.3103, loss: 7.3103, grad_norm: 11.7092 2020-10-24 04:14:42,641 - mmaction - INFO - Epoch [88][120/603] lr: 1.000e-04, eta: 2:29:18, time: 1.065, data_time: 0.086, memory: 5811, loss_cls: 7.2425, loss: 7.2425, grad_norm: 11.6689 2020-10-24 04:15:04,040 - mmaction - INFO - Epoch [88][140/603] lr: 1.000e-04, eta: 2:28:55, time: 1.072, data_time: 0.018, memory: 5811, loss_cls: 7.1731, loss: 7.1731, grad_norm: 11.5196 2020-10-24 04:15:24,669 - mmaction - INFO - Epoch [88][160/603] lr: 1.000e-04, eta: 2:28:31, time: 1.029, data_time: 0.001, memory: 5811, loss_cls: 7.0623, loss: 7.0623, grad_norm: 11.3926 2020-10-24 04:15:45,463 - mmaction - INFO - Epoch [88][180/603] lr: 1.000e-04, eta: 2:28:07, time: 1.041, data_time: 0.004, memory: 5811, loss_cls: 7.2378, loss: 7.2378, grad_norm: 11.4504 2020-10-24 04:16:06,641 - mmaction - INFO - Epoch [88][200/603] lr: 1.000e-04, eta: 2:27:44, time: 1.056, data_time: 0.001, memory: 5811, loss_cls: 7.3228, loss: 7.3228, grad_norm: 11.7276 2020-10-24 04:16:28,151 - mmaction - INFO - Epoch [88][220/603] lr: 1.000e-04, eta: 2:27:20, time: 1.068, data_time: 0.006, memory: 5811, loss_cls: 7.0214, loss: 7.0214, grad_norm: 11.3634 2020-10-24 04:16:48,997 - mmaction - INFO - Epoch [88][240/603] lr: 1.000e-04, eta: 2:26:57, time: 1.049, data_time: 0.012, memory: 5811, loss_cls: 7.1506, loss: 7.1506, grad_norm: 11.4714 2020-10-24 04:17:09,930 - mmaction - INFO - Epoch [88][260/603] lr: 1.000e-04, eta: 2:26:33, time: 1.049, data_time: 0.005, memory: 5811, loss_cls: 7.1252, loss: 7.1252, grad_norm: 11.6452 2020-10-24 04:17:31,488 - mmaction - INFO - Epoch [88][280/603] lr: 1.000e-04, eta: 2:26:10, time: 1.077, data_time: 0.004, memory: 5811, loss_cls: 7.1517, loss: 7.1517, grad_norm: 11.6068 2020-10-24 04:17:52,430 - mmaction - INFO - Epoch [88][300/603] lr: 1.000e-04, eta: 2:25:46, time: 1.045, data_time: 0.007, memory: 5811, loss_cls: 7.0033, loss: 7.0033, grad_norm: 11.2557 2020-10-24 04:18:14,293 - mmaction - INFO - Epoch [88][320/603] lr: 1.000e-04, eta: 2:25:23, time: 1.098, data_time: 0.006, memory: 5811, loss_cls: 7.2843, loss: 7.2843, grad_norm: 11.7428 2020-10-24 04:18:36,388 - mmaction - INFO - Epoch [88][340/603] lr: 1.000e-04, eta: 2:25:00, time: 1.100, data_time: 0.022, memory: 5811, loss_cls: 7.1811, loss: 7.1811, grad_norm: 11.6639 2020-10-24 04:18:58,421 - mmaction - INFO - Epoch [88][360/603] lr: 1.000e-04, eta: 2:24:36, time: 1.102, data_time: 0.010, memory: 5811, loss_cls: 7.1970, loss: 7.1970, grad_norm: 11.5603 2020-10-24 04:19:20,430 - mmaction - INFO - Epoch [88][380/603] lr: 1.000e-04, eta: 2:24:13, time: 1.105, data_time: 0.049, memory: 5811, loss_cls: 7.4696, loss: 7.4696, grad_norm: 11.5836 2020-10-24 04:19:42,045 - mmaction - INFO - Epoch [88][400/603] lr: 1.000e-04, eta: 2:23:49, time: 1.076, data_time: 0.189, memory: 5811, loss_cls: 7.0758, loss: 7.0758, grad_norm: 11.4734 2020-10-24 04:20:03,844 - mmaction - INFO - Epoch [88][420/603] lr: 1.000e-04, eta: 2:23:26, time: 1.094, data_time: 0.198, memory: 5811, loss_cls: 7.0168, loss: 7.0168, grad_norm: 11.3399 2020-10-24 04:20:26,293 - mmaction - INFO - Epoch [88][440/603] lr: 1.000e-04, eta: 2:23:03, time: 1.116, data_time: 0.059, memory: 5811, loss_cls: 6.9995, loss: 6.9995, grad_norm: 11.3734 2020-10-24 04:20:47,157 - mmaction - INFO - Epoch [88][460/603] lr: 1.000e-04, eta: 2:22:39, time: 1.050, data_time: 0.009, memory: 5811, loss_cls: 7.3208, loss: 7.3208, grad_norm: 11.7320 2020-10-24 04:21:08,259 - mmaction - INFO - Epoch [88][480/603] lr: 1.000e-04, eta: 2:22:16, time: 1.055, data_time: 0.003, memory: 5811, loss_cls: 7.2586, loss: 7.2586, grad_norm: 11.7395 2020-10-24 04:21:30,134 - mmaction - INFO - Epoch [88][500/603] lr: 1.000e-04, eta: 2:21:52, time: 1.079, data_time: 0.003, memory: 5811, loss_cls: 7.2595, loss: 7.2595, grad_norm: 11.8303 2020-10-24 04:21:51,127 - mmaction - INFO - Epoch [88][520/603] lr: 1.000e-04, eta: 2:21:29, time: 1.053, data_time: 0.017, memory: 5811, loss_cls: 7.3412, loss: 7.3412, grad_norm: 11.5857 2020-10-24 04:22:12,686 - mmaction - INFO - Epoch [88][540/603] lr: 1.000e-04, eta: 2:21:05, time: 1.083, data_time: 0.013, memory: 5811, loss_cls: 6.8845, loss: 6.8845, grad_norm: 11.2826 2020-10-24 04:22:33,429 - mmaction - INFO - Epoch [88][560/603] lr: 1.000e-04, eta: 2:20:42, time: 1.041, data_time: 0.009, memory: 5811, loss_cls: 7.2562, loss: 7.2562, grad_norm: 11.5408 2020-10-24 04:22:54,900 - mmaction - INFO - Epoch [88][580/603] lr: 1.000e-04, eta: 2:20:18, time: 1.071, data_time: 0.005, memory: 5811, loss_cls: 6.9646, loss: 6.9646, grad_norm: 11.4195 2020-10-24 04:23:16,451 - mmaction - INFO - Epoch [88][600/603] lr: 1.000e-04, eta: 2:19:55, time: 1.083, data_time: 0.006, memory: 5811, loss_cls: 7.0667, loss: 7.0667, grad_norm: 11.3796 2020-10-24 04:23:53,713 - mmaction - INFO - Epoch [89][20/603] lr: 1.000e-04, eta: 2:19:29, time: 1.727, data_time: 0.968, memory: 5811, loss_cls: 6.9235, loss: 6.9235, grad_norm: 11.3322 2020-10-24 04:24:17,281 - mmaction - INFO - Epoch [89][40/603] lr: 1.000e-04, eta: 2:19:06, time: 1.168, data_time: 0.005, memory: 5811, loss_cls: 6.9448, loss: 6.9448, grad_norm: 11.5111 2020-10-24 04:24:39,167 - mmaction - INFO - Epoch [89][60/603] lr: 1.000e-04, eta: 2:18:43, time: 1.104, data_time: 0.015, memory: 5811, loss_cls: 7.1091, loss: 7.1091, grad_norm: 11.6956 2020-10-24 04:25:00,991 - mmaction - INFO - Epoch [89][80/603] lr: 1.000e-04, eta: 2:18:20, time: 1.090, data_time: 0.003, memory: 5811, loss_cls: 7.0679, loss: 7.0679, grad_norm: 11.6880 2020-10-24 04:25:23,109 - mmaction - INFO - Epoch [89][100/603] lr: 1.000e-04, eta: 2:17:56, time: 1.108, data_time: 0.004, memory: 5811, loss_cls: 7.1144, loss: 7.1144, grad_norm: 11.7000 2020-10-24 04:25:44,639 - mmaction - INFO - Epoch [89][120/603] lr: 1.000e-04, eta: 2:17:33, time: 1.076, data_time: 0.002, memory: 5811, loss_cls: 7.2335, loss: 7.2335, grad_norm: 11.6610 2020-10-24 04:26:06,422 - mmaction - INFO - Epoch [89][140/603] lr: 1.000e-04, eta: 2:17:09, time: 1.082, data_time: 0.002, memory: 5811, loss_cls: 7.1743, loss: 7.1743, grad_norm: 11.5009 2020-10-24 04:26:28,646 - mmaction - INFO - Epoch [89][160/603] lr: 1.000e-04, eta: 2:16:46, time: 1.119, data_time: 0.012, memory: 5811, loss_cls: 7.0851, loss: 7.0851, grad_norm: 11.6080 2020-10-24 04:26:50,297 - mmaction - INFO - Epoch [89][180/603] lr: 1.000e-04, eta: 2:16:23, time: 1.073, data_time: 0.002, memory: 5811, loss_cls: 7.2843, loss: 7.2843, grad_norm: 11.5222 2020-10-24 04:27:12,400 - mmaction - INFO - Epoch [89][200/603] lr: 1.000e-04, eta: 2:15:59, time: 1.111, data_time: 0.012, memory: 5811, loss_cls: 7.2353, loss: 7.2353, grad_norm: 11.7604 2020-10-24 04:27:33,269 - mmaction - INFO - Epoch [89][220/603] lr: 1.000e-04, eta: 2:15:36, time: 1.047, data_time: 0.005, memory: 5811, loss_cls: 7.1239, loss: 7.1239, grad_norm: 11.5004 2020-10-24 04:27:54,817 - mmaction - INFO - Epoch [89][240/603] lr: 1.000e-04, eta: 2:15:12, time: 1.077, data_time: 0.003, memory: 5811, loss_cls: 7.1076, loss: 7.1076, grad_norm: 11.5002 2020-10-24 04:28:16,795 - mmaction - INFO - Epoch [89][260/603] lr: 1.000e-04, eta: 2:14:49, time: 1.093, data_time: 0.002, memory: 5811, loss_cls: 7.1947, loss: 7.1947, grad_norm: 11.7291 2020-10-24 04:28:38,019 - mmaction - INFO - Epoch [89][280/603] lr: 1.000e-04, eta: 2:14:26, time: 1.062, data_time: 0.013, memory: 5811, loss_cls: 7.2538, loss: 7.2538, grad_norm: 11.7249 2020-10-24 04:28:59,500 - mmaction - INFO - Epoch [89][300/603] lr: 1.000e-04, eta: 2:14:02, time: 1.075, data_time: 0.006, memory: 5811, loss_cls: 7.2464, loss: 7.2464, grad_norm: 11.6690 2020-10-24 04:29:21,688 - mmaction - INFO - Epoch [89][320/603] lr: 1.000e-04, eta: 2:13:39, time: 1.107, data_time: 0.006, memory: 5811, loss_cls: 7.1936, loss: 7.1936, grad_norm: 11.5516 2020-10-24 04:29:43,282 - mmaction - INFO - Epoch [89][340/603] lr: 1.000e-04, eta: 2:13:15, time: 1.082, data_time: 0.008, memory: 5811, loss_cls: 7.2471, loss: 7.2471, grad_norm: 11.8735 2020-10-24 04:30:04,088 - mmaction - INFO - Epoch [89][360/603] lr: 1.000e-04, eta: 2:12:52, time: 1.033, data_time: 0.007, memory: 5811, loss_cls: 7.1459, loss: 7.1459, grad_norm: 11.6207 2020-10-24 04:30:25,232 - mmaction - INFO - Epoch [89][380/603] lr: 1.000e-04, eta: 2:12:29, time: 1.069, data_time: 0.014, memory: 5811, loss_cls: 7.0812, loss: 7.0812, grad_norm: 11.1550 2020-10-24 04:30:46,855 - mmaction - INFO - Epoch [89][400/603] lr: 1.000e-04, eta: 2:12:05, time: 1.078, data_time: 0.002, memory: 5811, loss_cls: 6.8406, loss: 6.8406, grad_norm: 11.1384 2020-10-24 04:31:07,358 - mmaction - INFO - Epoch [89][420/603] lr: 1.000e-04, eta: 2:11:42, time: 1.028, data_time: 0.005, memory: 5811, loss_cls: 7.1657, loss: 7.1657, grad_norm: 11.5955 2020-10-24 04:31:28,705 - mmaction - INFO - Epoch [89][440/603] lr: 1.000e-04, eta: 2:11:18, time: 1.065, data_time: 0.003, memory: 5811, loss_cls: 7.1838, loss: 7.1838, grad_norm: 11.5458 2020-10-24 04:31:49,970 - mmaction - INFO - Epoch [89][460/603] lr: 1.000e-04, eta: 2:10:55, time: 1.062, data_time: 0.004, memory: 5811, loss_cls: 7.1678, loss: 7.1678, grad_norm: 11.7312 2020-10-24 04:32:11,668 - mmaction - INFO - Epoch [89][480/603] lr: 1.000e-04, eta: 2:10:31, time: 1.086, data_time: 