2020-07-25 03:13:27,012 - mmaction - INFO - Environment info: ------------------------------------------------------------ sys.platform: linux Python: 3.6.8 |Anaconda, Inc.| (default, Dec 30 2018, 01:22:34) [GCC 7.3.0] CUDA available: True CUDA_HOME: /mnt/lustre/share/cuda-9.0 NVCC: Cuda compilation tools, release 9.0, V9.0.176 GPU 0,1,2,3,4,5,6,7: GeForce GTX 1080 Ti GCC: gcc (GCC) 4.8.5 20150623 (Red Hat 4.8.5-4) PyTorch: 1.3.0 PyTorch compiling details: PyTorch built with: - GCC 4.8 - Intel(R) Math Kernel Library Version 2019.0.4 Product Build 20190411 for Intel(R) 64 architecture applications - Intel(R) MKL-DNN v0.20.5 (Git Hash 0125f28c61c1f822fd48570b4c1066f96fcb9b2e) - OpenMP 201107 (a.k.a. OpenMP 3.1) - NNPACK is enabled - CUDA Runtime 9.0 - NVCC architecture flags: -gencode;arch=compute_52,code=sm_52;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_61,code=sm_61;-gencode;arch=compute_70,code=sm_70 - CuDNN 7.6 - Magma 2.5.0 - Build settings: BLAS=MKL, BUILD_NAMEDTENSOR=OFF, BUILD_TYPE=Release, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -fopenmp -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -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=ON, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, USE_STATIC_DISPATCH=OFF, TorchVision: 0.2.2 OpenCV: 4.2.0 MMCV: 1.0.2 MMAction2: 0.1.0+269057f ------------------------------------------------------------ 2020-07-25 03:13:27,013 - mmaction - INFO - Distributed training: True 2020-07-25 03:13:27,013 - mmaction - INFO - Config: /mnt/lustre/linjintao/mmaction2/slurm_configs/recognition/tsn/tsn_r50_256p_1x1x3_100e_kinetics400_rgb.py # model settings model = dict( type='Recognizer2D', backbone=dict( type='ResNet', pretrained='torchvision://resnet50', depth=50, norm_eval=False), cls_head=dict( type='TSNHead', num_classes=400, in_channels=2048, spatial_type='avg', consensus=dict(type='AvgConsensus', dim=1), dropout_ratio=0.4, init_std=0.01)) # model training and testing settings train_cfg = None test_cfg = dict(average_clips=None) # dataset settings dataset_type = 'RawframeDataset' data_root = 'data/kinetics400/rawframes_train_256p' data_root_val = 'data/kinetics400/rawframes_val_256p' ann_file_train = 'data/kinetics400/kinetics_train_list_256p.txt' ann_file_val = 'data/kinetics400/kinetics_val_list_256p.txt' ann_file_test = 'data/kinetics400/kinetics_val_list_256p.txt' img_norm_cfg = dict( mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_bgr=False) mc_cfg = dict( server_list_cfg='/mnt/lustre/share/memcached_client/server_list.conf', client_cfg='/mnt/lustre/share/memcached_client/client.conf', sys_path='/mnt/lustre/share/pymc/py3') train_pipeline = [ dict(type='SampleFrames', clip_len=1, frame_interval=1, num_clips=3), dict(type='FrameSelector', io_backend='memcached', **mc_cfg), dict(type='Resize', scale=(-1, 256)), dict( type='MultiScaleCrop', input_size=224, scales=(1, 0.875, 0.75, 0.66), random_crop=False, max_wh_scale_gap=1), 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=3, test_mode=True), dict(type='FrameSelector', io_backend='memcached', **mc_cfg), dict(type='Resize', scale=(-1, 256)), dict(type='CenterCrop', crop_size=224), dict(type='Flip', flip_ratio=0), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='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='FrameSelector', io_backend='memcached', **mc_cfg), dict(type='Resize', scale=(-1, 256)), dict(type='TenCrop', crop_size=224), 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=4, train=dict( type=dataset_type, ann_file=ann_file_train, data_prefix=data_root, pipeline=train_pipeline), val=dict( type=dataset_type, ann_file=ann_file_val, data_prefix=data_root_val, pipeline=val_pipeline), test=dict( type=dataset_type, ann_file=ann_file_test, data_prefix=data_root_val, pipeline=test_pipeline)) # optimizer optimizer = dict( type='SGD', lr=0.01, momentum=0.9, weight_decay=0.0001) # this lr is used for 8 gpus optimizer_config = dict(grad_clip=dict(max_norm=40, norm_type=2)) # learning policy lr_config = dict(policy='step', step=[40, 80]) total_epochs = 100 checkpoint_config = dict(interval=1) evaluation = dict( interval=5, metrics=['top_k_accuracy', 'mean_class_accuracy'], topk=(1, 5)) log_config = dict( interval=20, hooks=[ dict(type='TextLoggerHook'), # dict(type='TensorboardLoggerHook'), ]) # runtime settings dist_params = dict(backend='nccl') log_level = 'INFO' work_dir = './work_dirs/tsn_r50_256p_1x1x3_100e_kinetics400_rgb/' load_from = None resume_from = None workflow = [('train', 1)] 2020-07-25 03:13:42,898 - mmaction - INFO - These parameters in pretrained checkpoint are not loaded: {'fc.weight', 'fc.bias'} 2020-07-25 03:13:45,608 - mmaction - INFO - Start running, host: linjintao@SH-IDC1-10-5-30-84, work_dir: /mnt/lustre/linjintao/mmaction2/workdir/tsn_r50_256p_1x1x3_100e_kinetics400_rgb_8g 2020-07-25 03:13:45,608 - mmaction - INFO - workflow: [('train', 1)], max: 100 epochs 2020-07-25 03:14:27,712 - mmaction - INFO - Epoch [1][20/940] lr: 1.000e-02, eta: 2 days, 6:50:21, time: 2.101, data_time: 0.698, memory: 8343, top1_acc: 0.0066, top5_acc: 0.0271, loss_cls: 5.9548, loss: 5.9548, grad_norm: 2.2856 2020-07-25 03:14:46,733 - mmaction - INFO - Epoch [1][40/940] lr: 1.000e-02, eta: 1 day, 15:51:09, time: 0.953, data_time: 0.006, memory: 8343, top1_acc: 0.0307, top5_acc: 0.0910, loss_cls: 5.7152, loss: 5.7152, grad_norm: 2.3624 2020-07-25 03:15:05,600 - mmaction - INFO - Epoch [1][60/940] lr: 1.000e-02, eta: 1 day, 10:46:13, time: 0.944, data_time: 0.003, memory: 8343, top1_acc: 0.0592, top5_acc: 0.1674, loss_cls: 5.3939, loss: 5.3939, grad_norm: 2.5240 2020-07-25 03:15:24,312 - mmaction - INFO - Epoch [1][80/940] lr: 1.000e-02, eta: 1 day, 8:09:21, time: 0.933, data_time: 0.003, memory: 8343, top1_acc: 0.1002, top5_acc: 0.2529, loss_cls: 4.9877, loss: 4.9877, grad_norm: 2.6353 2020-07-25 03:15:41,572 - mmaction - INFO - Epoch [1][100/940] lr: 1.000e-02, eta: 1 day, 6:13:47, time: 0.865, data_time: 0.007, memory: 8343, top1_acc: 0.1174, top5_acc: 0.2867, loss_cls: 4.7267, loss: 4.7267, grad_norm: 2.7144 2020-07-25 03:16:01,573 - mmaction - INFO - Epoch [1][120/940] lr: 1.000e-02, eta: 1 day, 5:32:02, time: 1.000, data_time: 0.008, memory: 8343, top1_acc: 0.1389, top5_acc: 0.3426, loss_cls: 4.4319, loss: 4.4319, grad_norm: 2.7941 2020-07-25 03:16:21,349 - mmaction - INFO - Epoch [1][140/940] lr: 1.000e-02, eta: 1 day, 4:59:37, time: 0.989, data_time: 0.004, memory: 8343, top1_acc: 0.1539, top5_acc: 0.3672, loss_cls: 4.2781, loss: 4.2781, grad_norm: 2.8650 2020-07-25 03:16:41,560 - mmaction - INFO - Epoch [1][160/940] lr: 1.000e-02, eta: 1 day, 4:38:07, time: 1.004, data_time: 0.010, memory: 8343, top1_acc: 0.1693, top5_acc: 0.3834, loss_cls: 4.1451, loss: 4.1451, grad_norm: 2.9231 2020-07-25 03:17:04,643 - mmaction - INFO - Epoch [1][180/940] lr: 1.000e-02, eta: 1 day, 4:48:52, time: 1.163, data_time: 0.010, memory: 8343, top1_acc: 0.1840, top5_acc: 0.4178, loss_cls: 3.9978, loss: 3.9978, grad_norm: 2.9694 2020-07-25 03:17:30,465 - mmaction - INFO - Epoch [1][200/940] lr: 1.000e-02, eta: 1 day, 5:17:21, time: 1.290, data_time: 0.002, memory: 8343, top1_acc: 0.2037, top5_acc: 0.4354, loss_cls: 3.9113, loss: 3.9113, grad_norm: 3.0370 2020-07-25 03:17:55,178 - mmaction - INFO - Epoch [1][220/940] lr: 1.000e-02, eta: 1 day, 5:32:55, time: 1.236, data_time: 0.008, memory: 8343, top1_acc: 0.2076, top5_acc: 0.4447, loss_cls: 3.8267, loss: 3.8267, grad_norm: 3.0956 2020-07-25 03:18:19,101 - mmaction - INFO - Epoch [1][240/940] lr: 1.000e-02, eta: 1 day, 5:40:10, time: 1.193, data_time: 0.008, memory: 8343, top1_acc: 0.2283, top5_acc: 0.4721, loss_cls: 3.7383, loss: 3.7383, grad_norm: 3.1109 2020-07-25 03:18:42,872 - mmaction - INFO - Epoch [1][260/940] lr: 1.000e-02, eta: 1 day, 5:46:04, time: 1.191, data_time: 0.008, memory: 8343, top1_acc: 0.2371, top5_acc: 0.4799, loss_cls: 3.6668, loss: 3.6668, grad_norm: 3.1970 2020-07-25 03:19:06,644 - mmaction - INFO - Epoch [1][280/940] lr: 1.000e-02, eta: 1 day, 5:49:35, time: 1.178, data_time: 0.004, memory: 8343, top1_acc: 0.2332, top5_acc: 0.4783, loss_cls: 3.6369, loss: 3.6369, grad_norm: 3.2608 2020-07-25 03:19:31,738 - mmaction - INFO - Epoch [1][300/940] lr: 1.000e-02, eta: 1 day, 6:01:41, time: 1.266, data_time: 0.013, memory: 8343, top1_acc: 0.2437, top5_acc: 0.5021, loss_cls: 3.5858, loss: 3.5858, grad_norm: 3.2944 2020-07-25 03:19:57,487 - mmaction - INFO - Epoch [1][320/940] lr: 1.000e-02, eta: 1 day, 6:14:06, time: 1.285, data_time: 0.006, memory: 8343, top1_acc: 0.2488, top5_acc: 0.5074, loss_cls: 3.5157, loss: 3.5157, grad_norm: 3.2641 2020-07-25 03:20:23,308 - mmaction - INFO - Epoch [1][340/940] lr: 1.000e-02, eta: 1 day, 6:25:47, time: 1.293, data_time: 0.005, memory: 8343, top1_acc: 0.2701, top5_acc: 0.5334, loss_cls: 3.4126, loss: 3.4126, grad_norm: 3.3461 2020-07-25 03:20:47,549 - mmaction - INFO - Epoch [1][360/940] lr: 1.000e-02, eta: 1 day, 6:29:06, time: 1.212, data_time: 0.008, memory: 8343, top1_acc: 0.2686, top5_acc: 0.5379, loss_cls: 3.3969, loss: 3.3969, grad_norm: 3.3647 2020-07-25 03:21:13,200 - mmaction - INFO - Epoch [1][380/940] lr: 1.000e-02, eta: 1 day, 6:37:31, time: 1.279, data_time: 0.007, memory: 8343, top1_acc: 0.2701, top5_acc: 0.5262, loss_cls: 3.3768, loss: 3.3768, grad_norm: 3.4184 2020-07-25 03:21:37,950 - mmaction - INFO - Epoch [1][400/940] lr: 1.000e-02, eta: 1 day, 6:42:00, time: 1.240, data_time: 0.015, memory: 8343, top1_acc: 0.2867, top5_acc: 0.5490, loss_cls: 3.2970, loss: 3.2970, grad_norm: 3.4682 2020-07-25 03:22:03,930 - mmaction - INFO - Epoch [1][420/940] lr: 1.000e-02, eta: 1 day, 6:49:52, time: 1.292, data_time: 0.039, memory: 8343, top1_acc: 0.2785, top5_acc: 0.5484, loss_cls: 3.3312, loss: 3.3312, grad_norm: 3.5044 2020-07-25 03:22:32,260 - mmaction - INFO - Epoch [1][440/940] lr: 1.000e-02, eta: 1 day, 7:06:18, time: 1.424, data_time: 0.012, memory: 8343, top1_acc: 0.2900, top5_acc: 0.5473, loss_cls: 3.2698, loss: 3.2698, grad_norm: 3.5138 2020-07-25 03:22:55,413 - mmaction - INFO - Epoch [1][460/940] lr: 1.000e-02, eta: 1 day, 7:03:13, time: 1.157, data_time: 0.002, memory: 8343, top1_acc: 0.2896, top5_acc: 0.5682, loss_cls: 3.2405, loss: 3.2405, grad_norm: 3.5345 2020-07-25 03:23:21,505 - mmaction - INFO - Epoch [1][480/940] lr: 1.000e-02, eta: 1 day, 7:09:54, time: 1.304, data_time: 0.008, memory: 8343, top1_acc: 0.3004, top5_acc: 0.5736, loss_cls: 3.1887, loss: 3.1887, grad_norm: 3.5373 2020-07-25 03:23:48,069 - mmaction - INFO - Epoch [1][500/940] lr: 1.000e-02, eta: 1 day, 7:17:26, time: 1.327, data_time: 0.018, memory: 8343, top1_acc: 0.3016, top5_acc: 0.5682, loss_cls: 3.2007, loss: 3.2007, grad_norm: 3.5849 2020-07-25 03:24:14,133 - mmaction - INFO - Epoch [1][520/940] lr: 1.000e-02, eta: 1 day, 7:23:03, time: 1.305, data_time: 0.004, memory: 8343, top1_acc: 0.2975, top5_acc: 0.5785, loss_cls: 3.1645, loss: 3.1645, grad_norm: 3.6456 2020-07-25 03:24:40,776 - mmaction - INFO - Epoch [1][540/940] lr: 1.000e-02, eta: 1 day, 7:29:23, time: 1.325, data_time: 0.008, memory: 8343, top1_acc: 0.3154, top5_acc: 0.5730, loss_cls: 3.1371, loss: 3.1371, grad_norm: 3.6433 2020-07-25 03:25:05,158 - mmaction - INFO - Epoch [1][560/940] lr: 1.000e-02, eta: 1 day, 7:29:41, time: 1.226, data_time: 0.010, memory: 8343, top1_acc: 0.3141, top5_acc: 0.5822, loss_cls: 3.1157, loss: 3.1157, grad_norm: 3.6314 2020-07-25 03:25:31,928 - mmaction - INFO - Epoch [1][580/940] lr: 1.000e-02, eta: 1 day, 7:36:00, time: 1.339, data_time: 0.002, memory: 8343, top1_acc: 0.3100, top5_acc: 0.5789, loss_cls: 3.1232, loss: 3.1232, grad_norm: 3.6974 2020-07-25 03:25:57,656 - mmaction - INFO - Epoch [1][600/940] lr: 1.000e-02, eta: 1 day, 7:39:08, time: 1.286, data_time: 0.002, memory: 8343, top1_acc: 0.3113, top5_acc: 0.5730, loss_cls: 3.1385, loss: 3.1385, grad_norm: 3.7917 2020-07-25 03:26:23,239 - mmaction - INFO - Epoch [1][620/940] lr: 1.000e-02, eta: 1 day, 7:41:44, time: 1.280, data_time: 0.002, memory: 8343, top1_acc: 0.3191, top5_acc: 0.5863, loss_cls: 3.0927, loss: 3.0927, grad_norm: 3.7356 2020-07-25 03:26:49,741 - mmaction - INFO - Epoch [1][640/940] lr: 1.000e-02, eta: 1 day, 7:45:56, time: 1.317, data_time: 0.003, memory: 8343, top1_acc: 0.3363, top5_acc: 0.6096, loss_cls: 2.9877, loss: 2.9877, grad_norm: 3.7214 2020-07-25 03:27:14,768 - mmaction - INFO - Epoch [1][660/940] lr: 1.000e-02, eta: 1 day, 7:47:09, time: 1.259, data_time: 0.011, memory: 8343, top1_acc: 0.3297, top5_acc: 0.5928, loss_cls: 3.0180, loss: 3.0180, grad_norm: 3.7807 2020-07-25 03:27:40,351 - mmaction - INFO - Epoch [1][680/940] lr: 1.000e-02, eta: 1 day, 7:49:09, time: 1.279, data_time: 0.008, memory: 8343, top1_acc: 0.3236, top5_acc: 0.5893, loss_cls: 3.0505, loss: 3.0505, grad_norm: 3.8160 2020-07-25 03:28:06,719 - mmaction - INFO - Epoch [1][700/940] lr: 1.000e-02, eta: 1 day, 7:52:41, time: 1.316, data_time: 0.008, memory: 8343, top1_acc: 0.3420, top5_acc: 0.6064, loss_cls: 2.9691, loss: 2.9691, grad_norm: 3.7475 2020-07-25 03:28:31,058 - mmaction - INFO - Epoch [1][720/940] lr: 1.000e-02, eta: 1 day, 7:51:46, time: 1.218, data_time: 0.008, memory: 8343, top1_acc: 0.3398, top5_acc: 0.5963, loss_cls: 3.0093, loss: 3.0093, grad_norm: 3.7719 2020-07-25 03:28:57,316 - mmaction - INFO - Epoch [1][740/940] lr: 1.000e-02, eta: 1 day, 7:54:32, time: 1.305, data_time: 0.007, memory: 8343, top1_acc: 0.3434, top5_acc: 0.6055, loss_cls: 2.9748, loss: 2.9748, grad_norm: 3.8098 2020-07-25 03:29:22,258 - mmaction - INFO - Epoch [1][760/940] lr: 1.000e-02, eta: 1 day, 7:55:08, time: 1.256, data_time: 0.012, memory: 8343, top1_acc: 0.3266, top5_acc: 0.6010, loss_cls: 3.0276, loss: 3.0276, grad_norm: 3.8427 2020-07-25 03:29:48,744 - mmaction - INFO - Epoch [1][780/940] lr: 1.000e-02, eta: 1 day, 7:58:01, time: 1.315, data_time: 0.005, memory: 8343, top1_acc: 0.3316, top5_acc: 0.6012, loss_cls: 3.0007, loss: 3.0007, grad_norm: 3.8995 2020-07-25 03:30:12,441 - mmaction - INFO - Epoch [1][800/940] lr: 1.000e-02, eta: 1 day, 7:56:02, time: 1.194, data_time: 0.012, memory: 8343, top1_acc: 0.3357, top5_acc: 0.6170, loss_cls: 2.9430, loss: 2.9430, grad_norm: 3.9203 2020-07-25 03:30:36,215 - mmaction - INFO - Epoch [1][820/940] lr: 1.000e-02, eta: 1 day, 7:53:54, time: 1.188, data_time: 0.001, memory: 8343, top1_acc: 0.3449, top5_acc: 0.6199, loss_cls: 2.9231, loss: 2.9231, grad_norm: 3.8818 2020-07-25 03:31:01,858 - mmaction - INFO - Epoch [1][840/940] lr: 1.000e-02, eta: 1 day, 7:55:13, time: 1.279, data_time: 0.008, memory: 8343, top1_acc: 0.3506, top5_acc: 0.6182, loss_cls: 2.9253, loss: 2.9253, grad_norm: 3.8859 2020-07-25 03:31:27,043 - mmaction - INFO - Epoch [1][860/940] lr: 1.000e-02, eta: 1 day, 7:55:51, time: 1.262, data_time: 0.008, memory: 8343, top1_acc: 0.3602, top5_acc: 0.6221, loss_cls: 2.8995, loss: 2.8995, grad_norm: 3.8972 2020-07-25 03:31:52,091 - mmaction - INFO - Epoch [1][880/940] lr: 1.000e-02, eta: 1 day, 7:55:41, time: 1.241, data_time: 0.008, memory: 8343, top1_acc: 0.3590, top5_acc: 0.6221, loss_cls: 2.8970, loss: 2.8970, grad_norm: 3.9369 2020-07-25 03:32:17,300 - mmaction - INFO - Epoch [1][900/940] lr: 1.000e-02, eta: 1 day, 7:56:35, time: 1.272, data_time: 0.014, memory: 8343, top1_acc: 0.3506, top5_acc: 0.6186, loss_cls: 2.8795, loss: 2.8795, grad_norm: 3.9386 2020-07-25 03:32:42,255 - mmaction - INFO - Epoch [1][920/940] lr: 1.000e-02, eta: 1 day, 7:56:33, time: 1.247, data_time: 0.007, memory: 8343, top1_acc: 0.3488, top5_acc: 0.6217, loss_cls: 2.8988, loss: 2.8988, grad_norm: 3.9795 2020-07-25 03:33:04,153 - mmaction - INFO - Epoch [1][940/940] lr: 1.000e-02, eta: 1 day, 7:51:31, time: 1.095, data_time: 0.003, memory: 8343, top1_acc: 0.3421, top5_acc: 0.6098, loss_cls: 2.9099, loss: 2.9099, grad_norm: 3.9906 2020-07-25 03:33:04,651 - mmaction - INFO - Saving checkpoint at 1 epochs 2020-07-25 03:33:35,447 - mmaction - INFO - Epoch [2][20/940] lr: 1.000e-02, eta: 1 day, 8:00:10, time: 1.513, data_time: 0.855, memory: 8343, top1_acc: 0.3615, top5_acc: 0.6258, loss_cls: 2.8414, loss: 2.8414, grad_norm: 4.0025 2020-07-25 03:33:58,264 - mmaction - INFO - Epoch [2][40/940] lr: 1.000e-02, eta: 1 day, 7:56:38, time: 1.140, data_time: 0.147, memory: 8343, top1_acc: 0.3678, top5_acc: 0.6436, loss_cls: 2.7989, loss: 2.7989, grad_norm: 3.9725 2020-07-25 03:34:20,139 - mmaction - INFO - Epoch [2][60/940] lr: 1.000e-02, eta: 1 day, 7:51:53, time: 1.096, data_time: 0.005, memory: 8343, top1_acc: 0.3574, top5_acc: 0.6354, loss_cls: 2.8415, loss: 2.8415, grad_norm: 4.0104 2020-07-25 03:34:42,129 - mmaction - INFO - Epoch [2][80/940] lr: 1.000e-02, eta: 1 day, 7:47:17, time: 1.096, data_time: 0.006, memory: 8343, top1_acc: 0.3686, top5_acc: 0.6307, loss_cls: 2.8180, loss: 2.8180, grad_norm: 3.9971 2020-07-25 03:35:04,235 - mmaction - INFO - Epoch [2][100/940] lr: 1.000e-02, eta: 1 day, 7:43:15, time: 1.109, data_time: 0.008, memory: 8343, top1_acc: 0.3760, top5_acc: 0.6346, loss_cls: 2.7807, loss: 2.7807, grad_norm: 3.9773 2020-07-25 03:35:27,306 - mmaction - INFO - Epoch [2][120/940] lr: 1.000e-02, eta: 1 day, 7:40:38, time: 1.153, data_time: 0.002, memory: 8343, top1_acc: 0.3682, top5_acc: 0.6305, loss_cls: 2.8429, loss: 2.8429, grad_norm: 4.0311 2020-07-25 03:35:48,207 - mmaction - INFO - Epoch [2][140/940] lr: 1.000e-02, eta: 1 day, 7:35:00, time: 1.045, data_time: 0.003, memory: 8343, top1_acc: 0.3713, top5_acc: 0.6342, loss_cls: 2.7894, loss: 2.7894, grad_norm: 4.0845 2020-07-25 03:36:10,584 - mmaction - INFO - Epoch [2][160/940] lr: 1.000e-02, eta: 1 day, 7:31:39, time: 1.119, data_time: 0.004, memory: 8343, top1_acc: 0.3701, top5_acc: 0.6393, loss_cls: 2.8066, loss: 2.8066, grad_norm: 4.1009 2020-07-25 03:36:33,243 - mmaction - INFO - Epoch [2][180/940] lr: 1.000e-02, eta: 1 day, 7:28:42, time: 1.130, data_time: 0.008, memory: 8343, top1_acc: 0.3693, top5_acc: 0.6424, loss_cls: 2.7969, loss: 2.7969, grad_norm: 4.1097 2020-07-25 03:36:54,489 - mmaction - INFO - Epoch [2][200/940] lr: 1.000e-02, eta: 1 day, 7:24:06, time: 1.065, data_time: 0.007, memory: 8343, top1_acc: 0.3832, top5_acc: 0.6340, loss_cls: 2.7955, loss: 2.7955, grad_norm: 4.0435 2020-07-25 03:37:16,610 - mmaction - INFO - Epoch [2][220/940] lr: 1.000e-02, eta: 1 day, 7:20:44, time: 1.106, data_time: 0.009, memory: 8343, top1_acc: 0.3807, top5_acc: 0.6453, loss_cls: 2.7511, loss: 2.7511, grad_norm: 4.0664 2020-07-25 03:37:38,604 - mmaction - INFO - Epoch [2][240/940] lr: 1.000e-02, eta: 1 day, 7:17:17, time: 1.099, data_time: 0.010, memory: 8343, top1_acc: 0.3799, top5_acc: 0.6375, loss_cls: 2.7776, loss: 2.7776, grad_norm: 4.0752 2020-07-25 03:37:59,449 - mmaction - INFO - Epoch [2][260/940] lr: 1.000e-02, eta: 1 day, 7:12:16, time: 1.035, data_time: 0.008, memory: 8343, top1_acc: 0.3775, top5_acc: 0.6482, loss_cls: 2.7764, loss: 2.7764, grad_norm: 4.1358 2020-07-25 03:38:22,091 - mmaction - INFO - Epoch [2][280/940] lr: 1.000e-02, eta: 1 day, 7:10:05, time: 1.140, data_time: 0.011, memory: 8343, top1_acc: 0.3904, top5_acc: 0.6408, loss_cls: 2.7468, loss: 2.7468, grad_norm: 4.1148 2020-07-25 03:38:43,953 - mmaction - INFO - Epoch [2][300/940] lr: 1.000e-02, eta: 1 day, 7:06:42, time: 1.090, data_time: 0.009, memory: 8343, top1_acc: 0.3754, top5_acc: 0.6480, loss_cls: 2.7239, loss: 2.7239, grad_norm: 4.1068 2020-07-25 03:39:05,569 - mmaction - INFO - Epoch [2][320/940] lr: 1.000e-02, eta: 1 day, 7:03:13, time: 1.082, data_time: 0.006, memory: 8343, top1_acc: 0.3846, top5_acc: 0.6430, loss_cls: 2.7522, loss: 2.7522, grad_norm: 4.1048 2020-07-25 03:39:28,077 - mmaction - INFO - Epoch [2][340/940] lr: 1.000e-02, eta: 1 day, 7:00:51, time: 1.124, data_time: 0.007, memory: 8343, top1_acc: 0.3854, top5_acc: 0.6447, loss_cls: 2.7560, loss: 2.7560, grad_norm: 4.1643 2020-07-25 03:39:49,625 - mmaction - INFO - Epoch [2][360/940] lr: 1.000e-02, eta: 1 day, 6:57:29, time: 1.079, data_time: 0.006, memory: 8343, top1_acc: 0.3900, top5_acc: 0.6502, loss_cls: 2.7093, loss: 2.7093, grad_norm: 4.0652 2020-07-25 03:40:12,873 - mmaction - INFO - Epoch [2][380/940] lr: 1.000e-02, eta: 1 day, 6:55:57, time: 1.154, data_time: 0.009, memory: 8343, top1_acc: 0.3838, top5_acc: 0.6469, loss_cls: 2.7331, loss: 2.7331, grad_norm: 4.1663 2020-07-25 03:40:37,131 - mmaction - INFO - Epoch [2][400/940] lr: 1.000e-02, eta: 1 day, 6:56:02, time: 1.223, data_time: 0.013, memory: 8343, top1_acc: 0.3846, top5_acc: 0.6496, loss_cls: 2.7137, loss: 2.7137, grad_norm: 4.1859 2020-07-25 03:40:57,873 - mmaction - INFO - Epoch [2][420/940] lr: 1.000e-02, eta: 1 day, 6:51:41, time: 1.028, data_time: 0.007, memory: 8343, top1_acc: 0.3779, top5_acc: 0.6379, loss_cls: 2.7529, loss: 2.7529, grad_norm: 4.1716 2020-07-25 03:41:20,501 - mmaction - INFO - Epoch [2][440/940] lr: 1.000e-02, eta: 1 day, 6:49:57, time: 1.140, data_time: 0.023, memory: 8343, top1_acc: 0.3799, top5_acc: 0.6562, loss_cls: 2.6899, loss: 2.6899, grad_norm: 4.1860 2020-07-25 03:41:44,679 - mmaction - INFO - Epoch [2][460/940] lr: 1.000e-02, eta: 1 day, 6:46:16, time: 1.049, data_time: 0.023, memory: 8343, top1_acc: 0.3812, top5_acc: 0.6518, loss_cls: 2.7434, loss: 2.7434, grad_norm: 4.1933 2020-07-25 03:42:07,864 - mmaction - INFO - Epoch [2][480/940] lr: 1.000e-02, eta: 1 day, 6:48:31, time: 1.318, data_time: 0.163, memory: 8343, top1_acc: 0.3848, top5_acc: 0.6484, loss_cls: 2.7150, loss: 2.7150, grad_norm: 4.1723 2020-07-25 03:42:29,312 - mmaction - INFO - Epoch [2][500/940] lr: 1.000e-02, eta: 1 day, 6:45:25, time: 1.072, data_time: 0.003, memory: 8343, top1_acc: 0.3891, top5_acc: 0.6465, loss_cls: 2.6994, loss: 2.6994, grad_norm: 4.2373 2020-07-25 03:42:52,980 - mmaction - INFO - Epoch [2][520/940] lr: 1.000e-02, eta: 1 day, 6:44:47, time: 1.185, data_time: 0.010, memory: 8343, top1_acc: 0.3867, top5_acc: 0.6572, loss_cls: 2.6843, loss: 2.6843, grad_norm: 4.1881 2020-07-25 03:43:18,172 - mmaction - INFO - Epoch [2][540/940] lr: 1.000e-02, eta: 1 day, 6:45:38, time: 1.256, data_time: 0.009, memory: 8343, top1_acc: 0.3967, top5_acc: 0.6656, loss_cls: 2.6612, loss: 2.6612, grad_norm: 4.1866 2020-07-25 03:43:39,432 - mmaction - INFO - Epoch [2][560/940] lr: 1.000e-02, eta: 1 day, 6:42:32, time: 1.065, data_time: 0.009, memory: 8343, top1_acc: 0.3947, top5_acc: 0.6566, loss_cls: 2.6784, loss: 2.6784, grad_norm: 4.2328 2020-07-25 03:44:01,977 - mmaction - INFO - Epoch [2][580/940] lr: 1.000e-02, eta: 1 day, 6:40:34, time: 1.118, data_time: 0.008, memory: 8343, top1_acc: 0.3922, top5_acc: 0.6605, loss_cls: 2.6724, loss: 2.6724, grad_norm: 4.2462 2020-07-25 03:44:23,168 - mmaction - INFO - Epoch [2][600/940] lr: 1.000e-02, eta: 1 day, 6:37:41, time: 1.070, data_time: 0.022, memory: 8343, top1_acc: 0.3869, top5_acc: 0.6531, loss_cls: 2.7156, loss: 2.7156, grad_norm: 4.3298 2020-07-25 03:44:46,181 - mmaction - INFO - Epoch [2][620/940] lr: 1.000e-02, eta: 1 day, 6:36:26, time: 1.149, data_time: 0.007, memory: 8343, top1_acc: 0.3883, top5_acc: 0.6596, loss_cls: 2.6832, loss: 2.6832, grad_norm: 4.2411 2020-07-25 03:45:08,510 - mmaction - INFO - Epoch [2][640/940] lr: 1.000e-02, eta: 1 day, 6:34:33, time: 1.116, data_time: 0.004, memory: 8343, top1_acc: 0.3854, top5_acc: 0.6518, loss_cls: 2.7083, loss: 2.7083, grad_norm: 4.3181 2020-07-25 03:45:30,031 - mmaction - INFO - Epoch [2][660/940] lr: 1.000e-02, eta: 1 day, 6:31:58, time: 1.077, data_time: 0.003, memory: 8343, top1_acc: 0.3811, top5_acc: 0.6570, loss_cls: 2.7033, loss: 2.7033, grad_norm: 4.2882 2020-07-25 03:45:51,933 - mmaction - INFO - Epoch [2][680/940] lr: 1.000e-02, eta: 1 day, 6:29:46, time: 1.095, data_time: 0.061, memory: 8343, top1_acc: 0.3992, top5_acc: 0.6656, loss_cls: 2.6479, loss: 2.6479, grad_norm: 4.2247 2020-07-25 03:46:13,753 - mmaction - INFO - Epoch [2][700/940] lr: 1.000e-02, eta: 1 day, 6:27:32, time: 1.090, data_time: 0.020, memory: 8343, top1_acc: 0.3980, top5_acc: 0.6582, loss_cls: 2.6721, loss: 2.6721, grad_norm: 4.3379 2020-07-25 03:46:35,680 - mmaction - INFO - Epoch [2][720/940] lr: 1.000e-02, eta: 1 day, 6:25:28, time: 1.098, data_time: 0.005, memory: 8343, top1_acc: 0.3980, top5_acc: 0.6537, loss_cls: 2.6610, loss: 2.6610, grad_norm: 4.2726 2020-07-25 03:46:56,947 - mmaction - INFO - Epoch [2][740/940] lr: 1.000e-02, eta: 1 day, 6:22:43, time: 1.057, data_time: 0.007, memory: 8343, top1_acc: 0.4014, top5_acc: 0.6523, loss_cls: 2.6819, loss: 2.6819, grad_norm: 4.2527 2020-07-25 03:47:18,224 - mmaction - INFO - Epoch [2][760/940] lr: 1.000e-02, eta: 1 day, 6:20:14, time: 1.069, data_time: 0.009, memory: 8343, top1_acc: 0.4033, top5_acc: 0.6662, loss_cls: 2.6482, loss: 2.6482, grad_norm: 4.2710 2020-07-25 03:47:40,307 - mmaction - INFO - Epoch [2][780/940] lr: 1.000e-02, eta: 1 day, 6:18:17, time: 1.097, data_time: 0.008, memory: 8343, top1_acc: 0.3982, top5_acc: 0.6602, loss_cls: 2.6613, loss: 2.6613, grad_norm: 4.3130 2020-07-25 03:48:02,501 - mmaction - INFO - Epoch [2][800/940] lr: 1.000e-02, eta: 1 day, 6:16:46, time: 1.119, data_time: 0.012, memory: 8343, top1_acc: 0.4055, top5_acc: 0.6670, loss_cls: 2.6269, loss: 2.6269, grad_norm: 4.2801 2020-07-25 03:48:23,413 - mmaction - INFO - Epoch [2][820/940] lr: 1.000e-02, eta: 1 day, 6:13:56, time: 1.042, data_time: 0.007, memory: 8343, top1_acc: 0.4010, top5_acc: 0.6557, loss_cls: 2.6549, loss: 2.6549, grad_norm: 4.2496 2020-07-25 03:48:46,750 - mmaction - INFO - Epoch [2][840/940] lr: 1.000e-02, eta: 1 day, 6:13:22, time: 1.170, data_time: 0.009, memory: 8343, top1_acc: 0.3971, top5_acc: 0.6637, loss_cls: 2.6413, loss: 2.6413, grad_norm: 4.2829 2020-07-25 03:49:07,442 - mmaction - INFO - Epoch [2][860/940] lr: 1.000e-02, eta: 1 day, 6:10:20, time: 1.025, data_time: 0.007, memory: 8343, top1_acc: 0.3873, top5_acc: 0.6580, loss_cls: 2.6663, loss: 2.6663, grad_norm: 4.2442 2020-07-25 03:49:28,843 - mmaction - INFO - Epoch [2][880/940] lr: 1.000e-02, eta: 1 day, 6:08:17, time: 1.080, data_time: 0.013, memory: 8343, top1_acc: 0.4018, top5_acc: 0.6615, loss_cls: 2.6452, loss: 2.6452, grad_norm: 4.3132 2020-07-25 03:49:50,442 - mmaction - INFO - Epoch [2][900/940] lr: 1.000e-02, eta: 1 day, 6:06:05, time: 1.068, data_time: 0.005, memory: 8343, top1_acc: 0.4064, top5_acc: 0.6662, loss_cls: 2.6294, loss: 2.6294, grad_norm: 4.3486 2020-07-25 03:50:10,791 - mmaction - INFO - Epoch [2][920/940] lr: 1.000e-02, eta: 1 day, 6:03:14, time: 1.027, data_time: 0.065, memory: 8343, top1_acc: 0.4105, top5_acc: 0.6674, loss_cls: 2.6213, loss: 2.6213, grad_norm: 4.2985 2020-07-25 03:50:31,115 - mmaction - INFO - Epoch [2][940/940] lr: 1.000e-02, eta: 1 day, 6:00:17, time: 1.018, data_time: 0.033, memory: 8343, top1_acc: 0.4057, top5_acc: 0.6593, loss_cls: 2.6408, loss: 2.6408, grad_norm: 4.3282 2020-07-25 03:50:31,501 - mmaction - INFO - Saving checkpoint at 2 epochs 2020-07-25 03:51:02,251 - mmaction - INFO - Epoch [3][20/940] lr: 1.000e-02, eta: 1 day, 6:05:29, time: 1.518, data_time: 0.836, memory: 8343, top1_acc: 0.4076, top5_acc: 0.6721, loss_cls: 2.5964, loss: 2.5964, grad_norm: 4.2870 2020-07-25 03:51:25,127 - mmaction - INFO - Epoch [3][40/940] lr: 1.000e-02, eta: 1 day, 6:04:30, time: 1.139, data_time: 0.242, memory: 8343, top1_acc: 0.4051, top5_acc: 0.6680, loss_cls: 2.6097, loss: 2.6097, grad_norm: 4.3258 2020-07-25 03:51:45,906 - mmaction - INFO - Epoch [3][60/940] lr: 1.000e-02, eta: 1 day, 6:02:00, time: 1.043, data_time: 0.007, memory: 8343, top1_acc: 0.4068, top5_acc: 0.6795, loss_cls: 2.5681, loss: 2.5681, grad_norm: 4.3114 2020-07-25 03:52:07,265 - mmaction - INFO - Epoch [3][80/940] lr: 1.000e-02, eta: 1 day, 5:59:58, time: 1.069, data_time: 0.003, memory: 8343, top1_acc: 0.4242, top5_acc: 0.6895, loss_cls: 2.5216, loss: 2.5216, grad_norm: 4.2474 2020-07-25 03:52:30,772 - mmaction - INFO - Epoch [3][100/940] lr: 1.000e-02, eta: 1 day, 5:59:34, time: 1.173, data_time: 0.007, memory: 8343, top1_acc: 0.4084, top5_acc: 0.6627, loss_cls: 2.6296, loss: 2.6296, grad_norm: 4.3181 2020-07-25 03:52:50,865 - mmaction - INFO - Epoch [3][120/940] lr: 1.000e-02, eta: 1 day, 5:56:35, time: 1.004, data_time: 0.004, memory: 8343, top1_acc: 0.4076, top5_acc: 0.6730, loss_cls: 2.6104, loss: 2.6104, grad_norm: 4.3655 2020-07-25 03:53:12,551 - mmaction - INFO - Epoch [3][140/940] lr: 1.000e-02, eta: 1 day, 5:54:52, time: 1.084, data_time: 0.009, memory: 8343, top1_acc: 0.4111, top5_acc: 0.6807, loss_cls: 2.5559, loss: 2.5559, grad_norm: 4.3123 2020-07-25 03:53:32,545 - mmaction - INFO - Epoch [3][160/940] lr: 1.000e-02, eta: 1 day, 5:51:57, time: 1.002, data_time: 0.006, memory: 8343, top1_acc: 0.4172, top5_acc: 0.6838, loss_cls: 2.5585, loss: 2.5585, grad_norm: 4.2993 2020-07-25 03:53:52,978 - mmaction - INFO - Epoch [3][180/940] lr: 1.000e-02, eta: 1 day, 5:49:18, time: 1.018, data_time: 0.003, memory: 8343, top1_acc: 0.4359, top5_acc: 0.6848, loss_cls: 2.5122, loss: 2.5122, grad_norm: 4.2554 2020-07-25 03:54:14,104 - mmaction - INFO - Epoch [3][200/940] lr: 1.000e-02, eta: 1 day, 5:47:19, time: 1.059, data_time: 0.015, memory: 8343, top1_acc: 0.4279, top5_acc: 0.6879, loss_cls: 2.5112, loss: 2.5112, grad_norm: 4.2883 2020-07-25 03:54:35,178 - mmaction - INFO - Epoch [3][220/940] lr: 1.000e-02, eta: 1 day, 5:45:10, time: 1.045, data_time: 0.007, memory: 8343, top1_acc: 0.4064, top5_acc: 0.6674, loss_cls: 2.5887, loss: 2.5887, grad_norm: 4.3570 2020-07-25 03:54:57,544 - mmaction - INFO - Epoch [3][240/940] lr: 1.000e-02, eta: 1 day, 5:44:13, time: 1.126, data_time: 0.012, memory: 8343, top1_acc: 0.4277, top5_acc: 0.6842, loss_cls: 2.5361, loss: 2.5361, grad_norm: 4.3250 2020-07-25 03:55:16,980 - mmaction - INFO - Epoch [3][260/940] lr: 1.000e-02, eta: 1 day, 5:40:57, time: 0.964, data_time: 0.003, memory: 8343, top1_acc: 0.4180, top5_acc: 0.6785, loss_cls: 2.5499, loss: 2.5499, grad_norm: 4.3081 2020-07-25 03:55:38,448 - mmaction - INFO - Epoch [3][280/940] lr: 1.000e-02, eta: 1 day, 5:39:23, time: 1.081, data_time: 0.011, memory: 8343, top1_acc: 0.4172, top5_acc: 0.6748, loss_cls: 2.5371, loss: 2.5371, grad_norm: 4.3817 2020-07-25 03:55:59,769 - mmaction - INFO - Epoch [3][300/940] lr: 1.000e-02, eta: 1 day, 5:37:39, time: 1.066, data_time: 0.007, memory: 8343, top1_acc: 0.4205, top5_acc: 0.6844, loss_cls: 2.5350, loss: 2.5350, grad_norm: 4.4104 2020-07-25 03:56:22,015 - mmaction - INFO - Epoch [3][320/940] lr: 1.000e-02, eta: 1 day, 5:36:35, time: 1.112, data_time: 0.002, memory: 8343, top1_acc: 0.4146, top5_acc: 0.6752, loss_cls: 2.5550, loss: 2.5550, grad_norm: 4.3475 2020-07-25 03:56:42,104 - mmaction - INFO - Epoch [3][340/940] lr: 1.000e-02, eta: 1 day, 5:34:01, time: 1.004, data_time: 0.007, memory: 8343, top1_acc: 0.4182, top5_acc: 0.6863, loss_cls: 2.5152, loss: 2.5152, grad_norm: 4.3380 2020-07-25 03:57:01,301 - mmaction - INFO - Epoch [3][360/940] lr: 1.000e-02, eta: 1 day, 5:30:49, time: 0.954, data_time: 0.009, memory: 8343, top1_acc: 0.4328, top5_acc: 0.7000, loss_cls: 2.4832, loss: 2.4832, grad_norm: 4.4363 2020-07-25 03:57:21,680 - mmaction - INFO - Epoch [3][380/940] lr: 1.000e-02, eta: 1 day, 5:28:39, time: 1.026, data_time: 0.010, memory: 8343, top1_acc: 0.4143, top5_acc: 0.6816, loss_cls: 2.5415, loss: 2.5415, grad_norm: 4.3882 2020-07-25 03:57:42,334 - mmaction - INFO - Epoch [3][400/940] lr: 1.000e-02, eta: 1 day, 5:26:36, time: 1.033, data_time: 0.002, memory: 8343, top1_acc: 0.4305, top5_acc: 0.6947, loss_cls: 2.4851, loss: 2.4851, grad_norm: 4.3743 2020-07-25 03:58:04,600 - mmaction - INFO - Epoch [3][420/940] lr: 1.000e-02, eta: 1 day, 5:25:32, time: 1.105, data_time: 0.007, memory: 8343, top1_acc: 0.4172, top5_acc: 0.6857, loss_cls: 2.5279, loss: 2.5279, grad_norm: 4.4552 2020-07-25 03:58:25,064 - mmaction - INFO - Epoch [3][440/940] lr: 1.000e-02, eta: 1 day, 5:23:30, time: 1.030, data_time: 0.011, memory: 8343, top1_acc: 0.4260, top5_acc: 0.6826, loss_cls: 2.5161, loss: 2.5161, grad_norm: 4.4236 2020-07-25 03:58:46,292 - mmaction - INFO - Epoch [3][460/940] lr: 1.000e-02, eta: 1 day, 5:21:53, time: 1.060, data_time: 0.010, memory: 8343, top1_acc: 0.4326, top5_acc: 0.6963, loss_cls: 2.4876, loss: 2.4876, grad_norm: 4.3790 2020-07-25 03:59:06,950 - mmaction - INFO - Epoch [3][480/940] lr: 1.000e-02, eta: 1 day, 5:19:59, time: 1.035, data_time: 0.006, memory: 8343, top1_acc: 0.4197, top5_acc: 0.6867, loss_cls: 2.5106, loss: 2.5106, grad_norm: 4.4513 2020-07-25 03:59:27,096 - mmaction - INFO - Epoch [3][500/940] lr: 1.000e-02, eta: 1 day, 5:17:44, time: 1.008, data_time: 0.009, memory: 8343, top1_acc: 0.4174, top5_acc: 0.6775, loss_cls: 2.5536, loss: 2.5536, grad_norm: 4.4549 2020-07-25 03:59:49,643 - mmaction - INFO - Epoch [3][520/940] lr: 1.000e-02, eta: 1 day, 5:17:00, time: 1.124, data_time: 0.008, memory: 8343, top1_acc: 0.4230, top5_acc: 0.6775, loss_cls: 2.5686, loss: 2.5686, grad_norm: 4.4064 2020-07-25 04:00:10,849 - mmaction - INFO - Epoch [3][540/940] lr: 1.000e-02, eta: 1 day, 5:15:29, time: 1.061, data_time: 0.009, memory: 8343, top1_acc: 0.4199, top5_acc: 0.6768, loss_cls: 2.5679, loss: 2.5679, grad_norm: 4.4436 2020-07-25 04:00:32,482 - mmaction - INFO - Epoch [3][560/940] lr: 1.000e-02, eta: 1 day, 5:14:14, time: 1.080, data_time: 0.006, memory: 8343, top1_acc: 0.4160, top5_acc: 0.6752, loss_cls: 2.5453, loss: 2.5453, grad_norm: 4.4665 2020-07-25 04:00:55,280 - mmaction - INFO - Epoch [3][580/940] lr: 1.000e-02, eta: 1 day, 5:13:41, time: 1.137, data_time: 0.010, memory: 8343, top1_acc: 0.4123, top5_acc: 0.6807, loss_cls: 2.5279, loss: 2.5279, grad_norm: 4.4045 2020-07-25 04:01:16,341 - mmaction - INFO - Epoch [3][600/940] lr: 1.000e-02, eta: 1 day, 5:12:12, time: 1.060, data_time: 0.010, memory: 8343, top1_acc: 0.4277, top5_acc: 0.6869, loss_cls: 2.5174, loss: 2.5174, grad_norm: 4.3813 2020-07-25 04:01:36,043 - mmaction - INFO - Epoch [3][620/940] lr: 1.000e-02, eta: 1 day, 5:09:50, time: 0.985, data_time: 0.009, memory: 8343, top1_acc: 0.4225, top5_acc: 0.6873, loss_cls: 2.5544, loss: 2.5544, grad_norm: 4.4057 2020-07-25 04:01:58,043 - mmaction - INFO - Epoch [3][640/940] lr: 1.000e-02, eta: 1 day, 5:08:52, time: 1.099, data_time: 0.049, memory: 8343, top1_acc: 0.4242, top5_acc: 0.6867, loss_cls: 2.5066, loss: 2.5066, grad_norm: 4.4423 2020-07-25 04:02:19,412 - mmaction - INFO - Epoch [3][660/940] lr: 1.000e-02, eta: 1 day, 5:07:33, time: 1.069, data_time: 0.011, memory: 8343, top1_acc: 0.4227, top5_acc: 0.6770, loss_cls: 2.5455, loss: 2.5455, grad_norm: 4.4342 2020-07-25 04:02:40,486 - mmaction - INFO - Epoch [3][680/940] lr: 1.000e-02, eta: 1 day, 5:06:04, time: 1.054, data_time: 0.023, memory: 8343, top1_acc: 0.4188, top5_acc: 0.6756, loss_cls: 2.5546, loss: 2.5546, grad_norm: 4.3970 2020-07-25 04:03:02,711 - mmaction - INFO - Epoch [3][700/940] lr: 1.000e-02, eta: 1 day, 5:05:11, time: 1.104, data_time: 0.009, memory: 8343, top1_acc: 0.4293, top5_acc: 0.6852, loss_cls: 2.5090, loss: 2.5090, grad_norm: 4.4039 2020-07-25 04:03:27,506 - mmaction - INFO - Epoch [3][720/940] lr: 1.000e-02, eta: 1 day, 5:05:58, time: 1.245, data_time: 0.137, memory: 8343, top1_acc: 0.4301, top5_acc: 0.6814, loss_cls: 2.5273, loss: 2.5273, grad_norm: 4.4600 2020-07-25 04:03:51,205 - mmaction - INFO - Epoch [3][740/940] lr: 1.000e-02, eta: 1 day, 5:05:57, time: 1.178, data_time: 0.026, memory: 8343, top1_acc: 0.4299, top5_acc: 0.6789, loss_cls: 2.5219, loss: 2.5219, grad_norm: 4.4623 2020-07-25 04:04:11,967 - mmaction - INFO - Epoch [3][760/940] lr: 1.000e-02, eta: 1 day, 5:04:25, time: 1.045, data_time: 0.064, memory: 8343, top1_acc: 0.4314, top5_acc: 0.6830, loss_cls: 2.5111, loss: 2.5111, grad_norm: 4.4516 2020-07-25 04:04:33,973 - mmaction - INFO - Epoch [3][780/940] lr: 1.000e-02, eta: 1 day, 5:03:26, time: 1.093, data_time: 0.235, memory: 8343, top1_acc: 0.4293, top5_acc: 0.6936, loss_cls: 2.4631, loss: 2.4631, grad_norm: 4.4272 2020-07-25 04:04:55,692 - mmaction - INFO - Epoch [3][800/940] lr: 1.000e-02, eta: 1 day, 5:02:27, time: 1.093, data_time: 0.039, memory: 8343, top1_acc: 0.4246, top5_acc: 0.6900, loss_cls: 2.5031, loss: 2.5031, grad_norm: 4.4843 2020-07-25 04:05:15,537 - mmaction - INFO - Epoch [3][820/940] lr: 1.000e-02, eta: 1 day, 5:00:21, time: 0.993, data_time: 0.014, memory: 8343, top1_acc: 0.4260, top5_acc: 0.6924, loss_cls: 2.5083, loss: 2.5083, grad_norm: 4.4817 2020-07-25 04:05:36,381 - mmaction - INFO - Epoch [3][840/940] lr: 1.000e-02, eta: 1 day, 4:58:50, time: 1.042, data_time: 0.020, memory: 8343, top1_acc: 0.4104, top5_acc: 0.6691, loss_cls: 2.5726, loss: 2.5726, grad_norm: 4.5341 2020-07-25 04:05:56,861 - mmaction - INFO - Epoch [3][860/940] lr: 1.000e-02, eta: 1 day, 4:57:09, time: 1.026, data_time: 0.100, memory: 8343, top1_acc: 0.4129, top5_acc: 0.6785, loss_cls: 2.5536, loss: 2.5536, grad_norm: 4.4546 2020-07-25 04:06:17,526 - mmaction - INFO - Epoch [3][880/940] lr: 1.000e-02, eta: 1 day, 4:55:33, time: 1.031, data_time: 0.166, memory: 8343, top1_acc: 0.4307, top5_acc: 0.6902, loss_cls: 2.4821, loss: 2.4821, grad_norm: 4.4283 2020-07-25 04:06:37,460 - mmaction - INFO - Epoch [3][900/940] lr: 1.000e-02, eta: 1 day, 4:53:37, time: 0.999, data_time: 0.010, memory: 8343, top1_acc: 0.4445, top5_acc: 0.6846, loss_cls: 2.4709, loss: 2.4709, grad_norm: 4.3725 2020-07-25 04:06:58,414 - mmaction - INFO - Epoch [3][920/940] lr: 1.000e-02, eta: 1 day, 4:52:09, time: 1.040, data_time: 0.058, memory: 8343, top1_acc: 0.4277, top5_acc: 0.6900, loss_cls: 2.4928, loss: 2.4928, grad_norm: 4.4663 2020-07-25 04:07:17,207 - mmaction - INFO - Epoch [3][940/940] lr: 1.000e-02, eta: 1 day, 4:49:42, time: 0.948, data_time: 0.069, memory: 8343, top1_acc: 0.4352, top5_acc: 0.6929, loss_cls: 2.4458, loss: 2.4458, grad_norm: 4.4270 2020-07-25 04:07:17,854 - mmaction - INFO - Saving checkpoint at 3 epochs 2020-07-25 04:07:52,199 - mmaction - INFO - Epoch [4][20/940] lr: 1.000e-02, eta: 1 day, 4:55:08, time: 1.683, data_time: 0.759, memory: 8343, top1_acc: 0.4387, top5_acc: 0.6926, loss_cls: 2.4526, loss: 2.4526, grad_norm: 4.4461 2020-07-25 04:08:12,278 - mmaction - INFO - Epoch [4][40/940] lr: 1.000e-02, eta: 1 day, 4:53:18, time: 1.005, data_time: 0.018, memory: 8343, top1_acc: 0.4270, top5_acc: 0.6855, loss_cls: 2.5115, loss: 2.5115, grad_norm: 4.5273 2020-07-25 04:08:32,524 - mmaction - INFO - Epoch [4][60/940] lr: 1.000e-02, eta: 1 day, 4:51:30, time: 1.006, data_time: 0.008, memory: 8343, top1_acc: 0.4371, top5_acc: 0.6945, loss_cls: 2.4400, loss: 2.4400, grad_norm: 4.4349 2020-07-25 04:08:52,865 - mmaction - INFO - Epoch [4][80/940] lr: 1.000e-02, eta: 1 day, 4:49:54, time: 1.023, data_time: 0.009, memory: 8343, top1_acc: 0.4410, top5_acc: 0.7012, loss_cls: 2.4514, loss: 2.4514, grad_norm: 4.4019 2020-07-25 04:09:12,956 - mmaction - INFO - Epoch [4][100/940] lr: 1.000e-02, eta: 1 day, 4:48:06, time: 1.004, data_time: 0.007, memory: 8343, top1_acc: 0.4529, top5_acc: 0.7107, loss_cls: 2.3700, loss: 2.3700, grad_norm: 4.4069 2020-07-25 04:09:35,024 - mmaction - INFO - Epoch [4][120/940] lr: 1.000e-02, eta: 1 day, 4:47:17, time: 1.096, data_time: 0.008, memory: 8343, top1_acc: 0.4434, top5_acc: 0.7070, loss_cls: 2.3937, loss: 2.3937, grad_norm: 4.4630 2020-07-25 04:09:53,656 - mmaction - INFO - Epoch [4][140/940] lr: 1.000e-02, eta: 1 day, 4:44:53, time: 0.940, data_time: 0.011, memory: 8343, top1_acc: 0.4473, top5_acc: 0.7047, loss_cls: 2.4422, loss: 2.4422, grad_norm: 4.5003 2020-07-25 04:10:14,767 - mmaction - INFO - Epoch [4][160/940] lr: 1.000e-02, eta: 1 day, 4:43:34, time: 1.045, data_time: 0.006, memory: 8343, top1_acc: 0.4527, top5_acc: 0.7039, loss_cls: 2.3910, loss: 2.3910, grad_norm: 4.4559 2020-07-25 04:10:34,586 - mmaction - INFO - Epoch [4][180/940] lr: 1.000e-02, eta: 1 day, 4:41:48, time: 0.999, data_time: 0.014, memory: 8343, top1_acc: 0.4389, top5_acc: 0.6994, loss_cls: 2.4404, loss: 2.4404, grad_norm: 4.4354 2020-07-25 04:10:56,105 - mmaction - INFO - Epoch [4][200/940] lr: 1.000e-02, eta: 1 day, 4:40:46, time: 1.069, data_time: 0.008, memory: 8343, top1_acc: 0.4295, top5_acc: 0.6863, loss_cls: 2.5035, loss: 2.5035, grad_norm: 4.4949 2020-07-25 04:11:14,756 - mmaction - INFO - Epoch [4][220/940] lr: 1.000e-02, eta: 1 day, 4:38:27, time: 0.940, data_time: 0.012, memory: 8343, top1_acc: 0.4457, top5_acc: 0.6959, loss_cls: 2.4308, loss: 2.4308, grad_norm: 4.4162 2020-07-25 04:11:34,712 - mmaction - INFO - Epoch [4][240/940] lr: 1.000e-02, eta: 1 day, 4:36:43, time: 0.998, data_time: 0.008, memory: 8343, top1_acc: 0.4416, top5_acc: 0.7047, loss_cls: 2.4305, loss: 2.4305, grad_norm: 4.4536 2020-07-25 04:11:56,910 - mmaction - INFO - Epoch [4][260/940] lr: 1.000e-02, eta: 1 day, 4:36:08, time: 1.111, data_time: 0.004, memory: 8343, top1_acc: 0.4439, top5_acc: 0.7008, loss_cls: 2.4266, loss: 2.4266, grad_norm: 4.4814 2020-07-25 04:12:16,145 - mmaction - INFO - Epoch [4][280/940] lr: 1.000e-02, eta: 1 day, 4:33:58, time: 0.950, data_time: 0.008, memory: 8343, top1_acc: 0.4428, top5_acc: 0.7055, loss_cls: 2.4234, loss: 2.4234, grad_norm: 4.4311 2020-07-25 04:12:36,078 - mmaction - INFO - Epoch [4][300/940] lr: 1.000e-02, eta: 1 day, 4:32:22, time: 1.006, data_time: 0.015, memory: 8343, top1_acc: 0.4475, top5_acc: 0.6918, loss_cls: 2.4494, loss: 2.4494, grad_norm: 4.4836 2020-07-25 04:12:56,066 - mmaction - INFO - Epoch [4][320/940] lr: 1.000e-02, eta: 1 day, 4:30:44, time: 0.999, data_time: 0.011, memory: 8343, top1_acc: 0.4342, top5_acc: 0.6965, loss_cls: 2.4455, loss: 2.4455, grad_norm: 4.5159 2020-07-25 04:13:15,190 - mmaction - INFO - Epoch [4][340/940] lr: 1.000e-02, eta: 1 day, 4:28:43, time: 0.959, data_time: 0.008, memory: 8343, top1_acc: 0.4508, top5_acc: 0.7027, loss_cls: 2.3733, loss: 2.3733, grad_norm: 4.4252 2020-07-25 04:13:35,870 - mmaction - INFO - Epoch [4][360/940] lr: 1.000e-02, eta: 1 day, 4:27:26, time: 1.034, data_time: 0.008, memory: 8343, top1_acc: 0.4537, top5_acc: 0.6904, loss_cls: 2.4137, loss: 2.4137, grad_norm: 4.4285 2020-07-25 04:13:56,512 - mmaction - INFO - Epoch [4][380/940] lr: 1.000e-02, eta: 1 day, 4:26:09, time: 1.032, data_time: 0.009, memory: 8343, top1_acc: 0.4234, top5_acc: 0.6893, loss_cls: 2.4886, loss: 2.4886, grad_norm: 4.5937 2020-07-25 04:14:16,702 - mmaction - INFO - Epoch [4][400/940] lr: 1.000e-02, eta: 1 day, 4:24:36, time: 1.002, data_time: 0.013, memory: 8343, top1_acc: 0.4295, top5_acc: 0.6855, loss_cls: 2.4857, loss: 2.4857, grad_norm: 4.5127 2020-07-25 04:14:35,773 - mmaction - INFO - Epoch [4][420/940] lr: 1.000e-02, eta: 1 day, 4:22:40, time: 0.961, data_time: 0.080, memory: 8343, top1_acc: 0.4393, top5_acc: 0.7002, loss_cls: 2.4338, loss: 2.4338, grad_norm: 4.5135 2020-07-25 04:14:56,679 - mmaction - INFO - Epoch [4][440/940] lr: 1.000e-02, eta: 1 day, 4:21:33, time: 1.044, data_time: 0.068, memory: 8343, top1_acc: 0.4424, top5_acc: 0.6971, loss_cls: 2.4344, loss: 2.4344, grad_norm: 4.5217 2020-07-25 04:15:15,933 - mmaction - INFO - Epoch [4][460/940] lr: 1.000e-02, eta: 1 day, 4:19:41, time: 0.964, data_time: 0.004, memory: 8343, top1_acc: 0.4402, top5_acc: 0.6955, loss_cls: 2.4294, loss: 2.4294, grad_norm: 4.4789 2020-07-25 04:15:36,258 - mmaction - INFO - Epoch [4][480/940] lr: 1.000e-02, eta: 1 day, 4:18:15, time: 1.009, data_time: 0.169, memory: 8343, top1_acc: 0.4393, top5_acc: 0.6984, loss_cls: 2.4447, loss: 2.4447, grad_norm: 4.5043 2020-07-25 04:15:57,738 - mmaction - INFO - Epoch [4][500/940] lr: 1.000e-02, eta: 1 day, 4:17:30, time: 1.081, data_time: 0.011, memory: 8343, top1_acc: 0.4320, top5_acc: 0.6980, loss_cls: 2.4354, loss: 2.4354, grad_norm: 4.5232 2020-07-25 04:16:15,990 - mmaction - INFO - Epoch [4][520/940] lr: 1.000e-02, eta: 1 day, 4:15:12, time: 0.911, data_time: 0.005, memory: 8343, top1_acc: 0.4342, top5_acc: 0.6879, loss_cls: 2.4864, loss: 2.4864, grad_norm: 4.5395 2020-07-25 04:16:37,424 - mmaction - INFO - Epoch [4][540/940] lr: 1.000e-02, eta: 1 day, 4:14:21, time: 1.069, data_time: 0.009, memory: 8343, top1_acc: 0.4500, top5_acc: 0.6996, loss_cls: 2.4164, loss: 2.4164, grad_norm: 4.4498 2020-07-25 04:16:57,861 - mmaction - INFO - Epoch [4][560/940] lr: 1.000e-02, eta: 1 day, 4:13:08, time: 1.027, data_time: 0.011, memory: 8343, top1_acc: 0.4426, top5_acc: 0.6961, loss_cls: 2.4241, loss: 2.4241, grad_norm: 4.4609 2020-07-25 04:17:17,834 - mmaction - INFO - Epoch [4][580/940] lr: 1.000e-02, eta: 1 day, 4:11:38, time: 0.996, data_time: 0.003, memory: 8343, top1_acc: 0.4387, top5_acc: 0.6936, loss_cls: 2.4528, loss: 2.4528, grad_norm: 4.4839 2020-07-25 04:17:38,014 - mmaction - INFO - Epoch [4][600/940] lr: 1.000e-02, eta: 1 day, 4:10:19, time: 1.012, data_time: 0.006, memory: 8343, top1_acc: 0.4293, top5_acc: 0.6916, loss_cls: 2.4698, loss: 2.4698, grad_norm: 4.5671 2020-07-25 04:17:58,406 - mmaction - INFO - Epoch [4][620/940] lr: 1.000e-02, eta: 1 day, 4:09:02, time: 1.016, data_time: 0.005, memory: 8343, top1_acc: 0.4455, top5_acc: 0.6941, loss_cls: 2.4241, loss: 2.4241, grad_norm: 4.5104 2020-07-25 04:18:17,317 - mmaction - INFO - Epoch [4][640/940] lr: 1.000e-02, eta: 1 day, 4:07:10, time: 0.949, data_time: 0.009, memory: 8343, top1_acc: 0.4381, top5_acc: 0.6949, loss_cls: 2.4445, loss: 2.4445, grad_norm: 4.5323 2020-07-25 04:18:36,408 - mmaction - INFO - Epoch [4][660/940] lr: 1.000e-02, eta: 1 day, 4:05:23, time: 0.955, data_time: 0.008, memory: 8343, top1_acc: 0.4379, top5_acc: 0.6977, loss_cls: 2.4120, loss: 2.4120, grad_norm: 4.5011 2020-07-25 04:18:58,215 - mmaction - INFO - Epoch [4][680/940] lr: 1.000e-02, eta: 1 day, 4:04:45, time: 1.087, data_time: 0.022, memory: 8343, top1_acc: 0.4451, top5_acc: 0.6986, loss_cls: 2.4309, loss: 2.4309, grad_norm: 4.5049 2020-07-25 04:19:16,520 - mmaction - INFO - Epoch [4][700/940] lr: 1.000e-02, eta: 1 day, 4:02:40, time: 0.917, data_time: 0.009, memory: 8343, top1_acc: 0.4506, top5_acc: 0.7010, loss_cls: 2.4161, loss: 2.4161, grad_norm: 4.4570 2020-07-25 04:19:36,230 - mmaction - INFO - Epoch [4][720/940] lr: 1.000e-02, eta: 1 day, 4:01:12, time: 0.988, data_time: 0.004, memory: 8343, top1_acc: 0.4414, top5_acc: 0.7043, loss_cls: 2.4039, loss: 2.4039, grad_norm: 4.4508 2020-07-25 04:19:55,352 - mmaction - INFO - Epoch [4][740/940] lr: 1.000e-02, eta: 1 day, 3:59:23, time: 0.944, data_time: 0.006, memory: 8343, top1_acc: 0.4457, top5_acc: 0.6977, loss_cls: 2.4041, loss: 2.4041, grad_norm: 4.4989 2020-07-25 04:20:15,491 - mmaction - INFO - Epoch [4][760/940] lr: 1.000e-02, eta: 1 day, 3:58:11, time: 1.017, data_time: 0.016, memory: 8343, top1_acc: 0.4469, top5_acc: 0.6955, loss_cls: 2.4452, loss: 2.4452, grad_norm: 4.5132 2020-07-25 04:20:35,246 - mmaction - INFO - Epoch [4][780/940] lr: 1.000e-02, eta: 1 day, 3:56:44, time: 0.984, data_time: 0.010, memory: 8343, top1_acc: 0.4396, top5_acc: 0.6928, loss_cls: 2.4464, loss: 2.4464, grad_norm: 4.5522 2020-07-25 04:20:56,246 - mmaction - INFO - Epoch [4][800/940] lr: 1.000e-02, eta: 1 day, 3:55:52, time: 1.055, data_time: 0.010, memory: 8343, top1_acc: 0.4436, top5_acc: 0.6934, loss_cls: 2.4417, loss: 2.4417, grad_norm: 4.5291 2020-07-25 04:21:15,057 - mmaction - INFO - Epoch [4][820/940] lr: 1.000e-02, eta: 1 day, 3:54:05, time: 0.941, data_time: 0.009, memory: 8343, top1_acc: 0.4488, top5_acc: 0.7023, loss_cls: 2.4247, loss: 2.4247, grad_norm: 4.4738 2020-07-25 04:21:35,339 - mmaction - INFO - Epoch [4][840/940] lr: 1.000e-02, eta: 1 day, 3:52:54, time: 1.014, data_time: 0.003, memory: 8343, top1_acc: 0.4469, top5_acc: 0.6980, loss_cls: 2.4401, loss: 2.4401, grad_norm: 4.4918 2020-07-25 04:21:55,089 - mmaction - INFO - Epoch [4][860/940] lr: 1.000e-02, eta: 1 day, 3:51:32, time: 0.988, data_time: 0.007, memory: 8343, top1_acc: 0.4447, top5_acc: 0.6969, loss_cls: 2.4279, loss: 2.4279, grad_norm: 4.4730 2020-07-25 04:22:14,387 - mmaction - INFO - Epoch [4][880/940] lr: 1.000e-02, eta: 1 day, 3:49:58, time: 0.964, data_time: 0.059, memory: 8343, top1_acc: 0.4371, top5_acc: 0.7010, loss_cls: 2.4225, loss: 2.4225, grad_norm: 4.5570 2020-07-25 04:22:34,221 - mmaction - INFO - Epoch [4][900/940] lr: 1.000e-02, eta: 1 day, 3:48:38, time: 0.991, data_time: 0.008, memory: 8343, top1_acc: 0.4361, top5_acc: 0.6957, loss_cls: 2.4440, loss: 2.4440, grad_norm: 4.5672 2020-07-25 04:22:54,267 - mmaction - INFO - Epoch [4][920/940] lr: 1.000e-02, eta: 1 day, 3:47:26, time: 1.005, data_time: 0.009, memory: 8343, top1_acc: 0.4338, top5_acc: 0.7047, loss_cls: 2.4414, loss: 2.4414, grad_norm: 4.5647 2020-07-25 04:23:12,625 - mmaction - INFO - Epoch [4][940/940] lr: 1.000e-02, eta: 1 day, 3:45:31, time: 0.915, data_time: 0.008, memory: 8343, top1_acc: 0.4421, top5_acc: 0.7010, loss_cls: 2.4222, loss: 2.4222, grad_norm: 4.5458 2020-07-25 04:23:13,041 - mmaction - INFO - Saving checkpoint at 4 epochs 2020-07-25 04:23:41,932 - mmaction - INFO - Epoch [5][20/940] lr: 1.000e-02, eta: 1 day, 3:47:40, time: 1.424, data_time: 0.753, memory: 8343, top1_acc: 0.4580, top5_acc: 0.7111, loss_cls: 2.3520, loss: 2.3520, grad_norm: 4.4828 2020-07-25 04:24:02,057 - mmaction - INFO - Epoch [5][40/940] lr: 1.000e-02, eta: 1 day, 3:46:28, time: 1.005, data_time: 0.114, memory: 8343, top1_acc: 0.4576, top5_acc: 0.7199, loss_cls: 2.3452, loss: 2.3452, grad_norm: 4.4298 2020-07-25 04:24:21,849 - mmaction - INFO - Epoch [5][60/940] lr: 1.000e-02, eta: 1 day, 3:45:11, time: 0.992, data_time: 0.009, memory: 8343, top1_acc: 0.4486, top5_acc: 0.7070, loss_cls: 2.4039, loss: 2.4039, grad_norm: 4.4853 2020-07-25 04:24:42,412 - mmaction - INFO - Epoch [5][80/940] lr: 1.000e-02, eta: 1 day, 3:44:08, time: 1.021, data_time: 0.008, memory: 8343, top1_acc: 0.4562, top5_acc: 0.7086, loss_cls: 2.3591, loss: 2.3591, grad_norm: 4.4598 2020-07-25 04:25:01,038 - mmaction - INFO - Epoch [5][100/940] lr: 1.000e-02, eta: 1 day, 3:42:27, time: 0.939, data_time: 0.049, memory: 8343, top1_acc: 0.4674, top5_acc: 0.7107, loss_cls: 2.3262, loss: 2.3262, grad_norm: 4.4635 2020-07-25 04:25:21,138 - mmaction - INFO - Epoch [5][120/940] lr: 1.000e-02, eta: 1 day, 3:41:18, time: 1.006, data_time: 0.106, memory: 8343, top1_acc: 0.4430, top5_acc: 0.7055, loss_cls: 2.3869, loss: 2.3869, grad_norm: 4.5341 2020-07-25 04:25:40,588 - mmaction - INFO - Epoch [5][140/940] lr: 1.000e-02, eta: 1 day, 3:39:54, time: 0.971, data_time: 0.014, memory: 8343, top1_acc: 0.4445, top5_acc: 0.7000, loss_cls: 2.3826, loss: 2.3826, grad_norm: 4.5022 2020-07-25 04:25:59,834 - mmaction - INFO - Epoch [5][160/940] lr: 1.000e-02, eta: 1 day, 3:38:26, time: 0.961, data_time: 0.009, memory: 8343, top1_acc: 0.4496, top5_acc: 0.7094, loss_cls: 2.3737, loss: 2.3737, grad_norm: 4.4908 2020-07-25 04:26:19,932 - mmaction - INFO - Epoch [5][180/940] lr: 1.000e-02, eta: 1 day, 3:37:14, time: 0.995, data_time: 0.012, memory: 8343, top1_acc: 0.4562, top5_acc: 0.7129, loss_cls: 2.3296, loss: 2.3296, grad_norm: 4.5108 2020-07-25 04:26:40,087 - mmaction - INFO - Epoch [5][200/940] lr: 1.000e-02, eta: 1 day, 3:36:12, time: 1.018, data_time: 0.014, memory: 8343, top1_acc: 0.4545, top5_acc: 0.7143, loss_cls: 2.3391, loss: 2.3391, grad_norm: 4.5271 2020-07-25 04:26:59,078 - mmaction - INFO - Epoch [5][220/940] lr: 1.000e-02, eta: 1 day, 3:34:36, time: 0.940, data_time: 0.008, memory: 8343, top1_acc: 0.4578, top5_acc: 0.7193, loss_cls: 2.3249, loss: 2.3249, grad_norm: 4.5318 2020-07-25 04:27:18,608 - mmaction - INFO - Epoch [5][240/940] lr: 1.000e-02, eta: 1 day, 3:33:22, time: 0.986, data_time: 0.013, memory: 8343, top1_acc: 0.4607, top5_acc: 0.7145, loss_cls: 2.3511, loss: 2.3511, grad_norm: 4.5840 2020-07-25 04:27:39,156 - mmaction - INFO - Epoch [5][260/940] lr: 1.000e-02, eta: 1 day, 3:32:25, time: 1.026, data_time: 0.008, memory: 8343, top1_acc: 0.4625, top5_acc: 0.7123, loss_cls: 2.3753, loss: 2.3753, grad_norm: 4.5722 2020-07-25 04:27:58,143 - mmaction - INFO - Epoch [5][280/940] lr: 1.000e-02, eta: 1 day, 3:30:56, time: 0.951, data_time: 0.006, memory: 8343, top1_acc: 0.4609, top5_acc: 0.7148, loss_cls: 2.3588, loss: 2.3588, grad_norm: 4.4988 2020-07-25 04:28:17,600 - mmaction - INFO - Epoch [5][300/940] lr: 1.000e-02, eta: 1 day, 3:29:36, time: 0.970, data_time: 0.009, memory: 8343, top1_acc: 0.4629, top5_acc: 0.7088, loss_cls: 2.3373, loss: 2.3373, grad_norm: 4.4972 2020-07-25 04:28:37,618 - mmaction - INFO - Epoch [5][320/940] lr: 1.000e-02, eta: 1 day, 3:28:32, time: 1.005, data_time: 0.006, memory: 8343, top1_acc: 0.4645, top5_acc: 0.7098, loss_cls: 2.3332, loss: 2.3332, grad_norm: 4.4674 2020-07-25 04:28:57,499 - mmaction - INFO - Epoch [5][340/940] lr: 1.000e-02, eta: 1 day, 3:27:23, time: 0.992, data_time: 0.008, memory: 8343, top1_acc: 0.4566, top5_acc: 0.7152, loss_cls: 2.3395, loss: 2.3395, grad_norm: 4.5048 2020-07-25 04:29:16,538 - mmaction - INFO - Epoch [5][360/940] lr: 1.000e-02, eta: 1 day, 3:25:57, time: 0.954, data_time: 0.003, memory: 8343, top1_acc: 0.4496, top5_acc: 0.7037, loss_cls: 2.3863, loss: 2.3863, grad_norm: 4.5150 2020-07-25 04:29:37,575 - mmaction - INFO - Epoch [5][380/940] lr: 1.000e-02, eta: 1 day, 3:25:14, time: 1.051, data_time: 0.007, memory: 8343, top1_acc: 0.4553, top5_acc: 0.7063, loss_cls: 2.3563, loss: 2.3563, grad_norm: 4.5126 2020-07-25 04:29:57,058 - mmaction - INFO - Epoch [5][400/940] lr: 1.000e-02, eta: 1 day, 3:23:58, time: 0.973, data_time: 0.009, memory: 8343, top1_acc: 0.4588, top5_acc: 0.7127, loss_cls: 2.3307, loss: 2.3307, grad_norm: 4.4333 2020-07-25 04:30:16,720 - mmaction - INFO - Epoch [5][420/940] lr: 1.000e-02, eta: 1 day, 3:22:47, time: 0.984, data_time: 0.004, memory: 8343, top1_acc: 0.4613, top5_acc: 0.7102, loss_cls: 2.3285, loss: 2.3285, grad_norm: 4.4942 2020-07-25 04:30:35,354 - mmaction - INFO - Epoch [5][440/940] lr: 1.000e-02, eta: 1 day, 3:21:14, time: 0.930, data_time: 0.010, memory: 8343, top1_acc: 0.4498, top5_acc: 0.6979, loss_cls: 2.3964, loss: 2.3964, grad_norm: 4.5215 2020-07-25 04:30:55,390 - mmaction - INFO - Epoch [5][460/940] lr: 1.000e-02, eta: 1 day, 3:20:12, time: 1.004, data_time: 0.006, memory: 8343, top1_acc: 0.4600, top5_acc: 0.7213, loss_cls: 2.3153, loss: 2.3153, grad_norm: 4.5248 2020-07-25 04:31:16,454 - mmaction - INFO - Epoch [5][480/940] lr: 1.000e-02, eta: 1 day, 3:19:31, time: 1.052, data_time: 0.008, memory: 8343, top1_acc: 0.4580, top5_acc: 0.7057, loss_cls: 2.3389, loss: 2.3389, grad_norm: 4.5745 2020-07-25 04:31:36,541 - mmaction - INFO - Epoch [5][500/940] lr: 1.000e-02, eta: 1 day, 3:18:32, time: 1.006, data_time: 0.008, memory: 8343, top1_acc: 0.4582, top5_acc: 0.7066, loss_cls: 2.3709, loss: 2.3709, grad_norm: 4.5581 2020-07-25 04:31:56,432 - mmaction - INFO - Epoch [5][520/940] lr: 1.000e-02, eta: 1 day, 3:17:25, time: 0.988, data_time: 0.007, memory: 8343, top1_acc: 0.4434, top5_acc: 0.6990, loss_cls: 2.4139, loss: 2.4139, grad_norm: 4.6409 2020-07-25 04:32:16,969 - mmaction - INFO - Epoch [5][540/940] lr: 1.000e-02, eta: 1 day, 3:16:36, time: 1.032, data_time: 0.010, memory: 8343, top1_acc: 0.4641, top5_acc: 0.7131, loss_cls: 2.3085, loss: 2.3085, grad_norm: 4.5413 2020-07-25 04:32:36,312 - mmaction - INFO - Epoch [5][560/940] lr: 1.000e-02, eta: 1 day, 3:15:19, time: 0.961, data_time: 0.010, memory: 8343, top1_acc: 0.4566, top5_acc: 0.7104, loss_cls: 2.3609, loss: 2.3609, grad_norm: 4.5766 2020-07-25 04:32:55,391 - mmaction - INFO - Epoch [5][580/940] lr: 1.000e-02, eta: 1 day, 3:14:03, time: 0.962, data_time: 0.011, memory: 8343, top1_acc: 0.4570, top5_acc: 0.7115, loss_cls: 2.3379, loss: 2.3379, grad_norm: 4.5173 2020-07-25 04:33:13,971 - mmaction - INFO - Epoch [5][600/940] lr: 1.000e-02, eta: 1 day, 3:12:33, time: 0.928, data_time: 0.008, memory: 8343, top1_acc: 0.4656, top5_acc: 0.7145, loss_cls: 2.3374, loss: 2.3374, grad_norm: 4.5324 2020-07-25 04:33:35,024 - mmaction - INFO - Epoch [5][620/940] lr: 1.000e-02, eta: 1 day, 3:11:55, time: 1.053, data_time: 0.008, memory: 8343, top1_acc: 0.4564, top5_acc: 0.7182, loss_cls: 2.3289, loss: 2.3289, grad_norm: 4.5697 2020-07-25 04:33:54,089 - mmaction - INFO - Epoch [5][640/940] lr: 1.000e-02, eta: 1 day, 3:10:36, time: 0.952, data_time: 0.008, memory: 8343, top1_acc: 0.4465, top5_acc: 0.6959, loss_cls: 2.4145, loss: 2.4145, grad_norm: 4.6203 2020-07-25 04:34:13,179 - mmaction - INFO - Epoch [5][660/940] lr: 1.000e-02, eta: 1 day, 3:09:15, time: 0.948, data_time: 0.010, memory: 8343, top1_acc: 0.4594, top5_acc: 0.7166, loss_cls: 2.3475, loss: 2.3475, grad_norm: 4.5201 2020-07-25 04:34:32,803 - mmaction - INFO - Epoch [5][680/940] lr: 1.000e-02, eta: 1 day, 3:08:12, time: 0.989, data_time: 0.012, memory: 8343, top1_acc: 0.4662, top5_acc: 0.7166, loss_cls: 2.3422, loss: 2.3422, grad_norm: 4.5145 2020-07-25 04:34:52,622 - mmaction - INFO - Epoch [5][700/940] lr: 1.000e-02, eta: 1 day, 3:07:10, time: 0.991, data_time: 0.009, memory: 8343, top1_acc: 0.4547, top5_acc: 0.7092, loss_cls: 2.3599, loss: 2.3599, grad_norm: 4.6384 2020-07-25 04:35:12,459 - mmaction - INFO - Epoch [5][720/940] lr: 1.000e-02, eta: 1 day, 3:06:08, time: 0.989, data_time: 0.009, memory: 8343, top1_acc: 0.4629, top5_acc: 0.7111, loss_cls: 2.3477, loss: 2.3477, grad_norm: 4.5650 2020-07-25 04:35:31,001 - mmaction - INFO - Epoch [5][740/940] lr: 1.000e-02, eta: 1 day, 3:04:42, time: 0.930, data_time: 0.007, memory: 8343, top1_acc: 0.4527, top5_acc: 0.7152, loss_cls: 2.3543, loss: 2.3543, grad_norm: 4.5524 2020-07-25 04:35:52,086 - mmaction - INFO - Epoch [5][760/940] lr: 1.000e-02, eta: 1 day, 3:04:07, time: 1.053, data_time: 0.002, memory: 8343, top1_acc: 0.4578, top5_acc: 0.7086, loss_cls: 2.3656, loss: 2.3656, grad_norm: 4.5170 2020-07-25 04:36:11,536 - mmaction - INFO - Epoch [5][780/940] lr: 1.000e-02, eta: 1 day, 3:02:58, time: 0.970, data_time: 0.009, memory: 8343, top1_acc: 0.4588, top5_acc: 0.7117, loss_cls: 2.3381, loss: 2.3381, grad_norm: 4.5075 2020-07-25 04:36:31,525 - mmaction - INFO - Epoch [5][800/940] lr: 1.000e-02, eta: 1 day, 3:02:02, time: 1.001, data_time: 0.007, memory: 8343, top1_acc: 0.4582, top5_acc: 0.7066, loss_cls: 2.3443, loss: 2.3443, grad_norm: 4.5659 2020-07-25 04:36:51,718 - mmaction - INFO - Epoch [5][820/940] lr: 1.000e-02, eta: 1 day, 3:01:06, time: 1.001, data_time: 0.009, memory: 8343, top1_acc: 0.4588, top5_acc: 0.7080, loss_cls: 2.3528, loss: 2.3528, grad_norm: 4.5124 2020-07-25 04:37:11,064 - mmaction - INFO - Epoch [5][840/940] lr: 1.000e-02, eta: 1 day, 3:00:02, time: 0.978, data_time: 0.014, memory: 8343, top1_acc: 0.4607, top5_acc: 0.7084, loss_cls: 2.3544, loss: 2.3544, grad_norm: 4.6049 2020-07-25 04:37:32,996 - mmaction - INFO - Epoch [5][860/940] lr: 1.000e-02, eta: 1 day, 2:59:43, time: 1.095, data_time: 0.010, memory: 8343, top1_acc: 0.4551, top5_acc: 0.7105, loss_cls: 2.3609, loss: 2.3609, grad_norm: 4.5738 2020-07-25 04:37:51,286 - mmaction - INFO - Epoch [5][880/940] lr: 1.000e-02, eta: 1 day, 2:58:11, time: 0.906, data_time: 0.008, memory: 8343, top1_acc: 0.4633, top5_acc: 0.7111, loss_cls: 2.3359, loss: 2.3359, grad_norm: 4.6090 2020-07-25 04:38:10,131 - mmaction - INFO - Epoch [5][900/940] lr: 1.000e-02, eta: 1 day, 2:56:58, time: 0.951, data_time: 0.015, memory: 8343, top1_acc: 0.4547, top5_acc: 0.7055, loss_cls: 2.3613, loss: 2.3613, grad_norm: 4.5656 2020-07-25 04:38:30,033 - mmaction - INFO - Epoch [5][920/940] lr: 1.000e-02, eta: 1 day, 2:56:01, time: 0.995, data_time: 0.011, memory: 8343, top1_acc: 0.4504, top5_acc: 0.7045, loss_cls: 2.3784, loss: 2.3784, grad_norm: 4.5254 2020-07-25 04:38:48,995 - mmaction - INFO - Epoch [5][940/940] lr: 1.000e-02, eta: 1 day, 2:54:48, time: 0.949, data_time: 0.011, memory: 8343, top1_acc: 0.4636, top5_acc: 0.7150, loss_cls: 2.3408, loss: 2.3408, grad_norm: 4.5831 2020-07-25 04:38:49,362 - mmaction - INFO - Saving checkpoint at 5 epochs 2020-07-25 04:39:18,648 - mmaction - INFO - Epoch [6][20/940] lr: 1.000e-02, eta: 1 day, 2:56:42, time: 1.445, data_time: 0.538, memory: 8343, top1_acc: 0.4658, top5_acc: 0.7178, loss_cls: 2.3206, loss: 2.3206, grad_norm: 4.5412 2020-07-25 04:39:38,745 - mmaction - INFO - Epoch [6][40/940] lr: 1.000e-02, eta: 1 day, 2:55:48, time: 1.000, data_time: 0.005, memory: 8343, top1_acc: 0.4660, top5_acc: 0.7178, loss_cls: 2.3019, loss: 2.3019, grad_norm: 4.5630 2020-07-25 04:39:58,356 - mmaction - INFO - Epoch [6][60/940] lr: 1.000e-02, eta: 1 day, 2:54:49, time: 0.985, data_time: 0.008, memory: 8343, top1_acc: 0.4629, top5_acc: 0.7188, loss_cls: 2.2987, loss: 2.2987, grad_norm: 4.5261 2020-07-25 04:40:18,827 - mmaction - INFO - Epoch [6][80/940] lr: 1.000e-02, eta: 1 day, 2:54:02, time: 1.019, data_time: 0.005, memory: 8343, top1_acc: 0.4652, top5_acc: 0.7176, loss_cls: 2.3234, loss: 2.3234, grad_norm: 4.5520 2020-07-25 04:40:38,634 - mmaction - INFO - Epoch [6][100/940] lr: 1.000e-02, eta: 1 day, 2:53:07, time: 0.995, data_time: 0.010, memory: 8343, top1_acc: 0.4738, top5_acc: 0.7318, loss_cls: 2.2602, loss: 2.2602, grad_norm: 4.5469 2020-07-25 04:40:59,991 - mmaction - INFO - Epoch [6][120/940] lr: 1.000e-02, eta: 1 day, 2:52:36, time: 1.061, data_time: 0.003, memory: 8343, top1_acc: 0.4682, top5_acc: 0.7238, loss_cls: 2.2952, loss: 2.2952, grad_norm: 4.5303 2020-07-25 04:41:17,502 - mmaction - INFO - Epoch [6][140/940] lr: 1.000e-02, eta: 1 day, 2:50:59, time: 0.881, data_time: 0.009, memory: 8343, top1_acc: 0.4650, top5_acc: 0.7082, loss_cls: 2.3348, loss: 2.3348, grad_norm: 4.5817 2020-07-25 04:41:36,791 - mmaction - INFO - Epoch [6][160/940] lr: 1.000e-02, eta: 1 day, 2:49:52, time: 0.962, data_time: 0.008, memory: 8343, top1_acc: 0.4699, top5_acc: 0.7166, loss_cls: 2.2923, loss: 2.2923, grad_norm: 4.5433 2020-07-25 04:41:57,757 - mmaction - INFO - Epoch [6][180/940] lr: 1.000e-02, eta: 1 day, 2:49:19, time: 1.051, data_time: 0.007, memory: 8343, top1_acc: 0.4723, top5_acc: 0.7262, loss_cls: 2.2751, loss: 2.2751, grad_norm: 4.5498 2020-07-25 04:42:16,993 - mmaction - INFO - Epoch [6][200/940] lr: 1.000e-02, eta: 1 day, 2:48:13, time: 0.963, data_time: 0.010, memory: 8343, top1_acc: 0.4627, top5_acc: 0.7201, loss_cls: 2.3050, loss: 2.3050, grad_norm: 4.5241 2020-07-25 04:42:36,799 - mmaction - INFO - Epoch [6][220/940] lr: 1.000e-02, eta: 1 day, 2:47:17, time: 0.988, data_time: 0.010, memory: 8343, top1_acc: 0.4633, top5_acc: 0.7174, loss_cls: 2.3209, loss: 2.3209, grad_norm: 4.5475 2020-07-25 04:42:56,087 - mmaction - INFO - Epoch [6][240/940] lr: 1.000e-02, eta: 1 day, 2:46:13, time: 0.965, data_time: 0.005, memory: 8343, top1_acc: 0.4582, top5_acc: 0.7146, loss_cls: 2.3300, loss: 2.3300, grad_norm: 4.5701 2020-07-25 04:43:15,480 - mmaction - INFO - Epoch [6][260/940] lr: 1.000e-02, eta: 1 day, 2:45:08, time: 0.960, data_time: 0.007, memory: 8343, top1_acc: 0.4736, top5_acc: 0.7168, loss_cls: 2.2905, loss: 2.2905, grad_norm: 4.5403 2020-07-25 04:43:34,385 - mmaction - INFO - Epoch [6][280/940] lr: 1.000e-02, eta: 1 day, 2:44:01, time: 0.957, data_time: 0.014, memory: 8343, top1_acc: 0.4699, top5_acc: 0.7229, loss_cls: 2.2707, loss: 2.2707, grad_norm: 4.5574 2020-07-25 04:43:54,712 - mmaction - INFO - Epoch [6][300/940] lr: 1.000e-02, eta: 1 day, 2:43:16, time: 1.014, data_time: 0.007, memory: 8343, top1_acc: 0.4588, top5_acc: 0.7115, loss_cls: 2.3497, loss: 2.3497, grad_norm: 4.6620 2020-07-25 04:44:13,579 - mmaction - INFO - Epoch [6][320/940] lr: 1.000e-02, eta: 1 day, 2:42:06, time: 0.946, data_time: 0.005, memory: 8343, top1_acc: 0.4672, top5_acc: 0.7188, loss_cls: 2.2738, loss: 2.2738, grad_norm: 4.5130 2020-07-25 04:44:34,389 - mmaction - INFO - Epoch [6][340/940] lr: 1.000e-02, eta: 1 day, 2:41:28, time: 1.031, data_time: 0.004, memory: 8343, top1_acc: 0.4641, top5_acc: 0.7229, loss_cls: 2.3023, loss: 2.3023, grad_norm: 4.5905 2020-07-25 04:44:53,352 - mmaction - INFO - Epoch [6][360/940] lr: 1.000e-02, eta: 1 day, 2:40:22, time: 0.956, data_time: 0.012, memory: 8343, top1_acc: 0.4572, top5_acc: 0.7023, loss_cls: 2.3828, loss: 2.3828, grad_norm: 4.6707 2020-07-25 04:45:12,829 - mmaction - INFO - Epoch [6][380/940] lr: 1.000e-02, eta: 1 day, 2:39:22, time: 0.969, data_time: 0.009, memory: 8343, top1_acc: 0.4547, top5_acc: 0.7125, loss_cls: 2.3270, loss: 2.3270, grad_norm: 4.6134 2020-07-25 04:45:32,131 - mmaction - INFO - Epoch [6][400/940] lr: 1.000e-02, eta: 1 day, 2:38:23, time: 0.971, data_time: 0.009, memory: 8343, top1_acc: 0.4670, top5_acc: 0.7234, loss_cls: 2.2857, loss: 2.2857, grad_norm: 4.5485 2020-07-25 04:45:51,459 - mmaction - INFO - Epoch [6][420/940] lr: 1.000e-02, eta: 1 day, 2:37:22, time: 0.965, data_time: 0.002, memory: 8343, top1_acc: 0.4752, top5_acc: 0.7242, loss_cls: 2.3012, loss: 2.3012, grad_norm: 4.6069 2020-07-25 04:46:11,195 - mmaction - INFO - Epoch [6][440/940] lr: 1.000e-02, eta: 1 day, 2:36:28, time: 0.986, data_time: 0.008, memory: 8343, top1_acc: 0.4752, top5_acc: 0.7172, loss_cls: 2.2979, loss: 2.2979, grad_norm: 4.5379 2020-07-25 04:46:30,407 - mmaction - INFO - Epoch [6][460/940] lr: 1.000e-02, eta: 1 day, 2:35:24, time: 0.953, data_time: 0.011, memory: 8343, top1_acc: 0.4600, top5_acc: 0.7115, loss_cls: 2.3517, loss: 2.3517, grad_norm: 4.5939 2020-07-25 04:46:50,360 - mmaction - INFO - Epoch [6][480/940] lr: 1.000e-02, eta: 1 day, 2:34:38, time: 1.007, data_time: 0.012, memory: 8343, top1_acc: 0.4648, top5_acc: 0.7244, loss_cls: 2.2992, loss: 2.2992, grad_norm: 4.5621 2020-07-25 04:47:08,637 - mmaction - INFO - Epoch [6][500/940] lr: 1.000e-02, eta: 1 day, 2:33:19, time: 0.908, data_time: 0.008, memory: 8343, top1_acc: 0.4617, top5_acc: 0.7125, loss_cls: 2.3018, loss: 2.3018, grad_norm: 4.6006 2020-07-25 04:47:28,800 - mmaction - INFO - Epoch [6][520/940] lr: 1.000e-02, eta: 1 day, 2:32:36, time: 1.013, data_time: 0.008, memory: 8343, top1_acc: 0.4693, top5_acc: 0.7205, loss_cls: 2.2795, loss: 2.2795, grad_norm: 4.5088 2020-07-25 04:47:49,583 - mmaction - INFO - Epoch [6][540/940] lr: 1.000e-02, eta: 1 day, 2:32:02, time: 1.040, data_time: 0.004, memory: 8343, top1_acc: 0.4799, top5_acc: 0.7314, loss_cls: 2.2684, loss: 2.2684, grad_norm: 4.5795 2020-07-25 04:48:10,329 - mmaction - INFO - Epoch [6][560/940] lr: 1.000e-02, eta: 1 day, 2:31:27, time: 1.037, data_time: 0.007, memory: 8343, top1_acc: 0.4670, top5_acc: 0.7217, loss_cls: 2.3123, loss: 2.3123, grad_norm: 4.5906 2020-07-25 04:48:28,970 - mmaction - INFO - Epoch [6][580/940] lr: 1.000e-02, eta: 1 day, 2:30:17, time: 0.932, data_time: 0.001, memory: 8343, top1_acc: 0.4682, top5_acc: 0.7230, loss_cls: 2.2674, loss: 2.2674, grad_norm: 4.5533 2020-07-25 04:48:47,958 - mmaction - INFO - Epoch [6][600/940] lr: 1.000e-02, eta: 1 day, 2:29:10, time: 0.938, data_time: 0.006, memory: 8343, top1_acc: 0.4695, top5_acc: 0.7188, loss_cls: 2.3050, loss: 2.3050, grad_norm: 4.5602 2020-07-25 04:49:07,585 - mmaction - INFO - Epoch [6][620/940] lr: 1.000e-02, eta: 1 day, 2:28:21, time: 0.992, data_time: 0.014, memory: 8343, top1_acc: 0.4641, top5_acc: 0.7107, loss_cls: 2.3348, loss: 2.3348, grad_norm: 4.5498 2020-07-25 04:49:27,458 - mmaction - INFO - Epoch [6][640/940] lr: 1.000e-02, eta: 1 day, 2:27:30, time: 0.986, data_time: 0.006, memory: 8343, top1_acc: 0.4652, top5_acc: 0.7201, loss_cls: 2.3284, loss: 2.3284, grad_norm: 4.6376 2020-07-25 04:49:46,596 - mmaction - INFO - Epoch [6][660/940] lr: 1.000e-02, eta: 1 day, 2:26:31, time: 0.962, data_time: 0.012, memory: 8343, top1_acc: 0.4670, top5_acc: 0.7146, loss_cls: 2.3233, loss: 2.3233, grad_norm: 4.6001 2020-07-25 04:50:06,998 - mmaction - INFO - Epoch [6][680/940] lr: 1.000e-02, eta: 1 day, 2:25:53, time: 1.022, data_time: 0.010, memory: 8343, top1_acc: 0.4586, top5_acc: 0.7154, loss_cls: 2.3167, loss: 2.3167, grad_norm: 4.5509 2020-07-25 04:50:26,641 - mmaction - INFO - Epoch [6][700/940] lr: 1.000e-02, eta: 1 day, 2:25:01, time: 0.983, data_time: 0.003, memory: 8343, top1_acc: 0.4703, top5_acc: 0.7182, loss_cls: 2.3057, loss: 2.3057, grad_norm: 4.5375 2020-07-25 04:50:46,370 - mmaction - INFO - Epoch [6][720/940] lr: 1.000e-02, eta: 1 day, 2:24:08, time: 0.976, data_time: 0.007, memory: 8343, top1_acc: 0.4588, top5_acc: 0.7182, loss_cls: 2.3221, loss: 2.3221, grad_norm: 4.5889 2020-07-25 04:51:05,571 - mmaction - INFO - Epoch [6][740/940] lr: 1.000e-02, eta: 1 day, 2:23:13, time: 0.971, data_time: 0.014, memory: 8343, top1_acc: 0.4639, top5_acc: 0.7191, loss_cls: 2.3251, loss: 2.3251, grad_norm: 4.6296 2020-07-25 04:51:25,840 - mmaction - INFO - Epoch [6][760/940] lr: 1.000e-02, eta: 1 day, 2:22:30, time: 1.005, data_time: 0.008, memory: 8343, top1_acc: 0.4637, top5_acc: 0.7139, loss_cls: 2.3363, loss: 2.3363, grad_norm: 4.6405 2020-07-25 04:51:44,105 - mmaction - INFO - Epoch [6][780/940] lr: 1.000e-02, eta: 1 day, 2:21:20, time: 0.921, data_time: 0.011, memory: 8343, top1_acc: 0.4650, top5_acc: 0.7180, loss_cls: 2.3184, loss: 2.3184, grad_norm: 4.5729 2020-07-25 04:52:03,756 - mmaction - INFO - Epoch [6][800/940] lr: 1.000e-02, eta: 1 day, 2:20:28, time: 0.979, data_time: 0.009, memory: 8343, top1_acc: 0.4639, top5_acc: 0.7137, loss_cls: 2.3402, loss: 2.3402, grad_norm: 4.5850 2020-07-25 04:52:23,354 - mmaction - INFO - Epoch [6][820/940] lr: 1.000e-02, eta: 1 day, 2:19:38, time: 0.981, data_time: 0.006, memory: 8343, top1_acc: 0.4680, top5_acc: 0.7180, loss_cls: 2.2895, loss: 2.2895, grad_norm: 4.5664 2020-07-25 04:52:42,908 - mmaction - INFO - Epoch [6][840/940] lr: 1.000e-02, eta: 1 day, 2:18:46, time: 0.976, data_time: 0.009, memory: 8343, top1_acc: 0.4635, top5_acc: 0.7156, loss_cls: 2.3298, loss: 2.3298, grad_norm: 4.5573 2020-07-25 04:53:03,213 - mmaction - INFO - Epoch [6][860/940] lr: 1.000e-02, eta: 1 day, 2:18:08, time: 1.018, data_time: 0.006, memory: 8343, top1_acc: 0.4727, top5_acc: 0.7139, loss_cls: 2.3060, loss: 2.3060, grad_norm: 4.5832 2020-07-25 04:53:22,211 - mmaction - INFO - Epoch [6][880/940] lr: 1.000e-02, eta: 1 day, 2:17:08, time: 0.949, data_time: 0.007, memory: 8343, top1_acc: 0.4771, top5_acc: 0.7234, loss_cls: 2.2638, loss: 2.2638, grad_norm: 4.4872 2020-07-25 04:53:41,941 - mmaction - INFO - Epoch [6][900/940] lr: 1.000e-02, eta: 1 day, 2:16:18, time: 0.980, data_time: 0.011, memory: 8343, top1_acc: 0.4639, top5_acc: 0.7170, loss_cls: 2.3241, loss: 2.3241, grad_norm: 4.6104 2020-07-25 04:54:01,511 - mmaction - INFO - Epoch [6][920/940] lr: 1.000e-02, eta: 1 day, 2:15:30, time: 0.984, data_time: 0.011, memory: 8343, top1_acc: 0.4678, top5_acc: 0.7219, loss_cls: 2.2874, loss: 2.2874, grad_norm: 4.5420 2020-07-25 04:54:19,335 - mmaction - INFO - Epoch [6][940/940] lr: 1.000e-02, eta: 1 day, 2:14:13, time: 0.892, data_time: 0.011, memory: 8343, top1_acc: 0.4699, top5_acc: 0.7264, loss_cls: 2.2953, loss: 2.2953, grad_norm: 4.5863 2020-07-25 04:54:19,813 - mmaction - INFO - Saving checkpoint at 6 epochs 2020-07-25 04:54:48,171 - mmaction - INFO - Epoch [7][20/940] lr: 1.000e-02, eta: 1 day, 2:15:34, time: 1.399, data_time: 0.684, memory: 8343, top1_acc: 0.4758, top5_acc: 0.7307, loss_cls: 2.2501, loss: 2.2501, grad_norm: 4.5250 2020-07-25 04:55:08,897 - mmaction - INFO - Epoch [7][40/940] lr: 1.000e-02, eta: 1 day, 2:15:02, time: 1.036, data_time: 0.050, memory: 8343, top1_acc: 0.4836, top5_acc: 0.7295, loss_cls: 2.2182, loss: 2.2182, grad_norm: 4.4847 2020-07-25 04:55:26,771 - mmaction - INFO - Epoch [7][60/940] lr: 1.000e-02, eta: 1 day, 2:13:46, time: 0.892, data_time: 0.006, memory: 8343, top1_acc: 0.4855, top5_acc: 0.7182, loss_cls: 2.2640, loss: 2.2640, grad_norm: 4.5712 2020-07-25 04:55:45,921 - mmaction - INFO - Epoch [7][80/940] lr: 1.000e-02, eta: 1 day, 2:12:50, time: 0.958, data_time: 0.004, memory: 8343, top1_acc: 0.4723, top5_acc: 0.7295, loss_cls: 2.2544, loss: 2.2544, grad_norm: 4.5768 2020-07-25 04:56:05,104 - mmaction - INFO - Epoch [7][100/940] lr: 1.000e-02, eta: 1 day, 2:11:52, time: 0.949, data_time: 0.008, memory: 8343, top1_acc: 0.4643, top5_acc: 0.7248, loss_cls: 2.2811, loss: 2.2811, grad_norm: 4.6260 2020-07-25 04:56:25,201 - mmaction - INFO - Epoch [7][120/940] lr: 1.000e-02, eta: 1 day, 2:11:14, time: 1.016, data_time: 0.014, memory: 8343, top1_acc: 0.4789, top5_acc: 0.7326, loss_cls: 2.2088, loss: 2.2088, grad_norm: 4.5770 2020-07-25 04:56:44,582 - mmaction - INFO - Epoch [7][140/940] lr: 1.000e-02, eta: 1 day, 2:10:22, time: 0.967, data_time: 0.007, memory: 8343, top1_acc: 0.4926, top5_acc: 0.7297, loss_cls: 2.2006, loss: 2.2006, grad_norm: 4.4619 2020-07-25 04:57:03,800 - mmaction - INFO - Epoch [7][160/940] lr: 1.000e-02, eta: 1 day, 2:09:29, time: 0.963, data_time: 0.007, memory: 8343, top1_acc: 0.4754, top5_acc: 0.7266, loss_cls: 2.2499, loss: 2.2499, grad_norm: 4.6350 2020-07-25 04:57:23,111 - mmaction - INFO - Epoch [7][180/940] lr: 1.000e-02, eta: 1 day, 2:08:34, time: 0.956, data_time: 0.007, memory: 8343, top1_acc: 0.4705, top5_acc: 0.7232, loss_cls: 2.2628, loss: 2.2628, grad_norm: 4.6079 2020-07-25 04:57:41,504 - mmaction - INFO - Epoch [7][200/940] lr: 1.000e-02, eta: 1 day, 2:07:30, time: 0.929, data_time: 0.012, memory: 8343, top1_acc: 0.4783, top5_acc: 0.7344, loss_cls: 2.2370, loss: 2.2370, grad_norm: 4.6613 2020-07-25 04:58:00,966 - mmaction - INFO - Epoch [7][220/940] lr: 1.000e-02, eta: 1 day, 2:06:40, time: 0.971, data_time: 0.002, memory: 8343, top1_acc: 0.4723, top5_acc: 0.7174, loss_cls: 2.2820, loss: 2.2820, grad_norm: 4.6577 2020-07-25 04:58:21,214 - mmaction - INFO - Epoch [7][240/940] lr: 1.000e-02, eta: 1 day, 2:06:01, time: 1.005, data_time: 0.008, memory: 8343, top1_acc: 0.4891, top5_acc: 0.7332, loss_cls: 2.2097, loss: 2.2097, grad_norm: 4.5584 2020-07-25 04:58:39,315 - mmaction - INFO - Epoch [7][260/940] lr: 1.000e-02, eta: 1 day, 2:04:54, time: 0.914, data_time: 0.012, memory: 8343, top1_acc: 0.4699, top5_acc: 0.7250, loss_cls: 2.2646, loss: 2.2646, grad_norm: 4.5805 2020-07-25 04:59:00,247 - mmaction - INFO - Epoch [7][280/940] lr: 1.000e-02, eta: 1 day, 2:04:26, time: 1.044, data_time: 0.007, memory: 8343, top1_acc: 0.4840, top5_acc: 0.7334, loss_cls: 2.2357, loss: 2.2357, grad_norm: 4.5708 2020-07-25 04:59:18,730 - mmaction - INFO - Epoch [7][300/940] lr: 1.000e-02, eta: 1 day, 2:03:23, time: 0.924, data_time: 0.006, memory: 8343, top1_acc: 0.4691, top5_acc: 0.7256, loss_cls: 2.2716, loss: 2.2716, grad_norm: 4.6394 2020-07-25 04:59:37,945 - mmaction - INFO - Epoch [7][320/940] lr: 1.000e-02, eta: 1 day, 2:02:30, time: 0.958, data_time: 0.011, memory: 8343, top1_acc: 0.4758, top5_acc: 0.7266, loss_cls: 2.2749, loss: 2.2749, grad_norm: 4.6574 2020-07-25 04:59:57,039 - mmaction - INFO - Epoch [7][340/940] lr: 1.000e-02, eta: 1 day, 2:01:37, time: 0.960, data_time: 0.009, memory: 8343, top1_acc: 