0.005, memory: 5811, loss_cls: 7.1743, loss: 7.1743, grad_norm: 11.5244 2020-10-24 04:32:33,431 - mmaction - INFO - Epoch [89][500/603] lr: 1.000e-04, eta: 2:10:08, time: 1.089, data_time: 0.007, memory: 5811, loss_cls: 7.1009, loss: 7.1009, grad_norm: 11.4335 2020-10-24 04:32:55,254 - mmaction - INFO - Epoch [89][520/603] lr: 1.000e-04, eta: 2:09:45, time: 1.086, data_time: 0.006, memory: 5811, loss_cls: 7.3942, loss: 7.3942, grad_norm: 11.8262 2020-10-24 04:33:17,066 - mmaction - INFO - Epoch [89][540/603] lr: 1.000e-04, eta: 2:09:21, time: 1.093, data_time: 0.008, memory: 5811, loss_cls: 7.3365, loss: 7.3365, grad_norm: 11.6621 2020-10-24 04:33:38,001 - mmaction - INFO - Epoch [89][560/603] lr: 1.000e-04, eta: 2:08:58, time: 1.052, data_time: 0.007, memory: 5811, loss_cls: 7.0985, loss: 7.0985, grad_norm: 11.5262 2020-10-24 04:34:00,183 - mmaction - INFO - Epoch [89][580/603] lr: 1.000e-04, eta: 2:08:35, time: 1.097, data_time: 0.003, memory: 5811, loss_cls: 7.3200, loss: 7.3200, grad_norm: 11.6462 2020-10-24 04:34:21,077 - mmaction - INFO - Epoch [89][600/603] lr: 1.000e-04, eta: 2:08:11, time: 1.055, data_time: 0.015, memory: 5811, loss_cls: 7.0143, loss: 7.0143, grad_norm: 11.4111 2020-10-24 04:34:54,524 - mmaction - INFO - Epoch [90][20/603] lr: 1.000e-04, eta: 2:07:45, time: 1.549, data_time: 0.667, memory: 5811, loss_cls: 7.0888, loss: 7.0888, grad_norm: 11.4102 2020-10-24 04:35:16,361 - mmaction - INFO - Epoch [90][40/603] lr: 1.000e-04, eta: 2:07:22, time: 1.092, data_time: 0.115, memory: 5811, loss_cls: 7.2194, loss: 7.2194, grad_norm: 11.6464 2020-10-24 04:35:38,835 - mmaction - INFO - Epoch [90][60/603] lr: 1.000e-04, eta: 2:06:58, time: 1.124, data_time: 0.084, memory: 5811, loss_cls: 6.9562, loss: 6.9562, grad_norm: 11.4179 2020-10-24 04:36:01,516 - mmaction - INFO - Epoch [90][80/603] lr: 1.000e-04, eta: 2:06:35, time: 1.131, data_time: 0.001, memory: 5811, loss_cls: 7.0050, loss: 7.0050, grad_norm: 11.2536 2020-10-24 04:36:23,526 - mmaction - INFO - Epoch [90][100/603] lr: 1.000e-04, eta: 2:06:12, time: 1.098, data_time: 0.004, memory: 5811, loss_cls: 7.1994, loss: 7.1994, grad_norm: 11.6729 2020-10-24 04:36:45,624 - mmaction - INFO - Epoch [90][120/603] lr: 1.000e-04, eta: 2:05:48, time: 1.107, data_time: 0.008, memory: 5811, loss_cls: 7.0842, loss: 7.0842, grad_norm: 11.5043 2020-10-24 04:37:07,884 - mmaction - INFO - Epoch [90][140/603] lr: 1.000e-04, eta: 2:05:25, time: 1.115, data_time: 0.005, memory: 5811, loss_cls: 7.0459, loss: 7.0459, grad_norm: 11.5120 2020-10-24 04:37:29,364 - mmaction - INFO - Epoch [90][160/603] lr: 1.000e-04, eta: 2:05:02, time: 1.075, data_time: 0.003, memory: 5811, loss_cls: 6.9661, loss: 6.9661, grad_norm: 11.5505 2020-10-24 04:37:52,798 - mmaction - INFO - Epoch [90][180/603] lr: 1.000e-04, eta: 2:04:39, time: 1.171, data_time: 0.002, memory: 5811, loss_cls: 7.1275, loss: 7.1275, grad_norm: 11.8608 2020-10-24 04:38:14,086 - mmaction - INFO - Epoch [90][200/603] lr: 1.000e-04, eta: 2:04:15, time: 1.060, data_time: 0.003, memory: 5811, loss_cls: 7.2759, loss: 7.2759, grad_norm: 11.8495 2020-10-24 04:38:36,293 - mmaction - INFO - Epoch [90][220/603] lr: 1.000e-04, eta: 2:03:52, time: 1.109, data_time: 0.006, memory: 5811, loss_cls: 7.1352, loss: 7.1352, grad_norm: 11.8973 2020-10-24 04:38:57,876 - mmaction - INFO - Epoch [90][240/603] lr: 1.000e-04, eta: 2:03:29, time: 1.083, data_time: 0.009, memory: 5811, loss_cls: 6.8172, loss: 6.8172, grad_norm: 11.3063 2020-10-24 04:39:18,867 - mmaction - INFO - Epoch [90][260/603] lr: 1.000e-04, eta: 2:03:05, time: 1.051, data_time: 0.004, memory: 5811, loss_cls: 7.0629, loss: 7.0629, grad_norm: 11.6449 2020-10-24 04:39:40,728 - mmaction - INFO - Epoch [90][280/603] lr: 1.000e-04, eta: 2:02:42, time: 1.094, data_time: 0.005, memory: 5811, loss_cls: 7.5008, loss: 7.5008, grad_norm: 11.6541 2020-10-24 04:40:02,355 - mmaction - INFO - Epoch [90][300/603] lr: 1.000e-04, eta: 2:02:18, time: 1.077, data_time: 0.004, memory: 5811, loss_cls: 7.2756, loss: 7.2756, grad_norm: 11.7553 2020-10-24 04:40:23,347 - mmaction - INFO - Epoch [90][320/603] lr: 1.000e-04, eta: 2:01:55, time: 1.051, data_time: 0.007, memory: 5811, loss_cls: 6.9805, loss: 6.9805, grad_norm: 11.4008 2020-10-24 04:40:44,006 - mmaction - INFO - Epoch [90][340/603] lr: 1.000e-04, eta: 2:01:32, time: 1.036, data_time: 0.016, memory: 5811, loss_cls: 7.2141, loss: 7.2141, grad_norm: 11.6908 2020-10-24 04:41:05,128 - mmaction - INFO - Epoch [90][360/603] lr: 1.000e-04, eta: 2:01:08, time: 1.048, data_time: 0.003, memory: 5811, loss_cls: 7.1444, loss: 7.1444, grad_norm: 11.6247 2020-10-24 04:41:26,558 - mmaction - INFO - Epoch [90][380/603] lr: 1.000e-04, eta: 2:00:45, time: 1.079, data_time: 0.011, memory: 5811, loss_cls: 7.2259, loss: 7.2259, grad_norm: 11.7824 2020-10-24 04:41:48,633 - mmaction - INFO - Epoch [90][400/603] lr: 1.000e-04, eta: 2:00:21, time: 1.104, data_time: 0.002, memory: 5811, loss_cls: 7.1214, loss: 7.1214, grad_norm: 11.4868 2020-10-24 04:42:10,232 - mmaction - INFO - Epoch [90][420/603] lr: 1.000e-04, eta: 1:59:58, time: 1.079, data_time: 0.002, memory: 5811, loss_cls: 7.1263, loss: 7.1263, grad_norm: 11.6152 2020-10-24 04:42:31,206 - mmaction - INFO - Epoch [90][440/603] lr: 1.000e-04, eta: 1:59:35, time: 1.046, data_time: 0.005, memory: 5811, loss_cls: 7.0082, loss: 7.0082, grad_norm: 11.3474 2020-10-24 04:42:52,897 - mmaction - INFO - Epoch [90][460/603] lr: 1.000e-04, eta: 1:59:11, time: 1.075, data_time: 0.007, memory: 5811, loss_cls: 7.2635, loss: 7.2635, grad_norm: 11.7815 2020-10-24 04:43:15,139 - mmaction - INFO - Epoch [90][480/603] lr: 1.000e-04, eta: 1:58:48, time: 1.125, data_time: 0.016, memory: 5811, loss_cls: 7.1193, loss: 7.1193, grad_norm: 11.7397 2020-10-24 04:43:36,388 - mmaction - INFO - Epoch [90][500/603] lr: 1.000e-04, eta: 1:58:25, time: 1.062, data_time: 0.003, memory: 5811, loss_cls: 7.3711, loss: 7.3711, grad_norm: 11.6670 2020-10-24 04:43:57,924 - mmaction - INFO - Epoch [90][520/603] lr: 1.000e-04, eta: 1:58:01, time: 1.073, data_time: 0.004, memory: 5811, loss_cls: 7.3861, loss: 7.3861, grad_norm: 11.9208 2020-10-24 04:44:19,810 - mmaction - INFO - Epoch [90][540/603] lr: 1.000e-04, eta: 1:57:38, time: 1.094, data_time: 0.011, memory: 5811, loss_cls: 7.2901, loss: 7.2901, grad_norm: 11.8013 2020-10-24 04:44:41,459 - mmaction - INFO - Epoch [90][560/603] lr: 1.000e-04, eta: 1:57:15, time: 1.081, data_time: 0.005, memory: 5811, loss_cls: 7.3069, loss: 7.3069, grad_norm: 11.8053 2020-10-24 04:45:03,067 - mmaction - INFO - Epoch [90][580/603] lr: 1.000e-04, eta: 1:56:51, time: 1.075, data_time: 0.010, memory: 5811, loss_cls: 7.1933, loss: 7.1933, grad_norm: 11.4923 2020-10-24 04:45:24,195 - mmaction - INFO - Epoch [90][600/603] lr: 1.000e-04, eta: 1:56:28, time: 1.066, data_time: 0.012, memory: 5811, loss_cls: 7.1376, loss: 7.1376, grad_norm: 11.5100 2020-10-24 04:45:26,756 - mmaction - INFO - Saving checkpoint at 90 epochs 2020-10-24 04:46:20,640 - mmaction - INFO - Evaluating mean_average_precision... 2020-10-24 04:46:20,777 - mmaction - INFO - mean_average_precision 0.6250 2020-10-24 04:46:20,780 - mmaction - INFO - Epoch(val) [90][603] mean_average_precision: 0.6250 2020-10-24 04:46:51,791 - mmaction - INFO - Epoch [91][20/603] lr: 1.000e-04, eta: 1:56:02, time: 1.550, data_time: 0.986, memory: 5811, loss_cls: 7.3491, loss: 7.3491, grad_norm: 11.9957 2020-10-24 04:47:15,139 - mmaction - INFO - Epoch [91][40/603] lr: 1.000e-04, eta: 1:55:39, time: 1.167, data_time: 0.135, memory: 5811, loss_cls: 6.9957, loss: 6.9957, grad_norm: 11.0852 2020-10-24 04:47:35,538 - mmaction - INFO - Epoch [91][60/603] lr: 1.000e-04, eta: 1:55:15, time: 1.021, data_time: 0.008, memory: 5811, loss_cls: 7.1012, loss: 7.1012, grad_norm: 11.7109 2020-10-24 04:47:56,953 - mmaction - INFO - Epoch [91][80/603] lr: 1.000e-04, eta: 1:54:52, time: 1.070, data_time: 0.002, memory: 5811, loss_cls: 7.0588, loss: 7.0588, grad_norm: 11.7376 2020-10-24 04:48:18,317 - mmaction - INFO - Epoch [91][100/603] lr: 1.000e-04, eta: 1:54:28, time: 1.066, data_time: 0.004, memory: 5811, loss_cls: 7.0618, loss: 7.0618, grad_norm: 11.4181 2020-10-24 04:48:39,699 - mmaction - INFO - Epoch [91][120/603] lr: 1.000e-04, eta: 1:54:05, time: 1.071, data_time: 0.012, memory: 5811, loss_cls: 7.1241, loss: 7.1241, grad_norm: 11.5977 2020-10-24 04:49:01,053 - mmaction - INFO - Epoch [91][140/603] lr: 1.000e-04, eta: 1:53:42, time: 1.066, data_time: 0.003, memory: 5811, loss_cls: 7.0287, loss: 7.0287, grad_norm: 11.3348 2020-10-24 04:49:22,167 - mmaction - INFO - Epoch [91][160/603] lr: 1.000e-04, eta: 1:53:18, time: 1.058, data_time: 0.005, memory: 5811, loss_cls: 7.4793, loss: 7.4793, grad_norm: 11.8847 2020-10-24 04:49:43,357 - mmaction - INFO - Epoch [91][180/603] lr: 1.000e-04, eta: 1:52:55, time: 1.060, data_time: 0.003, memory: 5811, loss_cls: 7.1020, loss: 7.1020, grad_norm: 11.5138 2020-10-24 04:50:04,473 - mmaction - INFO - Epoch [91][200/603] lr: 1.000e-04, eta: 1:52:32, time: 1.054, data_time: 0.007, memory: 5811, loss_cls: 6.9503, loss: 6.9503, grad_norm: 11.4366 2020-10-24 04:50:25,389 - mmaction - INFO - Epoch [91][220/603] lr: 1.000e-04, eta: 1:52:08, time: 1.044, data_time: 0.004, memory: 5811, loss_cls: 7.1797, loss: 7.1797, grad_norm: 11.7310 2020-10-24 04:50:46,843 - mmaction - INFO - Epoch [91][240/603] lr: 1.000e-04, eta: 1:51:45, time: 1.073, data_time: 0.004, memory: 5811, loss_cls: 7.3837, loss: 7.3837, grad_norm: 11.9570 2020-10-24 04:51:08,024 - mmaction - INFO - Epoch [91][260/603] lr: 1.000e-04, eta: 1:51:21, time: 1.062, data_time: 0.007, memory: 5811, loss_cls: 6.9503, loss: 6.9503, grad_norm: 11.4340 2020-10-24 04:51:29,257 - mmaction - INFO - Epoch [91][280/603] lr: 1.000e-04, eta: 1:50:58, time: 1.051, data_time: 0.002, memory: 5811, loss_cls: 7.2717, loss: 7.2717, grad_norm: 12.0143 2020-10-24 04:51:50,692 - mmaction - INFO - Epoch [91][300/603] lr: 1.000e-04, eta: 1:50:35, time: 1.077, data_time: 0.015, memory: 5811, loss_cls: 7.2475, loss: 7.2475, grad_norm: 11.7376 2020-10-24 04:52:12,175 - mmaction - INFO - Epoch [91][320/603] lr: 1.000e-04, eta: 1:50:11, time: 1.071, data_time: 0.007, memory: 5811, loss_cls: 7.2212, loss: 7.2212, grad_norm: 11.5681 2020-10-24 04:52:33,233 - mmaction - INFO - Epoch [91][340/603] lr: 1.000e-04, eta: 1:49:48, time: 1.058, data_time: 0.011, memory: 5811, loss_cls: 7.2212, loss: 7.2212, grad_norm: 11.7107 2020-10-24 04:52:54,419 - mmaction - INFO - Epoch [91][360/603] lr: 1.000e-04, eta: 1:49:25, time: 1.059, data_time: 0.005, memory: 5811, loss_cls: 7.1888, loss: 7.1888, grad_norm: 11.6850 2020-10-24 04:53:15,879 - mmaction - INFO - Epoch [91][380/603] lr: 1.000e-04, eta: 1:49:01, time: 1.066, data_time: 0.003, memory: 5811, loss_cls: 7.2136, loss: 7.2136, grad_norm: 11.6534 2020-10-24 04:53:36,722 - mmaction - INFO - Epoch [91][400/603] lr: 1.000e-04, eta: 1:48:38, time: 1.052, data_time: 0.011, memory: 5811, loss_cls: 7.1094, loss: 7.1094, grad_norm: 11.5669 2020-10-24 04:53:58,071 - mmaction - INFO - Epoch [91][420/603] lr: 1.000e-04, eta: 1:48:15, time: 1.067, data_time: 0.002, memory: 5811, loss_cls: 6.8808, loss: 6.8808, grad_norm: 11.4261 2020-10-24 04:54:19,974 - mmaction - INFO - Epoch [91][440/603] lr: 1.000e-04, eta: 1:47:51, time: 1.094, data_time: 0.002, memory: 5811, loss_cls: 7.0570, loss: 7.0570, grad_norm: 11.3697 2020-10-24 04:54:41,160 - mmaction - INFO - Epoch [91][460/603] lr: 1.000e-04, eta: 1:47:28, time: 1.056, data_time: 0.005, memory: 5811, loss_cls: 6.9179, loss: 6.9179, grad_norm: 11.3681 2020-10-24 04:55:02,459 - mmaction - INFO - Epoch [91][480/603] lr: 1.000e-04, eta: 1:47:05, time: 1.060, data_time: 0.008, memory: 5811, loss_cls: 7.2835, loss: 7.2835, grad_norm: 11.7407 2020-10-24 04:55:23,814 - mmaction - INFO - Epoch [91][500/603] lr: 1.000e-04, eta: 1:46:41, time: 1.075, data_time: 0.019, memory: 5811, loss_cls: 7.1283, loss: 7.1283, grad_norm: 11.7406 2020-10-24 04:55:44,423 - mmaction - INFO - Epoch [91][520/603] lr: 1.000e-04, eta: 1:46:18, time: 1.026, data_time: 0.004, memory: 5811, loss_cls: 7.0315, loss: 7.0315, grad_norm: 11.5831 2020-10-24 04:56:05,960 - mmaction - INFO - Epoch [91][540/603] lr: 1.000e-04, eta: 1:45:54, time: 1.073, data_time: 0.009, memory: 5811, loss_cls: 7.4263, loss: 7.4263, grad_norm: 11.8707 2020-10-24 04:56:27,219 - mmaction - INFO - Epoch [91][560/603] lr: 1.000e-04, eta: 1:45:31, time: 1.068, data_time: 0.012, memory: 5811, loss_cls: 7.1435, loss: 7.1435, grad_norm: 11.5384 2020-10-24 04:56:48,192 - mmaction - INFO - Epoch [91][580/603] lr: 1.000e-04, eta: 1:45:08, time: 1.055, data_time: 0.010, memory: 5811, loss_cls: 7.0856, loss: 7.0856, grad_norm: 11.5655 2020-10-24 04:57:09,600 - mmaction - INFO - Epoch [91][600/603] lr: 1.000e-04, eta: 1:44:44, time: 1.070, data_time: 0.004, memory: 5811, loss_cls: 7.3623, loss: 7.3623, grad_norm: 11.7036 2020-10-24 04:57:43,366 - mmaction - INFO - Epoch [92][20/603] lr: 1.000e-04, eta: 1:44:18, time: 1.560, data_time: 0.869, memory: 5811, loss_cls: 7.3106, loss: 7.3106, grad_norm: 11.8180 2020-10-24 04:58:06,584 - mmaction - INFO - Epoch [92][40/603] lr: 1.000e-04, eta: 1:43:55, time: 1.159, data_time: 0.197, memory: 5811, loss_cls: 7.2109, loss: 7.2109, grad_norm: 11.5936 2020-10-24 04:58:30,095 - mmaction - INFO - Epoch [92][60/603] lr: 1.000e-04, eta: 1:43:32, time: 1.178, data_time: 0.026, memory: 5811, loss_cls: 7.1993, loss: 7.1993, grad_norm: 11.5567 2020-10-24 04:58:51,682 - mmaction - INFO - Epoch [92][80/603] lr: 1.000e-04, eta: 1:43:09, time: 1.079, data_time: 0.001, memory: 5811, loss_cls: 7.1011, loss: 7.1011, grad_norm: 11.4890 2020-10-24 04:59:12,699 - mmaction - INFO - Epoch [92][100/603] lr: 1.000e-04, eta: 1:42:45, time: 1.049, data_time: 0.002, memory: 5811, loss_cls: 7.1049, loss: 7.1049, grad_norm: 11.7265 2020-10-24 04:59:33,990 - mmaction - INFO - Epoch [92][120/603] lr: 1.000e-04, eta: 1:42:22, time: 1.066, data_time: 0.005, memory: 5811, loss_cls: 7.0262, loss: 7.0262, grad_norm: 11.5233 2020-10-24 04:59:56,031 - mmaction - INFO - Epoch [92][140/603] lr: 1.000e-04, eta: 1:41:59, time: 1.103, data_time: 0.003, memory: 5811, loss_cls: 6.9840, loss: 6.9840, grad_norm: 11.3619 2020-10-24 05:00:17,313 - mmaction - INFO - Epoch [92][160/603] lr: 1.000e-04, eta: 1:41:35, time: 1.062, data_time: 0.002, memory: 5811, loss_cls: 7.3389, loss: 7.3389, grad_norm: 11.8430 2020-10-24 05:00:38,157 - mmaction - INFO - Epoch [92][180/603] lr: 1.000e-04, eta: 1:41:12, time: 1.041, data_time: 0.003, memory: 5811, loss_cls: 7.0339, loss: 7.0339, grad_norm: 11.4637 2020-10-24 05:00:58,896 - mmaction - INFO - Epoch [92][200/603] lr: 1.000e-04, eta: 1:40:49, time: 1.039, data_time: 0.008, memory: 5811, loss_cls: 7.1108, loss: 7.1108, grad_norm: 11.5399 2020-10-24 05:01:20,078 - mmaction - INFO - Epoch [92][220/603] lr: 1.000e-04, eta: 1:40:25, time: 1.058, data_time: 0.003, memory: 5811, loss_cls: 7.2371, loss: 7.2371, grad_norm: 11.6097 2020-10-24 05:01:42,396 - mmaction - INFO - Epoch [92][240/603] lr: 1.000e-04, eta: 1:40:02, time: 1.109, data_time: 0.005, memory: 5811, loss_cls: 7.1437, loss: 7.1437, grad_norm: 11.7336 2020-10-24 05:02:03,019 - mmaction - INFO - Epoch [92][260/603] lr: 1.000e-04, eta: 1:39:39, time: 1.040, data_time: 0.012, memory: 5811, loss_cls: 6.9575, loss: 6.9575, grad_norm: 11.4505 2020-10-24 05:02:23,953 - mmaction - INFO - Epoch [92][280/603] lr: 1.000e-04, eta: 1:39:15, time: 1.046, data_time: 0.002, memory: 5811, loss_cls: 7.4312, loss: 7.4312, grad_norm: 11.9665 2020-10-24 05:02:45,372 - mmaction - INFO - Epoch [92][300/603] lr: 1.000e-04, eta: 1:38:52, time: 1.071, data_time: 0.002, memory: 5811, loss_cls: 7.3278, loss: 7.3278, grad_norm: 11.9251 2020-10-24 05:03:06,167 - mmaction - INFO - Epoch [92][320/603] lr: 1.000e-04, eta: 1:38:29, time: 1.041, data_time: 0.006, memory: 5811, loss_cls: 7.2629, loss: 7.2629, grad_norm: 11.8440 2020-10-24 05:03:27,705 - mmaction - INFO - Epoch [92][340/603] lr: 1.000e-04, eta: 1:38:05, time: 1.074, data_time: 0.001, memory: 5811, loss_cls: 7.2203, loss: 7.2203, grad_norm: 11.6191 2020-10-24 05:03:48,462 - mmaction - INFO - Epoch [92][360/603] lr: 1.000e-04, eta: 1:37:42, time: 1.037, data_time: 0.005, memory: 5811, loss_cls: 7.2831, loss: 7.2831, grad_norm: 11.8420 2020-10-24 05:04:09,196 - mmaction - INFO - Epoch [92][380/603] lr: 1.000e-04, eta: 1:37:19, time: 1.040, data_time: 0.005, memory: 5811, loss_cls: 6.9995, loss: 6.9995, grad_norm: 11.6824 2020-10-24 05:04:29,865 - mmaction - INFO - Epoch [92][400/603] lr: 1.000e-04, eta: 1:36:55, time: 1.033, data_time: 0.001, memory: 5811, loss_cls: 7.1007, loss: 7.1007, grad_norm: 11.5402 2020-10-24 05:04:51,680 - mmaction - INFO - Epoch [92][420/603] lr: 1.000e-04, eta: 1:36:32, time: 1.090, data_time: 0.002, memory: 5811, loss_cls: 7.1960, loss: 7.1960, grad_norm: 11.6194 2020-10-24 05:05:12,430 - mmaction - INFO - Epoch [92][440/603] lr: 1.000e-04, eta: 1:36:09, time: 1.037, data_time: 0.002, memory: 5811, loss_cls: 7.3488, loss: 7.3488, grad_norm: 11.7412 2020-10-24 05:05:33,638 - mmaction - INFO - Epoch [92][460/603] lr: 1.000e-04, eta: 1:35:45, time: 1.060, data_time: 0.001, memory: 5811, loss_cls: 7.2264, loss: 7.2264, grad_norm: 11.8111 2020-10-24 05:05:54,313 - mmaction - INFO - Epoch [92][480/603] lr: 1.000e-04, eta: 1:35:22, time: 1.027, data_time: 0.003, memory: 5811, loss_cls: 7.1728, loss: 7.1728, grad_norm: 11.6398 2020-10-24 05:06:15,522 - mmaction - INFO - Epoch [92][500/603] lr: 1.000e-04, eta: 1:34:59, time: 1.067, data_time: 0.009, memory: 5811, loss_cls: 7.2093, loss: 7.2093, grad_norm: 11.6456 2020-10-24 05:06:36,779 - mmaction - INFO - Epoch [92][520/603] lr: 1.000e-04, eta: 1:34:36, time: 1.064, data_time: 0.002, memory: 5811, loss_cls: 7.0808, loss: 7.0808, grad_norm: 11.5246 2020-10-24 05:06:57,848 - mmaction - INFO - Epoch [92][540/603] lr: 1.000e-04, eta: 1:34:12, time: 1.051, data_time: 0.001, memory: 5811, loss_cls: 7.0926, loss: 7.0926, grad_norm: 11.4999 2020-10-24 05:07:19,889 - mmaction - INFO - Epoch [92][560/603] lr: 1.000e-04, eta: 1:33:49, time: 1.102, data_time: 0.004, memory: 5811, loss_cls: 6.8873, loss: 6.8873, grad_norm: 11.5128 2020-10-24 05:07:41,728 - mmaction - INFO - Epoch [92][580/603] lr: 1.000e-04, eta: 1:33:26, time: 1.087, data_time: 0.006, memory: 5811, loss_cls: 7.2526, loss: 7.2526, grad_norm: 11.7690 2020-10-24 05:08:03,539 - mmaction - INFO - Epoch [92][600/603] lr: 1.000e-04, eta: 1:33:02, time: 