0.4818, top5_acc: 0.7154, loss_cls: 2.2751, loss: 2.2751, grad_norm: 4.6003 2020-07-25 05:00:17,600 - mmaction - INFO - Epoch [7][360/940] lr: 1.000e-02, eta: 1 day, 2:01:02, time: 1.018, data_time: 0.008, memory: 8343, top1_acc: 0.4736, top5_acc: 0.7271, loss_cls: 2.2378, loss: 2.2378, grad_norm: 4.5856 2020-07-25 05:00:39,806 - mmaction - INFO - Epoch [7][380/940] lr: 1.000e-02, eta: 1 day, 2:00:57, time: 1.117, data_time: 0.017, memory: 8343, top1_acc: 0.4771, top5_acc: 0.7182, loss_cls: 2.2975, loss: 2.2975, grad_norm: 4.7215 2020-07-25 05:00:58,838 - mmaction - INFO - Epoch [7][400/940] lr: 1.000e-02, eta: 1 day, 2:00:01, time: 0.945, data_time: 0.015, memory: 8343, top1_acc: 0.4768, top5_acc: 0.7229, loss_cls: 2.2635, loss: 2.2635, grad_norm: 4.5932 2020-07-25 05:01:18,726 - mmaction - INFO - Epoch [7][420/940] lr: 1.000e-02, eta: 1 day, 1:59:22, time: 1.004, data_time: 0.013, memory: 8343, top1_acc: 0.4807, top5_acc: 0.7336, loss_cls: 2.2366, loss: 2.2366, grad_norm: 4.6776 2020-07-25 05:01:38,070 - mmaction - INFO - Epoch [7][440/940] lr: 1.000e-02, eta: 1 day, 1:58:30, time: 0.958, data_time: 0.008, memory: 8343, top1_acc: 0.4820, top5_acc: 0.7326, loss_cls: 2.2447, loss: 2.2447, grad_norm: 4.6305 2020-07-25 05:01:58,804 - mmaction - INFO - Epoch [7][460/940] lr: 1.000e-02, eta: 1 day, 1:58:04, time: 1.046, data_time: 0.012, memory: 8343, top1_acc: 0.4818, top5_acc: 0.7234, loss_cls: 2.2474, loss: 2.2474, grad_norm: 4.5817 2020-07-25 05:02:19,359 - mmaction - INFO - Epoch [7][480/940] lr: 1.000e-02, eta: 1 day, 1:57:31, time: 1.024, data_time: 0.007, memory: 8343, top1_acc: 0.4855, top5_acc: 0.7285, loss_cls: 2.2463, loss: 2.2463, grad_norm: 4.5372 2020-07-25 05:02:38,806 - mmaction - INFO - Epoch [7][500/940] lr: 1.000e-02, eta: 1 day, 1:56:45, time: 0.976, data_time: 0.009, memory: 8343, top1_acc: 0.4893, top5_acc: 0.7373, loss_cls: 2.2094, loss: 2.2094, grad_norm: 4.5486 2020-07-25 05:02:57,048 - mmaction - INFO - Epoch [7][520/940] lr: 1.000e-02, eta: 1 day, 1:55:40, time: 0.911, data_time: 0.007, memory: 8343, top1_acc: 0.4666, top5_acc: 0.7229, loss_cls: 2.2765, loss: 2.2765, grad_norm: 4.5912 2020-07-25 05:03:16,448 - mmaction - INFO - Epoch [7][540/940] lr: 1.000e-02, eta: 1 day, 1:54:52, time: 0.968, data_time: 0.010, memory: 8343, top1_acc: 0.4734, top5_acc: 0.7215, loss_cls: 2.2810, loss: 2.2810, grad_norm: 4.6709 2020-07-25 05:03:35,815 - mmaction - INFO - Epoch [7][560/940] lr: 1.000e-02, eta: 1 day, 1:54:04, time: 0.970, data_time: 0.006, memory: 8343, top1_acc: 0.4830, top5_acc: 0.7299, loss_cls: 2.2424, loss: 2.2424, grad_norm: 4.6628 2020-07-25 05:03:54,430 - mmaction - INFO - Epoch [7][580/940] lr: 1.000e-02, eta: 1 day, 1:53:06, time: 0.931, data_time: 0.010, memory: 8343, top1_acc: 0.4795, top5_acc: 0.7248, loss_cls: 2.2166, loss: 2.2166, grad_norm: 4.5385 2020-07-25 05:04:13,970 - mmaction - INFO - Epoch [7][600/940] lr: 1.000e-02, eta: 1 day, 1:52:22, time: 0.979, data_time: 0.009, memory: 8343, top1_acc: 0.4768, top5_acc: 0.7238, loss_cls: 2.2603, loss: 2.2603, grad_norm: 4.5557 2020-07-25 05:04:34,148 - mmaction - INFO - Epoch [7][620/940] lr: 1.000e-02, eta: 1 day, 1:51:44, time: 1.002, data_time: 0.008, memory: 8343, top1_acc: 0.4777, top5_acc: 0.7275, loss_cls: 2.2646, loss: 2.2646, grad_norm: 4.6085 2020-07-25 05:04:52,198 - mmaction - INFO - Epoch [7][640/940] lr: 1.000e-02, eta: 1 day, 1:50:40, time: 0.909, data_time: 0.010, memory: 8343, top1_acc: 0.4738, top5_acc: 0.7330, loss_cls: 2.2410, loss: 2.2410, grad_norm: 4.6268 2020-07-25 05:05:11,560 - mmaction - INFO - Epoch [7][660/940] lr: 1.000e-02, eta: 1 day, 1:49:52, time: 0.966, data_time: 0.012, memory: 8343, top1_acc: 0.4803, top5_acc: 0.7295, loss_cls: 2.2089, loss: 2.2089, grad_norm: 4.5931 2020-07-25 05:05:31,437 - mmaction - INFO - Epoch [7][680/940] lr: 1.000e-02, eta: 1 day, 1:49:13, time: 0.996, data_time: 0.006, memory: 8343, top1_acc: 0.4795, top5_acc: 0.7180, loss_cls: 2.2810, loss: 2.2810, grad_norm: 4.5974 2020-07-25 05:05:52,239 - mmaction - INFO - Epoch [7][700/940] lr: 1.000e-02, eta: 1 day, 1:48:47, time: 1.041, data_time: 0.003, memory: 8343, top1_acc: 0.4797, top5_acc: 0.7336, loss_cls: 2.2253, loss: 2.2253, grad_norm: 4.6015 2020-07-25 05:06:11,317 - mmaction - INFO - Epoch [7][720/940] lr: 1.000e-02, eta: 1 day, 1:47:55, time: 0.950, data_time: 0.007, memory: 8343, top1_acc: 0.4826, top5_acc: 0.7303, loss_cls: 2.2495, loss: 2.2495, grad_norm: 4.5278 2020-07-25 05:06:30,357 - mmaction - INFO - Epoch [7][740/940] lr: 1.000e-02, eta: 1 day, 1:47:05, time: 0.954, data_time: 0.006, memory: 8343, top1_acc: 0.4666, top5_acc: 0.7145, loss_cls: 2.2985, loss: 2.2985, grad_norm: 4.5976 2020-07-25 05:06:49,492 - mmaction - INFO - Epoch [7][760/940] lr: 1.000e-02, eta: 1 day, 1:46:14, time: 0.948, data_time: 0.010, memory: 8343, top1_acc: 0.4813, top5_acc: 0.7459, loss_cls: 2.2001, loss: 2.2001, grad_norm: 4.5435 2020-07-25 05:07:09,317 - mmaction - INFO - Epoch [7][780/940] lr: 1.000e-02, eta: 1 day, 1:45:37, time: 1.000, data_time: 0.013, memory: 8343, top1_acc: 0.4752, top5_acc: 0.7246, loss_cls: 2.2700, loss: 2.2700, grad_norm: 4.6073 2020-07-25 05:07:27,682 - mmaction - INFO - Epoch [7][800/940] lr: 1.000e-02, eta: 1 day, 1:44:37, time: 0.917, data_time: 0.008, memory: 8343, top1_acc: 0.4725, top5_acc: 0.7387, loss_cls: 2.2251, loss: 2.2251, grad_norm: 4.6142 2020-07-25 05:07:47,593 - mmaction - INFO - Epoch [7][820/940] lr: 1.000e-02, eta: 1 day, 1:43:59, time: 0.997, data_time: 0.007, memory: 8343, top1_acc: 0.4826, top5_acc: 0.7311, loss_cls: 2.2444, loss: 2.2444, grad_norm: 4.5372 2020-07-25 05:08:06,467 - mmaction - INFO - Epoch [7][840/940] lr: 1.000e-02, eta: 1 day, 1:43:06, time: 0.941, data_time: 0.008, memory: 8343, top1_acc: 0.4857, top5_acc: 0.7316, loss_cls: 2.2174, loss: 2.2174, grad_norm: 4.5690 2020-07-25 05:08:26,495 - mmaction - INFO - Epoch [7][860/940] lr: 1.000e-02, eta: 1 day, 1:42:30, time: 1.004, data_time: 0.009, memory: 8343, top1_acc: 0.4816, top5_acc: 0.7418, loss_cls: 2.1977, loss: 2.1977, grad_norm: 4.5355 2020-07-25 05:08:45,987 - mmaction - INFO - Epoch [7][880/940] lr: 1.000e-02, eta: 1 day, 1:41:47, time: 0.974, data_time: 0.008, memory: 8343, top1_acc: 0.4703, top5_acc: 0.7211, loss_cls: 2.2796, loss: 2.2796, grad_norm: 4.5836 2020-07-25 05:09:04,597 - mmaction - INFO - Epoch [7][900/940] lr: 1.000e-02, eta: 1 day, 1:40:49, time: 0.919, data_time: 0.008, memory: 8343, top1_acc: 0.4693, top5_acc: 0.7146, loss_cls: 2.2939, loss: 2.2939, grad_norm: 4.6135 2020-07-25 05:09:24,298 - mmaction - INFO - Epoch [7][920/940] lr: 1.000e-02, eta: 1 day, 1:40:11, time: 0.997, data_time: 0.016, memory: 8343, top1_acc: 0.4734, top5_acc: 0.7393, loss_cls: 2.2217, loss: 2.2217, grad_norm: 4.5674 2020-07-25 05:09:43,964 - mmaction - INFO - Epoch [7][940/940] lr: 1.000e-02, eta: 1 day, 1:39:31, time: 0.983, data_time: 0.010, memory: 8343, top1_acc: 0.4795, top5_acc: 0.7258, loss_cls: 2.2241, loss: 2.2241, grad_norm: 4.5850 2020-07-25 05:09:44,507 - mmaction - INFO - Saving checkpoint at 7 epochs 2020-07-25 05:10:15,970 - mmaction - INFO - Epoch [8][20/940] lr: 1.000e-02, eta: 1 day, 1:41:19, time: 1.548, data_time: 0.750, memory: 8343, top1_acc: 0.4867, top5_acc: 0.7268, loss_cls: 2.2209, loss: 2.2209, grad_norm: 4.5532 2020-07-25 05:10:34,723 - mmaction - INFO - Epoch [8][40/940] lr: 1.000e-02, eta: 1 day, 1:40:27, time: 0.938, data_time: 0.012, memory: 8343, top1_acc: 0.4932, top5_acc: 0.7275, loss_cls: 2.1970, loss: 2.1970, grad_norm: 4.5780 2020-07-25 05:10:53,421 - mmaction - INFO - Epoch [8][60/940] lr: 1.000e-02, eta: 1 day, 1:39:32, time: 0.929, data_time: 0.008, memory: 8343, top1_acc: 0.4902, top5_acc: 0.7371, loss_cls: 2.2180, loss: 2.2180, grad_norm: 4.5284 2020-07-25 05:11:12,787 - mmaction - INFO - Epoch [8][80/940] lr: 1.000e-02, eta: 1 day, 1:38:48, time: 0.972, data_time: 0.010, memory: 8343, top1_acc: 0.4893, top5_acc: 0.7330, loss_cls: 2.2076, loss: 2.2076, grad_norm: 4.5444 2020-07-25 05:11:32,700 - mmaction - INFO - Epoch [8][100/940] lr: 1.000e-02, eta: 1 day, 1:38:11, time: 0.995, data_time: 0.009, memory: 8343, top1_acc: 0.4902, top5_acc: 0.7387, loss_cls: 2.1970, loss: 2.1970, grad_norm: 4.6567 2020-07-25 05:11:51,593 - mmaction - INFO - Epoch [8][120/940] lr: 1.000e-02, eta: 1 day, 1:37:20, time: 0.945, data_time: 0.005, memory: 8343, top1_acc: 0.4979, top5_acc: 0.7416, loss_cls: 2.1676, loss: 2.1676, grad_norm: 4.5656 2020-07-25 05:12:11,050 - mmaction - INFO - Epoch [8][140/940] lr: 1.000e-02, eta: 1 day, 1:36:36, time: 0.967, data_time: 0.008, memory: 8343, top1_acc: 0.4855, top5_acc: 0.7275, loss_cls: 2.2212, loss: 2.2212, grad_norm: 4.5707 2020-07-25 05:12:28,924 - mmaction - INFO - Epoch [8][160/940] lr: 1.000e-02, eta: 1 day, 1:35:34, time: 0.899, data_time: 0.010, memory: 8343, top1_acc: 0.4816, top5_acc: 0.7383, loss_cls: 2.2100, loss: 2.2100, grad_norm: 4.6775 2020-07-25 05:12:48,329 - mmaction - INFO - Epoch [8][180/940] lr: 1.000e-02, eta: 1 day, 1:34:50, time: 0.966, data_time: 0.009, memory: 8343, top1_acc: 0.4859, top5_acc: 0.7346, loss_cls: 2.2212, loss: 2.2212, grad_norm: 4.5696 2020-07-25 05:13:08,419 - mmaction - INFO - Epoch [8][200/940] lr: 1.000e-02, eta: 1 day, 1:34:17, time: 1.009, data_time: 0.009, memory: 8343, top1_acc: 0.4916, top5_acc: 0.7391, loss_cls: 2.1860, loss: 2.1860, grad_norm: 4.5909 2020-07-25 05:13:26,426 - mmaction - INFO - Epoch [8][220/940] lr: 1.000e-02, eta: 1 day, 1:33:16, time: 0.902, data_time: 0.003, memory: 8343, top1_acc: 0.4795, top5_acc: 0.7275, loss_cls: 2.2416, loss: 2.2416, grad_norm: 4.6958 2020-07-25 05:13:50,131 - mmaction - INFO - Epoch [8][240/940] lr: 1.000e-02, eta: 1 day, 1:33:27, time: 1.181, data_time: 0.021, memory: 8343, top1_acc: 0.4811, top5_acc: 0.7314, loss_cls: 2.1992, loss: 2.1992, grad_norm: 4.5535 2020-07-25 05:14:09,931 - mmaction - INFO - Epoch [8][260/940] lr: 1.000e-02, eta: 1 day, 1:32:51, time: 0.994, data_time: 0.009, memory: 8343, top1_acc: 0.4930, top5_acc: 0.7410, loss_cls: 2.1792, loss: 2.1792, grad_norm: 4.4968 2020-07-25 05:14:27,882 - mmaction - INFO - Epoch [8][280/940] lr: 1.000e-02, eta: 1 day, 1:31:50, time: 0.898, data_time: 0.008, memory: 8343, top1_acc: 0.4863, top5_acc: 0.7391, loss_cls: 2.1794, loss: 2.1794, grad_norm: 4.5845 2020-07-25 05:14:48,516 - mmaction - INFO - Epoch [8][300/940] lr: 1.000e-02, eta: 1 day, 1:31:22, time: 1.029, data_time: 0.007, memory: 8343, top1_acc: 0.4787, top5_acc: 0.7225, loss_cls: 2.2623, loss: 2.2623, grad_norm: 4.6332 2020-07-25 05:15:09,044 - mmaction - INFO - Epoch [8][320/940] lr: 1.000e-02, eta: 1 day, 1:30:54, time: 1.029, data_time: 0.007, memory: 8343, top1_acc: 0.4883, top5_acc: 0.7383, loss_cls: 2.1794, loss: 2.1794, grad_norm: 4.5488 2020-07-25 05:15:28,790 - mmaction - INFO - Epoch [8][340/940] lr: 1.000e-02, eta: 1 day, 1:30:16, time: 0.986, data_time: 0.002, memory: 8343, top1_acc: 0.4699, top5_acc: 0.7270, loss_cls: 2.2314, loss: 2.2314, grad_norm: 4.5696 2020-07-25 05:15:47,522 - mmaction - INFO - Epoch [8][360/940] lr: 1.000e-02, eta: 1 day, 1:29:26, time: 0.938, data_time: 0.004, memory: 8343, top1_acc: 0.4873, top5_acc: 0.7350, loss_cls: 2.2023, loss: 2.2023, grad_norm: 4.6293 2020-07-25 05:16:05,472 - mmaction - INFO - Epoch [8][380/940] lr: 1.000e-02, eta: 1 day, 1:28:24, time: 0.890, data_time: 0.008, memory: 8343, top1_acc: 0.4725, top5_acc: 0.7293, loss_cls: 2.2408, loss: 2.2408, grad_norm: 4.6177 2020-07-25 05:16:24,540 - mmaction - INFO - Epoch [8][400/940] lr: 1.000e-02, eta: 1 day, 1:27:39, time: 0.960, data_time: 0.011, memory: 8343, top1_acc: 0.4883, top5_acc: 0.7281, loss_cls: 2.2113, loss: 2.2113, grad_norm: 4.6261 2020-07-25 05:16:43,877 - mmaction - INFO - Epoch [8][420/940] lr: 1.000e-02, eta: 1 day, 1:26:55, time: 0.962, data_time: 0.010, memory: 8343, top1_acc: 0.4924, top5_acc: 0.7426, loss_cls: 2.1508, loss: 2.1508, grad_norm: 4.5699 2020-07-25 05:17:04,854 - mmaction - INFO - Epoch [8][440/940] lr: 1.000e-02, eta: 1 day, 1:26:35, time: 1.055, data_time: 0.009, memory: 8343, top1_acc: 0.4826, top5_acc: 0.7377, loss_cls: 2.2074, loss: 2.2074, grad_norm: 4.6322 2020-07-25 05:17:21,975 - mmaction - INFO - Epoch [8][460/940] lr: 1.000e-02, eta: 1 day, 1:25:25, time: 0.856, data_time: 0.003, memory: 8343, top1_acc: 0.4816, top5_acc: 0.7354, loss_cls: 2.2284, loss: 2.2284, grad_norm: 4.5881 2020-07-25 05:17:41,535 - mmaction - INFO - Epoch [8][480/940] lr: 1.000e-02, eta: 1 day, 1:24:44, time: 0.973, data_time: 0.009, memory: 8343, top1_acc: 0.4850, top5_acc: 0.7393, loss_cls: 2.1907, loss: 2.1907, grad_norm: 4.5539 2020-07-25 05:18:01,803 - mmaction - INFO - Epoch [8][500/940] lr: 1.000e-02, eta: 1 day, 1:24:15, time: 1.017, data_time: 0.009, memory: 8343, top1_acc: 0.4844, top5_acc: 0.7373, loss_cls: 2.2061, loss: 2.2061, grad_norm: 4.5846 2020-07-25 05:18:20,613 - mmaction - INFO - Epoch [8][520/940] lr: 1.000e-02, eta: 1 day, 1:23:26, time: 0.939, data_time: 0.008, memory: 8343, top1_acc: 0.4855, top5_acc: 0.7279, loss_cls: 2.2562, loss: 2.2562, grad_norm: 4.7060 2020-07-25 05:18:38,933 - mmaction - INFO - Epoch [8][540/940] lr: 1.000e-02, eta: 1 day, 1:22:32, time: 0.918, data_time: 0.008, memory: 8343, top1_acc: 0.5062, top5_acc: 0.7430, loss_cls: 2.1781, loss: 2.1781, grad_norm: 4.5487 2020-07-25 05:18:57,976 - mmaction - INFO - Epoch [8][560/940] lr: 1.000e-02, eta: 1 day, 1:21:45, time: 0.944, data_time: 0.008, memory: 8343, top1_acc: 0.4859, top5_acc: 0.7314, loss_cls: 2.2005, loss: 2.2005, grad_norm: 4.5874 2020-07-25 05:19:18,165 - mmaction - INFO - Epoch [8][580/940] lr: 1.000e-02, eta: 1 day, 1:21:16, time: 1.018, data_time: 0.011, memory: 8343, top1_acc: 0.4955, top5_acc: 0.7402, loss_cls: 2.1518, loss: 2.1518, grad_norm: 4.5829 2020-07-25 05:19:36,074 - mmaction - INFO - Epoch [8][600/940] lr: 1.000e-02, eta: 1 day, 1:20:17, time: 0.894, data_time: 0.004, memory: 8343, top1_acc: 0.4836, top5_acc: 0.7338, loss_cls: 2.2136, loss: 2.2136, grad_norm: 4.6552 2020-07-25 05:19:56,213 - mmaction - INFO - Epoch [8][620/940] lr: 1.000e-02, eta: 1 day, 1:19:46, time: 1.008, data_time: 0.010, memory: 8343, top1_acc: 0.4961, top5_acc: 0.7375, loss_cls: 2.1787, loss: 2.1787, grad_norm: 4.6433 2020-07-25 05:20:15,333 - mmaction - INFO - Epoch [8][640/940] lr: 1.000e-02, eta: 1 day, 1:19:00, time: 0.946, data_time: 0.009, memory: 8343, top1_acc: 0.4768, top5_acc: 0.7299, loss_cls: 2.2630, loss: 2.2630, grad_norm: 4.7159 2020-07-25 05:20:34,946 - mmaction - INFO - Epoch [8][660/940] lr: 1.000e-02, eta: 1 day, 1:18:24, time: 0.991, data_time: 0.014, memory: 8343, top1_acc: 0.4885, top5_acc: 0.7338, loss_cls: 2.2038, loss: 2.2038, grad_norm: 4.6355 2020-07-25 05:20:52,905 - mmaction - INFO - Epoch [8][680/940] lr: 1.000e-02, eta: 1 day, 1:17:25, time: 0.889, data_time: 0.006, memory: 8343, top1_acc: 0.5064, top5_acc: 0.7396, loss_cls: 2.1522, loss: 2.1522, grad_norm: 4.5582 2020-07-25 05:21:12,161 - mmaction - INFO - Epoch [8][700/940] lr: 1.000e-02, eta: 1 day, 1:16:45, time: 0.970, data_time: 0.012, memory: 8343, top1_acc: 0.4734, top5_acc: 0.7252, loss_cls: 2.2591, loss: 2.2591, grad_norm: 4.6182 2020-07-25 05:21:31,921 - mmaction - INFO - Epoch [8][720/940] lr: 1.000e-02, eta: 1 day, 1:16:09, time: 0.985, data_time: 0.008, memory: 8343, top1_acc: 0.4656, top5_acc: 0.7213, loss_cls: 2.2687, loss: 2.2687, grad_norm: 4.7349 2020-07-25 05:21:50,187 - mmaction - INFO - Epoch [8][740/940] lr: 1.000e-02, eta: 1 day, 1:15:16, time: 0.916, data_time: 0.006, memory: 8343, top1_acc: 0.4898, top5_acc: 0.7355, loss_cls: 2.2091, loss: 2.2091, grad_norm: 4.6130 2020-07-25 05:22:09,509 - mmaction - INFO - Epoch [8][760/940] lr: 1.000e-02, eta: 1 day, 1:14:34, time: 0.957, data_time: 0.008, memory: 8343, top1_acc: 0.4865, top5_acc: 0.7242, loss_cls: 2.2455, loss: 2.2455, grad_norm: 4.6350 2020-07-25 05:22:27,548 - mmaction - INFO - Epoch [8][780/940] lr: 1.000e-02, eta: 1 day, 1:13:40, time: 0.912, data_time: 0.013, memory: 8343, top1_acc: 0.4791, top5_acc: 0.7355, loss_cls: 2.2168, loss: 2.2168, grad_norm: 4.6046 2020-07-25 05:22:47,041 - mmaction - INFO - Epoch [8][800/940] lr: 1.000e-02, eta: 1 day, 1:13:02, time: 0.975, data_time: 0.009, memory: 8343, top1_acc: 0.4934, top5_acc: 0.7293, loss_cls: 2.2122, loss: 2.2122, grad_norm: 4.5439 2020-07-25 05:23:05,534 - mmaction - INFO - Epoch [8][820/940] lr: 1.000e-02, eta: 1 day, 1:12:12, time: 0.922, data_time: 0.004, memory: 8343, top1_acc: 0.4822, top5_acc: 0.7330, loss_cls: 2.2332, loss: 2.2332, grad_norm: 4.6061 2020-07-25 05:23:24,876 - mmaction - INFO - Epoch [8][840/940] lr: 1.000e-02, eta: 1 day, 1:11:33, time: 0.969, data_time: 0.004, memory: 8343, top1_acc: 0.4990, top5_acc: 0.7379, loss_cls: 2.1534, loss: 2.1534, grad_norm: 4.5646 2020-07-25 05:23:44,257 - mmaction - INFO - Epoch [8][860/940] lr: 1.000e-02, eta: 1 day, 1:10:53, time: 0.968, data_time: 0.007, memory: 8343, top1_acc: 0.4842, top5_acc: 0.7365, loss_cls: 2.2078, loss: 2.2078, grad_norm: 4.6092 2020-07-25 05:24:02,718 - mmaction - INFO - Epoch [8][880/940] lr: 1.000e-02, eta: 1 day, 1:10:03, time: 0.923, data_time: 0.007, memory: 8343, top1_acc: 0.4967, top5_acc: 0.7363, loss_cls: 2.1968, loss: 2.1968, grad_norm: 4.5837 2020-07-25 05:24:21,796 - mmaction - INFO - Epoch [8][900/940] lr: 1.000e-02, eta: 1 day, 1:09:19, time: 0.944, data_time: 0.010, memory: 8343, top1_acc: 0.4920, top5_acc: 0.7377, loss_cls: 2.1831, loss: 2.1831, grad_norm: 4.5992 2020-07-25 05:24:41,350 - mmaction - INFO - Epoch [8][920/940] lr: 1.000e-02, eta: 1 day, 1:08:44, time: 0.988, data_time: 0.014, memory: 8343, top1_acc: 0.4961, top5_acc: 0.7244, loss_cls: 2.2023, loss: 2.2023, grad_norm: 4.5385 2020-07-25 05:24:58,955 - mmaction - INFO - Epoch [8][940/940] lr: 1.000e-02, eta: 1 day, 1:07:45, time: 0.881, data_time: 0.008, memory: 8343, top1_acc: 0.4955, top5_acc: 0.7329, loss_cls: 2.2129, loss: 2.2129, grad_norm: 4.6965 2020-07-25 05:24:59,333 - mmaction - INFO - Saving checkpoint at 8 epochs 2020-07-25 05:25:28,244 - mmaction - INFO - Epoch [9][20/940] lr: 1.000e-02, eta: 1 day, 1:08:51, time: 1.426, data_time: 0.698, memory: 8343, top1_acc: 0.5027, top5_acc: 0.7393, loss_cls: 2.1460, loss: 2.1460, grad_norm: 4.5077 2020-07-25 05:25:47,036 - mmaction - INFO - Epoch [9][40/940] lr: 1.000e-02, eta: 1 day, 1:08:06, time: 0.939, data_time: 0.009, memory: 8343, top1_acc: 0.5018, top5_acc: 0.7469, loss_cls: 2.1357, loss: 2.1357, grad_norm: 4.5391 2020-07-25 05:26:04,895 - mmaction - INFO - Epoch [9][60/940] lr: 1.000e-02, eta: 1 day, 1:07:10, time: 0.892, data_time: 0.003, memory: 8343, top1_acc: 0.4914, top5_acc: 0.7475, loss_cls: 2.1594, loss: 2.1594, grad_norm: 4.5603 2020-07-25 05:26:24,076 - mmaction - INFO - Epoch [9][80/940] lr: 1.000e-02, eta: 1 day, 1:06:27, time: 0.952, data_time: 0.009, memory: 8343, top1_acc: 0.4973, top5_acc: 0.7455, loss_cls: 2.1575, loss: 2.1575, grad_norm: 4.5354 2020-07-25 05:26:43,428 - mmaction - INFO - Epoch [9][100/940] lr: 1.000e-02, eta: 1 day, 1:05:50, time: 0.976, data_time: 0.011, memory: 8343, top1_acc: 0.4943, top5_acc: 0.7346, loss_cls: 2.1758, loss: 2.1758, grad_norm: 4.5388 2020-07-25 05:27:02,050 - mmaction - INFO - Epoch [9][120/940] lr: 1.000e-02, eta: 1 day, 1:05:01, time: 0.922, data_time: 0.007, memory: 8343, top1_acc: 0.4920, top5_acc: 0.7396, loss_cls: 2.1462, loss: 2.1462, grad_norm: 4.5457 2020-07-25 05:27:21,074 - mmaction - INFO - Epoch [9][140/940] lr: 1.000e-02, eta: 1 day, 1:04:21, time: 0.960, data_time: 0.013, memory: 8343, top1_acc: 0.4994, top5_acc: 0.7412, loss_cls: 2.1725, loss: 2.1725, grad_norm: 4.6500 2020-07-25 05:27:39,974 - mmaction - INFO - Epoch [9][160/940] lr: 1.000e-02, eta: 1 day, 1:03:36, time: 0.938, data_time: 0.009, memory: 8343, top1_acc: 0.4955, top5_acc: 0.7479, loss_cls: 2.1526, loss: 2.1526, grad_norm: 4.6386 2020-07-25 05:27:58,975 - mmaction - INFO - Epoch [9][180/940] lr: 1.000e-02, eta: 1 day, 1:02:55, time: 0.957, data_time: 0.013, memory: 8343, top1_acc: 0.4934, top5_acc: 0.7354, loss_cls: 2.1858, loss: 2.1858, grad_norm: 4.6298 2020-07-25 05:28:17,994 - mmaction - INFO - Epoch [9][200/940] lr: 1.000e-02, eta: 1 day, 1:02:12, time: 0.944, data_time: 0.008, memory: 8343, top1_acc: 0.4947, top5_acc: 0.7400, loss_cls: 2.1466, loss: 2.1466, grad_norm: 4.5950 2020-07-25 05:28:36,120 - mmaction - INFO - Epoch [9][220/940] lr: 1.000e-02, eta: 1 day, 1:01:22, time: 0.914, data_time: 0.012, memory: 8343, top1_acc: 0.4906, top5_acc: 0.7383, loss_cls: 2.1885, loss: 2.1885, grad_norm: 4.6196 2020-07-25 05:28:56,876 - mmaction - INFO - Epoch [9][240/940] lr: 1.000e-02, eta: 1 day, 1:00:58, time: 1.032, data_time: 0.008, memory: 8343, top1_acc: 0.4971, top5_acc: 0.7441, loss_cls: 2.1447, loss: 2.1447, grad_norm: 4.5242 2020-07-25 05:29:17,498 - mmaction - INFO - Epoch [9][260/940] lr: 1.000e-02, eta: 1 day, 1:00:36, time: 1.037, data_time: 0.010, memory: 8343, top1_acc: 0.4928, top5_acc: 0.7467, loss_cls: 2.1509, loss: 2.1509, grad_norm: 4.6124 2020-07-25 05:29:35,206 - mmaction - INFO - Epoch [9][280/940] lr: 1.000e-02, eta: 1 day, 0:59:40, time: 0.886, data_time: 0.007, memory: 8343, top1_acc: 0.4979, top5_acc: 0.7453, loss_cls: 2.1633, loss: 2.1633, grad_norm: 4.6139 2020-07-25 05:29:55,202 - mmaction - INFO - Epoch [9][300/940] lr: 1.000e-02, eta: 1 day, 0:59:09, time: 1.000, data_time: 0.003, memory: 8343, top1_acc: 0.4994, top5_acc: 0.7416, loss_cls: 2.1390, loss: 2.1390, grad_norm: 4.5696 2020-07-25 05:30:15,129 - mmaction - INFO - Epoch [9][320/940] lr: 1.000e-02, eta: 1 day, 0:58:38, time: 0.996, data_time: 0.004, memory: 8343, top1_acc: 0.4887, top5_acc: 0.7510, loss_cls: 2.1669, loss: 2.1669, grad_norm: 4.6932 2020-07-25 05:30:33,236 - mmaction - INFO - Epoch [9][340/940] lr: 1.000e-02, eta: 1 day, 0:57:44, time: 0.894, data_time: 0.007, memory: 8343, top1_acc: 0.4988, top5_acc: 0.7385, loss_cls: 2.1544, loss: 2.1544, grad_norm: 4.5736 2020-07-25 05:30:53,454 - mmaction - INFO - Epoch [9][360/940] lr: 1.000e-02, eta: 1 day, 0:57:19, time: 1.022, data_time: 0.015, memory: 8343, top1_acc: 0.4912, top5_acc: 0.7408, loss_cls: 2.1808, loss: 2.1808, grad_norm: 4.6291 2020-07-25 05:31:11,812 - mmaction - INFO - Epoch [9][380/940] lr: 1.000e-02, eta: 1 day, 0:56:29, time: 0.910, data_time: 0.008, memory: 8343, top1_acc: 0.4852, top5_acc: 0.7215, loss_cls: 2.2265, loss: 2.2265, grad_norm: 4.6201 2020-07-25 05:31:30,705 - mmaction - INFO - Epoch [9][400/940] lr: 1.000e-02, eta: 1 day, 0:55:48, time: 0.954, data_time: 0.013, memory: 8343, top1_acc: 0.5012, top5_acc: 0.7402, loss_cls: 2.1388, loss: 2.1388, grad_norm: 4.5162 2020-07-25 05:31:50,396 - mmaction - INFO - Epoch [9][420/940] lr: 1.000e-02, eta: 1 day, 0:55:14, time: 0.982, data_time: 0.009, memory: 8343, top1_acc: 0.4971, top5_acc: 0.7373, loss_cls: 2.1827, loss: 2.1827, grad_norm: 4.6327 2020-07-25 05:32:09,817 - mmaction - INFO - Epoch [9][440/940] lr: 1.000e-02, eta: 1 day, 0:54:39, time: 0.974, data_time: 0.005, memory: 8343, top1_acc: 0.4922, top5_acc: 0.7400, loss_cls: 2.1674, loss: 2.1674, grad_norm: 4.6125 2020-07-25 05:32:29,695 - mmaction - INFO - Epoch [9][460/940] lr: 1.000e-02, eta: 1 day, 0:54:07, time: 0.994, data_time: 0.006, memory: 8343, top1_acc: 0.4953, top5_acc: 0.7428, loss_cls: 2.1575, loss: 2.1575, grad_norm: 4.6701 2020-07-25 05:32:47,488 - mmaction - INFO - Epoch [9][480/940] lr: 1.000e-02, eta: 1 day, 0:53:12, time: 0.880, data_time: 0.007, memory: 8343, top1_acc: 0.5062, top5_acc: 0.7516, loss_cls: 2.1267, loss: 2.1267, grad_norm: 4.5305 2020-07-25 05:33:06,806 - mmaction - INFO - Epoch [9][500/940] lr: 1.000e-02, eta: 1 day, 0:52:37, time: 0.975, data_time: 0.013, memory: 8343, top1_acc: 0.5023, top5_acc: 0.7361, loss_cls: 2.1436, loss: 2.1436, grad_norm: 4.5222 2020-07-25 05:33:25,894 - mmaction - INFO - Epoch [9][520/940] lr: 1.000e-02, eta: 1 day, 0:51:56, time: 0.947, data_time: 0.007, memory: 8343, top1_acc: 0.4930, top5_acc: 0.7359, loss_cls: 2.1849, loss: 2.1849, grad_norm: 4.6249 2020-07-25 05:33:44,699 - mmaction - INFO - Epoch [9][540/940] lr: 1.000e-02, eta: 1 day, 0:51:15, time: 0.947, data_time: 0.010, memory: 8343, top1_acc: 0.4959, top5_acc: 0.7330, loss_cls: 2.1936, loss: 2.1936, grad_norm: 4.5848 2020-07-25 05:34:05,207 - mmaction - INFO - Epoch [9][560/940] lr: 1.000e-02, eta: 1 day, 0:50:50, time: 1.023, data_time: 0.008, memory: 8343, top1_acc: 0.4869, top5_acc: 0.7348, loss_cls: 2.1999, loss: 2.1999, grad_norm: 4.7020 2020-07-25 05:34:23,771 - mmaction - INFO - Epoch [9][580/940] lr: 1.000e-02, eta: 1 day, 0:50:03, time: 0.919, data_time: 0.009, memory: 8343, top1_acc: 0.4977, top5_acc: 0.7393, loss_cls: 2.1692, loss: 2.1692, grad_norm: 4.6971 2020-07-25 05:34:43,026 - mmaction - INFO - Epoch [9][600/940] lr: 1.000e-02, eta: 1 day, 0:49:28, time: 0.974, data_time: 0.015, memory: 8343, top1_acc: 0.4883, top5_acc: 0.7359, loss_cls: 2.2072, loss: 2.2072, grad_norm: 4.6957 2020-07-25 05:35:02,881 - mmaction - INFO - Epoch [9][620/940] lr: 1.000e-02, eta: 1 day, 0:48:57, time: 0.991, data_time: 0.007, memory: 8343, top1_acc: 0.4773, top5_acc: 0.7400, loss_cls: 2.1958, loss: 2.1958, grad_norm: 4.6942 2020-07-25 05:35:21,912 - mmaction - INFO - Epoch [9][640/940] lr: 1.000e-02, eta: 1 day, 0:48:18, time: 0.954, data_time: 0.004, memory: 8343, top1_acc: 0.4838, top5_acc: 0.7428, loss_cls: 2.1843, loss: 2.1843, grad_norm: 4.6533 2020-07-25 05:35:39,750 - mmaction - INFO - Epoch [9][660/940] lr: 1.000e-02, eta: 1 day, 0:47:24, time: 0.882, data_time: 0.007, memory: 8343, top1_acc: 0.4889, top5_acc: 0.7371, loss_cls: 2.1778, loss: 2.1778, grad_norm: 4.5719 2020-07-25 05:35:58,950 - mmaction - INFO - Epoch [9][680/940] lr: 1.000e-02, eta: 1 day, 0:46:48, time: 0.968, data_time: 0.012, memory: 8343, top1_acc: 0.4900, top5_acc: 0.7361, loss_cls: 2.1777, loss: 2.1777, grad_norm: 4.6106 2020-07-25 05:36:17,344 - mmaction - INFO - Epoch [9][700/940] lr: 1.000e-02, eta: 1 day, 0:46:02, time: 0.920, data_time: 0.008, memory: 8343, top1_acc: 0.4914, top5_acc: 0.7365, loss_cls: 2.1967, loss: 2.1967, grad_norm: 4.6366 2020-07-25 05:36:38,243 - mmaction - INFO - Epoch [9][720/940] lr: 1.000e-02, eta: 1 day, 0:45:42, time: 1.041, data_time: 0.008, memory: 8343, top1_acc: 0.4996, top5_acc: 0.7377, loss_cls: 2.1682, loss: 2.1682, grad_norm: 4.6184 2020-07-25 05:36:56,457 - mmaction - INFO - Epoch [9][740/940] lr: 1.000e-02, eta: 1 day, 0:44:55, time: 0.915, data_time: 0.009, memory: 8343, top1_acc: 0.4904, top5_acc: 0.7346, loss_cls: 2.2015, loss: 2.2015, grad_norm: 4.6711 2020-07-25 05:37:15,844 - mmaction - INFO - Epoch [9][760/940] lr: 1.000e-02, eta: 1 day, 0:44:20, time: 0.967, data_time: 0.009, memory: 8343, top1_acc: 0.4982, top5_acc: 0.7428, loss_cls: 2.1429, loss: 2.1429, grad_norm: 4.5803 2020-07-25 05:37:35,158 - mmaction - INFO - Epoch [9][780/940] lr: 1.000e-02, eta: 1 day, 0:43:44, time: 0.968, data_time: 0.006, memory: 8343, top1_acc: 0.5004, top5_acc: 0.7473, loss_cls: 2.1335, loss: 2.1335, grad_norm: 4.6192 2020-07-25 05:37:54,299 - mmaction - INFO - Epoch [9][800/940] lr: 1.000e-02, eta: 1 day, 0:43:05, time: 0.952, data_time: 0.010, memory: 8343, top1_acc: 0.5029, top5_acc: 0.7453, loss_cls: 2.1445, loss: 2.1445, grad_norm: 4.6224 2020-07-25 05:38:13,391 - mmaction - INFO - Epoch [9][820/940] lr: 1.000e-02, eta: 1 day, 0:42:29, time: 0.961, data_time: 0.009, memory: 8343, top1_acc: 0.4996, top5_acc: 0.7484, loss_cls: 2.1558, loss: 2.1558, grad_norm: 4.5886 2020-07-25 05:38:32,586 - mmaction - INFO - Epoch [9][840/940] lr: 1.000e-02, eta: 1 day, 0:41:52, time: 0.958, data_time: 0.004, memory: 8343, top1_acc: 0.4855, top5_acc: 0.7371, loss_cls: 2.2060, loss: 2.2060, grad_norm: 4.6207 2020-07-25 05:38:51,138 - mmaction - INFO - Epoch [9][860/940] lr: 1.000e-02, eta: 1 day, 0:41:08, time: 0.927, data_time: 0.006, memory: 8343, top1_acc: 0.4969, top5_acc: 0.7424, loss_cls: 2.1649, loss: 2.1649, grad_norm: 4.6364 2020-07-25 05:39:09,802 - mmaction - INFO - Epoch [9][880/940] lr: 1.000e-02, eta: 1 day, 0:40:26, time: 0.935, data_time: 0.010, memory: 8343, top1_acc: 0.4846, top5_acc: 0.7320, loss_cls: 2.2028, loss: 2.2028, grad_norm: 4.6313 2020-07-25 05:39:28,477 - mmaction - INFO - Epoch [9][900/940] lr: 1.000e-02, eta: 1 day, 0:39:45, time: 0.935, data_time: 0.003, memory: 8343, top1_acc: 0.4863, top5_acc: 0.7373, loss_cls: 2.2148, loss: 2.2148, grad_norm: 4.6809 2020-07-25 05:39:47,839 - mmaction - INFO - Epoch [9][920/940] lr: 1.000e-02, eta: 1 day, 0:39:09, time: 0.966, data_time: 0.006, memory: 8343, top1_acc: 0.4885, top5_acc: 0.7414, loss_cls: 2.1779, loss: 2.1779, grad_norm: 4.6922 2020-07-25 05:40:06,498 - mmaction - INFO - Epoch [9][940/940] lr: 1.000e-02, eta: 1 day, 0:38:28, time: 0.935, data_time: 0.007, memory: 8343, top1_acc: 0.4870, top5_acc: 0.7356, loss_cls: 2.1770, loss: 2.1770, grad_norm: 4.5858 2020-07-25 05:40:06,884 - mmaction - INFO - Saving checkpoint at 9 epochs 2020-07-25 05:40:36,543 - mmaction - INFO - Epoch [10][20/940] lr: 1.000e-02, eta: 1 day, 0:39:33, time: 1.463, data_time: 0.514, memory: 8343, top1_acc: 0.5047, top5_acc: 0.7455, loss_cls: 2.1241, loss: 2.1241, grad_norm: 4.5122 2020-07-25 05:40:53,658 - mmaction - INFO - Epoch [10][40/940] lr: 1.000e-02, eta: 1 day, 0:38:35, time: 0.853, data_time: 0.012, memory: 8343, top1_acc: 0.4996, top5_acc: 0.7604, loss_cls: 2.0872, loss: 2.0872, grad_norm: 4.5546 2020-07-25 05:41:12,048 - mmaction - INFO - Epoch [10][60/940] lr: 1.000e-02, eta: 1 day, 0:37:51, time: 0.922, data_time: 0.009, memory: 8343, top1_acc: 0.5057, top5_acc: 0.7457, loss_cls: 2.1160, loss: 2.1160, grad_norm: 4.5532 2020-07-25 05:41:31,086 - mmaction - INFO - Epoch [10][80/940] lr: 1.000e-02, eta: 1 day, 0:37:13, time: 0.950, data_time: 0.008, memory: 8343, top1_acc: 0.5023, top5_acc: 0.7430, loss_cls: 2.1303, loss: 2.1303, grad_norm: 4.5802 2020-07-25 05:41:49,669 - mmaction - INFO - Epoch [10][100/940] lr: 1.000e-02, eta: 1 day, 0:36:31, time: 0.933, data_time: 0.006, memory: 8343, top1_acc: 0.5201, top5_acc: 0.7615, loss_cls: 2.0589, loss: 2.0589, grad_norm: 4.5469 2020-07-25 05:42:09,970 - mmaction - INFO - Epoch [10][120/940] lr: 1.000e-02, eta: 1 day, 0:36:05, time: 1.007, data_time: 0.009, memory: 8343, top1_acc: 0.4955, top5_acc: 0.7350, loss_cls: 2.1562, loss: 2.1562, grad_norm: 4.5666 2020-07-25 05:42:27,480 - mmaction - INFO - Epoch [10][140/940] lr: 1.000e-02, eta: 1 day, 0:35:13, time: 0.882, data_time: 0.012, memory: 8343, top1_acc: 0.5125, top5_acc: 0.7510, loss_cls: 2.0895, loss: 2.0895, grad_norm: 4.4650 2020-07-25 05:42:46,098 - mmaction - INFO - Epoch [10][160/940] lr: 1.000e-02, eta: 1 day, 0:34:30, time: 0.926, data_time: 0.010, memory: 8343, top1_acc: 0.5086, top5_acc: 0.7459, loss_cls: 2.1338, loss: 2.1338, grad_norm: 4.6398 2020-07-25 05:43:06,554 - mmaction - INFO - Epoch [10][180/940] lr: 1.000e-02, eta: 1 day, 0:34:08, time: 1.028, data_time: 0.010, memory: 8343, top1_acc: 0.4955, top5_acc: 0.7402, loss_cls: 2.1575, loss: 2.1575, grad_norm: 4.6103 2020-07-25 05:43:25,394 - mmaction - INFO - Epoch [10][200/940] lr: 1.000e-02, eta: 1 day, 0:33:29, time: 0.941, data_time: 0.007, memory: 8343, top1_acc: 0.5041, top5_acc: 0.7510, loss_cls: 2.1422, loss: 2.1422, grad_norm: 4.6337 2020-07-25 05:43:43,578 - mmaction - INFO - Epoch [10][220/940] lr: 1.000e-02, eta: 1 day, 0:32:43, time: 0.911, data_time: 0.008, memory: 8343, top1_acc: 0.5086, top5_acc: 0.7490, loss_cls: 2.1013, loss: 2.1013, grad_norm: 4.6185 2020-07-25 05:44:02,725 - mmaction - INFO - Epoch [10][240/940] lr: 1.000e-02, eta: 1 day, 0:32:07, time: 0.958, data_time: 0.007, memory: 8343, top1_acc: 0.5070, top5_acc: 0.7463, loss_cls: 2.1242, loss: 2.1242, grad_norm: 4.6217 2020-07-25 05:44:22,815 - mmaction - INFO - Epoch [10][260/940] lr: 1.000e-02, eta: 1 day, 0:31:40, time: 1.000, data_time: 0.009, memory: 8343, top1_acc: 0.5025, top5_acc: 0.7488, loss_cls: 2.1265, loss: 2.1265, grad_norm: 4.6364 2020-07-25 05:44:41,382 - mmaction - INFO - Epoch [10][280/940] lr: 1.000e-02, eta: 1 day, 0:30:59, time: 0.932, data_time: 0.009, memory: 8343, top1_acc: 0.5008, top5_acc: 0.7500, loss_cls: 2.1195, loss: 2.1195, grad_norm: 4.6060 2020-07-25 05:45:00,371 - mmaction - INFO - Epoch [10][300/940] lr: 1.000e-02, eta: 1 day, 0:30:21, time: 0.948, data_time: 0.008, memory: 8343, top1_acc: 0.5084, top5_acc: 0.7490, loss_cls: 2.1314, loss: 2.1314, grad_norm: 4.5592 2020-07-25 05:45:18,955 - mmaction - INFO - Epoch [10][320/940] lr: 1.000e-02, eta: 1 day, 0:29:40, time: 0.931, data_time: 0.006, memory: 8343, top1_acc: 0.4934, top5_acc: 0.7369, loss_cls: 2.1759, loss: 2.1759, grad_norm: 4.6803 2020-07-25 05:45:38,647 - mmaction - INFO - Epoch [10][340/940] lr: 1.000e-02, eta: 1 day, 0:29:08, time: 0.977, data_time: 0.009, memory: 8343, top1_acc: 0.5100, top5_acc: 0.7549, loss_cls: 2.0836, loss: 2.0836, grad_norm: 4.5316 2020-07-25 05:45:56,905 - mmaction - INFO - Epoch [10][360/940] lr: 1.000e-02, eta: 1 day, 0:28:25, time: 0.919, data_time: 0.010, memory: 8343, top1_acc: 0.4980, top5_acc: 0.7326, loss_cls: 2.1726, loss: 2.1726, grad_norm: 4.5962 2020-07-25 05:46:17,419 - mmaction - INFO - Epoch [10][380/940] lr: 1.000e-02, eta: 1 day, 0:28:02, time: 1.020, data_time: 0.010, memory: 8343, top1_acc: 0.4912, top5_acc: 0.7439, loss_cls: 2.1498, loss: 2.1498, grad_norm: 4.6665 2020-07-25 05:46:36,171 - mmaction - INFO - Epoch [10][400/940] lr: 1.000e-02, eta: 1 day, 0:27:24, time: 0.943, data_time: 0.010, memory: 8343, top1_acc: 0.5066, top5_acc: 0.7461, loss_cls: 2.1451, loss: 2.1451, grad_norm: 4.6036 2020-07-25 05:46:55,316 - mmaction - INFO - Epoch [10][420/940] lr: 1.000e-02, eta: 1 day, 0:26:48, time: 0.956, data_time: 0.008, memory: 8343, top1_acc: 0.4951, top5_acc: 0.7365, loss_cls: 2.1885, loss: 2.1885, grad_norm: 4.6523 2020-07-25 05:47:15,259 - mmaction - INFO - Epoch [10][440/940] lr: 1.000e-02, eta: 1 day, 0:26:21, time: 1.001, data_time: 0.009, memory: 8343, top1_acc: 0.4977, top5_acc: 0.7377, loss_cls: 2.1579, loss: 2.1579, grad_norm: 4.6089 2020-07-25 05:47:33,490 - mmaction - INFO - Epoch [10][460/940] lr: 1.000e-02, eta: 1 day, 0:25:36, time: 0.909, data_time: 0.004, memory: 8343, top1_acc: 0.5049, top5_acc: 0.7486, loss_cls: 2.1386, loss: 2.1386, grad_norm: 4.5785 2020-07-25 05:47:53,394 - mmaction - INFO - Epoch [10][480/940] lr: 1.000e-02, eta: 1 day, 0:25:09, time: 0.997, data_time: 0.008, memory: 8343, top1_acc: 0.4889, top5_acc: 0.7434, loss_cls: 2.1658, loss: 2.1658, grad_norm: 4.6135 2020-07-25 05:48:12,159 - mmaction - INFO - Epoch [10][500/940] lr: 1.000e-02, eta: 1 day, 0:24:30, time: 0.936, data_time: 0.007, memory: 8343, top1_acc: 0.4926, top5_acc: 0.7406, loss_cls: 2.1592, loss: 2.1592, grad_norm: 4.6693 2020-07-25 05:48:31,886 - mmaction - INFO - Epoch [10][520/940] lr: 1.000e-02, eta: 1 day, 0:24:01, time: 0.988, data_time: 0.004, memory: 8343, top1_acc: 0.4896, top5_acc: 0.7318, loss_cls: 2.2038, loss: 2.2038, grad_norm: 4.6710 2020-07-25 05:48:50,092 - mmaction - INFO - Epoch [10][540/940] lr: 1.000e-02, eta: 1 day, 0:23:16, time: 0.908, data_time: 0.009, memory: 8343, top1_acc: 0.4945, top5_acc: 0.7420, loss_cls: 2.1522, loss: 2.1522, grad_norm: 4.5826 2020-07-25 05:49:09,599 - mmaction - INFO - Epoch [10][560/940] lr: 1.000e-02, eta: 1 day, 0:22:45, time: 0.977, data_time: 0.005, memory: 8343, top1_acc: 0.4961, top5_acc: 0.7514, loss_cls: 2.1374, loss: 2.1374, grad_norm: 4.5853 2020-07-25 05:49:28,437 - mmaction - INFO - Epoch [10][580/940] lr: 1.000e-02, eta: 1 day, 0:22:06, time: 0.933, data_time: 0.009, memory: 8343, top1_acc: 0.4973, top5_acc: 0.7480, loss_cls: 2.1540, loss: 2.1540, grad_norm: 4.6978 2020-07-25 05:49:47,254 - mmaction - INFO - Epoch [10][600/940] lr: 1.000e-02, eta: 1 day, 0:21:30, time: 0.951, data_time: 0.013, memory: 8343, top1_acc: 0.5105, top5_acc: 0.7449, loss_cls: 2.1159, loss: 2.1159, grad_norm: 4.6233 2020-07-25 05:50:06,384 - mmaction - INFO - Epoch [10][620/940] lr: 1.000e-02, eta: 1 day, 0:20:55, time: 0.957, data_time: 0.007, memory: 8343, top1_acc: 0.5105, top5_acc: 0.7572, loss_cls: 2.0842, loss: 2.0842, grad_norm: 4.6113 2020-07-25 05:50:25,222 - mmaction - INFO - Epoch [10][640/940] lr: 1.000e-02, eta: 1 day, 0:20:17, time: 0.941, data_time: 0.003, memory: 8343, top1_acc: 0.4961, top5_acc: 0.7416, loss_cls: 2.1486, loss: 2.1486, grad_norm: 4.6615 2020-07-25 05:50:44,769 - mmaction - INFO - Epoch [10][660/940] lr: 1.000e-02, eta: 1 day, 0:19:47, time: 0.979, data_time: 0.006, memory: 8343, top1_acc: 0.4951, top5_acc: 0.7475, loss_cls: 2.1462, loss: 2.1462, grad_norm: 4.6770 2020-07-25 05:51:03,654 - mmaction - INFO - Epoch [10][680/940] lr: 1.000e-02, eta: 1 day, 0:19:08, time: 0.936, data_time: 0.006, memory: 8343, top1_acc: 0.5074, top5_acc: 0.7420, loss_cls: 2.1424, loss: 2.1424, grad_norm: 4.6373 2020-07-25 05:51:21,896 - mmaction - INFO - Epoch [10][700/940] lr: 1.000e-02, eta: 1 day, 0:18:27, time: 0.919, data_time: 0.011, memory: 8343, top1_acc: 0.4863, top5_acc: 0.7418, loss_cls: 2.1902, loss: 2.1902, grad_norm: 4.6543 2020-07-25 05:51:41,971 - mmaction - INFO - Epoch [10][720/940] lr: 1.000e-02, eta: 1 day, 0:18:01, time: 1.004, data_time: 0.009, memory: 8343, top1_acc: 0.4949, top5_acc: 0.7357, loss_cls: 2.1842, loss: 2.1842, grad_norm: 4.6456 2020-07-25 05:52:00,691 - mmaction - INFO - Epoch [10][740/940] lr: 1.000e-02, eta: 1 day, 0:17:23, time: 0.935, data_time: 0.006, memory: 8343, top1_acc: 0.5123, top5_acc: 0.7475, loss_cls: 2.1086, loss: 2.1086, grad_norm: 4.5810 2020-07-25 05:52:20,188 - mmaction - INFO - Epoch [10][760/940] lr: 1.000e-02, eta: 1 day, 0:16:52, time: 0.975, data_time: 0.003, memory: 8343, top1_acc: 0.5057, top5_acc: 0.7408, loss_cls: 2.1181, loss: 2.1181, grad_norm: 4.6365 2020-07-25 05:52:38,350 - mmaction - INFO - Epoch [10][780/940] lr: 1.000e-02, eta: 1 day, 0:16:08, time: 0.907, data_time: 0.008, memory: 8343, top1_acc: 0.5008, top5_acc: 0.7447, loss_cls: 2.1498, loss: 2.1498, grad_norm: 4.6609 2020-07-25 05:52:57,203 - mmaction - INFO - Epoch [10][800/940] lr: 1.000e-02, eta: 1 day, 0:15:32, time: 0.944, data_time: 0.009, memory: 8343, top1_acc: 0.4934, top5_acc: 0.7393, loss_cls: 2.1438, loss: 2.1438, grad_norm: 4.6394 2020-07-25 05:53:16,150 - mmaction - INFO - Epoch [10][820/940] lr: 1.000e-02, eta: 1 day, 0:14:56, time: 0.945, data_time: 0.007, memory: 8343, top1_acc: 0.4973, top5_acc: 0.7367, loss_cls: 2.1652, loss: 2.1652, grad_norm: 4.5986 2020-07-25 05:53:34,943 - mmaction - INFO - Epoch [10][840/940] lr: 1.000e-02, eta: 1 day, 0:14:19, time: 0.941, data_time: 0.007, memory: 8343, top1_acc: 0.4996, top5_acc: 0.7459, loss_cls: 2.1488, loss: 2.1488, grad_norm: 4.6572 2020-07-25 05:53:53,063 - mmaction - INFO - Epoch [10][860/940] lr: 1.000e-02, eta: 1 day, 0:13:35, time: 0.901, data_time: 0.009, memory: 8343, top1_acc: 0.5066, top5_acc: 0.7465, loss_cls: 2.1613, loss: 2.1613, grad_norm: 4.6880 2020-07-25 05:54:12,656 - mmaction - INFO - Epoch [10][880/940] lr: 1.000e-02, eta: 1 day, 0:13:06, time: 0.986, data_time: 0.010, memory: 8343, top1_acc: 0.5162, top5_acc: 0.7510, loss_cls: 2.0944, loss: 2.0944, grad_norm: 4.5498 2020-07-25 05:54:31,115 - mmaction - INFO - Epoch [10][900/940] lr: 1.000e-02, eta: 1 day, 0:12:24, time: 0.914, data_time: 0.008, memory: 8343, top1_acc: 0.4928, top5_acc: 0.7400, loss_cls: 2.1515, loss: 2.1515, grad_norm: 4.6623 2020-07-25 05:54:50,213 - mmaction - INFO - Epoch [10][920/940] lr: 1.000e-02, eta: 1 day, 0:11:52, time: 0.963, data_time: 0.012, memory: 8343, top1_acc: 0.5096, top5_acc: 0.7525, loss_cls: 2.0928, loss: 2.0928, grad_norm: 4.5819 2020-07-25 05:55:08,711 - mmaction - INFO - Epoch [10][940/940] lr: 1.000e-02, eta: 1 day, 0:11:13, time: 0.926, data_time: 0.008, memory: 8343, top1_acc: 0.4902, top5_acc: 0.7374, loss_cls: 2.1753, loss: 2.1753, grad_norm: 4.7009 2020-07-25 05:55:09,123 - mmaction - INFO - Saving checkpoint at 10 epochs 2020-07-25 05:55:38,394 - mmaction - INFO - Epoch [11][20/940] lr: 1.000e-02, eta: 1 day, 0:12:06, time: 1.441, data_time: 0.695, memory: 8343, top1_acc: 0.5037, top5_acc: 0.7600, loss_cls: 2.0871, loss: 2.0871, grad_norm: 4.5556 2020-07-25 05:55:56,272 - mmaction - INFO - Epoch [11][40/940] lr: 1.000e-02, eta: 1 day, 0:11:22, time: 0.898, data_time: 0.009, memory: 8343, top1_acc: 0.5100, top5_acc: 0.7465, loss_cls: 2.1263, loss: 2.1263, grad_norm: 4.6823 2020-07-25 05:56:13,351 - mmaction - INFO - Epoch [11][60/940] lr: 1.000e-02, eta: 1 day, 0:10:28, time: 0.844, data_time: 0.007, memory: 8343, top1_acc: 0.5068, top5_acc: 0.7541, loss_cls: 2.0989, loss: 2.0989, grad_norm: 4.5071 2020-07-25 05:56:31,444 - mmaction - INFO - Epoch [11][80/940] lr: 1.000e-02, eta: 1 day, 0:09:47, time: 0.915, data_time: 0.015, memory: 8343, top1_acc: 0.5230, top5_acc: 0.7578, loss_cls: 2.0608, loss: 2.0608, grad_norm: 4.5226 2020-07-25 05:56:49,563 - mmaction - INFO - Epoch [11][100/940] lr: 1.000e-02, eta: 1 day, 0:09:04, time: 0.902, data_time: 0.007, memory: 8343, top1_acc: 0.5125, top5_acc: 0.7506, loss_cls: 2.1132, loss: 2.1132, grad_norm: 4.5926 2020-07-25 05:57:08,875 - mmaction - INFO - Epoch [11][120/940] lr: 1.000e-02, eta: 1 day, 0:08:32, time: 0.967, data_time: 0.010, memory: 8343, top1_acc: 0.5129, top5_acc: 0.7525, loss_cls: 2.1064, loss: 2.1064, grad_norm: 4.5914 2020-07-25 05:57:27,587 - mmaction - INFO - Epoch [11][140/940] lr: 1.000e-02, eta: 1 day, 0:07:55, time: 0.937, data_time: 0.010, memory: 8343, top1_acc: 0.5047, top5_acc: 0.7521, loss_cls: 2.1274, loss: 2.1274, grad_norm: 4.6825 2020-07-25 05:57:46,486 - mmaction - INFO - Epoch [11][160/940] lr: 1.000e-02, eta: 1 day, 0:07:20, time: 0.945, data_time: 0.011, memory: 8343, top1_acc: 0.5076, top5_acc: 0.7428, loss_cls: 2.1018, loss: 2.1018, grad_norm: 4.5913 2020-07-25 05:58:05,012 - mmaction - INFO - Epoch [11][180/940] lr: 1.000e-02, eta: 1 day, 0:06:42, time: 0.928, data_time: 0.006, memory: 8343, top1_acc: 0.5146, top5_acc: 0.7525, loss_cls: 2.0948, loss: 2.0948, grad_norm: 4.6508 2020-07-25 05:58:24,480 - mmaction - INFO - Epoch [11][200/940] lr: 1.000e-02, eta: 1 day, 0:06:10, time: 0.965, data_time: 0.009, memory: 8343, top1_acc: 0.5145, top5_acc: 0.7561, loss_cls: 2.0834, loss: 2.0834, grad_norm: 4.5914 2020-07-25 05:58:43,673 - mmaction - INFO - Epoch [11][220/940] lr: 1.000e-02, eta: 1 day, 0:05:39, time: 0.968, data_time: 0.011, memory: 8343, top1_acc: 0.5051, top5_acc: 0.7535, loss_cls: 2.0863, loss: 2.0863, grad_norm: 4.6093 2020-07-25 05:59:01,757 - mmaction - INFO - Epoch [11][240/940] lr: 1.000e-02, eta: 1 day, 0:04:56, time: 0.901, data_time: 0.007, memory: 8343, top1_acc: 0.5125, top5_acc: 0.7484, loss_cls: 2.1014, loss: 2.1014, grad_norm: 4.5389 2020-07-25 05:59:21,339 - mmaction - INFO - Epoch [11][260/940] lr: 1.000e-02, eta: 1 day, 0:04:27, time: 0.980, data_time: 0.008, memory: 8343, top1_acc: 0.5043, top5_acc: 0.7492, loss_cls: 2.1255, loss: 2.1255, grad_norm: 4.6410 2020-07-25 05:59:38,890 - mmaction - INFO - Epoch [11][280/940] lr: 1.000e-02, eta: 1 day, 0:03:41, time: 0.880, data_time: 0.005, memory: 8343, top1_acc: 0.4982, top5_acc: 0.7479, loss_cls: 2.1328, loss: 2.1328, grad_norm: 4.6665 2020-07-25 05:59:58,318 - mmaction - INFO - Epoch [11][300/940] lr: 1.000e-02, eta: 1 day, 0:03:10, time: 0.969, data_time: 0.006, memory: 8343, top1_acc: 0.5104, top5_acc: 0.7525, loss_cls: 2.0949, loss: 2.0949, grad_norm: 4.6012 2020-07-25 06:00:20,753 - mmaction - INFO - Epoch [11][320/940] lr: 1.000e-02, eta: 1 day, 0:03:04, time: 1.110, data_time: 0.005, memory: 8343, top1_acc: 0.5043, top5_acc: 0.7521, loss_cls: 2.1217, loss: 2.1217, grad_norm: 4.6116 2020-07-25 06:00:38,782 - mmaction - INFO - Epoch [11][340/940] lr: 1.000e-02, eta: 1 day, 0:02:23, time: 0.907, data_time: 0.023, memory: 8343, top1_acc: 0.5123, top5_acc: 0.7559, loss_cls: 2.0600, loss: 2.0600, grad_norm: 4.5520 2020-07-25 06:00:56,611 - mmaction - INFO - Epoch [11][360/940] lr: 1.000e-02, eta: 1 day, 0:01:40, time: 0.898, data_time: 0.012, memory: 8343, top1_acc: 0.4973, top5_acc: 0.7438, loss_cls: 2.1683, loss: 2.1683, grad_norm: 4.6906 2020-07-25 06:01:15,730 - mmaction - INFO - Epoch [11][380/940] lr: 1.000e-02, eta: 1 day, 0:01:07, time: 0.957, data_time: 0.005, memory: 8343, top1_acc: 0.5037, top5_acc: 0.7521, loss_cls: 2.1148, loss: 2.1148, grad_norm: 4.6725 2020-07-25 06:01:34,985 - mmaction - INFO - Epoch [11][400/940] lr: 1.000e-02, eta: 1 day, 0:00:35, time: 0.960, data_time: 0.008, memory: 8343, top1_acc: 0.5072, top5_acc: 0.7564, loss_cls: 2.0996, loss: 2.0996, grad_norm: 4.5784 2020-07-25 06:01:54,061 - mmaction - INFO - Epoch [11][420/940] lr: 1.000e-02, eta: 1 day, 0:00:03, time: 0.957, data_time: 0.009, memory: 8343, top1_acc: 0.5100, top5_acc: 0.7498, loss_cls: 2.1128, loss: 2.1128, grad_norm: 4.5455 2020-07-25 06:02:12,490 - mmaction - INFO - Epoch [11][440/940] lr: 1.000e-02, eta: 23:59:23, time: 0.916, data_time: 0.007, memory: 8343, top1_acc: 0.4895, top5_acc: 0.7373, loss_cls: 2.1850, loss: 2.1850, grad_norm: 4.6209 2020-07-25 06:02:30,878 - mmaction - INFO - Epoch [11][460/940] lr: 1.000e-02, eta: 23:58:46, time: 0.925, data_time: 0.012, memory: 8343, top1_acc: 0.5148, top5_acc: 0.7562, loss_cls: 2.0786, loss: 2.0786, grad_norm: 4.5509 2020-07-25 06:02:50,078 - mmaction - INFO - Epoch [11][480/940] lr: 1.000e-02, eta: 23:58:12, time: 0.953, data_time: 0.009, memory: 8343, top1_acc: 0.5072, top5_acc: 0.7457, loss_cls: 2.1015, loss: 2.1015, grad_norm: 4.5562 2020-07-25 06:03:10,848 - mmaction - INFO - Epoch [11][500/940] lr: 1.000e-02, eta: 23:57:55, time: 1.046, data_time: 0.011, memory: 8343, top1_acc: 0.5045, top5_acc: 0.7523, loss_cls: 2.1016, loss: 2.1016, grad_norm: 4.5558 2020-07-25 06:03:28,498 - mmaction - INFO - Epoch [11][520/940] lr: 1.000e-02, eta: 23:57:11, time: 0.882, data_time: 0.008, memory: 8343, top1_acc: 0.4926, top5_acc: 0.7436, loss_cls: 2.1529, loss: 2.1529, grad_norm: 4.5877 2020-07-25 06:03:46,714 - mmaction - INFO - Epoch [11][540/940] lr: 1.000e-02, eta: 23:56:30, time: 0.909, data_time: 0.010, memory: 8343, top1_acc: 0.5162, top5_acc: 0.7477, loss_cls: 2.0979, loss: 2.0979, grad_norm: 4.5189 2020-07-25 06:04:06,123 - mmaction - INFO - Epoch [11][560/940] lr: 1.000e-02, eta: 23:56:00, time: 0.966, data_time: 0.010, memory: 8343, top1_acc: 0.5143, top5_acc: 0.7613, loss_cls: 2.0853, loss: 2.0853, grad_norm: 4.5691 2020-07-25 06:04:25,547 - mmaction - INFO - Epoch [11][580/940] lr: 1.000e-02, eta: 23:55:31, time: 0.978, data_time: 0.010, memory: 8343, top1_acc: 0.5086, top5_acc: 0.7533, loss_cls: 2.0995, loss: 2.0995, grad_norm: 4.5815 2020-07-25 06:04:44,267 - mmaction - INFO - Epoch [11][600/940] lr: 1.000e-02, eta: 23:54:55, time: 0.931, data_time: 0.007, memory: 8343, top1_acc: 0.5029, top5_acc: 0.7385, loss_cls: 2.1341, loss: 2.1341, grad_norm: 4.6144 2020-07-25 06:05:03,023 - mmaction - INFO - Epoch [11][620/940] lr: 1.000e-02, eta: 23:54:21, time: 0.941, data_time: 0.010, memory: 8343, top1_acc: 0.4998, top5_acc: 0.7496, loss_cls: 2.1354, loss: 2.1354, grad_norm: 4.6071 2020-07-25 06:05:22,414 - mmaction - INFO - Epoch [11][640/940] lr: 1.000e-02, eta: 23:53:51, time: 0.971, data_time: 0.003, memory: 8343, top1_acc: 0.4967, top5_acc: 0.7465, loss_cls: 2.1434, loss: 2.1434, grad_norm: 4.5809 2020-07-25 06:05:40,481 - mmaction - INFO - Epoch [11][660/940] lr: 1.000e-02, eta: 23:53:09, time: 0.897, data_time: 0.006, memory: 8343, top1_acc: 0.5033, top5_acc: 0.7426, loss_cls: 2.1464, loss: 2.1464, grad_norm: 4.6139 2020-07-25 06:05:59,478 - mmaction - INFO - Epoch [11][680/940] lr: 1.000e-02, eta: 23:52:37, time: 0.955, data_time: 0.012, memory: 8343, top1_acc: 0.4914, top5_acc: 0.7486, loss_cls: 2.1120, loss: 2.1120, grad_norm: 4.6512 2020-07-25 06:06:18,380 - mmaction - INFO - Epoch [11][700/940] lr: 1.000e-02, eta: 23:52:03, time: 0.944, data_time: 0.007, memory: 8343, top1_acc: 0.5164, top5_acc: 0.7590, loss_cls: 2.0684, loss: 2.0684, grad_norm: 4.5906 2020-07-25 06:06:36,955 - mmaction - INFO - Epoch [11][720/940] lr: 1.000e-02, eta: 23:51:27, time: 0.930, data_time: 0.005, memory: 8343, top1_acc: 0.5053, top5_acc: 0.7502, loss_cls: 2.1339, loss: 2.1339, grad_norm: 4.6568 2020-07-25 06:06:55,754 - mmaction - INFO - Epoch [11][740/940] lr: 1.000e-02, eta: 23:50:53, time: 0.939, data_time: 0.008, memory: 8343, top1_acc: 0.5041, top5_acc: 0.7492, loss_cls: 2.1014, loss: 2.1014, grad_norm: 4.5931 2020-07-25 06:07:14,156 - mmaction - INFO - Epoch [11][760/940] lr: 1.000e-02, eta: 23:50:15, time: 0.921, data_time: 0.004, memory: 8343, top1_acc: 0.5029, top5_acc: 0.7359, loss_cls: 2.1550, loss: 2.1550, grad_norm: 4.6486 2020-07-25 06:07:32,902 - mmaction - INFO - Epoch [11][780/940] lr: 1.000e-02, eta: 23:49:41, time: 0.938, data_time: 0.008, memory: 8343, top1_acc: 0.5096, top5_acc: 0.7451, loss_cls: 2.1157, loss: 2.1157, grad_norm: 4.6127 2020-07-25 06:07:52,235 - mmaction - INFO - Epoch [11][800/940] lr: 1.000e-02, eta: 23:49:11, time: 0.967, data_time: 0.009, memory: 8343, top1_acc: 0.5049, top5_acc: 0.7479, loss_cls: 2.1213, loss: 2.1213, grad_norm: 4.6820 2020-07-25 06:08:11,019 - mmaction - INFO - Epoch [11][820/940] lr: 1.000e-02, eta: 23:48:37, time: 0.939, data_time: 0.007, memory: 8343, top1_acc: 0.4904, top5_acc: 0.7395, loss_cls: 2.1746, loss: 2.1746, grad_norm: 4.7342 2020-07-25 06:08:29,499 - mmaction - INFO - Epoch [11][840/940] lr: 1.000e-02, eta: 23:47:59, time: 0.917, data_time: 0.008, memory: 8343, top1_acc: 0.5061, top5_acc: 0.7377, loss_cls: 2.1378, loss: 2.1378, grad_norm: 4.6148 2020-07-25 06:08:47,255 - mmaction - INFO - Epoch [11][860/940] lr: 1.000e-02, eta: 23:47:17, time: 0.893, data_time: 0.009, memory: 8343, top1_acc: 0.4973, top5_acc: 0.7393, loss_cls: 2.1687, loss: 2.1687, grad_norm: 4.6785 2020-07-25 06:09:06,085 - mmaction - INFO - Epoch [11][880/940] lr: 1.000e-02, eta: 23:46:42, time: 0.934, data_time: 0.009, memory: 8343, top1_acc: 0.5098, top5_acc: 0.7547, loss_cls: 2.0674, loss: 2.0674, grad_norm: 4.5893 2020-07-25 06:09:26,003 - mmaction - INFO - Epoch [11][900/940] lr: 1.000e-02, eta: 23:46:19, time: 1.003, data_time: 0.011, memory: 8343, top1_acc: 0.5078, top5_acc: 0.7508, loss_cls: 2.1058, loss: 2.1058, grad_norm: 4.5784 2020-07-25 06:09:44,299 - mmaction - INFO - Epoch [11][920/940] lr: 1.000e-02, eta: 23:45:40, time: 0.910, data_time: 0.009, memory: 8343, top1_acc: 0.5172, top5_acc: 0.7641, loss_cls: 2.0551, loss: 2.0551, grad_norm: 4.5944 2020-07-25 06:10:02,092 - mmaction - INFO - Epoch [11][940/940] lr: 1.000e-02, eta: 23:44:59, time: 0.897, data_time: 0.011, memory: 8343, top1_acc: 0.5112, top5_acc: 0.7537, loss_cls: 2.0738, loss: 2.0738, grad_norm: 4.6420 2020-07-25 06:10:02,570 - mmaction - INFO - Saving checkpoint at 11 epochs 2020-07-25 06:10:34,122 - mmaction - INFO - Epoch [12][20/940] lr: 1.000e-02, eta: 23:46:04, time: 1.549, data_time: 0.759, memory: 8343, top1_acc: 0.5129, top5_acc: 0.7480, loss_cls: 2.0873, loss: 2.0873, grad_norm: 4.6086 2020-07-25 06:10:52,740 - mmaction - INFO - Epoch [12][40/940] lr: 1.000e-02, eta: 23:45:28, time: 0.929, data_time: 0.004, memory: 8343, top1_acc: 0.5133, top5_acc: 0.7525, loss_cls: 2.0526, loss: 2.0526, grad_norm: 4.5451 2020-07-25 06:11:11,972 - mmaction - INFO - Epoch [12][60/940] lr: 1.000e-02, eta: 23:44:58, time: 0.961, data_time: 0.010, memory: 8343, top1_acc: 0.5273, top5_acc: 0.7604, loss_cls: 2.0321, loss: 2.0321, grad_norm: 4.5071 2020-07-25 06:11:30,372 - mmaction - INFO - Epoch [12][80/940] lr: 1.000e-02, eta: 23:44:21, time: 0.921, data_time: 0.006, memory: 8343, top1_acc: 0.5135, top5_acc: 0.7572, loss_cls: 2.0524, loss: 2.0524, grad_norm: 4.6216 2020-07-25 06:11:49,453 - mmaction - INFO - Epoch [12][100/940] lr: 1.000e-02, eta: 23:43:50, time: 0.954, data_time: 0.011, memory: 8343, top1_acc: 0.5115, top5_acc: 0.7555, loss_cls: 2.0716, loss: 2.0716, grad_norm: 4.6923 2020-07-25 06:12:08,221 - mmaction - INFO - Epoch [12][120/940] lr: 1.000e-02, eta: 23:43:16, time: 0.940, data_time: 0.005, memory: 8343, top1_acc: 0.5074, top5_acc: 0.7438, loss_cls: 2.1065, loss: 2.1065, grad_norm: 4.5652 2020-07-25 06:12:26,428 - mmaction - INFO - Epoch [12][140/940] lr: 1.000e-02, eta: 23:42:38, time: 0.912, data_time: 0.009, memory: 8343, top1_acc: 0.5062, top5_acc: 0.7633, loss_cls: 2.0668, loss: 2.0668, grad_norm: 4.5998 2020-07-25 06:12:45,065 - mmaction - INFO - Epoch [12][160/940] lr: 1.000e-02, eta: 23:42:03, time: 0.931, data_time: 0.002, memory: 8343, top1_acc: 0.5143, top5_acc: 0.7471, loss_cls: 2.0866, loss: 2.0866, grad_norm: 4.6244 2020-07-25 06:13:04,342 - mmaction - INFO - Epoch [12][180/940] lr: 1.000e-02, eta: 23:41:32, time: 0.956, data_time: 0.006, memory: 8343, top1_acc: 0.5062, top5_acc: 0.7490, loss_cls: 2.1116, loss: 2.1116, grad_norm: 4.6534 2020-07-25 06:13:24,415 - mmaction - INFO - Epoch [12][200/940] lr: 1.000e-02, eta: 23:41:10, time: 1.012, data_time: 0.011, memory: 8343, top1_acc: 0.4955, top5_acc: 0.7455, loss_cls: 2.1556, loss: 2.1556, grad_norm: 4.7315 2020-07-25 06:13:43,799 - mmaction - INFO - Epoch [12][220/940] lr: 1.000e-02, eta: 23:40:41, time: 0.968, data_time: 0.006, memory: 8343, top1_acc: 0.5207, top5_acc: 0.7518, loss_cls: 2.0549, loss: 2.0549, grad_norm: 4.6077 2020-07-25 06:14:02,182 - mmaction - INFO - Epoch [12][240/940] lr: 1.000e-02, eta: 23:40:05, time: 0.921, data_time: 0.004, memory: 8343, top1_acc: 0.5215, top5_acc: 0.7561, loss_cls: 2.0531, loss: 2.0531, grad_norm: 4.4995 2020-07-25 06:14:20,792 - mmaction - INFO - Epoch [12][260/940] lr: 1.000e-02, eta: 23:39:29, time: 0.923, data_time: 0.007, memory: 8343, top1_acc: 0.5148, top5_acc: 0.7580, loss_cls: 2.0791, loss: 2.0791, grad_norm: 4.6135 2020-07-25 06:14:40,311 - mmaction - INFO - Epoch [12][280/940] lr: 1.000e-02, eta: 23:39:03, time: 0.981, data_time: 0.010, memory: 8343, top1_acc: 0.5102, top5_acc: 0.7553, loss_cls: 2.1028, loss: 2.1028, grad_norm: 4.5653 2020-07-25 06:14:59,117 - mmaction - INFO - Epoch [12][300/940] lr: 1.000e-02, eta: 23:38:30, time: 0.941, data_time: 0.003, memory: 8343, top1_acc: 0.5283, top5_acc: 0.7648, loss_cls: 2.0334, loss: 2.0334, grad_norm: 4.5571 2020-07-25 06:15:17,170 - mmaction - INFO - Epoch [12][320/940] lr: 1.000e-02, eta: 23:37:50, time: 0.901, data_time: 0.005, memory: 8343, top1_acc: 0.5188, top5_acc: 0.7570, loss_cls: 2.0811, loss: 2.0811, grad_norm: 4.6703 2020-07-25 06:15:36,752 - mmaction - INFO - Epoch [12][340/940] lr: 1.000e-02, eta: 23:37:24, time: 0.980, data_time: 0.008, memory: 8343, top1_acc: 0.5205, top5_acc: 0.7564, loss_cls: 2.0586, loss: 2.0586, grad_norm: 4.5489 2020-07-25 06:15:55,233 - mmaction - INFO - Epoch [12][360/940] lr: 1.000e-02, eta: 23:36:48, time: 0.923, data_time: 0.010, memory: 8343, top1_acc: 0.5131, top5_acc: 0.7568, loss_cls: 2.0601, loss: 2.0601, grad_norm: 4.6232 2020-07-25 06:16:14,441 - mmaction - INFO - Epoch [12][380/940] lr: 1.000e-02, eta: 23:36:19, time: 0.963, data_time: 0.006, memory: 8343, top1_acc: 0.5162, top5_acc: 0.7471, loss_cls: 2.0877, loss: 2.0877, grad_norm: 4.7318 2020-07-25 06:16:32,912 - mmaction - INFO - Epoch [12][400/940] lr: 1.000e-02, eta: 23:35:42, time: 0.917, data_time: 0.007, memory: 8343, top1_acc: 0.5035, top5_acc: 0.7535, loss_cls: 2.1139, loss: 2.1139, grad_norm: 4.6912 2020-07-25 06:16:51,411 - mmaction - INFO - Epoch [12][420/940] lr: 1.000e-02, eta: 23:35:08, time: 0.929, data_time: 0.010, memory: 8343, top1_acc: 0.5002, top5_acc: 0.7418, loss_cls: 2.1540, loss: 2.1540, grad_norm: 4.6849 2020-07-25 06:17:12,260 - mmaction - INFO - Epoch [12][440/940] lr: 1.000e-02, eta: 23:34:50, time: 1.041, data_time: 0.010, memory: 8343, top1_acc: 0.4994, top5_acc: 0.7467, loss_cls: 2.1261, loss: 2.1261, grad_norm: 4.6089 2020-07-25 06:17:29,563 - mmaction - INFO - Epoch [12][460/940] lr: 1.000e-02, eta: 23:34:07, time: 0.869, data_time: 0.008, memory: 8343, top1_acc: 0.5043, top5_acc: 0.7502, loss_cls: 2.0991, loss: 2.0991, grad_norm: 4.5490 2020-07-25 06:17:48,058 - mmaction - INFO - Epoch [12][480/940] lr: 1.000e-02, eta: 23:33:31, time: 0.921, data_time: 0.008, memory: 8343, top1_acc: 0.5238, top5_acc: 0.7580, loss_cls: 2.0744, loss: 2.0744, grad_norm: 4.6311 2020-07-25 06:18:06,503 - mmaction - INFO - Epoch [12][500/940] lr: 1.000e-02, eta: 23:32:56, time: 0.926, data_time: 0.008, memory: 8343, top1_acc: 0.5174, top5_acc: 0.7535, loss_cls: 2.0940, loss: 2.0940, grad_norm: 4.6383 2020-07-25 06:18:26,228 - mmaction - INFO - Epoch [12][520/940] lr: 1.000e-02, eta: 23:32:30, time: 0.982, data_time: 0.008, memory: 8343, top1_acc: 0.5080, top5_acc: 0.7531, loss_cls: 2.0872, loss: 2.0872, grad_norm: 4.6605 2020-07-25 06:18:44,850 - mmaction - INFO - Epoch [12][540/940] lr: 1.000e-02, eta: 23:31:57, time: 0.933, data_time: 0.009, memory: 8343, top1_acc: 0.5207, top5_acc: 0.7508, loss_cls: 2.0718, loss: 2.0718, grad_norm: 4.5671 2020-07-25 06:19:03,413 - mmaction - INFO - Epoch [12][560/940] lr: 1.000e-02, eta: 23:31:23, time: 0.928, data_time: 0.009, memory: 8343, top1_acc: 0.5174, top5_acc: 0.7594, loss_cls: 2.0463, loss: 2.0463, grad_norm: 4.5841 2020-07-25 06:19:22,692 - mmaction - INFO - Epoch [12][580/940] lr: 1.000e-02, eta: 23:30:54, time: 0.964, data_time: 0.007, memory: 8343, top1_acc: 0.5266, top5_acc: 0.7615, loss_cls: 2.0272, loss: 2.0272, grad_norm: 4.5283 2020-07-25 06:19:40,852 - mmaction - INFO - Epoch [12][600/940] lr: 1.000e-02, eta: 23:30:15, time: 0.898, data_time: 0.010, memory: 8343, top1_acc: 0.5043, top5_acc: 0.7584, loss_cls: 2.0898, loss: 2.0898, grad_norm: 4.6422 2020-07-25 06:19:59,844 - mmaction - INFO - Epoch [12][620/940] lr: 1.000e-02, eta: 23:29:46, time: 0.961, data_time: 0.014, memory: 8343, top1_acc: 0.5041, top5_acc: 0.7506, loss_cls: 2.0989, loss: 2.0989, grad_norm: 4.6120 2020-07-25 06:20:18,332 - mmaction - INFO - Epoch [12][640/940] lr: 1.000e-02, eta: 23:29:11, time: 0.925, data_time: 0.008, memory: 8343, top1_acc: 0.5064, top5_acc: 0.7516, loss_cls: 2.0972, loss: 2.0972, grad_norm: 4.6425 2020-07-25 06:20:38,638 - mmaction - INFO - Epoch [12][660/940] lr: 1.000e-02, eta: 23:28:50, time: 1.010, data_time: 0.009, memory: 8343, top1_acc: 0.5145, top5_acc: 0.7555, loss_cls: 2.0661, loss: 2.0661, grad_norm: 4.5746 2020-07-25 06:20:56,189 - mmaction - INFO - Epoch [12][680/940] lr: 1.000e-02, eta: 23:28:09, time: 0.882, data_time: 0.008, memory: 8343, top1_acc: 0.5078, top5_acc: 0.7500, loss_cls: 2.1032, loss: 2.1032, grad_norm: 4.5833 2020-07-25 06:21:15,432 - mmaction - INFO - Epoch [12][700/940] lr: 1.000e-02, eta: 23:27:39, time: 0.957, data_time: 0.009, memory: 8343, top1_acc: 0.5008, top5_acc: 0.7541, loss_cls: 2.0923, loss: 2.0923, grad_norm: 4.6996 2020-07-25 06:21:34,212 - mmaction - INFO - Epoch [12][720/940] lr: 1.000e-02, eta: 23:27:08, time: 0.946, data_time: 0.009, memory: 8343, top1_acc: 0.5111, top5_acc: 0.7484, loss_cls: 2.1131, loss: 2.1131, grad_norm: 4.7411 2020-07-25 06:21:54,194 - mmaction - INFO - Epoch [12][740/940] lr: 1.000e-02, eta: 23:26:45, time: 0.998, data_time: 0.004, memory: 8343, top1_acc: 0.5156, top5_acc: 0.7529, loss_cls: 2.0895, loss: 2.0895, grad_norm: 4.5786 2020-07-25 06:22:12,366 - mmaction - INFO - Epoch [12][760/940] lr: 1.000e-02, eta: 23:26:08, time: 0.908, data_time: 0.006, memory: 8343, top1_acc: 0.5018, top5_acc: 0.7564, loss_cls: 2.1004, loss: 2.1004, grad_norm: 4.6990 2020-07-25 06:22:31,208 - mmaction - INFO - Epoch [12][780/940] lr: 1.000e-02, eta: 23:25:36, time: 0.940, data_time: 0.009, memory: 8343, top1_acc: 0.5086, top5_acc: 0.7428, loss_cls: 2.1322, loss: 2.1322, grad_norm: 4.6325 2020-07-25 06:22:50,015 - mmaction - INFO - Epoch [12][800/940] lr: 1.000e-02, eta: 23:25:05, time: 0.944, data_time: 0.006, memory: 8343, top1_acc: 0.5105, top5_acc: 0.7521, loss_cls: 2.0866, loss: 2.0866, grad_norm: 4.6010 2020-07-25 06:23:08,837 - mmaction - INFO - Epoch [12][820/940] lr: 1.000e-02, eta: 23:24:32, time: 0.934, data_time: 0.005, memory: 8343, top1_acc: 0.5041, top5_acc: 0.7625, loss_cls: 2.0715, loss: 2.0715, grad_norm: 4.6226 2020-07-25 06:23:26,748 - mmaction - INFO - Epoch [12][840/940] lr: 1.000e-02, eta: 23:23:54, time: 0.902, data_time: 0.010, memory: 8343, top1_acc: 0.5148, top5_acc: 0.7574, loss_cls: 2.0571, loss: 2.0571, grad_norm: 4.5592 2020-07-25 06:23:45,664 - mmaction - INFO - Epoch [12][860/940] lr: 1.000e-02, eta: 23:23:23, time: 0.944, data_time: 0.007, memory: 8343, top1_acc: 0.5227, top5_acc: 0.7643, loss_cls: 2.0234, loss: 2.0234, grad_norm: 4.5715 2020-07-25 06:24:05,093 - mmaction - INFO - Epoch [12][880/940] lr: 1.000e-02, eta: 23:22:56, time: 0.973, data_time: 0.005, memory: 8343, top1_acc: 0.5072, top5_acc: 0.7469, loss_cls: 2.1133, loss: 2.1133, grad_norm: 4.7408 2020-07-25 06:24:25,356 - mmaction - INFO - Epoch [12][900/940] lr: 1.000e-02, eta: 23:22:35, time: 1.009, data_time: 0.007, memory: 8343, top1_acc: 0.5105, top5_acc: 0.7543, loss_cls: 2.0761, loss: 2.0761, grad_norm: 4.6199 2020-07-25 06:24:43,521 - mmaction - INFO - Epoch [12][920/940] lr: 1.000e-02, eta: 23:21:59, time: 0.911, data_time: 0.007, memory: 8343, top1_acc: 0.5109, top5_acc: 0.7457, loss_cls: 2.1207, loss: 2.1207, grad_norm: 4.5775 2020-07-25 06:25:00,855 - mmaction - INFO - Epoch [12][940/940] lr: 1.000e-02, eta: 23:21:17, time: 0.867, data_time: 0.008, memory: 8343, top1_acc: 0.5098, top5_acc: 0.7579, loss_cls: 2.0636, loss: 2.0636, grad_norm: 4.6575 2020-07-25 06:25:01,324 - mmaction - INFO - Saving checkpoint at 12 epochs 2020-07-25 06:25:29,258 - mmaction - INFO - Epoch [13][20/940] lr: 1.000e-02, eta: 23:21:49, time: 1.377, data_time: 0.617, memory: 8343, top1_acc: 0.5227, top5_acc: 0.7580, loss_cls: 2.0514, loss: 2.0514, grad_norm: 4.5982 2020-07-25 06:25:47,316 - mmaction - INFO - Epoch [13][40/940] lr: 1.000e-02, eta: 23:21:12, time: 0.903, data_time: 0.003, memory: 8343, top1_acc: 0.5158, top5_acc: 0.7566, loss_cls: 2.0387, loss: 2.0387, grad_norm: 4.5274 2020-07-25 06:26:04,771 - mmaction - INFO - Epoch [13][60/940] lr: 1.000e-02, eta: 23:20:31, time: 0.873, data_time: 0.008, memory: 8343, top1_acc: 0.5160, top5_acc: 0.7529, loss_cls: 2.0647, loss: 2.0647, grad_norm: 4.5578 2020-07-25 06:26:23,211 - mmaction - INFO - Epoch [13][80/940] lr: 1.000e-02, eta: 23:19:57, time: 0.922, data_time: 0.011, memory: 8343, top1_acc: 0.5230, top5_acc: 0.7615, loss_cls: 2.0366, loss: 2.0366, grad_norm: 4.6223 2020-07-25 06:26:41,728 - mmaction - INFO - Epoch [13][100/940] lr: 1.000e-02, eta: 23:19:23, time: 0.926, data_time: 0.004, memory: 8343, top1_acc: 0.5297, top5_acc: 0.7625, loss_cls: 2.0155, loss: 2.0155, grad_norm: 4.5393 2020-07-25 06:27:02,247 - mmaction - INFO - Epoch [13][120/940] lr: 1.000e-02, eta: 23:19:04, time: 1.024, data_time: 0.007, memory: 8343, top1_acc: 0.5283, top5_acc: 0.7707, loss_cls: 2.0012, loss: 2.0012, grad_norm: 4.6330 2020-07-25 06:27:20,203 - mmaction - INFO - Epoch [13][140/940] lr: 1.000e-02, eta: 23:18:27, time: 0.902, data_time: 0.007, memory: 8343, top1_acc: 0.5293, top5_acc: 0.7756, loss_cls: 1.9816, loss: 1.9816, grad_norm: 4.6368 2020-07-25 06:27:39,080 - mmaction - INFO - Epoch [13][160/940] lr: 1.000e-02, eta: 23:17:55, time: 0.935, data_time: 0.006, memory: 8343, top1_acc: 0.5215, top5_acc: 0.7535, loss_cls: 2.0668, loss: 2.0668, grad_norm: 4.6304 2020-07-25 06:27:57,089 - mmaction - INFO - Epoch [13][180/940] lr: 1.000e-02, eta: 23:17:19, time: 0.908, data_time: 0.011, memory: 8343, top1_acc: 0.5160, top5_acc: 0.7539, loss_cls: 2.0556, loss: 2.0556, grad_norm: 4.6101 2020-07-25 06:28:16,996 - mmaction - INFO - Epoch [13][200/940] lr: 1.000e-02, eta: 23:16:55, time: 0.990, data_time: 0.008, memory: 8343, top1_acc: 0.5160, top5_acc: 0.7613, loss_cls: 2.0496, loss: 2.0496, grad_norm: 4.5466 2020-07-25 06:28:34,445 - mmaction - INFO - Epoch [13][220/940] lr: 1.000e-02, eta: 23:16:15, time: 0.875, data_time: 0.008, memory: 8343, top1_acc: 0.5277, top5_acc: 0.7648, loss_cls: 2.0283, loss: 2.0283, grad_norm: 4.6184 2020-07-25 06:28:53,902 - mmaction - INFO - Epoch [13][240/940] lr: 1.000e-02, eta: 23:15:48, time: 0.969, data_time: 0.009, memory: 8343, top1_acc: 0.5115, top5_acc: 0.7598, loss_cls: 2.0712, loss: 2.0712, grad_norm: 4.5924 2020-07-25 06:29:12,173 - mmaction - INFO - Epoch [13][260/940] lr: 1.000e-02, eta: 23:15:14, time: 0.919, data_time: 0.010, memory: 8343, top1_acc: 0.5225, top5_acc: 0.7637, loss_cls: 2.0525, loss: 2.0525, grad_norm: 4.6154 2020-07-25 06:29:32,038 - mmaction - INFO - Epoch [13][280/940] lr: 1.000e-02, eta: 23:14:50, time: 0.990, data_time: 0.009, memory: 8343, top1_acc: 0.5207, top5_acc: 0.7709, loss_cls: 2.0201, loss: 2.0201, grad_norm: 4.6690 2020-07-25 06:29:50,361 - mmaction - INFO - Epoch [13][300/940] lr: 1.000e-02, eta: 23:14:16, time: 0.920, data_time: 0.007, memory: 8343, top1_acc: 0.5191, top5_acc: 0.7615, loss_cls: 2.0534, loss: 2.0534, grad_norm: 4.7287 2020-07-25 06:30:11,256 - mmaction - INFO - Epoch [13][320/940] lr: 1.000e-02, eta: 23:14:00, time: 1.041, data_time: 0.007, memory: 8343, top1_acc: 0.5119, top5_acc: 0.7523, loss_cls: 2.1059, loss: 2.1059, grad_norm: 4.6156 2020-07-25 06:30:29,661 - mmaction - INFO - Epoch [13][340/940] lr: 1.000e-02, eta: 23:13:26, time: 0.924, data_time: 0.007, memory: 8343, top1_acc: 0.5285, top5_acc: 0.7648, loss_cls: 2.0295, loss: 2.0295, grad_norm: 4.5745 2020-07-25 06:30:49,130 - mmaction - INFO - Epoch [13][360/940] lr: 1.000e-02, eta: 23:12:59, time: 0.967, data_time: 0.008, memory: 8343, top1_acc: 0.5182, top5_acc: 0.7562, loss_cls: 2.0700, loss: 2.0700, grad_norm: 4.6705 2020-07-25 06:31:06,892 - mmaction - INFO - Epoch [13][380/940] lr: 1.000e-02, eta: 23:12:22, time: 0.895, data_time: 0.010, memory: 8343, top1_acc: 0.5127, top5_acc: 0.7590, loss_cls: 2.0568, loss: 2.0568, grad_norm: 4.6002 2020-07-25 06:31:26,023 - mmaction - INFO - Epoch [13][400/940] lr: 1.000e-02, eta: 23:11:53, time: 0.954, data_time: 0.009, memory: 8343, top1_acc: 0.5346, top5_acc: 0.7711, loss_cls: 2.0100, loss: 2.0100, grad_norm: 4.5679 2020-07-25 06:31:44,357 - mmaction - INFO - Epoch [13][420/940] lr: 1.000e-02, eta: 23:11:19, time: 0.919, data_time: 0.007, memory: 8343, top1_acc: 0.5240, top5_acc: 0.7578, loss_cls: 2.0289, loss: 2.0289, grad_norm: 4.5333 2020-07-25 06:32:03,728 - mmaction - INFO - Epoch [13][440/940] lr: 1.000e-02, eta: 23:10:53, time: 0.969, data_time: 0.002, memory: 8343, top1_acc: 0.5205, top5_acc: 0.7523, loss_cls: 2.0561, loss: 2.0561, grad_norm: 4.5529 2020-07-25 06:32:22,340 - mmaction - INFO - Epoch [13][460/940] lr: 1.000e-02, eta: 23:10:20, time: 0.922, data_time: 0.008, memory: 8343, top1_acc: 0.5121, top5_acc: 0.7584, loss_cls: 2.0884, loss: 2.0884, grad_norm: 4.6325 2020-07-25 06:32:40,025 - mmaction - INFO - Epoch [13][480/940] lr: 1.000e-02, eta: 23:09:42, time: 0.889, data_time: 0.012, memory: 8343, top1_acc: 0.5152, top5_acc: 0.7541, loss_cls: 2.0638, loss: 2.0638, grad_norm: 4.6238 2020-07-25 06:32:59,598 - mmaction - INFO - Epoch [13][500/940] lr: 1.000e-02, eta: 23:09:17, time: 0.977, data_time: 0.010, memory: 8343, top1_acc: 0.5137, top5_acc: 0.7564, loss_cls: 2.0728, loss: 2.0728, grad_norm: 4.6627 2020-07-25 06:33:18,544 - mmaction - INFO - Epoch [13][520/940] lr: 1.000e-02, eta: 23:08:48, time: 0.951, data_time: 0.006, memory: 8343, top1_acc: 0.5260, top5_acc: 0.7623, loss_cls: 2.0337, loss: 2.0337, grad_norm: 4.6110 2020-07-25 06:33:36,408 - mmaction - INFO - Epoch [13][540/940] lr: 1.000e-02, eta: 23:08:10, time: 0.890, data_time: 0.005, memory: 8343, top1_acc: 0.5240, top5_acc: 0.7594, loss_cls: 2.0313, loss: 2.0313, grad_norm: 4.5482 2020-07-25 06:33:54,638 - mmaction - INFO - Epoch [13][560/940] lr: 1.000e-02, eta: 23:07:36, time: 0.914, data_time: 0.006, memory: 8343, top1_acc: 0.5115, top5_acc: 0.7512, loss_cls: 2.0995, loss: 2.0995, grad_norm: 4.7036 2020-07-25 06:34:12,973 - mmaction - INFO - Epoch [13][580/940] lr: 1.000e-02, eta: 23:07:02, time: 0.916, data_time: 0.003, memory: 8343, top1_acc: 0.5197, top5_acc: 0.7586, loss_cls: 2.0400, loss: 2.0400, grad_norm: 4.5767 2020-07-25 06:34:31,857 - mmaction - INFO - Epoch [13][600/940] lr: 1.000e-02, eta: 23:06:32, time: 0.942, data_time: 0.007, memory: 8343, top1_acc: 0.5191, top5_acc: 0.7639, loss_cls: 2.0421, loss: 2.0421, grad_norm: 4.6066 2020-07-25 06:34:50,288 - mmaction - INFO - Epoch [13][620/940] lr: 1.000e-02, eta: 23:06:00, time: 0.925, data_time: 0.008, memory: 8343, top1_acc: 0.5107, top5_acc: 0.7496, loss_cls: 2.0721, loss: 2.0721, grad_norm: 4.6066 2020-07-25 06:35:09,065 - mmaction - INFO - Epoch [13][640/940] lr: 1.000e-02, eta: 23:05:29, time: 0.937, data_time: 0.006, memory: 8343, top1_acc: 0.5240, top5_acc: 0.7607, loss_cls: 2.0381, loss: 2.0381, grad_norm: 4.6285 2020-07-25 06:35:27,918 - mmaction - INFO - Epoch [13][660/940] lr: 1.000e-02, eta: 23:04:59, time: 0.944, data_time: 0.003, memory: 8343, top1_acc: 0.5176, top5_acc: 0.7520, loss_cls: 2.0820, loss: 2.0820, grad_norm: 4.6838 2020-07-25 06:35:46,903 - mmaction - INFO - Epoch [13][680/940] lr: 1.000e-02, eta: 23:04:31, time: 0.949, data_time: 0.002, memory: 8343, top1_acc: 0.5115, top5_acc: 0.7617, loss_cls: 2.0515, loss: 2.0515, grad_norm: 4.6724 2020-07-25 06:36:05,358 - mmaction - INFO - Epoch [13][700/940] lr: 1.000e-02, eta: 23:03:58, time: 0.922, data_time: 0.008, memory: 8343, top1_acc: 0.5137, top5_acc: 0.7502, loss_cls: 2.0932, loss: 2.0932, grad_norm: 4.5568 2020-07-25 06:36:23,866 - mmaction - INFO - Epoch [13][720/940] lr: 1.000e-02, eta: 23:03:25, time: 0.919, data_time: 0.009, memory: 8343, top1_acc: 0.5080, top5_acc: 0.7473, loss_cls: 2.0956, loss: 2.0956, grad_norm: 4.5794 2020-07-25 06:36:42,041 - mmaction - INFO - Epoch [13][740/940] lr: 1.000e-02, eta: 23:02:51, time: 0.914, data_time: 0.009, memory: 8343, top1_acc: 0.5170, top5_acc: 0.7564, loss_cls: 2.0461, loss: 2.0461, grad_norm: 4.5635 2020-07-25 06:37:01,925 - mmaction - INFO - Epoch [13][760/940] lr: 1.000e-02, eta: 23:02:28, time: 0.994, data_time: 0.007, memory: 8343, top1_acc: 0.5098, top5_acc: 0.7533, loss_cls: 2.0856, loss: 2.0856, grad_norm: 4.7260 2020-07-25 06:37:20,808 - mmaction - INFO - Epoch [13][780/940] lr: 1.000e-02, eta: 23:01:59, time: 0.946, data_time: 0.004, memory: 8343, top1_acc: 0.5102, top5_acc: 0.7559, loss_cls: 2.0764, loss: 2.0764, grad_norm: 4.6540 2020-07-25 06:37:39,272 - mmaction - INFO - Epoch [13][800/940] lr: 1.000e-02, eta: 23:01:27, time: 0.924, data_time: 0.004, memory: 8343, top1_acc: 0.5303, top5_acc: 0.7635, loss_cls: 2.0346, loss: 2.0346, grad_norm: 4.6455 2020-07-25 06:37:57,558 - mmaction - INFO - Epoch [13][820/940] lr: 1.000e-02, eta: 23:00:52, time: 0.904, data_time: 0.007, memory: 8343, top1_acc: 0.5105, top5_acc: 0.7570, loss_cls: 2.0676, loss: 2.0676, grad_norm: 4.6890 2020-07-25 06:38:16,779 - mmaction - INFO - Epoch [13][840/940] lr: 1.000e-02, eta: 23:00:26, time: 0.969, data_time: 0.012, memory: 8343, top1_acc: 0.5193, top5_acc: 0.7623, loss_cls: 2.0480, loss: 2.0480, grad_norm: 4.5855 2020-07-25 06:38:35,804 - mmaction - INFO - Epoch [13][860/940] lr: 1.000e-02, eta: 22:59:58, time: 0.950, data_time: 0.009, memory: 8343, top1_acc: 0.5090, top5_acc: 0.7504, loss_cls: 2.0876, loss: 2.0876, grad_norm: 4.6363 2020-07-25 06:38:54,497 - mmaction - INFO - Epoch [13][880/940] lr: 1.000e-02, eta: 22:59:28, time: 0.937, data_time: 0.007, memory: 8343, top1_acc: 0.5244, top5_acc: 0.7645, loss_cls: 2.0414, loss: 2.0414, grad_norm: 4.5217 2020-07-25 06:39:15,196 - mmaction - INFO - Epoch [13][900/940] lr: 1.000e-02, eta: 22:59:10, time: 1.029, data_time: 0.006, memory: 8343, top1_acc: 0.5221, top5_acc: 0.7607, loss_cls: 2.0525, loss: 2.0525, grad_norm: 4.5976 2020-07-25 06:39:33,494 - mmaction - INFO - Epoch [13][920/940] lr: 1.000e-02, eta: 22:58:37, time: 0.921, data_time: 0.009, memory: 8343, top1_acc: 0.5068, top5_acc: 0.7525, loss_cls: 2.0931, loss: 2.0931, grad_norm: 4.6817 2020-07-25 06:39:52,132 - mmaction - INFO - Epoch [13][940/940] lr: 1.000e-02, eta: 22:58:06, time: 0.930, data_time: 0.006, memory: 8343, top1_acc: 0.5136, top5_acc: 0.7504, loss_cls: 2.0948, loss: 2.0948, grad_norm: 4.6766 2020-07-25 06:39:52,615 - mmaction - INFO - Saving checkpoint at 13 epochs 2020-07-25 06:40:19,972 - mmaction - INFO - Epoch [14][20/940] lr: 1.000e-02, eta: 22:58:31, time: 1.347, data_time: 0.553, memory: 8343, top1_acc: 0.5158, top5_acc: 0.7555, loss_cls: 2.0528, loss: 2.0528, grad_norm: 4.4843 2020-07-25 06:40:36,990 - mmaction - INFO - Epoch [14][40/940] lr: 1.000e-02, eta: 22:57:49, time: 0.846, data_time: 0.019, memory: 8343, top1_acc: 0.5197, top5_acc: 0.7652, loss_cls: 2.0147, loss: 2.0147, grad_norm: 4.5791 2020-07-25 06:40:54,998 - mmaction - INFO - Epoch [14][60/940] lr: 1.000e-02, eta: 22:57:14, time: 0.907, data_time: 0.010, memory: 8343, top1_acc: 0.5135, top5_acc: 0.7623, loss_cls: 2.0191, loss: 2.0191, grad_norm: 4.5803 2020-07-25 06:41:13,962 - mmaction - INFO - Epoch [14][80/940] lr: 1.000e-02, eta: 22:56:45, time: 0.944, data_time: 0.009, memory: 8343, top1_acc: 0.5299, top5_acc: 0.7594, loss_cls: 2.0278, loss: 2.0278, grad_norm: 4.5980 2020-07-25 06:41:33,436 - mmaction - INFO - Epoch [14][100/940] lr: 1.000e-02, eta: 22:56:21, time: 0.978, data_time: 0.008, memory: 8343, top1_acc: 0.5324, top5_acc: 0.7643, loss_cls: 2.0048, loss: 2.0048, grad_norm: 4.6172 2020-07-25 06:41:50,768 - mmaction - INFO - Epoch [14][120/940] lr: 1.000e-02, eta: 22:55:41, time: 0.867, data_time: 0.004, memory: 8343, top1_acc: 0.5246, top5_acc: 0.7645, loss_cls: 1.9904, loss: 1.9904, grad_norm: 4.5708 2020-07-25 06:42:10,674 - mmaction - INFO - Epoch [14][140/940] lr: 1.000e-02, eta: 22:55:18, time: 0.991, data_time: 0.009, memory: 8343, top1_acc: 0.5268, top5_acc: 0.7635, loss_cls: 2.0149, loss: 2.0149, grad_norm: 4.5941 2020-07-25 06:42:30,428 - mmaction - INFO - Epoch [14][160/940] lr: 1.000e-02, eta: 22:54:56, time: 0.993, data_time: 0.010, memory: 8343, top1_acc: 0.5381, top5_acc: 0.7729, loss_cls: 1.9566, loss: 1.9566, grad_norm: 4.5535 2020-07-25 06:42:48,566 - mmaction - INFO - Epoch [14][180/940] lr: 1.000e-02, eta: 22:54:22, time: 0.906, data_time: 0.008, memory: 8343, top1_acc: 0.5361, top5_acc: 0.7732, loss_cls: 2.0109, loss: 2.0109, grad_norm: 4.6229 2020-07-25 06:43:07,354 - mmaction - INFO - Epoch [14][200/940] lr: 1.000e-02, eta: 22:53:52, time: 0.938, data_time: 0.009, memory: 8343, top1_acc: 0.5371, top5_acc: 0.7713, loss_cls: 1.9772, loss: 