1.097, data_time: 0.010, memory: 5811, loss_cls: 7.2247, loss: 7.2247, grad_norm: 11.8510 2020-10-24 05:08:36,218 - mmaction - INFO - Epoch [93][20/603] lr: 1.000e-04, eta: 1:32:36, time: 1.535, data_time: 0.730, memory: 5811, loss_cls: 6.9681, loss: 6.9681, grad_norm: 11.2836 2020-10-24 05:08:59,082 - mmaction - INFO - Epoch [93][40/603] lr: 1.000e-04, eta: 1:32:13, time: 1.146, data_time: 0.009, memory: 5811, loss_cls: 7.0924, loss: 7.0924, grad_norm: 11.6916 2020-10-24 05:09:22,681 - mmaction - INFO - Epoch [93][60/603] lr: 1.000e-04, eta: 1:31:50, time: 1.174, data_time: 0.001, memory: 5811, loss_cls: 7.0888, loss: 7.0888, grad_norm: 11.6800 2020-10-24 05:09:44,987 - mmaction - INFO - Epoch [93][80/603] lr: 1.000e-04, eta: 1:31:27, time: 1.120, data_time: 0.007, memory: 5811, loss_cls: 6.9980, loss: 6.9980, grad_norm: 11.6363 2020-10-24 05:10:05,522 - mmaction - INFO - Epoch [93][100/603] lr: 1.000e-04, eta: 1:31:03, time: 1.024, data_time: 0.004, memory: 5811, loss_cls: 7.2727, loss: 7.2727, grad_norm: 11.8933 2020-10-24 05:10:27,926 - mmaction - INFO - Epoch [93][120/603] lr: 1.000e-04, eta: 1:30:40, time: 1.123, data_time: 0.006, memory: 5811, loss_cls: 7.0397, loss: 7.0397, grad_norm: 11.5564 2020-10-24 05:10:50,484 - mmaction - INFO - Epoch [93][140/603] lr: 1.000e-04, eta: 1:30:17, time: 1.129, data_time: 0.002, memory: 5811, loss_cls: 7.0628, loss: 7.0628, grad_norm: 11.6668 2020-10-24 05:11:13,276 - mmaction - INFO - Epoch [93][160/603] lr: 1.000e-04, eta: 1:29:54, time: 1.139, data_time: 0.003, memory: 5811, loss_cls: 7.2279, loss: 7.2279, grad_norm: 11.6256 2020-10-24 05:11:34,037 - mmaction - INFO - Epoch [93][180/603] lr: 1.000e-04, eta: 1:29:31, time: 1.037, data_time: 0.003, memory: 5811, loss_cls: 7.1100, loss: 7.1100, grad_norm: 11.7516 2020-10-24 05:11:55,517 - mmaction - INFO - Epoch [93][200/603] lr: 1.000e-04, eta: 1:29:07, time: 1.070, data_time: 0.005, memory: 5811, loss_cls: 6.9971, loss: 6.9971, grad_norm: 11.5797 2020-10-24 05:12:17,022 - mmaction - INFO - Epoch [93][220/603] lr: 1.000e-04, eta: 1:28:44, time: 1.081, data_time: 0.008, memory: 5811, loss_cls: 7.1123, loss: 7.1123, grad_norm: 11.9610 2020-10-24 05:12:38,752 - mmaction - INFO - Epoch [93][240/603] lr: 1.000e-04, eta: 1:28:21, time: 1.081, data_time: 0.005, memory: 5811, loss_cls: 7.2718, loss: 7.2718, grad_norm: 11.7883 2020-10-24 05:13:00,758 - mmaction - INFO - Epoch [93][260/603] lr: 1.000e-04, eta: 1:27:58, time: 1.099, data_time: 0.007, memory: 5811, loss_cls: 7.0642, loss: 7.0642, grad_norm: 11.5957 2020-10-24 05:13:22,295 - mmaction - INFO - Epoch [93][280/603] lr: 1.000e-04, eta: 1:27:34, time: 1.080, data_time: 0.008, memory: 5811, loss_cls: 7.1445, loss: 7.1445, grad_norm: 11.6731 2020-10-24 05:13:43,835 - mmaction - INFO - Epoch [93][300/603] lr: 1.000e-04, eta: 1:27:11, time: 1.078, data_time: 0.004, memory: 5811, loss_cls: 7.0701, loss: 7.0701, grad_norm: 11.6084 2020-10-24 05:14:04,809 - mmaction - INFO - Epoch [93][320/603] lr: 1.000e-04, eta: 1:26:48, time: 1.041, data_time: 0.004, memory: 5811, loss_cls: 7.2385, loss: 7.2385, grad_norm: 11.7896 2020-10-24 05:14:26,308 - mmaction - INFO - Epoch [93][340/603] lr: 1.000e-04, eta: 1:26:24, time: 1.079, data_time: 0.012, memory: 5811, loss_cls: 7.2788, loss: 7.2788, grad_norm: 11.7261 2020-10-24 05:14:47,582 - mmaction - INFO - Epoch [93][360/603] lr: 1.000e-04, eta: 1:26:01, time: 1.069, data_time: 0.007, memory: 5811, loss_cls: 7.1413, loss: 7.1413, grad_norm: 11.6074 2020-10-24 05:15:09,221 - mmaction - INFO - Epoch [93][380/603] lr: 1.000e-04, eta: 1:25:38, time: 1.079, data_time: 0.001, memory: 5811, loss_cls: 7.0345, loss: 7.0345, grad_norm: 11.5866 2020-10-24 05:15:30,584 - mmaction - INFO - Epoch [93][400/603] lr: 1.000e-04, eta: 1:25:15, time: 1.071, data_time: 0.005, memory: 5811, loss_cls: 7.2321, loss: 7.2321, grad_norm: 11.8653 2020-10-24 05:15:51,634 - mmaction - INFO - Epoch [93][420/603] lr: 1.000e-04, eta: 1:24:51, time: 1.042, data_time: 0.004, memory: 5811, loss_cls: 7.0320, loss: 7.0320, grad_norm: 11.5766 2020-10-24 05:16:12,532 - mmaction - INFO - Epoch [93][440/603] lr: 1.000e-04, eta: 1:24:28, time: 1.049, data_time: 0.013, memory: 5811, loss_cls: 7.0675, loss: 7.0675, grad_norm: 11.5512 2020-10-24 05:16:34,154 - mmaction - INFO - Epoch [93][460/603] lr: 1.000e-04, eta: 1:24:05, time: 1.085, data_time: 0.009, memory: 5811, loss_cls: 7.2681, loss: 7.2681, grad_norm: 11.7314 2020-10-24 05:16:55,233 - mmaction - INFO - Epoch [93][480/603] lr: 1.000e-04, eta: 1:23:42, time: 1.044, data_time: 0.004, memory: 5811, loss_cls: 7.3451, loss: 7.3451, grad_norm: 11.9467 2020-10-24 05:17:16,412 - mmaction - INFO - Epoch [93][500/603] lr: 1.000e-04, eta: 1:23:18, time: 1.068, data_time: 0.013, memory: 5811, loss_cls: 7.1847, loss: 7.1847, grad_norm: 11.7403 2020-10-24 05:17:37,655 - mmaction - INFO - Epoch [93][520/603] lr: 1.000e-04, eta: 1:22:55, time: 1.064, data_time: 0.004, memory: 5811, loss_cls: 7.2719, loss: 7.2719, grad_norm: 11.9284 2020-10-24 05:17:58,565 - mmaction - INFO - Epoch [93][540/603] lr: 1.000e-04, eta: 1:22:32, time: 1.045, data_time: 0.003, memory: 5811, loss_cls: 7.0438, loss: 7.0438, grad_norm: 11.6718 2020-10-24 05:18:19,787 - mmaction - INFO - Epoch [93][560/603] lr: 1.000e-04, eta: 1:22:08, time: 1.054, data_time: 0.002, memory: 5811, loss_cls: 7.0305, loss: 7.0305, grad_norm: 11.4838 2020-10-24 05:18:41,206 - mmaction - INFO - Epoch [93][580/603] lr: 1.000e-04, eta: 1:21:45, time: 1.076, data_time: 0.009, memory: 5811, loss_cls: 7.2054, loss: 7.2054, grad_norm: 11.5579 2020-10-24 05:19:02,805 - mmaction - INFO - Epoch [93][600/603] lr: 1.000e-04, eta: 1:21:22, time: 1.081, data_time: 0.006, memory: 5811, loss_cls: 6.9776, loss: 6.9776, grad_norm: 11.6459 2020-10-24 05:19:37,778 - mmaction - INFO - Epoch [94][20/603] lr: 1.000e-04, eta: 1:20:56, time: 1.626, data_time: 1.061, memory: 5811, loss_cls: 7.0513, loss: 7.0513, grad_norm: 11.6167 2020-10-24 05:20:01,205 - mmaction - INFO - Epoch [94][40/603] lr: 1.000e-04, eta: 1:20:33, time: 1.170, data_time: 0.488, memory: 5811, loss_cls: 7.1453, loss: 7.1453, grad_norm: 11.6287 2020-10-24 05:20:24,436 - mmaction - INFO - Epoch [94][60/603] lr: 1.000e-04, eta: 1:20:10, time: 1.162, data_time: 0.391, memory: 5811, loss_cls: 7.0163, loss: 7.0163, grad_norm: 11.6195 2020-10-24 05:20:47,111 - mmaction - INFO - Epoch [94][80/603] lr: 1.000e-04, eta: 1:19:47, time: 1.134, data_time: 0.351, memory: 5811, loss_cls: 7.3125, loss: 7.3125, grad_norm: 11.7604 2020-10-24 05:21:09,965 - mmaction - INFO - Epoch [94][100/603] lr: 1.000e-04, eta: 1:19:23, time: 1.141, data_time: 0.595, memory: 5811, loss_cls: 7.1309, loss: 7.1309, grad_norm: 11.4799 2020-10-24 05:21:32,961 - mmaction - INFO - Epoch [94][120/603] lr: 1.000e-04, eta: 1:19:00, time: 1.148, data_time: 0.586, memory: 5811, loss_cls: 7.0599, loss: 7.0599, grad_norm: 11.5685 2020-10-24 05:21:54,843 - mmaction - INFO - Epoch [94][140/603] lr: 1.000e-04, eta: 1:18:37, time: 1.098, data_time: 0.512, memory: 5811, loss_cls: 7.0486, loss: 7.0486, grad_norm: 11.5336 2020-10-24 05:22:17,048 - mmaction - INFO - Epoch [94][160/603] lr: 1.000e-04, eta: 1:18:14, time: 1.109, data_time: 0.506, memory: 5811, loss_cls: 7.1434, loss: 7.1434, grad_norm: 11.6420 2020-10-24 05:22:39,193 - mmaction - INFO - Epoch [94][180/603] lr: 1.000e-04, eta: 1:17:51, time: 1.109, data_time: 0.504, memory: 5811, loss_cls: 7.0841, loss: 7.0841, grad_norm: 11.6473 2020-10-24 05:23:01,123 - mmaction - INFO - Epoch [94][200/603] lr: 1.000e-04, eta: 1:17:27, time: 1.094, data_time: 0.513, memory: 5811, loss_cls: 7.1419, loss: 7.1419, grad_norm: 11.8052 2020-10-24 05:23:22,986 - mmaction - INFO - Epoch [94][220/603] lr: 1.000e-04, eta: 1:17:04, time: 1.091, data_time: 0.501, memory: 5811, loss_cls: 7.0129, loss: 7.0129, grad_norm: 11.5041 2020-10-24 05:23:44,354 - mmaction - INFO - Epoch [94][240/603] lr: 1.000e-04, eta: 1:16:41, time: 1.068, data_time: 0.455, memory: 5811, loss_cls: 7.0276, loss: 7.0276, grad_norm: 11.8065 2020-10-24 05:24:05,636 - mmaction - INFO - Epoch [94][260/603] lr: 1.000e-04, eta: 1:16:18, time: 1.061, data_time: 0.421, memory: 5811, loss_cls: 7.1399, loss: 7.1399, grad_norm: 11.6607 2020-10-24 05:24:26,974 - mmaction - INFO - Epoch [94][280/603] lr: 1.000e-04, eta: 1:15:55, time: 1.075, data_time: 0.402, memory: 5811, loss_cls: 6.9630, loss: 6.9630, grad_norm: 11.9184 2020-10-24 05:24:48,588 - mmaction - INFO - Epoch [94][300/603] lr: 1.000e-04, eta: 1:15:31, time: 1.078, data_time: 0.449, memory: 5811, loss_cls: 7.3037, loss: 7.3037, grad_norm: 11.9181 2020-10-24 05:25:09,527 - mmaction - INFO - Epoch [94][320/603] lr: 1.000e-04, eta: 1:15:08, time: 1.050, data_time: 0.463, memory: 5811, loss_cls: 7.1398, loss: 7.1398, grad_norm: 11.7873 2020-10-24 05:25:31,146 - mmaction - INFO - Epoch [94][340/603] lr: 1.000e-04, eta: 1:14:45, time: 1.078, data_time: 0.460, memory: 5811, loss_cls: 6.9390, loss: 6.9390, grad_norm: 11.3978 2020-10-24 05:25:52,412 - mmaction - INFO - Epoch [94][360/603] lr: 1.000e-04, eta: 1:14:22, time: 1.065, data_time: 0.455, memory: 5811, loss_cls: 7.1382, loss: 7.1382, grad_norm: 11.6744 2020-10-24 05:26:14,194 - mmaction - INFO - Epoch [94][380/603] lr: 1.000e-04, eta: 1:13:58, time: 1.087, data_time: 0.486, memory: 5811, loss_cls: 7.3266, loss: 7.3266, grad_norm: 11.9599 2020-10-24 05:26:35,724 - mmaction - INFO - Epoch [94][400/603] lr: 1.000e-04, eta: 1:13:35, time: 1.078, data_time: 0.480, memory: 5811, loss_cls: 7.0751, loss: 7.0751, grad_norm: 11.7493 2020-10-24 05:26:56,690 - mmaction - INFO - Epoch [94][420/603] lr: 1.000e-04, eta: 1:13:12, time: 1.040, data_time: 0.461, memory: 5811, loss_cls: 7.1828, loss: 7.1828, grad_norm: 11.8207 2020-10-24 05:27:17,694 - mmaction - INFO - Epoch [94][440/603] lr: 1.000e-04, eta: 1:12:49, time: 1.058, data_time: 0.497, memory: 5811, loss_cls: 7.2650, loss: 7.2650, grad_norm: 11.6774 2020-10-24 05:27:38,691 - mmaction - INFO - Epoch [94][460/603] lr: 1.000e-04, eta: 1:12:25, time: 1.047, data_time: 0.438, memory: 5811, loss_cls: 7.0639, loss: 7.0639, grad_norm: 11.6275 2020-10-24 05:28:00,607 - mmaction - INFO - Epoch [94][480/603] lr: 1.000e-04, eta: 1:12:02, time: 1.095, data_time: 0.466, memory: 5811, loss_cls: 7.0455, loss: 7.0455, grad_norm: 11.4520 2020-10-24 05:28:21,554 - mmaction - INFO - Epoch [94][500/603] lr: 1.000e-04, eta: 1:11:39, time: 1.048, data_time: 0.460, memory: 5811, loss_cls: 7.1283, loss: 7.1283, grad_norm: 11.5978 2020-10-24 05:28:43,476 - mmaction - INFO - Epoch [94][520/603] lr: 1.000e-04, eta: 1:11:16, time: 1.100, data_time: 0.488, memory: 5811, loss_cls: 7.2985, loss: 7.2985, grad_norm: 11.8287 2020-10-24 05:29:04,258 - mmaction - INFO - Epoch [94][540/603] lr: 1.000e-04, eta: 1:10:52, time: 1.032, data_time: 0.444, memory: 5811, loss_cls: 7.1504, loss: 7.1504, grad_norm: 11.7415 2020-10-24 05:29:25,647 - mmaction - INFO - Epoch [94][560/603] lr: 1.000e-04, eta: 1:10:29, time: 1.075, data_time: 0.450, memory: 5811, loss_cls: 7.3151, loss: 7.3151, grad_norm: 11.8590 2020-10-24 05:29:46,686 - mmaction - INFO - Epoch [94][580/603] lr: 1.000e-04, eta: 1:10:06, time: 1.049, data_time: 0.447, memory: 5811, loss_cls: 7.1323, loss: 7.1323, grad_norm: 11.6164 2020-10-24 05:30:08,325 - mmaction - INFO - Epoch [94][600/603] lr: 1.000e-04, eta: 1:09:43, time: 1.083, data_time: 0.502, memory: 5811, loss_cls: 7.0685, loss: 7.0685, grad_norm: 11.7659 2020-10-24 05:30:44,915 - mmaction - INFO - Epoch [95][20/603] lr: 1.000e-04, eta: 1:09:17, time: 1.681, data_time: 1.204, memory: 5811, loss_cls: 7.1194, loss: 7.1194, grad_norm: 11.7529 2020-10-24 05:31:08,121 - mmaction - INFO - Epoch [95][40/603] lr: 1.000e-04, eta: 1:08:54, time: 1.162, data_time: 0.532, memory: 5811, loss_cls: 7.1966, loss: 7.1966, grad_norm: 11.8487 2020-10-24 05:31:31,400 - mmaction - INFO - Epoch [95][60/603] lr: 1.000e-04, eta: 1:08:31, time: 1.164, data_time: 0.258, memory: 5811, loss_cls: 7.2967, loss: 7.2967, grad_norm: 12.2617 2020-10-24 05:31:53,888 - mmaction - INFO - Epoch [95][80/603] lr: 1.000e-04, eta: 1:08:07, time: 1.118, data_time: 0.053, memory: 5811, loss_cls: 7.3614, loss: 7.3614, grad_norm: 11.7340 2020-10-24 05:32:15,770 - mmaction - INFO - Epoch [95][100/603] lr: 1.000e-04, eta: 1:07:44, time: 1.093, data_time: 0.137, memory: 5811, loss_cls: 7.3075, loss: 7.3075, grad_norm: 11.8746 2020-10-24 05:32:38,369 - mmaction - INFO - Epoch [95][120/603] lr: 1.000e-04, eta: 1:07:21, time: 1.135, data_time: 0.148, memory: 5811, loss_cls: 7.1136, loss: 7.1136, grad_norm: 11.5366 2020-10-24 05:33:00,811 - mmaction - INFO - Epoch [95][140/603] lr: 1.000e-04, eta: 1:06:58, time: 1.123, data_time: 0.179, memory: 5811, loss_cls: 7.2448, loss: 7.2448, grad_norm: 11.8357 2020-10-24 05:33:23,698 - mmaction - INFO - Epoch [95][160/603] lr: 1.000e-04, eta: 1:06:35, time: 1.145, data_time: 0.376, memory: 5811, loss_cls: 7.0983, loss: 7.0983, grad_norm: 11.5459 2020-10-24 05:33:46,574 - mmaction - INFO - Epoch [95][180/603] lr: 1.000e-04, eta: 1:06:12, time: 1.144, data_time: 0.456, memory: 5811, loss_cls: 7.1615, loss: 7.1615, grad_norm: 11.6605 2020-10-24 05:34:07,933 - mmaction - INFO - Epoch [95][200/603] lr: 1.000e-04, eta: 1:05:48, time: 1.066, data_time: 0.474, memory: 5811, loss_cls: 7.0155, loss: 7.0155, grad_norm: 11.4710 2020-10-24 05:34:29,708 - mmaction - INFO - Epoch [95][220/603] lr: 1.000e-04, eta: 1:05:25, time: 1.088, data_time: 0.497, memory: 5811, loss_cls: 7.1436, loss: 7.1436, grad_norm: 11.6074 2020-10-24 05:34:51,634 - mmaction - INFO - Epoch [95][240/603] lr: 1.000e-04, eta: 1:05:02, time: 1.090, data_time: 0.474, memory: 5811, loss_cls: 7.0508, loss: 7.0508, grad_norm: 11.8651 2020-10-24 05:35:13,638 - mmaction - INFO - Epoch [95][260/603] lr: 1.000e-04, eta: 1:04:39, time: 1.105, data_time: 0.532, memory: 5811, loss_cls: 7.0799, loss: 7.0799, grad_norm: 11.6889 2020-10-24 05:35:34,490 - mmaction - INFO - Epoch [95][280/603] lr: 1.000e-04, eta: 1:04:16, time: 1.039, data_time: 0.444, memory: 5811, loss_cls: 6.9228, loss: 6.9228, grad_norm: 11.6775 2020-10-24 05:35:55,542 - mmaction - INFO - Epoch [95][300/603] lr: 1.000e-04, eta: 1:03:52, time: 1.054, data_time: 0.452, memory: 5811, loss_cls: 7.1393, loss: 7.1393, grad_norm: 11.6722 2020-10-24 05:36:16,730 - mmaction - INFO - Epoch [95][320/603] lr: 1.000e-04, eta: 1:03:29, time: 1.062, data_time: 0.449, memory: 5811, loss_cls: 6.9209, loss: 6.9209, grad_norm: 11.5192 2020-10-24 05:36:38,327 - mmaction - INFO - Epoch [95][340/603] lr: 1.000e-04, eta: 1:03:06, time: 1.077, data_time: 0.471, memory: 5811, loss_cls: 7.1766, loss: 7.1766, grad_norm: 11.9509 2020-10-24 05:36:59,608 - mmaction - INFO - Epoch [95][360/603] lr: 1.000e-04, eta: 1:02:43, time: 1.062, data_time: 0.471, memory: 5811, loss_cls: 7.0090, loss: 7.0090, grad_norm: 11.7595 2020-10-24 05:37:21,424 - mmaction - INFO - Epoch [95][380/603] lr: 1.000e-04, eta: 1:02:20, time: 1.091, data_time: 0.504, memory: 5811, loss_cls: 7.1502, loss: 7.1502, grad_norm: 11.8917 2020-10-24 05:37:41,964 - mmaction - INFO - Epoch [95][400/603] lr: 1.000e-04, eta: 1:01:56, time: 1.034, data_time: 0.432, memory: 5811, loss_cls: 7.1563, loss: 7.1563, grad_norm: 11.9348 2020-10-24 05:38:03,110 - mmaction - INFO - Epoch [95][420/603] lr: 1.000e-04, eta: 1:01:33, time: 1.055, data_time: 0.442, memory: 5811, loss_cls: 7.0524, loss: 7.0524, grad_norm: 11.5946 2020-10-24 05:38:24,040 - mmaction - INFO - Epoch [95][440/603] lr: 1.000e-04, eta: 1:01:10, time: 1.047, data_time: 0.442, memory: 5811, loss_cls: 6.9993, loss: 6.9993, grad_norm: 11.9530 2020-10-24 05:38:44,924 - mmaction - INFO - Epoch [95][460/603] lr: 1.000e-04, eta: 1:00:47, time: 1.044, data_time: 0.447, memory: 5811, loss_cls: 7.2410, loss: 7.2410, grad_norm: 11.8490 2020-10-24 05:39:05,604 - mmaction - INFO - Epoch [95][480/603] lr: 1.000e-04, eta: 1:00:24, time: 1.029, data_time: 0.457, memory: 5811, loss_cls: 6.9939, loss: 6.9939, grad_norm: 11.5750 2020-10-24 05:39:26,780 - mmaction - INFO - Epoch [95][500/603] lr: 1.000e-04, eta: 1:00:00, time: 1.062, data_time: 0.451, memory: 5811, loss_cls: 7.1070, loss: 7.1070, grad_norm: 11.7801 2020-10-24 05:39:48,256 - mmaction - INFO - Epoch [95][520/603] lr: 1.000e-04, eta: 0:59:37, time: 1.073, data_time: 0.462, memory: 5811, loss_cls: 7.3272, loss: 7.3272, grad_norm: 11.9316 2020-10-24 05:40:09,476 - mmaction - INFO - Epoch [95][540/603] lr: 1.000e-04, eta: 0:59:14, time: 1.065, data_time: 0.459, memory: 5811, loss_cls: 7.1661, loss: 7.1661, grad_norm: 11.4427 2020-10-24 05:40:30,925 - mmaction - INFO - Epoch [95][560/603] lr: 1.000e-04, eta: 0:58:51, time: 1.066, data_time: 0.466, memory: 5811, loss_cls: 6.9665, loss: 6.9665, grad_norm: 11.2047 2020-10-24 05:40:52,275 - mmaction - INFO - Epoch [95][580/603] lr: 1.000e-04, eta: 0:58:28, time: 1.072, data_time: 0.464, memory: 5811, loss_cls: 7.2474, loss: 7.2474, grad_norm: 11.9405 2020-10-24 05:41:13,249 - mmaction - INFO - Epoch [95][600/603] lr: 1.000e-04, eta: 0:58:04, time: 1.051, data_time: 0.474, memory: 5811, loss_cls: 7.0765, loss: 7.0765, grad_norm: 11.6111 2020-10-24 05:41:15,890 - mmaction - INFO - Saving checkpoint at 95 epochs 2020-10-24 05:42:10,615 - mmaction - INFO - Evaluating mean_average_precision... 