1.9772, grad_norm: 4.5221 2020-07-25 06:43:25,199 - mmaction - INFO - Epoch [14][220/940] lr: 1.000e-02, eta: 22:53:17, time: 0.896, data_time: 0.010, memory: 8343, top1_acc: 0.5219, top5_acc: 0.7682, loss_cls: 2.0044, loss: 2.0044, grad_norm: 4.5353 2020-07-25 06:43:45,074 - mmaction - INFO - Epoch [14][240/940] lr: 1.000e-02, eta: 22:52:54, time: 0.990, data_time: 0.005, memory: 8343, top1_acc: 0.5209, top5_acc: 0.7660, loss_cls: 2.0347, loss: 2.0347, grad_norm: 4.5488 2020-07-25 06:44:02,846 - mmaction - INFO - Epoch [14][260/940] lr: 1.000e-02, eta: 22:52:18, time: 0.890, data_time: 0.006, memory: 8343, top1_acc: 0.5215, top5_acc: 0.7600, loss_cls: 2.0266, loss: 2.0266, grad_norm: 4.6221 2020-07-25 06:44:21,857 - mmaction - INFO - Epoch [14][280/940] lr: 1.000e-02, eta: 22:51:50, time: 0.946, data_time: 0.009, memory: 8343, top1_acc: 0.5059, top5_acc: 0.7619, loss_cls: 2.0550, loss: 2.0550, grad_norm: 4.6758 2020-07-25 06:44:39,761 - mmaction - INFO - Epoch [14][300/940] lr: 1.000e-02, eta: 22:51:15, time: 0.899, data_time: 0.008, memory: 8343, top1_acc: 0.5145, top5_acc: 0.7574, loss_cls: 2.0509, loss: 2.0509, grad_norm: 4.5987 2020-07-25 06:44:58,298 - mmaction - INFO - Epoch [14][320/940] lr: 1.000e-02, eta: 22:50:43, time: 0.919, data_time: 0.009, memory: 8343, top1_acc: 0.5162, top5_acc: 0.7617, loss_cls: 2.0582, loss: 2.0582, grad_norm: 4.6899 2020-07-25 06:45:17,999 - mmaction - INFO - Epoch [14][340/940] lr: 1.000e-02, eta: 22:50:21, time: 0.994, data_time: 0.013, memory: 8343, top1_acc: 0.5227, top5_acc: 0.7596, loss_cls: 2.0125, loss: 2.0125, grad_norm: 4.6432 2020-07-25 06:45:35,968 - mmaction - INFO - Epoch [14][360/940] lr: 1.000e-02, eta: 22:49:46, time: 0.899, data_time: 0.007, memory: 8343, top1_acc: 0.5273, top5_acc: 0.7699, loss_cls: 2.0092, loss: 2.0092, grad_norm: 4.6360 2020-07-25 06:45:55,204 - mmaction - INFO - Epoch [14][380/940] lr: 1.000e-02, eta: 22:49:20, time: 0.959, data_time: 0.010, memory: 8343, top1_acc: 0.5209, top5_acc: 0.7604, loss_cls: 2.0170, loss: 2.0170, grad_norm: 4.6570 2020-07-25 06:46:13,920 - mmaction - INFO - Epoch [14][400/940] lr: 1.000e-02, eta: 22:48:50, time: 0.939, data_time: 0.006, memory: 8343, top1_acc: 0.5293, top5_acc: 0.7623, loss_cls: 2.0142, loss: 2.0142, grad_norm: 4.5396 2020-07-25 06:46:33,350 - mmaction - INFO - Epoch [14][420/940] lr: 1.000e-02, eta: 22:48:24, time: 0.963, data_time: 0.007, memory: 8343, top1_acc: 0.5164, top5_acc: 0.7584, loss_cls: 2.0422, loss: 2.0422, grad_norm: 4.5942 2020-07-25 06:46:52,139 - mmaction - INFO - Epoch [14][440/940] lr: 1.000e-02, eta: 22:47:56, time: 0.948, data_time: 0.011, memory: 8343, top1_acc: 0.5102, top5_acc: 0.7451, loss_cls: 2.0836, loss: 2.0836, grad_norm: 4.5755 2020-07-25 06:47:09,675 - mmaction - INFO - Epoch [14][460/940] lr: 1.000e-02, eta: 22:47:18, time: 0.869, data_time: 0.006, memory: 8343, top1_acc: 0.5131, top5_acc: 0.7650, loss_cls: 2.0403, loss: 2.0403, grad_norm: 4.7140 2020-07-25 06:47:28,475 - mmaction - INFO - Epoch [14][480/940] lr: 1.000e-02, eta: 22:46:50, time: 0.949, data_time: 0.011, memory: 8343, top1_acc: 0.5273, top5_acc: 0.7676, loss_cls: 1.9845, loss: 1.9845, grad_norm: 4.5462 2020-07-25 06:47:47,747 - mmaction - INFO - Epoch [14][500/940] lr: 1.000e-02, eta: 22:46:24, time: 0.960, data_time: 0.006, memory: 8343, top1_acc: 0.5312, top5_acc: 0.7646, loss_cls: 2.0179, loss: 2.0179, grad_norm: 4.5706 2020-07-25 06:48:06,736 - mmaction - INFO - Epoch [14][520/940] lr: 1.000e-02, eta: 22:45:56, time: 0.951, data_time: 0.009, memory: 8343, top1_acc: 0.5201, top5_acc: 0.7574, loss_cls: 2.0559, loss: 2.0559, grad_norm: 4.6536 2020-07-25 06:48:27,419 - mmaction - INFO - Epoch [14][540/940] lr: 1.000e-02, eta: 22:45:39, time: 1.036, data_time: 0.009, memory: 8343, top1_acc: 0.5170, top5_acc: 0.7588, loss_cls: 2.0652, loss: 2.0652, grad_norm: 4.6823 2020-07-25 06:48:45,534 - mmaction - INFO - Epoch [14][560/940] lr: 1.000e-02, eta: 22:45:06, time: 0.902, data_time: 0.007, memory: 8343, top1_acc: 0.5186, top5_acc: 0.7625, loss_cls: 2.0491, loss: 2.0491, grad_norm: 4.7105 2020-07-25 06:49:03,657 - mmaction - INFO - Epoch [14][580/940] lr: 1.000e-02, eta: 22:44:33, time: 0.909, data_time: 0.008, memory: 8343, top1_acc: 0.5203, top5_acc: 0.7635, loss_cls: 2.0362, loss: 2.0362, grad_norm: 4.6046 2020-07-25 06:49:22,457 - mmaction - INFO - Epoch [14][600/940] lr: 1.000e-02, eta: 22:44:04, time: 0.940, data_time: 0.004, memory: 8343, top1_acc: 0.5201, top5_acc: 0.7615, loss_cls: 2.0096, loss: 2.0096, grad_norm: 4.5877 2020-07-25 06:49:42,656 - mmaction - INFO - Epoch [14][620/940] lr: 1.000e-02, eta: 22:43:44, time: 1.011, data_time: 0.003, memory: 8343, top1_acc: 0.5158, top5_acc: 0.7564, loss_cls: 2.0561, loss: 2.0561, grad_norm: 4.6541 2020-07-25 06:50:00,364 - mmaction - INFO - Epoch [14][640/940] lr: 1.000e-02, eta: 22:43:08, time: 0.879, data_time: 0.005, memory: 8343, top1_acc: 0.5217, top5_acc: 0.7715, loss_cls: 2.0035, loss: 2.0035, grad_norm: 4.6802 2020-07-25 06:50:18,179 - mmaction - INFO - Epoch [14][660/940] lr: 1.000e-02, eta: 22:42:33, time: 0.895, data_time: 0.009, memory: 8343, top1_acc: 0.5314, top5_acc: 0.7652, loss_cls: 2.0199, loss: 2.0199, grad_norm: 4.5729 2020-07-25 06:50:38,544 - mmaction - INFO - Epoch [14][680/940] lr: 1.000e-02, eta: 22:42:14, time: 1.018, data_time: 0.009, memory: 8343, top1_acc: 0.5186, top5_acc: 0.7590, loss_cls: 2.0591, loss: 2.0591, grad_norm: 4.7002 2020-07-25 06:50:56,190 - mmaction - INFO - Epoch [14][700/940] lr: 1.000e-02, eta: 22:41:39, time: 0.884, data_time: 0.007, memory: 8343, top1_acc: 0.5309, top5_acc: 0.7645, loss_cls: 2.0274, loss: 2.0274, grad_norm: 4.6914 2020-07-25 06:51:16,042 - mmaction - INFO - Epoch [14][720/940] lr: 1.000e-02, eta: 22:41:16, time: 0.991, data_time: 0.009, memory: 8343, top1_acc: 0.5201, top5_acc: 0.7676, loss_cls: 2.0380, loss: 2.0380, grad_norm: 4.6736 2020-07-25 06:51:35,104 - mmaction - INFO - Epoch [14][740/940] lr: 1.000e-02, eta: 22:40:50, time: 0.955, data_time: 0.008, memory: 8343, top1_acc: 0.5146, top5_acc: 0.7600, loss_cls: 2.0440, loss: 2.0440, grad_norm: 4.6000 2020-07-25 06:51:52,966 - mmaction - INFO - Epoch [14][760/940] lr: 1.000e-02, eta: 22:40:15, time: 0.892, data_time: 0.010, memory: 8343, top1_acc: 0.5174, top5_acc: 0.7596, loss_cls: 2.0656, loss: 2.0656, grad_norm: 4.6102 2020-07-25 06:52:12,691 - mmaction - INFO - Epoch [14][780/940] lr: 1.000e-02, eta: 22:39:52, time: 0.987, data_time: 0.005, memory: 8343, top1_acc: 0.5146, top5_acc: 0.7533, loss_cls: 2.0539, loss: 2.0539, grad_norm: 4.6696 2020-07-25 06:52:30,277 - mmaction - INFO - Epoch [14][800/940] lr: 1.000e-02, eta: 22:39:16, time: 0.880, data_time: 0.008, memory: 8343, top1_acc: 0.5246, top5_acc: 0.7617, loss_cls: 2.0329, loss: 2.0329, grad_norm: 4.5914 2020-07-25 06:52:50,820 - mmaction - INFO - Epoch [14][820/940] lr: 1.000e-02, eta: 22:38:59, time: 1.027, data_time: 0.003, memory: 8343, top1_acc: 0.5100, top5_acc: 0.7541, loss_cls: 2.0938, loss: 2.0938, grad_norm: 4.6110 2020-07-25 06:53:08,486 - mmaction - INFO - Epoch [14][840/940] lr: 1.000e-02, eta: 22:38:23, time: 0.885, data_time: 0.008, memory: 8343, top1_acc: 0.5289, top5_acc: 0.7648, loss_cls: 1.9876, loss: 1.9876, grad_norm: 4.5820 2020-07-25 06:53:27,203 - mmaction - INFO - Epoch [14][860/940] lr: 1.000e-02, eta: 22:37:54, time: 0.928, data_time: 0.008, memory: 8343, top1_acc: 0.5160, top5_acc: 0.7590, loss_cls: 2.0445, loss: 2.0445, grad_norm: 4.6064 2020-07-25 06:53:45,843 - mmaction - INFO - Epoch [14][880/940] lr: 1.000e-02, eta: 22:37:25, time: 0.939, data_time: 0.011, memory: 8343, top1_acc: 0.5162, top5_acc: 0.7586, loss_cls: 2.0552, loss: 2.0552, grad_norm: 4.6395 2020-07-25 06:54:04,472 - mmaction - INFO - Epoch [14][900/940] lr: 1.000e-02, eta: 22:36:56, time: 0.932, data_time: 0.005, memory: 8343, top1_acc: 0.5232, top5_acc: 0.7627, loss_cls: 2.0364, loss: 2.0364, grad_norm: 4.5856 2020-07-25 06:54:23,353 - mmaction - INFO - Epoch [14][920/940] lr: 1.000e-02, eta: 22:36:28, time: 0.943, data_time: 0.008, memory: 8343, top1_acc: 0.5184, top5_acc: 0.7680, loss_cls: 2.0401, loss: 2.0401, grad_norm: 4.6534 2020-07-25 06:54:41,254 - mmaction - INFO - Epoch [14][940/940] lr: 1.000e-02, eta: 22:35:54, time: 0.897, data_time: 0.004, memory: 8343, top1_acc: 0.5152, top5_acc: 0.7604, loss_cls: 2.0584, loss: 2.0584, grad_norm: 4.6867 2020-07-25 06:54:41,671 - mmaction - INFO - Saving checkpoint at 14 epochs 2020-07-25 06:55:09,001 - mmaction - INFO - Epoch [15][20/940] lr: 1.000e-02, eta: 22:36:16, time: 1.346, data_time: 0.543, memory: 8343, top1_acc: 0.5316, top5_acc: 0.7650, loss_cls: 1.9954, loss: 1.9954, grad_norm: 4.5761 2020-07-25 06:55:25,737 - mmaction - INFO - Epoch [15][40/940] lr: 1.000e-02, eta: 22:35:34, time: 0.835, data_time: 0.002, memory: 8343, top1_acc: 0.5324, top5_acc: 0.7695, loss_cls: 1.9822, loss: 1.9822, grad_norm: 4.5835 2020-07-25 06:55:44,530 - mmaction - INFO - Epoch [15][60/940] lr: 1.000e-02, eta: 22:35:06, time: 0.941, data_time: 0.005, memory: 8343, top1_acc: 0.5307, top5_acc: 0.7658, loss_cls: 1.9761, loss: 1.9761, grad_norm: 4.5484 2020-07-25 06:56:02,984 - mmaction - INFO - Epoch [15][80/940] lr: 1.000e-02, eta: 22:34:36, time: 0.924, data_time: 0.008, memory: 8343, top1_acc: 0.5293, top5_acc: 0.7678, loss_cls: 1.9807, loss: 1.9807, grad_norm: 4.5859 2020-07-25 06:56:21,300 - mmaction - INFO - Epoch [15][100/940] lr: 1.000e-02, eta: 22:34:05, time: 0.915, data_time: 0.009, memory: 8343, top1_acc: 0.5432, top5_acc: 0.7760, loss_cls: 1.9516, loss: 1.9516, grad_norm: 4.5659 2020-07-25 06:56:41,181 - mmaction - INFO - Epoch [15][120/940] lr: 1.000e-02, eta: 22:33:43, time: 0.995, data_time: 0.006, memory: 8343, top1_acc: 0.5221, top5_acc: 0.7664, loss_cls: 2.0260, loss: 2.0260, grad_norm: 4.6465 2020-07-25 06:57:00,619 - mmaction - INFO - Epoch [15][140/940] lr: 1.000e-02, eta: 22:33:18, time: 0.966, data_time: 0.006, memory: 8343, top1_acc: 0.5393, top5_acc: 0.7732, loss_cls: 1.9728, loss: 1.9728, grad_norm: 4.5630 2020-07-25 06:57:17,712 - mmaction - INFO - Epoch [15][160/940] lr: 1.000e-02, eta: 22:32:40, time: 0.860, data_time: 0.008, memory: 8343, top1_acc: 0.5232, top5_acc: 0.7619, loss_cls: 2.0064, loss: 2.0064, grad_norm: 4.6232 2020-07-25 06:57:37,374 - mmaction - INFO - Epoch [15][180/940] lr: 1.000e-02, eta: 22:32:17, time: 0.980, data_time: 0.007, memory: 8343, top1_acc: 0.5311, top5_acc: 0.7650, loss_cls: 2.0057, loss: 2.0057, grad_norm: 4.5808 2020-07-25 06:57:56,069 - mmaction - INFO - Epoch [15][200/940] lr: 1.000e-02, eta: 22:31:49, time: 0.936, data_time: 0.007, memory: 8343, top1_acc: 0.5332, top5_acc: 0.7676, loss_cls: 1.9953, loss: 1.9953, grad_norm: 4.5832 2020-07-25 06:58:13,806 - mmaction - INFO - Epoch [15][220/940] lr: 1.000e-02, eta: 22:31:14, time: 0.887, data_time: 0.009, memory: 8343, top1_acc: 0.5225, top5_acc: 0.7561, loss_cls: 2.0276, loss: 2.0276, grad_norm: 4.6313 2020-07-25 06:58:32,439 - mmaction - INFO - Epoch [15][240/940] lr: 1.000e-02, eta: 22:30:45, time: 0.932, data_time: 0.004, memory: 8343, top1_acc: 0.5205, top5_acc: 0.7584, loss_cls: 2.0368, loss: 2.0368, grad_norm: 4.7171 2020-07-25 06:58:51,069 - mmaction - INFO - Epoch [15][260/940] lr: 1.000e-02, eta: 22:30:16, time: 0.933, data_time: 0.009, memory: 8343, top1_acc: 0.5305, top5_acc: 0.7709, loss_cls: 1.9731, loss: 1.9731, grad_norm: 4.5602 2020-07-25 06:59:10,411 - mmaction - INFO - Epoch [15][280/940] lr: 1.000e-02, eta: 22:29:51, time: 0.964, data_time: 0.006, memory: 8343, top1_acc: 0.5182, top5_acc: 0.7586, loss_cls: 2.0191, loss: 2.0191, grad_norm: 4.6421 2020-07-25 06:59:28,343 - mmaction - INFO - Epoch [15][300/940] lr: 1.000e-02, eta: 22:29:18, time: 0.898, data_time: 0.007, memory: 8343, top1_acc: 0.5250, top5_acc: 0.7611, loss_cls: 2.0095, loss: 2.0095, grad_norm: 4.6564 2020-07-25 06:59:48,685 - mmaction - INFO - Epoch [15][320/940] lr: 1.000e-02, eta: 22:29:00, time: 1.018, data_time: 0.008, memory: 8343, top1_acc: 0.5312, top5_acc: 0.7705, loss_cls: 1.9924, loss: 1.9924, grad_norm: 4.5852 2020-07-25 07:00:07,023 - mmaction - INFO - Epoch [15][340/940] lr: 1.000e-02, eta: 22:28:29, time: 0.916, data_time: 0.007, memory: 8343, top1_acc: 0.5277, top5_acc: 0.7600, loss_cls: 2.0199, loss: 2.0199, grad_norm: 4.6622 2020-07-25 07:00:27,725 - mmaction - INFO - Epoch [15][360/940] lr: 1.000e-02, eta: 22:28:12, time: 1.027, data_time: 0.008, memory: 8343, top1_acc: 0.5287, top5_acc: 0.7592, loss_cls: 2.0232, loss: 2.0232, grad_norm: 4.5979 2020-07-25 07:00:47,966 - mmaction - INFO - Epoch [15][380/940] lr: 1.000e-02, eta: 22:27:52, time: 1.013, data_time: 0.026, memory: 8343, top1_acc: 0.5279, top5_acc: 0.7680, loss_cls: 1.9964, loss: 1.9964, grad_norm: 4.6518 2020-07-25 07:01:05,376 - mmaction - INFO - Epoch [15][400/940] lr: 1.000e-02, eta: 22:27:17, time: 0.877, data_time: 0.010, memory: 8343, top1_acc: 0.5287, top5_acc: 0.7553, loss_cls: 2.0353, loss: 2.0353, grad_norm: 4.6263 2020-07-25 07:01:23,555 - mmaction - INFO - Epoch [15][420/940] lr: 1.000e-02, eta: 22:26:46, time: 0.908, data_time: 0.010, memory: 8343, top1_acc: 0.5221, top5_acc: 0.7529, loss_cls: 2.0647, loss: 2.0647, grad_norm: 4.6038 2020-07-25 07:01:42,952 - mmaction - INFO - Epoch [15][440/940] lr: 1.000e-02, eta: 22:26:21, time: 0.971, data_time: 0.005, memory: 8343, top1_acc: 0.5281, top5_acc: 0.7699, loss_cls: 1.9973, loss: 1.9973, grad_norm: 4.6029 2020-07-25 07:02:03,176 - mmaction - INFO - Epoch [15][460/940] lr: 1.000e-02, eta: 22:26:01, time: 1.005, data_time: 0.009, memory: 8343, top1_acc: 0.5236, top5_acc: 0.7617, loss_cls: 2.0177, loss: 2.0177, grad_norm: 4.6175 2020-07-25 07:02:21,936 - mmaction - INFO - Epoch [15][480/940] lr: 1.000e-02, eta: 22:25:34, time: 0.943, data_time: 0.009, memory: 8343, top1_acc: 0.5197, top5_acc: 0.7611, loss_cls: 2.0337, loss: 2.0337, grad_norm: 4.6872 2020-07-25 07:02:39,790 - mmaction - INFO - Epoch [15][500/940] lr: 1.000e-02, eta: 22:25:00, time: 0.888, data_time: 0.009, memory: 8343, top1_acc: 0.5418, top5_acc: 0.7748, loss_cls: 1.9676, loss: 1.9676, grad_norm: 4.5786 2020-07-25 07:02:59,155 - mmaction - INFO - Epoch [15][520/940] lr: 1.000e-02, eta: 22:24:36, time: 0.974, data_time: 0.009, memory: 8343, top1_acc: 0.5281, top5_acc: 0.7709, loss_cls: 1.9985, loss: 1.9985, grad_norm: 4.6366 2020-07-25 07:03:17,426 - mmaction - INFO - Epoch [15][540/940] lr: 1.000e-02, eta: 22:24:06, time: 0.912, data_time: 0.009, memory: 8343, top1_acc: 0.5182, top5_acc: 0.7621, loss_cls: 2.0248, loss: 2.0248, grad_norm: 4.7059 2020-07-25 07:03:36,471 - mmaction - INFO - Epoch [15][560/940] lr: 1.000e-02, eta: 22:23:39, time: 0.953, data_time: 0.008, memory: 8343, top1_acc: 0.5238, top5_acc: 0.7592, loss_cls: 2.0116, loss: 2.0116, grad_norm: 4.6634 2020-07-25 07:03:55,006 - mmaction - INFO - Epoch [15][580/940] lr: 1.000e-02, eta: 22:23:10, time: 0.928, data_time: 0.012, memory: 8343, top1_acc: 0.5283, top5_acc: 0.7619, loss_cls: 2.0024, loss: 2.0024, grad_norm: 4.5887 2020-07-25 07:04:13,152 - mmaction - INFO - Epoch [15][600/940] lr: 1.000e-02, eta: 22:22:38, time: 0.902, data_time: 0.009, memory: 8343, top1_acc: 0.5205, top5_acc: 0.7600, loss_cls: 2.0236, loss: 2.0236, grad_norm: 4.6236 2020-07-25 07:04:33,083 - mmaction - INFO - Epoch [15][620/940] lr: 1.000e-02, eta: 22:22:18, time: 1.003, data_time: 0.009, memory: 8343, top1_acc: 0.5234, top5_acc: 0.7602, loss_cls: 2.0253, loss: 2.0253, grad_norm: 4.6582 2020-07-25 07:04:52,452 - mmaction - INFO - Epoch [15][640/940] lr: 1.000e-02, eta: 22:21:54, time: 0.969, data_time: 0.003, memory: 8343, top1_acc: 0.5350, top5_acc: 0.7814, loss_cls: 1.9581, loss: 1.9581, grad_norm: 4.5434 2020-07-25 07:05:11,543 - mmaction - INFO - Epoch [15][660/940] lr: 1.000e-02, eta: 22:21:28, time: 0.954, data_time: 0.005, memory: 8343, top1_acc: 0.5367, top5_acc: 0.7717, loss_cls: 1.9655, loss: 1.9655, grad_norm: 4.6132 2020-07-25 07:05:30,172 - mmaction - INFO - Epoch [15][680/940] lr: 1.000e-02, eta: 22:21:00, time: 0.931, data_time: 0.007, memory: 8343, top1_acc: 0.5242, top5_acc: 0.7621, loss_cls: 2.0307, loss: 2.0307, grad_norm: 4.6259 2020-07-25 07:05:49,223 - mmaction - INFO - Epoch [15][700/940] lr: 1.000e-02, eta: 22:20:34, time: 0.954, data_time: 0.003, memory: 8343, top1_acc: 0.5191, top5_acc: 0.7658, loss_cls: 2.0155, loss: 2.0155, grad_norm: 4.5979 2020-07-25 07:06:06,619 - mmaction - INFO - Epoch [15][720/940] lr: 1.000e-02, eta: 22:19:58, time: 0.867, data_time: 0.006, memory: 8343, top1_acc: 0.5277, top5_acc: 0.7629, loss_cls: 2.0145, loss: 2.0145, grad_norm: 4.6516 2020-07-25 07:06:26,577 - mmaction - INFO - Epoch [15][740/940] lr: 1.000e-02, eta: 22:19:38, time: 1.001, data_time: 0.008, memory: 8343, top1_acc: 0.5215, top5_acc: 0.7646, loss_cls: 2.0319, loss: 2.0319, grad_norm: 4.6309 2020-07-25 07:06:44,581 - mmaction - INFO - Epoch [15][760/940] lr: 1.000e-02, eta: 22:19:05, time: 0.894, data_time: 0.005, memory: 8343, top1_acc: 0.5359, top5_acc: 0.7703, loss_cls: 2.0081, loss: 2.0081, grad_norm: 4.5778 2020-07-25 07:07:04,390 - mmaction - INFO - Epoch [15][780/940] lr: 1.000e-02, eta: 22:18:44, time: 0.996, data_time: 0.010, memory: 8343, top1_acc: 0.5234, top5_acc: 0.7590, loss_cls: 2.0411, loss: 2.0411, grad_norm: 4.6618 2020-07-25 07:07:21,321 - mmaction - INFO - Epoch [15][800/940] lr: 1.000e-02, eta: 22:18:06, time: 0.844, data_time: 0.006, memory: 8343, top1_acc: 0.5234, top5_acc: 0.7654, loss_cls: 2.0262, loss: 2.0262, grad_norm: 4.6751 2020-07-25 07:07:40,530 - mmaction - INFO - Epoch [15][820/940] lr: 1.000e-02, eta: 22:17:41, time: 0.962, data_time: 0.007, memory: 8343, top1_acc: 0.5180, top5_acc: 0.7514, loss_cls: 2.0731, loss: 2.0731, grad_norm: 4.7121 2020-07-25 07:07:59,363 - mmaction - INFO - Epoch [15][840/940] lr: 1.000e-02, eta: 22:17:14, time: 0.941, data_time: 0.003, memory: 8343, top1_acc: 0.5248, top5_acc: 0.7615, loss_cls: 2.0441, loss: 2.0441, grad_norm: 4.5743 2020-07-25 07:08:17,787 - mmaction - INFO - Epoch [15][860/940] lr: 1.000e-02, eta: 22:16:44, time: 0.921, data_time: 0.008, memory: 8343, top1_acc: 0.5277, top5_acc: 0.7672, loss_cls: 1.9979, loss: 1.9979, grad_norm: 4.5751 2020-07-25 07:08:36,526 - mmaction - INFO - Epoch [15][880/940] lr: 1.000e-02, eta: 22:16:17, time: 0.937, data_time: 0.004, memory: 8343, top1_acc: 0.5260, top5_acc: 0.7615, loss_cls: 2.0395, loss: 2.0395, grad_norm: 4.6118 2020-07-25 07:08:54,854 - mmaction - INFO - Epoch [15][900/940] lr: 1.000e-02, eta: 22:15:46, time: 0.911, data_time: 0.009, memory: 8343, top1_acc: 0.5146, top5_acc: 0.7543, loss_cls: 2.0453, loss: 2.0453, grad_norm: 4.6968 2020-07-25 07:09:14,369 - mmaction - INFO - Epoch [15][920/940] lr: 1.000e-02, eta: 22:15:24, time: 0.981, data_time: 0.009, memory: 8343, top1_acc: 0.5250, top5_acc: 0.7670, loss_cls: 2.0237, loss: 2.0237, grad_norm: 4.6410 2020-07-25 07:09:31,763 - mmaction - INFO - Epoch [15][940/940] lr: 1.000e-02, eta: 22:14:49, time: 0.869, data_time: 0.009, memory: 8343, top1_acc: 0.5285, top5_acc: 0.7606, loss_cls: 2.0292, loss: 2.0292, grad_norm: 4.6971 2020-07-25 07:09:32,237 - mmaction - INFO - Saving checkpoint at 15 epochs 2020-07-25 07:10:03,057 - mmaction - INFO - Epoch [16][20/940] lr: 1.000e-02, eta: 22:15:26, time: 1.511, data_time: 0.775, memory: 8343, top1_acc: 0.5322, top5_acc: 0.7604, loss_cls: 1.9866, loss: 1.9866, grad_norm: 4.6608 2020-07-25 07:10:20,753 - mmaction - INFO - Epoch [16][40/940] lr: 1.000e-02, eta: 22:14:53, time: 0.886, data_time: 0.019, memory: 8343, top1_acc: 0.5436, top5_acc: 0.7715, loss_cls: 1.9525, loss: 1.9525, grad_norm: 4.5887 2020-07-25 07:10:37,994 - mmaction - INFO - Epoch [16][60/940] lr: 1.000e-02, eta: 22:14:16, time: 0.856, data_time: 0.008, memory: 8343, top1_acc: 0.5225, top5_acc: 0.7637, loss_cls: 1.9997, loss: 1.9997, grad_norm: 4.5412 2020-07-25 07:10:55,111 - mmaction - INFO - Epoch [16][80/940] lr: 1.000e-02, eta: 22:13:41, time: 0.862, data_time: 0.010, memory: 8343, top1_acc: 0.5375, top5_acc: 0.7676, loss_cls: 1.9530, loss: 1.9530, grad_norm: 4.5354 2020-07-25 07:11:13,666 - mmaction - INFO - Epoch [16][100/940] lr: 1.000e-02, eta: 22:13:12, time: 0.928, data_time: 0.007, memory: 8343, top1_acc: 0.5344, top5_acc: 0.7781, loss_cls: 1.9716, loss: 1.9716, grad_norm: 4.6335 2020-07-25 07:11:32,736 - mmaction - INFO - Epoch [16][120/940] lr: 1.000e-02, eta: 22:12:47, time: 0.953, data_time: 0.003, memory: 8343, top1_acc: 0.5285, top5_acc: 0.7727, loss_cls: 1.9652, loss: 1.9652, grad_norm: 4.5443 2020-07-25 07:11:51,842 - mmaction - INFO - Epoch [16][140/940] lr: 1.000e-02, eta: 22:12:21, time: 0.953, data_time: 0.009, memory: 8343, top1_acc: 0.5400, top5_acc: 0.7730, loss_cls: 1.9509, loss: 1.9509, grad_norm: 4.5545 2020-07-25 07:12:10,796 - mmaction - INFO - Epoch [16][160/940] lr: 1.000e-02, eta: 22:11:55, time: 0.952, data_time: 0.008, memory: 8343, top1_acc: 0.5303, top5_acc: 0.7715, loss_cls: 1.9756, loss: 1.9756, grad_norm: 4.6719 2020-07-25 07:12:28,322 - mmaction - INFO - Epoch [16][180/940] lr: 1.000e-02, eta: 22:11:20, time: 0.870, data_time: 0.005, memory: 8343, top1_acc: 0.5449, top5_acc: 0.7750, loss_cls: 1.9609, loss: 1.9609, grad_norm: 4.5421 2020-07-25 07:12:46,959 - mmaction - INFO - Epoch [16][200/940] lr: 1.000e-02, eta: 22:10:53, time: 0.937, data_time: 0.008, memory: 8343, top1_acc: 0.5201, top5_acc: 0.7625, loss_cls: 2.0185, loss: 2.0185, grad_norm: 4.7125 2020-07-25 07:13:05,329 - mmaction - INFO - Epoch [16][220/940] lr: 1.000e-02, eta: 22:10:24, time: 0.919, data_time: 0.009, memory: 8343, top1_acc: 0.5400, top5_acc: 0.7758, loss_cls: 1.9516, loss: 1.9516, grad_norm: 4.5870 2020-07-25 07:13:23,287 - mmaction - INFO - Epoch [16][240/940] lr: 1.000e-02, eta: 22:09:52, time: 0.895, data_time: 0.006, memory: 8343, top1_acc: 0.5395, top5_acc: 0.7789, loss_cls: 1.9385, loss: 1.9385, grad_norm: 4.5563 2020-07-25 07:13:42,792 - mmaction - INFO - Epoch [16][260/940] lr: 1.000e-02, eta: 22:09:29, time: 0.978, data_time: 0.008, memory: 8343, top1_acc: 0.5236, top5_acc: 0.7664, loss_cls: 1.9989, loss: 1.9989, grad_norm: 4.6186 2020-07-25 07:14:00,949 - mmaction - INFO - Epoch [16][280/940] lr: 1.000e-02, eta: 22:08:58, time: 0.900, data_time: 0.007, memory: 8343, top1_acc: 0.5389, top5_acc: 0.7756, loss_cls: 1.9572, loss: 1.9572, grad_norm: 4.6193 2020-07-25 07:14:19,653 - mmaction - INFO - Epoch [16][300/940] lr: 1.000e-02, eta: 22:08:32, time: 0.944, data_time: 0.011, memory: 8343, top1_acc: 0.5311, top5_acc: 0.7645, loss_cls: 1.9961, loss: 1.9961, grad_norm: 4.6777 2020-07-25 07:14:38,677 - mmaction - INFO - Epoch [16][320/940] lr: 1.000e-02, eta: 22:08:06, time: 0.949, data_time: 0.006, memory: 8343, top1_acc: 0.5348, top5_acc: 0.7633, loss_cls: 1.9905, loss: 1.9905, grad_norm: 4.6478 2020-07-25 07:14:56,825 - mmaction - INFO - Epoch [16][340/940] lr: 1.000e-02, eta: 22:07:36, time: 0.909, data_time: 0.009, memory: 8343, top1_acc: 0.5389, top5_acc: 0.7686, loss_cls: 1.9688, loss: 1.9688, grad_norm: 4.5933 2020-07-25 07:15:15,649 - mmaction - INFO - Epoch [16][360/940] lr: 1.000e-02, eta: 22:07:08, time: 0.934, data_time: 0.007, memory: 8343, top1_acc: 0.5211, top5_acc: 0.7668, loss_cls: 2.0030, loss: 2.0030, grad_norm: 4.6850 2020-07-25 07:15:34,157 - mmaction - INFO - Epoch [16][380/940] lr: 1.000e-02, eta: 22:06:41, time: 0.931, data_time: 0.010, memory: 8343, top1_acc: 0.5311, top5_acc: 0.7682, loss_cls: 1.9995, loss: 1.9995, grad_norm: 4.5919 2020-07-25 07:15:52,375 - mmaction - INFO - Epoch [16][400/940] lr: 1.000e-02, eta: 22:06:11, time: 0.912, data_time: 0.008, memory: 8343, top1_acc: 0.5236, top5_acc: 0.7551, loss_cls: 2.0315, loss: 2.0315, grad_norm: 4.5983 2020-07-25 07:16:11,844 - mmaction - INFO - Epoch [16][420/940] lr: 1.000e-02, eta: 22:05:48, time: 0.974, data_time: 0.007, memory: 8343, top1_acc: 0.5422, top5_acc: 0.7670, loss_cls: 1.9556, loss: 1.9556, grad_norm: 4.5387 2020-07-25 07:16:30,022 - mmaction - INFO - Epoch [16][440/940] lr: 1.000e-02, eta: 22:05:17, time: 0.904, data_time: 0.004, memory: 8343, top1_acc: 0.5322, top5_acc: 0.7719, loss_cls: 1.9835, loss: 1.9835, grad_norm: 4.7128 2020-07-25 07:16:49,359 - mmaction - INFO - Epoch [16][460/940] lr: 1.000e-02, eta: 22:04:54, time: 0.970, data_time: 0.008, memory: 8343, top1_acc: 0.5217, top5_acc: 0.7596, loss_cls: 2.0254, loss: 2.0254, grad_norm: 4.6381 2020-07-25 07:17:07,351 - mmaction - INFO - Epoch [16][480/940] lr: 1.000e-02, eta: 22:04:22, time: 0.891, data_time: 0.007, memory: 8343, top1_acc: 0.5344, top5_acc: 0.7719, loss_cls: 1.9613, loss: 1.9613, grad_norm: 4.5676 2020-07-25 07:17:25,228 - mmaction - INFO - Epoch [16][500/940] lr: 1.000e-02, eta: 22:03:51, time: 0.902, data_time: 0.012, memory: 8343, top1_acc: 0.5305, top5_acc: 0.7660, loss_cls: 1.9939, loss: 1.9939, grad_norm: 4.6697 2020-07-25 07:17:44,328 - mmaction - INFO - Epoch [16][520/940] lr: 1.000e-02, eta: 22:03:26, time: 0.956, data_time: 0.008, memory: 8343, top1_acc: 0.5275, top5_acc: 0.7604, loss_cls: 2.0189, loss: 2.0189, grad_norm: 4.7390 2020-07-25 07:18:02,423 - mmaction - INFO - Epoch [16][540/940] lr: 1.000e-02, eta: 22:02:56, time: 0.903, data_time: 0.007, memory: 8343, top1_acc: 0.5258, top5_acc: 0.7629, loss_cls: 2.0195, loss: 2.0195, grad_norm: 4.6803 2020-07-25 07:18:20,209 - mmaction - INFO - Epoch [16][560/940] lr: 1.000e-02, eta: 22:02:24, time: 0.890, data_time: 0.005, memory: 8343, top1_acc: 0.5221, top5_acc: 0.7660, loss_cls: 2.0039, loss: 2.0039, grad_norm: 4.7137 2020-07-25 07:18:39,632 - mmaction - INFO - Epoch [16][580/940] lr: 1.000e-02, eta: 22:02:00, time: 0.965, data_time: 0.007, memory: 8343, top1_acc: 0.5219, top5_acc: 0.7676, loss_cls: 2.0267, loss: 2.0267, grad_norm: 4.6594 2020-07-25 07:18:57,696 - mmaction - INFO - Epoch [16][600/940] lr: 1.000e-02, eta: 22:01:30, time: 0.911, data_time: 0.010, memory: 8343, top1_acc: 0.5203, top5_acc: 0.7559, loss_cls: 2.0395, loss: 2.0395, grad_norm: 4.6067 2020-07-25 07:19:16,835 - mmaction - INFO - Epoch [16][620/940] lr: 1.000e-02, eta: 22:01:06, time: 0.955, data_time: 0.007, memory: 8343, top1_acc: 0.5232, top5_acc: 0.7645, loss_cls: 2.0143, loss: 2.0143, grad_norm: 4.5815 2020-07-25 07:19:35,126 - mmaction - INFO - Epoch [16][640/940] lr: 1.000e-02, eta: 22:00:36, time: 0.912, data_time: 0.007, memory: 8343, top1_acc: 0.5346, top5_acc: 0.7654, loss_cls: 1.9831, loss: 1.9831, grad_norm: 4.5817 2020-07-25 07:19:53,618 - mmaction - INFO - Epoch [16][660/940] lr: 1.000e-02, eta: 22:00:09, time: 0.929, data_time: 0.007, memory: 8343, top1_acc: 0.5488, top5_acc: 0.7791, loss_cls: 1.9367, loss: 1.9367, grad_norm: 4.6021 2020-07-25 07:20:13,092 - mmaction - INFO - Epoch [16][680/940] lr: 1.000e-02, eta: 21:59:46, time: 0.972, data_time: 0.008, memory: 8343, top1_acc: 0.5379, top5_acc: 0.7658, loss_cls: 2.0005, loss: 2.0005, grad_norm: 4.6516 2020-07-25 07:20:30,886 - mmaction - INFO - Epoch [16][700/940] lr: 1.000e-02, eta: 21:59:14, time: 0.892, data_time: 0.004, memory: 8343, top1_acc: 0.5330, top5_acc: 0.7631, loss_cls: 2.0231, loss: 2.0231, grad_norm: 4.6122 2020-07-25 07:20:51,399 - mmaction - INFO - Epoch [16][720/940] lr: 1.000e-02, eta: 21:58:57, time: 1.026, data_time: 0.006, memory: 8343, top1_acc: 0.5197, top5_acc: 0.7525, loss_cls: 2.0423, loss: 2.0423, grad_norm: 4.6517 2020-07-25 07:21:08,452 - mmaction - INFO - Epoch [16][740/940] lr: 1.000e-02, eta: 21:58:20, time: 0.844, data_time: 0.007, memory: 8343, top1_acc: 0.5238, top5_acc: 0.7627, loss_cls: 2.0190, loss: 2.0190, grad_norm: 4.5958 2020-07-25 07:21:27,780 - mmaction - INFO - Epoch [16][760/940] lr: 1.000e-02, eta: 21:57:58, time: 0.974, data_time: 0.013, memory: 8343, top1_acc: 0.5201, top5_acc: 0.7670, loss_cls: 2.0319, loss: 2.0319, grad_norm: 4.6860 2020-07-25 07:21:48,267 - mmaction - INFO - Epoch [16][780/940] lr: 1.000e-02, eta: 21:57:40, time: 1.026, data_time: 0.008, memory: 8343, top1_acc: 0.5244, top5_acc: 0.7588, loss_cls: 2.0210, loss: 2.0210, grad_norm: 4.6806 2020-07-25 07:22:07,460 - mmaction - INFO - Epoch [16][800/940] lr: 1.000e-02, eta: 21:57:16, time: 0.960, data_time: 0.007, memory: 8343, top1_acc: 0.5217, top5_acc: 0.7625, loss_cls: 1.9943, loss: 1.9943, grad_norm: 4.6204 2020-07-25 07:22:26,340 - mmaction - INFO - Epoch [16][820/940] lr: 1.000e-02, eta: 21:56:50, time: 0.944, data_time: 0.004, memory: 8343, top1_acc: 0.5223, top5_acc: 0.7557, loss_cls: 2.0558, loss: 2.0558, grad_norm: 4.7220 2020-07-25 07:22:44,254 - mmaction - INFO - Epoch [16][840/940] lr: 1.000e-02, eta: 21:56:19, time: 0.894, data_time: 0.008, memory: 8343, top1_acc: 0.5303, top5_acc: 0.7695, loss_cls: 1.9893, loss: 1.9893, grad_norm: 4.6092 2020-07-25 07:23:02,363 - mmaction - INFO - Epoch [16][860/940] lr: 1.000e-02, eta: 21:55:49, time: 0.906, data_time: 0.005, memory: 8343, top1_acc: 0.5189, top5_acc: 0.7600, loss_cls: 2.0313, loss: 2.0313, grad_norm: 4.7021 2020-07-25 07:23:22,339 - mmaction - INFO - Epoch [16][880/940] lr: 1.000e-02, eta: 21:55:30, time: 1.000, data_time: 0.009, memory: 8343, top1_acc: 0.5150, top5_acc: 0.7609, loss_cls: 2.0223, loss: 2.0223, grad_norm: 4.5680 2020-07-25 07:23:40,672 - mmaction - INFO - Epoch [16][900/940] lr: 1.000e-02, eta: 21:55:01, time: 0.917, data_time: 0.004, memory: 8343, top1_acc: 0.5168, top5_acc: 0.7684, loss_cls: 2.0190, loss: 2.0190, grad_norm: 4.6306 2020-07-25 07:23:59,001 - mmaction - INFO - Epoch [16][920/940] lr: 1.000e-02, eta: 21:54:32, time: 0.913, data_time: 0.008, memory: 8343, top1_acc: 0.5193, top5_acc: 0.7629, loss_cls: 2.0354, loss: 2.0354, grad_norm: 4.6261 2020-07-25 07:24:16,652 - mmaction - INFO - Epoch [16][940/940] lr: 1.000e-02, eta: 21:54:00, time: 0.886, data_time: 0.006, memory: 8343, top1_acc: 0.5376, top5_acc: 0.7709, loss_cls: 1.9895, loss: 1.9895, grad_norm: 4.6468 2020-07-25 07:24:17,042 - mmaction - INFO - Saving checkpoint at 16 epochs 2020-07-25 07:24:42,678 - mmaction - INFO - Epoch [17][20/940] lr: 1.000e-02, eta: 21:54:08, time: 1.262, data_time: 0.530, memory: 8343, top1_acc: 0.5367, top5_acc: 0.7697, loss_cls: 1.9748, loss: 1.9748, grad_norm: 4.6598 2020-07-25 07:25:01,622 - mmaction - INFO - Epoch [17][40/940] lr: 1.000e-02, eta: 21:53:42, time: 0.947, data_time: 0.011, memory: 8343, top1_acc: 0.5166, top5_acc: 0.7658, loss_cls: 2.0269, loss: 2.0269, grad_norm: 4.5786 2020-07-25 07:25:19,519 - mmaction - INFO - Epoch [17][60/940] lr: 1.000e-02, eta: 21:53:12, time: 0.895, data_time: 0.005, memory: 8343, top1_acc: 0.5457, top5_acc: 0.7756, loss_cls: 1.9023, loss: 1.9023, grad_norm: 4.5081 2020-07-25 07:25:37,563 - mmaction - INFO - Epoch [17][80/940] lr: 1.000e-02, eta: 21:52:41, time: 0.897, data_time: 0.007, memory: 8343, top1_acc: 0.5377, top5_acc: 0.7721, loss_cls: 1.9692, loss: 1.9692, grad_norm: 4.6199 2020-07-25 07:25:56,458 - mmaction - INFO - Epoch [17][100/940] lr: 1.000e-02, eta: 21:52:16, time: 0.950, data_time: 0.009, memory: 8343, top1_acc: 0.5404, top5_acc: 0.7723, loss_cls: 1.9319, loss: 1.9319, grad_norm: 4.6245 2020-07-25 07:26:15,652 - mmaction - INFO - Epoch [17][120/940] lr: 1.000e-02, eta: 21:51:52, time: 0.960, data_time: 0.009, memory: 8343, top1_acc: 0.5328, top5_acc: 0.7736, loss_cls: 1.9811, loss: 1.9811, grad_norm: 4.6147 2020-07-25 07:26:34,419 - mmaction - INFO - Epoch [17][140/940] lr: 1.000e-02, eta: 21:51:25, time: 0.936, data_time: 0.008, memory: 8343, top1_acc: 0.5406, top5_acc: 0.7799, loss_cls: 1.9191, loss: 1.9191, grad_norm: 4.5772 2020-07-25 07:26:52,726 - mmaction - INFO - Epoch [17][160/940] lr: 1.000e-02, eta: 21:50:57, time: 0.917, data_time: 0.007, memory: 8343, top1_acc: 0.5320, top5_acc: 0.7758, loss_cls: 1.9581, loss: 1.9581, grad_norm: 4.6777 2020-07-25 07:27:11,732 - mmaction - INFO - Epoch [17][180/940] lr: 1.000e-02, eta: 21:50:32, time: 0.950, data_time: 0.009, memory: 8343, top1_acc: 0.5352, top5_acc: 0.7650, loss_cls: 1.9941, loss: 1.9941, grad_norm: 4.6031 2020-07-25 07:27:31,077 - mmaction - INFO - Epoch [17][200/940] lr: 1.000e-02, eta: 21:50:09, time: 0.968, data_time: 0.007, memory: 8343, top1_acc: 0.5367, top5_acc: 0.7744, loss_cls: 1.9484, loss: 1.9484, grad_norm: 4.6367 2020-07-25 07:27:49,642 - mmaction - INFO - Epoch [17][220/940] lr: 1.000e-02, eta: 21:49:41, time: 0.925, data_time: 0.009, memory: 8343, top1_acc: 0.5457, top5_acc: 0.7801, loss_cls: 1.8988, loss: 1.8988, grad_norm: 4.5444 2020-07-25 07:28:07,181 - mmaction - INFO - Epoch [17][240/940] lr: 1.000e-02, eta: 21:49:09, time: 0.880, data_time: 0.008, memory: 8343, top1_acc: 0.5422, top5_acc: 0.7781, loss_cls: 1.9103, loss: 1.9103, grad_norm: 4.5341 2020-07-25 07:28:25,760 - mmaction - INFO - Epoch [17][260/940] lr: 1.000e-02, eta: 21:48:42, time: 0.923, data_time: 0.008, memory: 8343, top1_acc: 0.5293, top5_acc: 0.7777, loss_cls: 1.9500, loss: 1.9500, grad_norm: 4.6556 2020-07-25 07:28:44,703 - mmaction - INFO - Epoch [17][280/940] lr: 1.000e-02, eta: 21:48:17, time: 0.954, data_time: 0.010, memory: 8343, top1_acc: 0.5365, top5_acc: 0.7693, loss_cls: 1.9901, loss: 1.9901, grad_norm: 4.6744 2020-07-25 07:29:05,136 - mmaction - INFO - Epoch [17][300/940] lr: 1.000e-02, eta: 21:47:59, time: 1.019, data_time: 0.006, memory: 8343, top1_acc: 0.5443, top5_acc: 0.7727, loss_cls: 1.9578, loss: 1.9578, grad_norm: 4.5874 2020-07-25 07:29:22,709 - mmaction - INFO - Epoch [17][320/940] lr: 1.000e-02, eta: 21:47:28, time: 0.882, data_time: 0.009, memory: 8343, top1_acc: 0.5270, top5_acc: 0.7652, loss_cls: 1.9922, loss: 1.9922, grad_norm: 4.6674 2020-07-25 07:29:42,122 - mmaction - INFO - Epoch [17][340/940] lr: 1.000e-02, eta: 21:47:05, time: 0.971, data_time: 0.006, memory: 8343, top1_acc: 0.5232, top5_acc: 0.7730, loss_cls: 1.9873, loss: 1.9873, grad_norm: 4.7009 2020-07-25 07:30:00,831 - mmaction - INFO - Epoch [17][360/940] lr: 1.000e-02, eta: 21:46:38, time: 0.925, data_time: 0.006, memory: 8343, top1_acc: 0.5334, top5_acc: 0.7693, loss_cls: 1.9875, loss: 1.9875, grad_norm: 4.6592 2020-07-25 07:30:18,773 - mmaction - INFO - Epoch [17][380/940] lr: 1.000e-02, eta: 21:46:08, time: 0.906, data_time: 0.014, memory: 8343, top1_acc: 0.5430, top5_acc: 0.7799, loss_cls: 1.9251, loss: 1.9251, grad_norm: 4.5428 2020-07-25 07:30:37,358 - mmaction - INFO - Epoch [17][400/940] lr: 1.000e-02, eta: 21:45:41, time: 0.930, data_time: 0.007, memory: 8343, top1_acc: 0.5393, top5_acc: 0.7748, loss_cls: 1.9410, loss: 1.9410, grad_norm: 4.5513 2020-07-25 07:30:58,817 - mmaction - INFO - Epoch [17][420/940] lr: 1.000e-02, eta: 21:45:29, time: 1.073, data_time: 0.011, memory: 8343, top1_acc: 0.5330, top5_acc: 0.7682, loss_cls: 1.9643, loss: 1.9643, grad_norm: 4.6078 2020-07-25 07:31:15,835 - mmaction - INFO - Epoch [17][440/940] lr: 1.000e-02, eta: 21:44:55, time: 0.852, data_time: 0.006, memory: 8343, top1_acc: 0.5291, top5_acc: 0.7734, loss_cls: 1.9746, loss: 1.9746, grad_norm: 4.5936 2020-07-25 07:31:33,910 - mmaction - INFO - Epoch [17][460/940] lr: 1.000e-02, eta: 21:44:25, time: 0.905, data_time: 0.008, memory: 8343, top1_acc: 0.5244, top5_acc: 0.7670, loss_cls: 2.0099, loss: 2.0099, grad_norm: 4.7471 2020-07-25 07:31:52,269 - mmaction - INFO - Epoch [17][480/940] lr: 1.000e-02, eta: 21:43:57, time: 0.918, data_time: 0.002, memory: 8343, top1_acc: 0.5236, top5_acc: 0.7602, loss_cls: 1.9973, loss: 1.9973, grad_norm: 4.6568 2020-07-25 07:32:11,082 - mmaction - INFO - Epoch [17][500/940] lr: 1.000e-02, eta: 21:43:31, time: 0.935, data_time: 0.006, memory: 8343, top1_acc: 0.5320, top5_acc: 0.7719, loss_cls: 1.9592, loss: 1.9592, grad_norm: 4.5500 2020-07-25 07:32:31,305 - mmaction - INFO - Epoch [17][520/940] lr: 1.000e-02, eta: 21:43:13, time: 1.017, data_time: 0.009, memory: 8343, top1_acc: 0.5301, top5_acc: 0.7758, loss_cls: 2.0000, loss: 2.0000, grad_norm: 4.6256 2020-07-25 07:32:48,332 - mmaction - INFO - Epoch [17][540/940] lr: 1.000e-02, eta: 21:42:38, time: 0.848, data_time: 0.006, memory: 8343, top1_acc: 0.5414, top5_acc: 0.7744, loss_cls: 1.9783, loss: 1.9783, grad_norm: 4.6370 2020-07-25 07:33:08,375 - mmaction - INFO - Epoch [17][560/940] lr: 1.000e-02, eta: 21:42:19, time: 1.004, data_time: 0.005, memory: 8343, top1_acc: 0.5420, top5_acc: 0.7795, loss_cls: 1.9124, loss: 1.9124, grad_norm: 4.5977 2020-07-25 07:33:26,610 - mmaction - INFO - Epoch [17][580/940] lr: 1.000e-02, eta: 21:41:50, time: 0.906, data_time: 0.009, memory: 8343, top1_acc: 0.5299, top5_acc: 0.7742, loss_cls: 1.9743, loss: 1.9743, grad_norm: 4.6798 2020-07-25 07:33:44,799 - mmaction - INFO - Epoch [17][600/940] lr: 1.000e-02, eta: 21:41:22, time: 0.915, data_time: 0.010, memory: 8343, top1_acc: 0.5326, top5_acc: 0.7701, loss_cls: 1.9771, loss: 1.9771, grad_norm: 4.7080 2020-07-25 07:34:04,121 - mmaction - INFO - Epoch [17][620/940] lr: 1.000e-02, eta: 21:40:59, time: 0.968, data_time: 0.008, memory: 8343, top1_acc: 0.5324, top5_acc: 0.7664, loss_cls: 1.9993, loss: 1.9993, grad_norm: 4.6787 2020-07-25 07:34:23,728 - mmaction - INFO - Epoch [17][640/940] lr: 1.000e-02, eta: 21:40:37, time: 0.978, data_time: 0.005, memory: 8343, top1_acc: 0.5324, top5_acc: 0.7766, loss_cls: 1.9686, loss: 1.9686, grad_norm: 4.5763 2020-07-25 07:34:41,568 - mmaction - INFO - Epoch [17][660/940] lr: 1.000e-02, eta: 21:40:07, time: 0.892, data_time: 0.005, memory: 8343, top1_acc: 0.5299, top5_acc: 0.7625, loss_cls: 2.0064, loss: 2.0064, grad_norm: 4.6484 2020-07-25 07:35:00,523 - mmaction - INFO - Epoch [17][680/940] lr: 1.000e-02, eta: 21:39:42, time: 0.950, data_time: 0.009, memory: 8343, top1_acc: 0.5418, top5_acc: 0.7717, loss_cls: 1.9400, loss: 1.9400, grad_norm: 4.5532 2020-07-25 07:35:20,897 - mmaction - INFO - Epoch [17][700/940] lr: 1.000e-02, eta: 21:39:25, time: 1.017, data_time: 0.004, memory: 8343, top1_acc: 0.5260, top5_acc: 0.7709, loss_cls: 1.9827, loss: 1.9827, grad_norm: 4.6613 2020-07-25 07:35:38,801 - mmaction - INFO - Epoch [17][720/940] lr: 1.000e-02, eta: 21:38:54, time: 0.894, data_time: 0.008, memory: 8343, top1_acc: 0.5270, top5_acc: 0.7641, loss_cls: 2.0133, loss: 2.0133, grad_norm: 4.7119 2020-07-25 07:35:57,987 - mmaction - INFO - Epoch [17][740/940] lr: 1.000e-02, eta: 21:38:31, time: 0.962, data_time: 0.009, memory: 8343, top1_acc: 0.5334, top5_acc: 0.7727, loss_cls: 1.9566, loss: 1.9566, grad_norm: 4.5603 2020-07-25 07:36:16,946 - mmaction - INFO - Epoch [17][760/940] lr: 1.000e-02, eta: 21:38:06, time: 0.946, data_time: 0.006, memory: 8343, top1_acc: 0.5342, top5_acc: 0.7744, loss_cls: 1.9534, loss: 1.9534, grad_norm: 4.5918 2020-07-25 07:36:34,873 - mmaction - INFO - Epoch [17][780/940] lr: 1.000e-02, eta: 21:37:37, time: 0.898, data_time: 0.006, memory: 8343, top1_acc: 0.5215, top5_acc: 0.7613, loss_cls: 2.0204, loss: 2.0204, grad_norm: 4.6721 2020-07-25 07:36:52,964 - mmaction - INFO - Epoch [17][800/940] lr: 1.000e-02, eta: 21:37:07, time: 0.897, data_time: 0.007, memory: 8343, top1_acc: 0.5297, top5_acc: 0.7688, loss_cls: 1.9988, loss: 1.9988, grad_norm: 4.6179 2020-07-25 07:37:11,150 - mmaction - INFO - Epoch [17][820/940] lr: 1.000e-02, eta: 21:36:39, time: 0.917, data_time: 0.011, memory: 8343, top1_acc: 0.5387, top5_acc: 0.7734, loss_cls: 1.9722, loss: 1.9722, grad_norm: 4.6377 2020-07-25 07:37:31,882 - mmaction - INFO - Epoch [17][840/940] lr: 1.000e-02, eta: 21:36:23, time: 1.035, data_time: 0.008, memory: 8343, top1_acc: 0.5322, top5_acc: 0.7664, loss_cls: 2.0167, loss: 2.0167, grad_norm: 4.5988 2020-07-25 07:37:48,884 - mmaction - INFO - Epoch [17][860/940] lr: 1.000e-02, eta: 21:35:49, time: 0.850, data_time: 0.008, memory: 8343, top1_acc: 0.5346, top5_acc: 0.7715, loss_cls: 1.9784, loss: 1.9784, grad_norm: 4.6338 2020-07-25 07:38:08,576 - mmaction - INFO - Epoch [17][880/940] lr: 1.000e-02, eta: 21:35:28, time: 0.980, data_time: 0.011, memory: 8343, top1_acc: 0.5213, top5_acc: 0.7605, loss_cls: 2.0404, loss: 2.0404, grad_norm: 4.7601 2020-07-25 07:38:26,089 - mmaction - INFO - Epoch [17][900/940] lr: 1.000e-02, eta: 21:34:57, time: 0.883, data_time: 0.012, memory: 8343, top1_acc: 0.5477, top5_acc: 0.7738, loss_cls: 1.9363, loss: 1.9363, grad_norm: 4.5867 2020-07-25 07:38:45,035 - mmaction - INFO - Epoch [17][920/940] lr: 1.000e-02, eta: 21:34:32, time: 0.944, data_time: 0.007, memory: 8343, top1_acc: 0.5238, top5_acc: 0.7611, loss_cls: 2.0332, loss: 2.0332, grad_norm: 4.6903 2020-07-25 07:39:02,655 - mmaction - INFO - Epoch [17][940/940] lr: 1.000e-02, eta: 21:34:01, time: 0.885, data_time: 0.006, memory: 8343, top1_acc: 0.5217, top5_acc: 0.7661, loss_cls: 2.0281, loss: 2.0281, grad_norm: 4.7766 2020-07-25 07:39:03,038 - mmaction - INFO - Saving checkpoint at 17 epochs 2020-07-25 07:39:31,273 - mmaction - INFO - Epoch [18][20/940] lr: 1.000e-02, eta: 21:34:20, time: 1.390, data_time: 0.467, memory: 8343, top1_acc: 0.5402, top5_acc: 0.7824, loss_cls: 1.9149, loss: 1.9149, grad_norm: 4.5905 2020-07-25 07:39:48,331 - mmaction - INFO - Epoch [18][40/940] lr: 1.000e-02, eta: 21:33:46, time: 0.853, data_time: 0.009, memory: 8343, top1_acc: 0.5504, top5_acc: 0.7814, loss_cls: 1.9082, loss: 1.9082, grad_norm: 4.5096 2020-07-25 07:40:07,114 - mmaction - INFO - Epoch [18][60/940] lr: 1.000e-02, eta: 21:33:21, time: 0.940, data_time: 0.008, memory: 8343, top1_acc: 0.5518, top5_acc: 0.7840, loss_cls: 1.9088, loss: 1.9088, grad_norm: 4.5112 2020-07-25 07:40:24,108 - mmaction - INFO - Epoch [18][80/940] lr: 1.000e-02, eta: 21:32:46, time: 0.847, data_time: 0.002, memory: 8343, top1_acc: 0.5355, top5_acc: 0.7787, loss_cls: 1.9234, loss: 1.9234, grad_norm: 4.5811 2020-07-25 07:40:42,312 - mmaction - INFO - Epoch [18][100/940] lr: 1.000e-02, eta: 21:32:18, time: 0.912, data_time: 0.010, memory: 8343, top1_acc: 0.5545, top5_acc: 0.7811, loss_cls: 1.8832, loss: 1.8832, grad_norm: 4.4945 2020-07-25 07:41:01,022 - mmaction - INFO - Epoch [18][120/940] lr: 1.000e-02, eta: 21:31:53, time: 0.935, data_time: 0.004, memory: 8343, top1_acc: 0.5285, top5_acc: 0.7641, loss_cls: 2.0118, loss: 2.0118, grad_norm: 4.6952 2020-07-25 07:41:20,546 - mmaction - INFO - Epoch [18][140/940] lr: 1.000e-02, eta: 21:31:31, time: 0.976, data_time: 0.007, memory: 8343, top1_acc: 0.5314, top5_acc: 0.7748, loss_cls: 1.9719, loss: 1.9719, grad_norm: 4.6351 2020-07-25 07:41:38,748 - mmaction - INFO - Epoch [18][160/940] lr: 1.000e-02, eta: 21:31:03, time: 0.910, data_time: 0.005, memory: 8343, top1_acc: 0.5449, top5_acc: 0.7760, loss_cls: 1.9392, loss: 1.9392, grad_norm: 4.6009 2020-07-25 07:41:56,592 - mmaction - INFO - Epoch [18][180/940] lr: 1.000e-02, eta: 21:30:33, time: 0.892, data_time: 0.007, memory: 8343, top1_acc: 0.5336, top5_acc: 0.7725, loss_cls: 1.9722, loss: 1.9722, grad_norm: 4.6127 2020-07-25 07:42:15,509 - mmaction - INFO - Epoch [18][200/940] lr: 1.000e-02, eta: 21:30:08, time: 0.945, data_time: 0.004, memory: 8343, top1_acc: 0.5361, top5_acc: 0.7783, loss_cls: 1.9379, loss: 1.9379, grad_norm: 4.5923 2020-07-25 07:42:34,520 - mmaction - INFO - Epoch [18][220/940] lr: 1.000e-02, eta: 21:29:44, time: 0.950, data_time: 0.009, memory: 8343, top1_acc: 0.5471, top5_acc: 0.7721, loss_cls: 1.9312, loss: 1.9312, grad_norm: 4.5588 2020-07-25 07:42:53,435 - mmaction - INFO - Epoch [18][240/940] lr: 1.000e-02, eta: 21:29:20, time: 0.946, data_time: 0.005, memory: 8343, top1_acc: 0.5475, top5_acc: 0.7807, loss_cls: 1.9266, loss: 1.9266, grad_norm: 4.5890 2020-07-25 07:43:12,040 - mmaction - INFO - Epoch [18][260/940] lr: 1.000e-02, eta: 21:28:54, time: 0.931, data_time: 0.009, memory: 8343, top1_acc: 0.5490, top5_acc: 0.7691, loss_cls: 1.9309, loss: 1.9309, grad_norm: 4.5906 2020-07-25 07:43:30,313 - mmaction - INFO - Epoch [18][280/940] lr: 1.000e-02, eta: 21:28:26, time: 0.913, data_time: 0.007, memory: 8343, top1_acc: 0.5330, top5_acc: 0.7707, loss_cls: 1.9841, loss: 1.9841, grad_norm: 4.6688 2020-07-25 07:43:48,435 - mmaction - INFO - Epoch [18][300/940] lr: 1.000e-02, eta: 21:27:58, time: 0.905, data_time: 0.009, memory: 8343, top1_acc: 0.5400, top5_acc: 0.7686, loss_cls: 1.9567, loss: 1.9567, grad_norm: 4.6949 2020-07-25 07:44:07,270 - mmaction - INFO - Epoch [18][320/940] lr: 1.000e-02, eta: 21:27:33, time: 0.943, data_time: 0.005, memory: 8343, top1_acc: 0.5373, top5_acc: 0.7680, loss_cls: 1.9631, loss: 1.9631, grad_norm: 4.6930 2020-07-25 07:44:27,190 - mmaction - INFO - Epoch [18][340/940] lr: 1.000e-02, eta: 21:27:13, time: 0.994, data_time: 0.008, memory: 8343, top1_acc: 0.5379, top5_acc: 0.7713, loss_cls: 1.9685, loss: 1.9685, grad_norm: 4.6024 2020-07-25 07:44:47,891 - mmaction - INFO - Epoch [18][360/940] lr: 1.000e-02, eta: 21:26:57, time: 1.039, data_time: 0.006, memory: 8343, top1_acc: 0.5371, top5_acc: 0.7750, loss_cls: 1.9317, loss: 1.9317, grad_norm: 4.5796 2020-07-25 07:45:05,039 - mmaction - INFO - Epoch [18][380/940] lr: 1.000e-02, eta: 21:26:24, time: 0.857, data_time: 0.006, memory: 8343, top1_acc: 0.5436, top5_acc: 0.7779, loss_cls: 1.9404, loss: 1.9404, grad_norm: 4.6148 2020-07-25 07:45:23,016 - mmaction - INFO - Epoch [18][400/940] lr: 1.000e-02, eta: 21:25:55, time: 0.897, data_time: 0.002, memory: 8343, top1_acc: 0.5539, top5_acc: 0.7865, loss_cls: 1.8965, loss: 1.8965, grad_norm: 4.5958 2020-07-25 07:45:41,339 - mmaction - INFO - Epoch [18][420/940] lr: 1.000e-02, eta: 21:25:27, time: 0.910, data_time: 0.009, memory: 8343, top1_acc: 0.5445, top5_acc: 0.7727, loss_cls: 1.9424, loss: 1.9424, grad_norm: 4.6929 2020-07-25 07:46:01,074 - mmaction - INFO - Epoch [18][440/940] lr: 1.000e-02, eta: 21:25:08, time: 0.995, data_time: 0.010, memory: 8343, top1_acc: 0.5367, top5_acc: 0.7738, loss_cls: 1.9612, loss: 1.9612, grad_norm: 4.6503 2020-07-25 07:46:19,216 - mmaction - INFO - Epoch [18][460/940] lr: 1.000e-02, eta: 21:24:39, time: 0.904, data_time: 0.006, memory: 8343, top1_acc: 0.5439, top5_acc: 0.7727, loss_cls: 1.9463, loss: 1.9463, grad_norm: 4.6562 2020-07-25 07:46:37,956 - mmaction - INFO - Epoch [18][480/940] lr: 1.000e-02, eta: 21:24:14, time: 0.938, data_time: 0.008, memory: 8343, top1_acc: 0.5242, top5_acc: 0.7604, loss_cls: 2.0197, loss: 2.0197, grad_norm: 4.6797 2020-07-25 07:46:56,460 - mmaction - INFO - Epoch [18][500/940] lr: 1.000e-02, eta: 21:23:47, time: 0.920, data_time: 0.008, memory: 8343, top1_acc: 0.5367, top5_acc: 0.7617, loss_cls: 2.0037, loss: 2.0037, grad_norm: 4.6362 2020-07-25 07:47:16,332 - mmaction - INFO - Epoch [18][520/940] lr: 1.000e-02, eta: 21:23:28, time: 0.999, data_time: 0.010, memory: 8343, top1_acc: 0.5385, top5_acc: 0.7699, loss_cls: 1.9843, loss: 1.9843, grad_norm: 4.6961 2020-07-25 07:47:36,207 - mmaction - INFO - Epoch [18][540/940] lr: 1.000e-02, eta: 21:23:08, time: 0.990, data_time: 0.009, memory: 8343, top1_acc: 0.5336, top5_acc: 0.7771, loss_cls: 1.9629, loss: 1.9629, grad_norm: 4.6362 2020-07-25 07:47:54,005 - mmaction - INFO - Epoch [18][560/940] lr: 1.000e-02, eta: 21:22:38, time: 0.894, data_time: 0.008, memory: 8343, top1_acc: 0.5496, top5_acc: 0.7773, loss_cls: 1.9166, loss: 1.9166, grad_norm: 4.6074 2020-07-25 07:48:13,630 - mmaction - INFO - Epoch [18][580/940] lr: 1.000e-02, eta: 21:22:17, time: 0.980, data_time: 0.007, memory: 8343, top1_acc: 0.5338, top5_acc: 0.7684, loss_cls: 1.9766, loss: 1.9766, grad_norm: 4.6248 2020-07-25 07:48:32,767 - mmaction - INFO - Epoch [18][600/940] lr: 1.000e-02, eta: 21:21:54, time: 0.960, data_time: 0.006, memory: 8343, top1_acc: 0.5352, top5_acc: 0.7727, loss_cls: 1.9750, loss: 1.9750, grad_norm: 4.5901 2020-07-25 07:48:49,893 - mmaction - INFO - Epoch [18][620/940] lr: 1.000e-02, eta: 21:21:21, time: 0.847, data_time: 0.005, memory: 8343, top1_acc: 0.5518, top5_acc: 0.7742, loss_cls: 1.9296, loss: 1.9296, grad_norm: 4.5677 2020-07-25 07:49:08,719 - mmaction - INFO - Epoch [18][640/940] lr: 1.000e-02, eta: 21:20:57, time: 0.950, data_time: 0.011, memory: 8343, top1_acc: 0.5332, top5_acc: 0.7705, loss_cls: 1.9877, loss: 1.9877, grad_norm: 4.6721 2020-07-25 07:49:28,273 - mmaction - INFO - Epoch [18][660/940] lr: 1.000e-02, eta: 21:20:35, time: 0.977, data_time: 0.008, memory: 8343, top1_acc: 0.5357, top5_acc: 0.7730, loss_cls: 1.9493, loss: 1.9493, grad_norm: 4.6334 2020-07-25 07:49:47,491 - mmaction - INFO - Epoch [18][680/940] lr: 1.000e-02, eta: 21:20:13, time: 0.963, data_time: 0.006, memory: 8343, top1_acc: 0.5297, top5_acc: 0.7646, loss_cls: 1.9961, loss: 1.9961, grad_norm: 4.7058 2020-07-25 07:50:07,792 - mmaction - INFO - Epoch [18][700/940] lr: 1.000e-02, eta: 21:19:55, time: 1.015, data_time: 0.006, memory: 8343, top1_acc: 0.5301, top5_acc: 0.7627, loss_cls: 1.9981, loss: 1.9981, grad_norm: 4.6727 2020-07-25 07:50:26,565 - mmaction - INFO - Epoch [18][720/940] lr: 1.000e-02, eta: 21:19:30, time: 0.939, data_time: 0.002, memory: 8343, top1_acc: 0.5383, top5_acc: 0.7789, loss_cls: 1.9245, loss: 1.9245, grad_norm: 4.5776 2020-07-25 07:50:46,169 - mmaction - INFO - Epoch [18][740/940] lr: 1.000e-02, eta: 21:19:09, time: 0.978, data_time: 0.006, memory: 8343, top1_acc: 0.5484, top5_acc: 0.7801, loss_cls: 1.9210, loss: 1.9210, grad_norm: 4.5760 2020-07-25 07:51:04,214 - mmaction - INFO - Epoch [18][760/940] lr: 1.000e-02, eta: 21:18:41, time: 0.903, data_time: 0.004, memory: 8343, top1_acc: 0.5254, top5_acc: 0.7695, loss_cls: 1.9898, loss: 1.9898, grad_norm: 4.7179 2020-07-25 07:51:23,446 - mmaction - INFO - Epoch [18][780/940] lr: 1.000e-02, eta: 21:18:17, time: 0.953, data_time: 0.008, memory: 8343, top1_acc: 0.5285, top5_acc: 0.7680, loss_cls: 1.9913, loss: 1.9913, grad_norm: 4.7281 2020-07-25 07:51:41,789 - mmaction - INFO - Epoch [18][800/940] lr: 1.000e-02, eta: 21:17:51, time: 0.927, data_time: 0.013, memory: 8343, top1_acc: 0.5475, top5_acc: 0.7766, loss_cls: 1.9274, loss: 1.9274, grad_norm: 4.6926 2020-07-25 07:52:00,407 - mmaction - INFO - Epoch [18][820/940] lr: 1.000e-02, eta: 21:17:25, time: 0.924, data_time: 0.009, memory: 8343, top1_acc: 0.5330, top5_acc: 0.7689, loss_cls: 1.9908, loss: 1.9908, grad_norm: 4.6467 2020-07-25 07:52:18,562 - mmaction - INFO - Epoch [18][840/940] lr: 1.000e-02, eta: 21:16:58, time: 0.915, data_time: 0.010, memory: 8343, top1_acc: 0.5250, top5_acc: 0.7633, loss_cls: 2.0074, loss: 2.0074, grad_norm: 4.6786 2020-07-25 07:52:39,514 - mmaction - INFO - Epoch [18][860/940] lr: 1.000e-02, eta: 21:16:43, time: 1.046, data_time: 0.009, memory: 8343, top1_acc: 0.5234, top5_acc: 0.7604, loss_cls: 2.0455, loss: 2.0455, grad_norm: 4.7289 2020-07-25 07:52:57,891 - mmaction - INFO - Epoch [18][880/940] lr: 1.000e-02, eta: 21:16:16, time: 0.920, data_time: 0.005, memory: 8343, top1_acc: 0.5371, top5_acc: 0.7684, loss_cls: 1.9800, loss: 1.9800, grad_norm: 4.6600 2020-07-25 07:53:16,893 - mmaction - INFO - Epoch [18][900/940] lr: 1.000e-02, eta: 21:15:52, time: 0.942, data_time: 0.008, memory: 8343, top1_acc: 0.5350, top5_acc: 0.7658, loss_cls: 1.9726, loss: 1.9726, grad_norm: 4.5951 2020-07-25 07:53:35,483 - mmaction - INFO - Epoch [18][920/940] lr: 1.000e-02, eta: 21:15:27, time: 0.939, data_time: 0.012, memory: 8343, top1_acc: 0.5441, top5_acc: 0.7695, loss_cls: 1.9584, loss: 1.9584, grad_norm: 4.6894 2020-07-25 07:53:52,302 - mmaction - INFO - Epoch [18][940/940] lr: 1.000e-02, eta: 21:14:53, time: 0.840, data_time: 0.006, memory: 8343, top1_acc: 0.5274, top5_acc: 0.7654, loss_cls: 2.0205, loss: 2.0205, grad_norm: 4.7941 2020-07-25 07:53:52,787 - mmaction - INFO - Saving checkpoint at 18 epochs 2020-07-25 07:54:19,973 - mmaction - INFO - Epoch [19][20/940] lr: 1.000e-02, eta: 21:15:05, time: 1.339, data_time: 0.460, memory: 8343, top1_acc: 0.5457, top5_acc: 0.7781, loss_cls: 1.9180, loss: 1.9180, grad_norm: 4.5881 2020-07-25 07:54:36,346 - mmaction - INFO - Epoch [19][40/940] lr: 1.000e-02, eta: 21:14:29, time: 0.816, data_time: 0.009, memory: 8343, top1_acc: 0.5471, top5_acc: 0.7822, loss_cls: 1.8895, loss: 1.8895, grad_norm: 4.5616 2020-07-25 07:54:55,164 - mmaction - INFO - Epoch [19][60/940] lr: 1.000e-02, eta: 21:14:05, time: 0.944, data_time: 0.008, memory: 8343, top1_acc: 0.5410, top5_acc: 0.7836, loss_cls: 1.9175, loss: 1.9175, grad_norm: 4.5993 2020-07-25 07:55:14,255 - mmaction - INFO - Epoch [19][80/940] lr: 1.000e-02, eta: 21:13:41, time: 0.951, data_time: 0.005, memory: 8343, top1_acc: 0.5367, top5_acc: 0.7664, loss_cls: 1.9505, loss: 1.9505, grad_norm: 4.6055 2020-07-25 07:55:32,113 - mmaction - INFO - Epoch [19][100/940] lr: 1.000e-02, eta: 21:13:12, time: 0.895, data_time: 0.008, memory: 8343, top1_acc: 0.5387, top5_acc: 0.7766, loss_cls: 1.9530, loss: 1.9530, grad_norm: 4.6903 2020-07-25 07:55:50,249 - mmaction - INFO - Epoch [19][120/940] lr: 1.000e-02, eta: 21:12:45, time: 0.908, data_time: 0.004, memory: 8343, top1_acc: 0.5520, top5_acc: 0.7770, loss_cls: 1.9168, loss: 1.9168, grad_norm: 4.5747 2020-07-25 07:56:08,500 - mmaction - INFO - Epoch [19][140/940] lr: 1.000e-02, eta: 21:12:18, time: 0.909, data_time: 0.007, memory: 8343, top1_acc: 0.5451, top5_acc: 0.7717, loss_cls: 1.9528, loss: 1.9528, grad_norm: 4.5655 2020-07-25 07:56:26,649 - mmaction - INFO - Epoch [19][160/940] lr: 1.000e-02, eta: 21:11:51, time: 0.913, data_time: 0.008, memory: 8343, top1_acc: 0.5488, top5_acc: 0.7836, loss_cls: 1.8808, loss: 1.8808, grad_norm: 4.5603 2020-07-25 07:56:45,979 - mmaction - INFO - Epoch [19][180/940] lr: 1.000e-02, eta: 21:11:28, time: 0.960, data_time: 0.006, memory: 8343, top1_acc: 0.5508, top5_acc: 0.7826, loss_cls: 1.9065, loss: 1.9065, grad_norm: 4.6385 2020-07-25 07:57:05,620 - mmaction - INFO - Epoch [19][200/940] lr: 1.000e-02, eta: 21:11:08, time: 0.988, data_time: 0.008, memory: 8343, top1_acc: 0.5428, top5_acc: 0.7791, loss_cls: 1.9325, loss: 1.9325, grad_norm: 4.6637 2020-07-25 07:57:23,940 - mmaction - INFO - Epoch [19][220/940] lr: 1.000e-02, eta: 21:10:41, time: 0.911, data_time: 0.004, memory: 8343, top1_acc: 0.5473, top5_acc: 0.7824, loss_cls: 1.8988, loss: 1.8988, grad_norm: 4.6352 2020-07-25 07:57:42,667 - mmaction - INFO - Epoch [19][240/940] lr: 1.000e-02, eta: 21:10:16, time: 0.938, data_time: 0.010, memory: 8343, top1_acc: 0.5494, top5_acc: 0.7799, loss_cls: 1.9119, loss: 1.9119, grad_norm: 4.5396 2020-07-25 07:58:01,222 - mmaction - INFO - Epoch [19][260/940] lr: 1.000e-02, eta: 21:09:51, time: 0.930, data_time: 0.005, memory: 8343, top1_acc: 0.5443, top5_acc: 0.7805, loss_cls: 1.9211, loss: 1.9211, grad_norm: 4.6049 2020-07-25 07:58:19,382 - mmaction - INFO - Epoch [19][280/940] lr: 1.000e-02, eta: 21:09:23, time: 0.906, data_time: 0.005, memory: 8343, top1_acc: 0.5533, top5_acc: 0.7760, loss_cls: 1.9056, loss: 1.9056, grad_norm: 4.5980 2020-07-25 07:58:37,554 - mmaction - INFO - Epoch [19][300/940] lr: 1.000e-02, eta: 21:08:56, time: 0.911, data_time: 0.007, memory: 8343, top1_acc: 0.5480, top5_acc: 0.7877, loss_cls: 1.8969, loss: 1.8969, grad_norm: 4.5966 2020-07-25 07:58:57,709 - mmaction - INFO - Epoch [19][320/940] lr: 1.000e-02, eta: 21:08:37, time: 1.005, data_time: 0.006, memory: 8343, top1_acc: 0.5379, top5_acc: 0.7764, loss_cls: 1.9446, loss: 1.9446, grad_norm: 4.6923 2020-07-25 07:59:16,207 - mmaction - INFO - Epoch [19][340/940] lr: 1.000e-02, eta: 21:08:12, time: 0.927, data_time: 0.007, memory: 8343, top1_acc: 0.5484, top5_acc: 0.7859, loss_cls: 1.8878, loss: 1.8878, grad_norm: 4.6435 2020-07-25 07:59:36,722 - mmaction - INFO - Epoch [19][360/940] lr: 1.000e-02, eta: 21:07:55, time: 1.026, data_time: 0.002, memory: 8343, top1_acc: 0.5375, top5_acc: 0.7717, loss_cls: 1.9552, loss: 1.9552, grad_norm: 4.6511 2020-07-25 07:59:54,650 - mmaction - INFO - Epoch [19][380/940] lr: 1.000e-02, eta: 21:07:27, time: 0.895, data_time: 0.004, memory: 8343, top1_acc: 0.5387, top5_acc: 0.7674, loss_cls: 1.9624, loss: 1.9624, grad_norm: 4.6905 2020-07-25 08:00:15,683 - mmaction - INFO - Epoch [19][400/940] lr: 1.000e-02, eta: 21:07:12, time: 1.050, data_time: 0.004, memory: 8343, top1_acc: 0.5385, top5_acc: 0.7760, loss_cls: 1.9500, loss: 1.9500, grad_norm: 4.6705 2020-07-25 08:00:33,789 - mmaction - INFO - Epoch [19][420/940] lr: 1.000e-02, eta: 21:06:45, time: 0.907, data_time: 0.016, memory: 8343, top1_acc: 0.5514, top5_acc: 0.7760, loss_cls: 1.9006, loss: 1.9006, grad_norm: 4.5408 2020-07-25 08:00:53,332 - mmaction - INFO - Epoch [19][440/940] lr: 1.000e-02, eta: 21:06:24, time: 0.978, data_time: 0.004, memory: 8343, top1_acc: 0.5393, top5_acc: 0.7814, loss_cls: 1.9458, loss: 1.9458, grad_norm: 4.6097 2020-07-25 08:01:11,905 - mmaction - INFO - Epoch [19][460/940] lr: 1.000e-02, eta: 21:05:58, time: 0.929, data_time: 0.008, memory: 8343, top1_acc: 0.5490, top5_acc: 0.7824, loss_cls: 1.9265, loss: 1.9265, grad_norm: 4.6166 2020-07-25 08:01:29,668 - mmaction - INFO - Epoch [19][480/940] lr: 1.000e-02, eta: 21:05:29, time: 0.890, data_time: 0.008, memory: 8343, top1_acc: 0.5371, top5_acc: 0.7793, loss_cls: 1.9133, loss: 1.9133, grad_norm: 4.7088 2020-07-25 08:01:49,803 - mmaction - INFO - Epoch [19][500/940] lr: 1.000e-02, eta: 21:05:11, time: 1.004, data_time: 0.008, memory: 8343, top1_acc: 0.5379, top5_acc: 0.7719, loss_cls: 1.9706, loss: 1.9706, grad_norm: 4.6986 2020-07-25 08:02:08,093 - mmaction - INFO - Epoch [19][520/940] lr: 1.000e-02, eta: 21:04:44, time: 0.917, data_time: 0.007, memory: 8343, top1_acc: 0.5449, top5_acc: 0.7814, loss_cls: 1.9277, loss: 1.9277, grad_norm: 4.6729 2020-07-25 08:02:27,014 - mmaction - INFO - Epoch [19][540/940] lr: 1.000e-02, eta: 21:04:20, time: 0.943, data_time: 0.007, memory: 8343, top1_acc: 0.5557, top5_acc: 0.7828, loss_cls: 1.8881, loss: 1.8881, grad_norm: 4.5484 2020-07-25 08:02:46,170 - mmaction - INFO - Epoch [19][560/940] lr: 1.000e-02, eta: 21:03:58, time: 0.961, data_time: 0.005, memory: 8343, top1_acc: 0.5412, top5_acc: 0.7762, loss_cls: 1.9286, loss: 1.9286, grad_norm: 4.7035 2020-07-25 08:03:03,335 - mmaction - INFO - Epoch [19][580/940] lr: 1.000e-02, eta: 21:03:26, time: 0.854, data_time: 0.006, memory: 8343, top1_acc: 0.5330, top5_acc: 0.7688, loss_cls: 1.9953, loss: 1.9953, grad_norm: 4.7232 2020-07-25 08:03:22,285 - mmaction - INFO - Epoch [19][600/940] lr: 1.000e-02, eta: 21:03:03, time: 0.950, data_time: 0.009, memory: 8343, top1_acc: 0.5391, top5_acc: 0.7811, loss_cls: 1.9083, loss: 1.9083, grad_norm: 4.6753 2020-07-25 08:03:40,999 - mmaction - INFO - Epoch [19][620/940] lr: 1.000e-02, eta: 21:02:38, time: 0.937, data_time: 0.007, memory: 8343, top1_acc: 0.5393, top5_acc: 0.7787, loss_cls: 1.9389, loss: 1.9389, grad_norm: 4.6401 2020-07-25 08:04:01,477 - mmaction - INFO - Epoch [19][640/940] lr: 1.000e-02, eta: 21:02:21, time: 1.024, data_time: 0.008, memory: 8343, top1_acc: 0.5375, top5_acc: 0.7754, loss_cls: 1.9507, loss: 1.9507, grad_norm: 4.6652 2020-07-25 08:04:19,138 - mmaction - INFO - Epoch [19][660/940] lr: 1.000e-02, eta: 21:01:52, time: 0.884, data_time: 0.003, memory: 8343, top1_acc: 0.5402, top5_acc: 0.7725, loss_cls: 1.9508, loss: 1.9508, grad_norm: 4.6518 2020-07-25 08:04:38,022 - mmaction - INFO - Epoch [19][680/940] lr: 1.000e-02, eta: 21:01:28, time: 0.936, data_time: 0.007, memory: 8343, top1_acc: 0.5361, top5_acc: 0.7723, loss_cls: 1.9573, loss: 1.9573, grad_norm: 4.6737 2020-07-25 08:04:56,392 - mmaction - INFO - Epoch [19][700/940] lr: 1.000e-02, eta: 21:01:02, time: 0.926, data_time: 0.011, memory: 8343, top1_acc: 0.5396, top5_acc: 0.7838, loss_cls: 1.9161, loss: 1.9161, grad_norm: 4.6425 2020-07-25 08:05:14,655 - mmaction - INFO - Epoch [19][720/940] lr: 1.000e-02, eta: 21:00:35, time: 0.912, data_time: 0.006, memory: 8343, top1_acc: 0.5332, top5_acc: 0.7678, loss_cls: 1.9872, loss: 1.9872, grad_norm: 4.6652 2020-07-25 08:05:33,842 - mmaction - INFO - Epoch [19][740/940] lr: 1.000e-02, eta: 21:00:13, time: 0.961, data_time: 0.009, memory: 8343, top1_acc: 0.5412, top5_acc: 0.7756, loss_cls: 1.9413, loss: 1.9413, grad_norm: 4.6137 2020-07-25 08:05:53,277 - mmaction - INFO - Epoch [19][760/940] lr: 1.000e-02, eta: 20:59:52, time: 0.970, data_time: 0.003, memory: 8343, top1_acc: 0.5336, top5_acc: 0.7727, loss_cls: 2.0011, loss: 2.0011, grad_norm: 4.6903 2020-07-25 08:06:10,669 - mmaction - INFO - Epoch [19][780/940] lr: 1.000e-02, eta: 20:59:21, time: 0.870, data_time: 0.008, memory: 8343, top1_acc: 0.5373, top5_acc: 0.7766, loss_cls: 1.9517, loss: 1.9517, grad_norm: 4.6450 2020-07-25 08:06:30,129 - mmaction - INFO - Epoch [19][800/940] lr: 1.000e-02, eta: 20:59:00, time: 0.970, data_time: 0.004, memory: 8343, top1_acc: 0.5465, top5_acc: 0.7754, loss_cls: 1.9563, loss: 1.9563, grad_norm: 4.6797 2020-07-25 08:06:49,326 - mmaction - INFO - Epoch [19][820/940] lr: 1.000e-02, eta: 20:58:37, time: 0.958, data_time: 0.012, memory: 8343, top1_acc: 0.5307, top5_acc: 0.7781, loss_cls: 1.9728, loss: 1.9728, grad_norm: 4.6832 2020-07-25 08:07:08,394 - mmaction - INFO - Epoch [19][840/940] lr: 1.000e-02, eta: 20:58:15, time: 0.957, data_time: 0.009, memory: 8343, top1_acc: 0.5475, top5_acc: 0.7797, loss_cls: 1.9222, loss: 1.9222, grad_norm: 4.6237 2020-07-25 08:07:26,725 - mmaction - INFO - Epoch [19][860/940] lr: 1.000e-02, eta: 20:57:48, time: 0.917, data_time: 0.009, memory: 8343, top1_acc: 0.5480, top5_acc: 0.7861, loss_cls: 1.9026, loss: 1.9026, grad_norm: 4.5795 2020-07-25 08:07:45,679 - mmaction - INFO - Epoch [19][880/940] lr: 1.000e-02, eta: 20:57:25, time: 0.948, data_time: 0.008, memory: 8343, top1_acc: 0.5295, top5_acc: 0.7703, loss_cls: 1.9776, loss: 1.9776, grad_norm: 4.7009 2020-07-25 08:08:04,523 - mmaction - INFO - Epoch [19][900/940] lr: 1.000e-02, eta: 20:57:01, time: 0.941, data_time: 0.008, memory: 8343, top1_acc: 0.5414, top5_acc: 0.7770, loss_cls: 1.9614, loss: 1.9614, grad_norm: 4.6240 2020-07-25 08:08:23,396 - mmaction - INFO - Epoch [19][920/940] lr: 1.000e-02, eta: 20:56:37, time: 0.945, data_time: 0.009, memory: 8343, top1_acc: 0.5461, top5_acc: 0.7699, loss_cls: 1.9694, loss: 1.9694, grad_norm: 4.7012 2020-07-25 08:08:40,951 - mmaction - INFO - Epoch [19][940/940] lr: 1.000e-02, eta: 20:56:08, time: 0.879, data_time: 0.008, memory: 8343, top1_acc: 0.5346, top5_acc: 0.7659, loss_cls: 2.0061, loss: 2.0061, grad_norm: 4.8132 2020-07-25 08:08:41,537 - mmaction - INFO - Saving checkpoint at 19 epochs 2020-07-25 08:09:12,430 - mmaction - INFO - Epoch [20][20/940] lr: 1.000e-02, eta: 20:56:32, time: 1.507, data_time: 0.690, memory: 8343, top1_acc: 0.5398, top5_acc: 0.7805, loss_cls: 1.9191, loss: 1.9191, grad_norm: 4.6272 2020-07-25 08:09:30,092 - mmaction - INFO - Epoch [20][40/940] lr: 1.000e-02, eta: 20:56:03, time: 0.885, data_time: 0.006, memory: 8343, top1_acc: 0.5404, top5_acc: 0.7785, loss_cls: 1.9334, loss: 1.9334, grad_norm: 4.6276 2020-07-25 08:09:46,656 - mmaction - INFO - Epoch [20][60/940] lr: 1.000e-02, eta: 20:55:29, time: 0.822, data_time: 0.007, memory: 8343, top1_acc: 0.5418, top5_acc: 0.7760, loss_cls: 1.9363, loss: 1.9363, grad_norm: 4.6118 2020-07-25 08:10:04,612 - mmaction - INFO - Epoch [20][80/940] lr: 1.000e-02, eta: 20:55:02, time: 0.905, data_time: 0.010, memory: 8343, top1_acc: 0.5309, top5_acc: 0.7674, loss_cls: 1.9707, loss: 1.9707, grad_norm: 4.6495 2020-07-25 08:10:23,765 - mmaction - INFO - Epoch [20][100/940] lr: 1.000e-02, eta: 20:54:40, time: 0.959, data_time: 0.002, memory: 8343, top1_acc: 0.5563, top5_acc: 0.7820, loss_cls: 1.8782, loss: 1.8782, grad_norm: 4.5438 2020-07-25 08:10:41,878 - mmaction - INFO - Epoch [20][120/940] lr: 1.000e-02, eta: 20:54:13, time: 0.902, data_time: 0.006, memory: 8343, top1_acc: 0.5506, top5_acc: 0.7918, loss_cls: 1.8929, loss: 1.8929, grad_norm: 4.5746 2020-07-25 08:11:00,127 - mmaction - INFO - Epoch [20][140/940] lr: 1.000e-02, eta: 20:53:46, time: 0.914, data_time: 0.008, memory: 8343, top1_acc: 0.5461, top5_acc: 0.7846, loss_cls: 1.9138, loss: 1.9138, grad_norm: 4.6812 2020-07-25 08:11:19,273 - mmaction - INFO - Epoch [20][160/940] lr: 1.000e-02, eta: 20:53:23, time: 0.951, data_time: 0.008, memory: 8343, top1_acc: 0.5398, top5_acc: 0.7783, loss_cls: 1.9294, loss: 1.9294, grad_norm: 4.7059 2020-07-25 08:11:39,303 - mmaction - INFO - Epoch [20][180/940] lr: 1.000e-02, eta: 20:53:05, time: 1.008, data_time: 0.010, memory: 8343, top1_acc: 0.5422, top5_acc: 0.7826, loss_cls: 1.9147, loss: 1.9147, grad_norm: 4.6485 2020-07-25 08:11:57,844 - mmaction - INFO - Epoch [20][200/940] lr: 1.000e-02, eta: 20:52:40, time: 0.924, data_time: 0.008, memory: 8343, top1_acc: 0.5469, top5_acc: 0.7754, loss_cls: 1.9415, loss: 1.9415, grad_norm: 4.6682 2020-07-25 08:12:16,547 - mmaction - INFO - Epoch [20][220/940] lr: 1.000e-02, eta: 20:52:16, time: 0.939, data_time: 0.007, memory: 8343, top1_acc: 0.5506, top5_acc: 0.7775, loss_cls: 1.8897, loss: 1.8897, grad_norm: 4.6468 2020-07-25 08:12:34,257 - mmaction - INFO - Epoch [20][240/940] lr: 1.000e-02, eta: 20:51:47, time: 0.883, data_time: 0.006, memory: 8343, top1_acc: 0.5549, top5_acc: 0.7840, loss_cls: 1.8814, loss: 1.8814, grad_norm: 4.6067 2020-07-25 08:12:53,522 - mmaction - INFO - Epoch [20][260/940] lr: 1.000e-02, eta: 20:51:25, time: 0.965, data_time: 0.005, memory: 8343, top1_acc: 0.5473, top5_acc: 0.7840, loss_cls: 1.9325, loss: 1.9325, grad_norm: 4.7256 2020-07-25 08:13:12,768 - mmaction - INFO - Epoch [20][280/940] lr: 1.000e-02, eta: 20:51:03, time: 0.961, data_time: 0.006, memory: 8343, top1_acc: 0.5545, top5_acc: 0.7809, loss_cls: 1.8913, loss: 1.8913, grad_norm: 4.6184 2020-07-25 08:13:31,204 - mmaction - INFO - Epoch [20][300/940] lr: 1.000e-02, eta: 20:50:38, time: 0.924, data_time: 0.004, memory: 8343, top1_acc: 0.5486, top5_acc: 0.7832, loss_cls: 1.8997, loss: 1.8997, grad_norm: 4.6761 2020-07-25 08:13:50,971 - mmaction - INFO - Epoch [20][320/940] lr: 1.000e-02, eta: 20:50:18, time: 0.988, data_time: 0.006, memory: 8343, top1_acc: 0.5430, top5_acc: 0.7725, loss_cls: 1.9448, loss: 1.9448, grad_norm: 4.6917 2020-07-25 08:14:09,330 - mmaction - INFO - Epoch [20][340/940] lr: 1.000e-02, eta: 20:49:52, time: 0.919, data_time: 0.003, memory: 8343, top1_acc: 0.5330, top5_acc: 0.7734, loss_cls: 1.9413, loss: 1.9413, grad_norm: 4.7367 2020-07-25 08:14:28,185 - mmaction - INFO - Epoch [20][360/940] lr: 1.000e-02, eta: 20:49:27, time: 0.931, data_time: 0.005, memory: 8343, top1_acc: 0.5521, top5_acc: 0.7840, loss_cls: 1.9041, loss: 1.9041, grad_norm: 4.5752 2020-07-25 08:14:48,370 - mmaction - INFO - Epoch [20][380/940] lr: 1.000e-02, eta: 20:49:10, time: 1.022, data_time: 0.014, memory: 8343, top1_acc: 0.5484, top5_acc: 0.7879, loss_cls: 1.8934, loss: 1.8934, grad_norm: 4.5830 2020-07-25 08:15:05,643 - mmaction - INFO - Epoch [20][400/940] lr: 1.000e-02, eta: 20:48:40, time: 0.864, data_time: 0.005, memory: 8343, top1_acc: 0.5469, top5_acc: 0.7752, loss_cls: 1.9150, loss: 1.9150, grad_norm: 4.6329 2020-07-25 08:15:23,871 - mmaction - INFO - Epoch [20][420/940] lr: 1.000e-02, eta: 20:48:14, time: 0.910, data_time: 0.002, memory: 8343, top1_acc: 0.5564, top5_acc: 0.7871, loss_cls: 1.8588, loss: 1.8588, grad_norm: 4.5350 2020-07-25 08:15:43,927 - mmaction - INFO - Epoch [20][440/940] lr: 1.000e-02, eta: 20:47:55, time: 1.003, data_time: 0.008, memory: 8343, top1_acc: 0.5330, top5_acc: 0.7650, loss_cls: 1.9847, loss: 1.9847, grad_norm: 4.6781 2020-07-25 08:16:02,138 - mmaction - INFO - Epoch [20][460/940] lr: 1.000e-02, eta: 20:47:29, time: 0.911, data_time: 0.003, memory: 8343, top1_acc: 0.5527, top5_acc: 0.7824, loss_cls: 1.9121, loss: 1.9121, grad_norm: 4.6129 2020-07-25 08:16:21,164 - mmaction - INFO - Epoch [20][480/940] lr: 1.000e-02, eta: 20:47:06, time: 0.951, data_time: 0.006, memory: 8343, top1_acc: 0.5471, top5_acc: 0.7793, loss_cls: 1.9233, loss: 1.9233, grad_norm: 4.5754 2020-07-25 08:16:40,963 - mmaction - INFO - Epoch [20][500/940] lr: 1.000e-02, eta: 20:46:46, time: 0.988, data_time: 0.008, memory: 8343, top1_acc: 0.5525, top5_acc: 0.7885, loss_cls: 1.8668, loss: 1.8668, grad_norm: 4.6061 2020-07-25 08:16:59,334 - mmaction - INFO - Epoch [20][520/940] lr: 1.000e-02, eta: 20:46:21, time: 0.922, data_time: 0.008, memory: 8343, top1_acc: 0.5492, top5_acc: 0.7885, loss_cls: 1.8859, loss: 1.8859, grad_norm: 4.6238 2020-07-25 08:17:18,633 - mmaction - INFO - Epoch [20][540/940] lr: 1.000e-02, eta: 20:45:59, time: 0.962, data_time: 0.008, memory: 8343, top1_acc: 0.5396, top5_acc: 0.7777, loss_cls: 1.9172, loss: 1.9172, grad_norm: 4.6683 2020-07-25 08:17:37,863 - mmaction - INFO - Epoch [20][560/940] lr: 1.000e-02, eta: 20:45:37, time: 0.965, data_time: 0.008, memory: 8343, top1_acc: 0.5479, top5_acc: 0.7779, loss_cls: 1.9087, loss: 1.9087, grad_norm: 4.6177 2020-07-25 08:17:55,083 - mmaction - INFO - Epoch [20][580/940] lr: 1.000e-02, eta: 20:45:06, time: 0.857, data_time: 0.006, memory: 8343, top1_acc: 0.5428, top5_acc: 0.7867, loss_cls: 1.8963, loss: 1.8963, grad_norm: 4.6947 2020-07-25 08:18:13,847 - mmaction - INFO - Epoch [20][600/940] lr: 1.000e-02, eta: 20:44:43, time: 0.942, data_time: 0.009, memory: 8343, top1_acc: 0.5545, top5_acc: 0.7836, loss_cls: 1.8740, loss: 1.8740, grad_norm: 4.5835 2020-07-25 08:18:32,774 - mmaction - INFO - Epoch [20][620/940] lr: 1.000e-02, eta: 20:44:20, time: 0.946, data_time: 0.006, memory: 8343, top1_acc: 0.5326, top5_acc: 0.7766, loss_cls: 1.9488, loss: 1.9488, grad_norm: 4.6436 2020-07-25 08:18:51,427 - mmaction - INFO - Epoch [20][640/940] lr: 1.000e-02, eta: 20:43:55, time: 0.931, data_time: 0.009, memory: 8343, top1_acc: 0.5459, top5_acc: 0.7838, loss_cls: 1.9153, loss: 1.9153, grad_norm: 4.6449 2020-07-25 08:19:10,123 - mmaction - INFO - Epoch [20][660/940] lr: 1.000e-02, eta: 20:43:31, time: 0.936, data_time: 0.008, memory: 8343, top1_acc: 0.5479, top5_acc: 0.7820, loss_cls: 1.9042, loss: 1.9042, grad_norm: 4.6492 2020-07-25 08:19:28,353 - mmaction - INFO - Epoch [20][680/940] lr: 1.000e-02, eta: 20:43:05, time: 0.911, data_time: 0.005, memory: 8343, top1_acc: 0.5318, top5_acc: 0.7697, loss_cls: 1.9713, loss: 1.9713, grad_norm: 4.7196 2020-07-25 08:19:46,941 - mmaction - INFO - Epoch [20][700/940] lr: 1.000e-02, eta: 20:42:40, time: 0.929, data_time: 0.006, memory: 8343, top1_acc: 0.5326, top5_acc: 0.7703, loss_cls: 1.9812, loss: 1.9812, grad_norm: 4.7090 2020-07-25 08:20:06,079 - mmaction - INFO - Epoch [20][720/940] lr: 1.000e-02, eta: 20:42:18, time: 0.957, data_time: 0.003, memory: 8343, top1_acc: 0.5643, top5_acc: 0.7863, loss_cls: 1.8816, loss: 1.8816, grad_norm: 4.5143 2020-07-25 08:20:24,977 - mmaction - INFO - Epoch [20][740/940] lr: 1.000e-02, eta: 20:41:55, time: 0.945, data_time: 0.003, memory: 8343, top1_acc: 0.5504, top5_acc: 0.7805, loss_cls: 1.9055, loss: 1.9055, grad_norm: 4.6497 2020-07-25 08:20:43,700 - mmaction - INFO - Epoch [20][760/940] lr: 1.000e-02, eta: 20:41:30, time: 0.932, data_time: 0.009, memory: 8343, top1_acc: 0.5508, top5_acc: 0.7783, loss_cls: 1.9322, loss: 1.9322, grad_norm: 4.6771 2020-07-25 08:21:02,130 - mmaction - INFO - Epoch [20][780/940] lr: 1.000e-02, eta: 20:41:06, time: 0.927, data_time: 0.008, memory: 8343, top1_acc: 0.5334, top5_acc: 0.7719, loss_cls: 1.9781, loss: 1.9781, grad_norm: 4.7768 2020-07-25 08:21:22,419 - mmaction - INFO - Epoch [20][800/940] lr: 1.000e-02, eta: 20:40:48, time: 1.014, data_time: 0.008, memory: 8343, top1_acc: 0.5484, top5_acc: 0.7846, loss_cls: 1.9147, loss: 1.9147, grad_norm: 4.6518 2020-07-25 08:21:41,784 - mmaction - INFO - Epoch [20][820/940] lr: 1.000e-02, eta: 20:40:27, time: 0.968, data_time: 0.003, memory: 8343, top1_acc: 0.5471, top5_acc: 0.7898, loss_cls: 1.8949, loss: 1.8949, grad_norm: 4.6215 2020-07-25 08:22:01,293 - mmaction - INFO - Epoch [20][840/940] lr: 1.000e-02, eta: 20:40:06, time: 0.976, data_time: 0.004, memory: 8343, top1_acc: 0.5408, top5_acc: 0.7666, loss_cls: 1.9355, loss: 1.9355, grad_norm: 4.6168 2020-07-25 08:22:19,714 - mmaction - INFO - Epoch [20][860/940] lr: 1.000e-02, eta: 20:39:41, time: 0.921, data_time: 0.007, memory: 8343, top1_acc: 0.5418, top5_acc: 0.7859, loss_cls: 1.9009, loss: 1.9009, grad_norm: 4.6137 2020-07-25 08:22:38,212 - mmaction - INFO - Epoch [20][880/940] lr: 1.000e-02, eta: 20:39:16, time: 0.925, data_time: 0.003, memory: 8343, top1_acc: 0.5482, top5_acc: 0.7832, loss_cls: 1.9031, loss: 1.9031, grad_norm: 4.6246 2020-07-25 08:22:56,307 - mmaction - INFO - Epoch [20][900/940] lr: 1.000e-02, eta: 20:38:49, time: 0.903, data_time: 0.005, memory: 8343, top1_acc: 0.5332, top5_acc: 0.7715, loss_cls: 1.9797, loss: 1.9797, grad_norm: 4.6814 2020-07-25 08:23:15,846 - mmaction - INFO - Epoch [20][920/940] lr: 1.000e-02, eta: 20:38:29, time: 0.980, data_time: 0.005, memory: 8343, top1_acc: 0.5395, top5_acc: 0.7750, loss_cls: 1.9354, loss: 1.9354, grad_norm: 4.5763 2020-07-25 08:23:33,863 - mmaction - INFO - Epoch [20][940/940] lr: 1.000e-02, eta: 20:38:02, time: 0.899, data_time: 0.007, memory: 8343, top1_acc: 0.5425, top5_acc: 0.7815, loss_cls: 1.9235, loss: 1.9235, grad_norm: 4.6980 2020-07-25 08:23:34,296 - mmaction - INFO - Saving checkpoint at 20 epochs 2020-07-25 08:24:01,793 - mmaction - INFO - Epoch [21][20/940] lr: 1.000e-02, eta: 20:38:11, time: 1.353, data_time: 0.535, memory: 8343, top1_acc: 0.5445, top5_acc: 0.7795, loss_cls: 1.9125, loss: 1.9125, grad_norm: 4.6921 2020-07-25 08:24:19,198 - mmaction - INFO - Epoch [21][40/940] lr: 1.000e-02, eta: 20:37:42, time: 0.870, data_time: 0.011, memory: 8343, top1_acc: 0.5437, top5_acc: 0.7852, loss_cls: 1.9157, loss: 1.9157, grad_norm: 4.6300 2020-07-25 08:24:36,848 - mmaction - INFO - Epoch [21][60/940] lr: 1.000e-02, eta: 20:37:14, time: 0.884, data_time: 0.008, memory: 8343, top1_acc: 0.5553, top5_acc: 0.7816, loss_cls: 1.8939, loss: 1.8939, grad_norm: 4.5676 2020-07-25 08:24:56,183 - mmaction - INFO - Epoch [21][80/940] lr: 1.000e-02, eta: 20:36:53, time: 0.964, data_time: 0.008, memory: 8343, top1_acc: 0.5682, top5_acc: 0.7936, loss_cls: 1.8056, loss: 1.8056, grad_norm: 4.4920 2020-07-25 08:25:13,866 - mmaction - INFO - Epoch [21][100/940] lr: 1.000e-02, eta: 20:36:25, time: 0.888, data_time: 0.009, memory: 8343, top1_acc: 0.5508, top5_acc: 0.7889, loss_cls: 1.8589, loss: 1.8589, grad_norm: 4.5724 2020-07-25 08:25:32,817 - mmaction - INFO - Epoch [21][120/940] lr: 1.000e-02, eta: 20:36:02, time: 0.947, data_time: 0.007, memory: 8343, top1_acc: 0.5338, top5_acc: 0.7787, loss_cls: 1.9258, loss: 1.9258, grad_norm: 4.6806 2020-07-25 08:25:52,294 - mmaction - INFO - Epoch [21][140/940] lr: 1.000e-02, eta: 20:35:41, time: 0.975, data_time: 0.003, memory: 8343, top1_acc: 0.5578, top5_acc: 0.7832, loss_cls: 1.8729, loss: 1.8729, grad_norm: 4.5192 2020-07-25 08:26:10,721 - mmaction - INFO - Epoch [21][160/940] lr: 1.000e-02, eta: 20:35:16, time: 0.921, data_time: 0.004, memory: 8343, top1_acc: 