2020-10-24 05:42:10,801 - mmaction - INFO - mean_average_precision 0.6266 2020-10-24 05:42:10,805 - mmaction - INFO - Epoch(val) [95][603] mean_average_precision: 0.6266 2020-10-24 05:42:41,270 - mmaction - INFO - Epoch [96][20/603] lr: 1.000e-04, eta: 0:57:38, time: 1.523, data_time: 0.800, memory: 5811, loss_cls: 7.1664, loss: 7.1664, grad_norm: 11.6436 2020-10-24 05:43:04,048 - mmaction - INFO - Epoch [96][40/603] lr: 1.000e-04, eta: 0:57:15, time: 1.136, data_time: 0.076, memory: 5811, loss_cls: 6.8446, loss: 6.8446, grad_norm: 11.4257 2020-10-24 05:43:26,453 - mmaction - INFO - Epoch [96][60/603] lr: 1.000e-04, eta: 0:56:52, time: 1.122, data_time: 0.004, memory: 5811, loss_cls: 7.1276, loss: 7.1276, grad_norm: 11.9321 2020-10-24 05:43:48,083 - mmaction - INFO - Epoch [96][80/603] lr: 1.000e-04, eta: 0:56:29, time: 1.081, data_time: 0.004, memory: 5811, loss_cls: 7.1561, loss: 7.1561, grad_norm: 11.7408 2020-10-24 05:44:09,994 - mmaction - INFO - Epoch [96][100/603] lr: 1.000e-04, eta: 0:56:05, time: 1.095, data_time: 0.003, memory: 5811, loss_cls: 7.0425, loss: 7.0425, grad_norm: 11.8315 2020-10-24 05:44:30,930 - mmaction - INFO - Epoch [96][120/603] lr: 1.000e-04, eta: 0:55:42, time: 1.040, data_time: 0.004, memory: 5811, loss_cls: 7.1812, loss: 7.1812, grad_norm: 11.8637 2020-10-24 05:44:51,651 - mmaction - INFO - Epoch [96][140/603] lr: 1.000e-04, eta: 0:55:19, time: 1.042, data_time: 0.014, memory: 5811, loss_cls: 7.0834, loss: 7.0834, grad_norm: 11.6924 2020-10-24 05:45:12,908 - mmaction - INFO - Epoch [96][160/603] lr: 1.000e-04, eta: 0:54:56, time: 1.067, data_time: 0.007, memory: 5811, loss_cls: 7.1961, loss: 7.1961, grad_norm: 11.8764 2020-10-24 05:45:34,487 - mmaction - INFO - Epoch [96][180/603] lr: 1.000e-04, eta: 0:54:33, time: 1.077, data_time: 0.035, memory: 5811, loss_cls: 7.0721, loss: 7.0721, grad_norm: 11.7909 2020-10-24 05:45:55,752 - mmaction - INFO - Epoch [96][200/603] lr: 1.000e-04, eta: 0:54:09, time: 1.064, data_time: 0.009, memory: 5811, loss_cls: 7.1540, loss: 7.1540, grad_norm: 11.6960 2020-10-24 05:46:17,027 - mmaction - INFO - Epoch [96][220/603] lr: 1.000e-04, eta: 0:53:46, time: 1.064, data_time: 0.002, memory: 5811, loss_cls: 7.0938, loss: 7.0938, grad_norm: 11.6645 2020-10-24 05:46:37,893 - mmaction - INFO - Epoch [96][240/603] lr: 1.000e-04, eta: 0:53:23, time: 1.036, data_time: 0.002, memory: 5811, loss_cls: 7.1978, loss: 7.1978, grad_norm: 11.7633 2020-10-24 05:46:59,478 - mmaction - INFO - Epoch [96][260/603] lr: 1.000e-04, eta: 0:53:00, time: 1.084, data_time: 0.013, memory: 5811, loss_cls: 7.0911, loss: 7.0911, grad_norm: 11.7062 2020-10-24 05:47:20,583 - mmaction - INFO - Epoch [96][280/603] lr: 1.000e-04, eta: 0:52:37, time: 1.058, data_time: 0.005, memory: 5811, loss_cls: 7.0692, loss: 7.0692, grad_norm: 11.7960 2020-10-24 05:47:40,894 - mmaction - INFO - Epoch [96][300/603] lr: 1.000e-04, eta: 0:52:14, time: 1.013, data_time: 0.002, memory: 5811, loss_cls: 7.0257, loss: 7.0257, grad_norm: 11.9510 2020-10-24 05:48:02,510 - mmaction - INFO - Epoch [96][320/603] lr: 1.000e-04, eta: 0:51:50, time: 1.084, data_time: 0.006, memory: 5811, loss_cls: 7.1328, loss: 7.1328, grad_norm: 11.6921 2020-10-24 05:48:23,506 - mmaction - INFO - Epoch [96][340/603] lr: 1.000e-04, eta: 0:51:27, time: 1.045, data_time: 0.002, memory: 5811, loss_cls: 7.1834, loss: 7.1834, grad_norm: 11.7716 2020-10-24 05:48:44,691 - mmaction - INFO - Epoch [96][360/603] lr: 1.000e-04, eta: 0:51:04, time: 1.060, data_time: 0.007, memory: 5811, loss_cls: 7.1956, loss: 7.1956, grad_norm: 11.5864 2020-10-24 05:49:05,763 - mmaction - INFO - Epoch [96][380/603] lr: 1.000e-04, eta: 0:50:41, time: 1.058, data_time: 0.007, memory: 5811, loss_cls: 6.9933, loss: 6.9933, grad_norm: 11.6757 2020-10-24 05:49:26,876 - mmaction - INFO - Epoch [96][400/603] lr: 1.000e-04, eta: 0:50:18, time: 1.045, data_time: 0.008, memory: 5811, loss_cls: 7.2189, loss: 7.2189, grad_norm: 11.9458 2020-10-24 05:49:48,222 - mmaction - INFO - Epoch [96][420/603] lr: 1.000e-04, eta: 0:49:55, time: 1.078, data_time: 0.013, memory: 5811, loss_cls: 7.0587, loss: 7.0587, grad_norm: 11.6883 2020-10-24 05:50:08,647 - mmaction - INFO - Epoch [96][440/603] lr: 1.000e-04, eta: 0:49:31, time: 1.010, data_time: 0.002, memory: 5811, loss_cls: 6.9537, loss: 6.9537, grad_norm: 11.3921 2020-10-24 05:50:29,106 - mmaction - INFO - Epoch [96][460/603] lr: 1.000e-04, eta: 0:49:08, time: 1.026, data_time: 0.014, memory: 5811, loss_cls: 7.1648, loss: 7.1648, grad_norm: 11.6484 2020-10-24 05:50:50,477 - mmaction - INFO - Epoch [96][480/603] lr: 1.000e-04, eta: 0:48:45, time: 1.074, data_time: 0.011, memory: 5811, loss_cls: 7.2571, loss: 7.2571, grad_norm: 11.9182 2020-10-24 05:51:11,580 - mmaction - INFO - Epoch [96][500/603] lr: 1.000e-04, eta: 0:48:22, time: 1.054, data_time: 0.006, memory: 5811, loss_cls: 7.2450, loss: 7.2450, grad_norm: 12.0090 2020-10-24 05:51:32,770 - mmaction - INFO - Epoch [96][520/603] lr: 1.000e-04, eta: 0:47:59, time: 1.063, data_time: 0.007, memory: 5811, loss_cls: 7.1720, loss: 7.1720, grad_norm: 11.6022 2020-10-24 05:51:53,567 - mmaction - INFO - Epoch [96][540/603] lr: 1.000e-04, eta: 0:47:35, time: 1.041, data_time: 0.003, memory: 5811, loss_cls: 6.9664, loss: 6.9664, grad_norm: 11.5218 2020-10-24 05:52:14,585 - mmaction - INFO - Epoch [96][560/603] lr: 1.000e-04, eta: 0:47:12, time: 1.049, data_time: 0.002, memory: 5811, loss_cls: 6.9759, loss: 6.9759, grad_norm: 11.5227 2020-10-24 05:52:35,769 - mmaction - INFO - Epoch [96][580/603] lr: 1.000e-04, eta: 0:46:49, time: 1.057, data_time: 0.004, memory: 5811, loss_cls: 7.2761, loss: 7.2761, grad_norm: 11.8545 2020-10-24 05:52:56,988 - mmaction - INFO - Epoch [96][600/603] lr: 1.000e-04, eta: 0:46:26, time: 1.065, data_time: 0.007, memory: 5811, loss_cls: 7.2394, loss: 7.2394, grad_norm: 11.8441 2020-10-24 05:53:32,140 - mmaction - INFO - Epoch [97][20/603] lr: 1.000e-04, eta: 0:46:00, time: 1.618, data_time: 0.676, memory: 5811, loss_cls: 7.1006, loss: 7.1006, grad_norm: 11.6206 2020-10-24 05:53:54,427 - mmaction - INFO - Epoch [97][40/603] lr: 1.000e-04, eta: 0:45:37, time: 1.118, data_time: 0.047, memory: 5811, loss_cls: 7.0349, loss: 7.0349, grad_norm: 11.5592 2020-10-24 05:54:17,764 - mmaction - INFO - Epoch [97][60/603] lr: 1.000e-04, eta: 0:45:14, time: 1.167, data_time: 0.008, memory: 5811, loss_cls: 7.2322, loss: 7.2322, grad_norm: 11.7621 2020-10-24 05:54:39,793 - mmaction - INFO - Epoch [97][80/603] lr: 1.000e-04, eta: 0:44:50, time: 1.098, data_time: 0.003, memory: 5811, loss_cls: 7.1885, loss: 7.1885, grad_norm: 11.6431 2020-10-24 05:55:02,399 - mmaction - INFO - Epoch [97][100/603] lr: 1.000e-04, eta: 0:44:27, time: 1.135, data_time: 0.008, memory: 5811, loss_cls: 7.2538, loss: 7.2538, grad_norm: 11.7057 2020-10-24 05:55:24,313 - mmaction - INFO - Epoch [97][120/603] lr: 1.000e-04, eta: 0:44:04, time: 1.094, data_time: 0.002, memory: 5811, loss_cls: 6.9481, loss: 6.9481, grad_norm: 11.4644 2020-10-24 05:55:46,234 - mmaction - INFO - Epoch [97][140/603] lr: 1.000e-04, eta: 0:43:41, time: 1.098, data_time: 0.004, memory: 5811, loss_cls: 7.1542, loss: 7.1542, grad_norm: 11.7209 2020-10-24 05:56:09,081 - mmaction - INFO - Epoch [97][160/603] lr: 1.000e-04, eta: 0:43:18, time: 1.142, data_time: 0.002, memory: 5811, loss_cls: 7.0522, loss: 7.0522, grad_norm: 11.6306 2020-10-24 05:56:31,747 - mmaction - INFO - Epoch [97][180/603] lr: 1.000e-04, eta: 0:42:55, time: 1.132, data_time: 0.002, memory: 5811, loss_cls: 7.2544, loss: 7.2544, grad_norm: 11.8825 2020-10-24 05:56:53,526 - mmaction - INFO - Epoch [97][200/603] lr: 1.000e-04, eta: 0:42:32, time: 1.087, data_time: 0.005, memory: 5811, loss_cls: 6.9198, loss: 6.9198, grad_norm: 11.5522 2020-10-24 05:57:15,991 - mmaction - INFO - Epoch [97][220/603] lr: 1.000e-04, eta: 0:42:09, time: 1.126, data_time: 0.004, memory: 5811, loss_cls: 7.2126, loss: 7.2126, grad_norm: 11.9252 2020-10-24 05:57:38,570 - mmaction - INFO - Epoch [97][240/603] lr: 1.000e-04, eta: 0:41:46, time: 1.128, data_time: 0.001, memory: 5811, loss_cls: 6.9297, loss: 6.9297, grad_norm: 11.7511 2020-10-24 05:58:01,338 - mmaction - INFO - Epoch [97][260/603] lr: 1.000e-04, eta: 0:41:22, time: 1.133, data_time: 0.002, memory: 5811, loss_cls: 7.3436, loss: 7.3436, grad_norm: 11.9476 2020-10-24 05:58:22,457 - mmaction - INFO - Epoch [97][280/603] lr: 1.000e-04, eta: 0:40:59, time: 1.058, data_time: 0.011, memory: 5811, loss_cls: 7.1206, loss: 7.1206, grad_norm: 11.8120 2020-10-24 05:58:43,558 - mmaction - INFO - Epoch [97][300/603] lr: 1.000e-04, eta: 0:40:36, time: 1.057, data_time: 0.006, memory: 5811, loss_cls: 6.9905, loss: 6.9905, grad_norm: 11.5784 2020-10-24 05:59:04,764 - mmaction - INFO - Epoch [97][320/603] lr: 1.000e-04, eta: 0:40:13, time: 1.056, data_time: 0.005, memory: 5811, loss_cls: 7.3037, loss: 7.3037, grad_norm: 12.0600 2020-10-24 05:59:26,380 - mmaction - INFO - Epoch [97][340/603] lr: 1.000e-04, eta: 0:39:50, time: 1.088, data_time: 0.010, memory: 5811, loss_cls: 7.2042, loss: 7.2042, grad_norm: 11.8143 2020-10-24 05:59:47,468 - mmaction - INFO - Epoch [97][360/603] lr: 1.000e-04, eta: 0:39:27, time: 1.053, data_time: 0.002, memory: 5811, loss_cls: 7.2294, loss: 7.2294, grad_norm: 12.0613 2020-10-24 06:00:08,605 - mmaction - INFO - Epoch [97][380/603] lr: 1.000e-04, eta: 0:39:04, time: 1.056, data_time: 0.002, memory: 5811, loss_cls: 6.8808, loss: 6.8808, grad_norm: 11.6736 2020-10-24 06:00:54,029 - mmaction - INFO - Epoch [97][400/603] lr: 1.000e-04, eta: 0:38:41, time: 2.265, data_time: 0.044, memory: 5811, loss_cls: 7.1282, loss: 7.1282, grad_norm: 11.8948 2020-10-24 06:01:17,407 - mmaction - INFO - Epoch [97][420/603] lr: 1.000e-04, eta: 0:38:18, time: 1.177, data_time: 0.089, memory: 5811, loss_cls: 7.2071, loss: 7.2071, grad_norm: 11.8942 2020-10-24 06:01:39,171 - mmaction - INFO - Epoch [97][440/603] lr: 1.000e-04, eta: 0:37:55, time: 1.085, data_time: 0.001, memory: 5811, loss_cls: 7.2164, loss: 7.2164, grad_norm: 12.0527 2020-10-24 06:02:00,837 - mmaction - INFO - Epoch [97][460/603] lr: 1.000e-04, eta: 0:37:32, time: 1.084, data_time: 0.007, memory: 5811, loss_cls: 7.2150, loss: 7.2150, grad_norm: 11.6255 2020-10-24 06:02:22,173 - mmaction - INFO - Epoch [97][480/603] lr: 1.000e-04, eta: 0:37:09, time: 1.067, data_time: 0.006, memory: 5811, loss_cls: 7.2346, loss: 7.2346, grad_norm: 11.7877 2020-10-24 06:02:43,927 - mmaction - INFO - Epoch [97][500/603] lr: 1.000e-04, eta: 0:36:46, time: 1.089, data_time: 0.004, memory: 5811, loss_cls: 7.2792, loss: 7.2792, grad_norm: 11.7859 2020-10-24 06:03:06,007 - mmaction - INFO - Epoch [97][520/603] lr: 1.000e-04, eta: 0:36:23, time: 1.102, data_time: 0.002, memory: 5811, loss_cls: 7.1451, loss: 7.1451, grad_norm: 11.8074 2020-10-24 06:03:28,128 - mmaction - INFO - Epoch [97][540/603] lr: 1.000e-04, eta: 0:36:00, time: 1.100, data_time: 0.007, memory: 5811, loss_cls: 7.1037, loss: 7.1037, grad_norm: 11.7776 2020-10-24 06:03:49,417 - mmaction - INFO - Epoch [97][560/603] lr: 1.000e-04, eta: 0:35:36, time: 1.071, data_time: 0.012, memory: 5811, loss_cls: 7.0176, loss: 7.0176, grad_norm: 11.7727 2020-10-24 06:04:11,108 - mmaction - INFO - Epoch [97][580/603] lr: 1.000e-04, eta: 0:35:13, time: 1.083, data_time: 0.005, memory: 5811, loss_cls: 7.3419, loss: 7.3419, grad_norm: 11.8629 2020-10-24 06:04:33,158 - mmaction - INFO - Epoch [97][600/603] lr: 1.000e-04, eta: 0:34:50, time: 1.106, data_time: 0.007, memory: 5811, loss_cls: 6.9227, loss: 6.9227, grad_norm: 11.5559 2020-10-24 06:05:46,761 - mmaction - INFO - Epoch [98][20/603] lr: 1.000e-04, eta: 0:34:25, time: 2.894, data_time: 2.092, memory: 5811, loss_cls: 7.1310, loss: 7.1310, grad_norm: 11.6872 2020-10-24 06:06:09,183 - mmaction - INFO - Epoch [98][40/603] lr: 1.000e-04, eta: 0:34:01, time: 1.120, data_time: 0.018, memory: 5811, loss_cls: 7.1333, loss: 7.1333, grad_norm: 11.7920 2020-10-24 06:06:32,388 - mmaction - INFO - Epoch [98][60/603] lr: 1.000e-04, eta: 0:33:38, time: 1.161, data_time: 0.002, memory: 5811, loss_cls: 7.1773, loss: 7.1773, grad_norm: 11.7086 2020-10-24 06:06:55,323 - mmaction - INFO - Epoch [98][80/603] lr: 1.000e-04, eta: 0:33:15, time: 1.144, data_time: 0.002, memory: 5811, loss_cls: 7.2352, loss: 7.2352, grad_norm: 11.7610 2020-10-24 06:07:18,514 - mmaction - INFO - Epoch [98][100/603] lr: 1.000e-04, eta: 0:32:52, time: 1.163, data_time: 0.004, memory: 5811, loss_cls: 7.2025, loss: 7.2025, grad_norm: 11.8178 2020-10-24 06:07:40,733 - mmaction - INFO - Epoch [98][120/603] lr: 1.000e-04, eta: 0:32:29, time: 1.105, data_time: 0.003, memory: 5811, loss_cls: 7.2921, loss: 7.2921, grad_norm: 11.9497 2020-10-24 06:08:02,737 - mmaction - INFO - Epoch [98][140/603] lr: 1.000e-04, eta: 0:32:06, time: 1.101, data_time: 0.010, memory: 5811, loss_cls: 7.1602, loss: 7.1602, grad_norm: 11.7266 2020-10-24 06:08:24,660 - mmaction - INFO - Epoch [98][160/603] lr: 1.000e-04, eta: 0:31:43, time: 1.093, data_time: 0.007, memory: 5811, loss_cls: 7.0802, loss: 7.0802, grad_norm: 11.5281 2020-10-24 06:08:45,786 - mmaction - INFO - Epoch [98][180/603] lr: 1.000e-04, eta: 0:31:20, time: 1.059, data_time: 0.010, memory: 5811, loss_cls: 7.3711, loss: 7.3711, grad_norm: 12.2999 2020-10-24 06:09:08,586 - mmaction - INFO - Epoch [98][200/603] lr: 1.000e-04, eta: 0:30:57, time: 1.144, data_time: 0.007, memory: 5811, loss_cls: 7.0521, loss: 7.0521, grad_norm: 11.5548 2020-10-24 06:09:29,670 - mmaction - INFO - Epoch [98][220/603] lr: 1.000e-04, eta: 0:30:34, time: 1.053, data_time: 0.003, memory: 5811, loss_cls: 7.0689, loss: 7.0689, grad_norm: 11.7465 2020-10-24 06:09:50,723 - mmaction - INFO - Epoch [98][240/603] lr: 1.000e-04, eta: 0:30:10, time: 1.055, data_time: 0.003, memory: 5811, loss_cls: 6.9694, loss: 6.9694, grad_norm: 11.7854 2020-10-24 06:10:12,031 - mmaction - INFO - Epoch [98][260/603] lr: 1.000e-04, eta: 0:29:47, time: 1.065, data_time: 0.001, memory: 5811, loss_cls: 7.2436, loss: 7.2436, grad_norm: 11.9177 2020-10-24 06:10:33,605 - mmaction - INFO - Epoch [98][280/603] lr: 1.000e-04, eta: 0:29:24, time: 1.075, data_time: 0.001, memory: 5811, loss_cls: 6.9694, loss: 6.9694, grad_norm: 11.3139 2020-10-24 06:10:55,658 - mmaction - INFO - Epoch [98][300/603] lr: 1.000e-04, eta: 0:29:01, time: 1.105, data_time: 0.005, memory: 5811, loss_cls: 7.1037, loss: 7.1037, grad_norm: 11.8359 2020-10-24 06:11:17,049 - mmaction - INFO - Epoch [98][320/603] lr: 1.000e-04, eta: 0:28:38, time: 1.067, data_time: 0.004, memory: 5811, loss_cls: 7.1368, loss: 7.1368, grad_norm: 11.8211 2020-10-24 06:11:38,517 - mmaction - INFO - Epoch [98][340/603] lr: 1.000e-04, eta: 0:28:15, time: 1.077, data_time: 0.010, memory: 5811, loss_cls: 7.2794, loss: 7.2794, grad_norm: 11.8765 2020-10-24 06:11:59,152 - mmaction - INFO - Epoch [98][360/603] lr: 1.000e-04, eta: 0:27:52, time: 1.027, data_time: 0.002, memory: 5811, loss_cls: 7.1456, loss: 7.1456, grad_norm: 11.6725 2020-10-24 06:12:20,355 - mmaction - INFO - Epoch [98][380/603] lr: 1.000e-04, eta: 0:27:28, time: 1.064, data_time: 0.008, memory: 5811, loss_cls: 6.9866, loss: 6.9866, grad_norm: 11.4450 2020-10-24 06:12:41,800 - mmaction - INFO - Epoch [98][400/603] lr: 1.000e-04, eta: 0:27:05, time: 1.070, data_time: 0.002, memory: 5811, loss_cls: 6.8780, loss: 6.8780, grad_norm: 11.4963 2020-10-24 06:13:02,364 - mmaction - INFO - Epoch [98][420/603] lr: 1.000e-04, eta: 0:26:42, time: 1.032, data_time: 0.006, memory: 5811, loss_cls: 7.2346, loss: 7.2346, grad_norm: 11.9016 2020-10-24 06:13:24,279 - mmaction - INFO - Epoch [98][440/603] lr: 1.000e-04, eta: 0:26:19, time: 1.093, data_time: 0.001, memory: 5811, loss_cls: 7.2024, loss: 7.2024, grad_norm: 11.8019 2020-10-24 06:13:45,690 - mmaction - INFO - Epoch [98][460/603] lr: 1.000e-04, eta: 0:25:56, time: 1.070, data_time: 0.004, memory: 5811, loss_cls: 7.1766, loss: 7.1766, grad_norm: 12.2018 2020-10-24 06:14:06,622 - mmaction - INFO - Epoch [98][480/603] lr: 1.000e-04, eta: 0:25:33, time: 1.046, data_time: 0.004, memory: 5811, loss_cls: 6.9752, loss: 6.9752, grad_norm: 11.6024 2020-10-24 06:14:28,040 - mmaction - INFO - Epoch [98][500/603] lr: 1.000e-04, eta: 0:25:10, time: 1.069, data_time: 0.006, memory: 5811, loss_cls: 6.9462, loss: 6.9462, grad_norm: 11.5105 2020-10-24 06:14:48,694 - mmaction - INFO - Epoch [98][520/603] lr: 1.000e-04, eta: 0:24:47, time: 1.038, data_time: 0.006, memory: 5811, loss_cls: 7.2822, loss: 7.2822, grad_norm: 11.8262 2020-10-24 06:15:10,006 - mmaction - INFO - Epoch [98][540/603] lr: 1.000e-04, eta: 0:24:24, time: 1.065, data_time: 0.004, memory: 5811, loss_cls: 6.9715, loss: 6.9715, grad_norm: 11.7206 2020-10-24 06:15:31,367 - mmaction - INFO - Epoch [98][560/603] lr: 1.000e-04, eta: 0:24:00, time: 1.066, data_time: 0.002, memory: 5811, loss_cls: 7.3534, loss: 7.3534, grad_norm: 12.1072 2020-10-24 06:15:52,862 - mmaction - INFO - Epoch [98][580/603] lr: 1.000e-04, eta: 0:23:37, time: 1.073, data_time: 0.005, memory: 5811, loss_cls: 7.3167, loss: 7.3167, grad_norm: 11.9613 2020-10-24 06:16:13,711 - mmaction - INFO - Epoch [98][600/603] lr: 1.000e-04, eta: 0:23:14, time: 1.047, data_time: 0.006, memory: 5811, loss_cls: 7.1069, loss: 7.1069, grad_norm: 11.6831 2020-10-24 06:16:44,313 - mmaction - INFO - Epoch [99][20/603] lr: 1.000e-04, eta: 0:22:48, time: 1.428, data_time: 0.696, memory: 5811, loss_cls: 7.0606, loss: 7.0606, grad_norm: 11.6678 2020-10-24 06:17:07,143 - mmaction - INFO - Epoch [99][40/603] lr: 1.000e-04, eta: 0:22:25, time: 1.139, data_time: 0.501, memory: 5811, loss_cls: 7.3379, loss: 7.3379, grad_norm: 11.9020 2020-10-24 06:17:30,669 - mmaction - INFO - Epoch [99][60/603] lr: 1.000e-04, eta: 0:22:02, time: 1.177, data_time: 0.416, memory: 5811, loss_cls: 7.1830, loss: 7.1830, grad_norm: 11.9750 2020-10-24 06:17:54,971 - mmaction - INFO - Epoch [99][80/603] lr: 1.000e-04, eta: 0:21:39, time: 1.205, data_time: 0.213, memory: 5811, loss_cls: 7.3027, loss: 7.3027, grad_norm: 11.6935 2020-10-24 06:18:17,082 - mmaction - INFO - Epoch [99][100/603] lr: 1.000e-04, eta: 0:21:15, time: 1.116, data_time: 0.029, memory: 5811, loss_cls: 7.2335, loss: 7.2335, grad_norm: 11.7441 2020-10-24 06:18:39,496 - mmaction - INFO - Epoch [99][120/603] lr: 1.000e-04, eta: 0:20:52, time: 1.119, data_time: 0.002, memory: 5811, loss_cls: 6.9655, loss: 6.9655, grad_norm: 11.4530 2020-10-24 06:19:02,221 - mmaction - INFO - Epoch [99][140/603] lr: 1.000e-04, eta: 0:20:29, time: 1.136, data_time: 0.005, memory: 5811, loss_cls: 7.0105, loss: 7.0105, grad_norm: 11.6120 2020-10-24 06:19:23,636 - mmaction - INFO - Epoch [99][160/603] lr: 1.000e-04, eta: 0:20:06, time: 1.074, data_time: 0.004, memory: 5811, loss_cls: 7.2426, loss: 7.2426, grad_norm: 11.7094 2020-10-24 06:19:44,998 - mmaction - INFO - Epoch [99][180/603] lr: 1.000e-04, eta: 0:19:43, time: 1.068, data_time: 0.003, memory: 5811, loss_cls: 7.3412, loss: 7.3412, grad_norm: 12.0803 2020-10-24 06:20:06,653 - mmaction - INFO - Epoch [99][200/603] lr: 1.000e-04, eta: 0:19:20, time: 1.082, data_time: 0.003, memory: 5811, loss_cls: 7.0932, loss: 7.0932, grad_norm: 11.7018 2020-10-24 06:20:28,470 - mmaction - INFO - Epoch [99][220/603] lr: 1.000e-04, eta: 0:18:57, time: 1.089, data_time: 0.003, memory: 5811, loss_cls: 7.2167, loss: 7.2167, grad_norm: 11.7261 2020-10-24 06:20:49,598 - mmaction - INFO - Epoch [99][240/603] lr: 1.000e-04, eta: 0:18:34, time: 1.052, data_time: 0.004, memory: 5811, loss_cls: 7.0783, loss: 7.0783, grad_norm: 11.8276 2020-10-24 06:21:11,051 - mmaction - INFO - Epoch [99][260/603] lr: 1.000e-04, eta: 0:18:11, time: 1.074, data_time: 0.011, memory: 5811, loss_cls: 7.0025, loss: 7.0025, grad_norm: 11.4269 2020-10-24 