0.5514, top5_acc: 0.7730, loss_cls: 1.9177, loss: 1.9177, grad_norm: 4.6658 2020-07-25 08:26:29,299 - mmaction - INFO - Epoch [21][180/940] lr: 1.000e-02, eta: 20:34:51, time: 0.927, data_time: 0.003, memory: 8343, top1_acc: 0.5566, top5_acc: 0.7811, loss_cls: 1.8913, loss: 1.8913, grad_norm: 4.6136 2020-07-25 08:26:48,656 - mmaction - INFO - Epoch [21][200/940] lr: 1.000e-02, eta: 20:34:30, time: 0.967, data_time: 0.009, memory: 8343, top1_acc: 0.5504, top5_acc: 0.7861, loss_cls: 1.9088, loss: 1.9088, grad_norm: 4.7068 2020-07-25 08:27:07,799 - mmaction - INFO - Epoch [21][220/940] lr: 1.000e-02, eta: 20:34:08, time: 0.958, data_time: 0.005, memory: 8343, top1_acc: 0.5422, top5_acc: 0.7811, loss_cls: 1.9120, loss: 1.9120, grad_norm: 4.6139 2020-07-25 08:27:27,605 - mmaction - INFO - Epoch [21][240/940] lr: 1.000e-02, eta: 20:33:48, time: 0.989, data_time: 0.008, memory: 8343, top1_acc: 0.5457, top5_acc: 0.7795, loss_cls: 1.9065, loss: 1.9065, grad_norm: 4.6291 2020-07-25 08:27:45,580 - mmaction - INFO - Epoch [21][260/940] lr: 1.000e-02, eta: 20:33:22, time: 0.901, data_time: 0.007, memory: 8343, top1_acc: 0.5332, top5_acc: 0.7689, loss_cls: 1.9723, loss: 1.9723, grad_norm: 4.6712 2020-07-25 08:28:05,791 - mmaction - INFO - Epoch [21][280/940] lr: 1.000e-02, eta: 20:33:04, time: 1.008, data_time: 0.006, memory: 8343, top1_acc: 0.5469, top5_acc: 0.7865, loss_cls: 1.8769, loss: 1.8769, grad_norm: 4.6189 2020-07-25 08:28:23,793 - mmaction - INFO - Epoch [21][300/940] lr: 1.000e-02, eta: 20:32:37, time: 0.901, data_time: 0.009, memory: 8343, top1_acc: 0.5592, top5_acc: 0.7816, loss_cls: 1.8769, loss: 1.8769, grad_norm: 4.5608 2020-07-25 08:28:43,408 - mmaction - INFO - Epoch [21][320/940] lr: 1.000e-02, eta: 20:32:17, time: 0.983, data_time: 0.004, memory: 8343, top1_acc: 0.5432, top5_acc: 0.7836, loss_cls: 1.9088, loss: 1.9088, grad_norm: 4.6263 2020-07-25 08:29:02,327 - mmaction - INFO - Epoch [21][340/940] lr: 1.000e-02, eta: 20:31:54, time: 0.943, data_time: 0.005, memory: 8343, top1_acc: 0.5479, top5_acc: 0.7787, loss_cls: 1.9162, loss: 1.9162, grad_norm: 4.6176 2020-07-25 08:29:20,757 - mmaction - INFO - Epoch [21][360/940] lr: 1.000e-02, eta: 20:31:29, time: 0.923, data_time: 0.006, memory: 8343, top1_acc: 0.5543, top5_acc: 0.7883, loss_cls: 1.8829, loss: 1.8829, grad_norm: 4.6113 2020-07-25 08:29:39,764 - mmaction - INFO - Epoch [21][380/940] lr: 1.000e-02, eta: 20:31:06, time: 0.950, data_time: 0.002, memory: 8343, top1_acc: 0.5359, top5_acc: 0.7816, loss_cls: 1.9083, loss: 1.9083, grad_norm: 4.6119 2020-07-25 08:30:00,243 - mmaction - INFO - Epoch [21][400/940] lr: 1.000e-02, eta: 20:30:49, time: 1.021, data_time: 0.006, memory: 8343, top1_acc: 0.5527, top5_acc: 0.7848, loss_cls: 1.9017, loss: 1.9017, grad_norm: 4.6400 2020-07-25 08:30:18,823 - mmaction - INFO - Epoch [21][420/940] lr: 1.000e-02, eta: 20:30:25, time: 0.931, data_time: 0.007, memory: 8343, top1_acc: 0.5520, top5_acc: 0.7811, loss_cls: 1.8719, loss: 1.8719, grad_norm: 4.5694 2020-07-25 08:30:36,755 - mmaction - INFO - Epoch [21][440/940] lr: 1.000e-02, eta: 20:29:58, time: 0.893, data_time: 0.009, memory: 8343, top1_acc: 0.5584, top5_acc: 0.7881, loss_cls: 1.8806, loss: 1.8806, grad_norm: 4.5609 2020-07-25 08:30:56,532 - mmaction - INFO - Epoch [21][460/940] lr: 1.000e-02, eta: 20:29:39, time: 0.993, data_time: 0.010, memory: 8343, top1_acc: 0.5383, top5_acc: 0.7734, loss_cls: 1.9521, loss: 1.9521, grad_norm: 4.7429 2020-07-25 08:31:14,486 - mmaction - INFO - Epoch [21][480/940] lr: 1.000e-02, eta: 20:29:12, time: 0.897, data_time: 0.007, memory: 8343, top1_acc: 0.5352, top5_acc: 0.7709, loss_cls: 1.9658, loss: 1.9658, grad_norm: 4.7090 2020-07-25 08:31:34,560 - mmaction - INFO - Epoch [21][500/940] lr: 1.000e-02, eta: 20:28:54, time: 1.003, data_time: 0.004, memory: 8343, top1_acc: 0.5396, top5_acc: 0.7723, loss_cls: 1.9583, loss: 1.9583, grad_norm: 4.7104 2020-07-25 08:31:53,199 - mmaction - INFO - Epoch [21][520/940] lr: 1.000e-02, eta: 20:28:30, time: 0.934, data_time: 0.005, memory: 8343, top1_acc: 0.5533, top5_acc: 0.7848, loss_cls: 1.8808, loss: 1.8808, grad_norm: 4.6233 2020-07-25 08:32:12,832 - mmaction - INFO - Epoch [21][540/940] lr: 1.000e-02, eta: 20:28:10, time: 0.980, data_time: 0.003, memory: 8343, top1_acc: 0.5510, top5_acc: 0.7867, loss_cls: 1.8932, loss: 1.8932, grad_norm: 4.6230 2020-07-25 08:32:30,512 - mmaction - INFO - Epoch [21][560/940] lr: 1.000e-02, eta: 20:27:42, time: 0.885, data_time: 0.004, memory: 8343, top1_acc: 0.5520, top5_acc: 0.7963, loss_cls: 1.8485, loss: 1.8485, grad_norm: 4.6606 2020-07-25 08:32:48,626 - mmaction - INFO - Epoch [21][580/940] lr: 1.000e-02, eta: 20:27:16, time: 0.903, data_time: 0.007, memory: 8343, top1_acc: 0.5451, top5_acc: 0.7748, loss_cls: 1.9248, loss: 1.9248, grad_norm: 4.6686 2020-07-25 08:33:08,374 - mmaction - INFO - Epoch [21][600/940] lr: 1.000e-02, eta: 20:26:56, time: 0.991, data_time: 0.008, memory: 8343, top1_acc: 0.5604, top5_acc: 0.7885, loss_cls: 1.8694, loss: 1.8694, grad_norm: 4.5546 2020-07-25 08:33:26,675 - mmaction - INFO - Epoch [21][620/940] lr: 1.000e-02, eta: 20:26:31, time: 0.910, data_time: 0.005, memory: 8343, top1_acc: 0.5561, top5_acc: 0.7828, loss_cls: 1.8742, loss: 1.8742, grad_norm: 4.6083 2020-07-25 08:33:45,561 - mmaction - INFO - Epoch [21][640/940] lr: 1.000e-02, eta: 20:26:08, time: 0.946, data_time: 0.010, memory: 8343, top1_acc: 0.5418, top5_acc: 0.7809, loss_cls: 1.9162, loss: 1.9162, grad_norm: 4.7387 2020-07-25 08:34:03,988 - mmaction - INFO - Epoch [21][660/940] lr: 1.000e-02, eta: 20:25:43, time: 0.922, data_time: 0.008, memory: 8343, top1_acc: 0.5480, top5_acc: 0.7818, loss_cls: 1.9082, loss: 1.9082, grad_norm: 4.6874 2020-07-25 08:34:22,689 - mmaction - INFO - Epoch [21][680/940] lr: 1.000e-02, eta: 20:25:20, time: 0.938, data_time: 0.007, memory: 8343, top1_acc: 0.5518, top5_acc: 0.7811, loss_cls: 1.8964, loss: 1.8964, grad_norm: 4.6045 2020-07-25 08:34:41,318 - mmaction - INFO - Epoch [21][700/940] lr: 1.000e-02, eta: 20:24:55, time: 0.929, data_time: 0.007, memory: 8343, top1_acc: 0.5439, top5_acc: 0.7740, loss_cls: 1.9381, loss: 1.9381, grad_norm: 4.6926 2020-07-25 08:35:00,573 - mmaction - INFO - Epoch [21][720/940] lr: 1.000e-02, eta: 20:24:34, time: 0.963, data_time: 0.005, memory: 8343, top1_acc: 0.5465, top5_acc: 0.7836, loss_cls: 1.9271, loss: 1.9271, grad_norm: 4.6794 2020-07-25 08:35:18,322 - mmaction - INFO - Epoch [21][740/940] lr: 1.000e-02, eta: 20:24:06, time: 0.884, data_time: 0.008, memory: 8343, top1_acc: 0.5459, top5_acc: 0.7770, loss_cls: 1.9088, loss: 1.9088, grad_norm: 4.6095 2020-07-25 08:35:37,356 - mmaction - INFO - Epoch [21][760/940] lr: 1.000e-02, eta: 20:23:44, time: 0.956, data_time: 0.008, memory: 8343, top1_acc: 0.5447, top5_acc: 0.7795, loss_cls: 1.9270, loss: 1.9270, grad_norm: 4.7113 2020-07-25 08:35:56,479 - mmaction - INFO - Epoch [21][780/940] lr: 1.000e-02, eta: 20:23:22, time: 0.953, data_time: 0.008, memory: 8343, top1_acc: 0.5379, top5_acc: 0.7748, loss_cls: 1.9640, loss: 1.9640, grad_norm: 4.7190 2020-07-25 08:36:14,844 - mmaction - INFO - Epoch [21][800/940] lr: 1.000e-02, eta: 20:22:57, time: 0.920, data_time: 0.008, memory: 8343, top1_acc: 0.5484, top5_acc: 0.7723, loss_cls: 1.9462, loss: 1.9462, grad_norm: 4.6680 2020-07-25 08:36:33,758 - mmaction - INFO - Epoch [21][820/940] lr: 1.000e-02, eta: 20:22:34, time: 0.943, data_time: 0.007, memory: 8343, top1_acc: 0.5449, top5_acc: 0.7838, loss_cls: 1.9168, loss: 1.9168, grad_norm: 4.6456 2020-07-25 08:36:52,581 - mmaction - INFO - Epoch [21][840/940] lr: 1.000e-02, eta: 20:22:12, time: 0.946, data_time: 0.007, memory: 8343, top1_acc: 0.5426, top5_acc: 0.7754, loss_cls: 1.9234, loss: 1.9234, grad_norm: 4.6393 2020-07-25 08:37:11,091 - mmaction - INFO - Epoch [21][860/940] lr: 1.000e-02, eta: 20:21:47, time: 0.923, data_time: 0.005, memory: 8343, top1_acc: 0.5516, top5_acc: 0.7818, loss_cls: 1.9105, loss: 1.9105, grad_norm: 4.5431 2020-07-25 08:37:29,081 - mmaction - INFO - Epoch [21][880/940] lr: 1.000e-02, eta: 20:21:21, time: 0.902, data_time: 0.007, memory: 8343, top1_acc: 0.5363, top5_acc: 0.7801, loss_cls: 1.9465, loss: 1.9465, grad_norm: 4.6612 2020-07-25 08:37:48,330 - mmaction - INFO - Epoch [21][900/940] lr: 1.000e-02, eta: 20:21:00, time: 0.962, data_time: 0.006, memory: 8343, top1_acc: 0.5436, top5_acc: 0.7770, loss_cls: 1.9290, loss: 1.9290, grad_norm: 4.5558 2020-07-25 08:38:07,260 - mmaction - INFO - Epoch [21][920/940] lr: 1.000e-02, eta: 20:20:37, time: 0.946, data_time: 0.005, memory: 8343, top1_acc: 0.5518, top5_acc: 0.7848, loss_cls: 1.8920, loss: 1.8920, grad_norm: 4.5185 2020-07-25 08:38:24,839 - mmaction - INFO - Epoch [21][940/940] lr: 1.000e-02, eta: 20:20:09, time: 0.877, data_time: 0.006, memory: 8343, top1_acc: 0.5382, top5_acc: 0.7659, loss_cls: 1.9791, loss: 1.9791, grad_norm: 4.7655 2020-07-25 08:38:25,272 - mmaction - INFO - Saving checkpoint at 21 epochs 2020-07-25 08:38:51,465 - mmaction - INFO - Epoch [22][20/940] lr: 1.000e-02, eta: 20:20:12, time: 1.289, data_time: 0.479, memory: 8343, top1_acc: 0.5535, top5_acc: 0.7881, loss_cls: 1.8743, loss: 1.8743, grad_norm: 4.5965 2020-07-25 08:39:09,736 - mmaction - INFO - Epoch [22][40/940] lr: 1.000e-02, eta: 20:19:47, time: 0.909, data_time: 0.008, memory: 8343, top1_acc: 0.5416, top5_acc: 0.7926, loss_cls: 1.8573, loss: 1.8573, grad_norm: 4.6000 2020-07-25 08:39:27,216 - mmaction - INFO - Epoch [22][60/940] lr: 1.000e-02, eta: 20:19:19, time: 0.877, data_time: 0.009, memory: 8343, top1_acc: 0.5639, top5_acc: 0.7904, loss_cls: 1.8383, loss: 1.8383, grad_norm: 4.5441 2020-07-25 08:39:45,683 - mmaction - INFO - Epoch [22][80/940] lr: 1.000e-02, eta: 20:18:54, time: 0.924, data_time: 0.009, memory: 8343, top1_acc: 0.5670, top5_acc: 0.7961, loss_cls: 1.8361, loss: 1.8361, grad_norm: 4.5513 2020-07-25 08:40:04,255 - mmaction - INFO - Epoch [22][100/940] lr: 1.000e-02, eta: 20:18:30, time: 0.931, data_time: 0.007, memory: 8343, top1_acc: 0.5539, top5_acc: 0.7902, loss_cls: 1.8744, loss: 1.8744, grad_norm: 4.6952 2020-07-25 08:40:22,544 - mmaction - INFO - Epoch [22][120/940] lr: 1.000e-02, eta: 20:18:05, time: 0.913, data_time: 0.002, memory: 8343, top1_acc: 0.5549, top5_acc: 0.7854, loss_cls: 1.8871, loss: 1.8871, grad_norm: 4.6985 2020-07-25 08:40:41,086 - mmaction - INFO - Epoch [22][140/940] lr: 1.000e-02, eta: 20:17:41, time: 0.926, data_time: 0.007, memory: 8343, top1_acc: 0.5518, top5_acc: 0.7805, loss_cls: 1.8918, loss: 1.8918, grad_norm: 4.6044 2020-07-25 08:41:00,910 - mmaction - INFO - Epoch [22][160/940] lr: 1.000e-02, eta: 20:17:22, time: 0.992, data_time: 0.009, memory: 8343, top1_acc: 0.5557, top5_acc: 0.7898, loss_cls: 1.8508, loss: 1.8508, grad_norm: 4.5682 2020-07-25 08:41:18,496 - mmaction - INFO - Epoch [22][180/940] lr: 1.000e-02, eta: 20:16:54, time: 0.879, data_time: 0.007, memory: 8343, top1_acc: 0.5586, top5_acc: 0.7873, loss_cls: 1.8294, loss: 1.8294, grad_norm: 4.6062 2020-07-25 08:41:37,743 - mmaction - INFO - Epoch [22][200/940] lr: 1.000e-02, eta: 20:16:33, time: 0.961, data_time: 0.006, memory: 8343, top1_acc: 0.5512, top5_acc: 0.7770, loss_cls: 1.9114, loss: 1.9114, grad_norm: 4.7563 2020-07-25 08:41:57,478 - mmaction - INFO - Epoch [22][220/940] lr: 1.000e-02, eta: 20:16:13, time: 0.989, data_time: 0.006, memory: 8343, top1_acc: 0.5535, top5_acc: 0.7900, loss_cls: 1.8480, loss: 1.8480, grad_norm: 4.6795 2020-07-25 08:42:14,583 - mmaction - INFO - Epoch [22][240/940] lr: 1.000e-02, eta: 20:15:44, time: 0.854, data_time: 0.006, memory: 8343, top1_acc: 0.5445, top5_acc: 0.7740, loss_cls: 1.9087, loss: 1.9087, grad_norm: 4.6247 2020-07-25 08:42:32,807 - mmaction - INFO - Epoch [22][260/940] lr: 1.000e-02, eta: 20:15:18, time: 0.910, data_time: 0.009, memory: 8343, top1_acc: 0.5482, top5_acc: 0.7766, loss_cls: 1.9172, loss: 1.9172, grad_norm: 4.6760 2020-07-25 08:42:52,171 - mmaction - INFO - Epoch [22][280/940] lr: 1.000e-02, eta: 20:14:58, time: 0.972, data_time: 0.008, memory: 8343, top1_acc: 0.5389, top5_acc: 0.7699, loss_cls: 1.9371, loss: 1.9371, grad_norm: 4.6148 2020-07-25 08:43:11,545 - mmaction - INFO - Epoch [22][300/940] lr: 1.000e-02, eta: 20:14:37, time: 0.969, data_time: 0.006, memory: 8343, top1_acc: 0.5543, top5_acc: 0.7846, loss_cls: 1.8939, loss: 1.8939, grad_norm: 4.6819 2020-07-25 08:43:29,035 - mmaction - INFO - Epoch [22][320/940] lr: 1.000e-02, eta: 20:14:09, time: 0.873, data_time: 0.002, memory: 8343, top1_acc: 0.5482, top5_acc: 0.7881, loss_cls: 1.8817, loss: 1.8817, grad_norm: 4.6604 2020-07-25 08:43:49,143 - mmaction - INFO - Epoch [22][340/940] lr: 1.000e-02, eta: 20:13:50, time: 1.001, data_time: 0.009, memory: 8343, top1_acc: 0.5635, top5_acc: 0.7844, loss_cls: 1.8738, loss: 1.8738, grad_norm: 4.6640 2020-07-25 08:44:07,098 - mmaction - INFO - Epoch [22][360/940] lr: 1.000e-02, eta: 20:13:24, time: 0.902, data_time: 0.008, memory: 8343, top1_acc: 0.5533, top5_acc: 0.7865, loss_cls: 1.8892, loss: 1.8892, grad_norm: 4.7209 2020-07-25 08:44:25,836 - mmaction - INFO - Epoch [22][380/940] lr: 1.000e-02, eta: 20:13:01, time: 0.939, data_time: 0.008, memory: 8343, top1_acc: 0.5570, top5_acc: 0.7887, loss_cls: 1.8759, loss: 1.8759, grad_norm: 4.5619 2020-07-25 08:44:44,640 - mmaction - INFO - Epoch [22][400/940] lr: 1.000e-02, eta: 20:12:38, time: 0.931, data_time: 0.008, memory: 8343, top1_acc: 0.5490, top5_acc: 0.7912, loss_cls: 1.8774, loss: 1.8774, grad_norm: 4.6594 2020-07-25 08:45:04,184 - mmaction - INFO - Epoch [22][420/940] lr: 1.000e-02, eta: 20:12:18, time: 0.986, data_time: 0.011, memory: 8343, top1_acc: 0.5563, top5_acc: 0.7766, loss_cls: 1.8951, loss: 1.8951, grad_norm: 4.6280 2020-07-25 08:45:21,893 - mmaction - INFO - Epoch [22][440/940] lr: 1.000e-02, eta: 20:11:51, time: 0.885, data_time: 0.001, memory: 8343, top1_acc: 0.5398, top5_acc: 0.7793, loss_cls: 1.9223, loss: 1.9223, grad_norm: 4.7271 2020-07-25 08:45:40,717 - mmaction - INFO - Epoch [22][460/940] lr: 1.000e-02, eta: 20:11:28, time: 0.936, data_time: 0.007, memory: 8343, top1_acc: 0.5494, top5_acc: 0.7742, loss_cls: 1.9245, loss: 1.9245, grad_norm: 4.6456 2020-07-25 08:45:59,551 - mmaction - INFO - Epoch [22][480/940] lr: 1.000e-02, eta: 20:11:05, time: 0.946, data_time: 0.008, memory: 8343, top1_acc: 0.5451, top5_acc: 0.7734, loss_cls: 1.9472, loss: 1.9472, grad_norm: 4.6583 2020-07-25 08:46:18,218 - mmaction - INFO - Epoch [22][500/940] lr: 1.000e-02, eta: 20:10:41, time: 0.928, data_time: 0.008, memory: 8343, top1_acc: 0.5586, top5_acc: 0.7852, loss_cls: 1.8658, loss: 1.8658, grad_norm: 4.6473 2020-07-25 08:46:37,248 - mmaction - INFO - Epoch [22][520/940] lr: 1.000e-02, eta: 20:10:20, time: 0.958, data_time: 0.009, memory: 8343, top1_acc: 0.5561, top5_acc: 0.7910, loss_cls: 1.8592, loss: 1.8592, grad_norm: 4.6112 2020-07-25 08:46:55,968 - mmaction - INFO - Epoch [22][540/940] lr: 1.000e-02, eta: 20:09:56, time: 0.934, data_time: 0.006, memory: 8343, top1_acc: 0.5576, top5_acc: 0.7791, loss_cls: 1.8841, loss: 1.8841, grad_norm: 4.6215 2020-07-25 08:47:14,333 - mmaction - INFO - Epoch [22][560/940] lr: 1.000e-02, eta: 20:09:32, time: 0.920, data_time: 0.004, memory: 8343, top1_acc: 0.5492, top5_acc: 0.7842, loss_cls: 1.9150, loss: 1.9150, grad_norm: 4.7039 2020-07-25 08:47:32,810 - mmaction - INFO - Epoch [22][580/940] lr: 1.000e-02, eta: 20:09:08, time: 0.922, data_time: 0.007, memory: 8343, top1_acc: 0.5455, top5_acc: 0.7779, loss_cls: 1.9503, loss: 1.9503, grad_norm: 4.7298 2020-07-25 08:47:52,648 - mmaction - INFO - Epoch [22][600/940] lr: 1.000e-02, eta: 20:08:48, time: 0.992, data_time: 0.006, memory: 8343, top1_acc: 0.5437, top5_acc: 0.7734, loss_cls: 1.9243, loss: 1.9243, grad_norm: 4.6664 2020-07-25 08:48:11,973 - mmaction - INFO - Epoch [22][620/940] lr: 1.000e-02, eta: 20:08:28, time: 0.968, data_time: 0.007, memory: 8343, top1_acc: 0.5605, top5_acc: 0.7855, loss_cls: 1.8670, loss: 1.8670, grad_norm: 4.5772 2020-07-25 08:48:29,110 - mmaction - INFO - Epoch [22][640/940] lr: 1.000e-02, eta: 20:07:59, time: 0.857, data_time: 0.004, memory: 8343, top1_acc: 0.5471, top5_acc: 0.7717, loss_cls: 1.9326, loss: 1.9326, grad_norm: 4.6312 2020-07-25 08:48:47,410 - mmaction - INFO - Epoch [22][660/940] lr: 1.000e-02, eta: 20:07:34, time: 0.914, data_time: 0.002, memory: 8343, top1_acc: 0.5467, top5_acc: 0.7826, loss_cls: 1.9133, loss: 1.9133, grad_norm: 4.6774 2020-07-25 08:49:06,450 - mmaction - INFO - Epoch [22][680/940] lr: 1.000e-02, eta: 20:07:12, time: 0.953, data_time: 0.008, memory: 8343, top1_acc: 0.5588, top5_acc: 0.7883, loss_cls: 1.8769, loss: 1.8769, grad_norm: 4.5813 2020-07-25 08:49:25,500 - mmaction - INFO - Epoch [22][700/940] lr: 1.000e-02, eta: 20:06:50, time: 0.951, data_time: 0.003, memory: 8343, top1_acc: 0.5461, top5_acc: 0.7793, loss_cls: 1.9173, loss: 1.9173, grad_norm: 4.6856 2020-07-25 08:49:43,709 - mmaction - INFO - Epoch [22][720/940] lr: 1.000e-02, eta: 20:06:25, time: 0.907, data_time: 0.009, memory: 8343, top1_acc: 0.5377, top5_acc: 0.7707, loss_cls: 1.9669, loss: 1.9669, grad_norm: 4.6874 2020-07-25 08:50:02,865 - mmaction - INFO - Epoch [22][740/940] lr: 1.000e-02, eta: 20:06:03, time: 0.960, data_time: 0.010, memory: 8343, top1_acc: 0.5365, top5_acc: 0.7734, loss_cls: 1.9427, loss: 1.9427, grad_norm: 4.6812 2020-07-25 08:50:21,466 - mmaction - INFO - Epoch [22][760/940] lr: 1.000e-02, eta: 20:05:40, time: 0.931, data_time: 0.005, memory: 8343, top1_acc: 0.5496, top5_acc: 0.7715, loss_cls: 1.9450, loss: 1.9450, grad_norm: 4.6316 2020-07-25 08:50:41,083 - mmaction - INFO - Epoch [22][780/940] lr: 1.000e-02, eta: 20:05:20, time: 0.982, data_time: 0.008, memory: 8343, top1_acc: 0.5543, top5_acc: 0.7783, loss_cls: 1.9052, loss: 1.9052, grad_norm: 4.5815 2020-07-25 08:51:00,219 - mmaction - INFO - Epoch [22][800/940] lr: 1.000e-02, eta: 20:04:58, time: 0.957, data_time: 0.007, memory: 8343, top1_acc: 0.5430, top5_acc: 0.7744, loss_cls: 1.9237, loss: 1.9237, grad_norm: 4.6096 2020-07-25 08:51:18,779 - mmaction - INFO - Epoch [22][820/940] lr: 1.000e-02, eta: 20:04:34, time: 0.921, data_time: 0.007, memory: 8343, top1_acc: 0.5598, top5_acc: 0.7775, loss_cls: 1.8814, loss: 1.8814, grad_norm: 4.5669 2020-07-25 08:51:37,663 - mmaction - INFO - Epoch [22][840/940] lr: 1.000e-02, eta: 20:04:12, time: 0.951, data_time: 0.010, memory: 8343, top1_acc: 0.5521, top5_acc: 0.7840, loss_cls: 1.8833, loss: 1.8833, grad_norm: 4.6439 2020-07-25 08:51:55,854 - mmaction - INFO - Epoch [22][860/940] lr: 1.000e-02, eta: 20:03:47, time: 0.909, data_time: 0.007, memory: 8343, top1_acc: 0.5422, top5_acc: 0.7770, loss_cls: 1.9183, loss: 1.9183, grad_norm: 4.6458 2020-07-25 08:52:13,467 - mmaction - INFO - Epoch [22][880/940] lr: 1.000e-02, eta: 20:03:20, time: 0.880, data_time: 0.003, memory: 8343, top1_acc: 0.5412, top5_acc: 0.7816, loss_cls: 1.8982, loss: 1.8982, grad_norm: 4.6090 2020-07-25 08:52:32,755 - mmaction - INFO - Epoch [22][900/940] lr: 1.000e-02, eta: 20:02:59, time: 0.962, data_time: 0.008, memory: 8343, top1_acc: 0.5516, top5_acc: 0.7793, loss_cls: 1.8846, loss: 1.8846, grad_norm: 4.6025 2020-07-25 08:52:50,736 - mmaction - INFO - Epoch [22][920/940] lr: 1.000e-02, eta: 20:02:33, time: 0.901, data_time: 0.006, memory: 8343, top1_acc: 0.5467, top5_acc: 0.7811, loss_cls: 1.9029, loss: 1.9029, grad_norm: 4.6745 2020-07-25 08:53:10,635 - mmaction - INFO - Epoch [22][940/940] lr: 1.000e-02, eta: 20:02:14, time: 0.994, data_time: 0.008, memory: 8343, top1_acc: 0.5484, top5_acc: 0.7884, loss_cls: 1.8958, loss: 1.8958, grad_norm: 4.6552 2020-07-25 08:53:11,041 - mmaction - INFO - Saving checkpoint at 22 epochs 2020-07-25 08:53:39,127 - mmaction - INFO - Epoch [23][20/940] lr: 1.000e-02, eta: 20:02:23, time: 1.385, data_time: 0.545, memory: 8343, top1_acc: 0.5631, top5_acc: 0.7934, loss_cls: 1.8311, loss: 1.8311, grad_norm: 4.5380 2020-07-25 08:53:55,884 - mmaction - INFO - Epoch [23][40/940] lr: 1.000e-02, eta: 20:01:52, time: 0.829, data_time: 0.008, memory: 8343, top1_acc: 0.5547, top5_acc: 0.7840, loss_cls: 1.8796, loss: 1.8796, grad_norm: 4.5949 2020-07-25 08:54:13,944 - mmaction - INFO - Epoch [23][60/940] lr: 1.000e-02, eta: 20:01:27, time: 0.912, data_time: 0.012, memory: 8343, top1_acc: 0.5613, top5_acc: 0.7930, loss_cls: 1.8540, loss: 1.8540, grad_norm: 4.6017 2020-07-25 08:54:32,214 - mmaction - INFO - Epoch [23][80/940] lr: 1.000e-02, eta: 20:01:03, time: 0.911, data_time: 0.006, memory: 8343, top1_acc: 0.5639, top5_acc: 0.7902, loss_cls: 1.8237, loss: 1.8237, grad_norm: 4.6059 2020-07-25 08:54:51,119 - mmaction - INFO - Epoch [23][100/940] lr: 1.000e-02, eta: 20:00:40, time: 0.946, data_time: 0.009, memory: 8343, top1_acc: 0.5623, top5_acc: 0.7854, loss_cls: 1.8419, loss: 1.8419, grad_norm: 4.5950 2020-07-25 08:55:09,728 - mmaction - INFO - Epoch [23][120/940] lr: 1.000e-02, eta: 20:00:17, time: 0.929, data_time: 0.003, memory: 8343, top1_acc: 0.5662, top5_acc: 0.7908, loss_cls: 1.8570, loss: 1.8570, grad_norm: 4.6026 2020-07-25 08:55:28,250 - mmaction - INFO - Epoch [23][140/940] lr: 1.000e-02, eta: 19:59:53, time: 0.927, data_time: 0.005, memory: 8343, top1_acc: 0.5602, top5_acc: 0.7889, loss_cls: 1.8583, loss: 1.8583, grad_norm: 4.6098 2020-07-25 08:55:46,538 - mmaction - INFO - Epoch [23][160/940] lr: 1.000e-02, eta: 19:59:29, time: 0.915, data_time: 0.004, memory: 8343, top1_acc: 0.5637, top5_acc: 0.7830, loss_cls: 1.8448, loss: 1.8448, grad_norm: 4.5439 2020-07-25 08:56:05,311 - mmaction - INFO - Epoch [23][180/940] lr: 1.000e-02, eta: 19:59:06, time: 0.940, data_time: 0.007, memory: 8343, top1_acc: 0.5660, top5_acc: 0.7959, loss_cls: 1.8456, loss: 1.8456, grad_norm: 4.6723 2020-07-25 08:56:24,494 - mmaction - INFO - Epoch [23][200/940] lr: 1.000e-02, eta: 19:58:44, time: 0.958, data_time: 0.007, memory: 8343, top1_acc: 0.5580, top5_acc: 0.7891, loss_cls: 1.8645, loss: 1.8645, grad_norm: 4.7486 2020-07-25 08:56:42,752 - mmaction - INFO - Epoch [23][220/940] lr: 1.000e-02, eta: 19:58:20, time: 0.914, data_time: 0.003, memory: 8343, top1_acc: 0.5568, top5_acc: 0.7883, loss_cls: 1.8881, loss: 1.8881, grad_norm: 4.6208 2020-07-25 08:57:02,100 - mmaction - INFO - Epoch [23][240/940] lr: 1.000e-02, eta: 19:57:59, time: 0.966, data_time: 0.005, memory: 8343, top1_acc: 0.5564, top5_acc: 0.7826, loss_cls: 1.8885, loss: 1.8885, grad_norm: 4.6353 2020-07-25 08:57:20,667 - mmaction - INFO - Epoch [23][260/940] lr: 1.000e-02, eta: 19:57:35, time: 0.930, data_time: 0.006, memory: 8343, top1_acc: 0.5643, top5_acc: 0.7939, loss_cls: 1.8153, loss: 1.8153, grad_norm: 4.5702 2020-07-25 08:57:40,220 - mmaction - INFO - Epoch [23][280/940] lr: 1.000e-02, eta: 19:57:15, time: 0.977, data_time: 0.006, memory: 8343, top1_acc: 0.5582, top5_acc: 0.7867, loss_cls: 1.8514, loss: 1.8514, grad_norm: 4.5840 2020-07-25 08:57:59,251 - mmaction - INFO - Epoch [23][300/940] lr: 1.000e-02, eta: 19:56:53, time: 0.950, data_time: 0.005, memory: 8343, top1_acc: 0.5518, top5_acc: 0.7895, loss_cls: 1.8764, loss: 1.8764, grad_norm: 4.6704 2020-07-25 08:58:17,888 - mmaction - INFO - Epoch [23][320/940] lr: 1.000e-02, eta: 19:56:30, time: 0.932, data_time: 0.009, memory: 8343, top1_acc: 0.5521, top5_acc: 0.7857, loss_cls: 1.8907, loss: 1.8907, grad_norm: 4.6662 2020-07-25 08:58:36,988 - mmaction - INFO - Epoch [23][340/940] lr: 1.000e-02, eta: 19:56:09, time: 0.958, data_time: 0.007, memory: 8343, top1_acc: 0.5598, top5_acc: 0.7891, loss_cls: 1.8321, loss: 1.8321, grad_norm: 4.5832 2020-07-25 08:58:55,220 - mmaction - INFO - Epoch [23][360/940] lr: 1.000e-02, eta: 19:55:44, time: 0.909, data_time: 0.005, memory: 8343, top1_acc: 0.5494, top5_acc: 0.7809, loss_cls: 1.8761, loss: 1.8761, grad_norm: 4.6441 2020-07-25 08:59:14,135 - mmaction - INFO - Epoch [23][380/940] lr: 1.000e-02, eta: 19:55:22, time: 0.947, data_time: 0.005, memory: 8343, top1_acc: 0.5535, top5_acc: 0.7889, loss_cls: 1.8607, loss: 1.8607, grad_norm: 4.6353 2020-07-25 08:59:32,607 - mmaction - INFO - Epoch [23][400/940] lr: 1.000e-02, eta: 19:54:58, time: 0.923, data_time: 0.007, memory: 8343, top1_acc: 0.5549, top5_acc: 0.7855, loss_cls: 1.8824, loss: 1.8824, grad_norm: 4.6114 2020-07-25 08:59:51,764 - mmaction - INFO - Epoch [23][420/940] lr: 1.000e-02, eta: 19:54:36, time: 0.958, data_time: 0.009, memory: 8343, top1_acc: 0.5596, top5_acc: 0.7857, loss_cls: 1.8684, loss: 1.8684, grad_norm: 4.6260 2020-07-25 09:00:12,818 - mmaction - INFO - Epoch [23][440/940] lr: 1.000e-02, eta: 19:54:21, time: 1.046, data_time: 0.007, memory: 8343, top1_acc: 0.5428, top5_acc: 0.7754, loss_cls: 1.9299, loss: 1.9299, grad_norm: 4.6927 2020-07-25 09:00:31,636 - mmaction - INFO - Epoch [23][460/940] lr: 1.000e-02, eta: 19:53:59, time: 0.948, data_time: 0.014, memory: 8343, top1_acc: 0.5539, top5_acc: 0.7785, loss_cls: 1.8921, loss: 1.8921, grad_norm: 4.6151 2020-07-25 09:00:50,199 - mmaction - INFO - Epoch [23][480/940] lr: 1.000e-02, eta: 19:53:36, time: 0.929, data_time: 0.007, memory: 8343, top1_acc: 0.5592, top5_acc: 0.7887, loss_cls: 1.8819, loss: 1.8819, grad_norm: 4.6872 2020-07-25 09:01:08,878 - mmaction - INFO - Epoch [23][500/940] lr: 1.000e-02, eta: 19:53:12, time: 0.931, data_time: 0.007, memory: 8343, top1_acc: 0.5566, top5_acc: 0.7877, loss_cls: 1.8697, loss: 1.8697, grad_norm: 4.6252 2020-07-25 09:01:28,027 - mmaction - INFO - Epoch [23][520/940] lr: 1.000e-02, eta: 19:52:51, time: 0.959, data_time: 0.008, memory: 8343, top1_acc: 0.5541, top5_acc: 0.7854, loss_cls: 1.8670, loss: 1.8670, grad_norm: 4.6355 2020-07-25 09:01:46,199 - mmaction - INFO - Epoch [23][540/940] lr: 1.000e-02, eta: 19:52:26, time: 0.906, data_time: 0.007, memory: 8343, top1_acc: 0.5391, top5_acc: 0.7832, loss_cls: 1.9069, loss: 1.9069, grad_norm: 4.7237 2020-07-25 09:02:05,569 - mmaction - INFO - Epoch [23][560/940] lr: 1.000e-02, eta: 19:52:06, time: 0.973, data_time: 0.012, memory: 8343, top1_acc: 0.5447, top5_acc: 0.7721, loss_cls: 1.9358, loss: 1.9358, grad_norm: 4.7063 2020-07-25 09:02:24,690 - mmaction - INFO - Epoch [23][580/940] lr: 1.000e-02, eta: 19:51:44, time: 0.956, data_time: 0.002, memory: 8343, top1_acc: 0.5473, top5_acc: 0.7814, loss_cls: 1.9061, loss: 1.9061, grad_norm: 4.7368 2020-07-25 09:02:44,610 - mmaction - INFO - Epoch [23][600/940] lr: 1.000e-02, eta: 19:51:25, time: 0.996, data_time: 0.006, memory: 8343, top1_acc: 0.5508, top5_acc: 0.7793, loss_cls: 1.9050, loss: 1.9050, grad_norm: 4.6135 2020-07-25 09:03:02,980 - mmaction - INFO - Epoch [23][620/940] lr: 1.000e-02, eta: 19:51:01, time: 0.918, data_time: 0.011, memory: 8343, top1_acc: 0.5594, top5_acc: 0.7863, loss_cls: 1.8609, loss: 1.8609, grad_norm: 4.5938 2020-07-25 09:03:22,247 - mmaction - INFO - Epoch [23][640/940] lr: 1.000e-02, eta: 19:50:40, time: 0.964, data_time: 0.004, memory: 8343, top1_acc: 0.5355, top5_acc: 0.7779, loss_cls: 1.9436, loss: 1.9436, grad_norm: 4.8134 2020-07-25 09:03:42,237 - mmaction - INFO - Epoch [23][660/940] lr: 1.000e-02, eta: 19:50:21, time: 0.993, data_time: 0.005, memory: 8343, top1_acc: 0.5619, top5_acc: 0.7893, loss_cls: 1.8603, loss: 1.8603, grad_norm: 4.6057 2020-07-25 09:04:01,242 - mmaction - INFO - Epoch [23][680/940] lr: 1.000e-02, eta: 19:50:00, time: 0.954, data_time: 0.008, memory: 8343, top1_acc: 0.5553, top5_acc: 0.7783, loss_cls: 1.8971, loss: 1.8971, grad_norm: 4.6235 2020-07-25 09:04:19,390 - mmaction - INFO - Epoch [23][700/940] lr: 1.000e-02, eta: 19:49:35, time: 0.905, data_time: 0.008, memory: 8343, top1_acc: 0.5439, top5_acc: 0.7867, loss_cls: 1.9009, loss: 1.9009, grad_norm: 4.6397 2020-07-25 09:04:37,232 - mmaction - INFO - Epoch [23][720/940] lr: 1.000e-02, eta: 19:49:09, time: 0.894, data_time: 0.006, memory: 8343, top1_acc: 0.5564, top5_acc: 0.7873, loss_cls: 1.8621, loss: 1.8621, grad_norm: 4.6246 2020-07-25 09:04:56,595 - mmaction - INFO - Epoch [23][740/940] lr: 1.000e-02, eta: 19:48:48, time: 0.968, data_time: 0.009, memory: 8343, top1_acc: 0.5594, top5_acc: 0.7795, loss_cls: 1.8770, loss: 1.8770, grad_norm: 4.5596 2020-07-25 09:05:15,468 - mmaction - INFO - Epoch [23][760/940] lr: 1.000e-02, eta: 19:48:26, time: 0.944, data_time: 0.005, memory: 8343, top1_acc: 0.5367, top5_acc: 0.7730, loss_cls: 1.9644, loss: 1.9644, grad_norm: 4.7267 2020-07-25 09:05:33,825 - mmaction - INFO - Epoch [23][780/940] lr: 1.000e-02, eta: 19:48:02, time: 0.913, data_time: 0.009, memory: 8343, top1_acc: 0.5469, top5_acc: 0.7803, loss_cls: 1.8914, loss: 1.8914, grad_norm: 4.5672 2020-07-25 09:05:54,001 - mmaction - INFO - Epoch [23][800/940] lr: 1.000e-02, eta: 19:47:44, time: 1.013, data_time: 0.009, memory: 8343, top1_acc: 0.5510, top5_acc: 0.7773, loss_cls: 1.9019, loss: 1.9019, grad_norm: 4.6840 2020-07-25 09:06:12,879 - mmaction - INFO - Epoch [23][820/940] lr: 1.000e-02, eta: 19:47:22, time: 0.939, data_time: 0.008, memory: 8343, top1_acc: 0.5570, top5_acc: 0.7801, loss_cls: 1.8902, loss: 1.8902, grad_norm: 4.6719 2020-07-25 09:06:33,438 - mmaction - INFO - Epoch [23][840/940] lr: 1.000e-02, eta: 19:47:05, time: 1.035, data_time: 0.010, memory: 8343, top1_acc: 0.5447, top5_acc: 0.7826, loss_cls: 1.9255, loss: 1.9255, grad_norm: 4.6873 2020-07-25 09:06:51,023 - mmaction - INFO - Epoch [23][860/940] lr: 1.000e-02, eta: 19:46:39, time: 0.878, data_time: 0.006, memory: 8343, top1_acc: 0.5629, top5_acc: 0.7953, loss_cls: 1.8398, loss: 1.8398, grad_norm: 4.5925 2020-07-25 09:07:10,878 - mmaction - INFO - Epoch [23][880/940] lr: 1.000e-02, eta: 19:46:20, time: 0.994, data_time: 0.004, memory: 8343, top1_acc: 0.5465, top5_acc: 0.7832, loss_cls: 1.8997, loss: 1.8997, grad_norm: 4.6443 2020-07-25 09:07:29,840 - mmaction - INFO - Epoch [23][900/940] lr: 1.000e-02, eta: 19:45:58, time: 0.947, data_time: 0.006, memory: 8343, top1_acc: 0.5539, top5_acc: 0.7812, loss_cls: 1.8847, loss: 1.8847, grad_norm: 4.6338 2020-07-25 09:07:48,229 - mmaction - INFO - Epoch [23][920/940] lr: 1.000e-02, eta: 19:45:34, time: 0.921, data_time: 0.006, memory: 8343, top1_acc: 0.5600, top5_acc: 0.7820, loss_cls: 1.8714, loss: 1.8714, grad_norm: 4.5934 2020-07-25 09:08:05,660 - mmaction - INFO - Epoch [23][940/940] lr: 1.000e-02, eta: 19:45:07, time: 0.872, data_time: 0.002, memory: 8343, top1_acc: 0.5419, top5_acc: 0.7819, loss_cls: 1.9491, loss: 1.9491, grad_norm: 4.7130 2020-07-25 09:08:06,248 - mmaction - INFO - Saving checkpoint at 23 epochs 2020-07-25 09:08:37,678 - mmaction - INFO - Epoch [24][20/940] lr: 1.000e-02, eta: 19:45:25, time: 1.542, data_time: 0.676, memory: 8343, top1_acc: 0.5781, top5_acc: 0.7955, loss_cls: 1.7844, loss: 1.7844, grad_norm: 4.4203 2020-07-25 09:08:54,833 - mmaction - INFO - Epoch [24][40/940] lr: 1.000e-02, eta: 19:44:57, time: 0.859, data_time: 0.004, memory: 8343, top1_acc: 0.5730, top5_acc: 0.7977, loss_cls: 1.7966, loss: 1.7966, grad_norm: 4.5317 2020-07-25 09:09:12,161 - mmaction - INFO - Epoch [24][60/940] lr: 1.000e-02, eta: 19:44:29, time: 0.862, data_time: 0.006, memory: 8343, top1_acc: 0.5574, top5_acc: 0.7969, loss_cls: 1.8259, loss: 1.8259, grad_norm: 4.5991 2020-07-25 09:09:31,971 - mmaction - INFO - Epoch [24][80/940] lr: 1.000e-02, eta: 19:44:10, time: 0.995, data_time: 0.009, memory: 8343, top1_acc: 0.5557, top5_acc: 0.7941, loss_cls: 1.8616, loss: 1.8616, grad_norm: 4.5320 2020-07-25 09:09:49,701 - mmaction - INFO - Epoch [24][100/940] lr: 1.000e-02, eta: 19:43:44, time: 0.881, data_time: 0.006, memory: 8343, top1_acc: 0.5555, top5_acc: 0.7893, loss_cls: 1.8400, loss: 1.8400, grad_norm: 4.5253 2020-07-25 09:10:07,944 - mmaction - INFO - Epoch [24][120/940] lr: 1.000e-02, eta: 19:43:20, time: 0.916, data_time: 0.010, memory: 8343, top1_acc: 0.5717, top5_acc: 0.7977, loss_cls: 1.8239, loss: 1.8239, grad_norm: 4.5944 2020-07-25 09:10:26,612 - mmaction - INFO - Epoch [24][140/940] lr: 1.000e-02, eta: 19:42:57, time: 0.932, data_time: 0.003, memory: 8343, top1_acc: 0.5607, top5_acc: 0.7965, loss_cls: 1.8286, loss: 1.8286, grad_norm: 4.5923 2020-07-25 09:10:45,585 - mmaction - INFO - Epoch [24][160/940] lr: 1.000e-02, eta: 19:42:35, time: 0.947, data_time: 0.009, memory: 8343, top1_acc: 0.5537, top5_acc: 0.7869, loss_cls: 1.8581, loss: 1.8581, grad_norm: 4.5872 2020-07-25 09:11:05,486 - mmaction - INFO - Epoch [24][180/940] lr: 1.000e-02, eta: 19:42:16, time: 0.999, data_time: 0.008, memory: 8343, top1_acc: 0.5557, top5_acc: 0.7865, loss_cls: 1.8770, loss: 1.8770, grad_norm: 4.6923 2020-07-25 09:11:24,132 - mmaction - INFO - Epoch [24][200/940] lr: 1.000e-02, eta: 19:41:53, time: 0.928, data_time: 0.004, memory: 8343, top1_acc: 0.5623, top5_acc: 0.7898, loss_cls: 1.8548, loss: 1.8548, grad_norm: 4.6219 2020-07-25 09:11:41,743 - mmaction - INFO - Epoch [24][220/940] lr: 1.000e-02, eta: 19:41:27, time: 0.883, data_time: 0.008, memory: 8343, top1_acc: 0.5561, top5_acc: 0.7900, loss_cls: 1.8523, loss: 1.8523, grad_norm: 4.6574 2020-07-25 09:12:01,126 - mmaction - INFO - Epoch [24][240/940] lr: 1.000e-02, eta: 19:41:06, time: 0.968, data_time: 0.007, memory: 8343, top1_acc: 0.5570, top5_acc: 0.7908, loss_cls: 1.8629, loss: 1.8629, grad_norm: 4.6616 2020-07-25 09:12:19,679 - mmaction - INFO - Epoch [24][260/940] lr: 1.000e-02, eta: 19:40:43, time: 0.929, data_time: 0.007, memory: 8343, top1_acc: 0.5564, top5_acc: 0.7900, loss_cls: 1.8503, loss: 1.8503, grad_norm: 4.6158 2020-07-25 09:12:37,819 - mmaction - INFO - Epoch [24][280/940] lr: 1.000e-02, eta: 19:40:18, time: 0.905, data_time: 0.005, memory: 8343, top1_acc: 0.5619, top5_acc: 0.7885, loss_cls: 1.8511, loss: 1.8511, grad_norm: 4.6455 2020-07-25 09:12:57,356 - mmaction - INFO - Epoch [24][300/940] lr: 1.000e-02, eta: 19:39:58, time: 0.977, data_time: 0.008, memory: 8343, top1_acc: 0.5553, top5_acc: 0.7840, loss_cls: 1.8980, loss: 1.8980, grad_norm: 4.7429 2020-07-25 09:13:15,464 - mmaction - INFO - Epoch [24][320/940] lr: 1.000e-02, eta: 19:39:34, time: 0.905, data_time: 0.007, memory: 8343, top1_acc: 0.5637, top5_acc: 0.7918, loss_cls: 1.8383, loss: 1.8383, grad_norm: 4.5915 2020-07-25 09:13:34,162 - mmaction - INFO - Epoch [24][340/940] lr: 1.000e-02, eta: 19:39:11, time: 0.935, data_time: 0.008, memory: 8343, top1_acc: 0.5645, top5_acc: 0.7846, loss_cls: 1.8742, loss: 1.8742, grad_norm: 4.5415 2020-07-25 09:13:52,944 - mmaction - INFO - Epoch [24][360/940] lr: 1.000e-02, eta: 19:38:48, time: 0.938, data_time: 0.008, memory: 8343, top1_acc: 0.5527, top5_acc: 0.7818, loss_cls: 1.8912, loss: 1.8912, grad_norm: 4.6263 2020-07-25 09:14:12,355 - mmaction - INFO - Epoch [24][380/940] lr: 1.000e-02, eta: 19:38:28, time: 0.973, data_time: 0.009, memory: 8343, top1_acc: 0.5541, top5_acc: 0.7912, loss_cls: 1.8733, loss: 1.8733, grad_norm: 4.6382 2020-07-25 09:14:32,115 - mmaction - INFO - Epoch [24][400/940] lr: 1.000e-02, eta: 19:38:09, time: 0.983, data_time: 0.006, memory: 8343, top1_acc: 0.5609, top5_acc: 0.7922, loss_cls: 1.8234, loss: 1.8234, grad_norm: 4.5659 2020-07-25 09:14:50,472 - mmaction - INFO - Epoch [24][420/940] lr: 1.000e-02, eta: 19:37:45, time: 0.923, data_time: 0.007, memory: 8343, top1_acc: 0.5533, top5_acc: 0.7855, loss_cls: 1.8869, loss: 1.8869, grad_norm: 4.6785 2020-07-25 09:15:09,727 - mmaction - INFO - Epoch [24][440/940] lr: 1.000e-02, eta: 19:37:24, time: 0.962, data_time: 0.008, memory: 8343, top1_acc: 0.5566, top5_acc: 0.7828, loss_cls: 1.8725, loss: 1.8725, grad_norm: 4.6580 2020-07-25 09:15:28,344 - mmaction - INFO - Epoch [24][460/940] lr: 1.000e-02, eta: 19:37:01, time: 0.931, data_time: 0.002, memory: 8343, top1_acc: 0.5506, top5_acc: 0.7842, loss_cls: 1.8855, loss: 1.8855, grad_norm: 4.6854 2020-07-25 09:15:45,485 - mmaction - INFO - Epoch [24][480/940] lr: 1.000e-02, eta: 19:36:33, time: 0.857, data_time: 0.002, memory: 8343, top1_acc: 0.5531, top5_acc: 0.7832, loss_cls: 1.8648, loss: 1.8648, grad_norm: 4.5942 2020-07-25 09:16:04,762 - mmaction - INFO - Epoch [24][500/940] lr: 1.000e-02, eta: 19:36:12, time: 0.962, data_time: 0.007, memory: 8343, top1_acc: 0.5496, top5_acc: 0.7910, loss_cls: 1.8560, loss: 1.8560, grad_norm: 4.6590 2020-07-25 09:16:25,703 - mmaction - INFO - Epoch [24][520/940] lr: 1.000e-02, eta: 19:35:57, time: 1.048, data_time: 0.010, memory: 8343, top1_acc: 0.5461, top5_acc: 0.7758, loss_cls: 1.9158, loss: 1.9158, grad_norm: 4.6883 2020-07-25 09:16:44,066 - mmaction - INFO - Epoch [24][540/940] lr: 1.000e-02, eta: 19:35:33, time: 0.920, data_time: 0.007, memory: 8343, top1_acc: 0.5537, top5_acc: 0.7914, loss_cls: 1.8531, loss: 1.8531, grad_norm: 4.6219 2020-07-25 09:17:04,022 - mmaction - INFO - Epoch [24][560/940] lr: 1.000e-02, eta: 19:35:15, time: 0.996, data_time: 0.006, memory: 8343, top1_acc: 0.5512, top5_acc: 0.7836, loss_cls: 1.8811, loss: 1.8811, grad_norm: 4.7035 2020-07-25 09:17:21,460 - mmaction - INFO - Epoch [24][580/940] lr: 1.000e-02, eta: 19:34:48, time: 0.873, data_time: 0.005, memory: 8343, top1_acc: 0.5535, top5_acc: 0.7908, loss_cls: 1.8506, loss: 1.8506, grad_norm: 4.6615 2020-07-25 09:17:40,225 - mmaction - INFO - Epoch [24][600/940] lr: 1.000e-02, eta: 19:34:26, time: 0.939, data_time: 0.002, memory: 8343, top1_acc: 0.5545, top5_acc: 0.7879, loss_cls: 1.8535, loss: 1.8535, grad_norm: 4.6259 2020-07-25 09:17:59,494 - mmaction - INFO - Epoch [24][620/940] lr: 1.000e-02, eta: 19:34:04, time: 0.954, data_time: 0.005, memory: 8343, top1_acc: 0.5490, top5_acc: 0.7799, loss_cls: 1.9049, loss: 1.9049, grad_norm: 4.6649 2020-07-25 09:18:18,097 - mmaction - INFO - Epoch [24][640/940] lr: 1.000e-02, eta: 19:33:42, time: 0.938, data_time: 0.012, memory: 8343, top1_acc: 0.5521, top5_acc: 0.7885, loss_cls: 1.8811, loss: 1.8811, grad_norm: 4.6790 2020-07-25 09:18:36,218 - mmaction - INFO - Epoch [24][660/940] lr: 1.000e-02, eta: 19:33:17, time: 0.902, data_time: 0.008, memory: 8343, top1_acc: 0.5660, top5_acc: 0.7877, loss_cls: 1.8598, loss: 1.8598, grad_norm: 4.6680 2020-07-25 09:18:55,085 - mmaction - INFO - Epoch [24][680/940] lr: 1.000e-02, eta: 19:32:55, time: 0.947, data_time: 0.009, memory: 8343, top1_acc: 0.5531, top5_acc: 0.7807, loss_cls: 1.8845, loss: 1.8845, grad_norm: 4.6494 2020-07-25 09:19:14,574 - mmaction - INFO - Epoch [24][700/940] lr: 1.000e-02, eta: 19:32:35, time: 0.976, data_time: 0.009, memory: 8343, top1_acc: 0.5543, top5_acc: 0.7818, loss_cls: 1.8962, loss: 1.8962, grad_norm: 4.6380 2020-07-25 09:19:33,350 - mmaction - INFO - Epoch [24][720/940] lr: 1.000e-02, eta: 19:32:13, time: 0.939, data_time: 0.003, memory: 8343, top1_acc: 0.5553, top5_acc: 0.7799, loss_cls: 1.8780, loss: 1.8780, grad_norm: 4.6555 2020-07-25 09:19:52,406 - mmaction - INFO - Epoch [24][740/940] lr: 1.000e-02, eta: 19:31:51, time: 0.952, data_time: 0.007, memory: 8343, top1_acc: 0.5531, top5_acc: 0.7875, loss_cls: 1.8411, loss: 1.8411, grad_norm: 4.5583 2020-07-25 09:20:10,607 - mmaction - INFO - Epoch [24][760/940] lr: 1.000e-02, eta: 19:31:27, time: 0.905, data_time: 0.008, memory: 8343, top1_acc: 0.5475, top5_acc: 0.7779, loss_cls: 1.9007, loss: 1.9007, grad_norm: 4.5918 2020-07-25 09:20:28,809 - mmaction - INFO - Epoch [24][780/940] lr: 1.000e-02, eta: 19:31:03, time: 0.917, data_time: 0.009, memory: 8343, top1_acc: 0.5516, top5_acc: 0.7744, loss_cls: 1.9214, loss: 1.9214, grad_norm: 4.6953 2020-07-25 09:20:48,254 - mmaction - INFO - Epoch [24][800/940] lr: 1.000e-02, eta: 19:30:43, time: 0.968, data_time: 0.006, memory: 8343, top1_acc: 0.5549, top5_acc: 0.7875, loss_cls: 1.8576, loss: 1.8576, grad_norm: 4.6370 2020-07-25 09:21:06,987 - mmaction - INFO - Epoch [24][820/940] lr: 1.000e-02, eta: 19:30:20, time: 0.938, data_time: 0.008, memory: 8343, top1_acc: 0.5521, top5_acc: 0.7914, loss_cls: 1.8721, loss: 1.8721, grad_norm: 4.6457 2020-07-25 09:21:26,168 - mmaction - INFO - Epoch [24][840/940] lr: 1.000e-02, eta: 19:29:59, time: 0.961, data_time: 0.009, memory: 8343, top1_acc: 0.5623, top5_acc: 0.7941, loss_cls: 1.8464, loss: 1.8464, grad_norm: 4.6406 2020-07-25 09:21:44,829 - mmaction - INFO - Epoch [24][860/940] lr: 1.000e-02, eta: 19:29:37, time: 0.934, data_time: 0.005, memory: 8343, top1_acc: 0.5500, top5_acc: 0.7840, loss_cls: 1.8781, loss: 1.8781, grad_norm: 4.5870 2020-07-25 09:22:03,338 - mmaction - INFO - Epoch [24][880/940] lr: 1.000e-02, eta: 19:29:13, time: 0.919, data_time: 0.008, memory: 8343, top1_acc: 0.5564, top5_acc: 0.7898, loss_cls: 1.8456, loss: 1.8456, grad_norm: 4.6495 2020-07-25 09:22:21,597 - mmaction - INFO - Epoch [24][900/940] lr: 1.000e-02, eta: 19:28:49, time: 0.920, data_time: 0.010, memory: 8343, top1_acc: 0.5496, top5_acc: 0.7771, loss_cls: 1.9066, loss: 1.9066, grad_norm: 4.6723 2020-07-25 09:22:41,613 - mmaction - INFO - Epoch [24][920/940] lr: 1.000e-02, eta: 19:28:31, time: 0.992, data_time: 0.006, memory: 8343, top1_acc: 0.5586, top5_acc: 0.7881, loss_cls: 1.8671, loss: 1.8671, grad_norm: 4.5958 2020-07-25 09:22:59,324 - mmaction - INFO - Epoch [24][940/940] lr: 1.000e-02, eta: 19:28:05, time: 0.894, data_time: 0.011, memory: 8343, top1_acc: 0.5577, top5_acc: 0.7856, loss_cls: 1.8765, loss: 1.8765, grad_norm: 4.7197 2020-07-25 09:22:59,723 - mmaction - INFO - Saving checkpoint at 24 epochs 2020-07-25 09:23:25,776 - mmaction - INFO - Epoch [25][20/940] lr: 1.000e-02, eta: 19:28:04, time: 1.275, data_time: 0.489, memory: 8343, top1_acc: 0.5557, top5_acc: 0.7861, loss_cls: 1.8543, loss: 1.8543, grad_norm: 4.6332 2020-07-25 09:23:45,231 - mmaction - INFO - Epoch [25][40/940] lr: 1.000e-02, eta: 19:27:44, time: 0.969, data_time: 0.011, memory: 8343, top1_acc: 0.5592, top5_acc: 0.7861, loss_cls: 1.8655, loss: 1.8655, grad_norm: 4.6592 2020-07-25 09:24:01,662 - mmaction - INFO - Epoch [25][60/940] lr: 1.000e-02, eta: 19:27:15, time: 0.827, data_time: 0.011, memory: 8343, top1_acc: 0.5598, top5_acc: 0.7887, loss_cls: 1.8496, loss: 1.8496, grad_norm: 4.5938 2020-07-25 09:24:21,197 - mmaction - INFO - Epoch [25][80/940] lr: 1.000e-02, eta: 19:26:55, time: 0.976, data_time: 0.009, memory: 8343, top1_acc: 0.5648, top5_acc: 0.7926, loss_cls: 1.8218, loss: 1.8218, grad_norm: 4.6123 2020-07-25 09:24:38,960 - mmaction - INFO - Epoch [25][100/940] lr: 1.000e-02, eta: 19:26:29, time: 0.890, data_time: 0.007, memory: 8343, top1_acc: 0.5666, top5_acc: 0.7941, loss_cls: 1.8194, loss: 1.8194, grad_norm: 4.5809 2020-07-25 09:24:57,962 - mmaction - INFO - Epoch [25][120/940] lr: 1.000e-02, eta: 19:26:07, time: 0.946, data_time: 0.008, memory: 8343, top1_acc: 0.5729, top5_acc: 0.8045, loss_cls: 1.7969, loss: 1.7969, grad_norm: 4.6222 2020-07-25 09:25:15,635 - mmaction - INFO - Epoch [25][140/940] lr: 1.000e-02, eta: 19:25:42, time: 0.886, data_time: 0.010, memory: 8343, top1_acc: 0.5666, top5_acc: 0.7900, loss_cls: 1.8383, loss: 1.8383, grad_norm: 4.6312 2020-07-25 09:25:34,296 - mmaction - INFO - Epoch [25][160/940] lr: 1.000e-02, eta: 19:25:19, time: 0.932, data_time: 0.007, memory: 8343, top1_acc: 0.5646, top5_acc: 0.7943, loss_cls: 1.8059, loss: 1.8059, grad_norm: 4.6339 2020-07-25 09:25:53,253 - mmaction - INFO - Epoch [25][180/940] lr: 1.000e-02, eta: 19:24:58, time: 0.951, data_time: 0.009, memory: 8343, top1_acc: 0.5631, top5_acc: 0.7822, loss_cls: 1.8613, loss: 1.8613, grad_norm: 4.6671 2020-07-25 09:26:12,065 - mmaction - INFO - Epoch [25][200/940] lr: 1.000e-02, eta: 19:24:35, time: 0.939, data_time: 0.003, memory: 8343, top1_acc: 0.5643, top5_acc: 0.7963, loss_cls: 1.7976, loss: 1.7976, grad_norm: 4.6849 2020-07-25 09:26:30,651 - mmaction - INFO - Epoch [25][220/940] lr: 1.000e-02, eta: 19:24:12, time: 0.926, data_time: 0.007, memory: 8343, top1_acc: 0.5697, top5_acc: 0.7986, loss_cls: 1.7979, loss: 1.7979, grad_norm: 4.6372 2020-07-25 09:26:48,959 - mmaction - INFO - Epoch [25][240/940] lr: 1.000e-02, eta: 19:23:49, time: 0.920, data_time: 0.008, memory: 8343, top1_acc: 0.5637, top5_acc: 0.7861, loss_cls: 1.8537, loss: 1.8537, grad_norm: 4.6692 2020-07-25 09:27:08,059 - mmaction - INFO - Epoch [25][260/940] lr: 1.000e-02, eta: 19:23:28, time: 0.952, data_time: 0.008, memory: 8343, top1_acc: 0.5512, top5_acc: 0.7840, loss_cls: 1.8648, loss: 1.8648, grad_norm: 4.6930 2020-07-25 09:27:28,114 - mmaction - INFO - Epoch [25][280/940] lr: 1.000e-02, eta: 19:23:10, time: 1.007, data_time: 0.006, memory: 8343, top1_acc: 0.5559, top5_acc: 0.7895, loss_cls: 1.8476, loss: 1.8476, grad_norm: 4.7669 2020-07-25 09:27:45,763 - mmaction - INFO - Epoch [25][300/940] lr: 1.000e-02, eta: 19:22:44, time: 0.877, data_time: 0.005, memory: 8343, top1_acc: 0.5672, top5_acc: 0.7932, loss_cls: 1.7958, loss: 1.7958, grad_norm: 4.5413 2020-07-25 09:28:03,584 - mmaction - INFO - Epoch [25][320/940] lr: 1.000e-02, eta: 19:22:19, time: 0.896, data_time: 0.008, memory: 8343, top1_acc: 0.5742, top5_acc: 0.7971, loss_cls: 1.7906, loss: 1.7906, grad_norm: 4.6882 2020-07-25 09:28:22,626 - mmaction - INFO - Epoch [25][340/940] lr: 1.000e-02, eta: 19:21:57, time: 0.949, data_time: 0.007, memory: 8343, top1_acc: 0.5545, top5_acc: 0.7820, loss_cls: 1.8778, loss: 1.8778, grad_norm: 4.6994 2020-07-25 09:28:42,114 - mmaction - INFO - Epoch [25][360/940] lr: 1.000e-02, eta: 19:21:37, time: 0.977, data_time: 0.008, memory: 8343, top1_acc: 0.5660, top5_acc: 0.7861, loss_cls: 1.8511, loss: 1.8511, grad_norm: 4.6056 2020-07-25 09:29:00,477 - mmaction - INFO - Epoch [25][380/940] lr: 1.000e-02, eta: 19:21:14, time: 0.919, data_time: 0.007, memory: 8343, top1_acc: 0.5768, top5_acc: 0.7941, loss_cls: 1.7734, loss: 1.7734, grad_norm: 4.5752 2020-07-25 09:29:18,522 - mmaction - INFO - Epoch [25][400/940] lr: 1.000e-02, eta: 19:20:49, time: 0.901, data_time: 0.004, memory: 8343, top1_acc: 0.5451, top5_acc: 0.7871, loss_cls: 1.8782, loss: 1.8782, grad_norm: 4.7222 2020-07-25 09:29:37,540 - mmaction - INFO - Epoch [25][420/940] lr: 1.000e-02, eta: 19:20:28, time: 0.951, data_time: 0.007, memory: 8343, top1_acc: 0.5611, top5_acc: 0.7928, loss_cls: 1.8486, loss: 1.8486, grad_norm: 4.6394 2020-07-25 09:29:55,797 - mmaction - INFO - Epoch [25][440/940] lr: 1.000e-02, eta: 19:20:04, time: 0.914, data_time: 0.006, memory: 8343, top1_acc: 0.5742, top5_acc: 0.7879, loss_cls: 1.8217, loss: 1.8217, grad_norm: 4.5957 2020-07-25 09:30:14,879 - mmaction - INFO - Epoch [25][460/940] lr: 1.000e-02, eta: 19:19:43, time: 0.955, data_time: 0.007, memory: 8343, top1_acc: 0.5602, top5_acc: 0.7937, loss_cls: 1.8655, loss: 1.8655, grad_norm: 4.7104 2020-07-25 09:30:35,438 - mmaction - INFO - Epoch [25][480/940] lr: 1.000e-02, eta: 19:19:26, time: 1.025, data_time: 0.007, memory: 8343, top1_acc: 0.5613, top5_acc: 0.7875, loss_cls: 1.8486, loss: 1.8486, grad_norm: 4.7051 2020-07-25 09:30:53,112 - mmaction - INFO - Epoch [25][500/940] lr: 1.000e-02, eta: 19:19:01, time: 0.885, data_time: 0.009, memory: 8343, top1_acc: 0.5637, top5_acc: 0.7805, loss_cls: 1.8682, loss: 1.8682, grad_norm: 4.7113 2020-07-25 09:31:12,756 - mmaction - INFO - Epoch [25][520/940] lr: 1.000e-02, eta: 19:18:41, time: 0.982, data_time: 0.009, memory: 8343, top1_acc: 0.5674, top5_acc: 0.7926, loss_cls: 1.8244, loss: 1.8244, grad_norm: 4.6164 2020-07-25 09:31:30,721 - mmaction - INFO - Epoch [25][540/940] lr: 1.000e-02, eta: 19:18:16, time: 0.900, data_time: 0.007, memory: 8343, top1_acc: 0.5623, top5_acc: 0.7914, loss_cls: 1.8275, loss: 1.8275, grad_norm: 4.6913 2020-07-25 09:31:50,617 - mmaction - INFO - Epoch [25][560/940] lr: 1.000e-02, eta: 19:17:58, time: 0.996, data_time: 0.008, memory: 8343, top1_acc: 0.5648, top5_acc: 0.7947, loss_cls: 1.8346, loss: 1.8346, grad_norm: 4.7268 2020-07-25 09:32:08,969 - mmaction - INFO - Epoch [25][580/940] lr: 1.000e-02, eta: 19:17:34, time: 0.916, data_time: 0.007, memory: 8343, top1_acc: 0.5529, top5_acc: 0.7811, loss_cls: 1.8746, loss: 1.8746, grad_norm: 4.6263 2020-07-25 09:32:29,215 - mmaction - INFO - Epoch [25][600/940] lr: 1.000e-02, eta: 19:17:17, time: 1.012, data_time: 0.003, memory: 8343, top1_acc: 0.5514, top5_acc: 0.7871, loss_cls: 1.8742, loss: 1.8742, grad_norm: 4.7914 2020-07-25 09:32:46,444 - mmaction - INFO - Epoch [25][620/940] lr: 1.000e-02, eta: 19:16:50, time: 0.862, data_time: 0.007, memory: 8343, top1_acc: 0.5564, top5_acc: 0.7805, loss_cls: 1.8822, loss: 1.8822, grad_norm: 4.7253 2020-07-25 09:33:05,121 - mmaction - INFO - Epoch [25][640/940] lr: 1.000e-02, eta: 19:16:27, time: 0.934, data_time: 0.008, memory: 8343, top1_acc: 0.5570, top5_acc: 0.7879, loss_cls: 1.8723, loss: 1.8723, grad_norm: 4.6567 2020-07-25 09:33:25,826 - mmaction - INFO - Epoch [25][660/940] lr: 1.000e-02, eta: 19:16:11, time: 1.029, data_time: 0.006, memory: 8343, top1_acc: 0.5383, top5_acc: 0.7859, loss_cls: 1.8988, loss: 1.8988, grad_norm: 4.8290 2020-07-25 09:33:46,358 - mmaction - INFO - Epoch [25][680/940] lr: 1.000e-02, eta: 19:15:54, time: 1.033, data_time: 0.008, memory: 8343, top1_acc: 0.5654, top5_acc: 0.7883, loss_cls: 1.8634, loss: 1.8634, grad_norm: 4.7201 2020-07-25 09:34:04,634 - mmaction - INFO - Epoch [25][700/940] lr: 1.000e-02, eta: 19:15:31, time: 0.913, data_time: 0.007, memory: 8343, top1_acc: 0.5492, top5_acc: 0.7797, loss_cls: 1.9048, loss: 1.9048, grad_norm: 4.7044 2020-07-25 09:34:24,220 - mmaction - INFO - Epoch [25][720/940] lr: 1.000e-02, eta: 19:15:11, time: 0.980, data_time: 0.003, memory: 8343, top1_acc: 0.5473, top5_acc: 0.7865, loss_cls: 1.8828, loss: 1.8828, grad_norm: 4.6770 2020-07-25 09:34:41,820 - mmaction - INFO - Epoch [25][740/940] lr: 1.000e-02, eta: 19:14:45, time: 0.877, data_time: 0.005, memory: 8343, top1_acc: 0.5639, top5_acc: 0.7900, loss_cls: 1.8420, loss: 1.8420, grad_norm: 4.5802 2020-07-25 09:34:59,610 - mmaction - INFO - Epoch [25][760/940] lr: 1.000e-02, eta: 19:14:20, time: 0.892, data_time: 0.005, memory: 8343, top1_acc: 0.5639, top5_acc: 0.7779, loss_cls: 1.8751, loss: 1.8751, grad_norm: 4.6076 2020-07-25 09:35:20,218 - mmaction - INFO - Epoch [25][780/940] lr: 1.000e-02, eta: 19:14:04, time: 1.031, data_time: 0.005, memory: 8343, top1_acc: 0.5523, top5_acc: 0.7857, loss_cls: 1.8785, loss: 1.8785, grad_norm: 4.7543 2020-07-25 09:35:38,902 - mmaction - INFO - Epoch [25][800/940] lr: 1.000e-02, eta: 19:13:41, time: 0.930, data_time: 0.007, memory: 8343, top1_acc: 0.5547, top5_acc: 0.7936, loss_cls: 1.8571, loss: 1.8571, grad_norm: 4.6981 2020-07-25 09:35:56,975 - mmaction - INFO - Epoch [25][820/940] lr: 1.000e-02, eta: 19:13:17, time: 0.908, data_time: 0.008, memory: 8343, top1_acc: 0.5529, top5_acc: 0.7859, loss_cls: 1.8699, loss: 1.8699, grad_norm: 4.6623 2020-07-25 09:36:15,903 - mmaction - INFO - Epoch [25][840/940] lr: 1.000e-02, eta: 19:12:56, time: 0.944, data_time: 0.006, memory: 8343, top1_acc: 0.5662, top5_acc: 0.7822, loss_cls: 1.8511, loss: 1.8511, grad_norm: 4.6140 2020-07-25 09:36:34,412 - mmaction - INFO - Epoch [25][860/940] lr: 1.000e-02, eta: 19:12:33, time: 0.927, data_time: 0.005, memory: 8343, top1_acc: 0.5574, top5_acc: 0.7875, loss_cls: 1.8897, loss: 1.8897, grad_norm: 4.7057 2020-07-25 09:36:52,595 - mmaction - INFO - Epoch [25][880/940] lr: 1.000e-02, eta: 19:12:09, time: 0.910, data_time: 0.003, memory: 8343, top1_acc: 0.5631, top5_acc: 0.7980, loss_cls: 1.8349, loss: 1.8349, grad_norm: 4.5960 2020-07-25 09:37:10,991 - mmaction - INFO - Epoch [25][900/940] lr: 1.000e-02, eta: 19:11:46, time: 0.919, data_time: 0.005, memory: 8343, top1_acc: 0.5480, top5_acc: 0.7842, loss_cls: 1.8819, loss: 1.8819, grad_norm: 4.7521 2020-07-25 09:37:30,606 - mmaction - INFO - Epoch [25][920/940] lr: 1.000e-02, eta: 19:11:26, time: 0.980, data_time: 0.003, memory: 8343, top1_acc: 0.5492, top5_acc: 0.7785, loss_cls: 1.9137, loss: 1.9137, grad_norm: 4.6197 2020-07-25 09:37:47,648 - mmaction - INFO - Epoch [25][940/940] lr: 1.000e-02, eta: 19:10:59, time: 0.852, data_time: 0.008, memory: 8343, top1_acc: 0.5522, top5_acc: 0.7852, loss_cls: 1.8904, loss: 1.8904, grad_norm: 4.7407 2020-07-25 09:37:48,127 - mmaction - INFO - Saving checkpoint at 25 epochs 2020-07-25 09:38:16,233 - mmaction - INFO - Epoch [26][20/940] lr: 1.000e-02, eta: 19:11:04, time: 1.386, data_time: 0.549, memory: 8343, top1_acc: 0.5674, top5_acc: 0.8012, loss_cls: 1.8000, loss: 1.8000, grad_norm: 4.5306 2020-07-25 09:38:31,938 - mmaction - INFO - Epoch [26][40/940] lr: 1.000e-02, eta: 19:10:32, time: 0.777, data_time: 0.006, memory: 8343, top1_acc: 0.5641, top5_acc: 0.7855, loss_cls: 1.8457, loss: 1.8457, grad_norm: 4.5500 2020-07-25 09:38:49,785 - mmaction - INFO - Epoch [26][60/940] lr: 1.000e-02, eta: 19:10:08, time: 0.900, data_time: 0.011, memory: 8343, top1_acc: 0.5551, top5_acc: 0.7826, loss_cls: 1.8796, loss: 1.8796, grad_norm: 4.5756 2020-07-25 09:39:07,722 - mmaction - INFO - Epoch [26][80/940] lr: 1.000e-02, eta: 19:09:43, time: 0.895, data_time: 0.005, memory: 8343, top1_acc: 0.5705, top5_acc: 0.8066, loss_cls: 1.7696, loss: 1.7696, grad_norm: 4.5096 2020-07-25 09:39:26,803 - mmaction - INFO - Epoch [26][100/940] lr: 1.000e-02, eta: 19:09:22, time: 0.957, data_time: 0.007, memory: 8343, top1_acc: 0.5662, top5_acc: 0.7885, loss_cls: 1.8396, loss: 1.8396, grad_norm: 4.6703 2020-07-25 09:39:45,991 - mmaction - INFO - Epoch [26][120/940] lr: 1.000e-02, eta: 19:09:01, time: 0.958, data_time: 0.006, memory: 8343, top1_acc: 0.5633, top5_acc: 0.7973, loss_cls: 1.8083, loss: 1.8083, grad_norm: 4.5785 2020-07-25 09:40:04,311 - mmaction - INFO - Epoch [26][140/940] lr: 1.000e-02, eta: 19:08:38, time: 0.917, data_time: 0.003, memory: 8343, top1_acc: 0.5725, top5_acc: 0.7932, loss_cls: 1.8205, loss: 1.8205, grad_norm: 4.6197 2020-07-25 09:40:22,611 - mmaction - INFO - Epoch [26][160/940] lr: 1.000e-02, eta: 19:08:14, time: 0.914, data_time: 0.002, memory: 8343, top1_acc: 0.5547, top5_acc: 0.7910, loss_cls: 1.8404, loss: 1.8404, grad_norm: 4.6260 2020-07-25 09:40:41,635 - mmaction - INFO - Epoch [26][180/940] lr: 1.000e-02, eta: 19:07:53, time: 0.950, data_time: 0.006, memory: 8343, top1_acc: 0.5785, top5_acc: 0.8064, loss_cls: 1.7583, loss: 1.7583, grad_norm: 4.5390 2020-07-25 09:41:00,901 - mmaction - INFO - Epoch [26][200/940] lr: 1.000e-02, eta: 19:07:32, time: 0.958, data_time: 0.010, memory: 8343, top1_acc: 0.5727, top5_acc: 0.7965, loss_cls: 1.7807, loss: 1.7807, grad_norm: 4.4875 2020-07-25 09:41:18,995 - mmaction - INFO - Epoch [26][220/940] lr: 1.000e-02, eta: 19:07:08, time: 0.910, data_time: 0.011, memory: 8343, top1_acc: 0.5689, top5_acc: 0.7969, loss_cls: 1.8096, loss: 1.8096, grad_norm: 4.5585 2020-07-25 09:41:37,612 - mmaction - INFO - Epoch [26][240/940] lr: 1.000e-02, eta: 19:06:46, time: 0.930, data_time: 0.008, memory: 8343, top1_acc: 0.5836, top5_acc: 0.7973, loss_cls: 1.7806, loss: 1.7806, grad_norm: 4.5732 2020-07-25 09:41:56,118 - mmaction - INFO - Epoch [26][260/940] lr: 1.000e-02, eta: 19:06:23, time: 0.927, data_time: 0.005, memory: 8343, top1_acc: 0.5646, top5_acc: 0.8008, loss_cls: 1.8096, loss: 1.8096, grad_norm: 4.6227 2020-07-25 09:42:14,439 - mmaction - INFO - Epoch [26][280/940] lr: 1.000e-02, eta: 19:06:00, time: 0.913, data_time: 0.007, memory: 8343, top1_acc: 0.5602, top5_acc: 0.7902, loss_cls: 1.8922, loss: 1.8922, grad_norm: 4.7819 2020-07-25 09:42:33,567 - mmaction - INFO - Epoch [26][300/940] lr: 1.000e-02, eta: 19:05:39, time: 0.959, data_time: 0.008, memory: 8343, top1_acc: 0.5648, top5_acc: 0.8035, loss_cls: 1.8041, loss: 1.8041, grad_norm: 4.6471 2020-07-25 09:42:52,448 - mmaction - INFO - Epoch [26][320/940] lr: 1.000e-02, eta: 19:05:17, time: 0.941, data_time: 0.008, memory: 8343, top1_acc: 0.5619, top5_acc: 0.7930, loss_cls: 1.8405, loss: 1.8405, grad_norm: 4.6746 2020-07-25 09:43:11,269 - mmaction - INFO - Epoch [26][340/940] lr: 1.000e-02, eta: 19:04:56, time: 0.945, data_time: 0.009, memory: 8343, top1_acc: 0.5582, top5_acc: 0.7863, loss_cls: 1.8385, loss: 1.8385, grad_norm: 4.6848 2020-07-25 09:43:29,456 - mmaction - INFO - Epoch [26][360/940] lr: 1.000e-02, eta: 19:04:32, time: 0.906, data_time: 0.007, memory: 8343, top1_acc: 0.5613, top5_acc: 0.7910, loss_cls: 1.8387, loss: 1.8387, grad_norm: 4.5706 2020-07-25 09:43:48,218 - mmaction - INFO - Epoch [26][380/940] lr: 1.000e-02, eta: 19:04:10, time: 0.941, data_time: 0.007, memory: 8343, top1_acc: 0.5609, top5_acc: 0.7816, loss_cls: 1.8522, loss: 1.8522, grad_norm: 4.6988 2020-07-25 09:44:06,938 - mmaction - INFO - Epoch [26][400/940] lr: 1.000e-02, eta: 19:03:48, time: 0.932, data_time: 0.007, memory: 8343, top1_acc: 0.5645, top5_acc: 0.7916, loss_cls: 1.8302, loss: 1.8302, grad_norm: 4.6979 2020-07-25 09:44:25,558 - mmaction - INFO - Epoch [26][420/940] lr: 1.000e-02, eta: 19:03:25, time: 0.934, data_time: 0.007, memory: 8343, top1_acc: 0.5598, top5_acc: 0.7898, loss_cls: 1.8275, loss: 1.8275, grad_norm: 4.6617 2020-07-25 09:44:44,215 - mmaction - INFO - Epoch [26][440/940] lr: 1.000e-02, eta: 19:03:03, time: 0.927, data_time: 0.008, memory: 8343, top1_acc: 0.5639, top5_acc: 0.7885, loss_cls: 1.8152, loss: 1.8152, grad_norm: 4.6570 2020-07-25 09:45:03,880 - mmaction - INFO - Epoch [26][460/940] lr: 1.000e-02, eta: 19:02:44, time: 0.991, data_time: 0.010, memory: 8343, top1_acc: 0.5615, top5_acc: 0.7990, loss_cls: 1.8076, loss: 1.8076, grad_norm: 4.6311 2020-07-25 09:45:22,777 - mmaction - INFO - Epoch [26][480/940] lr: 1.000e-02, eta: 19:02:22, time: 0.945, data_time: 0.002, memory: 8343, top1_acc: 0.5668, top5_acc: 0.7910, loss_cls: 1.8266, loss: 1.8266, grad_norm: 4.6738 2020-07-25 09:45:41,347 - mmaction - INFO - Epoch [26][500/940] lr: 1.000e-02, eta: 19:01:59, time: 0.923, data_time: 0.008, memory: 8343, top1_acc: 0.5553, top5_acc: 0.7930, loss_cls: 1.8603, loss: 1.8603, grad_norm: 4.7074 2020-07-25 09:45:59,345 - mmaction - INFO - Epoch [26][520/940] lr: 1.000e-02, eta: 19:01:36, time: 0.905, data_time: 0.008, memory: 8343, top1_acc: 0.5609, top5_acc: 0.7932, loss_cls: 1.8374, loss: 1.8374, grad_norm: 4.6470 2020-07-25 09:46:17,903 - mmaction - INFO - Epoch [26][540/940] lr: 1.000e-02, eta: 19:01:13, time: 0.928, data_time: 0.007, memory: 8343, top1_acc: 0.5770, top5_acc: 0.8027, loss_cls: 1.7932, loss: 1.7932, grad_norm: 4.6016 2020-07-25 09:46:36,894 - mmaction - INFO - Epoch [26][560/940] lr: 1.000e-02, eta: 19:00:52, time: 0.948, data_time: 0.002, memory: 8343, top1_acc: 0.5762, top5_acc: 0.8061, loss_cls: 1.7951, loss: 1.7951, grad_norm: 4.6273 2020-07-25 09:46:55,801 - mmaction - INFO - Epoch [26][580/940] lr: 1.000e-02, eta: 19:00:30, time: 0.948, data_time: 0.008, memory: 8343, top1_acc: 0.5637, top5_acc: 0.7965, loss_cls: 1.8275, loss: 1.8275, grad_norm: 4.6524 2020-07-25 09:47:16,514 - mmaction - INFO - Epoch [26][600/940] lr: 1.000e-02, eta: 19:00:14, time: 1.034, data_time: 0.007, memory: 8343, top1_acc: 0.5723, top5_acc: 0.7906, loss_cls: 1.8288, loss: 1.8288, grad_norm: 4.6480 2020-07-25 09:47:35,343 - mmaction - INFO - Epoch [26][620/940] lr: 1.000e-02, eta: 18:59:52, time: 0.942, data_time: 0.006, memory: 8343, top1_acc: 0.5637, top5_acc: 0.7922, loss_cls: 1.8309, loss: 1.8309, grad_norm: 4.6254 2020-07-25 09:47:54,307 - mmaction - INFO - Epoch [26][640/940] lr: 1.000e-02, eta: 18:59:30, time: 0.942, data_time: 0.008, memory: 8343, top1_acc: 0.5652, top5_acc: 0.7904, loss_cls: 1.8490, loss: 1.8490, grad_norm: 4.6078 2020-07-25 09:48:12,433 - mmaction - INFO - Epoch [26][660/940] lr: 1.000e-02, eta: 18:59:07, time: 0.912, data_time: 0.009, memory: 8343, top1_acc: 0.5521, top5_acc: 0.7797, loss_cls: 1.8968, loss: 1.8968, grad_norm: 4.8520 2020-07-25 09:48:32,640 - mmaction - INFO - Epoch [26][680/940] lr: 1.000e-02, eta: 18:58:49, time: 1.010, data_time: 0.007, memory: 8343, top1_acc: 0.5561, top5_acc: 0.7836, loss_cls: 1.8382, loss: 1.8382, grad_norm: 4.6786 2020-07-25 09:48:50,246 - mmaction - INFO - Epoch [26][700/940] lr: 1.000e-02, eta: 18:58:24, time: 0.882, data_time: 0.009, memory: 8343, top1_acc: 0.5475, top5_acc: 0.7805, loss_cls: 1.8872, loss: 1.8872, grad_norm: 4.7932 2020-07-25 09:49:10,085 - mmaction - INFO - Epoch [26][720/940] lr: 1.000e-02, eta: 18:58:05, time: 0.989, data_time: 0.006, memory: 8343, top1_acc: 0.5555, top5_acc: 0.7844, loss_cls: 1.8480, loss: 1.8480, grad_norm: 4.7127 2020-07-25 09:49:27,837 - mmaction - INFO - Epoch [26][740/940] lr: 1.000e-02, eta: 18:57:41, time: 0.890, data_time: 0.007, memory: 8343, top1_acc: 0.5672, top5_acc: 0.7898, loss_cls: 1.8436, loss: 1.8436, grad_norm: 4.7116 2020-07-25 09:49:47,456 - mmaction - INFO - Epoch [26][760/940] lr: 1.000e-02, eta: 18:57:21, time: 0.980, data_time: 0.007, memory: 8343, top1_acc: 0.5551, top5_acc: 0.7842, loss_cls: 1.8844, loss: 1.8844, grad_norm: 4.7643 2020-07-25 09:50:06,057 - mmaction - INFO - Epoch [26][780/940] lr: 1.000e-02, eta: 18:56:59, time: 0.930, data_time: 0.008, memory: 8343, top1_acc: 0.5494, top5_acc: 0.7893, loss_cls: 1.8776, loss: 1.8776, grad_norm: 4.6946 2020-07-25 09:50:26,162 - mmaction - INFO - Epoch [26][800/940] lr: 1.000e-02, eta: 18:56:41, time: 1.006, data_time: 0.002, memory: 8343, top1_acc: 0.5543, top5_acc: 0.7846, loss_cls: 1.8650, loss: 1.8650, grad_norm: 4.6771 2020-07-25 09:50:44,488 - mmaction - INFO - Epoch [26][820/940] lr: 1.000e-02, eta: 18:56:17, time: 0.915, data_time: 0.006, memory: 8343, top1_acc: 0.5547, top5_acc: 0.7859, loss_cls: 1.8699, loss: 1.8699, grad_norm: 4.7492 2020-07-25 09:51:02,350 - mmaction - INFO - Epoch [26][840/940] lr: 1.000e-02, eta: 18:55:53, time: 0.894, data_time: 0.003, memory: 8343, top1_acc: 0.5617, top5_acc: 0.7916, loss_cls: 1.8446, loss: 1.8446, grad_norm: 4.6573 2020-07-25 09:51:21,098 - mmaction - INFO - Epoch [26][860/940] lr: 1.000e-02, eta: 18:55:31, time: 0.937, data_time: 0.007, memory: 8343, top1_acc: 0.5627, top5_acc: 0.7914, loss_cls: 1.8234, loss: 1.8234, grad_norm: 4.6631 2020-07-25 09:51:39,989 - mmaction - INFO - Epoch [26][880/940] lr: 1.000e-02, eta: 18:55:10, time: 0.944, data_time: 0.003, memory: 8343, top1_acc: 0.5658, top5_acc: 0.7891, loss_cls: 1.8372, loss: 1.8372, grad_norm: 4.6796 2020-07-25 09:52:00,951 - mmaction - INFO - Epoch [26][900/940] lr: 1.000e-02, eta: 18:54:54, time: 1.049, data_time: 0.004, memory: 8343, top1_acc: 0.5611, top5_acc: 0.7939, loss_cls: 1.8468, loss: 1.8468, grad_norm: 4.6961 2020-07-25 09:52:19,156 - mmaction - INFO - Epoch [26][920/940] lr: 1.000e-02, eta: 18:54:30, time: 0.904, data_time: 0.006, memory: 8343, top1_acc: 0.5545, top5_acc: 0.7895, loss_cls: 1.8766, loss: 1.8766, grad_norm: 4.6489 2020-07-25 09:52:36,275 - mmaction - INFO - Epoch [26][940/940] lr: 1.000e-02, eta: 18:54:04, time: 0.862, data_time: 0.009, memory: 8343, top1_acc: 0.5567, top5_acc: 0.7854, loss_cls: 1.8667, loss: 1.8667, grad_norm: 4.7503 2020-07-25 09:52:36,665 - mmaction - INFO - Saving checkpoint at 26 epochs 2020-07-25 09:53:04,029 - mmaction - INFO - Epoch [27][20/940] lr: 1.000e-02, eta: 18:54:05, time: 1.346, data_time: 0.538, memory: 8343, top1_acc: 0.5830, top5_acc: 0.8002, loss_cls: 1.7641, loss: 1.7641, grad_norm: 4.4902 2020-07-25 09:53:22,630 - mmaction - INFO - Epoch [27][40/940] lr: 1.000e-02, eta: 18:53:43, time: 0.930, data_time: 0.011, memory: 8343, top1_acc: 0.5816, top5_acc: 0.8061, loss_cls: 1.7733, loss: 1.7733, grad_norm: 4.5671 2020-07-25 09:53:41,495 - mmaction - INFO - Epoch [27][60/940] lr: 1.000e-02, eta: 18:53:22, time: 0.946, data_time: 0.006, memory: 8343, top1_acc: 0.5570, top5_acc: 0.7969, loss_cls: 1.8407, loss: 1.8407, grad_norm: 4.6355 2020-07-25 09:53:59,929 - mmaction - INFO - Epoch [27][80/940] lr: 1.000e-02, eta: 18:52:58, time: 0.913, data_time: 0.007, memory: 8343, top1_acc: 0.5775, top5_acc: 0.7924, loss_cls: 1.8087, loss: 1.8087, grad_norm: 4.6080 2020-07-25 09:54:17,561 - mmaction - INFO - Epoch [27][100/940] lr: 1.000e-02, eta: 18:52:34, time: 0.890, data_time: 0.010, memory: 8343, top1_acc: 0.5578, top5_acc: 0.7975, loss_cls: 1.8331, loss: 1.8331, grad_norm: 4.6655 2020-07-25 09:54:36,077 - mmaction - INFO - Epoch [27][120/940] lr: 1.000e-02, eta: 18:52:11, time: 0.922, data_time: 0.007, memory: 8343, top1_acc: 0.5703, top5_acc: 0.7943, loss_cls: 1.8083, loss: 1.8083, grad_norm: 4.6522 2020-07-25 09:54:54,753 - mmaction - INFO - Epoch [27][140/940] lr: 1.000e-02, eta: 18:51:49, time: 0.932, data_time: 0.010, memory: 8343, top1_acc: 0.5631, top5_acc: 0.7932, loss_cls: 1.8043, loss: 1.8043, grad_norm: 4.6641 2020-07-25 09:55:14,281 - mmaction - INFO - Epoch [27][160/940] lr: 1.000e-02, eta: 18:51:30, time: 0.980, data_time: 0.008, memory: 8343, top1_acc: 0.5666, top5_acc: 0.7951, loss_cls: 1.8229, loss: 1.8229, grad_norm: 4.6555 2020-07-25 09:55:32,796 - mmaction - INFO - Epoch [27][180/940] lr: 1.000e-02, eta: 18:51:07, time: 0.928, data_time: 0.004, memory: 8343, top1_acc: 0.5623, top5_acc: 0.8006, loss_cls: 1.8217, loss: 1.8217, grad_norm: 4.6363 2020-07-25 09:55:51,379 - mmaction - INFO - Epoch [27][200/940] lr: 1.000e-02, eta: 18:50:45, time: 0.929, data_time: 0.002, memory: 8343, top1_acc: 0.5662, top5_acc: 0.7943, loss_cls: 1.8141, loss: 1.8141, grad_norm: 4.5842 2020-07-25 09:56:09,750 - mmaction - INFO - Epoch [27][220/940] lr: 1.000e-02, eta: 18:50:22, time: 0.918, data_time: 0.002, memory: 8343, top1_acc: 0.5689, top5_acc: 0.7992, loss_cls: 1.7833, loss: 1.7833, grad_norm: 4.5651 2020-07-25 09:56:29,447 - mmaction - INFO - Epoch [27][240/940] lr: 1.000e-02, eta: 18:50:02, time: 0.983, data_time: 0.007, memory: 8343, top1_acc: 0.5646, top5_acc: 0.7908, loss_cls: 1.8261, loss: 1.8261, grad_norm: 4.5864 2020-07-25 09:56:47,437 - mmaction - INFO - Epoch [27][260/940] lr: 1.000e-02, eta: 18:49:39, time: 0.901, data_time: 0.007, memory: 8343, top1_acc: 0.5650, top5_acc: 0.7920, loss_cls: 1.8162, loss: 1.8162, grad_norm: 4.5996 2020-07-25 09:57:06,504 - mmaction - INFO - Epoch [27][280/940] lr: 1.000e-02, eta: 18:49:17, time: 0.947, data_time: 0.009, memory: 8343, top1_acc: 0.5502, top5_acc: 0.7924, loss_cls: 1.8343, loss: 1.8343, grad_norm: 4.7264 2020-07-25 09:57:25,193 - mmaction - INFO - Epoch [27][300/940] lr: 1.000e-02, eta: 18:48:56, time: 0.941, data_time: 0.011, memory: 8343, top1_acc: 0.5719, top5_acc: 0.7977, loss_cls: 1.7948, loss: 1.7948, grad_norm: 4.6464 2020-07-25 09:57:44,176 - mmaction - INFO - Epoch [27][320/940] lr: 1.000e-02, eta: 18:48:34, time: 0.948, data_time: 0.009, memory: 8343, top1_acc: 0.5652, top5_acc: 0.7926, loss_cls: 1.8124, loss: 1.8124, grad_norm: 4.6550 2020-07-25 09:58:03,532 - mmaction - INFO - Epoch [27][340/940] lr: 1.000e-02, eta: 18:48:14, time: 0.969, data_time: 0.008, memory: 8343, top1_acc: 0.5654, top5_acc: 0.7926, loss_cls: 1.7988, loss: 1.7988, grad_norm: 4.5964 2020-07-25 09:58:22,750 - mmaction - INFO - Epoch [27][360/940] lr: 1.000e-02, eta: 18:47:54, time: 0.962, data_time: 0.008, memory: 8343, top1_acc: 0.5510, top5_acc: 0.7744, loss_cls: 1.8930, loss: 1.8930, grad_norm: 4.7048 2020-07-25 09:58:40,459 - mmaction - INFO - Epoch [27][380/940] lr: 1.000e-02, eta: 18:47:29, time: 0.884, data_time: 0.007, memory: 8343, top1_acc: 0.5758, top5_acc: 0.7943, loss_cls: 1.7950, loss: 1.7950, grad_norm: 4.6170 2020-07-25 09:58:59,458 - mmaction - INFO - Epoch [27][400/940] lr: 1.000e-02, eta: 18:47:08, time: 0.949, data_time: 0.007, memory: 8343, top1_acc: 0.5627, top5_acc: 0.7984, loss_cls: 1.8026, loss: 1.8026, grad_norm: 4.6401 2020-07-25 09:59:19,536 - mmaction - INFO - Epoch [27][420/940] lr: 1.000e-02, eta: 18:46:50, time: 1.001, data_time: 0.009, memory: 8343, top1_acc: 0.5611, top5_acc: 0.7904, loss_cls: 1.8299, loss: 1.8299, grad_norm: 4.7281 2020-07-25 09:59:36,988 - mmaction - INFO - Epoch [27][440/940] lr: 1.000e-02, eta: 18:46:25, time: 0.877, data_time: 0.007, memory: 8343, top1_acc: 0.5670, top5_acc: 0.7996, loss_cls: 1.8083, loss: 1.8083, grad_norm: 4.6671 2020-07-25 09:59:56,576 - mmaction - INFO - Epoch [27][460/940] lr: 1.000e-02, eta: 18:46:05, time: 0.978, data_time: 0.006, memory: 8343, top1_acc: 0.5750, top5_acc: 0.7875, loss_cls: 1.8096, loss: 1.8096, grad_norm: 4.6846 2020-07-25 10:00:17,726 - mmaction - INFO - Epoch [27][480/940] lr: 1.000e-02, eta: 18:45:50, time: 1.053, data_time: 0.012, memory: 8343, top1_acc: 0.5691, top5_acc: 0.7943, loss_cls: 1.8196, loss: 1.8196, grad_norm: 4.7077 2020-07-25 10:00:35,712 - mmaction - INFO - Epoch [27][500/940] lr: 1.000e-02, eta: 18:45:26, time: 0.907, data_time: 0.017, memory: 8343, top1_acc: 0.5758, top5_acc: 0.7904, loss_cls: 1.7920, loss: 1.7920, grad_norm: 4.5797 2020-07-25 10:00:54,609 - mmaction - INFO - Epoch [27][520/940] lr: 1.000e-02, eta: 18:45:04, time: 0.935, data_time: 0.006, memory: 8343, top1_acc: 0.5484, top5_acc: 0.7855, loss_cls: 1.8811, loss: 1.8811, grad_norm: 4.7744 2020-07-25 10:01:13,447 - mmaction - INFO - Epoch [27][540/940] lr: 1.000e-02, eta: 18:44:43, time: 0.950, data_time: 0.012, memory: 8343, top1_acc: 0.5678, top5_acc: 0.7990, loss_cls: 1.7964, loss: 1.7964, grad_norm: 4.7105 2020-07-25 10:01:32,706 - mmaction - INFO - Epoch [27][560/940] lr: 1.000e-02, eta: 18:44:22, time: 0.957, data_time: 0.007, memory: 8343, top1_acc: 0.5613, top5_acc: 0.7863, loss_cls: 1.8407, loss: 1.8407, grad_norm: 4.6565 2020-07-25 10:01:53,048 - mmaction - INFO - Epoch [27][580/940] lr: 1.000e-02, eta: 18:44:05, time: 1.023, data_time: 0.009, memory: 8343, top1_acc: 0.5604, top5_acc: 0.7801, loss_cls: 1.8731, loss: 1.8731, grad_norm: 4.6619 2020-07-25 10:02:10,649 - mmaction - INFO - Epoch [27][600/940] lr: 1.000e-02, eta: 18:43:40, time: 0.880, data_time: 0.007, memory: 8343, top1_acc: 0.5623, top5_acc: 0.7881, loss_cls: 1.8326, loss: 1.8326, grad_norm: 4.6262 2020-07-25 10:02:29,234 - mmaction - INFO - Epoch [27][620/940] lr: 1.000e-02, eta: 18:43:18, time: 0.926, data_time: 0.008, memory: 8343, top1_acc: 0.5695, top5_acc: 0.8033, loss_cls: 1.7817, loss: 1.7817, grad_norm: 4.5684 2020-07-25 10:02:47,785 - mmaction - INFO - Epoch [27][640/940] lr: 1.000e-02, eta: 18:42:56, time: 0.931, data_time: 0.008, memory: 8343, top1_acc: 0.5668, top5_acc: 0.7955, loss_cls: 1.8245, loss: 1.8245, grad_norm: 4.6699 2020-07-25 10:03:08,003 - mmaction - INFO - Epoch [27][660/940] lr: 1.000e-02, eta: 18:42:38, time: 1.010, data_time: 0.008, memory: 8343, top1_acc: 0.5662, top5_acc: 0.7949, loss_cls: 1.8285, loss: 1.8285, grad_norm: 4.7170 2020-07-25 10:03:26,571 - mmaction - INFO - Epoch [27][680/940] lr: 1.000e-02, eta: 18:42:16, time: 0.928, data_time: 0.006, memory: 8343, top1_acc: 0.5672, top5_acc: 0.8000, loss_cls: 1.8111, loss: 1.8111, grad_norm: 4.6532 2020-07-25 10:03:44,886 - mmaction - INFO - Epoch [27][700/940] lr: 1.000e-02, eta: 18:41:52, time: 0.908, data_time: 0.009, memory: 8343, top1_acc: 0.5486, top5_acc: 0.7855, loss_cls: 1.8731, loss: 1.8731, grad_norm: 4.6538 2020-07-25 10:04:04,437 - mmaction - INFO - Epoch [27][720/940] lr: 1.000e-02, eta: 18:41:33, time: 0.987, data_time: 0.013, memory: 8343, top1_acc: 0.5578, top5_acc: 0.7857, loss_cls: 1.8735, loss: 1.8735, grad_norm: 4.6693 2020-07-25 10:04:23,028 - mmaction - INFO - Epoch [27][740/940] lr: 1.000e-02, eta: 18:41:11, time: 0.921, data_time: 0.005, memory: 8343, top1_acc: 0.5752, top5_acc: 0.7914, loss_cls: 1.7950, loss: 1.7950, grad_norm: 4.5940 2020-07-25 10:04:42,286 - mmaction - INFO - Epoch [27][760/940] lr: 1.000e-02, eta: 18:40:51, time: 0.971, data_time: 0.011, memory: 8343, top1_acc: 0.5631, top5_acc: 0.7900, loss_cls: 1.8536, loss: 1.8536, grad_norm: 4.7637 2020-07-25 10:05:01,039 - mmaction - INFO - Epoch [27][780/940] lr: 1.000e-02, eta: 18:40:29, time: 0.937, data_time: 0.007, memory: 8343, top1_acc: 0.5617, top5_acc: 0.8016, loss_cls: 1.8058, loss: 1.8058, grad_norm: 4.6960 2020-07-25 10:05:20,360 - mmaction - INFO - Epoch [27][800/940] lr: 1.000e-02, eta: 18:40:09, time: 0.968, data_time: 0.009, memory: 8343, top1_acc: 0.5617, top5_acc: 0.7873, loss_cls: 1.8408, loss: 1.8408, grad_norm: 4.6717 2020-07-25 10:05:39,425 - mmaction - INFO - Epoch [27][820/940] lr: 1.000e-02, eta: 18:39:48, time: 0.951, data_time: 0.007, memory: 8343, top1_acc: 0.5662, top5_acc: 0.7912, loss_cls: 1.8299, loss: 1.8299, grad_norm: 4.6356 2020-07-25 10:05:58,372 - mmaction - INFO - Epoch [27][840/940] lr: 1.000e-02, eta: 18:39:27, time: 0.948, data_time: 0.008, memory: 8343, top1_acc: 0.5592, top5_acc: 0.7939, loss_cls: 1.8457, loss: 1.8457, grad_norm: 4.7299 2020-07-25 10:06:16,837 - mmaction - INFO - Epoch [27][860/940] lr: 1.000e-02, eta: 18:39:04, time: 0.919, data_time: 0.008, memory: 8343, top1_acc: 0.5568, top5_acc: 0.7832, loss_cls: 1.8923, loss: 1.8923, grad_norm: 4.7548 2020-07-25 10:06:35,025 - mmaction - INFO - Epoch [27][880/940] lr: 1.000e-02, eta: 18:38:41, time: 0.916, data_time: 0.008, memory: 8343, top1_acc: 0.5656, top5_acc: 0.7887, loss_cls: 1.8366, loss: 1.8366, grad_norm: 4.5980 2020-07-25 10:06:53,745 - mmaction - INFO - Epoch [27][900/940] lr: 1.000e-02, eta: 18:38:19, time: 0.928, data_time: 0.008, memory: 8343, top1_acc: 0.5518, top5_acc: 0.7883, loss_cls: 1.8873, loss: 1.8873, grad_norm: 4.7099 2020-07-25 10:07:11,894 - mmaction - INFO - Epoch [27][920/940] lr: 1.000e-02, eta: 18:37:56, time: 0.913, data_time: 0.010, memory: 8343, top1_acc: 0.5623, top5_acc: 0.7863, loss_cls: 1.8587, loss: 1.8587, grad_norm: 4.5981 2020-07-25 10:07:30,053 - mmaction - INFO - Epoch [27][940/940] lr: 1.000e-02, eta: 18:37:33, time: 0.909, data_time: 0.009, memory: 8343, top1_acc: 0.5577, top5_acc: 0.7827, loss_cls: 1.8673, loss: 1.8673, grad_norm: 4.7242 2020-07-25 10:07:30,641 - mmaction - INFO - Saving checkpoint at 27 epochs 2020-07-25 10:07:59,324 - mmaction - INFO - Epoch [28][20/940] lr: 1.000e-02, eta: 18:37:36, time: 1.405, data_time: 0.641, memory: 8343, top1_acc: 0.5668, top5_acc: 0.7908, loss_cls: 1.8301, loss: 1.8301, grad_norm: 4.6793 2020-07-25 10:08:17,254 - mmaction - INFO - Epoch [28][40/940] lr: 1.000e-02, eta: 18:37:12, time: 0.893, data_time: 0.006, memory: 8343, top1_acc: 0.5781, top5_acc: 0.8012, loss_cls: 1.7709, loss: 1.7709, grad_norm: 4.5518 2020-07-25 10:08:34,918 - mmaction - INFO - Epoch [28][60/940] lr: 1.000e-02, eta: 18:36:48, time: 0.884, data_time: 0.007, memory: 8343, top1_acc: 0.5566, top5_acc: 0.7924, loss_cls: 1.8494, loss: 1.8494, grad_norm: 4.7488 2020-07-25 10:08:53,491 - mmaction - INFO - Epoch [28][80/940] lr: 1.000e-02, eta: 18:36:25, time: 0.927, data_time: 0.009, memory: 8343, top1_acc: 0.5738, top5_acc: 0.8031, loss_cls: 1.7954, loss: 1.7954, grad_norm: 4.6324 2020-07-25 10:09:12,332 - mmaction - INFO - Epoch [28][100/940] lr: 1.000e-02, eta: 18:36:04, time: 0.945, data_time: 0.008, memory: 8343, top1_acc: 0.5689, top5_acc: 0.8043, loss_cls: 1.7877, loss: 1.7877, grad_norm: 4.5811 2020-07-25 10:09:32,154 - mmaction - INFO - Epoch [28][120/940] lr: 1.000e-02, eta: 18:35:45, time: 0.988, data_time: 0.008, memory: 8343, top1_acc: 0.5705, top5_acc: 0.7992, loss_cls: 1.7727, loss: 1.7727, grad_norm: 4.5753 2020-07-25 10:09:49,678 - mmaction - INFO - Epoch [28][140/940] lr: 1.000e-02, eta: 18:35:20, time: 0.878, data_time: 0.007, memory: 8343, top1_acc: 0.5738, top5_acc: 0.8014, loss_cls: 1.7655, loss: 1.7655, grad_norm: 4.6134 2020-07-25 10:10:08,494 - mmaction - INFO - Epoch [28][160/940] lr: 1.000e-02, eta: 18:34:59, time: 0.943, data_time: 0.008, memory: 8343, top1_acc: 0.5734, top5_acc: 0.7955, loss_cls: 1.7841, loss: 1.7841, grad_norm: 4.5484 2020-07-25 10:10:27,561 - mmaction - INFO - Epoch [28][180/940] lr: 1.000e-02, eta: 18:34:38, time: 0.953, data_time: 0.002, memory: 8343, top1_acc: 0.5584, top5_acc: 0.7875, loss_cls: 1.8436, loss: 1.8436, grad_norm: 4.6270 2020-07-25 10:10:45,525 - mmaction - INFO - Epoch [28][200/940] lr: 1.000e-02, eta: 18:34:14, time: 0.897, data_time: 0.007, memory: 8343, top1_acc: 0.5604, top5_acc: 0.7877, loss_cls: 1.8394, loss: 1.8394, grad_norm: 4.6864 2020-07-25 10:11:04,551 - mmaction - INFO - Epoch [28][220/940] lr: 1.000e-02, eta: 18:33:53, time: 0.946, data_time: 0.008, memory: 8343, top1_acc: 0.5725, top5_acc: 0.7926, loss_cls: 1.8026, loss: 1.8026, grad_norm: 4.6602 2020-07-25 10:11:24,030 - mmaction - INFO - Epoch [28][240/940] lr: 1.000e-02, eta: 18:33:34, time: 0.980, data_time: 0.009, memory: 8343, top1_acc: 0.5766, top5_acc: 0.8068, loss_cls: 1.7660, loss: 1.7660, grad_norm: 4.6578 2020-07-25 10:11:42,863 - mmaction - INFO - Epoch [28][260/940] lr: 1.000e-02, eta: 18:33:12, time: 0.941, data_time: 0.006, memory: 8343, top1_acc: 0.5617, top5_acc: 0.7865, loss_cls: 1.8396, loss: 1.8396, grad_norm: 4.6914 2020-07-25 10:12:02,671 - mmaction - INFO - Epoch [28][280/940] lr: 1.000e-02, eta: 18:32:53, time: 0.988, data_time: 0.008, memory: 8343, top1_acc: 0.5713, top5_acc: 0.7887, loss_cls: 1.8184, loss: 1.8184, grad_norm: 4.6363 2020-07-25 10:12:20,508 - mmaction - INFO - Epoch [28][300/940] lr: 1.000e-02, eta: 18:32:29, time: 0.893, data_time: 0.008, memory: 8343, top1_acc: 0.5771, top5_acc: 0.7988, loss_cls: 1.7927, loss: 1.7927, grad_norm: 4.6290 2020-07-25 10:12:40,133 - mmaction - INFO - Epoch [28][320/940] lr: 1.000e-02, eta: 18:32:10, time: 0.980, data_time: 0.010, memory: 8343, top1_acc: 0.5736, top5_acc: 0.8021, loss_cls: 1.7760, loss: 1.7760, grad_norm: 4.6592 2020-07-25 10:12:57,917 - mmaction - INFO - Epoch [28][340/940] lr: 1.000e-02, eta: 18:31:46, time: 0.892, data_time: 0.008, memory: 8343, top1_acc: 0.5660, top5_acc: 0.7973, loss_cls: 1.8040, loss: 1.8040, grad_norm: 4.6585 2020-07-25 10:13:17,984 - mmaction - INFO - Epoch [28][360/940] lr: 1.000e-02, eta: 18:31:28, time: 1.004, data_time: 0.007, memory: 8343, top1_acc: 0.5748, top5_acc: 0.8027, loss_cls: 1.7679, loss: 1.7679, grad_norm: 4.5762 2020-07-25 10:13:35,820 - mmaction - INFO - Epoch [28][380/940] lr: 1.000e-02, eta: 18:31:03, time: 0.890, data_time: 0.003, memory: 8343, top1_acc: 0.5781, top5_acc: 0.8059, loss_cls: 1.7741, loss: 1.7741, grad_norm: 4.6311 2020-07-25 10:13:55,721 - mmaction - INFO - Epoch [28][400/940] lr: 1.000e-02, eta: 18:30:45, time: 0.996, data_time: 0.008, memory: 8343, top1_acc: 0.5691, top5_acc: 0.7979, loss_cls: 1.8016, loss: 1.8016, grad_norm: 4.5777 2020-07-25 10:14:14,134 - mmaction - INFO - Epoch [28][420/940] lr: 1.000e-02, eta: 18:30:22, time: 0.916, data_time: 0.008, memory: 8343, top1_acc: 0.5629, top5_acc: 0.7910, loss_cls: 1.8319, loss: 1.8319, grad_norm: 4.7280 2020-07-25 10:14:33,006 - mmaction - INFO - Epoch [28][440/940] lr: 1.000e-02, eta: 18:30:01, time: 0.950, data_time: 0.008, memory: 8343, top1_acc: 0.5729, top5_acc: 0.8023, loss_cls: 1.7934, loss: 1.7934, grad_norm: 4.6688 2020-07-25 10:14:52,193 - mmaction - INFO - Epoch [28][460/940] lr: 1.000e-02, eta: 18:29:40, time: 0.953, data_time: 0.006, memory: 8343, top1_acc: 0.5594, top5_acc: 0.7941, loss_cls: 1.8452, loss: 1.8452, grad_norm: 4.7763 2020-07-25 10:15:11,046 - mmaction - INFO - Epoch [28][480/940] lr: 1.000e-02, eta: 18:29:19, time: 0.946, data_time: 0.008, memory: 8343, top1_acc: 0.5740, top5_acc: 0.8043, loss_cls: 1.7784, loss: 1.7784, grad_norm: 4.6452 2020-07-25 10:15:29,786 - mmaction - INFO - Epoch [28][500/940] lr: 1.000e-02, eta: 18:28:58, time: 0.940, data_time: 0.008, memory: 8343, top1_acc: 0.5723, top5_acc: 0.7971, loss_cls: 1.8001, loss: 1.8001, grad_norm: 4.5922 2020-07-25 10:15:48,982 - mmaction - INFO - Epoch [28][520/940] lr: 1.000e-02, eta: 18:28:37, time: 0.959, data_time: 0.002, memory: 8343, top1_acc: 0.5687, top5_acc: 0.7969, loss_cls: 1.8144, loss: 1.8144, grad_norm: 4.6416 2020-07-25 10:16:07,575 - mmaction - INFO - Epoch [28][540/940] lr: 1.000e-02, eta: 18:28:15, time: 0.926, data_time: 0.007, memory: 8343, top1_acc: 0.5627, top5_acc: 0.7932, loss_cls: 1.8257, loss: 1.8257, grad_norm: 4.7279 2020-07-25 10:16:27,769 - mmaction - INFO - Epoch [28][560/940] lr: 1.000e-02, eta: 18:27:58, time: 1.015, data_time: 0.008, memory: 8343, top1_acc: 0.5617, top5_acc: 0.7902, loss_cls: 1.8340, loss: 1.8340, grad_norm: 4.7831 2020-07-25 10:16:45,681 - mmaction - INFO - Epoch [28][580/940] lr: 1.000e-02, eta: 18:27:34, time: 0.892, data_time: 0.006, memory: 8343, top1_acc: 0.5590, top5_acc: 0.7928, loss_cls: 1.8279, loss: 1.8279, grad_norm: 4.6577 2020-07-25 10:17:04,603 - mmaction - INFO - Epoch [28][600/940] lr: 1.000e-02, eta: 18:27:13, time: 0.948, data_time: 0.008, memory: 8343, top1_acc: 0.5613, top5_acc: 0.7844, loss_cls: 1.8670, loss: 1.8670, grad_norm: 4.6455 2020-07-25 10:17:23,626 - mmaction - INFO - Epoch [28][620/940] lr: 1.000e-02, eta: 18:26:51, time: 0.948, data_time: 0.007, memory: 8343, top1_acc: 0.5543, top5_acc: 0.7936, loss_cls: 1.8592, loss: 1.8592, grad_norm: 4.8138 2020-07-25 10:17:42,324 - mmaction - INFO - Epoch [28][640/940] lr: 1.000e-02, eta: 18:26:30, time: 0.939, data_time: 0.008, memory: 8343, top1_acc: 0.5605, top5_acc: 0.7877, loss_cls: 1.8311, loss: 1.8311, grad_norm: 4.6930 2020-07-25 10:18:00,710 - mmaction - INFO - Epoch [28][660/940] lr: 1.000e-02, eta: 18:26:07, time: 0.916, data_time: 0.007, memory: 8343, top1_acc: 0.5566, top5_acc: 0.7898, loss_cls: 1.8690, loss: 1.8690, grad_norm: 4.7882 2020-07-25 10:18:19,816 - mmaction - INFO - Epoch [28][680/940] lr: 1.000e-02, eta: 18:25:47, time: 0.958, data_time: 0.008, memory: 8343, top1_acc: 0.5604, top5_acc: 0.7936, loss_cls: 1.8249, loss: 1.8249, grad_norm: 4.6421 2020-07-25 10:18:38,653 - mmaction - INFO - Epoch [28][700/940] lr: 1.000e-02, eta: 18:25:25, time: 0.941, data_time: 0.008, memory: 8343, top1_acc: 0.5723, top5_acc: 0.7912, loss_cls: 1.8121, loss: 1.8121, grad_norm: 4.6690 2020-07-25 10:18:57,566 - mmaction - INFO - Epoch [28][720/940] lr: 1.000e-02, eta: 18:25:04, time: 0.946, data_time: 0.007, memory: 8343, top1_acc: 0.5506, top5_acc: 0.7912, loss_cls: 1.8382, loss: 1.8382, grad_norm: 4.7514 2020-07-25 10:19:16,571 - mmaction - INFO - Epoch [28][740/940] lr: 1.000e-02, eta: 18:24:43, time: 0.951, data_time: 0.005, memory: 8343, top1_acc: 0.5646, top5_acc: 0.7934, loss_cls: 1.8321, loss: 1.8321, grad_norm: 4.6675 2020-07-25 10:19:35,866 - mmaction - INFO - Epoch [28][760/940] lr: 1.000e-02, eta: 18:24:23, time: 0.960, data_time: 0.006, memory: 8343, top1_acc: 0.5695, top5_acc: 0.7945, loss_cls: 1.8088, loss: 1.8088, grad_norm: 4.6691 2020-07-25 10:19:54,662 - mmaction - INFO - Epoch [28][780/940] lr: 1.000e-02, eta: 18:24:02, time: 0.945, data_time: 0.008, memory: 8343, top1_acc: 0.5641, top5_acc: 0.7937, loss_cls: 1.8315, loss: 1.8315, grad_norm: 4.6817 2020-07-25 10:20:13,582 - mmaction - INFO - Epoch [28][800/940] lr: 1.000e-02, eta: 18:23:41, time: 0.943, data_time: 0.006, memory: 8343, top1_acc: 0.5561, top5_acc: 0.7930, loss_cls: 1.8377, loss: 1.8377, grad_norm: 4.6736 2020-07-25 10:20:34,404 - mmaction - INFO - Epoch [28][820/940] lr: 1.000e-02, eta: 18:23:25, time: 1.043, data_time: 0.005, memory: 8343, top1_acc: 0.5678, top5_acc: 0.7912, loss_cls: 1.8330, loss: 1.8330, grad_norm: 4.5990 2020-07-25 10:20:52,299 - mmaction - INFO - Epoch [28][840/940] lr: 1.000e-02, eta: 18:23:00, time: 0.887, data_time: 0.009, memory: 8343, top1_acc: 0.5609, top5_acc: 0.7906, loss_cls: 1.8162, loss: 1.8162, grad_norm: 4.6438 2020-07-25 10:21:11,585 - mmaction - INFO - Epoch [28][860/940] lr: 1.000e-02, eta: 18:22:41, time: 0.972, data_time: 0.010, memory: 8343, top1_acc: 0.5563, top5_acc: 0.7908, loss_cls: 1.8388, loss: 1.8388, grad_norm: 4.8017 2020-07-25 10:21:30,569 - mmaction - INFO - Epoch [28][880/940] lr: 1.000e-02, eta: 18:22:19, time: 0.938, data_time: 0.006, memory: 8343, top1_acc: 0.5570, top5_acc: 0.7885, loss_cls: 1.8629, loss: 1.8629, grad_norm: 4.7598 2020-07-25 10:21:49,479 - mmaction - INFO - Epoch [28][900/940] lr: 1.000e-02, eta: 18:21:59, time: 0.957, data_time: 0.016, memory: 8343, top1_acc: 0.5639, top5_acc: 0.7965, loss_cls: 1.8469, loss: 1.8469, grad_norm: 4.7125 2020-07-25 10:22:07,960 - mmaction - INFO - Epoch [28][920/940] lr: 1.000e-02, eta: 18:21:36, time: 0.924, data_time: 0.002, memory: 8343, top1_acc: 0.5729, top5_acc: 0.7949, loss_cls: 1.7998, loss: 1.7998, grad_norm: 4.6101 2020-07-25 10:22:25,637 - mmaction - INFO - Epoch [28][940/940] lr: 1.000e-02, eta: 18:21:12, time: 0.883, data_time: 0.008, memory: 8343, top1_acc: 0.5740, top5_acc: 0.7902, loss_cls: 1.8245, loss: 1.8245, grad_norm: 4.6375 2020-07-25 10:22:26,029 - mmaction - INFO - Saving checkpoint at 28 epochs 2020-07-25 10:22:52,208 - mmaction - INFO - Epoch [29][20/940] lr: 1.000e-02, eta: 18:21:09, time: 1.290, data_time: 0.475, memory: 8343, top1_acc: 0.5785, top5_acc: 0.8104, loss_cls: 1.7353, loss: 1.7353, grad_norm: 4.5535 2020-07-25 10:23:09,225 - mmaction - INFO - Epoch [29][40/940] lr: 1.000e-02, eta: 18:20:42, time: 0.844, data_time: 0.009, memory: 8343, top1_acc: 0.5771, top5_acc: 0.8047, loss_cls: 1.7633, loss: 1.7633, grad_norm: 4.5221 2020-07-25 10:23:29,594 - mmaction - INFO - Epoch [29][60/940] lr: 1.000e-02, eta: 18:20:25, time: 1.026, data_time: 0.010, memory: 8343, top1_acc: 0.5855, top5_acc: 0.8086, loss_cls: 1.7127, loss: 1.7127, grad_norm: 4.5823 2020-07-25 10:23:46,787 - mmaction - INFO - Epoch [29][80/940] lr: 1.000e-02, eta: 18:20:00, time: 0.854, data_time: 0.006, memory: 8343, top1_acc: 0.5754, top5_acc: 0.8016, loss_cls: 1.7931, loss: 1.7931, grad_norm: 4.7569 2020-07-25 10:24:06,772 - mmaction - INFO - Epoch [29][100/940] lr: 1.000e-02, eta: 18:19:41, time: 1.005, data_time: 0.009, memory: 8343, top1_acc: 0.5713, top5_acc: 0.7996, loss_cls: 1.7944, loss: 1.7944, grad_norm: 4.6938 2020-07-25 10:24:25,883 - mmaction - INFO - Epoch [29][120/940] lr: 1.000e-02, eta: 18:19:21, time: 0.950, data_time: 0.006, memory: 8343, top1_acc: 0.5848, top5_acc: 0.8047, loss_cls: 1.7546, loss: 1.7546, grad_norm: 4.5933 2020-07-25 10:24:44,168 - mmaction - INFO - Epoch [29][140/940] lr: 1.000e-02, eta: 18:18:58, time: 0.920, data_time: 0.008, memory: 8343, top1_acc: 0.5652, top5_acc: 0.7984, loss_cls: 1.8247, loss: 1.8247, grad_norm: 4.6390 2020-07-25 10:25:03,942 - mmaction - INFO - Epoch [29][160/940] lr: 1.000e-02, eta: 18:18:39, time: 0.989, data_time: 0.002, memory: 8343, top1_acc: 0.5736, top5_acc: 0.7889, loss_cls: 1.8000, loss: 1.8000, grad_norm: 4.5811 2020-07-25 10:25:21,019 - mmaction - INFO - Epoch [29][180/940] lr: 1.000e-02, eta: 18:18:14, time: 0.854, data_time: 0.002, memory: 8343, top1_acc: 0.5738, top5_acc: 0.7928, loss_cls: 1.7928, loss: 1.7928, grad_norm: 4.5983 2020-07-25 10:25:40,381 - mmaction - INFO - Epoch [29][200/940] lr: 1.000e-02, eta: 18:17:53, time: 0.966, data_time: 0.007, memory: 8343, top1_acc: 0.5715, top5_acc: 0.7941, loss_cls: 1.7989, loss: 1.7989, grad_norm: 4.7027 2020-07-25 10:25:59,372 - mmaction - INFO - Epoch [29][220/940] lr: 1.000e-02, eta: 18:17:33, time: 0.948, data_time: 0.004, memory: 8343, top1_acc: 0.5723, top5_acc: 0.7947, loss_cls: 1.7841, loss: 1.7841, grad_norm: 4.6100 2020-07-25 10:26:17,866 - mmaction - INFO - Epoch [29][240/940] lr: 1.000e-02, eta: 18:17:10, time: 0.925, data_time: 0.009, memory: 8343, top1_acc: 0.5672, top5_acc: 0.8016, loss_cls: 1.7729, loss: 1.7729, grad_norm: 4.6436 2020-07-25 10:26:37,252 - mmaction - INFO - Epoch [29][260/940] lr: 1.000e-02, eta: 18:16:51, time: 0.972, data_time: 0.006, memory: 8343, top1_acc: 0.5686, top5_acc: 0.7850, loss_cls: 1.8322, loss: 1.8322, grad_norm: 4.6174 2020-07-25 10:26:56,748 - mmaction - INFO - Epoch [29][280/940] lr: 1.000e-02, eta: 18:16:31, time: 0.969, data_time: 0.004, memory: 8343, top1_acc: 0.5711, top5_acc: 0.7900, loss_cls: 1.8280, loss: 1.8280, grad_norm: 4.6677 2020-07-25 10:27:14,890 - mmaction - INFO - Epoch [29][300/940] lr: 1.000e-02, eta: 18:16:08, time: 0.911, data_time: 0.008, memory: 8343, top1_acc: 0.5652, top5_acc: 0.7865, loss_cls: 1.8380, loss: 1.8380, grad_norm: 4.7134 2020-07-25 10:27:34,504 - mmaction - INFO - Epoch [29][320/940] lr: 1.000e-02, eta: 18:15:49, time: 0.980, data_time: 0.008, memory: 8343, top1_acc: 0.5725, top5_acc: 0.8033, loss_cls: 1.7842, loss: 1.7842, grad_norm: 4.6493 2020-07-25 10:27:53,476 - mmaction - INFO - Epoch [29][340/940] lr: 1.000e-02, eta: 18:15:28, time: 0.950, data_time: 0.007, memory: 8343, top1_acc: 0.5723, top5_acc: 0.8045, loss_cls: 1.8010, loss: 1.8010, grad_norm: 4.6597 2020-07-25 10:28:12,175 - mmaction - INFO - Epoch [29][360/940] lr: 1.000e-02, eta: 18:15:06, time: 0.936, data_time: 0.009, memory: 8343, top1_acc: 0.5758, top5_acc: 0.8018, loss_cls: 1.7952, loss: 1.7952, grad_norm: 4.7085 2020-07-25 10:28:31,689 - mmaction - INFO - Epoch [29][380/940] lr: 1.000e-02, eta: 18:14:47, time: 0.977, data_time: 0.003, memory: 8343, top1_acc: 0.5756, top5_acc: 0.7883, loss_cls: 1.8151, loss: 1.8151, grad_norm: 4.6514 2020-07-25 10:28:48,922 - mmaction - INFO - Epoch [29][400/940] lr: 1.000e-02, eta: 18:14:21, time: 0.861, data_time: 0.006, memory: 8343, top1_acc: 0.5680, top5_acc: 0.7967, loss_cls: 1.8092, loss: 1.8092, grad_norm: 4.6364 2020-07-25 10:29:08,271 - mmaction - INFO - Epoch [29][420/940] lr: 1.000e-02, eta: 18:14:01, time: 0.968, data_time: 0.003, memory: 8343, top1_acc: 0.5727, top5_acc: 0.8000, loss_cls: 1.7883, loss: 1.7883, grad_norm: 4.6465 2020-07-25 10:29:27,609 - mmaction - INFO - Epoch [29][440/940] lr: 1.000e-02, eta: 18:13:41, time: 0.966, data_time: 0.005, memory: 8343, top1_acc: 0.5652, top5_acc: 0.8035, loss_cls: 1.7949, loss: 1.7949, grad_norm: 4.6384 2020-07-25 10:29:47,108 - mmaction - INFO - Epoch [29][460/940] lr: 1.000e-02, eta: 18:13:22, time: 0.975, data_time: 0.008, memory: 8343, top1_acc: 0.5623, top5_acc: 0.8023, loss_cls: 1.8127, loss: 1.8127, grad_norm: 4.6571 2020-07-25 10:30:05,242 - mmaction - INFO - Epoch [29][480/940] lr: 1.000e-02, eta: 18:12:59, time: 0.908, data_time: 0.005, memory: 8343, top1_acc: 0.5670, top5_acc: 0.7951, loss_cls: 1.8219, loss: 1.8219, grad_norm: 4.7278 2020-07-25 10:30:24,888 - mmaction - INFO - Epoch [29][500/940] lr: 1.000e-02, eta: 18:12:40, time: 0.981, data_time: 0.002, memory: 8343, top1_acc: 0.5682, top5_acc: 0.8000, loss_cls: 1.8136, loss: 1.8136, grad_norm: 4.7609 2020-07-25 10:30:43,033 - mmaction - INFO - Epoch [29][520/940] lr: 1.000e-02, eta: 18:12:16, time: 0.900, data_time: 0.007, memory: 8343, top1_acc: 0.5605, top5_acc: 0.7957, loss_cls: 1.8249, loss: 1.8249, grad_norm: 4.7065 2020-07-25 10:31:02,157 - mmaction - INFO - Epoch [29][540/940] lr: 1.000e-02, eta: 18:11:56, time: 0.965, data_time: 0.011, memory: 8343, top1_acc: 0.5684, top5_acc: 0.7891, loss_cls: 1.8222, loss: 1.8222, grad_norm: 4.6257 2020-07-25 10:31:21,846 - mmaction - INFO - Epoch [29][560/940] lr: 1.000e-02, eta: 18:11:37, time: 0.978, data_time: 0.005, memory: 8343, top1_acc: 0.5766, top5_acc: 0.8004, loss_cls: 1.7895, loss: 1.7895, grad_norm: 4.5742 2020-07-25 10:31:40,841 - mmaction - INFO - Epoch [29][580/940] lr: 1.000e-02, eta: 18:11:16, time: 0.956, data_time: 0.008, memory: 8343, top1_acc: 0.5766, top5_acc: 0.8053, loss_cls: 1.7522, loss: 1.7522, grad_norm: 4.6188 2020-07-25 10:32:00,703 - mmaction - INFO - Epoch [29][600/940] lr: 1.000e-02, eta: 18:10:58, time: 0.992, data_time: 0.002, memory: 8343, top1_acc: 0.5783, top5_acc: 0.7955, loss_cls: 1.7829, loss: 1.7829, grad_norm: 4.6797 2020-07-25 10:32:19,120 - mmaction - INFO - Epoch [29][620/940] lr: 1.000e-02, eta: 18:10:35, time: 0.919, data_time: 0.006, memory: 8343, top1_acc: 0.5793, top5_acc: 0.8041, loss_cls: 1.7485, loss: 1.7485, grad_norm: 4.5536 2020-07-25 10:32:37,460 - mmaction - INFO - Epoch [29][640/940] lr: 1.000e-02, eta: 18:10:13, time: 0.913, data_time: 0.009, memory: 8343, top1_acc: 0.5648, top5_acc: 0.8012, loss_cls: 1.8001, loss: 1.8001, grad_norm: 4.7686 2020-07-25 10:32:55,546 - mmaction - INFO - Epoch [29][660/940] lr: 1.000e-02, eta: 18:09:50, time: 0.909, data_time: 0.010, memory: 8343, top1_acc: 0.5738, top5_acc: 0.7896, loss_cls: 1.8337, loss: 1.8337, grad_norm: 4.6366 2020-07-25 10:33:14,786 - mmaction - INFO - Epoch [29][680/940] lr: 1.000e-02, eta: 18:09:30, time: 0.962, data_time: 0.007, memory: 8343, top1_acc: 0.5596, top5_acc: 0.7846, loss_cls: 1.8587, loss: 1.8587, grad_norm: 4.7340 2020-07-25 10:33:34,696 - mmaction - INFO - Epoch [29][700/940] lr: 1.000e-02, eta: 18:09:11, time: 0.996, data_time: 0.004, memory: 8343, top1_acc: 0.5701, top5_acc: 0.8025, loss_cls: 1.8003, loss: 1.8003, grad_norm: 4.6943 2020-07-25 10:33:53,005 - mmaction - INFO - Epoch [29][720/940] lr: 1.000e-02, eta: 18:08:49, time: 0.912, data_time: 0.008, memory: 8343, top1_acc: 0.5660, top5_acc: 0.7965, loss_cls: 1.7820, loss: 1.7820, grad_norm: 4.7137 2020-07-25 10:34:11,621 - mmaction - INFO - Epoch [29][740/940] lr: 1.000e-02, eta: 18:08:27, time: 0.932, data_time: 0.009, memory: 8343, top1_acc: 0.5752, top5_acc: 0.7963, loss_cls: 1.8048, loss: 1.8048, grad_norm: 4.6585 2020-07-25 10:34:30,428 - mmaction - INFO - Epoch [29][760/940] lr: 1.000e-02, eta: 18:08:06, time: 0.940, data_time: 0.004, memory: 8343, top1_acc: 0.5691, top5_acc: 0.7945, loss_cls: 1.7961, loss: 1.7961, grad_norm: 4.7203 2020-07-25 10:34:50,422 - mmaction - INFO - Epoch [29][780/940] lr: 1.000e-02, eta: 18:07:47, time: 0.995, data_time: 0.007, memory: 8343, top1_acc: 0.5721, top5_acc: 0.7973, loss_cls: 1.8188, loss: 1.8188, grad_norm: 4.7028 2020-07-25 10:35:09,853 - mmaction - INFO - Epoch [29][800/940] lr: 1.000e-02, eta: 18:07:28, time: 0.978, data_time: 0.011, memory: 8343, top1_acc: 0.5697, top5_acc: 0.7949, loss_cls: 1.7992, loss: 1.7992, grad_norm: 4.6734 2020-07-25 10:35:29,305 - mmaction - INFO - Epoch [29][820/940] lr: 1.000e-02, eta: 18:07:08, time: 0.972, data_time: 0.002, memory: 8343, top1_acc: 0.5678, top5_acc: 0.7957, loss_cls: 1.8182, loss: 1.8182, grad_norm: 4.6609 2020-07-25 10:35:47,806 - mmaction - INFO - Epoch [29][840/940] lr: 1.000e-02, eta: 18:06:46, time: 0.925, data_time: 0.002, memory: 8343, top1_acc: 0.5705, top5_acc: 0.7986, loss_cls: 1.8012, loss: 1.8012, grad_norm: 4.6623 2020-07-25 10:36:06,483 - mmaction - INFO - Epoch [29][860/940] lr: 1.000e-02, eta: 18:06:24, time: 0.925, data_time: 0.006, memory: 8343, top1_acc: 0.5627, top5_acc: 0.7928, loss_cls: 1.8307, loss: 1.8307, grad_norm: 4.6472 2020-07-25 10:36:27,322 - mmaction - INFO - Epoch [29][880/940] lr: 1.000e-02, eta: 18:06:08, time: 1.050, data_time: 0.011, memory: 8343, top1_acc: 0.5773, top5_acc: 0.7959, loss_cls: 1.7964, loss: 1.7964, grad_norm: 4.6225 2020-07-25 10:36:46,622 - mmaction - INFO - Epoch [29][900/940] lr: 1.000e-02, eta: 18:05:48, time: 0.962, data_time: 0.005, memory: 8343, top1_acc: 0.5592, top5_acc: 0.7877, loss_cls: 1.8587, loss: 1.8587, grad_norm: 4.7520 2020-07-25 10:37:05,457 - mmaction - INFO - Epoch [29][920/940] lr: 1.000e-02, eta: 18:05:27, time: 0.945, data_time: 0.007, memory: 8343, top1_acc: 0.5687, top5_acc: 0.7984, loss_cls: 1.8066, loss: 1.8066, grad_norm: 4.7136 2020-07-25 10:37:23,168 - mmaction - INFO - Epoch [29][940/940] lr: 1.000e-02, eta: 18:05:03, time: 0.884, data_time: 0.006, memory: 8343, top1_acc: 0.5563, top5_acc: 0.7894, loss_cls: 1.8749, loss: 1.8749, grad_norm: 4.7373 2020-07-25 10:37:23,564 - mmaction - INFO - Saving checkpoint at 29 epochs 2020-07-25 10:37:49,635 - mmaction - INFO - Epoch [30][20/940] lr: 1.000e-02, eta: 18:04:59, time: 1.284, data_time: 0.599, memory: 8343, top1_acc: 0.5705, top5_acc: 0.7979, loss_cls: 1.7901, loss: 1.7901, grad_norm: 4.6188 2020-07-25 10:38:08,091 - mmaction - INFO - Epoch [30][40/940] lr: 1.000e-02, eta: 18:04:36, time: 0.916, data_time: 0.010, memory: 8343, top1_acc: 0.5721, top5_acc: 0.8000, loss_cls: 1.7939, loss: 1.7939, grad_norm: 4.6607 2020-07-25 10:38:25,403 - mmaction - INFO - Epoch [30][60/940] lr: 1.000e-02, eta: 18:04:12, time: 0.873, data_time: 0.011, memory: 8343, top1_acc: 0.5709, top5_acc: 0.7998, loss_cls: 1.8030, loss: 1.8030, grad_norm: 4.6571 2020-07-25 10:38:45,069 - mmaction - INFO - Epoch [30][80/940] lr: 1.000e-02, eta: 18:03:53, time: 0.984, data_time: 0.009, memory: 8343, top1_acc: 0.5727, top5_acc: 0.7990, loss_cls: 1.7833, loss: 1.7833, grad_norm: 4.5940 2020-07-25 10:39:03,457 - mmaction - INFO - Epoch [30][100/940] lr: 1.000e-02, eta: 18:03:30, time: 0.919, data_time: 0.003, memory: 8343, top1_acc: 0.5764, top5_acc: 0.8059, loss_cls: 1.7553, loss: 1.7553, grad_norm: 4.6017 2020-07-25 10:39:22,602 - mmaction - INFO - Epoch [30][120/940] lr: 1.000e-02, eta: 18:03:10, time: 0.954, data_time: 0.007, memory: 8343, top1_acc: 0.5775, top5_acc: 0.8051, loss_cls: 1.7746, loss: 1.7746, grad_norm: 4.5811 2020-07-25 10:39:40,471 - mmaction - INFO - Epoch [30][140/940] lr: 1.000e-02, eta: 18:02:46, time: 0.895, data_time: 0.007, memory: 8343, top1_acc: 0.5785, top5_acc: 0.8102, loss_cls: 1.7436, loss: 1.7436, grad_norm: 4.6428 2020-07-25 10:40:00,812 - mmaction - INFO - Epoch [30][160/940] lr: 1.000e-02, eta: 18:02:29, time: 1.017, data_time: 0.009, memory: 8343, top1_acc: 0.5906, top5_acc: 0.8059, loss_cls: 1.7240, loss: 1.7240, grad_norm: 4.6510 2020-07-25 10:40:19,190 - mmaction - INFO - Epoch [30][180/940] lr: 1.000e-02, eta: 18:02:06, time: 0.914, data_time: 0.006, memory: 8343, top1_acc: 0.5711, top5_acc: 0.8010, loss_cls: 1.7821, loss: 1.7821, grad_norm: 4.6306 2020-07-25 10:40:37,731 - mmaction - INFO - Epoch [30][200/940] lr: 1.000e-02, eta: 18:01:45, time: 0.933, data_time: 0.009, memory: 8343, top1_acc: 0.5842, top5_acc: 0.8109, loss_cls: 1.7272, loss: 1.7272, grad_norm: 4.6184 2020-07-25 10:40:56,114 - mmaction - INFO - Epoch [30][220/940] lr: 1.000e-02, eta: 18:01:22, time: 0.916, data_time: 0.005, memory: 8343, top1_acc: 0.5686, top5_acc: 0.7914, loss_cls: 1.8171, loss: 1.8171, grad_norm: 4.6287 2020-07-25 10:41:14,495 - mmaction - INFO - Epoch [30][240/940] lr: 1.000e-02, eta: 18:01:00, time: 0.919, data_time: 0.011, memory: 8343, top1_acc: 0.5719, top5_acc: 0.7881, loss_cls: 1.8330, loss: 1.8330, grad_norm: 4.6955 2020-07-25 10:41:33,741 - mmaction - INFO - Epoch [30][260/940] lr: 1.000e-02, eta: 18:00:40, time: 0.964, data_time: 0.008, memory: 8343, top1_acc: 0.5713, top5_acc: 0.8027, loss_cls: 1.7646, loss: 1.7646, grad_norm: 4.6768 2020-07-25 10:41:52,896 - mmaction - INFO - Epoch [30][280/940] lr: 1.000e-02, eta: 18:00:20, time: 0.956, data_time: 0.008, memory: 8343, top1_acc: 0.5771, top5_acc: 0.8014, loss_cls: 1.7772, loss: 1.7772, grad_norm: 4.6052 2020-07-25 10:42:12,284 - mmaction - INFO - Epoch [30][300/940] lr: 1.000e-02, eta: 18:00:00, time: 0.972, data_time: 0.006, memory: 8343, top1_acc: 0.5650, top5_acc: 0.7937, loss_cls: 1.8174, loss: 1.8174, grad_norm: 4.6766 2020-07-25 10:42:30,799 - mmaction - INFO - Epoch [30][320/940] lr: 1.000e-02, eta: 17:59:38, time: 0.924, data_time: 0.003, memory: 8343, top1_acc: 0.5736, top5_acc: 0.7992, loss_cls: 1.7852, loss: 1.7852, grad_norm: 4.7281 2020-07-25 10:42:50,659 - mmaction - INFO - Epoch [30][340/940] lr: 1.000e-02, eta: 17:59:19, time: 0.992, data_time: 0.009, memory: 8343, top1_acc: 0.5824, top5_acc: 0.8020, loss_cls: 1.7755, loss: 1.7755, grad_norm: 4.6196 2020-07-25 10:43:08,984 - mmaction - INFO - Epoch [30][360/940] lr: 1.000e-02, eta: 17:58:57, time: 0.919, data_time: 0.007, memory: 8343, top1_acc: 0.5793, top5_acc: 0.8074, loss_cls: 1.7348, loss: 1.7348, grad_norm: 4.5882 2020-07-25 10:43:28,383 - mmaction - INFO - Epoch [30][380/940] lr: 1.000e-02, eta: 17:58:37, time: 0.971, data_time: 0.006, memory: 8343, top1_acc: 0.5895, top5_acc: 0.8043, loss_cls: 1.7525, loss: 1.7525, grad_norm: 4.6297 2020-07-25 10:43:46,964 - mmaction - INFO - Epoch [30][400/940] lr: 1.000e-02, eta: 17:58:16, time: 0.927, data_time: 0.006, memory: 8343, top1_acc: 0.5668, top5_acc: 0.7953, loss_cls: 1.7880, loss: 1.7880, grad_norm: 4.6569 2020-07-25 10:44:04,495 - mmaction - INFO - Epoch [30][420/940] lr: 1.000e-02, eta: 17:57:51, time: 0.877, data_time: 0.004, memory: 8343, top1_acc: 0.5670, top5_acc: 0.7945, loss_cls: 1.8209, loss: 1.8209, grad_norm: 4.7319 2020-07-25 10:44:25,897 - mmaction - INFO - Epoch [30][440/940] lr: 1.000e-02, eta: 17:57:36, time: 1.066, data_time: 0.007, memory: 8343, top1_acc: 0.5840, top5_acc: 0.8029, loss_cls: 1.7576, loss: 1.7576, grad_norm: 4.6002 2020-07-25 10:44:44,403 - mmaction - INFO - Epoch [30][460/940] lr: 1.000e-02, eta: 17:57:15, time: 0.930, data_time: 0.008, memory: 8343, top1_acc: 0.5818, top5_acc: 0.7998, loss_cls: 1.7512, loss: 1.7512, grad_norm: 4.5536 2020-07-25 10:45:04,297 - mmaction - INFO - Epoch [30][480/940] lr: 1.000e-02, eta: 17:56:56, time: 0.995, data_time: 0.007, memory: 8343, top1_acc: 0.5627, top5_acc: 0.7965, loss_cls: 1.8325, loss: 1.8325, grad_norm: 4.7282 2020-07-25 10:45:22,134 - mmaction - INFO - Epoch [30][500/940] lr: 1.000e-02, eta: 17:56:33, time: 0.892, data_time: 0.002, memory: 8343, top1_acc: 0.5691, top5_acc: 0.8002, loss_cls: 1.8014, loss: 1.8014, grad_norm: 4.6662 2020-07-25 10:45:40,698 - mmaction - INFO - Epoch [30][520/940] lr: 1.000e-02, eta: 17:56:11, time: 0.928, data_time: 0.007, memory: 8343, top1_acc: 0.5693, top5_acc: 0.7936, loss_cls: 1.7859, loss: 1.7859, grad_norm: 4.6389 2020-07-25 10:45:59,206 - mmaction - INFO - Epoch [30][540/940] lr: 1.000e-02, eta: 17:55:49, time: 0.923, data_time: 0.007, memory: 8343, top1_acc: 0.5635, top5_acc: 0.7961, loss_cls: 1.8402, loss: 1.8402, grad_norm: 4.7590 2020-07-25 10:46:18,614 - mmaction - INFO - Epoch [30][560/940] lr: 1.000e-02, eta: 17:55:29, time: 0.972, data_time: 0.007, memory: 8343, top1_acc: 0.5621, top5_acc: 0.7848, loss_cls: 1.8617, loss: 1.8617, grad_norm: 4.8349 2020-07-25 10:46:37,231 - mmaction - INFO - Epoch [30][580/940] lr: 1.000e-02, eta: 17:55:08, time: 0.931, data_time: 0.003, memory: 8343, top1_acc: 0.5629, top5_acc: 0.7961, loss_cls: 1.8157, loss: 1.8157, grad_norm: 4.7167 2020-07-25 10:46:55,986 - mmaction - INFO - Epoch [30][600/940] lr: 1.000e-02, eta: 17:54:46, time: 0.938, data_time: 0.006, memory: 8343, top1_acc: 0.5752, top5_acc: 0.8023, loss_cls: 1.7983, loss: 1.7983, grad_norm: 4.7379 2020-07-25 10:47:16,937 - mmaction - INFO - Epoch [30][620/940] lr: 1.000e-02, eta: 17:54:30, time: 1.044, data_time: 0.008, memory: 8343, top1_acc: 0.5666, top5_acc: 0.8037, loss_cls: 1.7917, loss: 1.7917, grad_norm: 4.6930 2020-07-25 10:47:35,402 - mmaction - INFO - Epoch [30][640/940] lr: 1.000e-02, eta: 17:54:08, time: 0.927, data_time: 0.009, memory: 8343, top1_acc: 0.5834, top5_acc: 0.8025, loss_cls: 1.7294, loss: 1.7294, grad_norm: 4.5790 2020-07-25 10:47:54,544 - mmaction - INFO - Epoch [30][660/940] lr: 1.000e-02, eta: 17:53:48, time: 0.956, data_time: 0.006, memory: 8343, top1_acc: 0.5699, top5_acc: 0.7928, loss_cls: 1.7975, loss: 1.7975, grad_norm: 4.6452 2020-07-25 10:48:13,283 - mmaction - INFO - Epoch [30][680/940] lr: 1.000e-02, eta: 17:53:27, time: 0.938, data_time: 0.010, memory: 8343, top1_acc: 0.5633, top5_acc: 0.7965, loss_cls: 1.8441, loss: 1.8441, grad_norm: 4.8024 2020-07-25 10:48:31,699 - mmaction - INFO - Epoch [30][700/940] lr: 1.000e-02, eta: 17:53:05, time: 0.919, data_time: 0.006, memory: 8343, top1_acc: 0.5682, top5_acc: 0.7893, loss_cls: 1.8158, loss: 1.8158, grad_norm: 4.6545 2020-07-25 10:48:50,741 - mmaction - INFO - Epoch [30][720/940] lr: 1.000e-02, eta: 17:52:44, time: 0.953, data_time: 0.007, memory: 8343, top1_acc: 0.5781, top5_acc: 0.7982, loss_cls: 1.7771, loss: 1.7771, grad_norm: 4.6658 2020-07-25 10:49:10,078 - mmaction - INFO - Epoch [30][740/940] lr: 1.000e-02, eta: 17:52:24, time: 0.966, data_time: 0.008, memory: 8343, top1_acc: 0.5674, top5_acc: 0.7896, loss_cls: 1.8174, loss: 1.8174, grad_norm: 4.7153 2020-07-25 10:49:28,336 - mmaction - INFO - Epoch [30][760/940] lr: 1.000e-02, eta: 17:52:02, time: 0.911, data_time: 0.011, memory: 8343, top1_acc: 0.5609, top5_acc: 0.7957, loss_cls: 1.8339, loss: 1.8339, grad_norm: 4.7026 2020-07-25 10:49:46,788 - mmaction - INFO - Epoch [30][780/940] lr: 1.000e-02, eta: 17:51:40, time: 0.926, data_time: 0.008, memory: 8343, top1_acc: 0.5572, top5_acc: 0.7904, loss_cls: 1.8377, loss: 1.8377, grad_norm: 4.7069 2020-07-25 10:50:05,943 - mmaction - INFO - Epoch [30][800/940] lr: 1.000e-02, eta: 17:51:19, time: 0.958, data_time: 0.009, memory: 8343, top1_acc: 0.5687, top5_acc: 0.7928, loss_cls: 1.8259, loss: 1.8259, grad_norm: 4.6530 2020-07-25 10:50:23,806 - mmaction - INFO - Epoch [30][820/940] lr: 1.000e-02, eta: 17:50:56, time: 0.894, data_time: 0.003, memory: 8343, top1_acc: 0.5652, top5_acc: 0.7930, loss_cls: 1.8347, loss: 1.8347, grad_norm: 4.7043 2020-07-25 10:50:42,631 - mmaction - INFO - Epoch [30][840/940] lr: 1.000e-02, eta: 17:50:35, time: 0.940, data_time: 0.005, memory: 8343, top1_acc: 0.5623, top5_acc: 0.7945, loss_cls: 1.8121, loss: 1.8121, grad_norm: 4.7223 2020-07-25 10:51:01,513 - mmaction - INFO - Epoch [30][860/940] lr: 1.000e-02, eta: 17:50:14, time: 0.939, data_time: 0.008, memory: 8343, top1_acc: 0.5670, top5_acc: 0.7932, loss_cls: 1.8216, loss: 1.8216, grad_norm: 4.6523 2020-07-25 10:51:19,922 - mmaction - INFO - Epoch [30][880/940] lr: 1.000e-02, eta: 17:49:52, time: 0.926, data_time: 0.010, memory: 8343, top1_acc: 0.5660, top5_acc: 0.7930, loss_cls: 1.8391, loss: 1.8391, grad_norm: 4.6831 2020-07-25 10:51:38,469 - mmaction - INFO - Epoch [30][900/940] lr: 1.000e-02, eta: 17:49:30, time: 0.926, data_time: 0.007, memory: 8343, top1_acc: 0.5611, top5_acc: 0.7881, loss_cls: 1.8419, loss: 1.8419, grad_norm: 4.6758 2020-07-25 10:51:56,664 - mmaction - INFO - Epoch [30][920/940] lr: 1.000e-02, eta: 17:49:08, time: 0.910, data_time: 0.007, memory: 8343, top1_acc: 0.5666, top5_acc: 0.7916, loss_cls: 1.8312, loss: 1.8312, grad_norm: 4.6674 2020-07-25 10:52:14,613 - mmaction - INFO - Epoch [30][940/940] lr: 1.000e-02, eta: 17:48:45, time: 0.898, data_time: 0.010, memory: 8343, top1_acc: 0.5671, top5_acc: 0.7939, loss_cls: 1.8535, loss: 1.8535, grad_norm: 4.8485 2020-07-25 10:52:15,064 - mmaction - INFO - Saving checkpoint at 30 epochs 2020-07-25 10:52:41,277 - mmaction - INFO - Epoch [31][20/940] lr: 1.000e-02, eta: 17:48:40, time: 1.289, data_time: 0.497, memory: 8343, top1_acc: 0.5760, top5_acc: 0.7973, loss_cls: 1.7816, loss: 1.7816, grad_norm: 4.6832 2020-07-25 10:53:00,602 - mmaction - INFO - Epoch [31][40/940] lr: 1.000e-02, eta: 17:48:20, time: 0.965, data_time: 0.011, memory: 8343, top1_acc: 0.5715, top5_acc: 0.7994, loss_cls: 1.7933, loss: 1.7933, grad_norm: 4.7289 2020-07-25 10:53:18,148 - mmaction - INFO - Epoch [31][60/940] lr: 1.000e-02, eta: 17:47:56, time: 0.878, data_time: 0.008, memory: 8343, top1_acc: 0.5797, top5_acc: 0.8002, loss_cls: 1.7844, loss: 1.7844, grad_norm: 4.6115 2020-07-25 10:53:36,094 - mmaction - INFO - Epoch [31][80/940] lr: 1.000e-02, eta: 17:47:33, time: 0.900, data_time: 0.008, memory: 8343, top1_acc: 0.5795, top5_acc: 0.7928, loss_cls: 1.7897, loss: 1.7897, grad_norm: 4.7151 2020-07-25 10:53:54,858 - mmaction - INFO - Epoch [31][100/940] lr: 1.000e-02, eta: 17:47:12, time: 0.938, data_time: 0.001, memory: 8343, top1_acc: 0.5916, top5_acc: 0.8094, loss_cls: 1.7226, loss: 1.7226, grad_norm: 4.5412 2020-07-25 10:54:13,368 - mmaction - INFO - Epoch [31][120/940] lr: 1.000e-02, eta: 17:46:50, time: 0.920, data_time: 0.006, memory: 8343, top1_acc: 0.5701, top5_acc: 0.7998, loss_cls: 1.7495, loss: 1.7495, grad_norm: 4.6377 2020-07-25 10:54:32,162 - mmaction - INFO - Epoch [31][140/940] lr: 1.000e-02, eta: 17:46:29, time: 0.943, data_time: 0.008, memory: 8343, top1_acc: 0.5709, top5_acc: 0.8113, loss_cls: 1.7650, loss: 1.7650, grad_norm: 4.6997 2020-07-25 10:54:51,962 - mmaction - INFO - Epoch [31][160/940] lr: 1.000e-02, eta: 17:46:10, time: 0.991, data_time: 0.008, memory: 8343, top1_acc: 0.5727, top5_acc: 0.8059, loss_cls: 1.7673, loss: 1.7673, grad_norm: 4.6501 2020-07-25 10:55:10,639 - mmaction - INFO - Epoch [31][180/940] lr: 1.000e-02, eta: 17:45:49, time: 0.933, data_time: 0.003, memory: 8343, top1_acc: 0.5754, top5_acc: 0.8076, loss_cls: 1.7648, loss: 1.7648, grad_norm: 4.6347 2020-07-25 10:55:30,588 - mmaction - INFO - Epoch [31][200/940] lr: 1.000e-02, eta: 17:45:30, time: 0.998, data_time: 0.004, memory: 8343, top1_acc: 0.5797, top5_acc: 0.8051, loss_cls: 1.7547, loss: 1.7547, grad_norm: 4.6313 2020-07-25 10:55:49,073 - mmaction - INFO - Epoch [31][220/940] lr: 1.000e-02, eta: 17:45:08, time: 0.925, data_time: 0.004, memory: 8343, top1_acc: 0.5670, top5_acc: 0.7979, loss_cls: 1.7943, loss: 1.7943, grad_norm: 4.7552 2020-07-25 10:56:09,163 - mmaction - INFO - Epoch [31][240/940] lr: 1.000e-02, eta: 17:44:50, time: 1.005, data_time: 0.006, memory: 8343, top1_acc: 0.5803, top5_acc: 0.8012, loss_cls: 1.7885, loss: 1.7885, grad_norm: 4.6701 2020-07-25 10:56:26,726 - mmaction - INFO - Epoch [31][260/940] lr: 1.000e-02, eta: 17:44:26, time: 0.872, data_time: 0.007, memory: 8343, top1_acc: 0.5857, top5_acc: 0.8021, loss_cls: 1.7458, loss: 1.7458, grad_norm: 4.5838 2020-07-25 10:56:47,332 - mmaction - INFO - Epoch [31][280/940] lr: 1.000e-02, eta: 17:44:10, time: 1.038, data_time: 0.009, memory: 8343, top1_acc: 0.5701, top5_acc: 0.7949, loss_cls: 1.8185, loss: 1.8185, grad_norm: 4.6065 2020-07-25 10:57:04,343 - mmaction - INFO - Epoch [31][300/940] lr: 1.000e-02, eta: 17:43:44, time: 0.847, data_time: 0.004, memory: 8343, top1_acc: 0.5854, top5_acc: 0.8012, loss_cls: 1.7539, loss: 1.7539, grad_norm: 4.5601 2020-07-25 10:57:24,051 - mmaction - INFO - Epoch [31][320/940] lr: 1.000e-02, eta: 17:43:25, time: 0.986, data_time: 0.006, memory: 8343, top1_acc: 0.5842, top5_acc: 0.8014, loss_cls: 1.7761, loss: 1.7761, grad_norm: 4.6609 2020-07-25 10:57:42,421 - mmaction - INFO - Epoch [31][340/940] lr: 1.000e-02, eta: 17:43:03, time: 0.916, data_time: 0.010, memory: 8343, top1_acc: 0.5859, top5_acc: 0.8068, loss_cls: 1.7423, loss: 1.7423, grad_norm: 4.5913 2020-07-25 10:58:01,161 - mmaction - INFO - Epoch [31][360/940] lr: 1.000e-02, eta: 17:42:42, time: 0.941, data_time: 0.008, memory: 8343, top1_acc: 0.5678, top5_acc: 0.7973, loss_cls: 1.8005, loss: 1.8005, grad_norm: 4.7070 2020-07-25 10:58:19,877 - mmaction - INFO - Epoch [31][380/940] lr: 1.000e-02, eta: 17:42:21, time: 0.937, data_time: 0.003, memory: 8343, top1_acc: 0.5791, top5_acc: 0.7994, loss_cls: 1.7571, loss: 1.7571, grad_norm: 4.5955 2020-07-25 10:58:40,790 - mmaction - INFO - Epoch [31][400/940] lr: 1.000e-02, eta: 17:42:04, time: 1.040, data_time: 0.007, memory: 8343, top1_acc: 0.5826, top5_acc: 0.7994, loss_cls: 1.7656, loss: 1.7656, grad_norm: 4.6519 2020-07-25 10:59:00,012 - mmaction - INFO - Epoch [31][420/940] lr: 1.000e-02, eta: 17:41:45, time: 0.967, data_time: 0.008, memory: 8343, top1_acc: 0.5754, top5_acc: 0.8039, loss_cls: 1.7669, loss: 1.7669, grad_norm: 4.6749 2020-07-25 10:59:18,201 - mmaction - INFO - Epoch [31][440/940] lr: 1.000e-02, eta: 17:41:22, time: 0.903, data_time: 0.005, memory: 8343, top1_acc: 0.5691, top5_acc: 0.7986, loss_cls: 1.8091, loss: 1.8091, grad_norm: 4.7258 2020-07-25 10:59:37,497 - mmaction - INFO - Epoch [31][460/940] lr: 1.000e-02, eta: 17:41:02, time: 0.971, data_time: 0.009, memory: 8343, top1_acc: 0.5893, top5_acc: 0.8102, loss_cls: 1.7343, loss: 1.7343, grad_norm: 4.6242 2020-07-25 10:59:57,205 - mmaction - INFO - Epoch [31][480/940] lr: 1.000e-02, eta: 17:40:43, time: 0.985, data_time: 0.002, memory: 8343, top1_acc: 0.5855, top5_acc: 0.8063, loss_cls: 1.7473, loss: 1.7473, grad_norm: 4.6731 2020-07-25 11:00:16,180 - mmaction - INFO - Epoch [31][500/940] lr: 1.000e-02, eta: 17:40:22, time: 0.946, data_time: 0.007, memory: 8343, top1_acc: 0.5746, top5_acc: 0.8000, loss_cls: 1.7823, loss: 1.7823, grad_norm: 4.6805 2020-07-25 11:00:34,276 - mmaction - INFO - Epoch [31][520/940] lr: 1.000e-02, eta: 17:40:00, time: 0.907, data_time: 0.016, memory: 8343, top1_acc: 0.5805, top5_acc: 0.8094, loss_cls: 1.7726, loss: 1.7726, grad_norm: 4.6869 2020-07-25 11:00:53,990 - mmaction - INFO - Epoch [31][540/940] lr: 1.000e-02, eta: 17:39:41, time: 0.985, data_time: 0.004, memory: 8343, top1_acc: 0.5752, top5_acc: 0.7961, loss_cls: 1.7875, loss: 1.7875, grad_norm: 4.6415 2020-07-25 11:01:13,133 - mmaction - INFO - Epoch [31][560/940] lr: 1.000e-02, eta: 17:39:21, time: 0.959, data_time: 0.008, memory: 8343, top1_acc: 0.5707, top5_acc: 0.7914, loss_cls: 1.8350, loss: 1.8350, grad_norm: 4.7701 2020-07-25 11:01:32,745 - mmaction - INFO - Epoch [31][580/940] lr: 1.000e-02, eta: 17:39:01, time: 0.978, data_time: 0.008, memory: 8343, top1_acc: 0.5781, top5_acc: 0.8023, loss_cls: 1.7582, loss: 1.7582, grad_norm: 4.6566 2020-07-25 11:01:51,145 - mmaction - INFO - Epoch [31][600/940] lr: 1.000e-02, eta: 17:38:39, time: 0.921, data_time: 0.007, memory: 8343, top1_acc: 0.5635, top5_acc: 0.7963, loss_cls: 1.8029, loss: 1.8029, grad_norm: 4.7227 2020-07-25 11:02:10,149 - mmaction - INFO - Epoch [31][620/940] lr: 1.000e-02, eta: 17:38:19, time: 0.951, data_time: 0.007, memory: 8343, top1_acc: 0.5699, top5_acc: 0.8043, loss_cls: 1.7591, loss: 1.7591, grad_norm: 4.6701 2020-07-25 11:02:28,121 - mmaction - INFO - Epoch [31][640/940] lr: 1.000e-02, eta: 17:37:56, time: 0.899, data_time: 0.003, memory: 8343, top1_acc: 0.5691, top5_acc: 0.8037, loss_cls: 1.7784, loss: 1.7784, grad_norm: 4.7202 2020-07-25 11:02:47,231 - mmaction - INFO - Epoch [31][660/940] lr: 1.000e-02, eta: 17:37:36, time: 0.955, data_time: 0.007, memory: 8343, top1_acc: 0.5687, top5_acc: 0.7951, loss_cls: 1.8150, loss: 1.8150, grad_norm: 4.7418 2020-07-25 11:03:05,481 - mmaction - INFO - Epoch [31][680/940] lr: 1.000e-02, eta: 17:37:13, time: 0.913, data_time: 0.004, memory: 8343, top1_acc: 0.5820, top5_acc: 0.7973, loss_cls: 1.7726, loss: 1.7726, grad_norm: 4.5982 2020-07-25 11:03:24,453 - mmaction - INFO - Epoch [31][700/940] lr: 1.000e-02, eta: 17:36:53, time: 0.948, data_time: 0.007, memory: 8343, top1_acc: 0.5742, top5_acc: 0.8049, loss_cls: 1.7666, loss: 1.7666, grad_norm: 4.6719 2020-07-25 11:03:44,100 - mmaction - INFO - Epoch [31][720/940] lr: 1.000e-02, eta: 17:36:34, time: 0.978, data_time: 0.007, memory: 8343, top1_acc: 0.5777, top5_acc: 0.8047, loss_cls: 1.7800, loss: 1.7800, grad_norm: 4.6495 2020-07-25 11:04:03,354 - mmaction - INFO - Epoch [31][740/940] lr: 1.000e-02, eta: 17:36:14, time: 0.967, data_time: 0.009, memory: 8343, top1_acc: 0.5777, top5_acc: 0.7986, loss_cls: 1.7800, loss: 1.7800, grad_norm: 4.7002 2020-07-25 11:04:22,838 - mmaction - INFO - Epoch [31][760/940] lr: 1.000e-02, eta: 17:35:54, time: 0.966, data_time: 0.007, memory: 8343, top1_acc: 0.5646, top5_acc: 0.7965, loss_cls: 1.8006, loss: 1.8006, grad_norm: 4.7424 2020-07-25 11:04:42,022 - mmaction - INFO - Epoch [31][780/940] lr: 1.000e-02, eta: 17:35:34, time: 0.966, data_time: 0.012, memory: 8343, top1_acc: 0.5623, top5_acc: 0.7934, loss_cls: 1.8231, loss: 1.8231, grad_norm: 4.7297 2020-07-25 11:05:00,894 - mmaction - INFO - Epoch [31][800/940] lr: 1.000e-02, eta: 17:35:13, time: 0.941, data_time: 0.009, memory: 8343, top1_acc: 0.5658, top5_acc: 0.7975, loss_cls: 1.8061, loss: 1.8061, grad_norm: 4.7349 2020-07-25 11:05:20,052 - mmaction - INFO - Epoch [31][820/940] lr: 1.000e-02, eta: 17:34:53, time: 0.961, data_time: 0.008, memory: 8343, top1_acc: 0.5730, top5_acc: 0.8045, loss_cls: 1.7771, loss: 1.7771, grad_norm: 4.6345 2020-07-25 11:05:39,762 - mmaction - INFO - Epoch [31][840/940] lr: 1.000e-02, eta: 17:34:34, time: 0.987, data_time: 0.007, memory: 8343, top1_acc: 0.5717, top5_acc: 0.7975, loss_cls: 1.8061, loss: 1.8061, grad_norm: 4.7716 2020-07-25 11:05:57,576 - mmaction - INFO - Epoch [31][860/940] lr: 1.000e-02, eta: 17:34:11, time: 0.886, data_time: 0.005, memory: 8343, top1_acc: 0.5684, top5_acc: 0.7951, loss_cls: 1.8257, loss: 1.8257, grad_norm: 4.7421 2020-07-25 11:06:15,891 - mmaction - INFO - Epoch [31][880/940] lr: 1.000e-02, eta: 17:33:49, time: 0.920, data_time: 0.009, memory: 8343, top1_acc: 0.5713, top5_acc: 0.8004, loss_cls: 1.7735, loss: 1.7735, grad_norm: 4.6657 2020-07-25 11:06:35,329 - mmaction - INFO - Epoch [31][900/940] lr: 1.000e-02, eta: 17:33:29, time: 0.967, data_time: 0.004, memory: 8343, top1_acc: 0.5666, top5_acc: 0.7980, loss_cls: 1.8077, loss: 1.8077, grad_norm: 4.7589 2020-07-25 11:06:53,297 - mmaction - INFO - Epoch [31][920/940] lr: 1.000e-02, eta: 17:33:06, time: 0.902, data_time: 0.007, memory: 8343, top1_acc: 0.5811, top5_acc: 0.7992, loss_cls: 1.7693, loss: 1.7693, grad_norm: 4.6097 2020-07-25 11:07:11,948 - mmaction - INFO - Epoch [31][940/940] lr: 1.000e-02, eta: 17:32:45, time: 0.934, data_time: 0.007, memory: 8343, top1_acc: 0.5768, top5_acc: 0.7990, loss_cls: 1.8000, loss: 1.8000, grad_norm: 4.7216 2020-07-25 11:07:12,379 - mmaction - INFO - Saving checkpoint at 31 epochs 2020-07-25 11:07:42,588 - mmaction - INFO - Epoch [32][20/940] lr: 1.000e-02, eta: 17:32:48, time: 1.481, data_time: 0.694, memory: 8343, top1_acc: 0.5838, top5_acc: 0.8061, loss_cls: 1.7410, loss: 1.7410, grad_norm: 4.6447 2020-07-25 11:08:02,598 - mmaction - INFO - Epoch [32][40/940] lr: 1.000e-02, eta: 17:32:30, time: 1.002, data_time: 0.003, memory: 8343, top1_acc: 0.5805, top5_acc: 0.8059, loss_cls: 1.7719, loss: 1.7719, grad_norm: 4.7212 2020-07-25 11:08:20,314 - mmaction - INFO - Epoch [32][60/940] lr: 1.000e-02, eta: 17:32:06, time: 0.885, data_time: 0.005, memory: 8343, top1_acc: 0.5826, top5_acc: 0.8092, loss_cls: 1.7375, loss: 1.7375, grad_norm: 4.5683 2020-07-25 11:08:38,396 - mmaction - INFO - Epoch [32][80/940] lr: 1.000e-02, eta: 17:31:44, time: 0.901, data_time: 0.008, memory: 8343, top1_acc: 0.5879, top5_acc: 0.8039, loss_cls: 1.7241, loss: 1.7241, grad_norm: 4.6371 2020-07-25 11:08:58,370 - mmaction - INFO - Epoch [32][100/940] lr: 1.000e-02, eta: 17:31:25, time: 1.001, data_time: 0.007, memory: 8343, top1_acc: 0.5771, top5_acc: 0.7914, loss_cls: 1.7928, loss: 1.7928, grad_norm: 4.6148 2020-07-25 11:09:18,979 - mmaction - INFO - Epoch [32][120/940] lr: 1.000e-02, eta: 17:31:08, time: 1.030, data_time: 0.007, memory: 8343, top1_acc: 0.5807, top5_acc: 0.8041, loss_cls: 1.7476, loss: 1.7476, grad_norm: 4.6378 2020-07-25 11:09:36,713 - mmaction - INFO - Epoch [32][140/940] lr: 1.000e-02, eta: 17:30:45, time: 0.886, data_time: 0.005, memory: 8343, top1_acc: 0.5689, top5_acc: 0.7992, loss_cls: 1.7792, loss: 1.7792, grad_norm: 4.7005 2020-07-25 11:09:55,844 - mmaction - INFO - Epoch [32][160/940] lr: 1.000e-02, eta: 17:30:25, time: 0.953, data_time: 0.006, memory: 8343, top1_acc: 0.5777, top5_acc: 0.8033, loss_cls: 1.7580, loss: 1.7580, grad_norm: 4.6914 2020-07-25 11:10:14,382 - mmaction - INFO - Epoch [32][180/940] lr: 1.000e-02, eta: 17:30:03, time: 0.932, data_time: 0.007, memory: 8343, top1_acc: 0.5764, top5_acc: 0.8057, loss_cls: 1.7720, loss: 1.7720, grad_norm: 4.8507 2020-07-25 11:10:32,784 - mmaction - INFO - Epoch [32][200/940] lr: 1.000e-02, eta: 17:29:41, time: 0.912, data_time: 0.006, memory: 8343, top1_acc: 0.5863, top5_acc: 0.8148, loss_cls: 1.7082, loss: 1.7082, grad_norm: 4.7223 2020-07-25 11:10:52,152 - mmaction - INFO - Epoch [32][220/940] lr: 1.000e-02, eta: 17:29:22, time: 0.974, data_time: 0.010, memory: 8343, top1_acc: 0.5889, top5_acc: 0.8047, loss_cls: 1.7366, loss: 1.7366, grad_norm: 4.6513 2020-07-25 11:11:11,691 - mmaction - INFO - Epoch [32][240/940] lr: 1.000e-02, eta: 17:29:02, time: 0.975, data_time: 0.008, memory: 8343, top1_acc: 0.5814, top5_acc: 0.8027, loss_cls: 1.7699, loss: 1.7699, grad_norm: 4.7335 2020-07-25 11:11:30,757 - mmaction - INFO - Epoch [32][260/940] lr: 1.000e-02, eta: 17:28:42, time: 0.954, data_time: 0.007, memory: 8343, top1_acc: 0.5775, top5_acc: 0.8035, loss_cls: 1.7467, loss: 1.7467, grad_norm: 4.5891 2020-07-25 11:11:50,250 - mmaction - INFO - Epoch [32][280/940] lr: 1.000e-02, eta: 17:28:22, time: 0.974, data_time: 0.007, memory: 8343, top1_acc: 0.5699, top5_acc: 0.8000, loss_cls: 1.7870, loss: 1.7870, grad_norm: 4.6962 2020-07-25 11:12:08,403 - mmaction - INFO - Epoch [32][300/940] lr: 1.000e-02, eta: 17:28:00, time: 0.910, data_time: 0.007, memory: 8343, top1_acc: 0.5807, top5_acc: 0.8102, loss_cls: 1.7401, loss: 1.7401, grad_norm: 4.7120 2020-07-25 11:12:28,454 - mmaction - INFO - Epoch [32][320/940] lr: 1.000e-02, eta: 17:27:42, time: 0.999, data_time: 0.007, memory: 8343, top1_acc: 0.5775, top5_acc: 0.8076, loss_cls: 1.7557, loss: 1.7557, grad_norm: 4.6749 2020-07-25 11:12:46,344 - mmaction - INFO - Epoch [32][340/940] lr: 1.000e-02, eta: 17:27:19, time: 0.898, data_time: 0.008, memory: 8343, top1_acc: 0.5773, top5_acc: 0.8066, loss_cls: 1.7636, loss: 1.7636, grad_norm: 4.6936 2020-07-25 11:13:04,138 - mmaction - INFO - Epoch [32][360/940] lr: 1.000e-02, eta: 17:26:56, time: 0.890, data_time: 0.002, memory: 8343, top1_acc: 0.5805, top5_acc: 0.8014, loss_cls: 1.7707, loss: 1.7707, grad_norm: 4.6935 2020-07-25 11:13:22,450 - mmaction - INFO - Epoch [32][380/940] lr: 1.000e-02, eta: 17:26:33, time: 0.910, data_time: 0.006, memory: 8343, top1_acc: 0.5789, top5_acc: 0.8066, loss_cls: 1.7707, loss: 1.7707, grad_norm: 4.6929 2020-07-25 11:13:41,580 - mmaction - INFO - Epoch [32][400/940] lr: 1.000e-02, eta: 17:26:14, time: 0.962, data_time: 0.008, memory: 8343, top1_acc: 0.5813, top5_acc: 0.8029, loss_cls: 1.7634, loss: 1.7634, grad_norm: 4.6037 2020-07-25 11:14:00,720 - mmaction - INFO - Epoch [32][420/940] lr: 1.000e-02, eta: 17:25:53, time: 0.952, data_time: 0.007, memory: 8343, top1_acc: 0.5791, top5_acc: 0.7988, loss_cls: 1.7745, loss: 1.7745, grad_norm: 4.6281 2020-07-25 11:14:18,628 - mmaction - INFO - Epoch [32][440/940] lr: 1.000e-02, eta: 17:25:30, time: 0.898, data_time: 0.009, memory: 8343, top1_acc: 0.5705, top5_acc: 0.7998, loss_cls: 1.8170, loss: 1.8170, grad_norm: 4.7311 2020-07-25 11:14:37,851 - mmaction - INFO - Epoch [32][460/940] lr: 1.000e-02, eta: 17:25:10, time: 0.962, data_time: 0.009, memory: 8343, top1_acc: 0.5684, top5_acc: 0.7975, loss_cls: 1.8069, loss: 1.8069, grad_norm: 4.7330 2020-07-25 11:14:56,913 - mmaction - INFO - Epoch [32][480/940] lr: 1.000e-02, eta: 17:24:50, time: 0.948, data_time: 0.009, memory: 8343, top1_acc: 0.5795, top5_acc: 0.8100, loss_cls: 1.7324, loss: 1.7324, grad_norm: 4.7191 2020-07-25 11:15:16,374 - mmaction - INFO - Epoch [32][500/940] lr: 1.000e-02, eta: 17:24:30, time: 0.979, data_time: 0.009, memory: 8343, top1_acc: 0.5736, top5_acc: 0.8004, loss_cls: 1.7521, loss: 1.7521, grad_norm: 4.6870 2020-07-25 11:15:35,617 - mmaction - INFO - Epoch [32][520/940] lr: 1.000e-02, eta: 17:24:10, time: 0.960, data_time: 0.007, memory: 8343, top1_acc: 0.5773, top5_acc: 0.8035, loss_cls: 1.7762, loss: 1.7762, grad_norm: 4.6351 2020-07-25 11:15:53,659 - mmaction - INFO - Epoch [32][540/940] lr: 1.000e-02, eta: 17:23:48, time: 0.904, data_time: 0.007, memory: 8343, top1_acc: 0.5736, top5_acc: 0.7973, loss_cls: 1.8033, loss: 1.8033, grad_norm: 4.6842 2020-07-25 11:16:11,782 - mmaction - INFO - Epoch [32][560/940] lr: 1.000e-02, eta: 17:23:25, time: 0.901, data_time: 0.006, memory: 8343, top1_acc: 0.5760, top5_acc: 0.7988, loss_cls: 1.7541, loss: 1.7541, grad_norm: 4.6645 2020-07-25 11:16:30,290 - mmaction - INFO - Epoch [32][580/940] lr: 1.000e-02, eta: 17:23:04, time: 0.928, data_time: 0.008, memory: 8343, top1_acc: 0.5773, top5_acc: 0.7941, loss_cls: 1.7750, loss: 1.7750, grad_norm: 4.5694 2020-07-25 11:16:48,530 - mmaction - INFO - Epoch [32][600/940] lr: 1.000e-02, eta: 17:22:42, time: 0.913, data_time: 0.005, memory: 8343, top1_acc: 0.5811, top5_acc: 0.8016, loss_cls: 1.7597, loss: 1.7597, grad_norm: 4.5921 2020-07-25 11:17:08,646 - mmaction - INFO - Epoch [32][620/940] lr: 1.000e-02, eta: 17:22:24, time: 1.007, data_time: 0.008, memory: 8343, top1_acc: 0.5656, top5_acc: 0.7918, loss_cls: 1.8232, loss: 1.8232, grad_norm: 4.6661 2020-07-25 11:17:27,718 - mmaction - INFO - Epoch [32][640/940] lr: 1.000e-02, eta: 17:22:03, time: 0.945, data_time: 0.006, memory: 8343, top1_acc: 0.5811, top5_acc: 0.8035, loss_cls: 1.7319, loss: 1.7319, grad_norm: 4.6272 2020-07-25 11:17:47,810 - mmaction - INFO - Epoch [32][660/940] lr: 1.000e-02, eta: 17:21:45, time: 1.012, data_time: 0.011, memory: 8343, top1_acc: 0.5850, top5_acc: 0.8055, loss_cls: 1.7312, loss: 1.7312, grad_norm: 4.7142 2020-07-25 11:18:05,125 - mmaction - INFO - Epoch [32][680/940] lr: 1.000e-02, eta: 17:21:21, time: 0.862, data_time: 0.007, memory: 8343, top1_acc: 0.5719, top5_acc: 0.8035, loss_cls: 1.7642, loss: 1.7642, grad_norm: 4.6980 2020-07-25 11:18:23,841 - mmaction - INFO - Epoch [32][700/940] lr: 1.000e-02, eta: 17:21:00, time: 0.941, data_time: 0.007, memory: 8343, top1_acc: 0.5750, top5_acc: 0.8051, loss_cls: 1.7589, loss: 1.7589, grad_norm: 4.6875 2020-07-25 11:18:42,601 - mmaction - INFO - Epoch [32][720/940] lr: 1.000e-02, eta: 17:20:39, time: 0.931, data_time: 0.007, memory: 8343, top1_acc: 0.5664, top5_acc: 0.8002, loss_cls: 1.7881, loss: 1.7881, grad_norm: 4.6912 2020-07-25 11:19:01,239 - mmaction - INFO - Epoch [32][740/940] lr: 1.000e-02, eta: 17:20:18, time: 0.938, data_time: 0.011, memory: 8343, top1_acc: 0.5834, top5_acc: 0.7980, loss_cls: 1.7781, loss: 1.7781, grad_norm: 4.6116 2020-07-25 11:19:19,447 - mmaction - INFO - Epoch [32][760/940] lr: 1.000e-02, eta: 17:19:56, time: 0.910, data_time: 0.007, memory: 8343, top1_acc: 0.5680, top5_acc: 0.7918, loss_cls: 1.8046, loss: 1.8046, grad_norm: 4.7506 2020-07-25 11:19:38,050 - mmaction - INFO - Epoch [32][780/940] lr: 1.000e-02, eta: 17:19:34, time: 0.932, data_time: 0.003, memory: 8343, top1_acc: 0.5818, top5_acc: 0.7977, loss_cls: 1.7878, loss: 1.7878, grad_norm: 4.7826 2020-07-25 11:19:56,796 - mmaction - INFO - Epoch [32][800/940] lr: 1.000e-02, eta: 17:19:13, time: 0.933, data_time: 0.006, memory: 8343, top1_acc: 0.5795, top5_acc: 0.7973, loss_cls: 1.7784, loss: 1.7784, grad_norm: 4.6822 2020-07-25 11:20:16,007 - mmaction - INFO - Epoch [32][820/940] lr: 1.000e-02, eta: 17:18:53, time: 0.962, data_time: 0.007, memory: 8343, top1_acc: 0.5730, top5_acc: 0.7996, loss_cls: 1.7588, loss: 1.7588, grad_norm: 4.6967 2020-07-25 11:20:33,910 - mmaction - INFO - Epoch [32][840/940] lr: 1.000e-02, eta: 17:18:30, time: 0.895, data_time: 0.009, memory: 8343, top1_acc: 0.5725, top5_acc: 0.8016, loss_cls: 1.7835, loss: 1.7835, grad_norm: 4.7352 2020-07-25 11:20:53,437 - mmaction - INFO - Epoch [32][860/940] lr: 1.000e-02, eta: 17:18:11, time: 0.979, data_time: 0.007, memory: 8343, top1_acc: 0.5752, top5_acc: 0.8016, loss_cls: 1.7968, loss: 1.7968, grad_norm: 4.6740 2020-07-25 11:21:12,121 - mmaction - INFO - Epoch [32][880/940] lr: 1.000e-02, eta: 17:17:50, time: 0.931, data_time: 0.006, memory: 8343, top1_acc: 0.5779, top5_acc: 0.8008, loss_cls: 1.7661, loss: 1.7661, grad_norm: 4.6601 2020-07-25 11:21:30,407 - mmaction - INFO - Epoch [32][900/940] lr: 1.000e-02, eta: 17:17:28, time: 0.916, data_time: 0.007, memory: 8343, top1_acc: 0.5754, top5_acc: 0.8014, loss_cls: 1.7949, loss: 1.7949, grad_norm: 4.7706 2020-07-25 11:21:48,953 - mmaction - INFO - Epoch [32][920/940] lr: 1.000e-02, eta: 17:17:06, time: 0.925, data_time: 0.007, memory: 8343, top1_acc: 0.5781, top5_acc: 0.8061, loss_cls: 1.7438, loss: 1.7438, grad_norm: 4.6638 2020-07-25 11:22:06,687 - mmaction - INFO - Epoch [32][940/940] lr: 1.000e-02, eta: 17:16:43, time: 0.888, data_time: 0.010, memory: 8343, top1_acc: 0.5748, top5_acc: 0.8028, loss_cls: 1.7765, loss: 1.7765, grad_norm: 4.7897 2020-07-25 11:22:07,169 - mmaction - INFO - Saving checkpoint at 32 epochs 2020-07-25 11:22:34,286 - mmaction - INFO - Epoch [33][20/940] lr: 1.000e-02, eta: 17:16:39, time: 1.335, data_time: 0.556, memory: 8343, top1_acc: 0.5900, top5_acc: 0.8068, loss_cls: 1.7230, loss: 1.7230, grad_norm: 4.6465 2020-07-25 11:22:50,659 - mmaction - INFO - Epoch [33][40/940] lr: 1.000e-02, eta: 17:16:13, time: 0.820, data_time: 0.003, memory: 8343, top1_acc: 0.5902, top5_acc: 0.8076, loss_cls: 1.7022, loss: 1.7022, grad_norm: 4.6078 2020-07-25 11:23:08,684 - mmaction - INFO - Epoch [33][60/940] lr: 1.000e-02, eta: 17:15:51, time: 0.901, data_time: 0.006, memory: 8343, top1_acc: 0.5902, top5_acc: 0.8143, loss_cls: 1.6951, loss: 1.6951, grad_norm: 4.5780 2020-07-25 11:23:27,023 - mmaction - INFO - Epoch [33][80/940] lr: 1.000e-02, eta: 17:15:29, time: 0.915, data_time: 0.004, memory: 8343, top1_acc: 0.5863, top5_acc: 0.8063, loss_cls: 1.7411, loss: 1.7411, grad_norm: 4.6284 2020-07-25 11:23:45,947 - mmaction - INFO - Epoch [33][100/940] lr: 1.000e-02, eta: 17:15:08, time: 0.948, data_time: 0.008, memory: 8343, top1_acc: 0.5945, top5_acc: 0.8096, loss_cls: 1.6954, loss: 1.6954, grad_norm: 4.6329 2020-07-25 11:24:05,242 - mmaction - INFO - Epoch [33][120/940] lr: 1.000e-02, eta: 17:14:48, time: 0.964, data_time: 0.003, memory: 8343, top1_acc: 0.5916, top5_acc: 0.8039, loss_cls: 1.7511, loss: 1.7511, grad_norm: 4.6508 2020-07-25 11:24:24,293 - mmaction - INFO - Epoch [33][140/940] lr: 1.000e-02, eta: 17:14:28, time: 0.954, data_time: 0.008, memory: 8343, top1_acc: 0.5861, top5_acc: 0.8074, loss_cls: 1.7455, loss: 1.7455, grad_norm: 4.6078 2020-07-25 11:24:42,204 - mmaction - INFO - Epoch [33][160/940] lr: 1.000e-02, eta: 17:14:05, time: 0.893, data_time: 0.006, memory: 8343, top1_acc: 0.5811, top5_acc: 0.8072, loss_cls: 1.7472, loss: 1.7472, grad_norm: 4.6841 2020-07-25 11:25:01,494 - mmaction - INFO - Epoch [33][180/940] lr: 1.000e-02, eta: 17:13:46, time: 0.965, data_time: 0.005, memory: 8343, top1_acc: 0.5807, top5_acc: 0.8057, loss_cls: 1.7451, loss: 1.7451, grad_norm: 4.7432 2020-07-25 11:25:19,692 - mmaction - INFO - Epoch [33][200/940] lr: 1.000e-02, eta: 17:13:24, time: 0.912, data_time: 0.007, memory: 8343, top1_acc: 0.5809, top5_acc: 0.8057, loss_cls: 1.7349, loss: 1.7349, grad_norm: 4.6814 2020-07-25 11:25:38,235 - mmaction - INFO - Epoch [33][220/940] lr: 1.000e-02, eta: 17:13:02, time: 0.918, data_time: 0.008, memory: 8343, top1_acc: 0.5871, top5_acc: 0.8020, loss_cls: 1.7553, loss: 1.7553, grad_norm: 4.6812 2020-07-25 11:25:57,190 - mmaction - INFO - Epoch [33][240/940] lr: 1.000e-02, eta: 17:12:42, time: 0.956, data_time: 0.011, memory: 8343, top1_acc: 0.5742, top5_acc: 0.8131, loss_cls: 1.7313, loss: 1.7313, grad_norm: 4.6541 2020-07-25 11:26:16,218 - mmaction - INFO - Epoch [33][260/940] lr: 1.000e-02, eta: 17:12:21, time: 0.946, data_time: 0.006, memory: 8343, top1_acc: 0.5834, top5_acc: 0.8045, loss_cls: 1.7194, loss: 1.7194, grad_norm: 4.6158 2020-07-25 11:26:35,928 - mmaction - INFO - Epoch [33][280/940] lr: 1.000e-02, eta: 17:12:02, time: 0.990, data_time: 0.009, memory: 8343, top1_acc: 0.5846, top5_acc: 0.8045, loss_cls: 1.7423, loss: 1.7423, grad_norm: 4.6352 2020-07-25 11:26:53,746 - mmaction - INFO - Epoch [33][300/940] lr: 1.000e-02, eta: 17:11:39, time: 0.887, data_time: 0.008, memory: 8343, top1_acc: 0.5687, top5_acc: 0.7945, loss_cls: 1.7781, loss: 1.7781, grad_norm: 4.7640 2020-07-25 11:27:12,625 - mmaction - INFO - Epoch [33][320/940] lr: 1.000e-02, eta: 17:11:19, time: 0.948, data_time: 0.010, memory: 8343, top1_acc: 0.5822, top5_acc: 0.7994, loss_cls: 1.7636, loss: 1.7636, grad_norm: 4.6920 2020-07-25 11:27:32,957 - mmaction - INFO - Epoch [33][340/940] lr: 1.000e-02, eta: 17:11:01, time: 1.018, data_time: 0.008, memory: 8343, top1_acc: 0.5768, top5_acc: 0.8039, loss_cls: 1.7673, loss: 1.7673, grad_norm: 4.6907 2020-07-25 11:27:50,201 - mmaction - INFO - Epoch [33][360/940] lr: 1.000e-02, eta: 17:10:37, time: 0.862, data_time: 0.004, memory: 8343, top1_acc: 0.5832, top5_acc: 0.8031, loss_cls: 1.7497, loss: 1.7497, grad_norm: 4.6792 2020-07-25 11:28:09,732 - mmaction - INFO - Epoch [33][380/940] lr: 1.000e-02, eta: 17:10:18, time: 0.978, data_time: 0.009, memory: 8343, top1_acc: 0.5773, top5_acc: 0.8074, loss_cls: 1.7473, loss: 1.7473, grad_norm: 4.6550 2020-07-25 11:28:28,625 - mmaction - INFO - Epoch [33][400/940] lr: 1.000e-02, eta: 17:09:57, time: 0.943, data_time: 0.004, memory: 8343, top1_acc: 0.5740, top5_acc: 0.7975, loss_cls: 1.7775, loss: 1.7775, grad_norm: 4.6973 2020-07-25 11:28:46,771 - mmaction - INFO - Epoch [33][420/940] lr: 1.000e-02, eta: 17:09:35, time: 0.906, data_time: 0.007, memory: 8343, top1_acc: 0.5840, top5_acc: 0.7949, loss_cls: 1.7844, loss: 1.7844, grad_norm: 4.7388 2020-07-25 11:29:05,474 - mmaction - INFO - Epoch [33][440/940] lr: 1.000e-02, eta: 17:09:14, time: 0.936, data_time: 0.007, memory: 8343, top1_acc: 0.5770, top5_acc: 0.7951, loss_cls: 1.7765, loss: 1.7765, grad_norm: 4.6366 2020-07-25 11:29:24,584 - mmaction - INFO - Epoch [33][460/940] lr: 1.000e-02, eta: 17:08:54, time: 0.955, data_time: 0.008, memory: 8343, top1_acc: 0.5791, top5_acc: 0.8092, loss_cls: 1.7345, loss: 1.7345, grad_norm: 4.6218 2020-07-25 11:29:43,545 - mmaction - INFO - Epoch [33][480/940] lr: 1.000e-02, eta: 17:08:33, time: 0.949, data_time: 0.004, memory: 8343, top1_acc: 0.5896, top5_acc: 0.8088, loss_cls: 1.7377, loss: 1.7377, grad_norm: 4.7184 2020-07-25 11:30:01,518 - mmaction - INFO - Epoch [33][500/940] lr: 1.000e-02, eta: 17:08:11, time: 0.899, data_time: 0.008, memory: 8343, top1_acc: 0.5764, top5_acc: 0.8063, loss_cls: 1.7643, loss: 1.7643, grad_norm: 4.7905 2020-07-25 11:30:20,036 - mmaction - INFO - Epoch [33][520/940] lr: 1.000e-02, eta: 17:07:49, time: 0.924, data_time: 0.008, memory: 8343, top1_acc: 0.5930, top5_acc: 0.8037, loss_cls: 1.7233, loss: 1.7233, grad_norm: 4.6118 2020-07-25 11:30:39,536 - mmaction - INFO - Epoch [33][540/940] lr: 1.000e-02, eta: 17:07:30, time: 0.978, data_time: 0.008, memory: 8343, top1_acc: 0.5846, top5_acc: 0.8094, loss_cls: 1.7460, loss: 1.7460, grad_norm: 4.6857 2020-07-25 11:30:58,153 - mmaction - INFO - Epoch [33][560/940] lr: 1.000e-02, eta: 17:07:09, time: 0.928, data_time: 0.006, memory: 8343, top1_acc: 0.5748, top5_acc: 0.8035, loss_cls: 1.7499, loss: 1.7499, grad_norm: 4.7295 2020-07-25 11:31:17,250 - mmaction - INFO - Epoch [33][580/940] lr: 1.000e-02, eta: 17:06:48, time: 0.956, data_time: 0.006, memory: 8343, top1_acc: 0.5809, top5_acc: 0.8057, loss_cls: 1.7498, loss: 1.7498, grad_norm: 4.7004 2020-07-25 11:31:35,527 - mmaction - INFO - Epoch [33][600/940] lr: 1.000e-02, eta: 17:06:26, time: 0.909, data_time: 0.007, memory: 8343, top1_acc: 0.5736, top5_acc: 0.8045, loss_cls: 1.7777, loss: 1.7777, grad_norm: 4.7014 2020-07-25 11:31:54,250 - mmaction - INFO - Epoch [33][620/940] lr: 1.000e-02, eta: 17:06:06, time: 0.942, data_time: 0.009, memory: 8343, top1_acc: 0.5818, top5_acc: 0.8051, loss_cls: 1.7383, loss: 1.7383, grad_norm: 4.6289 2020-07-25 11:32:13,881 - mmaction - INFO - Epoch [33][640/940] lr: 1.000e-02, eta: 17:05:46, time: 0.979, data_time: 0.008, memory: 8343, top1_acc: 0.5641, top5_acc: 0.7990, loss_cls: 1.8113, loss: 1.8113, grad_norm: 4.7385 2020-07-25 11:32:32,457 - mmaction - INFO - Epoch [33][660/940] lr: 1.000e-02, eta: 17:05:25, time: 0.932, data_time: 0.008, memory: 8343, top1_acc: 0.5705, top5_acc: 0.7906, loss_cls: 1.8016, loss: 1.8016, grad_norm: 4.7024 2020-07-25 11:32:50,757 - mmaction - INFO - Epoch [33][680/940] lr: 1.000e-02, eta: 17:05:03, time: 0.914, data_time: 0.002, memory: 8343, top1_acc: 0.5725, top5_acc: 0.7986, loss_cls: 1.7881, loss: 1.7881, grad_norm: 4.6939 2020-07-25 11:33:09,790 - mmaction - INFO - Epoch [33][700/940] lr: 1.000e-02, eta: 17:04:43, time: 0.948, data_time: 0.007, memory: 8343, top1_acc: 0.5857, top5_acc: 0.8041, loss_cls: 1.7368, loss: 1.7368, grad_norm: 4.5777 2020-07-25 11:33:27,887 - mmaction - INFO - Epoch [33][720/940] lr: 1.000e-02, eta: 17:04:21, time: 0.908, data_time: 0.008, memory: 8343, top1_acc: 0.5803, top5_acc: 0.7990, loss_cls: 1.7549, loss: 1.7549, grad_norm: 4.6910 2020-07-25 11:33:47,566 - mmaction - INFO - Epoch [33][740/940] lr: 1.000e-02, eta: 17:04:02, time: 0.985, data_time: 0.007, memory: 8343, top1_acc: 0.5746, top5_acc: 0.8037, loss_cls: 1.7796, loss: 1.7796, grad_norm: 4.6667 2020-07-25 11:34:06,305 - mmaction - INFO - Epoch [33][760/940] lr: 1.000e-02, eta: 17:03:41, time: 0.936, data_time: 0.002, memory: 8343, top1_acc: 0.5752, top5_acc: 0.8020, loss_cls: 1.7973, loss: 1.7973, grad_norm: 4.6662 2020-07-25 11:34:24,436 - mmaction - INFO - Epoch [33][780/940] lr: 1.000e-02, eta: 17:03:19, time: 0.906, data_time: 0.007, memory: 8343, top1_acc: 0.5713, top5_acc: 0.7973, loss_cls: 1.8030, loss: 1.8030, grad_norm: 4.7280 2020-07-25 11:34:43,145 - mmaction - INFO - Epoch [33][800/940] lr: 1.000e-02, eta: 17:02:58, time: 0.934, data_time: 0.009, memory: 8343, top1_acc: 0.5715, top5_acc: 0.8004, loss_cls: 1.7931, loss: 1.7931, grad_norm: 4.6919 2020-07-25 11:35:02,337 - mmaction - INFO - Epoch [33][820/940] lr: 1.000e-02, eta: 17:02:38, time: 0.958, data_time: 0.008, memory: 8343, top1_acc: 0.5766, top5_acc: 0.8027, loss_cls: 1.7399, loss: 1.7399, grad_norm: 4.6507 2020-07-25 11:35:20,319 - mmaction - INFO - Epoch [33][840/940] lr: 1.000e-02, eta: 17:02:16, time: 0.902, data_time: 0.006, memory: 8343, top1_acc: 0.5566, top5_acc: 0.7932, loss_cls: 1.8250, loss: 1.8250, grad_norm: 4.7944 2020-07-25 11:35:39,845 - mmaction - INFO - Epoch [33][860/940] lr: 1.000e-02, eta: 17:01:56, time: 0.977, data_time: 0.009, memory: 8343, top1_acc: 0.5809, top5_acc: 0.8047, loss_cls: 1.7589, loss: 1.7589, grad_norm: 4.7118 2020-07-25 11:35:58,584 - mmaction - INFO - Epoch [33][880/940] lr: 1.000e-02, eta: 17:01:35, time: 0.937, data_time: 0.007, memory: 8343, top1_acc: 0.5748, top5_acc: 0.8086, loss_cls: 1.7594, loss: 1.7594, grad_norm: 4.7032 2020-07-25 11:36:17,046 - mmaction - INFO - Epoch [33][900/940] lr: 1.000e-02, eta: 17:01:14, time: 0.922, data_time: 0.005, memory: 8343, top1_acc: 0.5758, top5_acc: 0.7965, loss_cls: 1.7804, loss: 1.7804, grad_norm: 4.7025 2020-07-25 11:36:35,493 - mmaction - INFO - Epoch [33][920/940] lr: 1.000e-02, eta: 17:00:52, time: 0.921, data_time: 0.003, memory: 8343, top1_acc: 0.5775, top5_acc: 0.8059, loss_cls: 1.7567, loss: 1.7567, grad_norm: 4.6650 2020-07-25 11:36:53,189 - mmaction - INFO - Epoch [33][940/940] lr: 1.000e-02, eta: 17:00:29, time: 0.886, data_time: 0.008, memory: 8343, top1_acc: 0.5715, top5_acc: 0.8020, loss_cls: 1.7857, loss: 1.7857, grad_norm: 4.7220 2020-07-25 11:36:53,650 - mmaction - INFO - Saving checkpoint at 33 epochs 2020-07-25 11:37:20,505 - mmaction - INFO - Epoch [34][20/940] lr: 1.000e-02, eta: 17:00:24, time: 1.323, data_time: 0.515, memory: 8343, top1_acc: 0.5756, top5_acc: 0.8039, loss_cls: 1.7525, loss: 1.7525, grad_norm: 4.5681 2020-07-25 11:37:37,903 - mmaction - INFO - Epoch [34][40/940] lr: 1.000e-02, eta: 17:00:01, time: 0.868, data_time: 0.008, memory: 8343, top1_acc: 0.5902, top5_acc: 0.8152, loss_cls: 1.6900, loss: 1.6900, grad_norm: 4.6020 2020-07-25 11:37:55,446 - mmaction - INFO - Epoch [34][60/940] lr: 1.000e-02, eta: 16:59:37, time: 0.879, data_time: 0.006, memory: 8343, top1_acc: 0.5885, top5_acc: 0.8115, loss_cls: 1.7074, loss: 1.7074, grad_norm: 4.7054 2020-07-25 11:38:14,632 - mmaction - INFO - Epoch [34][80/940] lr: 1.000e-02, eta: 16:59:17, time: 0.956, data_time: 0.008, memory: 8343, top1_acc: 0.5836, top5_acc: 0.8064, loss_cls: 1.7325, loss: 1.7325, grad_norm: 4.6834 2020-07-25 11:38:32,352 - mmaction - INFO - Epoch [34][100/940] lr: 1.000e-02, eta: 16:58:54, time: 0.888, data_time: 0.007, memory: 8343, top1_acc: 0.5824, top5_acc: 0.8143, loss_cls: 1.7124, loss: 1.7124, grad_norm: 4.7484 2020-07-25 11:38:52,205 - mmaction - INFO - Epoch [34][120/940] lr: 1.000e-02, eta: 16:58:36, time: 0.993, data_time: 0.007, memory: 8343, top1_acc: 0.5906, top5_acc: 0.8051, loss_cls: 1.7049, loss: 1.7049, grad_norm: 4.6148 2020-07-25 11:39:10,523 - mmaction - INFO - Epoch [34][140/940] lr: 1.000e-02, eta: 16:58:14, time: 0.918, data_time: 0.007, memory: 8343, top1_acc: 0.5750, top5_acc: 0.8035, loss_cls: 1.7508, loss: 1.7508, grad_norm: 4.7329 2020-07-25 11:39:29,452 - mmaction - INFO - Epoch [34][160/940] lr: 1.000e-02, eta: 16:57:54, time: 0.945, data_time: 0.004, memory: 8343, top1_acc: 0.5887, top5_acc: 0.8047, loss_cls: 1.7350, loss: 1.7350, grad_norm: 4.7049 2020-07-25 11:39:49,153 - mmaction - INFO - Epoch [34][180/940] lr: 1.000e-02, eta: 16:57:35, time: 0.985, data_time: 0.006, memory: 8343, top1_acc: 0.5805, top5_acc: 0.8074, loss_cls: 1.7226, loss: 1.7226, grad_norm: 4.6160 2020-07-25 11:40:06,813 - mmaction - INFO - Epoch [34][200/940] lr: 1.000e-02, eta: 16:57:12, time: 0.884, data_time: 0.006, memory: 8343, top1_acc: 0.5928, top5_acc: 0.8176, loss_cls: 1.6582, loss: 1.6582, grad_norm: 4.5448 2020-07-25 11:40:26,966 - mmaction - INFO - Epoch [34][220/940] lr: 1.000e-02, eta: 16:56:54, time: 1.007, data_time: 0.002, memory: 8343, top1_acc: 0.5865, top5_acc: 0.8039, loss_cls: 1.7365, loss: 1.7365, grad_norm: 4.7389 2020-07-25 11:40:46,775 - mmaction - INFO - Epoch [34][240/940] lr: 1.000e-02, eta: 16:56:35, time: 0.991, data_time: 0.007, memory: 8343, top1_acc: 0.5818, top5_acc: 0.8145, loss_cls: 1.7141, loss: 1.7141, grad_norm: 4.7004 2020-07-25 11:41:06,771 - mmaction - INFO - Epoch [34][260/940] lr: 1.000e-02, eta: 16:56:16, time: 0.994, data_time: 0.006, memory: 8343, top1_acc: 0.5838, top5_acc: 0.8123, loss_cls: 1.7290, loss: 1.7290, grad_norm: 4.7497 2020-07-25 11:41:26,620 - mmaction - INFO - Epoch [34][280/940] lr: 1.000e-02, eta: 16:55:58, time: 0.998, data_time: 0.008, memory: 8343, top1_acc: 0.5877, top5_acc: 0.8131, loss_cls: 1.7013, loss: 1.7013, grad_norm: 4.6723 2020-07-25 11:41:45,310 - mmaction - INFO - Epoch [34][300/940] lr: 1.000e-02, eta: 16:55:37, time: 0.933, data_time: 0.007, memory: 8343, top1_acc: 0.5893, top5_acc: 0.8117, loss_cls: 1.7339, loss: 1.7339, grad_norm: 4.6847 2020-07-25 11:42:03,867 - mmaction - INFO - Epoch [34][320/940] lr: 1.000e-02, eta: 16:55:16, time: 0.930, data_time: 0.005, memory: 8343, top1_acc: 0.5752, top5_acc: 0.8078, loss_cls: 1.7422, loss: 1.7422, grad_norm: 4.7136 2020-07-25 11:42:23,897 - mmaction - INFO - Epoch [34][340/940] lr: 1.000e-02, eta: 16:54:57, time: 0.995, data_time: 0.005, memory: 8343, top1_acc: 0.5752, top5_acc: 0.8059, loss_cls: 1.7598, loss: 1.7598, grad_norm: 4.7292 2020-07-25 11:42:42,938 - mmaction - INFO - Epoch [34][360/940] lr: 1.000e-02, eta: 16:54:37, time: 0.958, data_time: 0.008, memory: 8343, top1_acc: 0.5832, top5_acc: 0.8121, loss_cls: 1.7270, loss: 1.7270, grad_norm: 4.6525 2020-07-25 11:43:01,310 - mmaction - INFO - Epoch [34][380/940] lr: 1.000e-02, eta: 16:54:16, time: 0.915, data_time: 0.006, memory: 8343, top1_acc: 0.5896, top5_acc: 0.8023, loss_cls: 1.7380, loss: 1.7380, grad_norm: 4.6686 2020-07-25 11:43:21,656 - mmaction - INFO - Epoch [34][400/940] lr: 1.000e-02, eta: 16:53:58, time: 1.021, data_time: 0.007, memory: 8343, top1_acc: 0.5814, top5_acc: 0.8045, loss_cls: 1.7366, loss: 1.7366, grad_norm: 4.7411 2020-07-25 11:43:40,692 - mmaction - INFO - Epoch [34][420/940] lr: 1.000e-02, eta: 16:53:38, time: 0.951, data_time: 0.006, memory: 8343, top1_acc: 0.5717, top5_acc: 0.7965, loss_cls: 1.7825, loss: 1.7825, grad_norm: 4.7410 2020-07-25 11:43:58,440 - mmaction - INFO - Epoch [34][440/940] lr: 1.000e-02, eta: 16:53:15, time: 0.883, data_time: 0.007, memory: 8343, top1_acc: 0.5684, top5_acc: 0.8000, loss_cls: 1.7906, loss: 1.7906, grad_norm: 4.7924 2020-07-25 11:44:18,335 - mmaction - INFO - Epoch [34][460/940] lr: 1.000e-02, eta: 16:52:56, time: 1.000, data_time: 0.011, memory: 8343, top1_acc: 0.5865, top5_acc: 0.8162, loss_cls: 1.7059, loss: 1.7059, grad_norm: 4.7003 2020-07-25 11:44:38,426 - mmaction - INFO - Epoch [34][480/940] lr: 1.000e-02, eta: 16:52:38, time: 1.002, data_time: 0.002, memory: 8343, top1_acc: 0.5807, top5_acc: 0.7949, loss_cls: 1.7729, loss: 1.7729, grad_norm: 4.7590 2020-07-25 11:44:55,950 - mmaction - INFO - Epoch [34][500/940] lr: 1.000e-02, eta: 16:52:15, time: 0.877, data_time: 0.007, memory: 8343, top1_acc: 0.5609, top5_acc: 0.8027, loss_cls: 1.8180, loss: 1.8180, grad_norm: 4.8721 2020-07-25 11:45:14,890 - mmaction - INFO - Epoch [34][520/940] lr: 1.000e-02, eta: 16:51:55, time: 0.947, data_time: 0.008, memory: 8343, top1_acc: 0.5846, top5_acc: 0.8133, loss_cls: 1.7325, loss: 1.7325, grad_norm: 4.7303 2020-07-25 11:45:34,629 - mmaction - INFO - Epoch [34][540/940] lr: 1.000e-02, eta: 16:51:36, time: 0.988, data_time: 0.008, memory: 8343, top1_acc: 0.5695, top5_acc: 0.7986, loss_cls: 1.7913, loss: 1.7913, grad_norm: 4.7342 2020-07-25 11:45:52,270 - mmaction - INFO - Epoch [34][560/940] lr: 1.000e-02, eta: 16:51:13, time: 0.880, data_time: 0.003, memory: 8343, top1_acc: 0.5709, top5_acc: 0.7959, loss_cls: 1.7843, loss: 1.7843, grad_norm: 4.7138 2020-07-25 11:46:12,143 - mmaction - INFO - Epoch [34][580/940] lr: 1.000e-02, eta: 16:50:54, time: 0.991, data_time: 0.008, memory: 8343, top1_acc: 0.5779, top5_acc: 0.7979, loss_cls: 1.7643, loss: 1.7643, grad_norm: 4.7796 2020-07-25 11:46:32,352 - mmaction - INFO - Epoch [34][600/940] lr: 1.000e-02, eta: 16:50:36, time: 1.016, data_time: 0.008, memory: 8343, top1_acc: 0.5746, top5_acc: 0.7988, loss_cls: 1.7768, loss: 1.7768, grad_norm: 4.7503 2020-07-25 11:46:50,493 - mmaction - INFO - Epoch [34][620/940] lr: 1.000e-02, eta: 16:50:14, time: 0.905, data_time: 0.002, memory: 8343, top1_acc: 0.5854, top5_acc: 0.8104, loss_cls: 1.7388, loss: 1.7388, grad_norm: 4.6838 2020-07-25 11:47:09,855 - mmaction - INFO - Epoch [34][640/940] lr: 1.000e-02, eta: 16:49:54, time: 0.961, data_time: 0.008, memory: 8343, top1_acc: 0.5813, top5_acc: 0.8080, loss_cls: 1.7369, loss: 1.7369, grad_norm: 4.7246 2020-07-25 11:47:27,884 - mmaction - INFO - Epoch [34][660/940] lr: 1.000e-02, eta: 16:49:32, time: 0.907, data_time: 0.010, memory: 8343, top1_acc: 0.5846, top5_acc: 0.8076, loss_cls: 1.7479, loss: 1.7479, grad_norm: 4.7479 2020-07-25 11:47:46,835 - mmaction - INFO - Epoch [34][680/940] lr: 1.000e-02, eta: 16:49:12, time: 0.945, data_time: 0.010, memory: 8343, top1_acc: 0.5727, top5_acc: 0.7896, loss_cls: 1.8090, loss: 1.8090, grad_norm: 4.8240 2020-07-25 11:48:05,324 - mmaction - INFO - Epoch [34][700/940] lr: 1.000e-02, eta: 16:48:51, time: 0.929, data_time: 0.007, memory: 8343, top1_acc: 0.5744, top5_acc: 0.8004, loss_cls: 1.7629, loss: 1.7629, grad_norm: 4.6775 2020-07-25 11:48:27,478 - mmaction - INFO - Epoch [34][720/940] lr: 1.000e-02, eta: 16:48:36, time: 1.106, data_time: 0.007, memory: 8343, top1_acc: 0.5781, top5_acc: 0.8107, loss_cls: 1.7398, loss: 1.7398, grad_norm: 4.7417 2020-07-25 11:48:45,886 - mmaction - INFO - Epoch [34][740/940] lr: 1.000e-02, eta: 16:48:15, time: 0.922, data_time: 0.008, memory: 8343, top1_acc: 0.5641, top5_acc: 0.7898, loss_cls: 1.8216, loss: 1.8216, grad_norm: 4.7106 2020-07-25 11:49:04,974 - mmaction - INFO - Epoch [34][760/940] lr: 1.000e-02, eta: 16:47:55, time: 0.950, data_time: 0.008, memory: 8343, top1_acc: 0.5844, top5_acc: 0.8059, loss_cls: 1.7506, loss: 1.7506, grad_norm: 4.7252 2020-07-25 11:49:23,934 - mmaction - INFO - Epoch [34][780/940] lr: 1.000e-02, eta: 16:47:35, time: 0.953, data_time: 0.009, memory: 8343, top1_acc: 0.5676, top5_acc: 0.7982, loss_cls: 1.7702, loss: 1.7702, grad_norm: 4.6958 2020-07-25 11:49:42,118 - mmaction - INFO - Epoch [34][800/940] lr: 1.000e-02, eta: 16:47:13, time: 0.910, data_time: 0.007, memory: 8343, top1_acc: 0.5623, top5_acc: 0.7924, loss_cls: 1.8046, loss: 1.8046, grad_norm: 4.6414 2020-07-25 11:50:01,594 - mmaction - INFO - Epoch [34][820/940] lr: 1.000e-02, eta: 16:46:53, time: 0.973, data_time: 0.002, memory: 8343, top1_acc: 0.5736, top5_acc: 0.7992, loss_cls: 1.7844, loss: 1.7844, grad_norm: 4.7620 2020-07-25 11:50:20,950 - mmaction - INFO - Epoch [34][840/940] lr: 1.000e-02, eta: 16:46:34, time: 0.969, data_time: 0.004, memory: 8343, top1_acc: 0.5838, top5_acc: 0.8068, loss_cls: 1.7341, loss: 1.7341, grad_norm: 4.6544 2020-07-25 11:50:39,943 - mmaction - INFO - Epoch [34][860/940] lr: 1.000e-02, eta: 16:46:13, time: 0.945, data_time: 0.006, memory: 8343, top1_acc: 0.5750, top5_acc: 0.7951, loss_cls: 1.7926, loss: 1.7926, grad_norm: 4.6515 2020-07-25 11:50:58,138 - mmaction - INFO - Epoch [34][880/940] lr: 1.000e-02, eta: 16:45:52, time: 0.913, data_time: 0.009, memory: 8343, top1_acc: 0.5803, top5_acc: 0.8080, loss_cls: 1.7551, loss: 1.7551, grad_norm: 4.6501 2020-07-25 11:51:17,484 - mmaction - INFO - Epoch [34][900/940] lr: 1.000e-02, eta: 16:45:32, time: 0.969, data_time: 0.007, memory: 8343, top1_acc: 0.5740, top5_acc: 0.8010, loss_cls: 1.7854, loss: 1.7854, grad_norm: 4.7623 2020-07-25 11:51:36,741 - mmaction - INFO - Epoch [34][920/940] lr: 1.000e-02, eta: 16:45:12, time: 0.961, data_time: 0.002, memory: 8343, top1_acc: 0.5766, top5_acc: 0.8018, loss_cls: 1.7568, loss: 1.7568, grad_norm: 4.6559 2020-07-25 11:51:56,178 - mmaction - INFO - Epoch [34][940/940] lr: 1.000e-02, eta: 16:44:53, time: 0.974, data_time: 0.007, memory: 8343, top1_acc: 0.5774, top5_acc: 0.7974, loss_cls: 1.7823, loss: 1.7823, grad_norm: 4.7833 2020-07-25 11:51:56,567 - mmaction - INFO - Saving checkpoint at 34 epochs 2020-07-25 11:52:23,836 - mmaction - INFO - Epoch [35][20/940] lr: 1.000e-02, eta: 16:44:47, time: 1.335, data_time: 0.596, memory: 8343, top1_acc: 0.5809, top5_acc: 0.8029, loss_cls: 1.7712, loss: 1.7712, grad_norm: 4.7168 2020-07-25 11:52:40,334 - mmaction - INFO - Epoch [35][40/940] lr: 1.000e-02, eta: 16:44:23, time: 0.833, data_time: 0.012, memory: 8343, top1_acc: 0.5760, top5_acc: 0.8021, loss_cls: 1.7769, loss: 1.7769, grad_norm: 4.6988 2020-07-25 11:53:00,277 - mmaction - INFO - Epoch [35][60/940] lr: 1.000e-02, eta: 16:44:04, time: 0.998, data_time: 0.008, memory: 8343, top1_acc: 0.5885, top5_acc: 0.8111, loss_cls: 1.7121, loss: 1.7121, grad_norm: 4.5853 2020-07-25 11:53:17,538 - mmaction - INFO - Epoch [35][80/940] lr: 