06:21:32,157 - mmaction - INFO - Epoch [99][280/603] lr: 1.000e-04, eta: 0:17:48, time: 1.058, data_time: 0.007, memory: 5811, loss_cls: 7.0322, loss: 7.0322, grad_norm: 11.8338 2020-10-24 06:21:53,767 - mmaction - INFO - Epoch [99][300/603] lr: 1.000e-04, eta: 0:17:24, time: 1.083, data_time: 0.006, memory: 5811, loss_cls: 7.2251, loss: 7.2251, grad_norm: 11.8592 2020-10-24 06:22:15,495 - mmaction - INFO - Epoch [99][320/603] lr: 1.000e-04, eta: 0:17:01, time: 1.085, data_time: 0.001, memory: 5811, loss_cls: 6.8098, loss: 6.8098, grad_norm: 11.5685 2020-10-24 06:22:37,409 - mmaction - INFO - Epoch [99][340/603] lr: 1.000e-04, eta: 0:16:38, time: 1.098, data_time: 0.006, memory: 5811, loss_cls: 7.0264, loss: 7.0264, grad_norm: 11.7225 2020-10-24 06:22:58,330 - mmaction - INFO - Epoch [99][360/603] lr: 1.000e-04, eta: 0:16:15, time: 1.044, data_time: 0.004, memory: 5811, loss_cls: 6.8432, loss: 6.8432, grad_norm: 11.6227 2020-10-24 06:23:19,311 - mmaction - INFO - Epoch [99][380/603] lr: 1.000e-04, eta: 0:15:52, time: 1.049, data_time: 0.004, memory: 5811, loss_cls: 7.0512, loss: 7.0512, grad_norm: 11.7760 2020-10-24 06:23:40,687 - mmaction - INFO - Epoch [99][400/603] lr: 1.000e-04, eta: 0:15:29, time: 1.062, data_time: 0.003, memory: 5811, loss_cls: 7.0949, loss: 7.0949, grad_norm: 11.7884 2020-10-24 06:24:01,268 - mmaction - INFO - Epoch [99][420/603] lr: 1.000e-04, eta: 0:15:06, time: 1.035, data_time: 0.012, memory: 5811, loss_cls: 7.2045, loss: 7.2045, grad_norm: 12.0192 2020-10-24 06:24:22,754 - mmaction - INFO - Epoch [99][440/603] lr: 1.000e-04, eta: 0:14:43, time: 1.073, data_time: 0.005, memory: 5811, loss_cls: 7.2556, loss: 7.2556, grad_norm: 11.9984 2020-10-24 06:24:44,085 - mmaction - INFO - Epoch [99][460/603] lr: 1.000e-04, eta: 0:14:20, time: 1.061, data_time: 0.005, memory: 5811, loss_cls: 7.0947, loss: 7.0947, grad_norm: 11.6666 2020-10-24 06:25:05,266 - mmaction - INFO - Epoch [99][480/603] lr: 1.000e-04, eta: 0:13:57, time: 1.059, data_time: 0.012, memory: 5811, loss_cls: 7.2789, loss: 7.2789, grad_norm: 11.9220 2020-10-24 06:25:27,271 - mmaction - INFO - Epoch [99][500/603] lr: 1.000e-04, eta: 0:13:34, time: 1.109, data_time: 0.013, memory: 5811, loss_cls: 6.9434, loss: 6.9434, grad_norm: 11.5876 2020-10-24 06:25:49,007 - mmaction - INFO - Epoch [99][520/603] lr: 1.000e-04, eta: 0:13:11, time: 1.076, data_time: 0.002, memory: 5811, loss_cls: 7.0984, loss: 7.0984, grad_norm: 11.6725 2020-10-24 06:26:09,914 - mmaction - INFO - Epoch [99][540/603] lr: 1.000e-04, eta: 0:12:47, time: 1.056, data_time: 0.013, memory: 5811, loss_cls: 6.8223, loss: 6.8223, grad_norm: 11.5044 2020-10-24 06:26:31,823 - mmaction - INFO - Epoch [99][560/603] lr: 1.000e-04, eta: 0:12:24, time: 1.087, data_time: 0.003, memory: 5811, loss_cls: 7.1040, loss: 7.1040, grad_norm: 11.9599 2020-10-24 06:26:52,702 - mmaction - INFO - Epoch [99][580/603] lr: 1.000e-04, eta: 0:12:01, time: 1.045, data_time: 0.011, memory: 5811, loss_cls: 7.2517, loss: 7.2517, grad_norm: 11.9899 2020-10-24 06:27:13,552 - mmaction - INFO - Epoch [99][600/603] lr: 1.000e-04, eta: 0:11:38, time: 1.051, data_time: 0.010, memory: 5811, loss_cls: 7.2250, loss: 7.2250, grad_norm: 11.7285 2020-10-24 06:27:49,213 - mmaction - INFO - Epoch [100][20/603] lr: 1.000e-04, eta: 0:11:12, time: 1.648, data_time: 0.742, memory: 5811, loss_cls: 7.3227, loss: 7.3227, grad_norm: 12.0348 2020-10-24 06:28:12,930 - mmaction - INFO - Epoch [100][40/603] lr: 1.000e-04, eta: 0:10:49, time: 1.182, data_time: 0.062, memory: 5811, loss_cls: 7.3241, loss: 7.3241, grad_norm: 12.1055 2020-10-24 06:28:35,620 - mmaction - INFO - Epoch [100][60/603] lr: 1.000e-04, eta: 0:10:26, time: 1.137, data_time: 0.009, memory: 5811, loss_cls: 7.1013, loss: 7.1013, grad_norm: 11.7385 2020-10-24 06:28:58,201 - mmaction - INFO - Epoch [100][80/603] lr: 1.000e-04, eta: 0:10:03, time: 1.127, data_time: 0.003, memory: 5811, loss_cls: 7.0794, loss: 7.0794, grad_norm: 11.7959 2020-10-24 06:29:20,465 - mmaction - INFO - Epoch [100][100/603] lr: 1.000e-04, eta: 0:09:39, time: 1.111, data_time: 0.005, memory: 5811, loss_cls: 7.1445, loss: 7.1445, grad_norm: 11.8272 2020-10-24 06:29:42,018 - mmaction - INFO - Epoch [100][120/603] lr: 1.000e-04, eta: 0:09:16, time: 1.078, data_time: 0.006, memory: 5811, loss_cls: 7.0930, loss: 7.0930, grad_norm: 11.9099 2020-10-24 06:30:03,418 - mmaction - INFO - Epoch [100][140/603] lr: 1.000e-04, eta: 0:08:53, time: 1.074, data_time: 0.006, memory: 5811, loss_cls: 7.2299, loss: 7.2299, grad_norm: 11.9125 2020-10-24 06:30:25,315 - mmaction - INFO - Epoch [100][160/603] lr: 1.000e-04, eta: 0:08:30, time: 1.086, data_time: 0.002, memory: 5811, loss_cls: 7.2657, loss: 7.2657, grad_norm: 11.7822 2020-10-24 06:30:46,612 - mmaction - INFO - Epoch [100][180/603] lr: 1.000e-04, eta: 0:08:07, time: 1.074, data_time: 0.012, memory: 5811, loss_cls: 7.2047, loss: 7.2047, grad_norm: 11.8757 2020-10-24 06:31:08,035 - mmaction - INFO - Epoch [100][200/603] lr: 1.000e-04, eta: 0:07:44, time: 1.072, data_time: 0.004, memory: 5811, loss_cls: 7.1218, loss: 7.1218, grad_norm: 12.1018 2020-10-24 06:31:28,922 - mmaction - INFO - Epoch [100][220/603] lr: 1.000e-04, eta: 0:07:21, time: 1.039, data_time: 0.002, memory: 5811, loss_cls: 6.9985, loss: 6.9985, grad_norm: 11.7418 2020-10-24 06:31:50,772 - mmaction - INFO - Epoch [100][240/603] lr: 1.000e-04, eta: 0:06:58, time: 1.097, data_time: 0.008, memory: 5811, loss_cls: 6.9156, loss: 6.9156, grad_norm: 11.5257 2020-10-24 06:32:12,357 - mmaction - INFO - Epoch [100][260/603] lr: 1.000e-04, eta: 0:06:35, time: 1.080, data_time: 0.003, memory: 5811, loss_cls: 6.9197, loss: 6.9197, grad_norm: 11.5641 2020-10-24 06:32:33,148 - mmaction - INFO - Epoch [100][280/603] lr: 1.000e-04, eta: 0:06:12, time: 1.039, data_time: 0.002, memory: 5811, loss_cls: 6.9012, loss: 6.9012, grad_norm: 11.5232 2020-10-24 06:32:54,177 - mmaction - INFO - Epoch [100][300/603] lr: 1.000e-04, eta: 0:05:49, time: 1.047, data_time: 0.005, memory: 5811, loss_cls: 7.2920, loss: 7.2920, grad_norm: 11.8672 2020-10-24 06:33:15,636 - mmaction - INFO - Epoch [100][320/603] lr: 1.000e-04, eta: 0:05:26, time: 1.067, data_time: 0.008, memory: 5811, loss_cls: 7.1877, loss: 7.1877, grad_norm: 11.8801 2020-10-24 06:33:37,039 - mmaction - INFO - Epoch [100][340/603] lr: 1.000e-04, eta: 0:05:03, time: 1.082, data_time: 0.015, memory: 5811, loss_cls: 6.8498, loss: 6.8498, grad_norm: 11.4403 2020-10-24 06:33:58,666 - mmaction - INFO - Epoch [100][360/603] lr: 1.000e-04, eta: 0:04:40, time: 1.078, data_time: 0.004, memory: 5811, loss_cls: 7.2318, loss: 7.2318, grad_norm: 11.9515 2020-10-24 06:34:19,247 - mmaction - INFO - Epoch [100][380/603] lr: 1.000e-04, eta: 0:04:17, time: 1.031, data_time: 0.006, memory: 5811, loss_cls: 7.1744, loss: 7.1744, grad_norm: 11.7622 2020-10-24 06:34:40,109 - mmaction - INFO - Epoch [100][400/603] lr: 1.000e-04, eta: 0:03:53, time: 1.042, data_time: 0.002, memory: 5811, loss_cls: 7.0016, loss: 7.0016, grad_norm: 11.6450 2020-10-24 06:35:02,520 - mmaction - INFO - Epoch [100][420/603] lr: 1.000e-04, eta: 0:03:30, time: 1.120, data_time: 0.004, memory: 5811, loss_cls: 6.8396, loss: 6.8396, grad_norm: 11.5294 2020-10-24 06:35:23,527 - mmaction - INFO - Epoch [100][440/603] lr: 1.000e-04, eta: 0:03:07, time: 1.049, data_time: 0.008, memory: 5811, loss_cls: 7.0459, loss: 7.0459, grad_norm: 11.7682 2020-10-24 06:35:44,530 - mmaction - INFO - Epoch [100][460/603] lr: 1.000e-04, eta: 0:02:44, time: 1.053, data_time: 0.008, memory: 5811, loss_cls: 7.4553, loss: 7.4553, grad_norm: 12.1535 2020-10-24 06:36:05,731 - mmaction - INFO - Epoch [100][480/603] lr: 1.000e-04, eta: 0:02:21, time: 1.054, data_time: 0.001, memory: 5811, loss_cls: 7.0170, loss: 7.0170, grad_norm: 11.8146 2020-10-24 06:36:27,041 - mmaction - INFO - Epoch [100][500/603] lr: 1.000e-04, eta: 0:01:58, time: 1.072, data_time: 0.009, memory: 5811, loss_cls: 7.2745, loss: 7.2745, grad_norm: 12.0018 2020-10-24 06:36:47,869 - mmaction - INFO - Epoch [100][520/603] lr: 1.000e-04, eta: 0:01:35, time: 1.041, data_time: 0.002, memory: 5811, loss_cls: 7.0536, loss: 7.0536, grad_norm: 11.8031 2020-10-24 06:37:08,987 - mmaction - INFO - Epoch [100][540/603] lr: 1.000e-04, eta: 0:01:12, time: 1.050, data_time: 0.004, memory: 5811, loss_cls: 7.0133, loss: 7.0133, grad_norm: 11.7225 2020-10-24 06:37:30,442 - mmaction - INFO - Epoch [100][560/603] lr: 1.000e-04, eta: 0:00:49, time: 1.076, data_time: 0.005, memory: 5811, loss_cls: 7.2394, loss: 7.2394, grad_norm: 11.9684 2020-10-24 06:37:52,128 - mmaction - INFO - Epoch [100][580/603] lr: 1.000e-04, eta: 0:00:26, time: 1.085, data_time: 0.004, memory: 5811, loss_cls: 7.2251, loss: 7.2251, grad_norm: 11.9425 2020-10-24 06:38:12,408 - mmaction - INFO - Epoch [100][600/603] lr: 1.000e-04, eta: 0:00:03, time: 1.014, data_time: 0.002, memory: 5811, loss_cls: 7.1470, loss: 7.1470, grad_norm: 11.9682 2020-10-24 06:38:15,653 - mmaction - INFO - Saving checkpoint at 100 epochs 2020-10-24 06:39:11,676 - mmaction - INFO - Evaluating mean_average_precision... 2020-10-24 06:39:11,892 - mmaction - INFO - mean_average_precision 0.6257 2020-10-24 06:39:11,895 - mmaction - INFO - Epoch(val) [100][603] mean_average_precision: 0.6257