1.000e-02, eta: 16:43:40, time: 0.862, data_time: 0.003, memory: 8343, top1_acc: 0.5953, top5_acc: 0.8070, loss_cls: 1.7114, loss: 1.7114, grad_norm: 4.6072 2020-07-25 11:53:38,229 - mmaction - INFO - Epoch [35][100/940] lr: 1.000e-02, eta: 16:43:23, time: 1.033, data_time: 0.006, memory: 8343, top1_acc: 0.5936, top5_acc: 0.8158, loss_cls: 1.6853, loss: 1.6853, grad_norm: 4.6184 2020-07-25 11:53:56,321 - mmaction - INFO - Epoch [35][120/940] lr: 1.000e-02, eta: 16:43:01, time: 0.906, data_time: 0.007, memory: 8343, top1_acc: 0.5785, top5_acc: 0.8064, loss_cls: 1.7329, loss: 1.7329, grad_norm: 4.6683 2020-07-25 11:54:15,006 - mmaction - INFO - Epoch [35][140/940] lr: 1.000e-02, eta: 16:42:40, time: 0.932, data_time: 0.007, memory: 8343, top1_acc: 0.5838, top5_acc: 0.8041, loss_cls: 1.7186, loss: 1.7186, grad_norm: 4.6455 2020-07-25 11:54:33,819 - mmaction - INFO - Epoch [35][160/940] lr: 1.000e-02, eta: 16:42:20, time: 0.942, data_time: 0.006, memory: 8343, top1_acc: 0.5863, top5_acc: 0.8117, loss_cls: 1.7074, loss: 1.7074, grad_norm: 4.6668 2020-07-25 11:54:54,823 - mmaction - INFO - Epoch [35][180/940] lr: 1.000e-02, eta: 16:42:03, time: 1.050, data_time: 0.008, memory: 8343, top1_acc: 0.5881, top5_acc: 0.8084, loss_cls: 1.7102, loss: 1.7102, grad_norm: 4.6563 2020-07-25 11:55:13,668 - mmaction - INFO - Epoch [35][200/940] lr: 1.000e-02, eta: 16:41:43, time: 0.944, data_time: 0.006, memory: 8343, top1_acc: 0.5777, top5_acc: 0.8182, loss_cls: 1.7020, loss: 1.7020, grad_norm: 4.7385 2020-07-25 11:55:33,752 - mmaction - INFO - Epoch [35][220/940] lr: 1.000e-02, eta: 16:41:25, time: 1.005, data_time: 0.008, memory: 8343, top1_acc: 0.5912, top5_acc: 0.8074, loss_cls: 1.7488, loss: 1.7488, grad_norm: 4.6705 2020-07-25 11:55:51,287 - mmaction - INFO - Epoch [35][240/940] lr: 1.000e-02, eta: 16:41:02, time: 0.877, data_time: 0.003, memory: 8343, top1_acc: 0.5875, top5_acc: 0.8053, loss_cls: 1.7276, loss: 1.7276, grad_norm: 4.6592 2020-07-25 11:56:10,437 - mmaction - INFO - Epoch [35][260/940] lr: 1.000e-02, eta: 16:40:41, time: 0.951, data_time: 0.006, memory: 8343, top1_acc: 0.5789, top5_acc: 0.8027, loss_cls: 1.7548, loss: 1.7548, grad_norm: 4.6243 2020-07-25 11:56:30,483 - mmaction - INFO - Epoch [35][280/940] lr: 1.000e-02, eta: 16:40:23, time: 1.009, data_time: 0.009, memory: 8343, top1_acc: 0.5939, top5_acc: 0.8088, loss_cls: 1.7242, loss: 1.7242, grad_norm: 4.6775 2020-07-25 11:56:47,741 - mmaction - INFO - Epoch [35][300/940] lr: 1.000e-02, eta: 16:40:00, time: 0.860, data_time: 0.006, memory: 8343, top1_acc: 0.5912, top5_acc: 0.8059, loss_cls: 1.7185, loss: 1.7185, grad_norm: 4.6664 2020-07-25 11:57:07,005 - mmaction - INFO - Epoch [35][320/940] lr: 1.000e-02, eta: 16:39:40, time: 0.964, data_time: 0.007, memory: 8343, top1_acc: 0.5936, top5_acc: 0.8166, loss_cls: 1.6988, loss: 1.6988, grad_norm: 4.6036 2020-07-25 11:57:26,406 - mmaction - INFO - Epoch [35][340/940] lr: 1.000e-02, eta: 16:39:20, time: 0.969, data_time: 0.007, memory: 8343, top1_acc: 0.5824, top5_acc: 0.8084, loss_cls: 1.7340, loss: 1.7340, grad_norm: 4.6924 2020-07-25 11:57:44,899 - mmaction - INFO - Epoch [35][360/940] lr: 1.000e-02, eta: 16:38:59, time: 0.926, data_time: 0.005, memory: 8343, top1_acc: 0.5963, top5_acc: 0.8180, loss_cls: 1.6603, loss: 1.6603, grad_norm: 4.5103 2020-07-25 11:58:04,188 - mmaction - INFO - Epoch [35][380/940] lr: 1.000e-02, eta: 16:38:39, time: 0.960, data_time: 0.008, memory: 8343, top1_acc: 0.5859, top5_acc: 0.8084, loss_cls: 1.7273, loss: 1.7273, grad_norm: 4.6412 2020-07-25 11:58:22,460 - mmaction - INFO - Epoch [35][400/940] lr: 1.000e-02, eta: 16:38:18, time: 0.917, data_time: 0.009, memory: 8343, top1_acc: 0.5846, top5_acc: 0.8104, loss_cls: 1.7213, loss: 1.7213, grad_norm: 4.6639 2020-07-25 11:58:42,195 - mmaction - INFO - Epoch [35][420/940] lr: 1.000e-02, eta: 16:37:59, time: 0.986, data_time: 0.010, memory: 8343, top1_acc: 0.5693, top5_acc: 0.7975, loss_cls: 1.7830, loss: 1.7830, grad_norm: 4.8077 2020-07-25 11:59:00,492 - mmaction - INFO - Epoch [35][440/940] lr: 1.000e-02, eta: 16:37:37, time: 0.918, data_time: 0.008, memory: 8343, top1_acc: 0.5719, top5_acc: 0.8100, loss_cls: 1.7546, loss: 1.7546, grad_norm: 4.7070 2020-07-25 11:59:20,792 - mmaction - INFO - Epoch [35][460/940] lr: 1.000e-02, eta: 16:37:19, time: 1.007, data_time: 0.006, memory: 8343, top1_acc: 0.5885, top5_acc: 0.8121, loss_cls: 1.7117, loss: 1.7117, grad_norm: 4.6478 2020-07-25 11:59:40,085 - mmaction - INFO - Epoch [35][480/940] lr: 1.000e-02, eta: 16:37:00, time: 0.972, data_time: 0.009, memory: 8343, top1_acc: 0.5809, top5_acc: 0.8051, loss_cls: 1.7369, loss: 1.7369, grad_norm: 4.6899 2020-07-25 11:59:58,564 - mmaction - INFO - Epoch [35][500/940] lr: 1.000e-02, eta: 16:36:39, time: 0.922, data_time: 0.005, memory: 8343, top1_acc: 0.5764, top5_acc: 0.7945, loss_cls: 1.7834, loss: 1.7834, grad_norm: 4.6884 2020-07-25 12:00:19,713 - mmaction - INFO - Epoch [35][520/940] lr: 1.000e-02, eta: 16:36:22, time: 1.049, data_time: 0.007, memory: 8343, top1_acc: 0.5762, top5_acc: 0.7986, loss_cls: 1.7794, loss: 1.7794, grad_norm: 4.7421 2020-07-25 12:00:37,673 - mmaction - INFO - Epoch [35][540/940] lr: 1.000e-02, eta: 16:36:00, time: 0.907, data_time: 0.023, memory: 8343, top1_acc: 0.5703, top5_acc: 0.8000, loss_cls: 1.7615, loss: 1.7615, grad_norm: 4.7519 2020-07-25 12:00:56,483 - mmaction - INFO - Epoch [35][560/940] lr: 1.000e-02, eta: 16:35:40, time: 0.940, data_time: 0.005, memory: 8343, top1_acc: 0.5695, top5_acc: 0.7957, loss_cls: 1.7979, loss: 1.7979, grad_norm: 4.7772 2020-07-25 12:01:15,510 - mmaction - INFO - Epoch [35][580/940] lr: 1.000e-02, eta: 16:35:19, time: 0.952, data_time: 0.003, memory: 8343, top1_acc: 0.5766, top5_acc: 0.8025, loss_cls: 1.7648, loss: 1.7648, grad_norm: 4.7649 2020-07-25 12:01:35,218 - mmaction - INFO - Epoch [35][600/940] lr: 1.000e-02, eta: 16:35:00, time: 0.984, data_time: 0.005, memory: 8343, top1_acc: 0.5750, top5_acc: 0.8004, loss_cls: 1.7775, loss: 1.7775, grad_norm: 4.8119 2020-07-25 12:01:52,554 - mmaction - INFO - Epoch [35][620/940] lr: 1.000e-02, eta: 16:34:37, time: 0.865, data_time: 0.010, memory: 8343, top1_acc: 0.5873, top5_acc: 0.8115, loss_cls: 1.7168, loss: 1.7168, grad_norm: 4.6942 2020-07-25 12:02:12,115 - mmaction - INFO - Epoch [35][640/940] lr: 1.000e-02, eta: 16:34:18, time: 0.981, data_time: 0.007, memory: 8343, top1_acc: 0.5834, top5_acc: 0.8154, loss_cls: 1.7182, loss: 1.7182, grad_norm: 4.6605 2020-07-25 12:02:29,964 - mmaction - INFO - Epoch [35][660/940] lr: 1.000e-02, eta: 16:33:55, time: 0.891, data_time: 0.003, memory: 8343, top1_acc: 0.5840, top5_acc: 0.8098, loss_cls: 1.7305, loss: 1.7305, grad_norm: 4.7413 2020-07-25 12:02:50,650 - mmaction - INFO - Epoch [35][680/940] lr: 1.000e-02, eta: 16:33:38, time: 1.031, data_time: 0.009, memory: 8343, top1_acc: 0.5883, top5_acc: 0.8080, loss_cls: 1.7119, loss: 1.7119, grad_norm: 4.7136 2020-07-25 12:03:09,408 - mmaction - INFO - Epoch [35][700/940] lr: 1.000e-02, eta: 16:33:18, time: 0.943, data_time: 0.009, memory: 8343, top1_acc: 0.5764, top5_acc: 0.8055, loss_cls: 1.7979, loss: 1.7979, grad_norm: 4.7742 2020-07-25 12:03:28,129 - mmaction - INFO - Epoch [35][720/940] lr: 1.000e-02, eta: 16:32:57, time: 0.930, data_time: 0.004, memory: 8343, top1_acc: 0.5727, top5_acc: 0.7994, loss_cls: 1.7657, loss: 1.7657, grad_norm: 4.7954 2020-07-25 12:03:46,721 - mmaction - INFO - Epoch [35][740/940] lr: 1.000e-02, eta: 16:32:36, time: 0.936, data_time: 0.008, memory: 8343, top1_acc: 0.5705, top5_acc: 0.8039, loss_cls: 1.7891, loss: 1.7891, grad_norm: 4.8158 2020-07-25 12:04:05,738 - mmaction - INFO - Epoch [35][760/940] lr: 1.000e-02, eta: 16:32:16, time: 0.951, data_time: 0.005, memory: 8343, top1_acc: 0.5701, top5_acc: 0.8061, loss_cls: 1.7658, loss: 1.7658, grad_norm: 4.7667 2020-07-25 12:04:25,951 - mmaction - INFO - Epoch [35][780/940] lr: 1.000e-02, eta: 16:31:58, time: 1.006, data_time: 0.006, memory: 8343, top1_acc: 0.5715, top5_acc: 0.8080, loss_cls: 1.7495, loss: 1.7495, grad_norm: 4.7396 2020-07-25 12:04:45,608 - mmaction - INFO - Epoch [35][800/940] lr: 1.000e-02, eta: 16:31:39, time: 0.988, data_time: 0.009, memory: 8343, top1_acc: 0.5887, top5_acc: 0.8158, loss_cls: 1.6961, loss: 1.6961, grad_norm: 4.6834 2020-07-25 12:05:03,510 - mmaction - INFO - Epoch [35][820/940] lr: 1.000e-02, eta: 16:31:16, time: 0.893, data_time: 0.005, memory: 8343, top1_acc: 0.5924, top5_acc: 0.8133, loss_cls: 1.7051, loss: 1.7051, grad_norm: 4.6346 2020-07-25 12:05:21,729 - mmaction - INFO - Epoch [35][840/940] lr: 1.000e-02, eta: 16:30:55, time: 0.913, data_time: 0.004, memory: 8343, top1_acc: 0.5766, top5_acc: 0.7916, loss_cls: 1.8001, loss: 1.8001, grad_norm: 4.7829 2020-07-25 12:05:40,523 - mmaction - INFO - Epoch [35][860/940] lr: 1.000e-02, eta: 16:30:34, time: 0.937, data_time: 0.007, memory: 8343, top1_acc: 0.5723, top5_acc: 0.8018, loss_cls: 1.7830, loss: 1.7830, grad_norm: 4.8237 2020-07-25 12:05:59,093 - mmaction - INFO - Epoch [35][880/940] lr: 1.000e-02, eta: 16:30:13, time: 0.931, data_time: 0.005, memory: 8343, top1_acc: 0.5746, top5_acc: 0.8016, loss_cls: 1.7752, loss: 1.7752, grad_norm: 4.7912 2020-07-25 12:06:17,818 - mmaction - INFO - Epoch [35][900/940] lr: 1.000e-02, eta: 16:29:52, time: 0.933, data_time: 0.006, memory: 8343, top1_acc: 0.5777, top5_acc: 0.8100, loss_cls: 1.7276, loss: 1.7276, grad_norm: 4.6781 2020-07-25 12:06:37,598 - mmaction - INFO - Epoch [35][920/940] lr: 1.000e-02, eta: 16:29:34, time: 0.990, data_time: 0.005, memory: 8343, top1_acc: 0.5803, top5_acc: 0.8008, loss_cls: 1.7634, loss: 1.7634, grad_norm: 4.7574 2020-07-25 12:06:54,886 - mmaction - INFO - Epoch [35][940/940] lr: 1.000e-02, eta: 16:29:10, time: 0.867, data_time: 0.004, memory: 8343, top1_acc: 0.5646, top5_acc: 0.7955, loss_cls: 1.7930, loss: 1.7930, grad_norm: 4.8705 2020-07-25 12:06:55,311 - mmaction - INFO - Saving checkpoint at 35 epochs 2020-07-25 12:07:24,693 - mmaction - INFO - Epoch [36][20/940] lr: 1.000e-02, eta: 16:29:08, time: 1.438, data_time: 0.622, memory: 8343, top1_acc: 0.5928, top5_acc: 0.8082, loss_cls: 1.7007, loss: 1.7007, grad_norm: 4.5140 2020-07-25 12:07:42,333 - mmaction - INFO - Epoch [36][40/940] lr: 1.000e-02, eta: 16:28:45, time: 0.883, data_time: 0.003, memory: 8343, top1_acc: 0.6053, top5_acc: 0.8180, loss_cls: 1.6563, loss: 1.6563, grad_norm: 4.6198 2020-07-25 12:08:01,237 - mmaction - INFO - Epoch [36][60/940] lr: 1.000e-02, eta: 16:28:25, time: 0.944, data_time: 0.008, memory: 8343, top1_acc: 0.5951, top5_acc: 0.8230, loss_cls: 1.6467, loss: 1.6467, grad_norm: 4.6810 2020-07-25 12:08:18,953 - mmaction - INFO - Epoch [36][80/940] lr: 1.000e-02, eta: 16:28:02, time: 0.883, data_time: 0.009, memory: 8343, top1_acc: 0.5793, top5_acc: 0.8137, loss_cls: 1.7117, loss: 1.7117, grad_norm: 4.7281 2020-07-25 12:08:37,958 - mmaction - INFO - Epoch [36][100/940] lr: 1.000e-02, eta: 16:27:42, time: 0.953, data_time: 0.010, memory: 8343, top1_acc: 0.5941, top5_acc: 0.8105, loss_cls: 1.6925, loss: 1.6925, grad_norm: 4.6462 2020-07-25 12:08:57,978 - mmaction - INFO - Epoch [36][120/940] lr: 1.000e-02, eta: 16:27:24, time: 1.002, data_time: 0.008, memory: 8343, top1_acc: 0.5945, top5_acc: 0.8088, loss_cls: 1.7090, loss: 1.7090, grad_norm: 4.6882 2020-07-25 12:09:17,201 - mmaction - INFO - Epoch [36][140/940] lr: 1.000e-02, eta: 16:27:04, time: 0.961, data_time: 0.005, memory: 8343, top1_acc: 0.5945, top5_acc: 0.8059, loss_cls: 1.7131, loss: 1.7131, grad_norm: 4.6724 2020-07-25 12:09:34,624 - mmaction - INFO - Epoch [36][160/940] lr: 1.000e-02, eta: 16:26:41, time: 0.870, data_time: 0.007, memory: 8343, top1_acc: 0.5920, top5_acc: 0.8031, loss_cls: 1.7475, loss: 1.7475, grad_norm: 4.6539 2020-07-25 12:09:54,745 - mmaction - INFO - Epoch [36][180/940] lr: 1.000e-02, eta: 16:26:23, time: 1.007, data_time: 0.005, memory: 8343, top1_acc: 0.5816, top5_acc: 0.8031, loss_cls: 1.7367, loss: 1.7367, grad_norm: 4.7076 2020-07-25 12:10:13,750 - mmaction - INFO - Epoch [36][200/940] lr: 1.000e-02, eta: 16:26:02, time: 0.949, data_time: 0.008, memory: 8343, top1_acc: 0.6002, top5_acc: 0.8199, loss_cls: 1.6813, loss: 1.6813, grad_norm: 4.7036 2020-07-25 12:10:32,602 - mmaction - INFO - Epoch [36][220/940] lr: 1.000e-02, eta: 16:25:42, time: 0.946, data_time: 0.005, memory: 8343, top1_acc: 0.5871, top5_acc: 0.8092, loss_cls: 1.7103, loss: 1.7103, grad_norm: 4.6816 2020-07-25 12:10:51,282 - mmaction - INFO - Epoch [36][240/940] lr: 1.000e-02, eta: 16:25:21, time: 0.933, data_time: 0.001, memory: 8343, top1_acc: 0.5785, top5_acc: 0.8098, loss_cls: 1.7191, loss: 1.7191, grad_norm: 4.6671 2020-07-25 12:11:10,303 - mmaction - INFO - Epoch [36][260/940] lr: 1.000e-02, eta: 16:25:01, time: 0.951, data_time: 0.006, memory: 8343, top1_acc: 0.5854, top5_acc: 0.8115, loss_cls: 1.7111, loss: 1.7111, grad_norm: 4.6767 2020-07-25 12:11:29,151 - mmaction - INFO - Epoch [36][280/940] lr: 1.000e-02, eta: 16:24:41, time: 0.943, data_time: 0.003, memory: 8343, top1_acc: 0.5885, top5_acc: 0.8107, loss_cls: 1.7096, loss: 1.7096, grad_norm: 4.6717 2020-07-25 12:11:47,628 - mmaction - INFO - Epoch [36][300/940] lr: 1.000e-02, eta: 16:24:19, time: 0.917, data_time: 0.006, memory: 8343, top1_acc: 0.5898, top5_acc: 0.8131, loss_cls: 1.7127, loss: 1.7127, grad_norm: 4.6239 2020-07-25 12:12:08,618 - mmaction - INFO - Epoch [36][320/940] lr: 1.000e-02, eta: 16:24:03, time: 1.056, data_time: 0.011, memory: 8343, top1_acc: 0.5832, top5_acc: 0.8066, loss_cls: 1.7359, loss: 1.7359, grad_norm: 4.7254 2020-07-25 12:12:26,995 - mmaction - INFO - Epoch [36][340/940] lr: 1.000e-02, eta: 16:23:41, time: 0.919, data_time: 0.007, memory: 8343, top1_acc: 0.5797, top5_acc: 0.7969, loss_cls: 1.7815, loss: 1.7815, grad_norm: 4.8519 2020-07-25 12:12:46,290 - mmaction - INFO - Epoch [36][360/940] lr: 1.000e-02, eta: 16:23:22, time: 0.963, data_time: 0.008, memory: 8343, top1_acc: 0.5881, top5_acc: 0.8066, loss_cls: 1.7020, loss: 1.7020, grad_norm: 4.6214 2020-07-25 12:13:05,284 - mmaction - INFO - Epoch [36][380/940] lr: 1.000e-02, eta: 16:23:02, time: 0.952, data_time: 0.008, memory: 8343, top1_acc: 0.5832, top5_acc: 0.7994, loss_cls: 1.7618, loss: 1.7618, grad_norm: 4.7004 2020-07-25 12:13:26,652 - mmaction - INFO - Epoch [36][400/940] lr: 1.000e-02, eta: 16:22:46, time: 1.068, data_time: 0.002, memory: 8343, top1_acc: 0.5752, top5_acc: 0.8010, loss_cls: 1.7709, loss: 1.7709, grad_norm: 4.7463 2020-07-25 12:13:45,729 - mmaction - INFO - Epoch [36][420/940] lr: 1.000e-02, eta: 16:22:26, time: 0.954, data_time: 0.007, memory: 8343, top1_acc: 0.5789, top5_acc: 0.8078, loss_cls: 1.7383, loss: 1.7383, grad_norm: 4.7002 2020-07-25 12:14:04,234 - mmaction - INFO - Epoch [36][440/940] lr: 1.000e-02, eta: 16:22:05, time: 0.925, data_time: 0.005, memory: 8343, top1_acc: 0.5877, top5_acc: 0.8068, loss_cls: 1.7255, loss: 1.7255, grad_norm: 4.6834 2020-07-25 12:14:22,115 - mmaction - INFO - Epoch [36][460/940] lr: 1.000e-02, eta: 16:21:42, time: 0.889, data_time: 0.008, memory: 8343, top1_acc: 0.5852, top5_acc: 0.8146, loss_cls: 1.7283, loss: 1.7283, grad_norm: 4.7488 2020-07-25 12:14:41,147 - mmaction - INFO - Epoch [36][480/940] lr: 1.000e-02, eta: 16:21:22, time: 0.957, data_time: 0.009, memory: 8343, top1_acc: 0.5855, top5_acc: 0.8180, loss_cls: 1.7215, loss: 1.7215, grad_norm: 4.7337 2020-07-25 12:14:59,615 - mmaction - INFO - Epoch [36][500/940] lr: 1.000e-02, eta: 16:21:01, time: 0.921, data_time: 0.006, memory: 8343, top1_acc: 0.5775, top5_acc: 0.8066, loss_cls: 1.7332, loss: 1.7332, grad_norm: 4.7148 2020-07-25 12:15:18,912 - mmaction - INFO - Epoch [36][520/940] lr: 1.000e-02, eta: 16:20:41, time: 0.968, data_time: 0.007, memory: 8343, top1_acc: 0.5846, top5_acc: 0.8105, loss_cls: 1.7332, loss: 1.7332, grad_norm: 4.7981 2020-07-25 12:15:37,975 - mmaction - INFO - Epoch [36][540/940] lr: 1.000e-02, eta: 16:20:21, time: 0.948, data_time: 0.004, memory: 8343, top1_acc: 0.5736, top5_acc: 0.8100, loss_cls: 1.7362, loss: 1.7362, grad_norm: 4.7808 2020-07-25 12:15:57,034 - mmaction - INFO - Epoch [36][560/940] lr: 1.000e-02, eta: 16:20:01, time: 0.957, data_time: 0.008, memory: 8343, top1_acc: 0.5875, top5_acc: 0.8010, loss_cls: 1.7342, loss: 1.7342, grad_norm: 4.6641 2020-07-25 12:16:16,894 - mmaction - INFO - Epoch [36][580/940] lr: 1.000e-02, eta: 16:19:42, time: 0.992, data_time: 0.008, memory: 8343, top1_acc: 0.5859, top5_acc: 0.8139, loss_cls: 1.7123, loss: 1.7123, grad_norm: 4.7682 2020-07-25 12:16:35,165 - mmaction - INFO - Epoch [36][600/940] lr: 1.000e-02, eta: 16:19:21, time: 0.916, data_time: 0.006, memory: 8343, top1_acc: 0.5723, top5_acc: 0.8016, loss_cls: 1.7761, loss: 1.7761, grad_norm: 4.8407 2020-07-25 12:16:54,157 - mmaction - INFO - Epoch [36][620/940] lr: 1.000e-02, eta: 16:19:01, time: 0.946, data_time: 0.008, memory: 8343, top1_acc: 0.5803, top5_acc: 0.8076, loss_cls: 1.7512, loss: 1.7512, grad_norm: 4.7455 2020-07-25 12:17:12,918 - mmaction - INFO - Epoch [36][640/940] lr: 1.000e-02, eta: 16:18:40, time: 0.940, data_time: 0.008, memory: 8343, top1_acc: 0.5811, top5_acc: 0.8018, loss_cls: 1.7733, loss: 1.7733, grad_norm: 4.7677 2020-07-25 12:17:31,473 - mmaction - INFO - Epoch [36][660/940] lr: 1.000e-02, eta: 16:18:19, time: 0.925, data_time: 0.009, memory: 8343, top1_acc: 0.5734, top5_acc: 0.8057, loss_cls: 1.7575, loss: 1.7575, grad_norm: 4.7968 2020-07-25 12:17:50,611 - mmaction - INFO - Epoch [36][680/940] lr: 1.000e-02, eta: 16:17:59, time: 0.961, data_time: 0.008, memory: 8343, top1_acc: 0.5787, top5_acc: 0.8086, loss_cls: 1.7467, loss: 1.7467, grad_norm: 4.6854 2020-07-25 12:18:10,280 - mmaction - INFO - Epoch [36][700/940] lr: 1.000e-02, eta: 16:17:40, time: 0.980, data_time: 0.006, memory: 8343, top1_acc: 0.5865, top5_acc: 0.8018, loss_cls: 1.7442, loss: 1.7442, grad_norm: 4.6846 2020-07-25 12:18:28,379 - mmaction - INFO - Epoch [36][720/940] lr: 1.000e-02, eta: 16:17:18, time: 0.907, data_time: 0.005, memory: 8343, top1_acc: 0.5830, top5_acc: 0.8066, loss_cls: 1.7446, loss: 1.7446, grad_norm: 4.7105 2020-07-25 12:18:49,243 - mmaction - INFO - Epoch [36][740/940] lr: 1.000e-02, eta: 16:17:02, time: 1.044, data_time: 0.008, memory: 8343, top1_acc: 0.5828, top5_acc: 0.8109, loss_cls: 1.7260, loss: 1.7260, grad_norm: 4.6521 2020-07-25 12:19:07,261 - mmaction - INFO - Epoch [36][760/940] lr: 1.000e-02, eta: 16:16:40, time: 0.901, data_time: 0.003, memory: 8343, top1_acc: 0.5945, top5_acc: 0.8119, loss_cls: 1.7105, loss: 1.7105, grad_norm: 4.7253 2020-07-25 12:19:25,688 - mmaction - INFO - Epoch [36][780/940] lr: 1.000e-02, eta: 16:16:18, time: 0.916, data_time: 0.006, memory: 8343, top1_acc: 0.5725, top5_acc: 0.8031, loss_cls: 1.7732, loss: 1.7732, grad_norm: 4.7087 2020-07-25 12:19:45,572 - mmaction - INFO - Epoch [36][800/940] lr: 1.000e-02, eta: 16:16:00, time: 0.999, data_time: 0.008, memory: 8343, top1_acc: 0.5721, top5_acc: 0.8008, loss_cls: 1.7865, loss: 1.7865, grad_norm: 4.7455 2020-07-25 12:20:06,281 - mmaction - INFO - Epoch [36][820/940] lr: 1.000e-02, eta: 16:15:43, time: 1.037, data_time: 0.007, memory: 8343, top1_acc: 0.5689, top5_acc: 0.8031, loss_cls: 1.7782, loss: 1.7782, grad_norm: 4.7332 2020-07-25 12:20:26,111 - mmaction - INFO - Epoch [36][840/940] lr: 1.000e-02, eta: 16:15:24, time: 0.990, data_time: 0.002, memory: 8343, top1_acc: 0.5877, top5_acc: 0.8004, loss_cls: 1.7429, loss: 1.7429, grad_norm: 4.6130 2020-07-25 12:20:44,008 - mmaction - INFO - Epoch [36][860/940] lr: 1.000e-02, eta: 16:15:02, time: 0.890, data_time: 0.007, memory: 8343, top1_acc: 0.5807, top5_acc: 0.8018, loss_cls: 1.7823, loss: 1.7823, grad_norm: 4.7591 2020-07-25 12:21:02,241 - mmaction - INFO - Epoch [36][880/940] lr: 1.000e-02, eta: 16:14:40, time: 0.916, data_time: 0.008, memory: 8343, top1_acc: 0.5807, top5_acc: 0.8092, loss_cls: 1.7617, loss: 1.7617, grad_norm: 4.7254 2020-07-25 12:21:21,610 - mmaction - INFO - Epoch [36][900/940] lr: 1.000e-02, eta: 16:14:21, time: 0.967, data_time: 0.008, memory: 8343, top1_acc: 0.5777, top5_acc: 0.8090, loss_cls: 1.7460, loss: 1.7460, grad_norm: 4.6904 2020-07-25 12:21:41,052 - mmaction - INFO - Epoch [36][920/940] lr: 1.000e-02, eta: 16:14:01, time: 0.975, data_time: 0.008, memory: 8343, top1_acc: 0.5766, top5_acc: 0.8025, loss_cls: 1.7631, loss: 1.7631, grad_norm: 4.7823 2020-07-25 12:21:57,892 - mmaction - INFO - Epoch [36][940/940] lr: 1.000e-02, eta: 16:13:37, time: 0.841, data_time: 0.004, memory: 8343, top1_acc: 0.5742, top5_acc: 0.8000, loss_cls: 1.7696, loss: 1.7696, grad_norm: 4.7573 2020-07-25 12:21:58,293 - mmaction - INFO - Saving checkpoint at 36 epochs 2020-07-25 12:22:24,212 - mmaction - INFO - Epoch [37][20/940] lr: 1.000e-02, eta: 16:13:29, time: 1.275, data_time: 0.537, memory: 8343, top1_acc: 0.5959, top5_acc: 0.8129, loss_cls: 1.7034, loss: 1.7034, grad_norm: 4.7242 2020-07-25 12:22:42,665 - mmaction - INFO - Epoch [37][40/940] lr: 1.000e-02, eta: 16:13:08, time: 0.923, data_time: 0.004, memory: 8343, top1_acc: 0.5893, top5_acc: 0.8088, loss_cls: 1.7184, loss: 1.7184, grad_norm: 4.6085 2020-07-25 12:23:00,990 - mmaction - INFO - Epoch [37][60/940] lr: 1.000e-02, eta: 16:12:46, time: 0.916, data_time: 0.006, memory: 8343, top1_acc: 0.5842, top5_acc: 0.8078, loss_cls: 1.7214, loss: 1.7214, grad_norm: 4.7137 2020-07-25 12:23:19,436 - mmaction - INFO - Epoch [37][80/940] lr: 1.000e-02, eta: 16:12:25, time: 0.918, data_time: 0.010, memory: 8343, top1_acc: 0.5867, top5_acc: 0.8121, loss_cls: 1.7180, loss: 1.7180, grad_norm: 4.6785 2020-07-25 12:23:38,677 - mmaction - INFO - Epoch [37][100/940] lr: 1.000e-02, eta: 16:12:05, time: 0.968, data_time: 0.009, memory: 8343, top1_acc: 0.5822, top5_acc: 0.8084, loss_cls: 1.7277, loss: 1.7277, grad_norm: 4.6652 2020-07-25 12:23:57,896 - mmaction - INFO - Epoch [37][120/940] lr: 1.000e-02, eta: 16:11:46, time: 0.959, data_time: 0.006, memory: 8343, top1_acc: 0.5945, top5_acc: 0.8049, loss_cls: 1.7116, loss: 1.7116, grad_norm: 4.5887 2020-07-25 12:24:17,051 - mmaction - INFO - Epoch [37][140/940] lr: 1.000e-02, eta: 16:11:26, time: 0.957, data_time: 0.005, memory: 8343, top1_acc: 0.5816, top5_acc: 0.8084, loss_cls: 1.7129, loss: 1.7129, grad_norm: 4.6089 2020-07-25 12:24:35,856 - mmaction - INFO - Epoch [37][160/940] lr: 1.000e-02, eta: 16:11:05, time: 0.943, data_time: 0.005, memory: 8343, top1_acc: 0.5943, top5_acc: 0.8146, loss_cls: 1.6947, loss: 1.6947, grad_norm: 4.6304 2020-07-25 12:24:54,929 - mmaction - INFO - Epoch [37][180/940] lr: 1.000e-02, eta: 16:10:45, time: 0.950, data_time: 0.006, memory: 8343, top1_acc: 0.5934, top5_acc: 0.8135, loss_cls: 1.6989, loss: 1.6989, grad_norm: 4.6938 2020-07-25 12:25:15,072 - mmaction - INFO - Epoch [37][200/940] lr: 1.000e-02, eta: 16:10:27, time: 1.009, data_time: 0.007, memory: 8343, top1_acc: 0.5891, top5_acc: 0.8162, loss_cls: 1.6745, loss: 1.6745, grad_norm: 4.7046 2020-07-25 12:25:34,846 - mmaction - INFO - Epoch [37][220/940] lr: 1.000e-02, eta: 16:10:08, time: 0.989, data_time: 0.010, memory: 8343, top1_acc: 0.5912, top5_acc: 0.8082, loss_cls: 1.7265, loss: 1.7265, grad_norm: 4.7923 2020-07-25 12:25:55,095 - mmaction - INFO - Epoch [37][240/940] lr: 1.000e-02, eta: 16:09:50, time: 1.011, data_time: 0.004, memory: 8343, top1_acc: 0.5904, top5_acc: 0.8129, loss_cls: 1.7251, loss: 1.7251, grad_norm: 4.7916 2020-07-25 12:26:12,743 - mmaction - INFO - Epoch [37][260/940] lr: 1.000e-02, eta: 16:09:28, time: 0.881, data_time: 0.007, memory: 8343, top1_acc: 0.5816, top5_acc: 0.8148, loss_cls: 1.6983, loss: 1.6983, grad_norm: 4.7054 2020-07-25 12:26:30,851 - mmaction - INFO - Epoch [37][280/940] lr: 1.000e-02, eta: 16:09:06, time: 0.906, data_time: 0.007, memory: 8343, top1_acc: 0.5908, top5_acc: 0.8137, loss_cls: 1.6968, loss: 1.6968, grad_norm: 4.6529 2020-07-25 12:26:50,546 - mmaction - INFO - Epoch [37][300/940] lr: 1.000e-02, eta: 16:08:47, time: 0.984, data_time: 0.006, memory: 8343, top1_acc: 0.5924, top5_acc: 0.8129, loss_cls: 1.7111, loss: 1.7111, grad_norm: 4.6950 2020-07-25 12:27:09,328 - mmaction - INFO - Epoch [37][320/940] lr: 1.000e-02, eta: 16:08:26, time: 0.940, data_time: 0.005, memory: 8343, top1_acc: 0.5922, top5_acc: 0.8080, loss_cls: 1.7113, loss: 1.7113, grad_norm: 4.7017 2020-07-25 12:27:29,224 - mmaction - INFO - Epoch [37][340/940] lr: 1.000e-02, eta: 16:08:08, time: 0.994, data_time: 0.007, memory: 8343, top1_acc: 0.5834, top5_acc: 0.8037, loss_cls: 1.7444, loss: 1.7444, grad_norm: 4.7307 2020-07-25 12:27:47,039 - mmaction - INFO - Epoch [37][360/940] lr: 1.000e-02, eta: 16:07:46, time: 0.893, data_time: 0.007, memory: 8343, top1_acc: 0.5848, top5_acc: 0.8037, loss_cls: 1.7301, loss: 1.7301, grad_norm: 4.7293 2020-07-25 12:28:06,947 - mmaction - INFO - Epoch [37][380/940] lr: 1.000e-02, eta: 16:07:27, time: 0.995, data_time: 0.006, memory: 8343, top1_acc: 0.5922, top5_acc: 0.8063, loss_cls: 1.7391, loss: 1.7391, grad_norm: 4.7222 2020-07-25 12:28:26,412 - mmaction - INFO - Epoch [37][400/940] lr: 1.000e-02, eta: 16:07:08, time: 0.974, data_time: 0.008, memory: 8343, top1_acc: 0.5891, top5_acc: 0.8041, loss_cls: 1.7166, loss: 1.7166, grad_norm: 4.6740 2020-07-25 12:28:44,899 - mmaction - INFO - Epoch [37][420/940] lr: 1.000e-02, eta: 16:06:47, time: 0.922, data_time: 0.002, memory: 8343, top1_acc: 0.5861, top5_acc: 0.8166, loss_cls: 1.7037, loss: 1.7037, grad_norm: 4.7345 2020-07-25 12:29:04,028 - mmaction - INFO - Epoch [37][440/940] lr: 1.000e-02, eta: 16:06:27, time: 0.959, data_time: 0.004, memory: 8343, top1_acc: 0.5988, top5_acc: 0.8061, loss_cls: 1.7201, loss: 1.7201, grad_norm: 4.7186 2020-07-25 12:29:22,596 - mmaction - INFO - Epoch [37][460/940] lr: 1.000e-02, eta: 16:06:06, time: 0.929, data_time: 0.004, memory: 8343, top1_acc: 0.5793, top5_acc: 0.8064, loss_cls: 1.7421, loss: 1.7421, grad_norm: 4.7201 2020-07-25 12:29:42,442 - mmaction - INFO - Epoch [37][480/940] lr: 1.000e-02, eta: 16:05:47, time: 0.992, data_time: 0.006, memory: 8343, top1_acc: 0.5816, top5_acc: 0.8096, loss_cls: 1.7274, loss: 1.7274, grad_norm: 4.7574 2020-07-25 12:30:00,673 - mmaction - INFO - Epoch [37][500/940] lr: 1.000e-02, eta: 16:05:26, time: 0.910, data_time: 0.001, memory: 8343, top1_acc: 0.5783, top5_acc: 0.8027, loss_cls: 1.7498, loss: 1.7498, grad_norm: 4.6569 2020-07-25 12:30:19,334 - mmaction - INFO - Epoch [37][520/940] lr: 1.000e-02, eta: 16:05:05, time: 0.933, data_time: 0.007, memory: 8343, top1_acc: 0.5842, top5_acc: 0.8102, loss_cls: 1.7285, loss: 1.7285, grad_norm: 4.7875 2020-07-25 12:30:37,494 - mmaction - INFO - Epoch [37][540/940] lr: 1.000e-02, eta: 16:04:43, time: 0.909, data_time: 0.009, memory: 8343, top1_acc: 0.5754, top5_acc: 0.8057, loss_cls: 1.7564, loss: 1.7564, grad_norm: 4.7259 2020-07-25 12:30:57,907 - mmaction - INFO - Epoch [37][560/940] lr: 1.000e-02, eta: 16:04:26, time: 1.020, data_time: 0.002, memory: 8343, top1_acc: 0.5828, top5_acc: 0.7996, loss_cls: 1.7393, loss: 1.7393, grad_norm: 4.6396 2020-07-25 12:31:15,422 - mmaction - INFO - Epoch [37][580/940] lr: 1.000e-02, eta: 16:04:03, time: 0.874, data_time: 0.007, memory: 8343, top1_acc: 0.5820, top5_acc: 0.8084, loss_cls: 1.7194, loss: 1.7194, grad_norm: 4.6720 2020-07-25 12:31:34,446 - mmaction - INFO - Epoch [37][600/940] lr: 1.000e-02, eta: 16:03:43, time: 0.951, data_time: 0.005, memory: 8343, top1_acc: 0.5752, top5_acc: 0.8010, loss_cls: 1.7198, loss: 1.7198, grad_norm: 4.7579 2020-07-25 12:31:54,138 - mmaction - INFO - Epoch [37][620/940] lr: 1.000e-02, eta: 16:03:24, time: 0.987, data_time: 0.009, memory: 8343, top1_acc: 0.5789, top5_acc: 0.8064, loss_cls: 1.7317, loss: 1.7317, grad_norm: 4.7112 2020-07-25 12:32:13,009 - mmaction - INFO - Epoch [37][640/940] lr: 1.000e-02, eta: 16:03:04, time: 0.944, data_time: 0.008, memory: 8343, top1_acc: 0.5793, top5_acc: 0.8057, loss_cls: 1.7553, loss: 1.7553, grad_norm: 4.7784 2020-07-25 12:32:30,839 - mmaction - INFO - Epoch [37][660/940] lr: 1.000e-02, eta: 16:02:41, time: 0.889, data_time: 0.002, memory: 8343, top1_acc: 0.5850, top5_acc: 0.8115, loss_cls: 1.7194, loss: 1.7194, grad_norm: 4.7637 2020-07-25 12:32:49,836 - mmaction - INFO - Epoch [37][680/940] lr: 1.000e-02, eta: 16:02:21, time: 0.945, data_time: 0.010, memory: 8343, top1_acc: 0.5748, top5_acc: 0.8049, loss_cls: 1.7845, loss: 1.7845, grad_norm: 4.7899 2020-07-25 12:33:08,981 - mmaction - INFO - Epoch [37][700/940] lr: 1.000e-02, eta: 16:02:01, time: 0.965, data_time: 0.009, memory: 8343, top1_acc: 0.5961, top5_acc: 0.8182, loss_cls: 1.6818, loss: 1.6818, grad_norm: 4.6449 2020-07-25 12:33:28,650 - mmaction - INFO - Epoch [37][720/940] lr: 1.000e-02, eta: 16:01:42, time: 0.978, data_time: 0.005, memory: 8343, top1_acc: 0.5900, top5_acc: 0.8172, loss_cls: 1.6867, loss: 1.6867, grad_norm: 4.6238 2020-07-25 12:33:47,051 - mmaction - INFO - Epoch [37][740/940] lr: 1.000e-02, eta: 16:01:21, time: 0.925, data_time: 0.008, memory: 8343, top1_acc: 0.5822, top5_acc: 0.8027, loss_cls: 1.7440, loss: 1.7440, grad_norm: 4.6800 2020-07-25 12:34:05,776 - mmaction - INFO - Epoch [37][760/940] lr: 1.000e-02, eta: 16:01:00, time: 0.931, data_time: 0.007, memory: 8343, top1_acc: 0.5748, top5_acc: 0.7994, loss_cls: 1.7527, loss: 1.7527, grad_norm: 4.7209 2020-07-25 12:34:23,736 - mmaction - INFO - Epoch [37][780/940] lr: 1.000e-02, eta: 16:00:39, time: 0.902, data_time: 0.009, memory: 8343, top1_acc: 0.6000, top5_acc: 0.8184, loss_cls: 1.6704, loss: 1.6704, grad_norm: 4.5717 2020-07-25 12:34:42,748 - mmaction - INFO - Epoch [37][800/940] lr: 1.000e-02, eta: 16:00:19, time: 0.951, data_time: 0.007, memory: 8343, top1_acc: 0.5910, top5_acc: 0.8041, loss_cls: 1.7345, loss: 1.7345, grad_norm: 4.6986 2020-07-25 12:35:02,957 - mmaction - INFO - Epoch [37][820/940] lr: 1.000e-02, eta: 16:00:00, time: 1.008, data_time: 0.002, memory: 8343, top1_acc: 0.5857, top5_acc: 0.7992, loss_cls: 1.7669, loss: 1.7669, grad_norm: 4.7081 2020-07-25 12:35:21,056 - mmaction - INFO - Epoch [37][840/940] lr: 1.000e-02, eta: 15:59:39, time: 0.907, data_time: 0.004, memory: 8343, top1_acc: 0.5797, top5_acc: 0.8078, loss_cls: 1.7389, loss: 1.7389, grad_norm: 4.7287 2020-07-25 12:35:40,036 - mmaction - INFO - Epoch [37][860/940] lr: 1.000e-02, eta: 15:59:19, time: 0.950, data_time: 0.009, memory: 8343, top1_acc: 0.5797, top5_acc: 0.8000, loss_cls: 1.7694, loss: 1.7694, grad_norm: 4.6392 2020-07-25 12:35:59,875 - mmaction - INFO - Epoch [37][880/940] lr: 1.000e-02, eta: 15:59:00, time: 0.985, data_time: 0.005, memory: 8343, top1_acc: 0.5857, top5_acc: 0.8119, loss_cls: 1.7102, loss: 1.7102, grad_norm: 4.7523 2020-07-25 12:36:17,950 - mmaction - INFO - Epoch [37][900/940] lr: 1.000e-02, eta: 15:58:38, time: 0.910, data_time: 0.009, memory: 8343, top1_acc: 0.5857, top5_acc: 0.8090, loss_cls: 1.7319, loss: 1.7319, grad_norm: 4.6733 2020-07-25 12:36:36,990 - mmaction - INFO - Epoch [37][920/940] lr: 1.000e-02, eta: 15:58:18, time: 0.953, data_time: 0.003, memory: 8343, top1_acc: 0.5830, top5_acc: 0.8039, loss_cls: 1.7573, loss: 1.7573, grad_norm: 4.7031 2020-07-25 12:36:55,117 - mmaction - INFO - Epoch [37][940/940] lr: 1.000e-02, eta: 15:57:57, time: 0.905, data_time: 0.007, memory: 8343, top1_acc: 0.5803, top5_acc: 0.8004, loss_cls: 1.7627, loss: 1.7627, grad_norm: 4.8438 2020-07-25 12:36:55,508 - mmaction - INFO - Saving checkpoint at 37 epochs 2020-07-25 12:37:21,885 - mmaction - INFO - Epoch [38][20/940] lr: 1.000e-02, eta: 15:57:48, time: 1.293, data_time: 0.488, memory: 8343, top1_acc: 0.5959, top5_acc: 0.8129, loss_cls: 1.6986, loss: 1.6986, grad_norm: 4.6897 2020-07-25 12:37:39,136 - mmaction - INFO - Epoch [38][40/940] lr: 1.000e-02, eta: 15:57:25, time: 0.862, data_time: 0.011, memory: 8343, top1_acc: 0.6031, top5_acc: 0.8133, loss_cls: 1.6631, loss: 1.6631, grad_norm: 4.5936 2020-07-25 12:37:56,805 - mmaction - INFO - Epoch [38][60/940] lr: 1.000e-02, eta: 15:57:03, time: 0.884, data_time: 0.005, memory: 8343, top1_acc: 0.5961, top5_acc: 0.8187, loss_cls: 1.6964, loss: 1.6964, grad_norm: 4.6404 2020-07-25 12:38:16,234 - mmaction - INFO - Epoch [38][80/940] lr: 1.000e-02, eta: 15:56:43, time: 0.971, data_time: 0.007, memory: 8343, top1_acc: 0.6023, top5_acc: 0.8092, loss_cls: 1.6992, loss: 1.6992, grad_norm: 4.6876 2020-07-25 12:38:36,065 - mmaction - INFO - Epoch [38][100/940] lr: 1.000e-02, eta: 15:56:25, time: 0.991, data_time: 0.005, memory: 8343, top1_acc: 0.5898, top5_acc: 0.8080, loss_cls: 1.7184, loss: 1.7184, grad_norm: 4.6829 2020-07-25 12:38:54,110 - mmaction - INFO - Epoch [38][120/940] lr: 1.000e-02, eta: 15:56:03, time: 0.898, data_time: 0.008, memory: 8343, top1_acc: 0.6039, top5_acc: 0.8104, loss_cls: 1.6768, loss: 1.6768, grad_norm: 4.5469 2020-07-25 12:39:13,275 - mmaction - INFO - Epoch [38][140/940] lr: 1.000e-02, eta: 15:55:43, time: 0.964, data_time: 0.008, memory: 8343, top1_acc: 0.5971, top5_acc: 0.8119, loss_cls: 1.6892, loss: 1.6892, grad_norm: 4.6450 2020-07-25 12:39:31,373 - mmaction - INFO - Epoch [38][160/940] lr: 1.000e-02, eta: 15:55:21, time: 0.901, data_time: 0.007, memory: 8343, top1_acc: 0.5990, top5_acc: 0.8180, loss_cls: 1.6854, loss: 1.6854, grad_norm: 4.6400 2020-07-25 12:39:50,301 - mmaction - INFO - Epoch [38][180/940] lr: 1.000e-02, eta: 15:55:01, time: 0.951, data_time: 0.008, memory: 8343, top1_acc: 0.5904, top5_acc: 0.8049, loss_cls: 1.7219, loss: 1.7219, grad_norm: 4.5995 2020-07-25 12:40:09,044 - mmaction - INFO - Epoch [38][200/940] lr: 1.000e-02, eta: 15:54:41, time: 0.937, data_time: 0.004, memory: 8343, top1_acc: 0.5910, top5_acc: 0.8162, loss_cls: 1.7021, loss: 1.7021, grad_norm: 4.7689 2020-07-25 12:40:28,888 - mmaction - INFO - Epoch [38][220/940] lr: 1.000e-02, eta: 15:54:22, time: 0.990, data_time: 0.002, memory: 8343, top1_acc: 0.5924, top5_acc: 0.8172, loss_cls: 1.6779, loss: 1.6779, grad_norm: 4.6862 2020-07-25 12:40:47,895 - mmaction - INFO - Epoch [38][240/940] lr: 1.000e-02, eta: 15:54:02, time: 0.947, data_time: 0.009, memory: 8343, top1_acc: 0.5904, top5_acc: 0.8059, loss_cls: 1.7184, loss: 1.7184, grad_norm: 4.7447 2020-07-25 12:41:06,109 - mmaction - INFO - Epoch [38][260/940] lr: 1.000e-02, eta: 15:53:40, time: 0.914, data_time: 0.008, memory: 8343, top1_acc: 0.5846, top5_acc: 0.8105, loss_cls: 1.7138, loss: 1.7138, grad_norm: 4.7037 2020-07-25 12:41:25,063 - mmaction - INFO - Epoch [38][280/940] lr: 1.000e-02, eta: 15:53:20, time: 0.944, data_time: 0.008, memory: 8343, top1_acc: 0.5986, top5_acc: 0.8174, loss_cls: 1.6536, loss: 1.6536, grad_norm: 4.6612 2020-07-25 12:41:44,019 - mmaction - INFO - Epoch [38][300/940] lr: 1.000e-02, eta: 15:53:00, time: 0.953, data_time: 0.009, memory: 8343, top1_acc: 0.5918, top5_acc: 0.8193, loss_cls: 1.6727, loss: 1.6727, grad_norm: 4.7596 2020-07-25 12:42:04,385 - mmaction - INFO - Epoch [38][320/940] lr: 1.000e-02, eta: 15:52:42, time: 1.017, data_time: 0.007, memory: 8343, top1_acc: 0.5928, top5_acc: 0.8039, loss_cls: 1.7143, loss: 1.7143, grad_norm: 4.6762 2020-07-25 12:42:22,564 - mmaction - INFO - Epoch [38][340/940] lr: 1.000e-02, eta: 15:52:21, time: 0.911, data_time: 0.008, memory: 8343, top1_acc: 0.5830, top5_acc: 0.8049, loss_cls: 1.7242, loss: 1.7242, grad_norm: 4.6711 2020-07-25 12:42:42,194 - mmaction - INFO - Epoch [38][360/940] lr: 1.000e-02, eta: 15:52:02, time: 0.974, data_time: 0.007, memory: 8343, top1_acc: 0.6006, top5_acc: 0.8150, loss_cls: 1.6738, loss: 1.6738, grad_norm: 4.6396 2020-07-25 12:43:00,114 - mmaction - INFO - Epoch [38][380/940] lr: 1.000e-02, eta: 15:51:40, time: 0.901, data_time: 0.010, memory: 8343, top1_acc: 0.5906, top5_acc: 0.8107, loss_cls: 1.7215, loss: 1.7215, grad_norm: 4.6525 2020-07-25 12:43:20,385 - mmaction - INFO - Epoch [38][400/940] lr: 1.000e-02, eta: 15:51:22, time: 1.014, data_time: 0.008, memory: 8343, top1_acc: 0.5902, top5_acc: 0.8164, loss_cls: 1.6882, loss: 1.6882, grad_norm: 4.7895 2020-07-25 12:43:39,073 - mmaction - INFO - Epoch [38][420/940] lr: 1.000e-02, eta: 15:51:01, time: 0.937, data_time: 0.004, memory: 8343, top1_acc: 0.5838, top5_acc: 0.8104, loss_cls: 1.7201, loss: 1.7201, grad_norm: 4.7524 2020-07-25 12:43:58,118 - mmaction - INFO - Epoch [38][440/940] lr: 1.000e-02, eta: 15:50:41, time: 0.951, data_time: 0.006, memory: 8343, top1_acc: 0.5826, top5_acc: 0.8027, loss_cls: 1.7678, loss: 1.7678, grad_norm: 4.7910 2020-07-25 12:44:16,245 - mmaction - INFO - Epoch [38][460/940] lr: 1.000e-02, eta: 15:50:20, time: 0.907, data_time: 0.004, memory: 8343, top1_acc: 0.5775, top5_acc: 0.8045, loss_cls: 1.7667, loss: 1.7667, grad_norm: 4.8006 2020-07-25 12:44:35,398 - mmaction - INFO - Epoch [38][480/940] lr: 1.000e-02, eta: 15:50:00, time: 0.953, data_time: 0.008, memory: 8343, top1_acc: 0.5830, top5_acc: 0.8070, loss_cls: 1.7166, loss: 1.7166, grad_norm: 4.6716 2020-07-25 12:44:54,598 - mmaction - INFO - Epoch [38][500/940] lr: 1.000e-02, eta: 15:49:40, time: 0.966, data_time: 0.008, memory: 8343, top1_acc: 0.5863, top5_acc: 0.8092, loss_cls: 1.7167, loss: 1.7167, grad_norm: 4.7265 2020-07-25 12:45:13,206 - mmaction - INFO - Epoch [38][520/940] lr: 1.000e-02, eta: 15:49:19, time: 0.927, data_time: 0.007, memory: 8343, top1_acc: 0.5885, top5_acc: 0.8037, loss_cls: 1.7375, loss: 1.7375, grad_norm: 4.7297 2020-07-25 12:45:31,374 - mmaction - INFO - Epoch [38][540/940] lr: 1.000e-02, eta: 15:48:58, time: 0.910, data_time: 0.007, memory: 8343, top1_acc: 0.5785, top5_acc: 0.7996, loss_cls: 1.7671, loss: 1.7671, grad_norm: 4.7568 2020-07-25 12:45:51,991 - mmaction - INFO - Epoch [38][560/940] lr: 1.000e-02, eta: 15:48:41, time: 1.031, data_time: 0.004, memory: 8343, top1_acc: 0.5873, top5_acc: 0.8154, loss_cls: 1.7136, loss: 1.7136, grad_norm: 4.7256 2020-07-25 12:46:11,052 - mmaction - INFO - Epoch [38][580/940] lr: 1.000e-02, eta: 15:48:21, time: 0.953, data_time: 0.009, memory: 8343, top1_acc: 0.5953, top5_acc: 0.8143, loss_cls: 1.6903, loss: 1.6903, grad_norm: 4.7033 2020-07-25 12:46:29,850 - mmaction - INFO - Epoch [38][600/940] lr: 1.000e-02, eta: 15:48:00, time: 0.940, data_time: 0.006, memory: 8343, top1_acc: 0.5908, top5_acc: 0.8150, loss_cls: 1.6946, loss: 1.6946, grad_norm: 4.7428 2020-07-25 12:46:48,618 - mmaction - INFO - Epoch [38][620/940] lr: 1.000e-02, eta: 15:47:40, time: 0.937, data_time: 0.008, memory: 8343, top1_acc: 0.5887, top5_acc: 0.8045, loss_cls: 1.7378, loss: 1.7378, grad_norm: 4.7104 2020-07-25 12:47:07,097 - mmaction - INFO - Epoch [38][640/940] lr: 1.000e-02, eta: 15:47:19, time: 0.923, data_time: 0.007, memory: 8343, top1_acc: 0.5943, top5_acc: 0.8211, loss_cls: 1.6953, loss: 1.6953, grad_norm: 4.7136 2020-07-25 12:47:26,112 - mmaction - INFO - Epoch [38][660/940] lr: 1.000e-02, eta: 15:46:59, time: 0.951, data_time: 0.009, memory: 8343, top1_acc: 0.5961, top5_acc: 0.8158, loss_cls: 1.6625, loss: 1.6625, grad_norm: 4.5334 2020-07-25 12:47:45,314 - mmaction - INFO - Epoch [38][680/940] lr: 1.000e-02, eta: 15:46:39, time: 0.963, data_time: 0.007, memory: 8343, top1_acc: 0.5887, top5_acc: 0.8068, loss_cls: 1.7255, loss: 1.7255, grad_norm: 4.7076 2020-07-25 12:48:04,225 - mmaction - INFO - Epoch [38][700/940] lr: 1.000e-02, eta: 15:46:19, time: 0.945, data_time: 0.006, memory: 8343, top1_acc: 0.5818, top5_acc: 0.8063, loss_cls: 1.7368, loss: 1.7368, grad_norm: 4.7531 2020-07-25 12:48:23,219 - mmaction - INFO - Epoch [38][720/940] lr: 1.000e-02, eta: 15:45:59, time: 0.950, data_time: 0.003, memory: 8343, top1_acc: 0.5922, top5_acc: 0.8113, loss_cls: 1.6926, loss: 1.6926, grad_norm: 4.6664 2020-07-25 12:48:41,677 - mmaction - INFO - Epoch [38][740/940] lr: 1.000e-02, eta: 15:45:38, time: 0.922, data_time: 0.007, memory: 8343, top1_acc: 0.5773, top5_acc: 0.8111, loss_cls: 1.7504, loss: 1.7504, grad_norm: 4.7585 2020-07-25 12:49:01,327 - mmaction - INFO - Epoch [38][760/940] lr: 1.000e-02, eta: 15:45:19, time: 0.983, data_time: 0.007, memory: 8343, top1_acc: 0.5904, top5_acc: 0.8102, loss_cls: 1.6873, loss: 1.6873, grad_norm: 4.6231 2020-07-25 12:49:20,894 - mmaction - INFO - Epoch [38][780/940] lr: 1.000e-02, eta: 15:45:00, time: 0.975, data_time: 0.003, memory: 8343, top1_acc: 0.5813, top5_acc: 0.8025, loss_cls: 1.7338, loss: 1.7338, grad_norm: 4.7382 2020-07-25 12:49:40,838 - mmaction - INFO - Epoch [38][800/940] lr: 1.000e-02, eta: 15:44:41, time: 1.000, data_time: 0.006, memory: 8343, top1_acc: 0.5838, top5_acc: 0.8146, loss_cls: 1.7176, loss: 1.7176, grad_norm: 4.7526 2020-07-25 12:50:00,743 - mmaction - INFO - Epoch [38][820/940] lr: 1.000e-02, eta: 15:44:22, time: 0.991, data_time: 0.006, memory: 8343, top1_acc: 0.5951, top5_acc: 0.8066, loss_cls: 1.6998, loss: 1.6998, grad_norm: 4.6152 2020-07-25 12:50:18,126 - mmaction - INFO - Epoch [38][840/940] lr: 1.000e-02, eta: 15:44:00, time: 0.875, data_time: 0.008, memory: 8343, top1_acc: 0.5850, top5_acc: 0.8049, loss_cls: 1.7277, loss: 1.7277, grad_norm: 4.7789 2020-07-25 12:50:37,227 - mmaction - INFO - Epoch [38][860/940] lr: 1.000e-02, eta: 15:43:40, time: 0.953, data_time: 0.005, memory: 8343, top1_acc: 0.5855, top5_acc: 0.7986, loss_cls: 1.7506, loss: 1.7506, grad_norm: 4.7662 2020-07-25 12:50:56,299 - mmaction - INFO - Epoch [38][880/940] lr: 1.000e-02, eta: 15:43:20, time: 0.954, data_time: 0.008, memory: 8343, top1_acc: 0.5877, top5_acc: 0.8061, loss_cls: 1.7427, loss: 1.7427, grad_norm: 4.6356 2020-07-25 12:51:17,076 - mmaction - INFO - Epoch [38][900/940] lr: 1.000e-02, eta: 15:43:03, time: 1.041, data_time: 0.004, memory: 8343, top1_acc: 0.5803, top5_acc: 0.8076, loss_cls: 1.7490, loss: 1.7490, grad_norm: 4.7744 2020-07-25 12:51:35,911 - mmaction - INFO - Epoch [38][920/940] lr: 1.000e-02, eta: 15:42:42, time: 0.934, data_time: 0.006, memory: 8343, top1_acc: 0.5801, top5_acc: 0.8135, loss_cls: 1.7232, loss: 1.7232, grad_norm: 4.7064 2020-07-25 12:51:53,504 - mmaction - INFO - Epoch [38][940/940] lr: 1.000e-02, eta: 15:42:20, time: 0.887, data_time: 0.011, memory: 8343, top1_acc: 0.6047, top5_acc: 0.8201, loss_cls: 1.6628, loss: 1.6628, grad_norm: 4.6671 2020-07-25 12:51:53,911 - mmaction - INFO - Saving checkpoint at 38 epochs 2020-07-25 12:52:19,917 - mmaction - INFO - Epoch [39][20/940] lr: 1.000e-02, eta: 15:42:11, time: 1.279, data_time: 0.472, memory: 8343, top1_acc: 0.5898, top5_acc: 0.8084, loss_cls: 1.7332, loss: 1.7332, grad_norm: 4.7493 2020-07-25 12:52:37,197 - mmaction - INFO - Epoch [39][40/940] lr: 1.000e-02, eta: 15:41:48, time: 0.859, data_time: 0.009, memory: 8343, top1_acc: 0.6008, top5_acc: 0.8221, loss_cls: 1.6527, loss: 1.6527, grad_norm: 4.6402 2020-07-25 12:52:55,205 - mmaction - INFO - Epoch [39][60/940] lr: 1.000e-02, eta: 15:41:26, time: 0.907, data_time: 0.010, memory: 8343, top1_acc: 0.5947, top5_acc: 0.8174, loss_cls: 1.6646, loss: 1.6646, grad_norm: 4.6139 2020-07-25 12:53:14,312 - mmaction - INFO - Epoch [39][80/940] lr: 1.000e-02, eta: 15:41:06, time: 0.955, data_time: 0.007, memory: 8343, top1_acc: 0.6029, top5_acc: 0.8160, loss_cls: 1.6612, loss: 1.6612, grad_norm: 4.6498 2020-07-25 12:53:33,252 - mmaction - INFO - Epoch [39][100/940] lr: 1.000e-02, eta: 15:40:46, time: 0.945, data_time: 0.003, memory: 8343, top1_acc: 0.5900, top5_acc: 0.8137, loss_cls: 1.7023, loss: 1.7023, grad_norm: 4.6752 2020-07-25 12:53:52,786 - mmaction - INFO - Epoch [39][120/940] lr: 1.000e-02, eta: 15:40:27, time: 0.974, data_time: 0.009, memory: 8343, top1_acc: 0.5994, top5_acc: 0.8137, loss_cls: 1.6701, loss: 1.6701, grad_norm: 4.7033 2020-07-25 12:54:12,820 - mmaction - INFO - Epoch [39][140/940] lr: 1.000e-02, eta: 15:40:09, time: 1.007, data_time: 0.008, memory: 8343, top1_acc: 0.5910, top5_acc: 0.8174, loss_cls: 1.6987, loss: 1.6987, grad_norm: 4.7270 2020-07-25 12:54:30,951 - mmaction - INFO - Epoch [39][160/940] lr: 1.000e-02, eta: 15:39:47, time: 0.907, data_time: 0.006, memory: 8343, top1_acc: 0.5945, top5_acc: 0.8230, loss_cls: 1.6562, loss: 1.6562, grad_norm: 4.7010 2020-07-25 12:54:50,434 - mmaction - INFO - Epoch [39][180/940] lr: 1.000e-02, eta: 15:39:28, time: 0.967, data_time: 0.006, memory: 8343, top1_acc: 0.5910, top5_acc: 0.8207, loss_cls: 1.6679, loss: 1.6679, grad_norm: 4.6354 2020-07-25 12:55:09,157 - mmaction - INFO - Epoch [39][200/940] lr: 1.000e-02, eta: 15:39:07, time: 0.941, data_time: 0.008, memory: 8343, top1_acc: 0.5941, top5_acc: 0.8080, loss_cls: 1.7327, loss: 1.7327, grad_norm: 4.7359 2020-07-25 12:55:27,619 - mmaction - INFO - Epoch [39][220/940] lr: 1.000e-02, eta: 15:38:47, time: 0.925, data_time: 0.004, memory: 8343, top1_acc: 0.5859, top5_acc: 0.8164, loss_cls: 1.6974, loss: 1.6974, grad_norm: 4.7137 2020-07-25 12:55:46,386 - mmaction - INFO - Epoch [39][240/940] lr: 1.000e-02, eta: 15:38:26, time: 0.936, data_time: 0.002, memory: 8343, top1_acc: 0.5914, top5_acc: 0.8070, loss_cls: 1.6938, loss: 1.6938, grad_norm: 4.6666 2020-07-25 12:56:06,915 - mmaction - INFO - Epoch [39][260/940] lr: 1.000e-02, eta: 15:38:08, time: 1.024, data_time: 0.008, memory: 8343, top1_acc: 0.5889, top5_acc: 0.8125, loss_cls: 1.7040, loss: 1.7040, grad_norm: 4.7047 2020-07-25 12:56:24,470 - mmaction - INFO - Epoch [39][280/940] lr: 1.000e-02, eta: 15:37:46, time: 0.881, data_time: 0.008, memory: 8343, top1_acc: 0.5906, top5_acc: 0.8121, loss_cls: 1.6923, loss: 1.6923, grad_norm: 4.6848 2020-07-25 12:56:43,194 - mmaction - INFO - Epoch [39][300/940] lr: 1.000e-02, eta: 15:37:25, time: 0.931, data_time: 0.006, memory: 8343, top1_acc: 0.5869, top5_acc: 0.8141, loss_cls: 1.7157, loss: 1.7157, grad_norm: 4.7484 2020-07-25 12:57:02,499 - mmaction - INFO - Epoch [39][320/940] lr: 1.000e-02, eta: 15:37:06, time: 0.970, data_time: 0.010, memory: 8343, top1_acc: 0.5781, top5_acc: 0.8059, loss_cls: 1.7283, loss: 1.7283, grad_norm: 4.7444 2020-07-25 12:57:21,422 - mmaction - INFO - Epoch [39][340/940] lr: 1.000e-02, eta: 15:36:46, time: 0.940, data_time: 0.006, memory: 8343, top1_acc: 0.5967, top5_acc: 0.8158, loss_cls: 1.6692, loss: 1.6692, grad_norm: 4.6771 2020-07-25 12:57:39,315 - mmaction - INFO - Epoch [39][360/940] lr: 1.000e-02, eta: 15:36:24, time: 0.902, data_time: 0.009, memory: 8343, top1_acc: 0.5959, top5_acc: 0.8189, loss_cls: 1.6694, loss: 1.6694, grad_norm: 4.6907 2020-07-25 12:57:58,779 - mmaction - INFO - Epoch [39][380/940] lr: 1.000e-02, eta: 15:36:05, time: 0.970, data_time: 0.005, memory: 8343, top1_acc: 0.5934, top5_acc: 0.8182, loss_cls: 1.6939, loss: 1.6939, grad_norm: 4.7559 2020-07-25 12:58:17,055 - mmaction - INFO - Epoch [39][400/940] lr: 1.000e-02, eta: 15:35:44, time: 0.916, data_time: 0.009, memory: 8343, top1_acc: 0.5824, top5_acc: 0.8082, loss_cls: 1.7333, loss: 1.7333, grad_norm: 4.7894 2020-07-25 12:58:37,451 - mmaction - INFO - Epoch [39][420/940] lr: 1.000e-02, eta: 15:35:26, time: 1.018, data_time: 0.007, memory: 8343, top1_acc: 0.5900, top5_acc: 0.8178, loss_cls: 1.6813, loss: 1.6813, grad_norm: 4.7388 2020-07-25 12:58:54,774 - mmaction - INFO - Epoch [39][440/940] lr: 1.000e-02, eta: 15:35:03, time: 0.866, data_time: 0.004, memory: 8343, top1_acc: 0.5850, top5_acc: 0.8025, loss_cls: 1.7285, loss: 1.7285, grad_norm: 4.7370 2020-07-25 12:59:13,943 - mmaction - INFO - Epoch [39][460/940] lr: 1.000e-02, eta: 15:34:43, time: 0.958, data_time: 0.007, memory: 8343, top1_acc: 0.5893, top5_acc: 0.8113, loss_cls: 1.7083, loss: 1.7083, grad_norm: 4.7574 2020-07-25 12:59:33,026 - mmaction - INFO - Epoch [39][480/940] lr: 1.000e-02, eta: 15:34:23, time: 0.954, data_time: 0.007, memory: 8343, top1_acc: 0.5939, top5_acc: 0.8037, loss_cls: 1.7335, loss: 1.7335, grad_norm: 4.7504 2020-07-25 12:59:52,118 - mmaction - INFO - Epoch [39][500/940] lr: 1.000e-02, eta: 15:34:03, time: 0.955, data_time: 0.008, memory: 8343, top1_acc: 0.5973, top5_acc: 0.8135, loss_cls: 1.6731, loss: 1.6731, grad_norm: 4.6714 2020-07-25 13:00:13,697 - mmaction - INFO - Epoch [39][520/940] lr: 1.000e-02, eta: 15:33:47, time: 1.076, data_time: 0.005, memory: 8343, top1_acc: 0.5898, top5_acc: 0.8086, loss_cls: 1.7273, loss: 1.7273, grad_norm: 4.7404 2020-07-25 13:00:31,592 - mmaction - INFO - Epoch [39][540/940] lr: 1.000e-02, eta: 15:33:26, time: 0.897, data_time: 0.014, memory: 8343, top1_acc: 0.5857, top5_acc: 0.8088, loss_cls: 1.7321, loss: 1.7321, grad_norm: 4.7434 2020-07-25 13:00:50,072 - mmaction - INFO - Epoch [39][560/940] lr: 1.000e-02, eta: 15:33:05, time: 0.924, data_time: 0.009, memory: 8343, top1_acc: 0.5939, top5_acc: 0.8113, loss_cls: 1.7125, loss: 1.7125, grad_norm: 4.7266 2020-07-25 13:01:08,858 - mmaction - INFO - Epoch [39][580/940] lr: 1.000e-02, eta: 15:32:45, time: 0.941, data_time: 0.010, memory: 8343, top1_acc: 0.5977, top5_acc: 0.8156, loss_cls: 1.6998, loss: 1.6998, grad_norm: 4.6749 2020-07-25 13:01:27,112 - mmaction - INFO - Epoch [39][600/940] lr: 1.000e-02, eta: 15:32:23, time: 0.908, data_time: 0.006, memory: 8343, top1_acc: 0.5912, top5_acc: 0.8131, loss_cls: 1.7118, loss: 1.7118, grad_norm: 4.7529 2020-07-25 13:01:46,789 - mmaction - INFO - Epoch [39][620/940] lr: 1.000e-02, eta: 15:32:04, time: 0.988, data_time: 0.009, memory: 8343, top1_acc: 0.5797, top5_acc: 0.8121, loss_cls: 1.7408, loss: 1.7408, grad_norm: 4.8921 2020-07-25 13:02:06,364 - mmaction - INFO - Epoch [39][640/940] lr: 1.000e-02, eta: 15:31:45, time: 0.977, data_time: 0.008, memory: 8343, top1_acc: 0.5922, top5_acc: 0.8063, loss_cls: 1.7238, loss: 1.7238, grad_norm: 4.7785 2020-07-25 13:02:25,983 - mmaction - INFO - Epoch [39][660/940] lr: 1.000e-02, eta: 15:31:26, time: 0.984, data_time: 0.005, memory: 8343, top1_acc: 0.5846, top5_acc: 0.8127, loss_cls: 1.7187, loss: 1.7187, grad_norm: 4.8290 2020-07-25 13:02:44,468 - mmaction - INFO - Epoch [39][680/940] lr: 1.000e-02, eta: 15:31:05, time: 0.918, data_time: 0.006, memory: 8343, top1_acc: 0.5943, top5_acc: 0.8084, loss_cls: 1.6749, loss: 1.6749, grad_norm: 4.6985 2020-07-25 13:03:03,381 - mmaction - INFO - Epoch [39][700/940] lr: 1.000e-02, eta: 15:30:45, time: 0.949, data_time: 0.008, memory: 8343, top1_acc: 0.5902, top5_acc: 0.8020, loss_cls: 1.7335, loss: 1.7335, grad_norm: 4.7404 2020-07-25 13:03:22,608 - mmaction - INFO - Epoch [39][720/940] lr: 1.000e-02, eta: 15:30:25, time: 0.963, data_time: 0.007, memory: 8343, top1_acc: 0.6027, top5_acc: 0.8182, loss_cls: 1.6701, loss: 1.6701, grad_norm: 4.5589 2020-07-25 13:03:40,820 - mmaction - INFO - Epoch [39][740/940] lr: 1.000e-02, eta: 15:30:04, time: 0.909, data_time: 0.010, memory: 8343, top1_acc: 0.5783, top5_acc: 0.8023, loss_cls: 1.7459, loss: 1.7459, grad_norm: 4.7742 2020-07-25 13:04:00,538 - mmaction - INFO - Epoch [39][760/940] lr: 1.000e-02, eta: 15:29:45, time: 0.986, data_time: 0.004, memory: 8343, top1_acc: 0.5852, top5_acc: 0.8064, loss_cls: 1.7205, loss: 1.7205, grad_norm: 4.6738 2020-07-25 13:04:20,194 - mmaction - INFO - Epoch [39][780/940] lr: 1.000e-02, eta: 15:29:26, time: 0.985, data_time: 0.009, memory: 8343, top1_acc: 0.5887, top5_acc: 0.8061, loss_cls: 1.7165, loss: 1.7165, grad_norm: 4.7131 2020-07-25 13:04:39,313 - mmaction - INFO - Epoch [39][800/940] lr: 1.000e-02, eta: 15:29:07, time: 0.956, data_time: 0.003, memory: 8343, top1_acc: 0.5789, top5_acc: 0.8020, loss_cls: 1.7535, loss: 1.7535, grad_norm: 4.7682 2020-07-25 13:04:57,338 - mmaction - INFO - Epoch [39][820/940] lr: 1.000e-02, eta: 15:28:45, time: 0.899, data_time: 0.006, memory: 8343, top1_acc: 0.5943, top5_acc: 0.8129, loss_cls: 1.7131, loss: 1.7131, grad_norm: 4.7563 2020-07-25 13:05:16,621 - mmaction - INFO - Epoch [39][840/940] lr: 1.000e-02, eta: 15:28:25, time: 0.966, data_time: 0.011, memory: 8343, top1_acc: 0.5762, top5_acc: 0.8070, loss_cls: 1.7360, loss: 1.7360, grad_norm: 4.7747 2020-07-25 13:05:34,904 - mmaction - INFO - Epoch [39][860/940] lr: 1.000e-02, eta: 15:28:04, time: 0.908, data_time: 0.006, memory: 8343, top1_acc: 0.5947, top5_acc: 0.8127, loss_cls: 1.6993, loss: 1.6993, grad_norm: 4.6862 2020-07-25 13:05:54,126 - mmaction - INFO - Epoch [39][880/940] lr: 1.000e-02, eta: 15:27:45, time: 0.967, data_time: 0.009, memory: 8343, top1_acc: 0.5918, top5_acc: 0.8076, loss_cls: 1.7159, loss: 1.7159, grad_norm: 4.6669 2020-07-25 13:06:13,628 - mmaction - INFO - Epoch [39][900/940] lr: 1.000e-02, eta: 15:27:25, time: 0.972, data_time: 0.005, memory: 8343, top1_acc: 0.5873, top5_acc: 0.8105, loss_cls: 1.7185, loss: 1.7185, grad_norm: 4.7646 2020-07-25 13:06:33,044 - mmaction - INFO - Epoch [39][920/940] lr: 1.000e-02, eta: 15:27:06, time: 0.973, data_time: 0.008, memory: 8343, top1_acc: 0.5855, top5_acc: 0.8066, loss_cls: 1.7234, loss: 1.7234, grad_norm: 4.7113 2020-07-25 13:06:50,614 - mmaction - INFO - Epoch [39][940/940] lr: 1.000e-02, eta: 15:26:44, time: 0.879, data_time: 0.008, memory: 8343, top1_acc: 0.5961, top5_acc: 0.8130, loss_cls: 1.6826, loss: 1.6826, grad_norm: 4.8226 2020-07-25 13:06:51,180 - mmaction - INFO - Saving checkpoint at 39 epochs 2020-07-25 13:07:20,961 - mmaction - INFO - Epoch [40][20/940] lr: 1.000e-02, eta: 15:26:40, time: 1.459, data_time: 0.683, memory: 8343, top1_acc: 0.6035, top5_acc: 0.8193, loss_cls: 1.6522, loss: 1.6522, grad_norm: 4.5658 2020-07-25 13:07:39,792 - mmaction - INFO - Epoch [40][40/940] lr: 1.000e-02, eta: 15:26:19, time: 0.944, data_time: 0.006, memory: 8343, top1_acc: 0.5953, top5_acc: 0.8160, loss_cls: 1.6717, loss: 1.6717, grad_norm: 4.6541 2020-07-25 13:07:59,222 - mmaction - INFO - Epoch [40][60/940] lr: 1.000e-02, eta: 15:26:00, time: 0.969, data_time: 0.005, memory: 8343, top1_acc: 0.5877, top5_acc: 0.8102, loss_cls: 1.7000, loss: 1.7000, grad_norm: 4.7039 2020-07-25 13:08:17,338 - mmaction - INFO - Epoch [40][80/940] lr: 1.000e-02, eta: 15:25:39, time: 0.908, data_time: 0.005, memory: 8343, top1_acc: 0.5996, top5_acc: 0.8182, loss_cls: 1.6641, loss: 1.6641, grad_norm: 4.6189 2020-07-25 13:08:36,502 - mmaction - INFO - Epoch [40][100/940] lr: 1.000e-02, eta: 15:25:19, time: 0.955, data_time: 0.007, memory: 8343, top1_acc: 0.5953, top5_acc: 0.8156, loss_cls: 1.6763, loss: 1.6763, grad_norm: 4.6646 2020-07-25 13:08:55,097 - mmaction - INFO - Epoch [40][120/940] lr: 1.000e-02, eta: 15:24:58, time: 0.932, data_time: 0.007, memory: 8343, top1_acc: 0.5904, top5_acc: 0.8055, loss_cls: 1.7242, loss: 1.7242, grad_norm: 4.7070 2020-07-25 13:09:13,558 - mmaction - INFO - Epoch [40][140/940] lr: 1.000e-02, eta: 15:24:37, time: 0.921, data_time: 0.007, memory: 8343, top1_acc: 0.5998, top5_acc: 0.8164, loss_cls: 1.6574, loss: 1.6574, grad_norm: 4.6083 2020-07-25 13:09:33,234 - mmaction - INFO - Epoch [40][160/940] lr: 1.000e-02, eta: 15:24:18, time: 0.987, data_time: 0.005, memory: 8343, top1_acc: 0.6010, top5_acc: 0.8162, loss_cls: 1.6743, loss: 1.6743, grad_norm: 4.6661 2020-07-25 13:09:50,827 - mmaction - INFO - Epoch [40][180/940] lr: 1.000e-02, eta: 15:23:56, time: 0.879, data_time: 0.002, memory: 8343, top1_acc: 0.5938, top5_acc: 0.8160, loss_cls: 1.6628, loss: 1.6628, grad_norm: 4.6988 2020-07-25 13:10:09,571 - mmaction - INFO - Epoch [40][200/940] lr: 1.000e-02, eta: 15:23:36, time: 0.937, data_time: 0.006, memory: 8343, top1_acc: 0.5967, top5_acc: 0.8156, loss_cls: 1.6657, loss: 1.6657, grad_norm: 4.6759 2020-07-25 13:10:28,402 - mmaction - INFO - Epoch [40][220/940] lr: 1.000e-02, eta: 15:23:16, time: 0.943, data_time: 0.003, memory: 8343, top1_acc: 0.5971, top5_acc: 0.8174, loss_cls: 1.6510, loss: 1.6510, grad_norm: 4.6234 2020-07-25 13:10:47,505 - mmaction - INFO - Epoch [40][240/940] lr: 1.000e-02, eta: 15:22:55, time: 0.948, data_time: 0.006, memory: 8343, top1_acc: 0.5975, top5_acc: 0.8176, loss_cls: 1.6811, loss: 1.6811, grad_norm: 4.7200 2020-07-25 13:11:05,540 - mmaction - INFO - Epoch [40][260/940] lr: 1.000e-02, eta: 15:22:34, time: 0.906, data_time: 0.008, memory: 8343, top1_acc: 0.5869, top5_acc: 0.8059, loss_cls: 1.7128, loss: 1.7128, grad_norm: 4.7222 2020-07-25 13:11:25,862 - mmaction - INFO - Epoch [40][280/940] lr: 1.000e-02, eta: 15:22:16, time: 1.017, data_time: 0.004, memory: 8343, top1_acc: 0.5941, top5_acc: 0.8162, loss_cls: 1.6886, loss: 1.6886, grad_norm: 4.8312 2020-07-25 13:11:44,048 - mmaction - INFO - Epoch [40][300/940] lr: 1.000e-02, eta: 15:21:55, time: 0.905, data_time: 0.005, memory: 8343, top1_acc: 0.5955, top5_acc: 0.8160, loss_cls: 1.6811, loss: 1.6811, grad_norm: 4.6989 2020-07-25 13:12:03,403 - mmaction - INFO - Epoch [40][320/940] lr: 1.000e-02, eta: 15:21:35, time: 0.968, data_time: 0.010, memory: 8343, top1_acc: 0.5857, top5_acc: 0.8066, loss_cls: 1.7279, loss: 1.7279, grad_norm: 4.6919 2020-07-25 13:12:22,879 - mmaction - INFO - Epoch [40][340/940] lr: 1.000e-02, eta: 15:21:16, time: 0.978, data_time: 0.007, memory: 8343, top1_acc: 0.5865, top5_acc: 0.8107, loss_cls: 1.7115, loss: 1.7115, grad_norm: 4.8065 2020-07-25 13:12:42,912 - mmaction - INFO - Epoch [40][360/940] lr: 1.000e-02, eta: 15:20:58, time: 1.000, data_time: 0.007, memory: 8343, top1_acc: 0.5883, top5_acc: 0.8176, loss_cls: 1.6832, loss: 1.6832, grad_norm: 4.8266 2020-07-25 13:13:01,438 - mmaction - INFO - Epoch [40][380/940] lr: 1.000e-02, eta: 15:20:37, time: 0.927, data_time: 0.006, memory: 8343, top1_acc: 0.6008, top5_acc: 0.8104, loss_cls: 1.7078, loss: 1.7078, grad_norm: 4.7382 2020-07-25 13:13:21,386 - mmaction - INFO - Epoch [40][400/940] lr: 1.000e-02, eta: 15:20:18, time: 0.996, data_time: 0.007, memory: 8343, top1_acc: 0.5883, top5_acc: 0.8055, loss_cls: 1.7364, loss: 1.7364, grad_norm: 4.8146 2020-07-25 13:13:39,721 - mmaction - INFO - Epoch [40][420/940] lr: 1.000e-02, eta: 15:19:57, time: 0.916, data_time: 0.007, memory: 8343, top1_acc: 0.5838, top5_acc: 0.8223, loss_cls: 1.6692, loss: 1.6692, grad_norm: 4.6852 2020-07-25 13:13:59,491 - mmaction - INFO - Epoch [40][440/940] lr: 1.000e-02, eta: 15:19:38, time: 0.986, data_time: 0.008, memory: 8343, top1_acc: 0.5855, top5_acc: 0.8027, loss_cls: 1.7325, loss: 1.7325, grad_norm: 4.7716 2020-07-25 13:14:18,026 - mmaction - INFO - Epoch [40][460/940] lr: 1.000e-02, eta: 15:19:18, time: 0.931, data_time: 0.008, memory: 8343, top1_acc: 0.6062, top5_acc: 0.8158, loss_cls: 1.6534, loss: 1.6534, grad_norm: 4.6272 2020-07-25 13:14:36,170 - mmaction - INFO - Epoch [40][480/940] lr: 1.000e-02, eta: 15:18:56, time: 0.901, data_time: 0.009, memory: 8343, top1_acc: 0.5877, top5_acc: 0.8156, loss_cls: 1.6985, loss: 1.6985, grad_norm: 4.7373 2020-07-25 13:14:55,316 - mmaction - INFO - Epoch [40][500/940] lr: 1.000e-02, eta: 15:18:37, time: 0.964, data_time: 0.011, memory: 8343, top1_acc: 0.5949, top5_acc: 0.8121, loss_cls: 1.6973, loss: 1.6973, grad_norm: 4.7666 2020-07-25 13:15:15,357 - mmaction - INFO - Epoch [40][520/940] lr: 1.000e-02, eta: 15:18:18, time: 1.002, data_time: 0.009, memory: 8343, top1_acc: 0.5900, top5_acc: 0.8125, loss_cls: 1.7059, loss: 1.7059, grad_norm: 4.7627 2020-07-25 13:15:33,346 - mmaction - INFO - Epoch [40][540/940] lr: 1.000e-02, eta: 15:17:57, time: 0.900, data_time: 0.007, memory: 8343, top1_acc: 0.5936, top5_acc: 0.8141, loss_cls: 1.7107, loss: 1.7107, grad_norm: 4.7632 2020-07-25 13:15:51,754 - mmaction - INFO - Epoch [40][560/940] lr: 1.000e-02, eta: 15:17:36, time: 0.915, data_time: 0.007, memory: 8343, top1_acc: 0.5822, top5_acc: 0.8137, loss_cls: 1.7105, loss: 1.7105, grad_norm: 4.7611 2020-07-25 13:16:11,187 - mmaction - INFO - Epoch [40][580/940] lr: 1.000e-02, eta: 15:17:17, time: 0.978, data_time: 0.009, memory: 8343, top1_acc: 0.5895, top5_acc: 0.8074, loss_cls: 1.7226, loss: 1.7226, grad_norm: 4.7935 2020-07-25 13:16:30,830 - mmaction - INFO - Epoch [40][600/940] lr: 1.000e-02, eta: 15:16:58, time: 0.981, data_time: 0.006, memory: 8343, top1_acc: 0.5902, top5_acc: 0.8041, loss_cls: 1.7320, loss: 1.7320, grad_norm: 4.8008 2020-07-25 13:16:50,407 - mmaction - INFO - Epoch [40][620/940] lr: 1.000e-02, eta: 15:16:39, time: 0.980, data_time: 0.003, memory: 8343, top1_acc: 0.5879, top5_acc: 0.8139, loss_cls: 1.7108, loss: 1.7108, grad_norm: 4.7351 2020-07-25 13:17:08,293 - mmaction - INFO - Epoch [40][640/940] lr: 1.000e-02, eta: 15:16:17, time: 0.893, data_time: 0.007, memory: 8343, top1_acc: 0.5965, top5_acc: 0.8100, loss_cls: 1.6909, loss: 1.6909, grad_norm: 4.6776 2020-07-25 13:17:27,696 - mmaction - INFO - Epoch [40][660/940] lr: 1.000e-02, eta: 15:15:58, time: 0.971, data_time: 0.003, memory: 8343, top1_acc: 0.5877, top5_acc: 0.8086, loss_cls: 1.7007, loss: 1.7007, grad_norm: 4.7541 2020-07-25 13:17:45,916 - mmaction - INFO - Epoch [40][680/940] lr: 1.000e-02, eta: 15:15:36, time: 0.911, data_time: 0.004, memory: 8343, top1_acc: 0.5938, top5_acc: 0.8107, loss_cls: 1.7146, loss: 1.7146, grad_norm: 4.7156 2020-07-25 13:18:07,424 - mmaction - INFO - Epoch [40][700/940] lr: 1.000e-02, eta: 15:15:20, time: 1.075, data_time: 0.002, memory: 8343, top1_acc: 0.5816, top5_acc: 0.8045, loss_cls: 1.7369, loss: 1.7369, grad_norm: 4.7502 2020-07-25 13:18:26,087 - mmaction - INFO - Epoch [40][720/940] lr: 1.000e-02, eta: 15:15:00, time: 0.929, data_time: 0.007, memory: 8343, top1_acc: 0.5875, top5_acc: 0.8105, loss_cls: 1.7135, loss: 1.7135, grad_norm: 4.7438 2020-07-25 13:18:44,611 - mmaction - INFO - Epoch [40][740/940] lr: 1.000e-02, eta: 15:14:39, time: 0.930, data_time: 0.007, memory: 8343, top1_acc: 0.5910, top5_acc: 0.8088, loss_cls: 1.7027, loss: 1.7027, grad_norm: 4.8334 2020-07-25 13:19:04,498 - mmaction - INFO - Epoch [40][760/940] lr: 1.000e-02, eta: 15:14:20, time: 0.990, data_time: 0.006, memory: 8343, top1_acc: 0.5904, top5_acc: 0.8084, loss_cls: 1.7078, loss: 1.7078, grad_norm: 4.6965 2020-07-25 13:19:23,925 - mmaction - INFO - Epoch [40][780/940] lr: 1.000e-02, eta: 15:14:01, time: 0.976, data_time: 0.008, memory: 8343, top1_acc: 0.5971, top5_acc: 0.8182, loss_cls: 1.6735, loss: 1.6735, grad_norm: 4.7804 2020-07-25 13:19:42,824 - mmaction - INFO - Epoch [40][800/940] lr: 1.000e-02, eta: 15:13:41, time: 0.944, data_time: 0.005, memory: 8343, top1_acc: 0.5871, top5_acc: 0.8072, loss_cls: 1.7174, loss: 1.7174, grad_norm: 4.7450 2020-07-25 13:20:01,517 - mmaction - INFO - Epoch [40][820/940] lr: 1.000e-02, eta: 15:13:20, time: 0.935, data_time: 0.007, memory: 8343, top1_acc: 0.5893, top5_acc: 0.8145, loss_cls: 1.7051, loss: 1.7051, grad_norm: 4.7143 2020-07-25 13:20:21,308 - mmaction - INFO - Epoch [40][840/940] lr: 1.000e-02, eta: 15:13:02, time: 0.988, data_time: 0.002, memory: 8343, top1_acc: 0.5992, top5_acc: 0.8146, loss_cls: 1.7036, loss: 1.7036, grad_norm: 4.7171 2020-07-25 13:20:39,178 - mmaction - INFO - Epoch [40][860/940] lr: 1.000e-02, eta: 15:12:40, time: 0.894, data_time: 0.008, memory: 8343, top1_acc: 0.5826, top5_acc: 0.8119, loss_cls: 1.7333, loss: 1.7333, grad_norm: 4.7091 2020-07-25 13:20:58,635 - mmaction - INFO - Epoch [40][880/940] lr: 1.000e-02, eta: 15:12:21, time: 0.975, data_time: 0.004, memory: 8343, top1_acc: 0.5926, top5_acc: 0.8092, loss_cls: 1.7220, loss: 1.7220, grad_norm: 4.7618 2020-07-25 13:21:16,739 - mmaction - INFO - Epoch [40][900/940] lr: 1.000e-02, eta: 15:11:59, time: 0.898, data_time: 0.005, memory: 8343, top1_acc: 0.5914, top5_acc: 0.8184, loss_cls: 1.6704, loss: 1.6704, grad_norm: 4.6414 2020-07-25 13:21:35,504 - mmaction - INFO - Epoch [40][920/940] lr: 1.000e-02, eta: 15:11:39, time: 0.945, data_time: 0.010, memory: 8343, top1_acc: 0.5832, top5_acc: 0.8055, loss_cls: 1.7417, loss: 1.7417, grad_norm: 4.7739 2020-07-25 13:21:53,672 - mmaction - INFO - Epoch [40][940/940] lr: 1.000e-02, eta: 15:11:18, time: 0.909, data_time: 0.009, memory: 8343, top1_acc: 0.5890, top5_acc: 0.7965, loss_cls: 1.7705, loss: 1.7705, grad_norm: 4.8228 2020-07-25 13:21:54,044 - mmaction - INFO - Saving checkpoint at 40 epochs 2020-07-25 13:22:22,193 - mmaction - INFO - Epoch [41][20/940] lr: 1.000e-03, eta: 15:11:11, time: 1.388, data_time: 0.639, memory: 8343, top1_acc: 0.6004, top5_acc: 0.8193, loss_cls: 1.6496, loss: 1.6496, grad_norm: 4.6290 2020-07-25 13:22:38,578 - mmaction - INFO - Epoch [41][40/940] lr: 1.000e-03, eta: 15:10:47, time: 0.818, data_time: 0.007, memory: 8343, top1_acc: 0.6135, top5_acc: 0.8256, loss_cls: 1.6084, loss: 1.6084, grad_norm: 4.5289 2020-07-25 13:22:57,404 - mmaction - INFO - Epoch [41][60/940] lr: 1.000e-03, eta: 15:10:27, time: 0.941, data_time: 0.004, memory: 8343, top1_acc: 0.6141, top5_acc: 0.8293, loss_cls: 1.5777, loss: 1.5777, grad_norm: 4.5693 2020-07-25 13:23:15,472 - mmaction - INFO - Epoch [41][80/940] lr: 1.000e-03, eta: 15:10:05, time: 0.905, data_time: 0.008, memory: 8343, top1_acc: 0.6195, top5_acc: 0.8258, loss_cls: 1.5823, loss: 1.5823, grad_norm: 4.4519 2020-07-25 13:23:33,569 - mmaction - INFO - Epoch [41][100/940] lr: 1.000e-03, eta: 15:09:44, time: 0.903, data_time: 0.003, memory: 8343, top1_acc: 0.6211, top5_acc: 0.8320, loss_cls: 1.5523, loss: 1.5523, grad_norm: 4.4188 2020-07-25 13:23:53,538 - mmaction - INFO - Epoch [41][120/940] lr: 1.000e-03, eta: 15:09:25, time: 0.994, data_time: 0.007, memory: 8343, top1_acc: 0.6299, top5_acc: 0.8367, loss_cls: 1.5327, loss: 1.5327, grad_norm: 4.4158 2020-07-25 13:24:11,728 - mmaction - INFO - Epoch [41][140/940] lr: 1.000e-03, eta: 15:09:04, time: 0.914, data_time: 0.009, memory: 8343, top1_acc: 0.6189, top5_acc: 0.8289, loss_cls: 1.5712, loss: 1.5712, grad_norm: 4.4482 2020-07-25 13:24:30,524 - mmaction - INFO - Epoch [41][160/940] lr: 1.000e-03, eta: 15:08:44, time: 0.940, data_time: 0.006, memory: 8343, top1_acc: 0.6182, top5_acc: 0.8268, loss_cls: 1.5783, loss: 1.5783, grad_norm: 4.4069 2020-07-25 13:24:49,189 - mmaction - INFO - Epoch [41][180/940] lr: 1.000e-03, eta: 15:08:23, time: 0.929, data_time: 0.009, memory: 8343, top1_acc: 0.6400, top5_acc: 0.8443, loss_cls: 1.5054, loss: 1.5054, grad_norm: 4.4215 2020-07-25 13:25:07,801 - mmaction - INFO - Epoch [41][200/940] lr: 1.000e-03, eta: 15:08:03, time: 0.935, data_time: 0.008, memory: 8343, top1_acc: 0.6273, top5_acc: 0.8305, loss_cls: 1.5382, loss: 1.5382, grad_norm: 4.4013 2020-07-25 13:25:26,325 - mmaction - INFO - Epoch [41][220/940] lr: 1.000e-03, eta: 15:07:42, time: 0.927, data_time: 0.003, memory: 8343, top1_acc: 0.6244, top5_acc: 0.8322, loss_cls: 1.5332, loss: 1.5332, grad_norm: 4.4309 2020-07-25 13:25:46,273 - mmaction - INFO - Epoch [41][240/940] lr: 1.000e-03, eta: 15:07:24, time: 0.998, data_time: 0.002, memory: 8343, top1_acc: 0.6221, top5_acc: 0.8355, loss_cls: 1.5656, loss: 1.5656, grad_norm: 4.4851 2020-07-25 13:26:04,327 - mmaction - INFO - Epoch [41][260/940] lr: 1.000e-03, eta: 15:07:02, time: 0.897, data_time: 0.005, memory: 8343, top1_acc: 0.6387, top5_acc: 0.8396, loss_cls: 1.5009, loss: 1.5009, grad_norm: 4.3356 2020-07-25 13:26:22,191 - mmaction - INFO - Epoch [41][280/940] lr: 1.000e-03, eta: 15:06:41, time: 0.897, data_time: 0.010, memory: 8343, top1_acc: 0.6299, top5_acc: 0.8242, loss_cls: 1.5412, loss: 1.5412, grad_norm: 4.3781 2020-07-25 13:26:41,812 - mmaction - INFO - Epoch [41][300/940] lr: 1.000e-03, eta: 15:06:22, time: 0.983, data_time: 0.006, memory: 8343, top1_acc: 0.6336, top5_acc: 0.8391, loss_cls: 1.5034, loss: 1.5034, grad_norm: 4.4093 2020-07-25 13:27:00,048 - mmaction - INFO - Epoch [41][320/940] lr: 1.000e-03, eta: 15:06:01, time: 0.910, data_time: 0.005, memory: 8343, top1_acc: 0.6352, top5_acc: 0.8445, loss_cls: 1.4987, loss: 1.4987, grad_norm: 4.4086 2020-07-25 13:27:18,498 - mmaction - INFO - Epoch [41][340/940] lr: 1.000e-03, eta: 15:05:40, time: 0.924, data_time: 0.004, memory: 8343, top1_acc: 0.6371, top5_acc: 0.8396, loss_cls: 1.5090, loss: 1.5090, grad_norm: 4.4396 2020-07-25 13:27:38,744 - mmaction - INFO - Epoch [41][360/940] lr: 1.000e-03, eta: 15:05:22, time: 1.012, data_time: 0.006, memory: 8343, top1_acc: 0.6309, top5_acc: 0.8322, loss_cls: 1.5192, loss: 1.5192, grad_norm: 4.4280 2020-07-25 13:27:57,264 - mmaction - INFO - Epoch [41][380/940] lr: 1.000e-03, eta: 15:05:01, time: 0.924, data_time: 0.003, memory: 8343, top1_acc: 0.6330, top5_acc: 0.8389, loss_cls: 1.5015, loss: 1.5015, grad_norm: 4.3864 2020-07-25 13:28:15,007 - mmaction - INFO - Epoch [41][400/940] lr: 1.000e-03, eta: 15:04:39, time: 0.889, data_time: 0.007, memory: 8343, top1_acc: 0.6404, top5_acc: 0.8471, loss_cls: 1.4774, loss: 1.4774, grad_norm: 4.3997 2020-07-25 13:28:35,090 - mmaction - INFO - Epoch [41][420/940] lr: 1.000e-03, eta: 15:04:21, time: 1.002, data_time: 0.002, memory: 8343, top1_acc: 0.6270, top5_acc: 0.8420, loss_cls: 1.5184, loss: 1.5184, grad_norm: 4.4655 2020-07-25 13:28:53,998 - mmaction - INFO - Epoch [41][440/940] lr: 1.000e-03, eta: 15:04:01, time: 0.942, data_time: 0.009, memory: 8343, top1_acc: 0.6398, top5_acc: 0.8404, loss_cls: 1.4985, loss: 1.4985, grad_norm: 4.4195 2020-07-25 13:29:13,490 - mmaction - INFO - Epoch [41][460/940] lr: 1.000e-03, eta: 15:03:42, time: 0.979, data_time: 0.008, memory: 8343, top1_acc: 0.6533, top5_acc: 0.8438, loss_cls: 1.4625, loss: 1.4625, grad_norm: 4.3941 2020-07-25 13:29:31,411 - mmaction - INFO - Epoch [41][480/940] lr: 1.000e-03, eta: 15:03:20, time: 0.892, data_time: 0.005, memory: 8343, top1_acc: 0.6344, top5_acc: 0.8367, loss_cls: 1.5140, loss: 1.5140, grad_norm: 4.4788 2020-07-25 13:29:51,907 - mmaction - INFO - Epoch [41][500/940] lr: 1.000e-03, eta: 15:03:02, time: 1.029, data_time: 0.007, memory: 8343, top1_acc: 0.6387, top5_acc: 0.8453, loss_cls: 1.4938, loss: 1.4938, grad_norm: 4.4461 2020-07-25 13:30:11,844 - mmaction - INFO - Epoch [41][520/940] lr: 1.000e-03, eta: 15:02:44, time: 0.996, data_time: 0.005, memory: 8343, top1_acc: 0.6266, top5_acc: 0.8264, loss_cls: 1.5563, loss: 1.5563, grad_norm: 4.4593 2020-07-25 13:30:30,174 - mmaction - INFO - Epoch [41][540/940] lr: 1.000e-03, eta: 15:02:23, time: 0.918, data_time: 0.005, memory: 8343, top1_acc: 0.6404, top5_acc: 0.8449, loss_cls: 1.4805, loss: 1.4805, grad_norm: 4.4165 2020-07-25 13:30:50,712 - mmaction - INFO - Epoch [41][560/940] lr: 1.000e-03, eta: 15:02:05, time: 1.027, data_time: 0.007, memory: 8343, top1_acc: 0.6420, top5_acc: 0.8523, loss_cls: 1.4598, loss: 1.4598, grad_norm: 4.3823 2020-07-25 13:31:08,119 - mmaction - INFO - Epoch [41][580/940] lr: 1.000e-03, eta: 15:01:43, time: 0.869, data_time: 0.005, memory: 8343, top1_acc: 0.6396, top5_acc: 0.8363, loss_cls: 1.4895, loss: 1.4895, grad_norm: 4.3702 2020-07-25 13:31:26,529 - mmaction - INFO - Epoch [41][600/940] lr: 1.000e-03, eta: 15:01:22, time: 0.918, data_time: 0.007, memory: 8343, top1_acc: 0.6438, top5_acc: 0.8385, loss_cls: 1.4840, loss: 1.4840, grad_norm: 4.4057 2020-07-25 13:31:46,953 - mmaction - INFO - Epoch [41][620/940] lr: 1.000e-03, eta: 15:01:04, time: 1.023, data_time: 0.007, memory: 8343, top1_acc: 0.6361, top5_acc: 0.8389, loss_cls: 1.5160, loss: 1.5160, grad_norm: 4.4144 2020-07-25 13:32:06,691 - mmaction - INFO - Epoch [41][640/940] lr: 1.000e-03, eta: 15:00:45, time: 0.987, data_time: 0.008, memory: 8343, top1_acc: 0.6424, top5_acc: 0.8475, loss_cls: 1.4775, loss: 1.4775, grad_norm: 4.3910 2020-07-25 13:32:24,437 - mmaction - INFO - Epoch [41][660/940] lr: 1.000e-03, eta: 15:00:24, time: 0.888, data_time: 0.006, memory: 8343, top1_acc: 0.6338, top5_acc: 0.8355, loss_cls: 1.5250, loss: 1.5250, grad_norm: 4.5287 2020-07-25 13:32:43,364 - mmaction - INFO - Epoch [41][680/940] lr: 1.000e-03, eta: 15:00:03, time: 0.946, data_time: 0.006, memory: 8343, top1_acc: 0.6350, top5_acc: 0.8424, loss_cls: 1.4854, loss: 1.4854, grad_norm: 4.4609 2020-07-25 13:33:02,542 - mmaction - INFO - Epoch [41][700/940] lr: 1.000e-03, eta: 14:59:44, time: 0.959, data_time: 0.003, memory: 8343, top1_acc: 0.6314, top5_acc: 0.8367, loss_cls: 1.5042, loss: 1.5042, grad_norm: 4.4102 2020-07-25 13:33:21,782 - mmaction - INFO - Epoch [41][720/940] lr: 1.000e-03, eta: 14:59:24, time: 0.962, data_time: 0.007, memory: 8343, top1_acc: 0.6395, top5_acc: 0.8342, loss_cls: 1.4828, loss: 1.4828, grad_norm: 4.4178 2020-07-25 13:33:40,755 - mmaction - INFO - Epoch [41][740/940] lr: 1.000e-03, eta: 14:59:04, time: 0.948, data_time: 0.004, memory: 8343, top1_acc: 0.6451, top5_acc: 0.8410, loss_cls: 1.4818, loss: 1.4818, grad_norm: 4.4301 2020-07-25 13:33:59,515 - mmaction - INFO - Epoch [41][760/940] lr: 1.000e-03, eta: 14:58:44, time: 0.936, data_time: 0.009, memory: 8343, top1_acc: 0.6416, top5_acc: 0.8424, loss_cls: 1.4545, loss: 1.4545, grad_norm: 4.4463 2020-07-25 13:34:18,254 - mmaction - INFO - Epoch [41][780/940] lr: 1.000e-03, eta: 14:58:24, time: 0.940, data_time: 0.008, memory: 8343, top1_acc: 0.6525, top5_acc: 0.8504, loss_cls: 1.4380, loss: 1.4380, grad_norm: 4.3299 2020-07-25 13:34:38,692 - mmaction - INFO - Epoch [41][800/940] lr: 1.000e-03, eta: 14:58:06, time: 1.018, data_time: 0.006, memory: 8343, top1_acc: 0.6303, top5_acc: 0.8404, loss_cls: 1.4923, loss: 1.4923, grad_norm: 4.4332 2020-07-25 13:34:56,073 - mmaction - INFO - Epoch [41][820/940] lr: 1.000e-03, eta: 14:57:43, time: 0.870, data_time: 0.008, memory: 8343, top1_acc: 0.6379, top5_acc: 0.8379, loss_cls: 1.4849, loss: 1.4849, grad_norm: 4.5449 2020-07-25 13:35:14,724 - mmaction - INFO - Epoch [41][840/940] lr: 1.000e-03, eta: 14:57:23, time: 0.934, data_time: 0.009, memory: 8343, top1_acc: 0.6510, top5_acc: 0.8422, loss_cls: 1.4554, loss: 1.4554, grad_norm: 4.3896 2020-07-25 13:35:33,996 - mmaction - INFO - Epoch [41][860/940] lr: 1.000e-03, eta: 14:57:03, time: 0.964, data_time: 0.003, memory: 8343, top1_acc: 0.6416, top5_acc: 0.8314, loss_cls: 1.5185, loss: 1.5185, grad_norm: 4.5176 2020-07-25 13:35:53,024 - mmaction - INFO - Epoch [41][880/940] lr: 1.000e-03, eta: 14:56:44, time: 0.951, data_time: 0.005, memory: 8343, top1_acc: 0.6398, top5_acc: 0.8402, loss_cls: 1.4760, loss: 1.4760, grad_norm: 4.4651 2020-07-25 13:36:11,499 - mmaction - INFO - Epoch [41][900/940] lr: 1.000e-03, eta: 14:56:23, time: 0.921, data_time: 0.004, memory: 8343, top1_acc: 0.6369, top5_acc: 0.8451, loss_cls: 1.4710, loss: 1.4710, grad_norm: 4.5317 2020-07-25 13:36:30,206 - mmaction - INFO - Epoch [41][920/940] lr: 1.000e-03, eta: 14:56:02, time: 0.931, data_time: 0.009, memory: 8343, top1_acc: 0.6482, top5_acc: 0.8500, loss_cls: 1.4335, loss: 1.4335, grad_norm: 4.4051 2020-07-25 13:36:48,146 - mmaction - INFO - Epoch [41][940/940] lr: 1.000e-03, eta: 14:55:41, time: 0.904, data_time: 0.009, memory: 8343, top1_acc: 0.6407, top5_acc: 0.8467, loss_cls: 1.4520, loss: 1.4520, grad_norm: 4.5666 2020-07-25 13:36:48,539 - mmaction - INFO - Saving checkpoint at 41 epochs 2020-07-25 13:37:14,642 - mmaction - INFO - Epoch [42][20/940] lr: 1.000e-03, eta: 14:55:31, time: 1.284, data_time: 0.465, memory: 8343, top1_acc: 0.6512, top5_acc: 0.8564, loss_cls: 1.4191, loss: 1.4191, grad_norm: 4.4300 2020-07-25 13:37:33,172 - mmaction - INFO - Epoch [42][40/940] lr: 1.000e-03, eta: 14:55:10, time: 0.927, data_time: 0.004, memory: 8343, top1_acc: 0.6475, top5_acc: 0.8467, loss_cls: 1.4365, loss: 1.4365, grad_norm: 4.3548 2020-07-25 13:37:53,836 - mmaction - INFO - Epoch [42][60/940] lr: 1.000e-03, eta: 14:54:53, time: 1.032, data_time: 0.008, memory: 8343, top1_acc: 0.6469, top5_acc: 0.8463, loss_cls: 1.4574, loss: 1.4574, grad_norm: 4.4382 2020-07-25 13:38:12,309 - mmaction - INFO - Epoch [42][80/940] lr: 1.000e-03, eta: 14:54:32, time: 0.927, data_time: 0.007, memory: 8343, top1_acc: 0.6492, top5_acc: 0.8449, loss_cls: 1.4483, loss: 1.4483, grad_norm: 4.4388 2020-07-25 13:38:32,097 - mmaction - INFO - Epoch [42][100/940] lr: 1.000e-03, eta: 14:54:13, time: 0.987, data_time: 0.006, memory: 8343, top1_acc: 0.6521, top5_acc: 0.8445, loss_cls: 1.4462, loss: 1.4462, grad_norm: 4.3753 2020-07-25 13:38:50,773 - mmaction - INFO - Epoch [42][120/940] lr: 1.000e-03, eta: 14:53:53, time: 0.934, data_time: 0.006, memory: 8343, top1_acc: 0.6395, top5_acc: 0.8439, loss_cls: 1.4688, loss: 1.4688, grad_norm: 4.4642 2020-07-25 13:39:09,185 - mmaction - INFO - Epoch [42][140/940] lr: 1.000e-03, eta: 14:53:32, time: 0.918, data_time: 0.007, memory: 8343, top1_acc: 0.6299, top5_acc: 0.8414, loss_cls: 1.4953, loss: 1.4953, grad_norm: 4.4982 2020-07-25 13:39:27,899 - mmaction - INFO - Epoch [42][160/940] lr: 1.000e-03, eta: 14:53:12, time: 0.940, data_time: 0.010, memory: 8343, top1_acc: 0.6402, top5_acc: 0.8447, loss_cls: 1.4662, loss: 1.4662, grad_norm: 4.4037 2020-07-25 13:39:47,099 - mmaction - INFO - Epoch [42][180/940] lr: 1.000e-03, eta: 14:52:52, time: 0.959, data_time: 0.006, memory: 8343, top1_acc: 0.6609, top5_acc: 0.8559, loss_cls: 1.4212, loss: 1.4212, grad_norm: 4.3983 2020-07-25 13:40:05,676 - mmaction - INFO - Epoch [42][200/940] lr: 1.000e-03, eta: 14:52:32, time: 0.930, data_time: 0.007, memory: 8343, top1_acc: 0.6568, top5_acc: 0.8506, loss_cls: 1.4183, loss: 1.4183, grad_norm: 4.4264 2020-07-25 13:40:24,481 - mmaction - INFO - Epoch [42][220/940] lr: 1.000e-03, eta: 14:52:11, time: 0.937, data_time: 0.002, memory: 8343, top1_acc: 0.6436, top5_acc: 0.8438, loss_cls: 1.4745, loss: 1.4745, grad_norm: 4.4696 2020-07-25 13:40:45,275 - mmaction - INFO - Epoch [42][240/940] lr: 1.000e-03, eta: 14:51:54, time: 1.039, data_time: 0.011, memory: 8343, top1_acc: 0.6434, top5_acc: 0.8479, loss_cls: 1.4672, loss: 1.4672, grad_norm: 4.5231 2020-07-25 13:41:03,276 - mmaction - INFO - Epoch [42][260/940] lr: 1.000e-03, eta: 14:51:33, time: 0.905, data_time: 0.009, memory: 8343, top1_acc: 0.6512, top5_acc: 0.8482, loss_cls: 1.4383, loss: 1.4383, grad_norm: 4.3847 2020-07-25 13:41:21,616 - mmaction - INFO - Epoch [42][280/940] lr: 1.000e-03, eta: 14:51:12, time: 0.911, data_time: 0.005, memory: 8343, top1_acc: 0.6439, top5_acc: 0.8439, loss_cls: 1.4440, loss: 1.4440, grad_norm: 4.4798 2020-07-25 13:41:40,236 - mmaction - INFO - Epoch [42][300/940] lr: 1.000e-03, eta: 14:50:51, time: 0.935, data_time: 0.009, memory: 8343, top1_acc: 0.6529, top5_acc: 0.8447, loss_cls: 1.4473, loss: 1.4473, grad_norm: 4.4476 2020-07-25 13:41:58,898 - mmaction - INFO - Epoch [42][320/940] lr: 1.000e-03, eta: 14:50:31, time: 0.931, data_time: 0.007, memory: 8343, top1_acc: 0.6471, top5_acc: 0.8418, loss_cls: 1.4667, loss: 1.4667, grad_norm: 4.3933 2020-07-25 13:42:17,224 - mmaction - INFO - Epoch [42][340/940] lr: 1.000e-03, eta: 14:50:10, time: 0.920, data_time: 0.008, memory: 8343, top1_acc: 0.6514, top5_acc: 0.8588, loss_cls: 1.4044, loss: 1.4044, grad_norm: 4.4429 2020-07-25 13:42:36,282 - mmaction - INFO - Epoch [42][360/940] lr: 1.000e-03, eta: 14:49:50, time: 0.947, data_time: 0.006, memory: 8343, top1_acc: 0.6484, top5_acc: 0.8387, loss_cls: 1.4707, loss: 1.4707, grad_norm: 4.5134 2020-07-25 13:42:54,735 - mmaction - INFO - Epoch [42][380/940] lr: 1.000e-03, eta: 14:49:29, time: 0.926, data_time: 0.008, memory: 8343, top1_acc: 0.6436, top5_acc: 0.8453, loss_cls: 1.4577, loss: 1.4577, grad_norm: 4.5461 2020-07-25 13:43:13,383 - mmaction - INFO - Epoch [42][400/940] lr: 1.000e-03, eta: 14:49:09, time: 0.931, data_time: 0.009, memory: 8343, top1_acc: 0.6373, top5_acc: 0.8463, loss_cls: 1.4574, loss: 1.4574, grad_norm: 4.4785 2020-07-25 13:43:33,176 - mmaction - INFO - Epoch [42][420/940] lr: 1.000e-03, eta: 14:48:50, time: 0.992, data_time: 0.007, memory: 8343, top1_acc: 0.6486, top5_acc: 0.8420, loss_cls: 1.4690, loss: 1.4690, grad_norm: 4.4873 2020-07-25 13:43:52,512 - mmaction - INFO - Epoch [42][440/940] lr: 1.000e-03, eta: 14:48:31, time: 0.965, data_time: 0.008, memory: 8343, top1_acc: 0.6482, top5_acc: 0.8426, loss_cls: 1.4588, loss: 1.4588, grad_norm: 4.4968 2020-07-25 13:44:11,393 - mmaction - INFO - Epoch [42][460/940] lr: 1.000e-03, eta: 14:48:11, time: 0.947, data_time: 0.007, memory: 8343, top1_acc: 0.6393, top5_acc: 0.8418, loss_cls: 1.4512, loss: 1.4512, grad_norm: 4.4567 2020-07-25 13:44:30,427 - mmaction - INFO - Epoch [42][480/940] lr: 1.000e-03, eta: 14:47:51, time: 0.947, data_time: 0.008, memory: 8343, top1_acc: 0.6371, top5_acc: 0.8387, loss_cls: 1.4957, loss: 1.4957, grad_norm: 4.5360 2020-07-25 13:44:49,968 - mmaction - INFO - Epoch [42][500/940] lr: 1.000e-03, eta: 14:47:32, time: 0.981, data_time: 0.009, memory: 8343, top1_acc: 0.6473, top5_acc: 0.8461, loss_cls: 1.4437, loss: 1.4437, grad_norm: 4.4128 2020-07-25 13:45:08,151 - mmaction - INFO - Epoch [42][520/940] lr: 1.000e-03, eta: 14:47:11, time: 0.909, data_time: 0.008, memory: 8343, top1_acc: 0.6398, top5_acc: 0.8428, loss_cls: 1.4671, loss: 1.4671, grad_norm: 4.4604 2020-07-25 13:45:26,495 - mmaction - INFO - Epoch [42][540/940] lr: 1.000e-03, eta: 14:46:50, time: 0.916, data_time: 0.004, memory: 8343, top1_acc: 0.6463, top5_acc: 0.8516, loss_cls: 1.4471, loss: 1.4471, grad_norm: 4.5495 2020-07-25 13:45:46,236 - mmaction - INFO - Epoch [42][560/940] lr: 1.000e-03, eta: 14:46:31, time: 0.987, data_time: 0.005, memory: 8343, top1_acc: 0.6521, top5_acc: 0.8432, loss_cls: 1.4533, loss: 1.4533, grad_norm: 4.4363 2020-07-25 13:46:04,441 - mmaction - INFO - Epoch [42][580/940] lr: 1.000e-03, eta: 14:46:10, time: 0.912, data_time: 0.007, memory: 8343, top1_acc: 0.6533, top5_acc: 0.8438, loss_cls: 1.4510, loss: 1.4510, grad_norm: 4.4565 2020-07-25 13:46:22,980 - mmaction - INFO - Epoch [42][600/940] lr: 1.000e-03, eta: 14:45:49, time: 0.922, data_time: 0.007, memory: 8343, top1_acc: 0.6566, top5_acc: 0.8576, loss_cls: 1.3945, loss: 1.3945, grad_norm: 4.4221 2020-07-25 13:46:41,967 - mmaction - INFO - Epoch [42][620/940] lr: 1.000e-03, eta: 14:45:29, time: 0.953, data_time: 0.007, memory: 8343, top1_acc: 0.6434, top5_acc: 0.8566, loss_cls: 1.4222, loss: 1.4222, grad_norm: 4.3833 2020-07-25 13:47:00,857 - mmaction - INFO - Epoch [42][640/940] lr: 1.000e-03, eta: 14:45:09, time: 0.944, data_time: 0.003, memory: 8343, top1_acc: 0.6590, top5_acc: 0.8500, loss_cls: 1.4032, loss: 1.4032, grad_norm: 4.4120 2020-07-25 13:47:20,726 - mmaction - INFO - Epoch [42][660/940] lr: 1.000e-03, eta: 14:44:51, time: 0.994, data_time: 0.008, memory: 8343, top1_acc: 0.6588, top5_acc: 0.8568, loss_cls: 1.4037, loss: 1.4037, grad_norm: 4.4151 2020-07-25 13:47:38,805 - mmaction - INFO - Epoch [42][680/940] lr: 1.000e-03, eta: 14:44:30, time: 0.905, data_time: 0.004, memory: 8343, top1_acc: 0.6576, top5_acc: 0.8488, loss_cls: 1.4244, loss: 1.4244, grad_norm: 4.4119 2020-07-25 13:47:58,357 - mmaction - INFO - Epoch [42][700/940] lr: 1.000e-03, eta: 14:44:10, time: 0.976, data_time: 0.006, memory: 8343, top1_acc: 0.6459, top5_acc: 0.8484, loss_cls: 1.4361, loss: 1.4361, grad_norm: 4.5167 2020-07-25 13:48:17,055 - mmaction - INFO - Epoch [42][720/940] lr: 1.000e-03, eta: 14:43:50, time: 0.935, data_time: 0.009, memory: 8343, top1_acc: 0.6498, top5_acc: 0.8473, loss_cls: 1.4414, loss: 1.4414, grad_norm: 4.4556 2020-07-25 13:48:35,339 - mmaction - INFO - Epoch [42][740/940] lr: 1.000e-03, eta: 14:43:29, time: 0.914, data_time: 0.007, memory: 8343, top1_acc: 0.6465, top5_acc: 0.8459, loss_cls: 1.4636, loss: 1.4636, grad_norm: 4.4707 2020-07-25 13:48:54,395 - mmaction - INFO - Epoch [42][760/940] lr: 1.000e-03, eta: 14:43:09, time: 0.951, data_time: 0.007, memory: 8343, top1_acc: 0.6479, top5_acc: 0.8479, loss_cls: 1.4361, loss: 1.4361, grad_norm: 4.5152 2020-07-25 13:49:12,965 - mmaction - INFO - Epoch [42][780/940] lr: 1.000e-03, eta: 14:42:49, time: 0.933, data_time: 0.008, memory: 8343, top1_acc: 0.6570, top5_acc: 0.8525, loss_cls: 1.4064, loss: 1.4064, grad_norm: 4.4618 2020-07-25 13:49:32,039 - mmaction - INFO - Epoch [42][800/940] lr: 1.000e-03, eta: 14:42:29, time: 0.951, data_time: 0.006, memory: 8343, top1_acc: 0.6455, top5_acc: 0.8445, loss_cls: 1.4613, loss: 1.4613, grad_norm: 4.5409 2020-07-25 13:49:50,157 - mmaction - INFO - Epoch [42][820/940] lr: 1.000e-03, eta: 14:42:08, time: 0.908, data_time: 0.007, memory: 8343, top1_acc: 0.6500, top5_acc: 0.8498, loss_cls: 1.4392, loss: 1.4392, grad_norm: 4.4636 2020-07-25 13:50:09,022 - mmaction - INFO - Epoch [42][840/940] lr: 1.000e-03, eta: 14:41:48, time: 0.941, data_time: 0.007, memory: 8343, top1_acc: 0.6332, top5_acc: 0.8424, loss_cls: 1.4887, loss: 1.4887, grad_norm: 4.5161 2020-07-25 13:50:27,705 - mmaction - INFO - Epoch [42][860/940] lr: 1.000e-03, eta: 14:41:27, time: 0.935, data_time: 0.005, memory: 8343, top1_acc: 0.6510, top5_acc: 0.8541, loss_cls: 1.4142, loss: 1.4142, grad_norm: 4.4959 2020-07-25 13:50:46,728 - mmaction - INFO - Epoch [42][880/940] lr: 1.000e-03, eta: 14:41:08, time: 0.952, data_time: 0.009, memory: 8343, top1_acc: 0.6639, top5_acc: 0.8551, loss_cls: 1.3670, loss: 1.3670, grad_norm: 4.3306 2020-07-25 13:51:05,540 - mmaction - INFO - Epoch [42][900/940] lr: 1.000e-03, eta: 14:40:48, time: 0.943, data_time: 0.004, memory: 8343, top1_acc: 0.6416, top5_acc: 0.8445, loss_cls: 1.4554, loss: 1.4554, grad_norm: 4.4514 2020-07-25 13:51:24,011 - mmaction - INFO - Epoch [42][920/940] lr: 1.000e-03, eta: 14:40:27, time: 0.919, data_time: 0.006, memory: 8343, top1_acc: 0.6498, top5_acc: 0.8445, loss_cls: 1.4348, loss: 1.4348, grad_norm: 4.4772 2020-07-25 13:51:42,043 - mmaction - INFO - Epoch [42][940/940] lr: 1.000e-03, eta: 14:40:06, time: 0.906, data_time: 0.008, memory: 8343, top1_acc: 0.6600, top5_acc: 0.8524, loss_cls: 1.3979, loss: 1.3979, grad_norm: 4.4823 2020-07-25 13:51:42,439 - mmaction - INFO - Saving checkpoint at 42 epochs 2020-07-25 13:52:08,295 - mmaction - INFO - Epoch [43][20/940] lr: 1.000e-03, eta: 14:39:55, time: 1.271, data_time: 0.452, memory: 8343, top1_acc: 0.6574, top5_acc: 0.8535, loss_cls: 1.3860, loss: 1.3860, grad_norm: 4.4374 2020-07-25 13:52:26,232 - mmaction - INFO - Epoch [43][40/940] lr: 1.000e-03, eta: 14:39:33, time: 0.897, data_time: 0.009, memory: 8343, top1_acc: 0.6639, top5_acc: 0.8605, loss_cls: 1.3783, loss: 1.3783, grad_norm: 4.4015 2020-07-25 13:52:43,895 - mmaction - INFO - Epoch [43][60/940] lr: 1.000e-03, eta: 14:39:12, time: 0.885, data_time: 0.004, memory: 8343, top1_acc: 0.6607, top5_acc: 0.8518, loss_cls: 1.3951, loss: 1.3951, grad_norm: 4.4165 2020-07-25 13:53:03,335 - mmaction - INFO - Epoch [43][80/940] lr: 1.000e-03, eta: 14:38:52, time: 0.970, data_time: 0.008, memory: 8343, top1_acc: 0.6502, top5_acc: 0.8525, loss_cls: 1.4074, loss: 1.4074, grad_norm: 4.4444 2020-07-25 13:53:21,513 - mmaction - INFO - Epoch [43][100/940] lr: 1.000e-03, eta: 14:38:31, time: 0.910, data_time: 0.004, memory: 8343, top1_acc: 0.6545, top5_acc: 0.8533, loss_cls: 1.4095, loss: 1.4095, grad_norm: 4.4575 2020-07-25 13:53:40,872 - mmaction - INFO - Epoch [43][120/940] lr: 1.000e-03, eta: 14:38:12, time: 0.963, data_time: 0.007, memory: 8343, top1_acc: 0.6555, top5_acc: 0.8520, loss_cls: 1.4056, loss: 1.4056, grad_norm: 4.4387 2020-07-25 13:53:59,823 - mmaction - INFO - Epoch [43][140/940] lr: 1.000e-03, eta: 14:37:52, time: 0.953, data_time: 0.008, memory: 8343, top1_acc: 0.6502, top5_acc: 0.8523, loss_cls: 1.4168, loss: 1.4168, grad_norm: 4.5619 2020-07-25 13:54:18,745 - mmaction - INFO - Epoch [43][160/940] lr: 1.000e-03, eta: 14:37:32, time: 0.946, data_time: 0.005, memory: 8343, top1_acc: 0.6510, top5_acc: 0.8533, loss_cls: 1.3999, loss: 1.3999, grad_norm: 4.4218 2020-07-25 13:54:37,485 - mmaction - INFO - Epoch [43][180/940] lr: 1.000e-03, eta: 14:37:12, time: 0.937, data_time: 0.008, memory: 8343, top1_acc: 0.6666, top5_acc: 0.8596, loss_cls: 1.3513, loss: 1.3513, grad_norm: 4.4153 2020-07-25 13:54:56,433 - mmaction - INFO - Epoch [43][200/940] lr: 1.000e-03, eta: 14:36:52, time: 0.943, data_time: 0.008, memory: 8343, top1_acc: 0.6479, top5_acc: 0.8416, loss_cls: 1.4687, loss: 1.4687, grad_norm: 4.5538 2020-07-25 13:55:14,417 - mmaction - INFO - Epoch [43][220/940] lr: 1.000e-03, eta: 14:36:30, time: 0.902, data_time: 0.008, memory: 8343, top1_acc: 0.6492, top5_acc: 0.8445, loss_cls: 1.4395, loss: 1.4395, grad_norm: 4.4959 2020-07-25 13:55:33,657 - mmaction - INFO - Epoch [43][240/940] lr: 1.000e-03, eta: 14:36:11, time: 0.961, data_time: 0.008, memory: 8343, top1_acc: 0.6383, top5_acc: 0.8439, loss_cls: 1.4770, loss: 1.4770, grad_norm: 4.5809 2020-07-25 13:55:52,087 - mmaction - INFO - Epoch [43][260/940] lr: 1.000e-03, eta: 14:35:50, time: 0.924, data_time: 0.007, memory: 8343, top1_acc: 0.6568, top5_acc: 0.8521, loss_cls: 1.3987, loss: 1.3987, grad_norm: 4.5042 2020-07-25 13:56:11,201 - mmaction - INFO - Epoch [43][280/940] lr: 1.000e-03, eta: 14:35:31, time: 0.955, data_time: 0.007, memory: 8343, top1_acc: 0.6648, top5_acc: 0.8553, loss_cls: 1.3767, loss: 1.3767, grad_norm: 4.4209 2020-07-25 13:56:29,490 - mmaction - INFO - Epoch [43][300/940] lr: 1.000e-03, eta: 14:35:10, time: 0.914, data_time: 0.007, memory: 8343, top1_acc: 0.6410, top5_acc: 0.8443, loss_cls: 1.4401, loss: 1.4401, grad_norm: 4.4716 2020-07-25 13:56:48,340 - mmaction - INFO - Epoch [43][320/940] lr: 1.000e-03, eta: 14:34:50, time: 0.945, data_time: 0.005, memory: 8343, top1_acc: 0.6408, top5_acc: 0.8424, loss_cls: 1.4580, loss: 1.4580, grad_norm: 4.5742 2020-07-25 13:57:07,909 - mmaction - INFO - Epoch [43][340/940] lr: 1.000e-03, eta: 14:34:31, time: 0.978, data_time: 0.007, memory: 8343, top1_acc: 0.6508, top5_acc: 0.8482, loss_cls: 1.4298, loss: 1.4298, grad_norm: 4.5254 2020-07-25 13:57:26,917 - mmaction - INFO - Epoch [43][360/940] lr: 1.000e-03, eta: 14:34:11, time: 0.951, data_time: 0.003, memory: 8343, top1_acc: 0.6438, top5_acc: 0.8471, loss_cls: 1.4345, loss: 1.4345, grad_norm: 4.5517 2020-07-25 13:57:45,774 - mmaction - INFO - Epoch [43][380/940] lr: 1.000e-03, eta: 14:33:50, time: 0.936, data_time: 0.007, memory: 8343, top1_acc: 0.6465, top5_acc: 0.8467, loss_cls: 1.4658, loss: 1.4658, grad_norm: 4.5698 2020-07-25 13:58:05,492 - mmaction - INFO - Epoch [43][400/940] lr: 1.000e-03, eta: 14:33:32, time: 0.992, data_time: 0.010, memory: 8343, top1_acc: 0.6592, top5_acc: 0.8535, loss_cls: 1.3919, loss: 1.3919, grad_norm: 4.5201 2020-07-25 13:58:24,881 - mmaction - INFO - Epoch [43][420/940] lr: 1.000e-03, eta: 14:33:12, time: 0.970, data_time: 0.008, memory: 8343, top1_acc: 0.6631, top5_acc: 0.8512, loss_cls: 1.4087, loss: 1.4087, grad_norm: 4.5130 2020-07-25 13:58:44,015 - mmaction - INFO - Epoch [43][440/940] lr: 1.000e-03, eta: 14:32:53, time: 0.956, data_time: 0.009, memory: 8343, top1_acc: 0.6438, top5_acc: 0.8453, loss_cls: 1.4553, loss: 1.4553, grad_norm: 4.5194 2020-07-25 13:59:02,819 - mmaction - INFO - Epoch [43][460/940] lr: 1.000e-03, eta: 14:32:33, time: 0.939, data_time: 0.009, memory: 8343, top1_acc: 0.6389, top5_acc: 0.8469, loss_cls: 1.4689, loss: 1.4689, grad_norm: 4.5638 2020-07-25 13:59:23,376 - mmaction - INFO - Epoch [43][480/940] lr: 1.000e-03, eta: 14:32:15, time: 1.031, data_time: 0.009, memory: 8343, top1_acc: 0.6520, top5_acc: 0.8488, loss_cls: 1.4300, loss: 1.4300, grad_norm: 4.5432 2020-07-25 13:59:41,715 - mmaction - INFO - Epoch [43][500/940] lr: 1.000e-03, eta: 14:31:54, time: 0.914, data_time: 0.004, memory: 8343, top1_acc: 0.6533, top5_acc: 0.8467, loss_cls: 1.4289, loss: 1.4289, grad_norm: 4.5327 2020-07-25 14:00:01,387 - mmaction - INFO - Epoch [43][520/940] lr: 1.000e-03, eta: 14:31:35, time: 0.986, data_time: 0.007, memory: 8343, top1_acc: 0.6473, top5_acc: 0.8465, loss_cls: 1.4356, loss: 1.4356, grad_norm: 4.5587 2020-07-25 14:00:21,186 - mmaction - INFO - Epoch [43][540/940] lr: 1.000e-03, eta: 14:31:16, time: 0.978, data_time: 0.006, memory: 8343, top1_acc: 0.6475, top5_acc: 0.8414, loss_cls: 1.4509, loss: 1.4509, grad_norm: 4.4979 2020-07-25 14:00:39,021 - mmaction - INFO - Epoch [43][560/940] lr: 1.000e-03, eta: 14:30:55, time: 0.902, data_time: 0.028, memory: 8343, top1_acc: 0.6504, top5_acc: 0.8494, loss_cls: 1.4178, loss: 1.4178, grad_norm: 4.5205 2020-07-25 14:00:58,003 - mmaction - INFO - Epoch [43][580/940] lr: 1.000e-03, eta: 14:30:35, time: 0.950, data_time: 0.004, memory: 8343, top1_acc: 0.6561, top5_acc: 0.8564, loss_cls: 1.4064, loss: 1.4064, grad_norm: 4.5107 2020-07-25 14:01:17,162 - mmaction - INFO - Epoch [43][600/940] lr: 1.000e-03, eta: 14:30:15, time: 0.959, data_time: 0.003, memory: 8343, top1_acc: 0.6604, top5_acc: 0.8590, loss_cls: 1.3860, loss: 1.3860, grad_norm: 4.4763 2020-07-25 14:01:36,292 - mmaction - INFO - Epoch [43][620/940] lr: 1.000e-03, eta: 14:29:56, time: 0.954, data_time: 0.007, memory: 8343, top1_acc: 0.6645, top5_acc: 0.8574, loss_cls: 1.3963, loss: 1.3963, grad_norm: 4.5019 2020-07-25 14:01:54,543 - mmaction - INFO - Epoch [43][640/940] lr: 1.000e-03, eta: 14:29:35, time: 0.912, data_time: 0.007, memory: 8343, top1_acc: 0.6326, top5_acc: 0.8391, loss_cls: 1.4834, loss: 1.4834, grad_norm: 4.6509 2020-07-25 14:02:14,359 - mmaction - INFO - Epoch [43][660/940] lr: 1.000e-03, eta: 14:29:16, time: 0.987, data_time: 0.009, memory: 8343, top1_acc: 0.6602, top5_acc: 0.8525, loss_cls: 1.3869, loss: 1.3869, grad_norm: 4.4670 2020-07-25 14:02:34,837 - mmaction - INFO - Epoch [43][680/940] lr: 1.000e-03, eta: 14:28:58, time: 1.030, data_time: 0.009, memory: 8343, top1_acc: 0.6584, top5_acc: 0.8512, loss_cls: 1.4097, loss: 1.4097, grad_norm: 4.5419 2020-07-25 14:02:53,417 - mmaction - INFO - Epoch [43][700/940] lr: 1.000e-03, eta: 14:28:38, time: 0.921, data_time: 0.004, memory: 8343, top1_acc: 0.6619, top5_acc: 0.8545, loss_cls: 1.3908, loss: 1.3908, grad_norm: 4.4806 2020-07-25 14:03:13,625 - mmaction - INFO - Epoch [43][720/940] lr: 1.000e-03, eta: 14:28:20, time: 1.019, data_time: 0.012, memory: 8343, top1_acc: 0.6541, top5_acc: 0.8486, loss_cls: 1.4236, loss: 1.4236, grad_norm: 4.5499 2020-07-25 14:03:31,494 - mmaction - INFO - Epoch [43][740/940] lr: 1.000e-03, eta: 14:27:58, time: 0.886, data_time: 0.006, memory: 8343, top1_acc: 0.6652, top5_acc: 0.8570, loss_cls: 1.3852, loss: 1.3852, grad_norm: 4.4694 2020-07-25 14:03:49,892 - mmaction - INFO - Epoch [43][760/940] lr: 1.000e-03, eta: 14:27:37, time: 0.925, data_time: 0.010, memory: 8343, top1_acc: 0.6551, top5_acc: 0.8521, loss_cls: 1.4132, loss: 1.4132, grad_norm: 4.5371 2020-07-25 14:04:09,028 - mmaction - INFO - Epoch [43][780/940] lr: 1.000e-03, eta: 14:27:18, time: 0.953, data_time: 0.008, memory: 8343, top1_acc: 0.6617, top5_acc: 0.8516, loss_cls: 1.3989, loss: 1.3989, grad_norm: 4.5015 2020-07-25 14:04:28,294 - mmaction - INFO - Epoch [43][800/940] lr: 1.000e-03, eta: 14:26:58, time: 0.967, data_time: 0.007, memory: 8343, top1_acc: 0.6600, top5_acc: 0.8494, loss_cls: 1.4322, loss: 1.4322, grad_norm: 4.6292 2020-07-25 14:04:47,579 - mmaction - INFO - Epoch [43][820/940] lr: 1.000e-03, eta: 14:26:39, time: 0.958, data_time: 0.008, memory: 8343, top1_acc: 0.6676, top5_acc: 0.8562, loss_cls: 1.3749, loss: 1.3749, grad_norm: 4.4149 2020-07-25 14:05:05,706 - mmaction - INFO - Epoch [43][840/940] lr: 1.000e-03, eta: 14:26:18, time: 0.914, data_time: 0.010, memory: 8343, top1_acc: 0.6541, top5_acc: 0.8512, loss_cls: 1.4181, loss: 1.4181, grad_norm: 4.5178 2020-07-25 14:05:25,258 - mmaction - INFO - Epoch [43][860/940] lr: 1.000e-03, eta: 14:25:59, time: 0.977, data_time: 0.002, memory: 8343, top1_acc: 0.6494, top5_acc: 0.8576, loss_cls: 1.4166, loss: 1.4166, grad_norm: 4.5422 2020-07-25 14:05:43,962 - mmaction - INFO - Epoch [43][880/940] lr: 1.000e-03, eta: 14:25:38, time: 0.936, data_time: 0.002, memory: 8343, top1_acc: 0.6502, top5_acc: 0.8436, loss_cls: 1.4446, loss: 1.4446, grad_norm: 4.5741 2020-07-25 14:06:03,275 - mmaction - INFO - Epoch [43][900/940] lr: 1.000e-03, eta: 14:25:19, time: 0.959, data_time: 0.006, memory: 8343, top1_acc: 0.6607, top5_acc: 0.8449, loss_cls: 1.4118, loss: 1.4118, grad_norm: 4.5264 2020-07-25 14:06:22,215 - mmaction - INFO - Epoch [43][920/940] lr: 1.000e-03, eta: 14:24:59, time: 0.954, data_time: 0.009, memory: 8343, top1_acc: 0.6582, top5_acc: 0.8584, loss_cls: 1.3782, loss: 1.3782, grad_norm: 4.4872 2020-07-25 14:06:39,607 - mmaction - INFO - Epoch [43][940/940] lr: 1.000e-03, eta: 14:24:37, time: 0.868, data_time: 0.005, memory: 8343, top1_acc: 0.6510, top5_acc: 0.8512, loss_cls: 1.4357, loss: 1.4357, grad_norm: 4.6475 2020-07-25 14:06:40,051 - mmaction - INFO - Saving checkpoint at 43 epochs 2020-07-25 14:07:10,079 - mmaction - INFO - Epoch [44][20/940] lr: 1.000e-03, eta: 14:24:31, time: 1.470, data_time: 0.689, memory: 8343, top1_acc: 0.6643, top5_acc: 0.8559, loss_cls: 1.3831, loss: 1.3831, grad_norm: 4.4701 2020-07-25 14:07:26,245 - mmaction - INFO - Epoch [44][40/940] lr: 1.000e-03, eta: 14:24:07, time: 0.808, data_time: 0.004, memory: 8343, top1_acc: 0.6687, top5_acc: 0.8529, loss_cls: 1.3734, loss: 1.3734, grad_norm: 4.4853 2020-07-25 14:07:44,567 - mmaction - INFO - Epoch [44][60/940] lr: 1.000e-03, eta: 14:23:46, time: 0.909, data_time: 0.009, memory: 8343, top1_acc: 0.6596, top5_acc: 0.8559, loss_cls: 1.4024, loss: 1.4024, grad_norm: 4.5626 2020-07-25 14:08:03,668 - mmaction - INFO - Epoch [44][80/940] lr: 1.000e-03, eta: 14:23:27, time: 0.963, data_time: 0.012, memory: 8343, top1_acc: 0.6592, top5_acc: 0.8516, loss_cls: 1.4133, loss: 1.4133, grad_norm: 4.5133 2020-07-25 14:08:22,843 - mmaction - INFO - Epoch [44][100/940] lr: 1.000e-03, eta: 14:23:07, time: 0.956, data_time: 0.008, memory: 8343, top1_acc: 0.6604, top5_acc: 0.8506, loss_cls: 1.4038, loss: 1.4038, grad_norm: 4.5343 2020-07-25 14:08:43,950 - mmaction - INFO - Epoch [44][120/940] lr: 1.000e-03, eta: 14:22:50, time: 1.053, data_time: 0.013, memory: 8343, top1_acc: 0.6687, top5_acc: 0.8625, loss_cls: 1.3588, loss: 1.3588, grad_norm: 4.4472 2020-07-25 14:09:00,732 - mmaction - INFO - Epoch [44][140/940] lr: 1.000e-03, eta: 14:22:27, time: 0.845, data_time: 0.008, memory: 8343, top1_acc: 0.6689, top5_acc: 0.8623, loss_cls: 1.3509, loss: 1.3509, grad_norm: 4.4247 2020-07-25 14:09:19,615 - mmaction - INFO - Epoch [44][160/940] lr: 1.000e-03, eta: 14:22:07, time: 0.942, data_time: 0.005, memory: 8343, top1_acc: 0.6588, top5_acc: 0.8578, loss_cls: 1.3696, loss: 1.3696, grad_norm: 4.5735 2020-07-25 14:09:39,856 - mmaction - INFO - Epoch [44][180/940] lr: 1.000e-03, eta: 14:21:49, time: 1.014, data_time: 0.004, memory: 8343, top1_acc: 0.6520, top5_acc: 0.8512, loss_cls: 1.4060, loss: 1.4060, grad_norm: 4.5786 2020-07-25 14:09:59,631 - mmaction - INFO - Epoch [44][200/940] lr: 1.000e-03, eta: 14:21:30, time: 0.988, data_time: 0.006, memory: 8343, top1_acc: 0.6578, top5_acc: 0.8529, loss_cls: 1.3991, loss: 1.3991, grad_norm: 4.5409 2020-07-25 14:10:17,243 - mmaction - INFO - Epoch [44][220/940] lr: 1.000e-03, eta: 14:21:09, time: 0.882, data_time: 0.005, memory: 8343, top1_acc: 0.6559, top5_acc: 0.8551, loss_cls: 1.3985, loss: 1.3985, grad_norm: 4.5558 2020-07-25 14:10:36,165 - mmaction - INFO - Epoch [44][240/940] lr: 1.000e-03, eta: 14:20:49, time: 0.940, data_time: 0.006, memory: 8343, top1_acc: 0.6557, top5_acc: 0.8516, loss_cls: 1.4115, loss: 1.4115, grad_norm: 4.5361 2020-07-25 14:10:54,549 - mmaction - INFO - Epoch [44][260/940] lr: 1.000e-03, eta: 14:20:28, time: 0.925, data_time: 0.009, memory: 8343, top1_acc: 0.6639, top5_acc: 0.8555, loss_cls: 1.3897, loss: 1.3897, grad_norm: 4.5036 2020-07-25 14:11:14,534 - mmaction - INFO - Epoch [44][280/940] lr: 1.000e-03, eta: 14:20:10, time: 0.997, data_time: 0.004, memory: 8343, top1_acc: 0.6596, top5_acc: 0.8598, loss_cls: 1.3883, loss: 1.3883, grad_norm: 4.6011 2020-07-25 14:11:32,558 - mmaction - INFO - Epoch [44][300/940] lr: 1.000e-03, eta: 14:19:48, time: 0.902, data_time: 0.004, memory: 8343, top1_acc: 0.6656, top5_acc: 0.8529, loss_cls: 1.4127, loss: 1.4127, grad_norm: 4.5189 2020-07-25 14:11:51,951 - mmaction - INFO - Epoch [44][320/940] lr: 1.000e-03, eta: 14:19:29, time: 0.967, data_time: 0.005, memory: 8343, top1_acc: 0.6520, top5_acc: 0.8508, loss_cls: 1.4114, loss: 1.4114, grad_norm: 4.6041 2020-07-25 14:12:11,672 - mmaction - INFO - Epoch [44][340/940] lr: 1.000e-03, eta: 14:19:10, time: 0.988, data_time: 0.009, memory: 8343, top1_acc: 0.6717, top5_acc: 0.8600, loss_cls: 1.3601, loss: 1.3601, grad_norm: 4.5323 2020-07-25 14:12:30,138 - mmaction - INFO - Epoch [44][360/940] lr: 1.000e-03, eta: 14:18:50, time: 0.922, data_time: 0.007, memory: 8343, top1_acc: 0.6674, top5_acc: 0.8594, loss_cls: 1.3583, loss: 1.3583, grad_norm: 4.4852 2020-07-25 14:12:48,373 - mmaction - INFO - Epoch [44][380/940] lr: 1.000e-03, eta: 14:18:29, time: 0.915, data_time: 0.008, memory: 8343, top1_acc: 0.6613, top5_acc: 0.8566, loss_cls: 1.3746, loss: 1.3746, grad_norm: 4.4604 2020-07-25 14:13:08,431 - mmaction - INFO - Epoch [44][400/940] lr: 1.000e-03, eta: 14:18:10, time: 0.998, data_time: 0.006, memory: 8343, top1_acc: 0.6537, top5_acc: 0.8529, loss_cls: 1.4113, loss: 1.4113, grad_norm: 4.5983 2020-07-25 14:13:28,369 - mmaction - INFO - Epoch [44][420/940] lr: 1.000e-03, eta: 14:17:52, time: 1.002, data_time: 0.008, memory: 8343, top1_acc: 0.6514, top5_acc: 0.8545, loss_cls: 1.3983, loss: 1.3983, grad_norm: 4.5311 2020-07-25 14:13:46,842 - mmaction - INFO - Epoch [44][440/940] lr: 1.000e-03, eta: 14:17:31, time: 0.923, data_time: 0.005, memory: 8343, top1_acc: 0.6473, top5_acc: 0.8469, loss_cls: 1.4341, loss: 1.4341, grad_norm: 4.5893 2020-07-25 14:14:05,046 - mmaction - INFO - Epoch [44][460/940] lr: 1.000e-03, eta: 14:17:10, time: 0.911, data_time: 0.008, memory: 8343, top1_acc: 0.6428, top5_acc: 0.8436, loss_cls: 1.4486, loss: 1.4486, grad_norm: 4.6229 2020-07-25 14:14:23,208 - mmaction - INFO - Epoch [44][480/940] lr: 1.000e-03, eta: 14:16:49, time: 0.909, data_time: 0.003, memory: 8343, top1_acc: 0.6512, top5_acc: 0.8457, loss_cls: 1.4375, loss: 1.4375, grad_norm: 4.6656 2020-07-25 14:14:43,408 - mmaction - INFO - Epoch [44][500/940] lr: 1.000e-03, eta: 14:16:31, time: 1.005, data_time: 0.007, memory: 8343, top1_acc: 0.6514, top5_acc: 0.8375, loss_cls: 1.4664, loss: 1.4664, grad_norm: 4.6730 2020-07-25 14:15:00,885 - mmaction - INFO - Epoch [44][520/940] lr: 1.000e-03, eta: 14:16:09, time: 0.878, data_time: 0.008, memory: 8343, top1_acc: 0.6561, top5_acc: 0.8430, loss_cls: 1.4161, loss: 1.4161, grad_norm: 4.5504 2020-07-25 14:15:19,947 - mmaction - INFO - Epoch [44][540/940] lr: 1.000e-03, eta: 14:15:50, time: 0.953, data_time: 0.008, memory: 8343, top1_acc: 0.6623, top5_acc: 0.8557, loss_cls: 1.3908, loss: 1.3908, grad_norm: 4.5479 2020-07-25 14:15:38,020 - mmaction - INFO - Epoch [44][560/940] lr: 1.000e-03, eta: 14:15:29, time: 0.902, data_time: 0.005, memory: 8343, top1_acc: 0.6506, top5_acc: 0.8502, loss_cls: 1.4183, loss: 1.4183, grad_norm: 4.5939 2020-07-25 14:15:57,850 - mmaction - INFO - Epoch [44][580/940] lr: 1.000e-03, eta: 14:15:10, time: 0.992, data_time: 0.008, memory: 8343, top1_acc: 0.6516, top5_acc: 0.8539, loss_cls: 1.4168, loss: 1.4168, grad_norm: 4.5791 2020-07-25 14:16:15,490 - mmaction - INFO - Epoch [44][600/940] lr: 1.000e-03, eta: 14:14:48, time: 0.883, data_time: 0.006, memory: 8343, top1_acc: 0.6590, top5_acc: 0.8545, loss_cls: 1.3823, loss: 1.3823, grad_norm: 4.5046 2020-07-25 14:16:33,863 - mmaction - INFO - Epoch [44][620/940] lr: 1.000e-03, eta: 14:14:27, time: 0.913, data_time: 0.007, memory: 8343, top1_acc: 0.6471, top5_acc: 0.8555, loss_cls: 1.4071, loss: 1.4071, grad_norm: 4.6153 2020-07-25 14:16:53,133 - mmaction - INFO - Epoch [44][640/940] lr: 1.000e-03, eta: 14:14:08, time: 0.970, data_time: 0.009, memory: 8343, top1_acc: 0.6623, top5_acc: 0.8529, loss_cls: 1.4057, loss: 1.4057, grad_norm: 4.5194 2020-07-25 14:17:12,531 - mmaction - INFO - Epoch [44][660/940] lr: 1.000e-03, eta: 14:13:49, time: 0.964, data_time: 0.007, memory: 8343, top1_acc: 0.6416, top5_acc: 0.8486, loss_cls: 1.4389, loss: 1.4389, grad_norm: 4.5842 2020-07-25 14:17:30,892 - mmaction - INFO - Epoch [44][680/940] lr: 1.000e-03, eta: 14:13:28, time: 0.925, data_time: 0.009, memory: 8343, top1_acc: 0.6564, top5_acc: 0.8516, loss_cls: 1.4065, loss: 1.4065, grad_norm: 4.6225 2020-07-25 14:17:50,453 - mmaction - INFO - Epoch [44][700/940] lr: 1.000e-03, eta: 14:13:09, time: 0.978, data_time: 0.006, memory: 8343, top1_acc: 0.6578, top5_acc: 0.8518, loss_cls: 1.3994, loss: 1.3994, grad_norm: 4.5365 2020-07-25 14:18:08,323 - mmaction - INFO - Epoch [44][720/940] lr: 1.000e-03, eta: 14:12:48, time: 0.891, data_time: 0.006, memory: 8343, top1_acc: 0.6506, top5_acc: 0.8555, loss_cls: 1.4096, loss: 1.4096, grad_norm: 4.6234 2020-07-25 14:18:27,258 - mmaction - INFO - Epoch [44][740/940] lr: 1.000e-03, eta: 14:12:28, time: 0.948, data_time: 0.005, memory: 8343, top1_acc: 0.6537, top5_acc: 0.8570, loss_cls: 1.3959, loss: 1.3959, grad_norm: 4.5675 2020-07-25 14:18:46,216 - mmaction - INFO - Epoch [44][760/940] lr: 1.000e-03, eta: 14:12:08, time: 0.949, data_time: 0.006, memory: 8343, top1_acc: 0.6545, top5_acc: 0.8520, loss_cls: 1.4019, loss: 1.4019, grad_norm: 4.6335 2020-07-25 14:19:05,918 - mmaction - INFO - Epoch [44][780/940] lr: 1.000e-03, eta: 14:11:49, time: 0.985, data_time: 0.003, memory: 8343, top1_acc: 0.6654, top5_acc: 0.8562, loss_cls: 1.3839, loss: 1.3839, grad_norm: 4.6314 2020-07-25 14:19:24,165 - mmaction - INFO - Epoch [44][800/940] lr: 1.000e-03, eta: 14:11:28, time: 0.907, data_time: 0.005, memory: 8343, top1_acc: 0.6500, top5_acc: 0.8455, loss_cls: 1.4446, loss: 1.4446, grad_norm: 4.6770 2020-07-25 14:19:43,053 - mmaction - INFO - Epoch [44][820/940] lr: 1.000e-03, eta: 14:11:08, time: 0.947, data_time: 0.008, memory: 8343, top1_acc: 0.6701, top5_acc: 0.8570, loss_cls: 1.3760, loss: 1.3760, grad_norm: 4.5415 2020-07-25 14:20:02,103 - mmaction - INFO - Epoch [44][840/940] lr: 1.000e-03, eta: 14:10:49, time: 0.954, data_time: 0.009, memory: 8343, top1_acc: 0.6686, top5_acc: 0.8586, loss_cls: 1.3631, loss: 1.3631, grad_norm: 4.5485 2020-07-25 14:20:20,662 - mmaction - INFO - Epoch [44][860/940] lr: 1.000e-03, eta: 14:10:28, time: 0.928, data_time: 0.003, memory: 8343, top1_acc: 0.6537, top5_acc: 0.8533, loss_cls: 1.4210, loss: 1.4210, grad_norm: 4.6319 2020-07-25 14:20:39,606 - mmaction - INFO - Epoch [44][880/940] lr: 1.000e-03, eta: 14:10:08, time: 0.947, data_time: 0.005, memory: 8343, top1_acc: 0.6414, top5_acc: 0.8480, loss_cls: 1.4572, loss: 1.4572, grad_norm: 4.6969 2020-07-25 14:20:59,320 - mmaction - INFO - Epoch [44][900/940] lr: 1.000e-03, eta: 14:09:49, time: 0.983, data_time: 0.007, memory: 8343, top1_acc: 0.6691, top5_acc: 0.8566, loss_cls: 1.3579, loss: 1.3579, grad_norm: 4.5092 2020-07-25 14:21:17,982 - mmaction - INFO - Epoch [44][920/940] lr: 1.000e-03, eta: 14:09:29, time: 0.934, data_time: 0.008, memory: 8343, top1_acc: 0.6547, top5_acc: 0.8555, loss_cls: 1.3902, loss: 1.3902, grad_norm: 4.6223 2020-07-25 14:21:34,692 - mmaction - INFO - Epoch [44][940/940] lr: 1.000e-03, eta: 14:09:06, time: 0.837, data_time: 0.009, memory: 8343, top1_acc: 0.6610, top5_acc: 0.8514, loss_cls: 1.4052, loss: 1.4052, grad_norm: 4.6464 2020-07-25 14:21:35,064 - mmaction - INFO - Saving checkpoint at 44 epochs 2020-07-25 14:22:02,412 - mmaction - INFO - Epoch [45][20/940] lr: 1.000e-03, eta: 14:08:57, time: 1.347, data_time: 0.630, memory: 8343, top1_acc: 0.6551, top5_acc: 0.8455, loss_cls: 1.4348, loss: 1.4348, grad_norm: 4.5755 2020-07-25 14:22:20,107 - mmaction - INFO - Epoch [45][40/940] lr: 1.000e-03, eta: 14:08:35, time: 0.878, data_time: 0.007, memory: 8343, top1_acc: 0.6494, top5_acc: 0.8492, loss_cls: 1.4169, loss: 1.4169, grad_norm: 4.6224 2020-07-25 14:22:39,726 - mmaction - INFO - Epoch [45][60/940] lr: 1.000e-03, eta: 14:08:16, time: 0.988, data_time: 0.010, memory: 8343, top1_acc: 0.6496, top5_acc: 0.8543, loss_cls: 1.4116, loss: 1.4116, grad_norm: 4.6351 2020-07-25 14:22:58,826 - mmaction - INFO - Epoch [45][80/940] lr: 1.000e-03, eta: 14:07:57, time: 0.954, data_time: 0.002, memory: 8343, top1_acc: 0.6621, top5_acc: 0.8570, loss_cls: 1.3755, loss: 1.3755, grad_norm: 4.5451 2020-07-25 14:23:16,921 - mmaction - INFO - Epoch [45][100/940] lr: 1.000e-03, eta: 14:07:35, time: 0.901, data_time: 0.007, memory: 8343, top1_acc: 0.6541, top5_acc: 0.8531, loss_cls: 1.4105, loss: 1.4105, grad_norm: 4.5935 2020-07-25 14:23:36,837 - mmaction - INFO - Epoch [45][120/940] lr: 1.000e-03, eta: 14:07:17, time: 1.000, data_time: 0.008, memory: 8343, top1_acc: 0.6654, top5_acc: 0.8590, loss_cls: 1.3702, loss: 1.3702, grad_norm: 4.5520 2020-07-25 14:23:54,412 - mmaction - INFO - Epoch [45][140/940] lr: 1.000e-03, eta: 14:06:55, time: 0.878, data_time: 0.007, memory: 8343, top1_acc: 0.6570, top5_acc: 0.8529, loss_cls: 1.4050, loss: 1.4050, grad_norm: 4.5841 2020-07-25 14:24:12,276 - mmaction - INFO - Epoch [45][160/940] lr: 1.000e-03, eta: 14:06:34, time: 0.894, data_time: 0.006, memory: 8343, top1_acc: 0.6486, top5_acc: 0.8549, loss_cls: 1.4103, loss: 1.4103, grad_norm: 4.5949 2020-07-25 14:24:31,166 - mmaction - INFO - Epoch [45][180/940] lr: 1.000e-03, eta: 14:06:14, time: 0.944, data_time: 0.006, memory: 8343, top1_acc: 0.6545, top5_acc: 0.8525, loss_cls: 1.4134, loss: 1.4134, grad_norm: 4.6243 2020-07-25 14:24:50,369 - mmaction - INFO - Epoch [45][200/940] lr: 1.000e-03, eta: 14:05:55, time: 0.960, data_time: 0.005, memory: 8343, top1_acc: 0.6607, top5_acc: 0.8514, loss_cls: 1.4165, loss: 1.4165, grad_norm: 4.5976 2020-07-25 14:25:09,225 - mmaction - INFO - Epoch [45][220/940] lr: 1.000e-03, eta: 14:05:35, time: 0.943, data_time: 0.007, memory: 8343, top1_acc: 0.6602, top5_acc: 0.8562, loss_cls: 1.3784, loss: 1.3784, grad_norm: 4.5336 2020-07-25 14:25:26,994 - mmaction - INFO - Epoch [45][240/940] lr: 1.000e-03, eta: 14:05:13, time: 0.886, data_time: 0.003, memory: 8343, top1_acc: 0.6611, top5_acc: 0.8590, loss_cls: 1.3588, loss: 1.3588, grad_norm: 4.5598 2020-07-25 14:25:46,463 - mmaction - INFO - Epoch [45][260/940] lr: 1.000e-03, eta: 14:04:54, time: 0.977, data_time: 0.005, memory: 8343, top1_acc: 0.6611, top5_acc: 0.8617, loss_cls: 1.3700, loss: 1.3700, grad_norm: 4.5918 2020-07-25 14:26:04,710 - mmaction - INFO - Epoch [45][280/940] lr: 1.000e-03, eta: 14:04:33, time: 0.906, data_time: 0.006, memory: 8343, top1_acc: 0.6680, top5_acc: 0.8576, loss_cls: 1.3580, loss: 1.3580, grad_norm: 4.5123 2020-07-25 14:26:24,257 - mmaction - INFO - Epoch [45][300/940] lr: 1.000e-03, eta: 14:04:14, time: 0.983, data_time: 0.009, memory: 8343, top1_acc: 0.6562, top5_acc: 0.8604, loss_cls: 1.3797, loss: 1.3797, grad_norm: 4.6429 2020-07-25 14:26:43,521 - mmaction - INFO - Epoch [45][320/940] lr: 1.000e-03, eta: 14:03:55, time: 0.961, data_time: 0.003, memory: 8343, top1_acc: 0.6623, top5_acc: 0.8496, loss_cls: 1.4136, loss: 1.4136, grad_norm: 4.6704 2020-07-25 14:27:02,332 - mmaction - INFO - Epoch [45][340/940] lr: 1.000e-03, eta: 14:03:34, time: 0.934, data_time: 0.009, memory: 8343, top1_acc: 0.6705, top5_acc: 0.8523, loss_cls: 1.3804, loss: 1.3804, grad_norm: 4.5514 2020-07-25 14:27:21,496 - mmaction - INFO - Epoch [45][360/940] lr: 1.000e-03, eta: 14:03:15, time: 0.965, data_time: 0.013, memory: 8343, top1_acc: 0.6691, top5_acc: 0.8598, loss_cls: 1.3559, loss: 1.3559, grad_norm: 4.4368 2020-07-25 14:27:39,911 - mmaction - INFO - Epoch [45][380/940] lr: 1.000e-03, eta: 14:02:54, time: 0.918, data_time: 0.007, memory: 8343, top1_acc: 0.6553, top5_acc: 0.8529, loss_cls: 1.4106, loss: 1.4106, grad_norm: 4.6909 2020-07-25 14:27:58,152 - mmaction - INFO - Epoch [45][400/940] lr: 1.000e-03, eta: 14:02:34, time: 0.915, data_time: 0.009, memory: 8343, top1_acc: 0.6594, top5_acc: 0.8537, loss_cls: 1.3876, loss: 1.3876, grad_norm: 4.6203 2020-07-25 14:28:17,310 - mmaction - INFO - Epoch [45][420/940] lr: 1.000e-03, eta: 14:02:14, time: 0.957, data_time: 0.008, memory: 8343, top1_acc: 0.6539, top5_acc: 0.8537, loss_cls: 1.3979, loss: 1.3979, grad_norm: 4.5474 2020-07-25 14:28:35,327 - mmaction - INFO - Epoch [45][440/940] lr: 1.000e-03, eta: 14:01:53, time: 0.902, data_time: 0.008, memory: 8343, top1_acc: 0.6643, top5_acc: 0.8486, loss_cls: 1.3991, loss: 1.3991, grad_norm: 4.5779 2020-07-25 14:28:54,657 - mmaction - INFO - Epoch [45][460/940] lr: 1.000e-03, eta: 14:01:34, time: 0.964, data_time: 0.008, memory: 8343, top1_acc: 0.6582, top5_acc: 0.8525, loss_cls: 1.4116, loss: 1.4116, grad_norm: 4.6194 2020-07-25 14:29:14,444 - mmaction - INFO - Epoch [45][480/940] lr: 1.000e-03, eta: 14:01:15, time: 0.994, data_time: 0.010, memory: 8343, top1_acc: 0.6633, top5_acc: 0.8564, loss_cls: 1.3618, loss: 1.3618, grad_norm: 4.5487 2020-07-25 14:29:33,146 - mmaction - INFO - Epoch [45][500/940] lr: 1.000e-03, eta: 14:00:55, time: 0.934, data_time: 0.006, memory: 8343, top1_acc: 0.6580, top5_acc: 0.8531, loss_cls: 1.4018, loss: 1.4018, grad_norm: 4.6575 2020-07-25 14:29:51,284 - mmaction - INFO - Epoch [45][520/940] lr: 1.000e-03, eta: 14:00:34, time: 0.906, data_time: 0.005, memory: 8343, top1_acc: 0.6549, top5_acc: 0.8529, loss_cls: 1.3957, loss: 1.3957, grad_norm: 4.6082 2020-07-25 14:30:10,657 - mmaction - INFO - Epoch [45][540/940] lr: 1.000e-03, eta: 14:00:15, time: 0.968, data_time: 0.009, memory: 8343, top1_acc: 0.6613, top5_acc: 0.8547, loss_cls: 1.3636, loss: 1.3636, grad_norm: 4.4994 2020-07-25 14:30:31,031 - mmaction - INFO - Epoch [45][560/940] lr: 1.000e-03, eta: 13:59:56, time: 1.021, data_time: 0.004, memory: 8343, top1_acc: 0.6594, top5_acc: 0.8641, loss_cls: 1.3628, loss: 1.3628, grad_norm: 4.5781 2020-07-25 14:30:50,464 - mmaction - INFO - Epoch [45][580/940] lr: 1.000e-03, eta: 13:59:37, time: 0.970, data_time: 0.004, memory: 8343, top1_acc: 0.6572, top5_acc: 0.8559, loss_cls: 1.3879, loss: 1.3879, grad_norm: 4.5258 2020-07-25 14:31:09,082 - mmaction - INFO - Epoch [45][600/940] lr: 1.000e-03, eta: 13:59:17, time: 0.930, data_time: 0.005, memory: 8343, top1_acc: 0.6441, top5_acc: 0.8477, loss_cls: 1.4245, loss: 1.4245, grad_norm: 4.7118 2020-07-25 14:31:27,040 - mmaction - INFO - Epoch [45][620/940] lr: 1.000e-03, eta: 13:58:56, time: 0.894, data_time: 0.008, memory: 8343, top1_acc: 0.6656, top5_acc: 0.8586, loss_cls: 1.3693, loss: 1.3693, grad_norm: 4.5303 2020-07-25 14:31:47,409 - mmaction - INFO - Epoch [45][640/940] lr: 1.000e-03, eta: 13:58:38, time: 1.022, data_time: 0.009, memory: 8343, top1_acc: 0.6730, top5_acc: 0.8592, loss_cls: 1.3459, loss: 1.3459, grad_norm: 4.5106 2020-07-25 14:32:05,572 - mmaction - INFO - Epoch [45][660/940] lr: 1.000e-03, eta: 13:58:17, time: 0.909, data_time: 0.004, memory: 8343, top1_acc: 0.6762, top5_acc: 0.8578, loss_cls: 1.3475, loss: 1.3475, grad_norm: 4.5170 2020-07-25 14:32:23,292 - mmaction - INFO - Epoch [45][680/940] lr: 1.000e-03, eta: 13:57:56, time: 0.886, data_time: 0.003, memory: 8343, top1_acc: 0.6604, top5_acc: 0.8541, loss_cls: 1.3970, loss: 1.3970, grad_norm: 4.6265 2020-07-25 14:32:42,719 - mmaction - INFO - Epoch [45][700/940] lr: 1.000e-03, eta: 13:57:36, time: 0.970, data_time: 0.008, memory: 8343, top1_acc: 0.6615, top5_acc: 0.8627, loss_cls: 1.3773, loss: 1.3773, grad_norm: 4.6984 2020-07-25 14:33:02,113 - mmaction - INFO - Epoch [45][720/940] lr: 1.000e-03, eta: 13:57:17, time: 0.966, data_time: 0.010, memory: 8343, top1_acc: 0.6594, top5_acc: 0.8512, loss_cls: 1.4010, loss: 1.4010, grad_norm: 4.6427 2020-07-25 14:33:20,782 - mmaction - INFO - Epoch [45][740/940] lr: 1.000e-03, eta: 13:56:57, time: 0.937, data_time: 0.009, memory: 8343, top1_acc: 0.6520, top5_acc: 0.8449, loss_cls: 1.4315, loss: 1.4315, grad_norm: 4.6443 2020-07-25 14:33:39,835 - mmaction - INFO - Epoch [45][760/940] lr: 1.000e-03, eta: 13:56:37, time: 0.952, data_time: 0.008, memory: 8343, top1_acc: 0.6635, top5_acc: 0.8562, loss_cls: 1.3842, loss: 1.3842, grad_norm: 4.6461 2020-07-25 14:34:00,225 - mmaction - INFO - Epoch [45][780/940] lr: 1.000e-03, eta: 13:56:19, time: 1.021, data_time: 0.007, memory: 8343, top1_acc: 0.6543, top5_acc: 0.8502, loss_cls: 1.4258, loss: 1.4258, grad_norm: 4.6773 2020-07-25 14:34:18,575 - mmaction - INFO - Epoch [45][800/940] lr: 1.000e-03, eta: 13:55:58, time: 0.916, data_time: 0.009, memory: 8343, top1_acc: 0.6623, top5_acc: 0.8562, loss_cls: 1.3810, loss: 1.3810, grad_norm: 4.5754 2020-07-25 14:34:37,193 - mmaction - INFO - Epoch [45][820/940] lr: 1.000e-03, eta: 13:55:38, time: 0.931, data_time: 0.007, memory: 8343, top1_acc: 0.6549, top5_acc: 0.8514, loss_cls: 1.4065, loss: 1.4065, grad_norm: 4.5924 2020-07-25 14:34:57,272 - mmaction - INFO - Epoch [45][840/940] lr: 1.000e-03, eta: 13:55:20, time: 1.002, data_time: 0.010, memory: 8343, top1_acc: 0.6635, top5_acc: 0.8586, loss_cls: 1.3782, loss: 1.3782, grad_norm: 4.6008 2020-07-25 14:35:16,202 - mmaction - INFO - Epoch [45][860/940] lr: 1.000e-03, eta: 13:55:00, time: 0.949, data_time: 0.008, memory: 8343, top1_acc: 0.6480, top5_acc: 0.8455, loss_cls: 1.4513, loss: 1.4513, grad_norm: 4.6921 2020-07-25 14:35:34,576 - mmaction - INFO - Epoch [45][880/940] lr: 1.000e-03, eta: 13:54:39, time: 0.917, data_time: 0.009, memory: 8343, top1_acc: 0.6580, top5_acc: 0.8533, loss_cls: 1.4005, loss: 1.4005, grad_norm: 4.6124 2020-07-25 14:35:52,614 - mmaction - INFO - Epoch [45][900/940] lr: 1.000e-03, eta: 13:54:18, time: 0.905, data_time: 0.008, memory: 8343, top1_acc: 0.6736, top5_acc: 0.8582, loss_cls: 1.3486, loss: 1.3486, grad_norm: 4.5353 2020-07-25 14:36:11,805 - mmaction - INFO - Epoch [45][920/940] lr: 1.000e-03, eta: 13:53:59, time: 0.957, data_time: 0.006, memory: 8343, top1_acc: 0.6594, top5_acc: 0.8598, loss_cls: 1.3725, loss: 1.3725, grad_norm: 4.5859 2020-07-25 14:36:28,994 - mmaction - INFO - Epoch [45][940/940] lr: 1.000e-03, eta: 13:53:37, time: 0.863, data_time: 0.008, memory: 8343, top1_acc: 0.6555, top5_acc: 0.8541, loss_cls: 1.4006, loss: 1.4006, grad_norm: 4.7290 2020-07-25 14:36:29,423 - mmaction - INFO - Saving checkpoint at 45 epochs 2020-07-25 14:36:56,360 - mmaction - INFO - Epoch [46][20/940] lr: 1.000e-03, eta: 13:53:26, time: 1.327, data_time: 0.460, memory: 8343, top1_acc: 0.6723, top5_acc: 0.8668, loss_cls: 1.3341, loss: 1.3341, grad_norm: 4.5121 2020-07-25 14:37:14,014 - mmaction - INFO - Epoch [46][40/940] lr: 1.000e-03, eta: 13:53:05, time: 0.877, data_time: 0.007, memory: 8343, top1_acc: 0.6664, top5_acc: 0.8598, loss_cls: 1.3739, loss: 1.3739, grad_norm: 4.5661 2020-07-25 14:37:33,256 - mmaction - INFO - Epoch [46][60/940] lr: 1.000e-03, eta: 13:52:45, time: 0.967, data_time: 0.009, memory: 8343, top1_acc: 0.6619, top5_acc: 0.8547, loss_cls: 1.3991, loss: 1.3991, grad_norm: 4.6195 2020-07-25 14:37:51,210 - mmaction - INFO - Epoch [46][80/940] lr: 1.000e-03, eta: 13:52:24, time: 0.899, data_time: 0.007, memory: 8343, top1_acc: 0.6715, top5_acc: 0.8561, loss_cls: 1.3784, loss: 1.3784, grad_norm: 4.6483 2020-07-25 14:38:09,964 - mmaction - INFO - Epoch [46][100/940] lr: 1.000e-03, eta: 13:52:04, time: 0.936, data_time: 0.007, memory: 8343, top1_acc: 0.6686, top5_acc: 0.8596, loss_cls: 1.3771, loss: 1.3771, grad_norm: 4.6095 2020-07-25 14:38:29,283 - mmaction - INFO - Epoch [46][120/940] lr: 1.000e-03, eta: 13:51:45, time: 0.968, data_time: 0.004, memory: 8343, top1_acc: 0.6568, top5_acc: 0.8527, loss_cls: 1.3953, loss: 1.3953, grad_norm: 4.5784 2020-07-25 14:38:47,976 - mmaction - INFO - Epoch [46][140/940] lr: 1.000e-03, eta: 13:51:25, time: 0.930, data_time: 0.006, memory: 8343, top1_acc: 0.6600, top5_acc: 0.8578, loss_cls: 1.3791, loss: 1.3791, grad_norm: 4.6164 2020-07-25 14:39:07,368 - mmaction - INFO - Epoch [46][160/940] lr: 1.000e-03, eta: 13:51:05, time: 0.973, data_time: 0.008, memory: 8343, top1_acc: 0.6725, top5_acc: 0.8639, loss_cls: 1.3475, loss: 1.3475, grad_norm: 4.5891 2020-07-25 14:39:26,095 - mmaction - INFO - Epoch [46][180/940] lr: 1.000e-03, eta: 13:50:45, time: 0.933, data_time: 0.007, memory: 8343, top1_acc: 0.6613, top5_acc: 0.8537, loss_cls: 1.3959, loss: 1.3959, grad_norm: 4.6504 2020-07-25 14:39:44,872 - mmaction - INFO - Epoch [46][200/940] lr: 1.000e-03, eta: 13:50:25, time: 0.943, data_time: 0.009, memory: 8343, top1_acc: 0.6682, top5_acc: 0.8580, loss_cls: 1.3609, loss: 1.3609, grad_norm: 4.6087 2020-07-25 14:40:03,890 - mmaction - INFO - Epoch [46][220/940] lr: 1.000e-03, eta: 13:50:05, time: 0.950, data_time: 0.005, memory: 8343, top1_acc: 0.6641, top5_acc: 0.8600, loss_cls: 1.3742, loss: 1.3742, grad_norm: 4.5644 2020-07-25 14:40:21,742 - mmaction - INFO - Epoch [46][240/940] lr: 1.000e-03, eta: 13:49:44, time: 0.891, data_time: 0.003, memory: 8343, top1_acc: 0.6512, top5_acc: 0.8553, loss_cls: 1.4139, loss: 1.4139, grad_norm: 4.7123 2020-07-25 14:40:41,025 - mmaction - INFO - Epoch [46][260/940] lr: 1.000e-03, eta: 13:49:25, time: 0.965, data_time: 0.007, memory: 8343, top1_acc: 0.6594, top5_acc: 0.8574, loss_cls: 1.3796, loss: 1.3796, grad_norm: 4.6471 2020-07-25 14:41:00,046 - mmaction - INFO - Epoch [46][280/940] lr: 1.000e-03, eta: 13:49:05, time: 0.951, data_time: 0.003, memory: 8343, top1_acc: 0.6574, top5_acc: 0.8535, loss_cls: 1.4024, loss: 1.4024, grad_norm: 4.6518 2020-07-25 14:41:17,992 - mmaction - INFO - Epoch [46][300/940] lr: 1.000e-03, eta: 13:48:44, time: 0.895, data_time: 0.006, memory: 8343, top1_acc: 0.6641, top5_acc: 0.8605, loss_cls: 1.3549, loss: 1.3549, grad_norm: 4.6620 2020-07-25 14:41:37,121 - mmaction - INFO - Epoch [46][320/940] lr: 1.000e-03, eta: 13:48:24, time: 0.958, data_time: 0.008, memory: 8343, top1_acc: 0.6547, top5_acc: 0.8490, loss_cls: 1.3963, loss: 1.3963, grad_norm: 4.6442 2020-07-25 14:41:56,468 - mmaction - INFO - Epoch [46][340/940] lr: 1.000e-03, eta: 13:48:05, time: 0.963, data_time: 0.010, memory: 8343, top1_acc: 0.6695, top5_acc: 0.8555, loss_cls: 1.3854, loss: 1.3854, grad_norm: 4.6158 2020-07-25 14:42:15,730 - mmaction - INFO - Epoch [46][360/940] lr: 1.000e-03, eta: 13:47:46, time: 0.968, data_time: 0.009, memory: 8343, top1_acc: 0.6615, top5_acc: 0.8545, loss_cls: 1.3780, loss: 1.3780, grad_norm: 4.5939 2020-07-25 14:42:34,905 - mmaction - INFO - Epoch [46][380/940] lr: 1.000e-03, eta: 13:47:26, time: 0.960, data_time: 0.004, memory: 8343, top1_acc: 0.6686, top5_acc: 0.8602, loss_cls: 1.3616, loss: 1.3616, grad_norm: 4.5819 2020-07-25 14:42:53,710 - mmaction - INFO - Epoch [46][400/940] lr: 1.000e-03, eta: 13:47:06, time: 0.940, data_time: 0.003, memory: 8343, top1_acc: 0.6555, top5_acc: 0.8484, loss_cls: 1.4235, loss: 1.4235, grad_norm: 4.7330 2020-07-25 14:43:12,701 - mmaction - INFO - Epoch [46][420/940] lr: 1.000e-03, eta: 13:46:46, time: 0.950, data_time: 0.007, memory: 8343, top1_acc: 0.6818, top5_acc: 0.8670, loss_cls: 1.3258, loss: 1.3258, grad_norm: 4.5088 2020-07-25 14:43:33,327 - mmaction - INFO - Epoch [46][440/940] lr: 1.000e-03, eta: 13:46:28, time: 1.029, data_time: 0.008, memory: 8343, top1_acc: 0.6568, top5_acc: 0.8486, loss_cls: 1.4062, loss: 1.4062, grad_norm: 4.7168 2020-07-25 14:43:52,278 - mmaction - INFO - Epoch [46][460/940] lr: 1.000e-03, eta: 13:46:09, time: 0.947, data_time: 0.009, memory: 8343, top1_acc: 0.6670, top5_acc: 0.8613, loss_cls: 1.3590, loss: 1.3590, grad_norm: 4.5133 2020-07-25 14:44:11,315 - mmaction - INFO - Epoch [46][480/940] lr: 1.000e-03, eta: 13:45:49, time: 0.953, data_time: 0.008, memory: 8343, top1_acc: 0.6609, top5_acc: 0.8568, loss_cls: 1.3922, loss: 1.3922, grad_norm: 4.6588 2020-07-25 14:44:29,659 - mmaction - INFO - Epoch [46][500/940] lr: 1.000e-03, eta: 13:45:28, time: 0.916, data_time: 0.008, memory: 8343, top1_acc: 0.6615, top5_acc: 0.8600, loss_cls: 1.3592, loss: 1.3592, grad_norm: 4.6156 2020-07-25 14:44:49,790 - mmaction - INFO - Epoch [46][520/940] lr: 1.000e-03, eta: 13:45:10, time: 1.009, data_time: 0.007, memory: 8343, top1_acc: 0.6600, top5_acc: 0.8621, loss_cls: 1.3644, loss: 1.3644, grad_norm: 4.6113 2020-07-25 14:45:08,674 - mmaction - INFO - Epoch [46][540/940] lr: 1.000e-03, eta: 13:44:50, time: 0.945, data_time: 0.007, memory: 8343, top1_acc: 0.6643, top5_acc: 0.8533, loss_cls: 1.3874, loss: 1.3874, grad_norm: 4.6401 2020-07-25 14:45:26,054 - mmaction - INFO - Epoch [46][560/940] lr: 1.000e-03, eta: 13:44:28, time: 0.868, data_time: 0.002, memory: 8343, top1_acc: 0.6662, top5_acc: 0.8561, loss_cls: 1.3884, loss: 1.3884, grad_norm: 4.5984 2020-07-25 14:45:45,395 - mmaction - INFO - Epoch [46][580/940] lr: 1.000e-03, eta: 13:44:09, time: 0.966, data_time: 0.003, memory: 8343, top1_acc: 0.6602, top5_acc: 0.8574, loss_cls: 1.3902, loss: 1.3902, grad_norm: 4.6354 2020-07-25 14:46:04,131 - mmaction - INFO - Epoch [46][600/940] lr: 1.000e-03, eta: 13:43:49, time: 0.933, data_time: 0.008, memory: 8343, top1_acc: 0.6641, top5_acc: 0.8619, loss_cls: 1.3727, loss: 1.3727, grad_norm: 4.6559 2020-07-25 14:46:24,270 - mmaction - INFO - Epoch [46][620/940] lr: 1.000e-03, eta: 13:43:31, time: 1.012, data_time: 0.008, memory: 8343, top1_acc: 0.6605, top5_acc: 0.8598, loss_cls: 1.3708, loss: 1.3708, grad_norm: 4.6514 2020-07-25 14:46:43,085 - mmaction - INFO - Epoch [46][640/940] lr: 1.000e-03, eta: 13:43:10, time: 0.936, data_time: 0.008, memory: 8343, top1_acc: 0.6578, top5_acc: 0.8600, loss_cls: 1.3775, loss: 1.3775, grad_norm: 4.6502 2020-07-25 14:47:03,850 - mmaction - INFO - Epoch [46][660/940] lr: 1.000e-03, eta: 13:42:53, time: 1.044, data_time: 0.009, memory: 8343, top1_acc: 0.6605, top5_acc: 0.8566, loss_cls: 1.3885, loss: 1.3885, grad_norm: 4.6349 2020-07-25 14:47:22,908 - mmaction - INFO - Epoch [46][680/940] lr: 1.000e-03, eta: 13:42:33, time: 0.952, data_time: 0.006, memory: 8343, top1_acc: 0.6588, top5_acc: 0.8502, loss_cls: 1.3845, loss: 1.3845, grad_norm: 4.6063 2020-07-25 14:47:40,878 - mmaction - INFO - Epoch [46][700/940] lr: 1.000e-03, eta: 13:42:12, time: 0.898, data_time: 0.003, memory: 8343, top1_acc: 0.6619, top5_acc: 0.8592, loss_cls: 1.3865, loss: 1.3865, grad_norm: 4.6065 2020-07-25 14:47:59,548 - mmaction - INFO - Epoch [46][720/940] lr: 1.000e-03, eta: 13:41:52, time: 0.931, data_time: 0.006, memory: 8343, top1_acc: 0.6686, top5_acc: 0.8555, loss_cls: 1.3683, loss: 1.3683, grad_norm: 4.5950 2020-07-25 14:48:18,602 - mmaction - INFO - Epoch [46][740/940] lr: 1.000e-03, eta: 13:41:32, time: 0.956, data_time: 0.006, memory: 8343, top1_acc: 0.6607, top5_acc: 0.8557, loss_cls: 1.3898, loss: 1.3898, grad_norm: 4.6412 2020-07-25 14:48:36,840 - mmaction - INFO - Epoch [46][760/940] lr: 1.000e-03, eta: 13:41:12, time: 0.908, data_time: 0.005, memory: 8343, top1_acc: 0.6656, top5_acc: 0.8586, loss_cls: 1.3571, loss: 1.3571, grad_norm: 4.6171 2020-07-25 14:48:54,836 - mmaction - INFO - Epoch [46][780/940] lr: 1.000e-03, eta: 13:40:51, time: 0.903, data_time: 0.007, memory: 8343, top1_acc: 0.6586, top5_acc: 0.8609, loss_cls: 1.3812, loss: 1.3812, grad_norm: 4.6859 2020-07-25 14:49:15,071 - mmaction - INFO - Epoch [46][800/940] lr: 1.000e-03, eta: 13:40:33, time: 1.012, data_time: 0.003, memory: 8343, top1_acc: 0.6660, top5_acc: 0.8645, loss_cls: 1.3478, loss: 1.3478, grad_norm: 4.5875 2020-07-25 14:49:34,985 - mmaction - INFO - Epoch [46][820/940] lr: 1.000e-03, eta: 13:40:14, time: 0.990, data_time: 0.006, memory: 8343, top1_acc: 0.6680, top5_acc: 0.8598, loss_cls: 1.3601, loss: 1.3601, grad_norm: 4.5752 2020-07-25 14:49:53,473 - mmaction - INFO - Epoch [46][840/940] lr: 1.000e-03, eta: 13:39:54, time: 0.930, data_time: 0.008, memory: 8343, top1_acc: 0.6676, top5_acc: 0.8586, loss_cls: 1.3543, loss: 1.3543, grad_norm: 4.5931 2020-07-25 14:50:12,218 - mmaction - INFO - Epoch [46][860/940] lr: 1.000e-03, eta: 13:39:33, time: 0.936, data_time: 0.007, memory: 8343, top1_acc: 0.6668, top5_acc: 0.8600, loss_cls: 1.3709, loss: 1.3709, grad_norm: 4.6958 2020-07-25 14:50:30,218 - mmaction - INFO - Epoch [46][880/940] lr: 1.000e-03, eta: 13:39:13, time: 0.901, data_time: 0.005, memory: 8343, top1_acc: 0.6590, top5_acc: 0.8590, loss_cls: 1.3652, loss: 1.3652, grad_norm: 4.6710 2020-07-25 14:50:49,515 - mmaction - INFO - Epoch [46][900/940] lr: 1.000e-03, eta: 13:38:53, time: 0.962, data_time: 0.006, memory: 8343, top1_acc: 0.6588, top5_acc: 0.8604, loss_cls: 1.3805, loss: 1.3805, grad_norm: 4.6193 2020-07-25 14:51:08,157 - mmaction - INFO - Epoch [46][920/940] lr: 1.000e-03, eta: 13:38:33, time: 0.933, data_time: 0.009, memory: 8343, top1_acc: 0.6637, top5_acc: 0.8586, loss_cls: 1.3767, loss: 1.3767, grad_norm: 4.6579 2020-07-25 14:51:26,108 - mmaction - INFO - Epoch [46][940/940] lr: 1.000e-03, eta: 13:38:12, time: 0.897, data_time: 0.008, memory: 8343, top1_acc: 0.6642, top5_acc: 0.8518, loss_cls: 1.4133, loss: 1.4133, grad_norm: 4.8117 2020-07-25 14:51:26,549 - mmaction - INFO - Saving checkpoint at 46 epochs 2020-07-25 14:51:53,529 - mmaction - INFO - Epoch [47][20/940] lr: 1.000e-03, eta: 13:38:01, time: 1.329, data_time: 0.581, memory: 8343, top1_acc: 0.6586, top5_acc: 0.8561, loss_cls: 1.3787, loss: 1.3787, grad_norm: 4.5988 2020-07-25 14:52:10,944 - mmaction - INFO - Epoch [47][40/940] lr: 1.000e-03, eta: 13:37:39, time: 0.868, data_time: 0.009, memory: 8343, top1_acc: 0.6621, top5_acc: 0.8580, loss_cls: 1.3776, loss: 1.3776, grad_norm: 4.6619 2020-07-25 14:52:29,032 - mmaction - INFO - Epoch [47][60/940] lr: 1.000e-03, eta: 13:37:19, time: 0.906, data_time: 0.008, memory: 8343, top1_acc: 0.6660, top5_acc: 0.8498, loss_cls: 1.3809, loss: 1.3809, grad_norm: 4.5488 2020-07-25 14:52:47,427 - mmaction - INFO - Epoch [47][80/940] lr: 1.000e-03, eta: 13:36:58, time: 0.916, data_time: 0.008, memory: 8343, top1_acc: 0.6598, top5_acc: 0.8572, loss_cls: 1.3955, loss: 1.3955, grad_norm: 4.7037 2020-07-25 14:53:06,920 - mmaction - INFO - Epoch [47][100/940] lr: 1.000e-03, eta: 13:36:39, time: 0.980, data_time: 0.008, memory: 8343, top1_acc: 0.6570, top5_acc: 0.8576, loss_cls: 1.3826, loss: 1.3826, grad_norm: 4.6876 2020-07-25 14:53:24,747 - mmaction - INFO - Epoch [47][120/940] lr: 1.000e-03, eta: 13:36:18, time: 0.885, data_time: 0.005, memory: 8343, top1_acc: 0.6664, top5_acc: 0.8561, loss_cls: 1.3860, loss: 1.3860, grad_norm: 4.5902 2020-07-25 14:53:43,652 - mmaction - INFO - Epoch [47][140/940] lr: 1.000e-03, eta: 13:35:58, time: 0.951, data_time: 0.010, memory: 8343, top1_acc: 0.6705, top5_acc: 0.8633, loss_cls: 1.3481, loss: 1.3481, grad_norm: 4.5698 2020-07-25 14:54:03,209 - mmaction - INFO - Epoch [47][160/940] lr: 1.000e-03, eta: 13:35:39, time: 0.979, data_time: 0.008, memory: 8343, top1_acc: 0.6652, top5_acc: 0.8617, loss_cls: 1.3432, loss: 1.3432, grad_norm: 4.6236 2020-07-25 14:54:21,213 - mmaction - INFO - Epoch [47][180/940] lr: 1.000e-03, eta: 13:35:18, time: 0.899, data_time: 0.001, memory: 8343, top1_acc: 0.6584, top5_acc: 0.8553, loss_cls: 1.3781, loss: 1.3781, grad_norm: 4.6576 2020-07-25 14:54:39,742 - mmaction - INFO - Epoch [47][200/940] lr: 1.000e-03, eta: 13:34:58, time: 0.921, data_time: 0.007, memory: 8343, top1_acc: 0.6689, top5_acc: 0.8594, loss_cls: 1.3426, loss: 1.3426, grad_norm: 4.5778 2020-07-25 14:54:58,878 - mmaction - INFO - Epoch [47][220/940] lr: 1.000e-03, eta: 13:34:38, time: 0.961, data_time: 0.010, memory: 8343, top1_acc: 0.6625, top5_acc: 0.8527, loss_cls: 1.3964, loss: 1.3964, grad_norm: 4.6449 2020-07-25 14:55:18,295 - mmaction - INFO - Epoch [47][240/940] lr: 1.000e-03, eta: 13:34:19, time: 0.965, data_time: 0.008, memory: 8343, top1_acc: 0.6777, top5_acc: 0.8646, loss_cls: 1.3229, loss: 1.3229, grad_norm: 4.4977 2020-07-25 14:55:38,169 - mmaction - INFO - Epoch [47][260/940] lr: 1.000e-03, eta: 13:34:00, time: 1.002, data_time: 0.011, memory: 8343, top1_acc: 0.6588, top5_acc: 0.8523, loss_cls: 1.3801, loss: 1.3801, grad_norm: 4.6324 2020-07-25 14:55:57,053 - mmaction - INFO - Epoch [47][280/940] lr: 1.000e-03, eta: 13:33:40, time: 0.941, data_time: 0.005, memory: 8343, top1_acc: 0.6625, top5_acc: 0.8566, loss_cls: 1.3839, loss: 1.3839, grad_norm: 4.6682 2020-07-25 14:56:16,007 - mmaction - INFO - Epoch [47][300/940] lr: 1.000e-03, eta: 13:33:21, time: 0.951, data_time: 0.006, memory: 8343, top1_acc: 0.6723, top5_acc: 0.8715, loss_cls: 1.3064, loss: 1.3064, grad_norm: 4.6078 2020-07-25 14:56:34,906 - mmaction - INFO - Epoch [47][320/940] lr: 1.000e-03, eta: 13:33:01, time: 0.942, data_time: 0.005, memory: 8343, top1_acc: 0.6773, top5_acc: 0.8686, loss_cls: 1.3305, loss: 1.3305, grad_norm: 4.5973 2020-07-25 14:56:53,591 - mmaction - INFO - Epoch [47][340/940] lr: 1.000e-03, eta: 13:32:41, time: 0.935, data_time: 0.005, memory: 8343, top1_acc: 0.6848, top5_acc: 0.8596, loss_cls: 1.3145, loss: 1.3145, grad_norm: 4.5627 2020-07-25 14:57:11,854 - mmaction - INFO - Epoch [47][360/940] lr: 1.000e-03, eta: 13:32:20, time: 0.909, data_time: 0.008, memory: 8343, top1_acc: 0.6523, top5_acc: 0.8438, loss_cls: 1.4385, loss: 1.4385, grad_norm: 4.6689 2020-07-25 14:57:30,824 - mmaction - INFO - Epoch [47][380/940] lr: 1.000e-03, eta: 13:32:00, time: 0.955, data_time: 0.008, memory: 8343, top1_acc: 0.6537, top5_acc: 0.8561, loss_cls: 1.3787, loss: 1.3787, grad_norm: 4.6979 2020-07-25 14:57:50,269 - mmaction - INFO - Epoch [47][400/940] lr: 1.000e-03, eta: 13:31:41, time: 0.966, data_time: 0.006, memory: 8343, top1_acc: 0.6502, top5_acc: 0.8574, loss_cls: 1.3842, loss: 1.3842, grad_norm: 4.7101 2020-07-25 14:58:09,807 - mmaction - INFO - Epoch [47][420/940] lr: 1.000e-03, eta: 13:31:22, time: 0.981, data_time: 0.009, memory: 8343, top1_acc: 0.6623, top5_acc: 0.8580, loss_cls: 1.3692, loss: 1.3692, grad_norm: 4.6352 2020-07-25 14:58:29,458 - mmaction - INFO - Epoch [47][440/940] lr: 1.000e-03, eta: 13:31:03, time: 0.980, data_time: 0.008, memory: 8343, top1_acc: 0.6607, top5_acc: 0.8615, loss_cls: 1.3769, loss: 1.3769, grad_norm: 4.6939 2020-07-25 14:58:47,462 - mmaction - INFO - Epoch [47][460/940] lr: 1.000e-03, eta: 13:30:42, time: 0.904, data_time: 0.007, memory: 8343, top1_acc: 0.6699, top5_acc: 0.8625, loss_cls: 1.3249, loss: 1.3249, grad_norm: 4.6063 2020-07-25 14:59:05,621 - mmaction - INFO - Epoch [47][480/940] lr: 1.000e-03, eta: 13:30:21, time: 0.908, data_time: 0.006, memory: 8343, top1_acc: 0.6695, top5_acc: 0.8623, loss_cls: 1.3433, loss: 1.3433, grad_norm: 4.6126 2020-07-25 14:59:24,174 - mmaction - INFO - Epoch [47][500/940] lr: 1.000e-03, eta: 13:30:01, time: 0.925, data_time: 0.007, memory: 8343, top1_acc: 0.6602, top5_acc: 0.8545, loss_cls: 1.3812, loss: 1.3812, grad_norm: 4.6341 2020-07-25 14:59:44,217 - mmaction - INFO - Epoch [47][520/940] lr: 1.000e-03, eta: 13:29:43, time: 1.005, data_time: 0.005, memory: 8343, top1_acc: 0.6627, top5_acc: 0.8619, loss_cls: 1.3675, loss: 1.3675, grad_norm: 4.6257 2020-07-25 15:00:02,859 - mmaction - INFO - Epoch [47][540/940] lr: 1.000e-03, eta: 13:29:22, time: 0.926, data_time: 0.006, memory: 8343, top1_acc: 0.6785, top5_acc: 0.8654, loss_cls: 1.3125, loss: 1.3125, grad_norm: 4.6279 2020-07-25 15:00:23,682 - mmaction - INFO - Epoch [47][560/940] lr: 1.000e-03, eta: 13:29:04, time: 1.033, data_time: 0.009, memory: 8343, top1_acc: 0.6531, top5_acc: 0.8572, loss_cls: 1.3780, loss: 1.3780, grad_norm: 4.7176 2020-07-25 15:00:40,896 - mmaction - INFO - Epoch [47][580/940] lr: 1.000e-03, eta: 13:28:43, time: 0.869, data_time: 0.031, memory: 8343, top1_acc: 0.6652, top5_acc: 0.8633, loss_cls: 1.3505, loss: 1.3505, grad_norm: 4.5828 2020-07-25 15:01:00,893 - mmaction - INFO - Epoch [47][600/940] lr: 1.000e-03, eta: 13:28:24, time: 1.002, data_time: 0.010, memory: 8343, top1_acc: 0.6650, top5_acc: 0.8543, loss_cls: 1.3708, loss: 1.3708, grad_norm: 4.7140 2020-07-25 15:01:18,634 - mmaction - INFO - Epoch [47][620/940] lr: 1.000e-03, eta: 13:28:03, time: 0.883, data_time: 0.008, memory: 8343, top1_acc: 0.6680, top5_acc: 0.8586, loss_cls: 1.3501, loss: 1.3501, grad_norm: 4.6769 2020-07-25 15:01:37,984 - mmaction - INFO - Epoch [47][640/940] lr: 1.000e-03, eta: 13:27:44, time: 0.974, data_time: 0.009, memory: 8343, top1_acc: 0.6557, top5_acc: 0.8656, loss_cls: 1.3466, loss: 1.3466, grad_norm: 4.7084 2020-07-25 15:01:57,497 - mmaction - INFO - Epoch [47][660/940] lr: 1.000e-03, eta: 13:27:25, time: 0.975, data_time: 0.002, memory: 8343, top1_acc: 0.6740, top5_acc: 0.8699, loss_cls: 1.3175, loss: 1.3175, grad_norm: 4.6035 2020-07-25 15:02:16,230 - mmaction - INFO - Epoch [47][680/940] lr: 1.000e-03, eta: 13:27:05, time: 0.936, data_time: 0.006, memory: 8343, top1_acc: 0.6703, top5_acc: 0.8619, loss_cls: 1.3432, loss: 1.3432, grad_norm: 4.6134 2020-07-25 15:02:35,508 - mmaction - INFO - Epoch [47][700/940] lr: 1.000e-03, eta: 13:26:45, time: 0.965, data_time: 0.007, memory: 8343, top1_acc: 0.6621, top5_acc: 0.8463, loss_cls: 1.4004, loss: 1.4004, grad_norm: 4.7217 2020-07-25 15:02:53,286 - mmaction - INFO - Epoch [47][720/940] lr: 1.000e-03, eta: 13:26:24, time: 0.889, data_time: 0.007, memory: 8343, top1_acc: 0.6701, top5_acc: 0.8553, loss_cls: 1.3911, loss: 1.3911, grad_norm: 4.6405 2020-07-25 15:03:12,502 - mmaction - INFO - Epoch [47][740/940] lr: 1.000e-03, eta: 13:26:05, time: 0.961, data_time: 0.003, memory: 8343, top1_acc: 0.6586, top5_acc: 0.8498, loss_cls: 1.3989, loss: 1.3989, grad_norm: 4.7102 2020-07-25 15:03:30,158 - mmaction - INFO - Epoch [47][760/940] lr: 1.000e-03, eta: 13:25:44, time: 0.882, data_time: 0.005, memory: 8343, top1_acc: 0.6773, top5_acc: 0.8643, loss_cls: 1.3080, loss: 1.3080, grad_norm: 4.5389 2020-07-25 15:03:48,346 - mmaction - INFO - Epoch [47][780/940] lr: 1.000e-03, eta: 13:25:23, time: 0.908, data_time: 0.003, memory: 8343, top1_acc: 0.6615, top5_acc: 0.8578, loss_cls: 1.3821, loss: 1.3821, grad_norm: 4.7188 2020-07-25 15:04:08,458 - mmaction - INFO - Epoch [47][800/940] lr: 1.000e-03, eta: 13:25:04, time: 1.007, data_time: 0.007, memory: 8343, top1_acc: 0.6582, top5_acc: 0.8586, loss_cls: 1.3740, loss: 1.3740, grad_norm: 4.6777 2020-07-25 15:04:26,784 - mmaction - INFO - Epoch [47][820/940] lr: 1.000e-03, eta: 13:24:44, time: 0.916, data_time: 0.002, memory: 8343, top1_acc: 0.6637, top5_acc: 0.8561, loss_cls: 1.3937, loss: 1.3937, grad_norm: 4.6872 2020-07-25 15:04:44,817 - mmaction - INFO - Epoch [47][840/940] lr: 1.000e-03, eta: 13:24:23, time: 0.896, data_time: 0.005, memory: 8343, top1_acc: 0.6654, top5_acc: 0.8627, loss_cls: 1.3575, loss: 1.3575, grad_norm: 4.6089 2020-07-25 15:05:03,789 - mmaction - INFO - Epoch [47][860/940] lr: 1.000e-03, eta: 13:24:03, time: 0.955, data_time: 0.009, memory: 8343, top1_acc: 0.6697, top5_acc: 0.8605, loss_cls: 1.3376, loss: 1.3376, grad_norm: 4.6304 2020-07-25 15:05:22,780 - mmaction - INFO - Epoch [47][880/940] lr: 1.000e-03, eta: 13:23:44, time: 0.949, data_time: 0.002, memory: 8343, top1_acc: 0.6652, top5_acc: 0.8539, loss_cls: 1.3863, loss: 1.3863, grad_norm: 4.6489 2020-07-25 15:05:40,944 - mmaction - INFO - Epoch [47][900/940] lr: 1.000e-03, eta: 13:23:23, time: 0.904, data_time: 0.006, memory: 8343, top1_acc: 0.6684, top5_acc: 0.8617, loss_cls: 1.3498, loss: 1.3498, grad_norm: 4.6597 2020-07-25 15:05:59,348 - mmaction - INFO - Epoch [47][920/940] lr: 1.000e-03, eta: 13:23:03, time: 0.923, data_time: 0.007, memory: 8343, top1_acc: 0.6705, top5_acc: 0.8594, loss_cls: 1.3518, loss: 1.3518, grad_norm: 4.6557 2020-07-25 15:06:18,119 - mmaction - INFO - Epoch [47][940/940] lr: 1.000e-03, eta: 13:22:43, time: 0.939, data_time: 0.008, memory: 8343, top1_acc: 0.6630, top5_acc: 0.8596, loss_cls: 1.3651, loss: 1.3651, grad_norm: 4.8552 2020-07-25 15:06:18,628 - mmaction - INFO - Saving checkpoint at 47 epochs 2020-07-25 15:06:49,270 - mmaction - INFO - Epoch [48][20/940] lr: 1.000e-03, eta: 13:22:35, time: 1.505, data_time: 0.622, memory: 8343, top1_acc: 0.6734, top5_acc: 0.8641, loss_cls: 1.3333, loss: 1.3333, grad_norm: 4.6429 2020-07-25 15:07:06,130 - mmaction - INFO - Epoch [48][40/940] lr: 1.000e-03, eta: 13:22:13, time: 0.841, data_time: 0.002, memory: 8343, top1_acc: 0.6654, top5_acc: 0.8566, loss_cls: 1.3674, loss: 1.3674, grad_norm: 4.7123 2020-07-25 15:07:24,859 - mmaction - INFO - Epoch [48][60/940] lr: 1.000e-03, eta: 13:21:53, time: 0.938, data_time: 0.004, memory: 8343, top1_acc: 0.6711, top5_acc: 0.8596, loss_cls: 1.3469, loss: 1.3469, grad_norm: 4.6348 2020-07-25 15:07:44,927 - mmaction - INFO - Epoch [48][80/940] lr: 1.000e-03, eta: 13:21:35, time: 1.004, data_time: 0.005, memory: 8343, top1_acc: 0.6637, top5_acc: 0.8562, loss_cls: 1.3643, loss: 1.3643, grad_norm: 4.6518 2020-07-25 15:08:01,933 - mmaction - INFO - Epoch [48][100/940] lr: 1.000e-03, eta: 13:21:13, time: 0.847, data_time: 0.006, memory: 8343, top1_acc: 0.6752, top5_acc: 0.8734, loss_cls: 1.2888, loss: 1.2888, grad_norm: 4.5307 2020-07-25 15:08:21,578 - mmaction - INFO - Epoch [48][120/940] lr: 1.000e-03, eta: 13:20:54, time: 0.983, data_time: 0.004, memory: 8343, top1_acc: 0.6615, top5_acc: 0.8566, loss_cls: 1.3739, loss: 1.3739, grad_norm: 4.7514 2020-07-25 15:08:40,412 - mmaction - INFO - Epoch [48][140/940] lr: 1.000e-03, eta: 13:20:34, time: 0.944, data_time: 0.007, memory: 8343, top1_acc: 0.6748, top5_acc: 0.8635, loss_cls: 1.3268, loss: 1.3268, grad_norm: 4.6545 2020-07-25 15:08:59,585 - mmaction - INFO - Epoch [48][160/940] lr: 1.000e-03, eta: 13:20:14, time: 0.957, data_time: 0.006, memory: 8343, top1_acc: 0.6693, top5_acc: 0.8576, loss_cls: 1.3610, loss: 1.3610, grad_norm: 4.6790 2020-07-25 15:09:16,963 - mmaction - INFO - Epoch [48][180/940] lr: 1.000e-03, eta: 13:19:53, time: 0.871, data_time: 0.007, memory: 8343, top1_acc: 0.6701, top5_acc: 0.8662, loss_cls: 1.3398, loss: 1.3398, grad_norm: 4.6531 2020-07-25 15:09:35,823 - mmaction - INFO - Epoch [48][200/940] lr: 1.000e-03, eta: 13:19:33, time: 0.940, data_time: 0.005, memory: 8343, top1_acc: 0.6746, top5_acc: 0.8576, loss_cls: 1.3254, loss: 1.3254, grad_norm: 4.5587 2020-07-25 15:09:54,447 - mmaction - INFO - Epoch [48][220/940] lr: 1.000e-03, eta: 13:19:13, time: 0.931, data_time: 0.006, memory: 8343, top1_acc: 0.6588, top5_acc: 0.8527, loss_cls: 1.3907, loss: 1.3907, grad_norm: 4.7220 2020-07-25 15:10:14,238 - mmaction - INFO - Epoch [48][240/940] lr: 1.000e-03, eta: 13:18:54, time: 0.988, data_time: 0.008, memory: 8343, top1_acc: 0.6662, top5_acc: 0.8637, loss_cls: 1.3348, loss: 1.3348, grad_norm: 4.6870 2020-07-25 15:10:33,186 - mmaction - INFO - Epoch [48][260/940] lr: 1.000e-03, eta: 13:18:34, time: 0.949, data_time: 0.008, memory: 8343, top1_acc: 0.6693, top5_acc: 0.8625, loss_cls: 1.3548, loss: 1.3548, grad_norm: 4.6801 2020-07-25 15:10:52,314 - mmaction - INFO - Epoch [48][280/940] lr: 1.000e-03, eta: 13:18:15, time: 0.952, data_time: 0.008, memory: 8343, top1_acc: 0.6633, top5_acc: 0.8576, loss_cls: 1.3614, loss: 1.3614, grad_norm: 4.6631 2020-07-25 15:11:10,122 - mmaction - INFO - Epoch [48][300/940] lr: 1.000e-03, eta: 13:17:54, time: 0.895, data_time: 0.008, memory: 8343, top1_acc: 0.6775, top5_acc: 0.8688, loss_cls: 1.3133, loss: 1.3133, grad_norm: 4.6218 2020-07-25 15:11:30,627 - mmaction - INFO - Epoch [48][320/940] lr: 1.000e-03, eta: 13:17:35, time: 1.021, data_time: 0.007, memory: 8343, top1_acc: 0.6740, top5_acc: 0.8662, loss_cls: 1.3243, loss: 1.3243, grad_norm: 4.7433 2020-07-25 15:11:50,123 - mmaction - INFO - Epoch [48][340/940] lr: 1.000e-03, eta: 13:17:16, time: 0.980, data_time: 0.008, memory: 8343, top1_acc: 0.6557, top5_acc: 0.8568, loss_cls: 1.4019, loss: 1.4019, grad_norm: 4.7431 2020-07-25 15:12:09,917 - mmaction - INFO - Epoch [48][360/940] lr: 1.000e-03, eta: 13:16:58, time: 0.988, data_time: 0.007, memory: 8343, top1_acc: 0.6635, top5_acc: 0.8531, loss_cls: 1.3659, loss: 1.3659, grad_norm: 4.7505 2020-07-25 15:12:27,157 - mmaction - INFO - Epoch [48][380/940] lr: 1.000e-03, eta: 13:16:36, time: 0.865, data_time: 0.007, memory: 8343, top1_acc: 0.6666, top5_acc: 0.8529, loss_cls: 1.3668, loss: 1.3668, grad_norm: 4.6990 2020-07-25 15:12:46,351 - mmaction - INFO - Epoch [48][400/940] lr: 1.000e-03, eta: 13:16:16, time: 0.957, data_time: 0.007, memory: 8343, top1_acc: 0.6658, top5_acc: 0.8613, loss_cls: 1.3382, loss: 1.3382, grad_norm: 4.6494 2020-07-25 15:13:05,358 - mmaction - INFO - Epoch [48][420/940] lr: 1.000e-03, eta: 13:15:57, time: 0.951, data_time: 0.007, memory: 8343, top1_acc: 0.6658, top5_acc: 0.8619, loss_cls: 1.3551, loss: 1.3551, grad_norm: 4.6548 2020-07-25 15:13:24,903 - mmaction - INFO - Epoch [48][440/940] lr: 1.000e-03, eta: 13:15:38, time: 0.978, data_time: 0.003, memory: 8343, top1_acc: 0.6742, top5_acc: 0.8564, loss_cls: 1.3294, loss: 1.3294, grad_norm: 4.5854 2020-07-25 15:13:44,601 - mmaction - INFO - Epoch [48][460/940] lr: 1.000e-03, eta: 13:15:19, time: 0.985, data_time: 0.006, memory: 8343, top1_acc: 0.6660, top5_acc: 0.8561, loss_cls: 1.3809, loss: 1.3809, grad_norm: 4.6645 2020-07-25 15:14:03,391 - mmaction - INFO - Epoch [48][480/940] lr: 1.000e-03, eta: 13:14:59, time: 0.939, data_time: 0.003, memory: 8343, top1_acc: 0.6693, top5_acc: 0.8535, loss_cls: 1.3826, loss: 1.3826, grad_norm: 4.7185 2020-07-25 15:14:21,265 - mmaction - INFO - Epoch [48][500/940] lr: 1.000e-03, eta: 13:14:38, time: 0.891, data_time: 0.003, memory: 8343, top1_acc: 0.6633, top5_acc: 0.8617, loss_cls: 1.3703, loss: 1.3703, grad_norm: 4.6779 2020-07-25 15:14:41,487 - mmaction - INFO - Epoch [48][520/940] lr: 1.000e-03, eta: 13:14:19, time: 1.011, data_time: 0.006, memory: 8343, top1_acc: 0.6600, top5_acc: 0.8619, loss_cls: 1.3576, loss: 1.3576, grad_norm: 4.7591 2020-07-25 15:14:59,839 - mmaction - INFO - Epoch [48][540/940] lr: 1.000e-03, eta: 13:13:59, time: 0.919, data_time: 0.009, memory: 8343, top1_acc: 0.6600, top5_acc: 0.8576, loss_cls: 1.3778, loss: 1.3778, grad_norm: 4.7627 2020-07-25 15:15:19,047 - mmaction - INFO - Epoch [48][560/940] lr: 1.000e-03, eta: 13:13:39, time: 0.955, data_time: 0.009, memory: 8343, top1_acc: 0.6656, top5_acc: 0.8555, loss_cls: 1.3808, loss: 1.3808, grad_norm: 4.7432 2020-07-25 15:15:37,660 - mmaction - INFO - Epoch [48][580/940] lr: 1.000e-03, eta: 13:13:19, time: 0.938, data_time: 0.011, memory: 8343, top1_acc: 0.6531, top5_acc: 0.8545, loss_cls: 1.3956, loss: 1.3956, grad_norm: 4.7404 2020-07-25 15:15:58,180 - mmaction - INFO - Epoch [48][600/940] lr: 1.000e-03, eta: 13:13:01, time: 1.027, data_time: 0.004, memory: 8343, top1_acc: 0.6574, top5_acc: 0.8611, loss_cls: 1.3767, loss: 1.3767, grad_norm: 4.7451 2020-07-25 15:16:18,245 - mmaction - INFO - Epoch [48][620/940] lr: 1.000e-03, eta: 13:12:43, time: 0.998, data_time: 0.006, memory: 8343, top1_acc: 0.6764, top5_acc: 0.8572, loss_cls: 1.3462, loss: 1.3462, grad_norm: 4.6988 2020-07-25 15:16:34,890 - mmaction - INFO - Epoch [48][640/940] lr: 1.000e-03, eta: 13:12:21, time: 0.838, data_time: 0.008, memory: 8343, top1_acc: 0.6617, top5_acc: 0.8604, loss_cls: 1.3479, loss: 1.3479, grad_norm: 4.7280 2020-07-25 15:16:54,472 - mmaction - INFO - Epoch [48][660/940] lr: 1.000e-03, eta: 13:12:01, time: 0.978, data_time: 0.007, memory: 8343, top1_acc: 0.6576, top5_acc: 0.8639, loss_cls: 1.3620, loss: 1.3620, grad_norm: 4.7747 2020-07-25 15:17:13,212 - mmaction - INFO - Epoch [48][680/940] lr: 1.000e-03, eta: 13:11:42, time: 0.939, data_time: 0.005, memory: 8343, top1_acc: 0.6711, top5_acc: 0.8600, loss_cls: 1.3510, loss: 1.3510, grad_norm: 4.7410 2020-07-25 15:17:33,297 - mmaction - INFO - Epoch [48][700/940] lr: 1.000e-03, eta: 13:11:23, time: 0.997, data_time: 0.007, memory: 8343, top1_acc: 0.6641, top5_acc: 0.8537, loss_cls: 1.3713, loss: 1.3713, grad_norm: 4.7406 2020-07-25 15:17:50,597 - mmaction - INFO - Epoch [48][720/940] lr: 1.000e-03, eta: 13:11:01, time: 0.872, data_time: 0.010, memory: 8343, top1_acc: 0.6564, top5_acc: 0.8543, loss_cls: 1.4034, loss: 1.4034, grad_norm: 4.7540 2020-07-25 15:18:10,185 - mmaction - INFO - Epoch [48][740/940] lr: 1.000e-03, eta: 13:10:42, time: 0.979, data_time: 0.007, memory: 8343, top1_acc: 0.6719, top5_acc: 0.8617, loss_cls: 1.3361, loss: 1.3361, grad_norm: 4.6508 2020-07-25 15:18:29,185 - mmaction - INFO - Epoch [48][760/940] lr: 1.000e-03, eta: 13:10:23, time: 0.948, data_time: 0.002, memory: 8343, top1_acc: 0.6635, top5_acc: 0.8637, loss_cls: 1.3641, loss: 1.3641, grad_norm: 4.7614 2020-07-25 15:18:47,368 - mmaction - INFO - Epoch [48][780/940] lr: 1.000e-03, eta: 13:10:02, time: 0.910, data_time: 0.004, memory: 8343, top1_acc: 0.6633, top5_acc: 0.8674, loss_cls: 1.3404, loss: 1.3404, grad_norm: 4.7075 2020-07-25 15:19:05,521 - mmaction - INFO - Epoch [48][800/940] lr: 1.000e-03, eta: 13:09:41, time: 0.908, data_time: 0.008, memory: 8343, top1_acc: 0.6568, top5_acc: 0.8523, loss_cls: 1.3987, loss: 1.3987, grad_norm: 4.7314 2020-07-25 15:19:24,609 - mmaction - INFO - Epoch [48][820/940] lr: 1.000e-03, eta: 13:09:22, time: 0.956, data_time: 0.004, memory: 8343, top1_acc: 0.6664, top5_acc: 0.8613, loss_cls: 1.3714, loss: 1.3714, grad_norm: 4.7524 2020-07-25 15:19:43,411 - mmaction - INFO - Epoch [48][840/940] lr: 1.000e-03, eta: 13:09:02, time: 0.939, data_time: 0.003, memory: 8343, top1_acc: 0.6771, top5_acc: 0.8598, loss_cls: 1.3473, loss: 1.3473, grad_norm: 4.7057 2020-07-25 15:20:02,357 - mmaction - INFO - Epoch [48][860/940] lr: 1.000e-03, eta: 13:08:42, time: 0.948, data_time: 0.007, memory: 8343, top1_acc: 0.6693, top5_acc: 0.8553, loss_cls: 1.3602, loss: 1.3602, grad_norm: 4.6817 2020-07-25 15:20:19,940 - mmaction - INFO - Epoch [48][880/940] lr: 1.000e-03, eta: 13:08:21, time: 0.877, data_time: 0.002, memory: 8343, top1_acc: 0.6619, top5_acc: 0.8594, loss_cls: 1.3590, loss: 1.3590, grad_norm: 4.6928 2020-07-25 15:20:41,029 - mmaction - INFO - Epoch [48][900/940] lr: 1.000e-03, eta: 13:08:04, time: 1.057, data_time: 0.007, memory: 8343, top1_acc: 0.6658, top5_acc: 0.8588, loss_cls: 1.3679, loss: 1.3679, grad_norm: 4.7603 2020-07-25 15:20:59,440 - mmaction - INFO - Epoch [48][920/940] lr: 1.000e-03, eta: 13:07:43, time: 0.921, data_time: 0.003, memory: 8343, top1_acc: 0.6623, top5_acc: 0.8480, loss_cls: 1.3852, loss: 1.3852, grad_norm: 4.7830 2020-07-25 15:21:17,751 - mmaction - INFO - Epoch [48][940/940] lr: 1.000e-03, eta: 13:07:23, time: 0.914, data_time: 0.006, memory: 8343, top1_acc: 0.6677, top5_acc: 0.8634, loss_cls: 1.3529, loss: 1.3529, grad_norm: 4.8182 2020-07-25 15:21:18,177 - mmaction - INFO - Saving checkpoint at 48 epochs 2020-07-25 15:21:48,394 - mmaction - INFO - Epoch [49][20/940] lr: 1.000e-03, eta: 13:07:15, time: 1.489, data_time: 0.636, memory: 8343, top1_acc: 0.6756, top5_acc: 0.8646, loss_cls: 1.3349, loss: 1.3349, grad_norm: 4.6243 2020-07-25 15:22:05,736 - mmaction - INFO - Epoch [49][40/940] lr: 1.000e-03, eta: 13:06:53, time: 0.868, data_time: 0.004, memory: 8343, top1_acc: 0.6684, top5_acc: 0.8637, loss_cls: 1.3423, loss: 1.3423, grad_norm: 4.7154 2020-07-25 15:22:22,940 - mmaction - INFO - Epoch [49][60/940] lr: 1.000e-03, eta: 13:06:32, time: 0.859, data_time: 0.002, memory: 8343, top1_acc: 0.6848, top5_acc: 0.8693, loss_cls: 1.2821, loss: 1.2821, grad_norm: 4.6572 2020-07-25 15:22:42,065 - mmaction - INFO - Epoch [49][80/940] lr: 1.000e-03, eta: 13:06:12, time: 0.952, data_time: 0.006, memory: 8343, top1_acc: 0.6623, top5_acc: 0.8643, loss_cls: 1.3404, loss: 1.3404, grad_norm: 4.7326 2020-07-25 15:23:00,129 - mmaction - INFO - Epoch [49][100/940] lr: 1.000e-03, eta: 13:05:51, time: 0.906, data_time: 0.009, memory: 8343, top1_acc: 0.6715, top5_acc: 0.8637, loss_cls: 1.3326, loss: 1.3326, grad_norm: 4.6308 2020-07-25 15:23:21,502 - mmaction - INFO - Epoch [49][120/940] lr: 1.000e-03, eta: 13:05:34, time: 1.071, data_time: 0.006, memory: 8343, top1_acc: 0.6654, top5_acc: 0.8629, loss_cls: 1.3609, loss: 1.3609, grad_norm: 4.7630 2020-07-25 15:23:38,923 - mmaction - INFO - Epoch [49][140/940] lr: 1.000e-03, eta: 13:05:13, time: 0.870, data_time: 0.007, memory: 8343, top1_acc: 0.6672, top5_acc: 0.8574, loss_cls: 1.3596, loss: 1.3596, grad_norm: 4.7303 2020-07-25 15:23:57,858 - mmaction - INFO - Epoch [49][160/940] lr: 1.000e-03, eta: 13:04:53, time: 0.946, data_time: 0.008, memory: 8343, top1_acc: 0.6736, top5_acc: 0.8656, loss_cls: 1.3268, loss: 1.3268, grad_norm: 4.7174 2020-07-25 15:24:17,923 - mmaction - INFO - Epoch [49][180/940] lr: 1.000e-03, eta: 13:04:35, time: 1.003, data_time: 0.009, memory: 8343, top1_acc: 0.6744, top5_acc: 0.8578, loss_cls: 1.3202, loss: 1.3202, grad_norm: 4.6286 2020-07-25 15:24:35,345 - mmaction - INFO - Epoch [49][200/940] lr: 1.000e-03, eta: 13:04:13, time: 0.873, data_time: 0.007, memory: 8343, top1_acc: 0.6650, top5_acc: 0.8664, loss_cls: 1.3303, loss: 1.3303, grad_norm: 4.7080 2020-07-25 15:24:55,272 - mmaction - INFO - Epoch [49][220/940] lr: 1.000e-03, eta: 13:03:55, time: 0.997, data_time: 0.003, memory: 8343, top1_acc: 0.6623, top5_acc: 0.8592, loss_cls: 1.3665, loss: 1.3665, grad_norm: 4.7768 2020-07-25 15:25:13,869 - mmaction - INFO - Epoch [49][240/940] lr: 1.000e-03, eta: 13:03:34, time: 0.925, data_time: 0.004, memory: 8343, top1_acc: 0.6818, top5_acc: 0.8615, loss_cls: 1.3053, loss: 1.3053, grad_norm: 4.6255 2020-07-25 15:25:33,373 - mmaction - INFO - Epoch [49][260/940] lr: 1.000e-03, eta: 13:03:15, time: 0.978, data_time: 0.007, memory: 8343, top1_acc: 0.6633, top5_acc: 0.8557, loss_cls: 1.3949, loss: 1.3949, grad_norm: 4.7494 2020-07-25 15:25:52,436 - mmaction - INFO - Epoch [49][280/940] lr: 1.000e-03, eta: 13:02:56, time: 0.954, data_time: 0.004, memory: 8343, top1_acc: 0.6664, top5_acc: 0.8648, loss_cls: 1.3242, loss: 1.3242, grad_norm: 4.7121 2020-07-25 15:26:12,559 - mmaction - INFO - Epoch [49][300/940] lr: 1.000e-03, eta: 13:02:37, time: 1.007, data_time: 0.005, memory: 8343, top1_acc: 0.6664, top5_acc: 0.8553, loss_cls: 1.3494, loss: 1.3494, grad_norm: 4.7588 2020-07-25 15:26:31,446 - mmaction - INFO - Epoch [49][320/940] lr: 1.000e-03, eta: 13:02:17, time: 0.944, data_time: 0.003, memory: 8343, top1_acc: 0.6723, top5_acc: 0.8590, loss_cls: 1.3373, loss: 1.3373, grad_norm: 4.7273 2020-07-25 15:26:49,233 - mmaction - INFO - Epoch [49][340/940] lr: 1.000e-03, eta: 13:01:56, time: 0.887, data_time: 0.006, memory: 8343, top1_acc: 0.6676, top5_acc: 0.8584, loss_cls: 1.3689, loss: 1.3689, grad_norm: 4.8031 2020-07-25 15:27:08,269 - mmaction - INFO - Epoch [49][360/940] lr: 1.000e-03, eta: 13:01:37, time: 0.954, data_time: 0.005, memory: 8343, top1_acc: 0.6736, top5_acc: 0.8568, loss_cls: 1.3362, loss: 1.3362, grad_norm: 4.6643 2020-07-25 15:27:26,088 - mmaction - INFO - Epoch [49][380/940] lr: 1.000e-03, eta: 13:01:16, time: 0.889, data_time: 0.002, memory: 8343, top1_acc: 0.6729, top5_acc: 0.8578, loss_cls: 1.3454, loss: 1.3454, grad_norm: 4.7134 2020-07-25 15:27:45,668 - mmaction - INFO - Epoch [49][400/940] lr: 1.000e-03, eta: 13:00:57, time: 0.980, data_time: 0.008, memory: 8343, top1_acc: 0.6672, top5_acc: 0.8650, loss_cls: 1.3446, loss: 1.3446, grad_norm: 4.8156 2020-07-25 15:28:02,937 - mmaction - INFO - Epoch [49][420/940] lr: 1.000e-03, eta: 13:00:35, time: 0.864, data_time: 0.007, memory: 8343, top1_acc: 0.6613, top5_acc: 0.8551, loss_cls: 1.3737, loss: 1.3737, grad_norm: 4.7513 2020-07-25 15:28:21,975 - mmaction - INFO - Epoch [49][440/940] lr: 1.000e-03, eta: 13:00:16, time: 0.951, data_time: 0.002, memory: 8343, top1_acc: 0.6646, top5_acc: 0.8623, loss_cls: 1.3508, loss: 1.3508, grad_norm: 4.7948 2020-07-25 15:28:40,328 - mmaction - INFO - Epoch [49][460/940] lr: 1.000e-03, eta: 12:59:55, time: 0.914, data_time: 0.007, memory: 8343, top1_acc: 0.6801, top5_acc: 0.8652, loss_cls: 1.3015, loss: 1.3015, grad_norm: 4.6401 2020-07-25 15:29:00,216 - mmaction - INFO - Epoch [49][480/940] lr: 1.000e-03, eta: 12:59:36, time: 0.999, data_time: 0.009, memory: 8343, top1_acc: 0.6711, top5_acc: 0.8586, loss_cls: 1.3453, loss: 1.3453, grad_norm: 4.7219 2020-07-25 15:29:18,541 - mmaction - INFO - Epoch [49][500/940] lr: 1.000e-03, eta: 12:59:16, time: 0.915, data_time: 0.006, memory: 8343, top1_acc: 0.6645, top5_acc: 0.8578, loss_cls: 1.3703, loss: 1.3703, grad_norm: 4.8333 2020-07-25 15:29:36,740 - mmaction - INFO - Epoch [49][520/940] lr: 1.000e-03, eta: 12:58:56, time: 0.912, data_time: 0.004, memory: 8343, top1_acc: 0.6746, top5_acc: 0.8656, loss_cls: 1.3303, loss: 1.3303, grad_norm: 4.7395 2020-07-25 15:29:56,929 - mmaction - INFO - Epoch [49][540/940] lr: 1.000e-03, eta: 12:58:37, time: 1.009, data_time: 0.002, memory: 8343, top1_acc: 0.6779, top5_acc: 0.8654, loss_cls: 1.3383, loss: 1.3383, grad_norm: 4.6965 2020-07-25 15:30:14,838 - mmaction - INFO - Epoch [49][560/940] lr: 1.000e-03, eta: 12:58:16, time: 0.891, data_time: 0.004, memory: 8343, top1_acc: 0.6721, top5_acc: 0.8623, loss_cls: 1.3369, loss: 1.3369, grad_norm: 4.6339 2020-07-25 15:30:33,588 - mmaction - INFO - Epoch [49][580/940] lr: 1.000e-03, eta: 12:57:56, time: 0.941, data_time: 0.006, memory: 8343, top1_acc: 0.6678, top5_acc: 0.8562, loss_cls: 1.3548, loss: 1.3548, grad_norm: 4.7559 2020-07-25 15:30:51,799 - mmaction - INFO - Epoch [49][600/940] lr: 1.000e-03, eta: 12:57:36, time: 0.907, data_time: 0.006, memory: 8343, top1_acc: 0.6699, top5_acc: 0.8617, loss_cls: 1.3432, loss: 1.3432, grad_norm: 4.7536 2020-07-25 15:31:10,618 - mmaction - INFO - Epoch [49][620/940] lr: 1.000e-03, eta: 12:57:16, time: 0.942, data_time: 0.008, memory: 8343, top1_acc: 0.6547, top5_acc: 0.8561, loss_cls: 1.3904, loss: 1.3904, grad_norm: 4.8283 2020-07-25 15:31:29,664 - mmaction - INFO - Epoch [49][640/940] lr: 1.000e-03, eta: 12:56:56, time: 0.951, data_time: 0.009, memory: 8343, top1_acc: 0.6687, top5_acc: 0.8602, loss_cls: 1.3454, loss: 1.3454, grad_norm: 4.7386 2020-07-25 15:31:49,174 - mmaction - INFO - Epoch [49][660/940] lr: 1.000e-03, eta: 12:56:37, time: 0.978, data_time: 0.008, memory: 8343, top1_acc: 0.6590, top5_acc: 0.8562, loss_cls: 1.3614, loss: 1.3614, grad_norm: 4.8105 2020-07-25 15:32:08,600 - mmaction - INFO - Epoch [49][680/940] lr: 1.000e-03, eta: 12:56:18, time: 0.973, data_time: 0.008, memory: 8343, top1_acc: 0.6678, top5_acc: 0.8588, loss_cls: 1.3373, loss: 1.3373, grad_norm: 4.7645 2020-07-25 15:32:28,081 - mmaction - INFO - Epoch [49][700/940] lr: 1.000e-03, eta: 12:55:59, time: 0.972, data_time: 0.003, memory: 8343, top1_acc: 0.6654, top5_acc: 0.8602, loss_cls: 1.3552, loss: 1.3552, grad_norm: 4.8214 2020-07-25 15:32:46,147 - mmaction - INFO - Epoch [49][720/940] lr: 1.000e-03, eta: 12:55:38, time: 0.903, data_time: 0.004, memory: 8343, top1_acc: 0.6648, top5_acc: 0.8584, loss_cls: 1.3583, loss: 1.3583, grad_norm: 4.7477 2020-07-25 15:33:05,015 - mmaction - INFO - Epoch [49][740/940] lr: 1.000e-03, eta: 12:55:18, time: 0.944, data_time: 0.008, memory: 8343, top1_acc: 0.6758, top5_acc: 0.8646, loss_cls: 1.3232, loss: 1.3232, grad_norm: 4.6747 2020-07-25 15:33:23,277 - mmaction - INFO - Epoch [49][760/940] lr: 1.000e-03, eta: 12:54:58, time: 0.915, data_time: 0.003, memory: 8343, top1_acc: 0.6713, top5_acc: 0.8535, loss_cls: 1.3543, loss: 1.3543, grad_norm: 4.6890 2020-07-25 15:33:41,868 - mmaction - INFO - Epoch [49][780/940] lr: 1.000e-03, eta: 12:54:38, time: 0.922, data_time: 0.008, memory: 8343, top1_acc: 0.6689, top5_acc: 0.8625, loss_cls: 1.3461, loss: 1.3461, grad_norm: 4.7325 2020-07-25 15:34:00,079 - mmaction - INFO - Epoch [49][800/940] lr: 1.000e-03, eta: 12:54:17, time: 0.918, data_time: 0.010, memory: 8343, top1_acc: 0.6664, top5_acc: 0.8539, loss_cls: 1.3548, loss: 1.3548, grad_norm: 4.7147 2020-07-25 15:34:18,785 - mmaction - INFO - Epoch [49][820/940] lr: 1.000e-03, eta: 12:53:57, time: 0.929, data_time: 0.007, memory: 8343, top1_acc: 0.6662, top5_acc: 0.8547, loss_cls: 1.3676, loss: 1.3676, grad_norm: 4.7395 2020-07-25 15:34:39,503 - mmaction - INFO - Epoch [49][840/940] lr: 1.000e-03, eta: 12:53:39, time: 1.042, data_time: 0.009, memory: 8343, top1_acc: 0.6756, top5_acc: 0.8670, loss_cls: 1.3142, loss: 1.3142, grad_norm: 4.7482 2020-07-25 15:34:57,373 - mmaction - INFO - Epoch [49][860/940] lr: 1.000e-03, eta: 12:53:19, time: 0.889, data_time: 0.005, memory: 8343, top1_acc: 0.6736, top5_acc: 0.8635, loss_cls: 1.3331, loss: 1.3331, grad_norm: 4.7188 2020-07-25 15:35:15,801 - mmaction - INFO - Epoch [49][880/940] lr: 1.000e-03, eta: 12:52:58, time: 0.925, data_time: 0.009, memory: 8343, top1_acc: 0.6693, top5_acc: 0.8607, loss_cls: 1.3327, loss: 1.3327, grad_norm: 4.7105 2020-07-25 15:35:36,026 - mmaction - INFO - Epoch [49][900/940] lr: 1.000e-03, eta: 12:52:40, time: 1.007, data_time: 0.007, memory: 8343, top1_acc: 0.6621, top5_acc: 0.8543, loss_cls: 1.3771, loss: 1.3771, grad_norm: 4.7816 2020-07-25 15:35:55,791 - mmaction - INFO - Epoch [49][920/940] lr: 1.000e-03, eta: 12:52:21, time: 0.993, data_time: 0.010, memory: 8343, top1_acc: 0.6748, top5_acc: 0.8645, loss_cls: 1.3355, loss: 1.3355, grad_norm: 4.6945 2020-07-25 15:36:13,650 - mmaction - INFO - Epoch [49][940/940] lr: 1.000e-03, eta: 12:52:00, time: 0.891, data_time: 0.007, memory: 8343, top1_acc: 0.6634, top5_acc: 0.8484, loss_cls: 1.3909, loss: 1.3909, grad_norm: 4.8613 2020-07-25 15:36:14,057 - mmaction - INFO - Saving checkpoint at 49 epochs 2020-07-25 15:36:40,048 - mmaction - INFO - Epoch [50][20/940] lr: 1.000e-03, eta: 12:51:47, time: 1.279, data_time: 0.442, memory: 8343, top1_acc: 0.6734, top5_acc: 0.8605, loss_cls: 1.3525, loss: 1.3525, grad_norm: 4.7481 2020-07-25 15:36:58,669 - mmaction - INFO - Epoch [50][40/940] lr: 1.000e-03, eta: 12:51:27, time: 0.933, data_time: 0.010, memory: 8343, top1_acc: 0.6684, top5_acc: 0.8605, loss_cls: 1.3588, loss: 1.3588, grad_norm: 4.7477 2020-07-25 15:37:15,326 - mmaction - INFO - Epoch [50][60/940] lr: 1.000e-03, eta: 12:51:05, time: 0.832, data_time: 0.004, memory: 8343, top1_acc: 0.6820, top5_acc: 0.8729, loss_cls: 1.2813, loss: 1.2813, grad_norm: 4.7133 2020-07-25 15:37:33,351 - mmaction - INFO - Epoch [50][80/940] lr: 1.000e-03, eta: 12:50:45, time: 0.901, data_time: 0.006, memory: 8343, top1_acc: 0.6707, top5_acc: 0.8680, loss_cls: 1.3265, loss: 1.3265, grad_norm: 4.7273 2020-07-25 15:37:52,189 - mmaction - INFO - Epoch [50][100/940] lr: 1.000e-03, eta: 12:50:25, time: 0.941, data_time: 0.003, memory: 8343, top1_acc: 0.6654, top5_acc: 0.8656, loss_cls: 1.3246, loss: 1.3246, grad_norm: 4.7418 2020-07-25 15:38:09,951 - mmaction - INFO - Epoch [50][120/940] lr: 1.000e-03, eta: 12:50:04, time: 0.888, data_time: 0.006, memory: 8343, top1_acc: 0.6764, top5_acc: 0.8574, loss_cls: 1.3594, loss: 1.3594, grad_norm: 4.7779 2020-07-25 15:38:31,079 - mmaction - INFO - Epoch [50][140/940] lr: 1.000e-03, eta: 12:49:46, time: 1.057, data_time: 0.004, memory: 8343, top1_acc: 0.6660, top5_acc: 0.8596, loss_cls: 1.3659, loss: 1.3659, grad_norm: 4.8336 2020-07-25 15:38:49,312 - mmaction - INFO - Epoch [50][160/940] lr: 1.000e-03, eta: 12:49:26, time: 0.912, data_time: 0.008, memory: 8343, top1_acc: 0.6695, top5_acc: 0.8602, loss_cls: 1.3606, loss: 1.3606, grad_norm: 4.7528 2020-07-25 15:39:08,348 - mmaction - INFO - Epoch [50][180/940] lr: 1.000e-03, eta: 12:49:06, time: 0.952, data_time: 0.008, memory: 8343, top1_acc: 0.6617, top5_acc: 0.8588, loss_cls: 1.3624, loss: 1.3624, grad_norm: 4.7546 2020-07-25 15:39:26,870 - mmaction - INFO - Epoch [50][200/940] lr: 1.000e-03, eta: 12:48:46, time: 0.927, data_time: 0.003, memory: 8343, top1_acc: 0.6670, top5_acc: 0.8664, loss_cls: 1.3234, loss: 1.3234, grad_norm: 4.7523 2020-07-25 15:39:47,019 - mmaction - INFO - Epoch [50][220/940] lr: 1.000e-03, eta: 12:48:28, time: 1.000, data_time: 0.005, memory: 8343, top1_acc: 0.6611, top5_acc: 0.8516, loss_cls: 1.4027, loss: 1.4027, grad_norm: 4.8669 2020-07-25 15:40:05,762 - mmaction - INFO - Epoch [50][240/940] lr: 1.000e-03, eta: 12:48:08, time: 0.944, data_time: 0.010, memory: 8343, top1_acc: 0.6740, top5_acc: 0.8617, loss_cls: 1.3182, loss: 1.3182, grad_norm: 4.7290 2020-07-25 15:40:23,199 - mmaction - INFO - Epoch [50][260/940] lr: 1.000e-03, eta: 12:47:46, time: 0.872, data_time: 0.003, memory: 8343, top1_acc: 0.6621, top5_acc: 0.8613, loss_cls: 1.3618, loss: 1.3618, grad_norm: 4.8451 2020-07-25 15:40:42,333 - mmaction - INFO - Epoch [50][280/940] lr: 1.000e-03, eta: 12:47:27, time: 0.957, data_time: 0.007, memory: 8343, top1_acc: 0.6832, top5_acc: 0.8619, loss_cls: 1.3137, loss: 1.3137, grad_norm: 4.6880 2020-07-25 15:41:00,236 - mmaction - INFO - Epoch [50][300/940] lr: 1.000e-03, eta: 12:47:06, time: 0.890, data_time: 0.008, memory: 8343, top1_acc: 0.6621, top5_acc: 0.8594, loss_cls: 1.3423, loss: 1.3423, grad_norm: 4.7709 2020-07-25 15:41:20,904 - mmaction - INFO - Epoch [50][320/940] lr: 1.000e-03, eta: 12:46:48, time: 1.040, data_time: 0.010, memory: 8343, top1_acc: 0.6768, top5_acc: 0.8715, loss_cls: 1.2987, loss: 1.2987, grad_norm: 4.6649 2020-07-25 15:41:39,014 - mmaction - INFO - Epoch [50][340/940] lr: 1.000e-03, eta: 12:46:28, time: 0.900, data_time: 0.005, memory: 8343, top1_acc: 0.6746, top5_acc: 0.8578, loss_cls: 1.3471, loss: 1.3471, grad_norm: 4.7607 2020-07-25 15:41:58,020 - mmaction - INFO - Epoch [50][360/940] lr: 1.000e-03, eta: 12:46:08, time: 0.956, data_time: 0.008, memory: 8343, top1_acc: 0.6826, top5_acc: 0.8635, loss_cls: 1.3276, loss: 1.3276, grad_norm: 4.7593 2020-07-25 15:42:15,775 - mmaction - INFO - Epoch [50][380/940] lr: 1.000e-03, eta: 12:45:47, time: 0.884, data_time: 0.007, memory: 8343, top1_acc: 0.6697, top5_acc: 0.8648, loss_cls: 1.3281, loss: 1.3281, grad_norm: 4.7862 2020-07-25 15:42:36,156 - mmaction - INFO - Epoch [50][400/940] lr: 1.000e-03, eta: 12:45:29, time: 1.022, data_time: 0.008, memory: 8343, top1_acc: 0.6582, top5_acc: 0.8621, loss_cls: 1.3560, loss: 1.3560, grad_norm: 4.7606 2020-07-25 15:42:55,519 - mmaction - INFO - Epoch [50][420/940] lr: 1.000e-03, eta: 12:45:10, time: 0.966, data_time: 0.007, memory: 8343, top1_acc: 0.6727, top5_acc: 0.8625, loss_cls: 1.3073, loss: 1.3073, grad_norm: 4.7523 2020-07-25 15:43:13,987 - mmaction - INFO - Epoch [50][440/940] lr: 1.000e-03, eta: 12:44:49, time: 0.925, data_time: 0.007, memory: 8343, top1_acc: 0.6691, top5_acc: 0.8549, loss_cls: 1.3599, loss: 1.3599, grad_norm: 4.7678 2020-07-25 15:43:32,672 - mmaction - INFO - Epoch [50][460/940] lr: 1.000e-03, eta: 12:44:29, time: 0.926, data_time: 0.007, memory: 8343, top1_acc: 0.6842, top5_acc: 0.8637, loss_cls: 1.3055, loss: 1.3055, grad_norm: 4.6988 2020-07-25 15:43:50,346 - mmaction - INFO - Epoch [50][480/940] lr: 1.000e-03, eta: 12:44:08, time: 0.891, data_time: 0.012, memory: 8343, top1_acc: 0.6756, top5_acc: 0.8691, loss_cls: 1.3072, loss: 1.3072, grad_norm: 4.6654 2020-07-25 15:44:11,219 - mmaction - INFO - Epoch [50][500/940] lr: 1.000e-03, eta: 12:43:51, time: 1.046, data_time: 0.004, memory: 8343, top1_acc: 0.6771, top5_acc: 0.8566, loss_cls: 1.3414, loss: 1.3414, grad_norm: 4.7703 2020-07-25 15:44:29,793 - mmaction - INFO - Epoch [50][520/940] lr: 1.000e-03, eta: 12:43:31, time: 0.926, data_time: 0.002, memory: 8343, top1_acc: 0.6680, top5_acc: 0.8568, loss_cls: 1.3641, loss: 1.3641, grad_norm: 4.7673 2020-07-25 15:44:49,653 - mmaction - INFO - Epoch [50][540/940] lr: 1.000e-03, eta: 12:43:12, time: 0.991, data_time: 0.008, memory: 8343, top1_acc: 0.6766, top5_acc: 0.8564, loss_cls: 1.3482, loss: 1.3482, grad_norm: 4.7043 2020-07-25 15:45:06,932 - mmaction - INFO - Epoch [50][560/940] lr: 1.000e-03, eta: 12:42:50, time: 0.867, data_time: 0.008, memory: 8343, top1_acc: 0.6721, top5_acc: 0.8635, loss_cls: 1.3457, loss: 1.3457, grad_norm: 4.7701 2020-07-25 15:45:25,425 - mmaction - INFO - Epoch [50][580/940] lr: 1.000e-03, eta: 12:42:30, time: 0.926, data_time: 0.003, memory: 8343, top1_acc: 0.6748, top5_acc: 0.8627, loss_cls: 1.3294, loss: 1.3294, grad_norm: 4.6736 2020-07-25 15:45:45,628 - mmaction - INFO - Epoch [50][600/940] lr: 1.000e-03, eta: 12:42:12, time: 1.008, data_time: 0.002, memory: 8343, top1_acc: 0.6793, top5_acc: 0.8670, loss_cls: 1.3066, loss: 1.3066, grad_norm: 4.6875 2020-07-25 15:46:04,322 - mmaction - INFO - Epoch [50][620/940] lr: 1.000e-03, eta: 12:41:52, time: 0.936, data_time: 0.007, memory: 8343, top1_acc: 0.6678, top5_acc: 0.8598, loss_cls: 1.3596, loss: 1.3596, grad_norm: 4.7756 2020-07-25 15:46:22,734 - mmaction - INFO - Epoch [50][640/940] lr: 1.000e-03, eta: 12:41:32, time: 0.921, data_time: 0.002, memory: 8343, top1_acc: 0.6678, top5_acc: 0.8543, loss_cls: 1.3622, loss: 1.3622, grad_norm: 4.6941 2020-07-25 15:46:40,706 - mmaction - INFO - Epoch [50][660/940] lr: 1.000e-03, eta: 12:41:11, time: 0.893, data_time: 0.005, memory: 8343, top1_acc: 0.6707, top5_acc: 0.8658, loss_cls: 1.3426, loss: 1.3426, grad_norm: 4.7937 2020-07-25 15:46:59,515 - mmaction - INFO - Epoch [50][680/940] lr: 1.000e-03, eta: 12:40:51, time: 0.942, data_time: 0.007, memory: 8343, top1_acc: 0.6730, top5_acc: 0.8648, loss_cls: 1.3353, loss: 1.3353, grad_norm: 4.7038 2020-07-25 15:47:18,494 - mmaction - INFO - Epoch [50][700/940] lr: 1.000e-03, eta: 12:40:31, time: 0.948, data_time: 0.009, memory: 8343, top1_acc: 0.6641, top5_acc: 0.8619, loss_cls: 1.3467, loss: 1.3467, grad_norm: 4.7830 2020-07-25 15:47:37,444 - mmaction - INFO - Epoch [50][720/940] lr: 1.000e-03, eta: 12:40:12, time: 0.950, data_time: 0.006, memory: 8343, top1_acc: 0.6701, top5_acc: 0.8553, loss_cls: 1.3609, loss: 1.3609, grad_norm: 4.7543 2020-07-25 15:47:57,534 - mmaction - INFO - Epoch [50][740/940] lr: 1.000e-03, eta: 12:39:53, time: 1.002, data_time: 0.006, memory: 8343, top1_acc: 0.6721, top5_acc: 0.8572, loss_cls: 1.3582, loss: 1.3582, grad_norm: 4.7654 2020-07-25 15:48:15,282 - mmaction - INFO - Epoch [50][760/940] lr: 1.000e-03, eta: 12:39:32, time: 0.890, data_time: 0.008, memory: 8343, top1_acc: 0.6719, top5_acc: 0.8639, loss_cls: 1.3299, loss: 1.3299, grad_norm: 4.7019 2020-07-25 15:48:34,212 - mmaction - INFO - Epoch [50][780/940] lr: 1.000e-03, eta: 12:39:13, time: 0.943, data_time: 0.007, memory: 8343, top1_acc: 0.6670, top5_acc: 0.8529, loss_cls: 1.3551, loss: 1.3551, grad_norm: 4.7229 2020-07-25 15:48:51,605 - mmaction - INFO - Epoch [50][800/940] lr: 1.000e-03, eta: 12:38:51, time: 0.872, data_time: 0.008, memory: 8343, top1_acc: 0.6637, top5_acc: 0.8629, loss_cls: 1.3457, loss: 1.3457, grad_norm: 4.7970 2020-07-25 15:49:11,541 - mmaction - INFO - Epoch [50][820/940] lr: 1.000e-03, eta: 12:38:33, time: 0.998, data_time: 0.008, memory: 8343, top1_acc: 0.6758, top5_acc: 0.8658, loss_cls: 1.3152, loss: 1.3152, grad_norm: 4.7724 2020-07-25 15:49:29,903 - mmaction - INFO - Epoch [50][840/940] lr: 1.000e-03, eta: 12:38:12, time: 0.917, data_time: 0.008, memory: 8343, top1_acc: 0.6611, top5_acc: 0.8586, loss_cls: 1.3773, loss: 1.3773, grad_norm: 4.8945 2020-07-25 15:49:50,243 - mmaction - INFO - Epoch [50][860/940] lr: 1.000e-03, eta: 12:37:54, time: 1.018, data_time: 0.006, memory: 8343, top1_acc: 0.6611, top5_acc: 0.8549, loss_cls: 1.3699, loss: 1.3699, grad_norm: 4.8295 2020-07-25 15:50:08,610 - mmaction - INFO - Epoch [50][880/940] lr: 1.000e-03, eta: 12:37:34, time: 0.919, data_time: 0.005, memory: 8343, top1_acc: 0.6734, top5_acc: 0.8586, loss_cls: 1.3444, loss: 1.3444, grad_norm: 4.6964 2020-07-25 15:50:27,643 - mmaction - INFO - Epoch [50][900/940] lr: 1.000e-03, eta: 12:37:14, time: 0.949, data_time: 0.002, memory: 8343, top1_acc: 0.6676, top5_acc: 0.8660, loss_cls: 1.3310, loss: 1.3310, grad_norm: 4.7509 2020-07-25 15:50:46,454 - mmaction - INFO - Epoch [50][920/940] lr: 1.000e-03, eta: 12:36:54, time: 0.936, data_time: 0.008, memory: 8343, top1_acc: 0.6686, top5_acc: 0.8627, loss_cls: 1.3383, loss: 1.3383, grad_norm: 4.8191 2020-07-25 15:51:03,771 - mmaction - INFO - Epoch [50][940/940] lr: 1.000e-03, eta: 12:36:33, time: 0.873, data_time: 0.010, memory: 8343, top1_acc: 0.6691, top5_acc: 0.8593, loss_cls: 1.3417, loss: 1.3417, grad_norm: 4.7636 2020-07-25 15:51:04,161 - mmaction - INFO - Saving checkpoint at 50 epochs 2020-07-25 15:51:29,776 - mmaction - INFO - Epoch [51][20/940] lr: 1.000e-03, eta: 12:36:20, time: 1.259, data_time: 0.470, memory: 8343, top1_acc: 0.6805, top5_acc: 0.8662, loss_cls: 1.3080, loss: 1.3080, grad_norm: 4.7096 2020-07-25 15:51:48,152 - mmaction - INFO - Epoch [51][40/940] lr: 1.000e-03, eta: 12:35:59, time: 0.918, data_time: 0.009, memory: 8343, top1_acc: 0.6740, top5_acc: 0.8623, loss_cls: 1.3332, loss: 1.3332, grad_norm: 4.7250 2020-07-25 15:52:06,613 - mmaction - INFO - Epoch [51][60/940] lr: 1.000e-03, eta: 12:35:39, time: 0.926, data_time: 0.009, memory: 8343, top1_acc: 0.6730, top5_acc: 0.8680, loss_cls: 1.3094, loss: 1.3094, grad_norm: 4.7154 2020-07-25 15:52:25,333 - mmaction - INFO - Epoch [51][80/940] lr: 1.000e-03, eta: 12:35:19, time: 0.936, data_time: 0.002, memory: 8343, top1_acc: 0.6826, top5_acc: 0.8695, loss_cls: 1.3010, loss: 1.3010, grad_norm: 4.7367 2020-07-25 15:52:43,528 - mmaction - INFO - Epoch [51][100/940] lr: 1.000e-03, eta: 12:34:59, time: 0.902, data_time: 0.006, memory: 8343, top1_acc: 0.6736, top5_acc: 0.8598, loss_cls: 1.3467, loss: 1.3467, grad_norm: 4.8235 2020-07-25 15:53:02,932 - mmaction - INFO - Epoch [51][120/940] lr: 1.000e-03, eta: 12:34:40, time: 0.977, data_time: 0.010, memory: 8343, top1_acc: 0.6689, top5_acc: 0.8574, loss_cls: 1.3392, loss: 1.3392, grad_norm: 4.7501 2020-07-25 15:53:21,818 - mmaction - INFO - Epoch [51][140/940] lr: 1.000e-03, eta: 12:34:20, time: 0.942, data_time: 0.002, memory: 8343, top1_acc: 0.6660, top5_acc: 0.8609, loss_cls: 1.3429, loss: 1.3429, grad_norm: 4.7954 2020-07-25 15:53:38,964 - mmaction - INFO - Epoch [51][160/940] lr: 1.000e-03, eta: 12:33:58, time: 0.859, data_time: 0.007, memory: 8343, top1_acc: 0.6604, top5_acc: 0.8498, loss_cls: 1.3963, loss: 1.3963, grad_norm: 4.8875 2020-07-25 15:53:58,368 - mmaction - INFO - Epoch [51][180/940] lr: 1.000e-03, eta: 12:33:39, time: 0.967, data_time: 0.007, memory: 8343, top1_acc: 0.6701, top5_acc: 0.8621, loss_cls: 1.3371, loss: 1.3371, grad_norm: 4.7584 2020-07-25 15:54:16,879 - mmaction - INFO - Epoch [51][200/940] lr: 1.000e-03, eta: 12:33:19, time: 0.929, data_time: 0.008, memory: 8343, top1_acc: 0.6713, top5_acc: 0.8566, loss_cls: 1.3573, loss: 1.3573, grad_norm: 4.8110 2020-07-25 15:54:36,819 - mmaction - INFO - Epoch [51][220/940] lr: 1.000e-03, eta: 12:33:00, time: 0.996, data_time: 0.003, memory: 8343, top1_acc: 0.6676, top5_acc: 0.8576, loss_cls: 1.3583, loss: 1.3583, grad_norm: 4.8413 2020-07-25 15:54:55,175 - mmaction - INFO - Epoch [51][240/940] lr: 1.000e-03, eta: 12:32:40, time: 0.917, data_time: 0.004, memory: 8343, top1_acc: 0.6693, top5_acc: 0.8619, loss_cls: 1.3399, loss: 1.3399, grad_norm: 4.7932 2020-07-25 15:55:14,520 - mmaction - INFO - Epoch [51][260/940] lr: 1.000e-03, eta: 12:32:21, time: 0.970, data_time: 0.009, memory: 8343, top1_acc: 0.6773, top5_acc: 0.8600, loss_cls: 1.3322, loss: 1.3322, grad_norm: 4.7230 2020-07-25 15:55:32,511 - mmaction - INFO - Epoch [51][280/940] lr: 1.000e-03, eta: 12:32:00, time: 0.896, data_time: 0.007, memory: 8343, top1_acc: 0.6777, top5_acc: 0.8596, loss_cls: 1.3178, loss: 1.3178, grad_norm: 4.7130 2020-07-25 15:55:51,272 - mmaction - INFO - Epoch [51][300/940] lr: 1.000e-03, eta: 12:31:40, time: 0.941, data_time: 0.005, memory: 8343, top1_acc: 0.6717, top5_acc: 0.8605, loss_cls: 1.3523, loss: 1.3523, grad_norm: 4.8212 2020-07-25 15:56:11,625 - mmaction - INFO - Epoch [51][320/940] lr: 1.000e-03, eta: 12:31:22, time: 1.012, data_time: 0.006, memory: 8343, top1_acc: 0.6760, top5_acc: 0.8689, loss_cls: 1.3026, loss: 1.3026, grad_norm: 4.7331 2020-07-25 15:56:30,881 - mmaction - INFO - Epoch [51][340/940] lr: 1.000e-03, eta: 12:31:03, time: 0.969, data_time: 0.008, memory: 8343, top1_acc: 0.6736, top5_acc: 0.8691, loss_cls: 1.3235, loss: 1.3235, grad_norm: 4.7657 2020-07-25 15:56:49,920 - mmaction - INFO - Epoch [51][360/940] lr: 1.000e-03, eta: 12:30:43, time: 0.951, data_time: 0.004, memory: 8343, top1_acc: 0.6687, top5_acc: 0.8613, loss_cls: 1.3254, loss: 1.3254, grad_norm: 4.7750 2020-07-25 15:57:07,026 - mmaction - INFO - Epoch [51][380/940] lr: 1.000e-03, eta: 12:30:22, time: 0.856, data_time: 0.006, memory: 8343, top1_acc: 0.6687, top5_acc: 0.8666, loss_cls: 1.3243, loss: 1.3243, grad_norm: 4.8394 2020-07-25 15:57:27,892 - mmaction - INFO - Epoch [51][400/940] lr: 1.000e-03, eta: 12:30:04, time: 1.043, data_time: 0.003, memory: 8343, top1_acc: 0.6742, top5_acc: 0.8607, loss_cls: 1.3300, loss: 1.3300, grad_norm: 4.8292 2020-07-25 15:57:45,889 - mmaction - INFO - Epoch [51][420/940] lr: 1.000e-03, eta: 12:29:43, time: 0.892, data_time: 0.005, memory: 8343, top1_acc: 0.6707, top5_acc: 0.8621, loss_cls: 1.3169, loss: 1.3169, grad_norm: 4.8095 2020-07-25 15:58:04,206 - mmaction - INFO - Epoch [51][440/940] lr: 1.000e-03, eta: 12:29:23, time: 0.924, data_time: 0.010, memory: 8343, top1_acc: 0.6623, top5_acc: 0.8498, loss_cls: 1.3819, loss: 1.3819, grad_norm: 4.8743 2020-07-25 15:58:24,492 - mmaction - INFO - Epoch [51][460/940] lr: 1.000e-03, eta: 12:29:04, time: 1.012, data_time: 0.001, memory: 8343, top1_acc: 0.6729, top5_acc: 0.8664, loss_cls: 1.3258, loss: 1.3258, grad_norm: 4.7349 2020-07-25 15:58:42,642 - mmaction - INFO - Epoch [51][480/940] lr: 1.000e-03, eta: 12:28:44, time: 0.902, data_time: 0.007, memory: 8343, top1_acc: 0.6805, top5_acc: 0.8625, loss_cls: 1.3130, loss: 1.3130, grad_norm: 4.7414 2020-07-25 15:59:02,725 - mmaction - INFO - Epoch [51][500/940] lr: 1.000e-03, eta: 12:28:25, time: 1.011, data_time: 0.010, memory: 8343, top1_acc: 0.6717, top5_acc: 0.8666, loss_cls: 1.3301, loss: 1.3301, grad_norm: 4.7252 2020-07-25 15:59:20,580 - mmaction - INFO - Epoch [51][520/940] lr: 1.000e-03, eta: 12:28:05, time: 0.894, data_time: 0.004, memory: 8343, top1_acc: 0.6713, top5_acc: 0.8576, loss_cls: 1.3620, loss: 1.3620, grad_norm: 4.8237 2020-07-25 15:59:39,656 - mmaction - INFO - Epoch [51][540/940] lr: 1.000e-03, eta: 12:27:45, time: 0.954, data_time: 0.007, memory: 8343, top1_acc: 0.6719, top5_acc: 0.8643, loss_cls: 1.3241, loss: 1.3241, grad_norm: 4.8080 2020-07-25 15:59:59,967 - mmaction - INFO - Epoch [51][560/940] lr: 1.000e-03, eta: 12:27:27, time: 1.016, data_time: 0.004, memory: 8343, top1_acc: 0.6695, top5_acc: 0.8588, loss_cls: 1.3759, loss: 1.3759, grad_norm: 4.8645 2020-07-25 16:00:20,258 - mmaction - INFO - Epoch [51][580/940] lr: 1.000e-03, eta: 12:27:08, time: 1.004, data_time: 0.005, memory: 8343, top1_acc: 0.6771, top5_acc: 0.8664, loss_cls: 1.2990, loss: 1.2990, grad_norm: 4.7497 2020-07-25 16:00:39,115 - mmaction - INFO - Epoch [51][600/940] lr: 1.000e-03, eta: 12:26:49, time: 0.954, data_time: 0.023, memory: 8343, top1_acc: 0.6713, top5_acc: 0.8639, loss_cls: 1.3274, loss: 1.3274, grad_norm: 4.7776 2020-07-25 16:00:57,544 - mmaction - INFO - Epoch [51][620/940] lr: 1.000e-03, eta: 12:26:28, time: 0.918, data_time: 0.007, memory: 8343, top1_acc: 0.6795, top5_acc: 0.8748, loss_cls: 1.2797, loss: 1.2797, grad_norm: 4.6700 2020-07-25 16:01:17,418 - mmaction - INFO - Epoch [51][640/940] lr: 1.000e-03, eta: 12:26:10, time: 0.996, data_time: 0.008, memory: 8343, top1_acc: 0.6699, top5_acc: 0.8701, loss_cls: 1.3194, loss: 1.3194, grad_norm: 4.7716 2020-07-25 16:01:35,893 - mmaction - INFO - Epoch [51][660/940] lr: 1.000e-03, eta: 12:25:50, time: 0.921, data_time: 0.007, memory: 8343, top1_acc: 0.6764, top5_acc: 0.8670, loss_cls: 1.3251, loss: 1.3251, grad_norm: 4.7888 2020-07-25 16:01:54,297 - mmaction - INFO - Epoch [51][680/940] lr: 1.000e-03, eta: 12:25:29, time: 0.923, data_time: 0.007, memory: 8343, top1_acc: 0.6658, top5_acc: 0.8566, loss_cls: 1.3723, loss: 1.3723, grad_norm: 4.7672 2020-07-25 16:02:13,644 - mmaction - INFO - Epoch [51][700/940] lr: 1.000e-03, eta: 12:25:10, time: 0.967, data_time: 0.009, memory: 8343, top1_acc: 0.6768, top5_acc: 0.8689, loss_cls: 1.2876, loss: 1.2876, grad_norm: 4.7387 2020-07-25 16:02:33,368 - mmaction - INFO - Epoch [51][720/940] lr: 1.000e-03, eta: 12:24:51, time: 0.987, data_time: 0.007, memory: 8343, top1_acc: 0.6723, top5_acc: 0.8658, loss_cls: 1.3439, loss: 1.3439, grad_norm: 4.8285 2020-07-25 16:02:53,621 - mmaction - INFO - Epoch [51][740/940] lr: 1.000e-03, eta: 12:24:33, time: 1.010, data_time: 0.006, memory: 8343, top1_acc: 0.6707, top5_acc: 0.8637, loss_cls: 1.3389, loss: 1.3389, grad_norm: 4.8886 2020-07-25 16:03:12,055 - mmaction - INFO - Epoch [51][760/940] lr: 1.000e-03, eta: 12:24:13, time: 0.924, data_time: 0.006, memory: 8343, top1_acc: 0.6965, top5_acc: 0.8666, loss_cls: 1.2679, loss: 1.2679, grad_norm: 4.6890 2020-07-25 16:03:31,344 - mmaction - INFO - Epoch [51][780/940] lr: 1.000e-03, eta: 12:23:53, time: 0.961, data_time: 0.007, memory: 8343, top1_acc: 0.6754, top5_acc: 0.8650, loss_cls: 1.3164, loss: 1.3164, grad_norm: 4.7770 2020-07-25 16:03:50,360 - mmaction - INFO - Epoch [51][800/940] lr: 1.000e-03, eta: 12:23:34, time: 0.954, data_time: 0.009, memory: 8343, top1_acc: 0.6570, top5_acc: 0.8516, loss_cls: 1.4007, loss: 1.4007, grad_norm: 4.9162 2020-07-25 16:04:08,511 - mmaction - INFO - Epoch [51][820/940] lr: 1.000e-03, eta: 12:23:13, time: 0.908, data_time: 0.007, memory: 8343, top1_acc: 0.6705, top5_acc: 0.8637, loss_cls: 1.3258, loss: 1.3258, grad_norm: 4.7827 2020-07-25 16:04:28,524 - mmaction - INFO - Epoch [51][840/940] lr: 1.000e-03, eta: 12:22:55, time: 1.001, data_time: 0.002, memory: 8343, top1_acc: 0.6787, top5_acc: 0.8633, loss_cls: 1.3182, loss: 1.3182, grad_norm: 4.7866 2020-07-25 16:04:47,472 - mmaction - INFO - Epoch [51][860/940] lr: 1.000e-03, eta: 12:22:35, time: 0.942, data_time: 0.004, memory: 8343, top1_acc: 0.6816, top5_acc: 0.8668, loss_cls: 1.2999, loss: 1.2999, grad_norm: 4.7175 2020-07-25 16:05:06,780 - mmaction - INFO - Epoch [51][880/940] lr: 1.000e-03, eta: 12:22:16, time: 0.970, data_time: 0.008, memory: 8343, top1_acc: 0.6658, top5_acc: 0.8543, loss_cls: 1.3960, loss: 1.3960, grad_norm: 4.8886 2020-07-25 16:05:26,566 - mmaction - INFO - Epoch [51][900/940] lr: 1.000e-03, eta: 12:21:57, time: 0.990, data_time: 0.003, memory: 8343, top1_acc: 0.6664, top5_acc: 0.8586, loss_cls: 1.3638, loss: 1.3638, grad_norm: 4.8192 2020-07-25 16:05:46,340 - mmaction - INFO - Epoch [51][920/940] lr: 1.000e-03, eta: 12:21:38, time: 0.987, data_time: 0.002, memory: 8343, top1_acc: 0.6832, top5_acc: 0.8680, loss_cls: 1.2905, loss: 1.2905, grad_norm: 4.7338 2020-07-25 16:06:04,306 - mmaction - INFO - Epoch [51][940/940] lr: 1.000e-03, eta: 12:21:17, time: 0.900, data_time: 0.008, memory: 8343, top1_acc: 0.6689, top5_acc: 0.8585, loss_cls: 1.3431, loss: 1.3431, grad_norm: 4.8433 2020-07-25 16:06:04,701 - mmaction - INFO - Saving checkpoint at 51 epochs 2020-07-25 16:06:34,859 - mmaction - INFO - Epoch [52][20/940] lr: 1.000e-03, eta: 12:21:08, time: 1.470, data_time: 0.652, memory: 8343, top1_acc: 0.6799, top5_acc: 0.8684, loss_cls: 1.2831, loss: 1.2831, grad_norm: 4.7535 2020-07-25 16:06:51,369 - mmaction - INFO - Epoch [52][40/940] lr: 1.000e-03, eta: 12:20:46, time: 0.835, data_time: 0.012, memory: 8343, top1_acc: 0.6697, top5_acc: 0.8682, loss_cls: 1.3175, loss: 1.3175, grad_norm: 4.7515 2020-07-25 16:07:10,101 - mmaction - INFO - Epoch [52][60/940] lr: 1.000e-03, eta: 12:20:26, time: 0.933, data_time: 0.005, memory: 8343, top1_acc: 0.6621, top5_acc: 0.8570, loss_cls: 1.3644, loss: 1.3644, grad_norm: 4.8159 2020-07-25 16:07:28,644 - mmaction - INFO - Epoch [52][80/940] lr: 1.000e-03, eta: 12:20:06, time: 0.928, data_time: 0.008, memory: 8343, top1_acc: 0.6717, top5_acc: 0.8646, loss_cls: 1.3167, loss: 1.3167, grad_norm: 4.7760 2020-07-25 16:07:48,726 - mmaction - INFO - Epoch [52][100/940] lr: 1.000e-03, eta: 12:19:47, time: 1.002, data_time: 0.007, memory: 8343, top1_acc: 0.6820, top5_acc: 0.8641, loss_cls: 1.3023, loss: 1.3023, grad_norm: 4.7440 2020-07-25 16:08:07,200 - mmaction - INFO - Epoch [52][120/940] lr: 1.000e-03, eta: 12:19:27, time: 0.929, data_time: 0.007, memory: 8343, top1_acc: 0.6691, top5_acc: 0.8586, loss_cls: 1.3409, loss: 1.3409, grad_norm: 4.8151 2020-07-25 16:08:27,017 - mmaction - INFO - Epoch [52][140/940] lr: 1.000e-03, eta: 12:19:08, time: 0.990, data_time: 0.002, memory: 8343, top1_acc: 0.6721, top5_acc: 0.8594, loss_cls: 1.3290, loss: 1.3290, grad_norm: 4.7922 2020-07-25 16:08:46,652 - mmaction - INFO - Epoch [52][160/940] lr: 1.000e-03, eta: 12:18:49, time: 0.981, data_time: 0.006, memory: 8343, top1_acc: 0.6680, top5_acc: 0.8588, loss_cls: 1.3435, loss: 1.3435, grad_norm: 4.8467 2020-07-25 16:09:05,502 - mmaction - INFO - Epoch [52][180/940] lr: 1.000e-03, eta: 12:18:30, time: 0.942, data_time: 0.005, memory: 8343, top1_acc: 0.6598, top5_acc: 0.8596, loss_cls: 1.3839, loss: 1.3839, grad_norm: 4.8702 2020-07-25 16:09:24,827 - mmaction - INFO - Epoch [52][200/940] lr: 1.000e-03, eta: 12:18:10, time: 0.968, data_time: 0.003, memory: 8343, top1_acc: 0.6701, top5_acc: 0.8621, loss_cls: 1.3513, loss: 1.3513, grad_norm: 4.8269 2020-07-25 16:09:45,080 - mmaction - INFO - Epoch [52][220/940] lr: 1.000e-03, eta: 12:17:52, time: 1.008, data_time: 0.005, memory: 8343, top1_acc: 0.6779, top5_acc: 0.8727, loss_cls: 1.2903, loss: 1.2903, grad_norm: 4.6878 2020-07-25 16:10:03,132 - mmaction - INFO - Epoch [52][240/940] lr: 1.000e-03, eta: 12:17:31, time: 0.907, data_time: 0.007, memory: 8343, top1_acc: 0.6678, top5_acc: 0.8650, loss_cls: 1.3235, loss: 1.3235, grad_norm: 4.7654 2020-07-25 16:10:23,012 - mmaction - INFO - Epoch [52][260/940] lr: 1.000e-03, eta: 12:17:13, time: 0.992, data_time: 0.002, memory: 8343, top1_acc: 0.6715, top5_acc: 0.8631, loss_cls: 1.3391, loss: 1.3391, grad_norm: 4.8689 2020-07-25 16:10:43,096 - mmaction - INFO - Epoch [52][280/940] lr: 1.000e-03, eta: 12:16:54, time: 1.006, data_time: 0.008, memory: 8343, top1_acc: 0.6750, top5_acc: 0.8600, loss_cls: 1.3409, loss: 1.3409, grad_norm: 4.8497 2020-07-25 16:11:01,940 - mmaction - INFO - Epoch [52][300/940] lr: 1.000e-03, eta: 12:16:34, time: 0.944, data_time: 0.006, memory: 8343, top1_acc: 0.6791, top5_acc: 0.8639, loss_cls: 1.3275, loss: 1.3275, grad_norm: 4.8606 2020-07-25 16:11:22,086 - mmaction - INFO - Epoch [52][320/940] lr: 1.000e-03, eta: 12:16:16, time: 1.006, data_time: 0.005, memory: 8343, top1_acc: 0.6729, top5_acc: 0.8656, loss_cls: 1.2888, loss: 1.2888, grad_norm: 4.8226 2020-07-25 16:11:42,840 - mmaction - INFO - Epoch [52][340/940] lr: 1.000e-03, eta: 12:15:58, time: 1.038, data_time: 0.004, memory: 8343, top1_acc: 0.6650, top5_acc: 0.8604, loss_cls: 1.3480, loss: 1.3480, grad_norm: 4.7971 2020-07-25 16:12:01,098 - mmaction - INFO - Epoch [52][360/940] lr: 1.000e-03, eta: 12:15:37, time: 0.911, data_time: 0.003, memory: 8343, top1_acc: 0.6803, top5_acc: 0.8695, loss_cls: 1.2907, loss: 1.2907, grad_norm: 4.7411 2020-07-25 16:12:21,263 - mmaction - INFO - Epoch [52][380/940] lr: 1.000e-03, eta: 12:15:19, time: 1.009, data_time: 0.004, memory: 8343, top1_acc: 0.6662, top5_acc: 0.8643, loss_cls: 1.3533, loss: 1.3533, grad_norm: 4.9145 2020-07-25 16:12:41,386 - mmaction - INFO - Epoch [52][400/940] lr: 1.000e-03, eta: 12:15:00, time: 1.002, data_time: 0.008, memory: 8343, top1_acc: 0.6639, top5_acc: 0.8598, loss_cls: 1.3408, loss: 1.3408, grad_norm: 4.7850 2020-07-25 16:13:00,544 - mmaction - INFO - Epoch [52][420/940] lr: 1.000e-03, eta: 12:14:41, time: 0.964, data_time: 0.008, memory: 8343, top1_acc: 0.6805, top5_acc: 0.8711, loss_cls: 1.2995, loss: 1.2995, grad_norm: 4.7812 2020-07-25 16:13:20,614 - mmaction - INFO - Epoch [52][440/940] lr: 1.000e-03, eta: 12:14:22, time: 0.997, data_time: 0.006, memory: 8343, top1_acc: 0.6762, top5_acc: 0.8715, loss_cls: 1.3000, loss: 1.3000, grad_norm: 4.8073 2020-07-25 16:13:39,811 - mmaction - INFO - Epoch [52][460/940] lr: 1.000e-03, eta: 12:14:03, time: 0.966, data_time: 0.009, memory: 8343, top1_acc: 0.6795, top5_acc: 0.8646, loss_cls: 1.3111, loss: 1.3111, grad_norm: 4.7848 2020-07-25 16:14:00,868 - mmaction - INFO - Epoch [52][480/940] lr: 1.000e-03, eta: 12:13:45, time: 1.048, data_time: 0.006, memory: 8343, top1_acc: 0.6734, top5_acc: 0.8570, loss_cls: 1.3293, loss: 1.3293, grad_norm: 4.7579 2020-07-25 16:14:20,465 - mmaction - INFO - Epoch [52][500/940] lr: 1.000e-03, eta: 12:13:26, time: 0.985, data_time: 0.010, memory: 8343, top1_acc: 0.6734, top5_acc: 0.8592, loss_cls: 1.3305, loss: 1.3305, grad_norm: 4.7668 2020-07-25 16:14:40,744 - mmaction - INFO - Epoch [52][520/940] lr: 1.000e-03, eta: 12:13:08, time: 1.013, data_time: 0.005, memory: 8343, top1_acc: 0.6756, top5_acc: 0.8607, loss_cls: 1.3435, loss: 1.3435, grad_norm: 4.8143 2020-07-25 16:14:59,708 - mmaction - INFO - Epoch [52][540/940] lr: 1.000e-03, eta: 12:12:48, time: 0.948, data_time: 0.006, memory: 8343, top1_acc: 0.6777, top5_acc: 0.8660, loss_cls: 1.3196, loss: 1.3196, grad_norm: 4.8498 2020-07-25 16:15:20,136 - mmaction - INFO - Epoch [52][560/940] lr: 1.000e-03, eta: 12:12:30, time: 1.015, data_time: 0.006, memory: 8343, top1_acc: 0.6721, top5_acc: 0.8586, loss_cls: 1.3541, loss: 1.3541, grad_norm: 4.8457 2020-07-25 16:15:40,646 - mmaction - INFO - Epoch [52][580/940] lr: 1.000e-03, eta: 12:12:12, time: 1.031, data_time: 0.009, memory: 8343, top1_acc: 0.6687, top5_acc: 0.8559, loss_cls: 1.3753, loss: 1.3753, grad_norm: 4.9025 2020-07-25 16:16:00,246 - mmaction - INFO - Epoch [52][600/940] lr: 1.000e-03, eta: 12:11:52, time: 0.976, data_time: 0.008, memory: 8343, top1_acc: 0.6746, top5_acc: 0.8715, loss_cls: 1.2992, loss: 1.2992, grad_norm: 4.8436 2020-07-25 16:16:20,478 - mmaction - INFO - Epoch [52][620/940] lr: 1.000e-03, eta: 12:11:34, time: 1.018, data_time: 0.009, memory: 8343, top1_acc: 0.6756, top5_acc: 0.8646, loss_cls: 1.3136, loss: 1.3136, grad_norm: 4.7698 2020-07-25 16:16:38,654 - mmaction - INFO - Epoch [52][640/940] lr: 1.000e-03, eta: 12:11:14, time: 0.903, data_time: 0.007, memory: 8343, top1_acc: 0.6678, top5_acc: 0.8648, loss_cls: 1.3084, loss: 1.3084, grad_norm: 4.7542 2020-07-25 16:16:59,172 - mmaction - INFO - Epoch [52][660/940] lr: 1.000e-03, eta: 12:10:55, time: 1.029, data_time: 0.009, memory: 8343, top1_acc: 0.6721, top5_acc: 0.8633, loss_cls: 1.3182, loss: 1.3182, grad_norm: 4.9061 2020-07-25 16:17:18,691 - mmaction - INFO - Epoch [52][680/940] lr: 1.000e-03, eta: 12:10:36, time: 0.973, data_time: 0.010, memory: 8343, top1_acc: 0.6740, top5_acc: 0.8646, loss_cls: 1.3105, loss: 1.3105, grad_norm: 4.7588 2020-07-25 16:17:38,142 - mmaction - INFO - Epoch [52][700/940] lr: 1.000e-03, eta: 12:10:17, time: 0.978, data_time: 0.008, memory: 8343, top1_acc: 0.6775, top5_acc: 0.8672, loss_cls: 1.3112, loss: 1.3112, grad_norm: 4.7994 2020-07-25 16:17:58,641 - mmaction - INFO - Epoch [52][720/940] lr: 1.000e-03, eta: 12:09:59, time: 1.023, data_time: 0.002, memory: 8343, top1_acc: 0.6818, top5_acc: 0.8705, loss_cls: 1.2906, loss: 1.2906, grad_norm: 4.8294 2020-07-25 16:18:19,260 - mmaction - INFO - Epoch [52][740/940] lr: 1.000e-03, eta: 12:09:41, time: 1.032, data_time: 0.008, memory: 8343, top1_acc: 0.6740, top5_acc: 0.8684, loss_cls: 1.3208, loss: 1.3208, grad_norm: 4.8631 2020-07-25 16:18:38,619 - mmaction - INFO - Epoch [52][760/940] lr: 1.000e-03, eta: 12:09:22, time: 0.969, data_time: 0.005, memory: 8343, top1_acc: 0.6703, top5_acc: 0.8639, loss_cls: 1.3524, loss: 1.3524, grad_norm: 4.8634 2020-07-25 16:18:58,731 - mmaction - INFO - Epoch [52][780/940] lr: 1.000e-03, eta: 12:09:03, time: 1.006, data_time: 0.006, memory: 8343, top1_acc: 0.6717, top5_acc: 0.8682, loss_cls: 1.3067, loss: 1.3067, grad_norm: 4.8807 2020-07-25 16:19:17,031 - mmaction - INFO - Epoch [52][800/940] lr: 1.000e-03, eta: 12:08:43, time: 0.915, data_time: 0.005, memory: 8343, top1_acc: 0.6814, top5_acc: 0.8609, loss_cls: 1.3172, loss: 1.3172, grad_norm: 4.8021 2020-07-25 16:19:37,191 - mmaction - INFO - Epoch [52][820/940] lr: 1.000e-03, eta: 12:08:24, time: 1.006, data_time: 0.003, memory: 8343, top1_acc: 0.6865, top5_acc: 0.8635, loss_cls: 1.2924, loss: 1.2924, grad_norm: 4.8219 2020-07-25 16:19:56,612 - mmaction - INFO - Epoch [52][840/940] lr: 1.000e-03, eta: 12:08:05, time: 0.973, data_time: 0.009, memory: 8343, top1_acc: 0.6746, top5_acc: 0.8627, loss_cls: 1.3215, loss: 1.3215, grad_norm: 4.8518 2020-07-25 16:20:16,944 - mmaction - INFO - Epoch [52][860/940] lr: 1.000e-03, eta: 12:07:46, time: 1.014, data_time: 0.007, memory: 8343, top1_acc: 0.6566, top5_acc: 0.8652, loss_cls: 1.3576, loss: 1.3576, grad_norm: 5.0207 2020-07-25 16:20:35,567 - mmaction - INFO - Epoch [52][880/940] lr: 1.000e-03, eta: 12:07:27, time: 0.932, data_time: 0.003, memory: 8343, top1_acc: 0.6752, top5_acc: 0.8623, loss_cls: 1.3234, loss: 1.3234, grad_norm: 4.8257 2020-07-25 16:20:55,827 - mmaction - INFO - Epoch [52][900/940] lr: 1.000e-03, eta: 12:07:08, time: 1.014, data_time: 0.006, memory: 8343, top1_acc: 0.6775, top5_acc: 0.8619, loss_cls: 1.3299, loss: 1.3299, grad_norm: 4.8609 2020-07-25 16:21:17,142 - mmaction - INFO - Epoch [52][920/940] lr: 1.000e-03, eta: 12:06:51, time: 1.065, data_time: 0.002, memory: 8343, top1_acc: 0.6678, top5_acc: 0.8611, loss_cls: 1.3480, loss: 1.3480, grad_norm: 4.9120 2020-07-25 16:21:34,789 - mmaction - INFO - Epoch [52][940/940] lr: 1.000e-03, eta: 12:06:30, time: 0.881, data_time: 0.007, memory: 8343, top1_acc: 0.6646, top5_acc: 0.8567, loss_cls: 1.3717, loss: 1.3717, grad_norm: 5.0435 2020-07-25 16:21:35,205 - mmaction - INFO - Saving checkpoint at 52 epochs 2020-07-25 16:22:02,501 - mmaction - INFO - Epoch [53][20/940] lr: 1.000e-03, eta: 12:06:17, time: 1.344, data_time: 0.519, memory: 8343, top1_acc: 0.6787, top5_acc: 0.8645, loss_cls: 1.3366, loss: 1.3366, grad_norm: 4.8469 2020-07-25 16:22:21,620 - mmaction - INFO - Epoch [53][40/940] lr: 1.000e-03, eta: 12:05:58, time: 0.957, data_time: 0.003, memory: 8343, top1_acc: 0.6785, top5_acc: 0.8607, loss_cls: 1.3330, loss: 1.3330, grad_norm: 4.8596 2020-07-25 16:22:40,336 - mmaction - INFO - Epoch [53][60/940] lr: 1.000e-03, eta: 12:05:38, time: 0.928, data_time: 0.004, memory: 8343, top1_acc: 0.6789, top5_acc: 0.8570, loss_cls: 1.3295, loss: 1.3295, grad_norm: 4.8044 2020-07-25 16:22:58,363 - mmaction - INFO - Epoch [53][80/940] lr: 1.000e-03, eta: 12:05:17, time: 0.908, data_time: 0.011, memory: 8343, top1_acc: 0.6814, top5_acc: 0.8680, loss_cls: 1.3137, loss: 1.3137, grad_norm: 4.9056 2020-07-25 16:23:18,916 - mmaction - INFO - Epoch [53][100/940] lr: 1.000e-03, eta: 12:04:59, time: 1.028, data_time: 0.006, memory: 8343, top1_acc: 0.6764, top5_acc: 0.8727, loss_cls: 1.3028, loss: 1.3028, grad_norm: 4.8320 2020-07-25 16:23:37,828 - mmaction - INFO - Epoch [53][120/940] lr: 1.000e-03, eta: 12:04:40, time: 0.945, data_time: 0.003, memory: 8343, top1_acc: 0.6748, top5_acc: 0.8584, loss_cls: 1.3276, loss: 1.3276, grad_norm: 4.8952 2020-07-25 16:23:57,113 - mmaction - INFO - Epoch [53][140/940] lr: 1.000e-03, eta: 12:04:20, time: 0.965, data_time: 0.006, memory: 8343, top1_acc: 0.6742, top5_acc: 0.8666, loss_cls: 1.3280, loss: 1.3280, grad_norm: 4.9374 2020-07-25 16:24:16,496 - mmaction - INFO - Epoch [53][160/940] lr: 1.000e-03, eta: 12:04:01, time: 0.964, data_time: 0.008, memory: 8343, top1_acc: 0.6805, top5_acc: 0.8738, loss_cls: 1.2893, loss: 1.2893, grad_norm: 4.7652 2020-07-25 16:24:37,128 - mmaction - INFO - Epoch [53][180/940] lr: 1.000e-03, eta: 12:03:43, time: 1.036, data_time: 0.008, memory: 8343, top1_acc: 0.6742, top5_acc: 0.8703, loss_cls: 1.3166, loss: 1.3166, grad_norm: 4.8806 2020-07-25 16:24:56,786 - mmaction - INFO - Epoch [53][200/940] lr: 1.000e-03, eta: 12:03:24, time: 0.983, data_time: 0.008, memory: 8343, top1_acc: 0.6857, top5_acc: 0.8703, loss_cls: 1.2892, loss: 1.2892, grad_norm: 4.7822 2020-07-25 16:25:15,654 - mmaction - INFO - Epoch [53][220/940] lr: 1.000e-03, eta: 12:03:04, time: 0.945, data_time: 0.003, memory: 8343, top1_acc: 0.6900, top5_acc: 0.8703, loss_cls: 1.2659, loss: 1.2659, grad_norm: 4.7758 2020-07-25 16:25:35,538 - mmaction - INFO - Epoch [53][240/940] lr: 1.000e-03, eta: 12:02:45, time: 0.988, data_time: 0.007, memory: 8343, top1_acc: 0.6754, top5_acc: 0.8609, loss_cls: 1.3195, loss: 1.3195, grad_norm: 4.8888 2020-07-25 16:25:54,579 - mmaction - INFO - Epoch [53][260/940] lr: 1.000e-03, eta: 12:02:26, time: 0.958, data_time: 0.009, memory: 8343, top1_acc: 0.6793, top5_acc: 0.8682, loss_cls: 1.2895, loss: 1.2895, grad_norm: 4.8160 2020-07-25 16:26:13,643 - mmaction - INFO - Epoch [53][280/940] lr: 1.000e-03, eta: 12:02:06, time: 0.954, data_time: 0.007, memory: 8343, top1_acc: 0.6764, top5_acc: 0.8684, loss_cls: 1.2819, loss: 1.2819, grad_norm: 4.7961 2020-07-25 16:26:32,334 - mmaction - INFO - Epoch [53][300/940] lr: 1.000e-03, eta: 12:01:46, time: 0.932, data_time: 0.006, memory: 8343, top1_acc: 0.6670, top5_acc: 0.8648, loss_cls: 1.3250, loss: 1.3250, grad_norm: 4.8808 2020-07-25 16:26:51,856 - mmaction - INFO - Epoch [53][320/940] lr: 1.000e-03, eta: 12:01:27, time: 0.978, data_time: 0.008, memory: 8343, top1_acc: 0.6748, top5_acc: 0.8615, loss_cls: 1.3384, loss: 1.3384, grad_norm: 4.9756 2020-07-25 16:27:11,844 - mmaction - INFO - Epoch [53][340/940] lr: 1.000e-03, eta: 12:01:08, time: 0.992, data_time: 0.005, memory: 8343, top1_acc: 0.6723, top5_acc: 0.8703, loss_cls: 1.3065, loss: 1.3065, grad_norm: 4.9694 2020-07-25 16:27:32,003 - mmaction - INFO - Epoch [53][360/940] lr: 1.000e-03, eta: 12:00:50, time: 1.015, data_time: 0.010, memory: 8343, top1_acc: 0.6771, top5_acc: 0.8670, loss_cls: 1.3098, loss: 1.3098, grad_norm: 4.9004 2020-07-25 16:27:50,901 - mmaction - INFO - Epoch [53][380/940] lr: 1.000e-03, eta: 12:00:30, time: 0.945, data_time: 0.004, memory: 8343, top1_acc: 0.6664, top5_acc: 0.8602, loss_cls: 1.3499, loss: 1.3499, grad_norm: 4.9032 2020-07-25 16:28:10,884 - mmaction - INFO - Epoch [53][400/940] lr: 1.000e-03, eta: 12:00:11, time: 0.994, data_time: 0.005, memory: 8343, top1_acc: 0.6789, top5_acc: 0.8602, loss_cls: 1.3145, loss: 1.3145, grad_norm: 4.8351 2020-07-25 16:28:29,757 - mmaction - INFO - Epoch [53][420/940] lr: 1.000e-03, eta: 11:59:52, time: 0.947, data_time: 0.009, memory: 8343, top1_acc: 0.6818, top5_acc: 0.8654, loss_cls: 1.3203, loss: 1.3203, grad_norm: 4.9175 2020-07-25 16:28:49,392 - mmaction - INFO - Epoch [53][440/940] lr: 1.000e-03, eta: 11:59:32, time: 0.977, data_time: 0.008, memory: 8343, top1_acc: 0.6777, top5_acc: 0.8615, loss_cls: 1.3165, loss: 1.3165, grad_norm: 4.8387 2020-07-25 16:29:08,821 - mmaction - INFO - Epoch [53][460/940] lr: 1.000e-03, eta: 11:59:13, time: 0.977, data_time: 0.009, memory: 8343, top1_acc: 0.6723, top5_acc: 0.8625, loss_cls: 1.3349, loss: 1.3349, grad_norm: 4.8882 2020-07-25 16:29:27,436 - mmaction - INFO - Epoch [53][480/940] lr: 1.000e-03, eta: 11:58:53, time: 0.931, data_time: 0.008, memory: 8343, top1_acc: 0.6752, top5_acc: 0.8627, loss_cls: 1.3289, loss: 1.3289, grad_norm: 4.8358 2020-07-25 16:29:47,706 - mmaction - INFO - Epoch [53][500/940] lr: 1.000e-03, eta: 11:58:35, time: 1.013, data_time: 0.004, memory: 8343, top1_acc: 0.6727, top5_acc: 0.8686, loss_cls: 1.3051, loss: 1.3051, grad_norm: 4.8080 2020-07-25 16:30:07,792 - mmaction - INFO - Epoch [53][520/940] lr: 1.000e-03, eta: 11:58:16, time: 1.005, data_time: 0.007, memory: 8343, top1_acc: 0.6680, top5_acc: 0.8633, loss_cls: 1.3627, loss: 1.3627, grad_norm: 4.9311 2020-07-25 16:30:25,140 - mmaction - INFO - Epoch [53][540/940] lr: 1.000e-03, eta: 11:57:55, time: 0.867, data_time: 0.001, memory: 8343, top1_acc: 0.6781, top5_acc: 0.8689, loss_cls: 1.2980, loss: 1.2980, grad_norm: 4.7548 2020-07-25 16:30:46,292 - mmaction - INFO - Epoch [53][560/940] lr: 1.000e-03, eta: 11:57:37, time: 1.053, data_time: 0.007, memory: 8343, top1_acc: 0.6684, top5_acc: 0.8613, loss_cls: 1.3324, loss: 1.3324, grad_norm: 4.9150 2020-07-25 16:31:05,254 - mmaction - INFO - Epoch [53][580/940] lr: 1.000e-03, eta: 11:57:18, time: 0.953, data_time: 0.007, memory: 8343, top1_acc: 0.6730, top5_acc: 0.8617, loss_cls: 1.3277, loss: 1.3277, grad_norm: 4.8603 2020-07-25 16:31:23,445 - mmaction - INFO - Epoch [53][600/940] lr: 1.000e-03, eta: 11:56:57, time: 0.906, data_time: 0.006, memory: 8343, top1_acc: 0.6697, top5_acc: 0.8645, loss_cls: 1.3446, loss: 1.3446, grad_norm: 4.9414 2020-07-25 16:31:42,974 - mmaction - INFO - Epoch [53][620/940] lr: 1.000e-03, eta: 11:56:38, time: 0.980, data_time: 0.008, memory: 8343, top1_acc: 0.6676, top5_acc: 0.8596, loss_cls: 1.3400, loss: 1.3400, grad_norm: 4.9681 2020-07-25 16:32:02,336 - mmaction - INFO - Epoch [53][640/940] lr: 1.000e-03, eta: 11:56:19, time: 0.965, data_time: 0.007, memory: 8343, top1_acc: 0.6818, top5_acc: 0.8656, loss_cls: 1.3120, loss: 1.3120, grad_norm: 4.8672 2020-07-25 16:32:23,503 - mmaction - INFO - Epoch [53][660/940] lr: 1.000e-03, eta: 11:56:01, time: 1.061, data_time: 0.007, memory: 8343, top1_acc: 0.6701, top5_acc: 0.8531, loss_cls: 1.3444, loss: 1.3444, grad_norm: 4.7921 2020-07-25 16:32:41,353 - mmaction - INFO - Epoch [53][680/940] lr: 1.000e-03, eta: 11:55:41, time: 0.892, data_time: 0.006, memory: 8343, top1_acc: 0.6824, top5_acc: 0.8654, loss_cls: 1.3301, loss: 1.3301, grad_norm: 4.7985 2020-07-25 16:33:01,178 - mmaction - INFO - Epoch [53][700/940] lr: 1.000e-03, eta: 11:55:22, time: 0.989, data_time: 0.008, memory: 8343, top1_acc: 0.6760, top5_acc: 0.8607, loss_cls: 1.3130, loss: 1.3130, grad_norm: 4.8453 2020-07-25 16:33:19,656 - mmaction - INFO - Epoch [53][720/940] lr: 1.000e-03, eta: 11:55:02, time: 0.928, data_time: 0.009, memory: 8343, top1_acc: 0.6709, top5_acc: 0.8660, loss_cls: 1.3317, loss: 1.3317, grad_norm: 4.8999 2020-07-25 16:33:38,303 - mmaction - INFO - Epoch [53][740/940] lr: 1.000e-03, eta: 11:54:42, time: 0.926, data_time: 0.007, memory: 8343, top1_acc: 0.6785, top5_acc: 0.8605, loss_cls: 1.3128, loss: 1.3128, grad_norm: 4.8432 2020-07-25 16:33:57,827 - mmaction - INFO - Epoch [53][760/940] lr: 1.000e-03, eta: 11:54:23, time: 0.980, data_time: 0.009, memory: 8343, top1_acc: 0.6744, top5_acc: 0.8631, loss_cls: 1.3197, loss: 1.3197, grad_norm: 4.9166 2020-07-25 16:34:17,811 - mmaction - INFO - Epoch [53][780/940] lr: 1.000e-03, eta: 11:54:04, time: 0.996, data_time: 0.008, memory: 8343, top1_acc: 0.6648, top5_acc: 0.8588, loss_cls: 1.3577, loss: 1.3577, grad_norm: 4.9648 2020-07-25 16:34:36,969 - mmaction - INFO - Epoch [53][800/940] lr: 1.000e-03, eta: 11:53:44, time: 0.963, data_time: 0.008, memory: 8343, top1_acc: 0.6744, top5_acc: 0.8658, loss_cls: 1.3169, loss: 1.3169, grad_norm: 4.8375 2020-07-25 16:34:57,183 - mmaction - INFO - Epoch [53][820/940] lr: 1.000e-03, eta: 11:53:26, time: 1.010, data_time: 0.006, memory: 8343, top1_acc: 0.6758, top5_acc: 0.8627, loss_cls: 1.3113, loss: 1.3113, grad_norm: 4.7848 2020-07-25 16:35:16,196 - mmaction - INFO - Epoch [53][840/940] lr: 1.000e-03, eta: 11:53:06, time: 0.951, data_time: 0.004, memory: 8343, top1_acc: 0.6771, top5_acc: 0.8637, loss_cls: 1.3250, loss: 1.3250, grad_norm: 4.8911 2020-07-25 16:35:35,383 - mmaction - INFO - Epoch [53][860/940] lr: 1.000e-03, eta: 11:52:47, time: 0.955, data_time: 0.007, memory: 8343, top1_acc: 0.6604, top5_acc: 0.8588, loss_cls: 1.3734, loss: 1.3734, grad_norm: 4.9799 2020-07-25 16:35:53,760 - mmaction - INFO - Epoch [53][880/940] lr: 1.000e-03, eta: 11:52:27, time: 0.923, data_time: 0.008, memory: 8343, top1_acc: 0.6719, top5_acc: 0.8625, loss_cls: 1.3370, loss: 1.3370, grad_norm: 4.9191 2020-07-25 16:36:13,263 - mmaction - INFO - Epoch [53][900/940] lr: 1.000e-03, eta: 11:52:07, time: 0.974, data_time: 0.008, memory: 8343, top1_acc: 0.6689, top5_acc: 0.8535, loss_cls: 1.3783, loss: 1.3783, grad_norm: 4.9522 2020-07-25 16:36:32,113 - mmaction - INFO - Epoch [53][920/940] lr: 1.000e-03, eta: 11:51:48, time: 0.943, data_time: 0.007, memory: 8343, top1_acc: 0.6641, top5_acc: 0.8584, loss_cls: 1.3437, loss: 1.3437, grad_norm: 4.8987 2020-07-25 16:36:49,775 - mmaction - INFO - Epoch [53][940/940] lr: 1.000e-03, eta: 11:51:27, time: 0.885, data_time: 0.008, memory: 8343, top1_acc: 0.6608, top5_acc: 0.8567, loss_cls: 1.3732, loss: 1.3732, grad_norm: 5.0554 2020-07-25 16:36:50,145 - mmaction - INFO - Saving checkpoint at 53 epochs 2020-07-25 16:37:16,089 - mmaction - INFO - Epoch [54][20/940] lr: 1.000e-03, eta: 11:51:13, time: 1.276, data_time: 0.484, memory: 8343, top1_acc: 0.6746, top5_acc: 0.8582, loss_cls: 1.3412, loss: 1.3412, grad_norm: 4.8521 2020-07-25 16:37:35,066 - mmaction - INFO - Epoch [54][40/940] lr: 1.000e-03, eta: 11:50:53, time: 0.949, data_time: 0.013, memory: 8343, top1_acc: 0.6836, top5_acc: 0.8729, loss_cls: 1.2920, loss: 1.2920, grad_norm: 4.8133 2020-07-25 16:37:53,253 - mmaction - INFO - Epoch [54][60/940] lr: 1.000e-03, eta: 11:50:33, time: 0.912, data_time: 0.005, memory: 8343, top1_acc: 0.6885, top5_acc: 0.8736, loss_cls: 1.2766, loss: 1.2766, grad_norm: 4.7773 2020-07-25 16:38:12,116 - mmaction - INFO - Epoch [54][80/940] lr: 1.000e-03, eta: 11:50:13, time: 0.937, data_time: 0.005, memory: 8343, top1_acc: 0.6709, top5_acc: 0.8658, loss_cls: 1.3371, loss: 1.3371, grad_norm: 4.9193 2020-07-25 16:38:30,787 - mmaction - INFO - Epoch [54][100/940] lr: 1.000e-03, eta: 11:49:54, time: 0.938, data_time: 0.008, memory: 8343, top1_acc: 0.6721, top5_acc: 0.8545, loss_cls: 1.3238, loss: 1.3238, grad_norm: 4.8609 2020-07-25 16:38:50,172 - mmaction - INFO - Epoch [54][120/940] lr: 1.000e-03, eta: 11:49:34, time: 0.970, data_time: 0.008, memory: 8343, top1_acc: 0.6670, top5_acc: 0.8592, loss_cls: 1.3893, loss: 1.3893, grad_norm: 4.9850 2020-07-25 16:39:09,029 - mmaction - INFO - Epoch [54][140/940] lr: 1.000e-03, eta: 11:49:14, time: 0.941, data_time: 0.003, memory: 8343, top1_acc: 0.6809, top5_acc: 0.8652, loss_cls: 1.2888, loss: 1.2888, grad_norm: 4.8419 2020-07-25 16:39:28,793 - mmaction - INFO - Epoch [54][160/940] lr: 1.000e-03, eta: 11:48:56, time: 0.987, data_time: 0.008, memory: 8343, top1_acc: 0.6865, top5_acc: 0.8625, loss_cls: 1.3075, loss: 1.3075, grad_norm: 4.8168 2020-07-25 16:39:47,800 - mmaction - INFO - Epoch [54][180/940] lr: 1.000e-03, eta: 11:48:36, time: 0.953, data_time: 0.008, memory: 8343, top1_acc: 0.6721, top5_acc: 0.8564, loss_cls: 1.3498, loss: 1.3498, grad_norm: 4.8790 2020-07-25 16:40:07,856 - mmaction - INFO - Epoch [54][200/940] lr: 1.000e-03, eta: 11:48:17, time: 1.001, data_time: 0.002, memory: 8343, top1_acc: 0.6723, top5_acc: 0.8668, loss_cls: 1.3213, loss: 1.3213, grad_norm: 4.8759 2020-07-25 16:40:28,589 - mmaction - INFO - Epoch [54][220/940] lr: 1.000e-03, eta: 11:47:59, time: 1.039, data_time: 0.004, memory: 8343, top1_acc: 0.6848, top5_acc: 0.8744, loss_cls: 1.2651, loss: 1.2651, grad_norm: 4.8557 2020-07-25 16:40:46,014 - mmaction - INFO - Epoch [54][240/940] lr: 1.000e-03, eta: 11:47:38, time: 0.868, data_time: 0.007, memory: 8343, top1_acc: 0.6762, top5_acc: 0.8662, loss_cls: 1.3076, loss: 1.3076, grad_norm: 4.8776 2020-07-25 16:41:04,636 - mmaction - INFO - Epoch [54][260/940] lr: 1.000e-03, eta: 11:47:18, time: 0.934, data_time: 0.008, memory: 8343, top1_acc: 0.6941, top5_acc: 0.8691, loss_cls: 1.2804, loss: 1.2804, grad_norm: 4.7369 2020-07-25 16:41:23,890 - mmaction - INFO - Epoch [54][280/940] lr: 1.000e-03, eta: 11:46:59, time: 0.961, data_time: 0.007, memory: 8343, top1_acc: 0.6867, top5_acc: 0.8625, loss_cls: 1.3099, loss: 1.3099, grad_norm: 4.7849 2020-07-25 16:41:42,094 - mmaction - INFO - Epoch [54][300/940] lr: 1.000e-03, eta: 11:46:39, time: 0.912, data_time: 0.005, memory: 8343, top1_acc: 0.6818, top5_acc: 0.8729, loss_cls: 1.2789, loss: 1.2789, grad_norm: 4.8227 2020-07-25 16:42:01,584 - mmaction - INFO - Epoch [54][320/940] lr: 1.000e-03, eta: 11:46:19, time: 0.972, data_time: 0.007, memory: 8343, top1_acc: 0.6826, top5_acc: 0.8699, loss_cls: 1.2777, loss: 1.2777, grad_norm: 4.8239 2020-07-25 16:42:20,756 - mmaction - INFO - Epoch [54][340/940] lr: 1.000e-03, eta: 11:46:00, time: 0.962, data_time: 0.007, memory: 8343, top1_acc: 0.6824, top5_acc: 0.8654, loss_cls: 1.3044, loss: 1.3044, grad_norm: 4.8509 2020-07-25 16:42:38,916 - mmaction - INFO - Epoch [54][360/940] lr: 1.000e-03, eta: 11:45:39, time: 0.902, data_time: 0.006, memory: 8343, top1_acc: 0.6717, top5_acc: 0.8566, loss_cls: 1.3307, loss: 1.3307, grad_norm: 4.8914 2020-07-25 16:42:57,088 - mmaction - INFO - Epoch [54][380/940] lr: 1.000e-03, eta: 11:45:19, time: 0.914, data_time: 0.008, memory: 8343, top1_acc: 0.6807, top5_acc: 0.8604, loss_cls: 1.3163, loss: 1.3163, grad_norm: 4.8235 2020-07-25 16:43:16,235 - mmaction - INFO - Epoch [54][400/940] lr: 1.000e-03, eta: 11:45:00, time: 0.955, data_time: 0.006, memory: 8343, top1_acc: 0.6850, top5_acc: 0.8738, loss_cls: 1.2843, loss: 1.2843, grad_norm: 4.8317 2020-07-25 16:43:35,233 - mmaction - INFO - Epoch [54][420/940] lr: 1.000e-03, eta: 11:44:40, time: 0.946, data_time: 0.009, memory: 8343, top1_acc: 0.6729, top5_acc: 0.8615, loss_cls: 1.3271, loss: 1.3271, grad_norm: 4.9144 2020-07-25 16:43:54,641 - mmaction - INFO - Epoch [54][440/940] lr: 1.000e-03, eta: 11:44:21, time: 0.975, data_time: 0.009, memory: 8343, top1_acc: 0.6703, top5_acc: 0.8676, loss_cls: 1.3384, loss: 1.3384, grad_norm: 4.9730 2020-07-25 16:44:13,428 - mmaction - INFO - Epoch [54][460/940] lr: 1.000e-03, eta: 11:44:01, time: 0.934, data_time: 0.008, memory: 8343, top1_acc: 0.6773, top5_acc: 0.8652, loss_cls: 1.3092, loss: 1.3092, grad_norm: 4.8334 2020-07-25 16:44:32,892 - mmaction - INFO - Epoch [54][480/940] lr: 1.000e-03, eta: 11:43:42, time: 0.979, data_time: 0.008, memory: 8343, top1_acc: 0.6736, top5_acc: 0.8604, loss_cls: 1.3461, loss: 1.3461, grad_norm: 4.9339 2020-07-25 16:44:52,519 - mmaction - INFO - Epoch [54][500/940] lr: 1.000e-03, eta: 11:43:23, time: 0.977, data_time: 0.006, memory: 8343, top1_acc: 0.6779, top5_acc: 0.8551, loss_cls: 1.3198, loss: 1.3198, grad_norm: 4.8859 2020-07-25 16:45:10,992 - mmaction - INFO - Epoch [54][520/940] lr: 1.000e-03, eta: 11:43:03, time: 0.926, data_time: 0.007, memory: 8343, top1_acc: 0.6705, top5_acc: 0.8613, loss_cls: 1.3467, loss: 1.3467, grad_norm: 4.9053 2020-07-25 16:45:29,466 - mmaction - INFO - Epoch [54][540/940] lr: 1.000e-03, eta: 11:42:43, time: 0.925, data_time: 0.009, memory: 8343, top1_acc: 0.6830, top5_acc: 0.8678, loss_cls: 1.2956, loss: 1.2956, grad_norm: 4.8578 2020-07-25 16:45:48,011 - mmaction - INFO - Epoch [54][560/940] lr: 1.000e-03, eta: 11:42:23, time: 0.927, data_time: 0.003, memory: 8343, top1_acc: 0.6650, top5_acc: 0.8629, loss_cls: 1.3362, loss: 1.3362, grad_norm: 4.9974 2020-07-25 16:46:07,917 - mmaction - INFO - Epoch [54][580/940] lr: 1.000e-03, eta: 11:42:04, time: 0.996, data_time: 0.007, memory: 8343, top1_acc: 0.6871, top5_acc: 0.8705, loss_cls: 1.2680, loss: 1.2680, grad_norm: 4.8115 2020-07-25 16:46:25,731 - mmaction - INFO - Epoch [54][600/940] lr: 1.000e-03, eta: 11:41:43, time: 0.892, data_time: 0.003, memory: 8343, top1_acc: 0.6650, top5_acc: 0.8646, loss_cls: 1.3299, loss: 1.3299, grad_norm: 5.0214 2020-07-25 16:46:44,584 - mmaction - INFO - Epoch [54][620/940] lr: 1.000e-03, eta: 11:41:24, time: 0.941, data_time: 0.005, memory: 8343, top1_acc: 0.6770, top5_acc: 0.8691, loss_cls: 1.2938, loss: 1.2938, grad_norm: 4.8105 2020-07-25 16:47:03,203 - mmaction - INFO - Epoch [54][640/940] lr: 1.000e-03, eta: 11:41:04, time: 0.933, data_time: 0.005, memory: 8343, top1_acc: 0.6904, top5_acc: 0.8730, loss_cls: 1.2631, loss: 1.2631, grad_norm: 4.7869 2020-07-25 16:47:22,086 - mmaction - INFO - Epoch [54][660/940] lr: 1.000e-03, eta: 11:40:44, time: 0.938, data_time: 0.006, memory: 8343, top1_acc: 0.6879, top5_acc: 0.8727, loss_cls: 1.2876, loss: 1.2876, grad_norm: 4.8688 2020-07-25 16:47:40,249 - mmaction - INFO - Epoch [54][680/940] lr: 1.000e-03, eta: 11:40:24, time: 0.914, data_time: 0.009, memory: 8343, top1_acc: 0.6670, top5_acc: 0.8607, loss_cls: 1.3460, loss: 1.3460, grad_norm: 4.9370 2020-07-25 16:47:59,468 - mmaction - INFO - Epoch [54][700/940] lr: 1.000e-03, eta: 11:40:04, time: 0.957, data_time: 0.005, memory: 8343, top1_acc: 0.6705, top5_acc: 0.8639, loss_cls: 1.3236, loss: 1.3236, grad_norm: 5.0464 2020-07-25 16:48:19,363 - mmaction - INFO - Epoch [54][720/940] lr: 1.000e-03, eta: 11:39:45, time: 0.999, data_time: 0.007, memory: 8343, top1_acc: 0.6824, top5_acc: 0.8697, loss_cls: 1.2805, loss: 1.2805, grad_norm: 4.8014 2020-07-25 16:48:38,063 - mmaction - INFO - Epoch [54][740/940] lr: 1.000e-03, eta: 11:39:25, time: 0.932, data_time: 0.005, memory: 8343, top1_acc: 0.6801, top5_acc: 0.8629, loss_cls: 1.3134, loss: 1.3134, grad_norm: 4.9867 2020-07-25 16:48:56,663 - mmaction - INFO - Epoch [54][760/940] lr: 1.000e-03, eta: 11:39:06, time: 0.932, data_time: 0.007, memory: 8343, top1_acc: 0.6742, top5_acc: 0.8641, loss_cls: 1.3230, loss: 1.3230, grad_norm: 4.8740 2020-07-25 16:49:16,955 - mmaction - INFO - Epoch [54][780/940] lr: 1.000e-03, eta: 11:38:47, time: 1.015, data_time: 0.008, memory: 8343, top1_acc: 0.6805, top5_acc: 0.8678, loss_cls: 1.3082, loss: 1.3082, grad_norm: 4.8817 2020-07-25 16:49:35,949 - mmaction - INFO - Epoch [54][800/940] lr: 1.000e-03, eta: 11:38:27, time: 0.948, data_time: 0.008, memory: 8343, top1_acc: 0.6863, top5_acc: 0.8744, loss_cls: 1.2579, loss: 1.2579, grad_norm: 4.8175 2020-07-25 16:49:54,328 - mmaction - INFO - Epoch [54][820/940] lr: 1.000e-03, eta: 11:38:07, time: 0.921, data_time: 0.005, memory: 8343, top1_acc: 0.6826, top5_acc: 0.8674, loss_cls: 1.2702, loss: 1.2702, grad_norm: 4.9369 2020-07-25 16:50:13,272 - mmaction - INFO - Epoch [54][840/940] lr: 1.000e-03, eta: 11:37:48, time: 0.941, data_time: 0.005, memory: 8343, top1_acc: 0.6740, top5_acc: 0.8689, loss_cls: 1.3046, loss: 1.3046, grad_norm: 4.8933 2020-07-25 16:50:31,533 - mmaction - INFO - Epoch [54][860/940] lr: 1.000e-03, eta: 11:37:27, time: 0.917, data_time: 0.009, memory: 8343, top1_acc: 0.6676, top5_acc: 0.8613, loss_cls: 1.3488, loss: 1.3488, grad_norm: 4.9542 2020-07-25 16:50:52,180 - mmaction - INFO - Epoch [54][880/940] lr: 1.000e-03, eta: 11:37:09, time: 1.033, data_time: 0.008, memory: 8343, top1_acc: 0.6773, top5_acc: 0.8623, loss_cls: 1.3158, loss: 1.3158, grad_norm: 4.8595 2020-07-25 16:51:12,151 - mmaction - INFO - Epoch [54][900/940] lr: 1.000e-03, eta: 11:36:51, time: 0.998, data_time: 0.005, memory: 8343, top1_acc: 0.6838, top5_acc: 0.8650, loss_cls: 1.2995, loss: 1.2995, grad_norm: 4.7745 2020-07-25 16:51:30,296 - mmaction - INFO - Epoch [54][920/940] lr: 1.000e-03, eta: 11:36:30, time: 0.908, data_time: 0.008, memory: 8343, top1_acc: 0.6697, top5_acc: 0.8604, loss_cls: 1.3317, loss: 1.3317, grad_norm: 4.8875 2020-07-25 16:51:48,056 - mmaction - INFO - Epoch [54][940/940] lr: 1.000e-03, eta: 11:36:10, time: 0.888, data_time: 0.003, memory: 8343, top1_acc: 0.6707, top5_acc: 0.8636, loss_cls: 1.3412, loss: 1.3412, grad_norm: 5.0414 2020-07-25 16:51:48,458 - mmaction - INFO - Saving checkpoint at 54 epochs 2020-07-25 16:52:15,694 - mmaction - INFO - Epoch [55][20/940] lr: 1.000e-03, eta: 11:35:57, time: 1.340, data_time: 0.560, memory: 8343, top1_acc: 0.6795, top5_acc: 0.8717, loss_cls: 1.3038, loss: 1.3038, grad_norm: 4.8721 2020-07-25 16:52:34,326 - mmaction - INFO - Epoch [55][40/940] lr: 1.000e-03, eta: 11:35:37, time: 0.934, data_time: 0.011, memory: 8343, top1_acc: 0.6697, top5_acc: 0.8613, loss_cls: 1.3395, loss: 1.3395, grad_norm: 4.8966 2020-07-25 16:52:52,038 - mmaction - INFO - Epoch [55][60/940] lr: 1.000e-03, eta: 11:35:16, time: 0.884, data_time: 0.007, memory: 8343, top1_acc: 0.6781, top5_acc: 0.8621, loss_cls: 1.3348, loss: 1.3348, grad_norm: 4.9557 2020-07-25 16:53:10,780 - mmaction - INFO - Epoch [55][80/940] lr: 1.000e-03, eta: 11:34:56, time: 0.933, data_time: 0.007, memory: 8343, top1_acc: 0.6797, top5_acc: 0.8689, loss_cls: 1.3074, loss: 1.3074, grad_norm: 4.9062 2020-07-25 16:53:29,923 - mmaction - INFO - Epoch [55][100/940] lr: 1.000e-03, eta: 11:34:37, time: 0.963, data_time: 0.009, memory: 8343, top1_acc: 0.6859, top5_acc: 0.8709, loss_cls: 1.2810, loss: 1.2810, grad_norm: 4.8869 2020-07-25 16:53:49,118 - mmaction - INFO - Epoch [55][120/940] lr: 1.000e-03, eta: 11:34:17, time: 0.959, data_time: 0.006, memory: 8343, top1_acc: 0.6672, top5_acc: 0.8604, loss_cls: 1.3462, loss: 1.3462, grad_norm: 4.9947 2020-07-25 16:54:06,699 - mmaction - INFO - Epoch [55][140/940] lr: 1.000e-03, eta: 11:33:57, time: 0.880, data_time: 0.005, memory: 8343, top1_acc: 0.6824, top5_acc: 0.8604, loss_cls: 1.3089, loss: 1.3089, grad_norm: 4.8963 2020-07-25 16:54:25,539 - mmaction - INFO - Epoch [55][160/940] lr: 1.000e-03, eta: 11:33:37, time: 0.941, data_time: 0.005, memory: 8343, top1_acc: 0.6832, top5_acc: 0.8623, loss_cls: 1.2985, loss: 1.2985, grad_norm: 4.8335 2020-07-25 16:54:44,353 - mmaction - INFO - Epoch [55][180/940] lr: 1.000e-03, eta: 11:33:17, time: 0.940, data_time: 0.003, memory: 8343, top1_acc: 0.6742, top5_acc: 0.8678, loss_cls: 1.3071, loss: 1.3071, grad_norm: 4.9548 2020-07-25 16:55:03,820 - mmaction - INFO - Epoch [55][200/940] lr: 1.000e-03, eta: 11:32:57, time: 0.922, data_time: 0.007, memory: 8343, top1_acc: 0.6754, top5_acc: 0.8662, loss_cls: 1.3213, loss: 1.3213, grad_norm: 4.9198 2020-07-25 16:55:23,923 - mmaction - INFO - Epoch [55][220/940] lr: 1.000e-03, eta: 11:32:39, time: 1.058, data_time: 0.057, memory: 8343, top1_acc: 0.6838, top5_acc: 0.8730, loss_cls: 1.2722, loss: 1.2722, grad_norm: 4.8061 2020-07-25 16:55:41,909 - mmaction - INFO - Epoch [55][240/940] lr: 1.000e-03, eta: 11:32:19, time: 0.897, data_time: 0.007, memory: 8343, top1_acc: 0.6707, top5_acc: 0.8689, loss_cls: 1.2767, loss: 1.2767, grad_norm: 4.8801 2020-07-25 16:56:01,432 - mmaction - INFO - Epoch [55][260/940] lr: 1.000e-03, eta: 11:32:00, time: 0.979, data_time: 0.008, memory: 8343, top1_acc: 0.6842, top5_acc: 0.8693, loss_cls: 1.2916, loss: 1.2916, grad_norm: 4.8497 2020-07-25 16:56:21,878 - mmaction - INFO - Epoch [55][280/940] lr: 1.000e-03, eta: 11:31:41, time: 1.018, data_time: 0.004, memory: 8343, top1_acc: 0.6750, top5_acc: 0.8631, loss_cls: 1.3156, loss: 1.3156, grad_norm: 4.9278 2020-07-25 16:56:40,795 - mmaction - INFO - Epoch [55][300/940] lr: 1.000e-03, eta: 11:31:22, time: 0.949, data_time: 0.008, memory: 8343, top1_acc: 0.6807, top5_acc: 0.8654, loss_cls: 1.2980, loss: 1.2980, grad_norm: 4.8920 2020-07-25 16:56:59,208 - mmaction - INFO - Epoch [55][320/940] lr: 1.000e-03, eta: 11:31:01, time: 0.920, data_time: 0.005, memory: 8343, top1_acc: 0.6703, top5_acc: 0.8604, loss_cls: 1.3434, loss: 1.3434, grad_norm: 4.9673 2020-07-25 16:57:18,085 - mmaction - INFO - Epoch [55][340/940] lr: 1.000e-03, eta: 11:30:42, time: 0.945, data_time: 0.004, memory: 8343, top1_acc: 0.6762, top5_acc: 0.8654, loss_cls: 1.3091, loss: 1.3091, grad_norm: 4.8623 2020-07-25 16:57:37,452 - mmaction - INFO - Epoch [55][360/940] lr: 1.000e-03, eta: 11:30:22, time: 0.963, data_time: 0.006, memory: 8343, top1_acc: 0.6770, top5_acc: 0.8631, loss_cls: 1.3195, loss: 1.3195, grad_norm: 4.9488 2020-07-25 16:57:56,055 - mmaction - INFO - Epoch [55][380/940] lr: 1.000e-03, eta: 11:30:03, time: 0.936, data_time: 0.009, memory: 8343, top1_acc: 0.6752, top5_acc: 0.8666, loss_cls: 1.2992, loss: 1.2992, grad_norm: 4.8655 2020-07-25 16:58:15,060 - mmaction - INFO - Epoch [55][400/940] lr: 1.000e-03, eta: 11:29:43, time: 0.945, data_time: 0.007, memory: 8343, top1_acc: 0.6756, top5_acc: 0.8594, loss_cls: 1.3351, loss: 1.3351, grad_norm: 4.9697 2020-07-25 16:58:33,546 - mmaction - INFO - Epoch [55][420/940] lr: 1.000e-03, eta: 11:29:23, time: 0.929, data_time: 0.009, memory: 8343, top1_acc: 0.6762, top5_acc: 0.8609, loss_cls: 1.3332, loss: 1.3332, grad_norm: 5.0606 2020-07-25 16:58:52,887 - mmaction - INFO - Epoch [55][440/940] lr: 1.000e-03, eta: 11:29:04, time: 0.968, data_time: 0.007, memory: 8343, top1_acc: 0.6756, top5_acc: 0.8627, loss_cls: 1.3266, loss: 1.3266, grad_norm: 4.9448 2020-07-25 16:59:11,399 - mmaction - INFO - Epoch [55][460/940] lr: 1.000e-03, eta: 11:28:44, time: 0.926, data_time: 0.002, memory: 8343, top1_acc: 0.6807, top5_acc: 0.8705, loss_cls: 1.2965, loss: 1.2965, grad_norm: 4.8987 2020-07-25 16:59:29,354 - mmaction - INFO - Epoch [55][480/940] lr: 1.000e-03, eta: 11:28:23, time: 0.895, data_time: 0.007, memory: 8343, top1_acc: 0.6805, top5_acc: 0.8648, loss_cls: 1.2898, loss: 1.2898, grad_norm: 4.8932 2020-07-25 16:59:48,578 - mmaction - INFO - Epoch [55][500/940] lr: 1.000e-03, eta: 11:28:04, time: 0.964, data_time: 0.007, memory: 8343, top1_acc: 0.6795, top5_acc: 0.8619, loss_cls: 1.3013, loss: 1.3013, grad_norm: 4.8434 2020-07-25 17:00:09,277 - mmaction - INFO - Epoch [55][520/940] lr: 1.000e-03, eta: 11:27:45, time: 1.015, data_time: 0.006, memory: 8343, top1_acc: 0.6869, top5_acc: 0.8730, loss_cls: 1.2790, loss: 1.2790, grad_norm: 4.8693 2020-07-25 17:00:28,114 - mmaction - INFO - Epoch [55][540/940] lr: 1.000e-03, eta: 11:27:26, time: 0.961, data_time: 0.039, memory: 8343, top1_acc: 0.6766, top5_acc: 0.8693, loss_cls: 1.3207, loss: 1.3207, grad_norm: 4.9327 2020-07-25 17:00:48,741 - mmaction - INFO - Epoch [55][560/940] lr: 1.000e-03, eta: 11:27:08, time: 1.032, data_time: 0.009, memory: 8343, top1_acc: 0.6889, top5_acc: 0.8682, loss_cls: 1.2686, loss: 1.2686, grad_norm: 4.8018 2020-07-25 17:01:07,000 - mmaction - INFO - Epoch [55][580/940] lr: 1.000e-03, eta: 11:26:47, time: 0.913, data_time: 0.005, memory: 8343, top1_acc: 0.6838, top5_acc: 0.8758, loss_cls: 1.2648, loss: 1.2648, grad_norm: 4.8571 2020-07-25 17:01:26,085 - mmaction - INFO - Epoch [55][600/940] lr: 1.000e-03, eta: 11:26:28, time: 0.952, data_time: 0.002, memory: 8343, top1_acc: 0.6830, top5_acc: 0.8627, loss_cls: 1.3162, loss: 1.3162, grad_norm: 4.8670 2020-07-25 17:01:45,197 - mmaction - INFO - Epoch [55][620/940] lr: 1.000e-03, eta: 11:26:08, time: 0.953, data_time: 0.011, memory: 8343, top1_acc: 0.6764, top5_acc: 0.8646, loss_cls: 1.3064, loss: 1.3064, grad_norm: 4.8939 2020-07-25 17:02:03,457 - mmaction - INFO - Epoch [55][640/940] lr: 1.000e-03, eta: 11:25:48, time: 0.916, data_time: 0.007, memory: 8343, top1_acc: 0.6687, top5_acc: 0.8619, loss_cls: 1.3327, loss: 1.3327, grad_norm: 4.9815 2020-07-25 17:02:21,696 - mmaction - INFO - Epoch [55][660/940] lr: 1.000e-03, eta: 11:25:28, time: 0.912, data_time: 0.008, memory: 8343, top1_acc: 0.6789, top5_acc: 0.8656, loss_cls: 1.3225, loss: 1.3225, grad_norm: 4.9364 2020-07-25 17:02:41,198 - mmaction - INFO - Epoch [55][680/940] lr: 1.000e-03, eta: 11:25:09, time: 0.976, data_time: 0.008, memory: 8343, top1_acc: 0.6844, top5_acc: 0.8727, loss_cls: 1.2810, loss: 1.2810, grad_norm: 4.8814 2020-07-25 17:02:59,889 - mmaction - INFO - Epoch [55][700/940] lr: 1.000e-03, eta: 11:24:49, time: 0.931, data_time: 0.007, memory: 8343, top1_acc: 0.6770, top5_acc: 0.8627, loss_cls: 1.3046, loss: 1.3046, grad_norm: 4.8600 2020-07-25 17:03:19,130 - mmaction - INFO - Epoch [55][720/940] lr: 1.000e-03, eta: 11:24:30, time: 0.966, data_time: 0.006, memory: 8343, top1_acc: 0.6762, top5_acc: 0.8582, loss_cls: 1.3486, loss: 1.3486, grad_norm: 4.9392 2020-07-25 17:03:38,180 - mmaction - INFO - Epoch [55][740/940] lr: 1.000e-03, eta: 11:24:10, time: 0.950, data_time: 0.006, memory: 8343, top1_acc: 0.6693, top5_acc: 0.8609, loss_cls: 1.3274, loss: 1.3274, grad_norm: 4.9489 2020-07-25 17:03:57,844 - mmaction - INFO - Epoch [55][760/940] lr: 1.000e-03, eta: 11:23:51, time: 0.984, data_time: 0.007, memory: 8343, top1_acc: 0.6830, top5_acc: 0.8676, loss_cls: 1.2884, loss: 1.2884, grad_norm: 4.8441 2020-07-25 17:04:15,743 - mmaction - INFO - Epoch [55][780/940] lr: 1.000e-03, eta: 11:23:31, time: 0.888, data_time: 0.008, memory: 8343, top1_acc: 0.6707, top5_acc: 0.8648, loss_cls: 1.3221, loss: 1.3221, grad_norm: 4.9353 2020-07-25 17:04:35,502 - mmaction - INFO - Epoch [55][800/940] lr: 1.000e-03, eta: 11:23:12, time: 0.995, data_time: 0.010, memory: 8343, top1_acc: 0.6834, top5_acc: 0.8684, loss_cls: 1.2951, loss: 1.2951, grad_norm: 4.9195 2020-07-25 17:04:54,409 - mmaction - INFO - Epoch [55][820/940] lr: 1.000e-03, eta: 11:22:52, time: 0.944, data_time: 0.008, memory: 8343, top1_acc: 0.6814, top5_acc: 0.8652, loss_cls: 1.2854, loss: 1.2854, grad_norm: 4.8183 2020-07-25 17:05:13,189 - mmaction - INFO - Epoch [55][840/940] lr: 1.000e-03, eta: 11:22:32, time: 0.942, data_time: 0.007, memory: 8343, top1_acc: 0.6643, top5_acc: 0.8648, loss_cls: 1.3360, loss: 1.3360, grad_norm: 5.0095 2020-07-25 17:05:32,034 - mmaction - INFO - Epoch [55][860/940] lr: 1.000e-03, eta: 11:22:13, time: 0.943, data_time: 0.006, memory: 8343, top1_acc: 0.6756, top5_acc: 0.8615, loss_cls: 1.3187, loss: 1.3187, grad_norm: 4.9231 2020-07-25 17:05:50,379 - mmaction - INFO - Epoch [55][880/940] lr: 1.000e-03, eta: 11:21:52, time: 0.915, data_time: 0.002, memory: 8343, top1_acc: 0.6760, top5_acc: 0.8652, loss_cls: 1.3124, loss: 1.3124, grad_norm: 4.9612 2020-07-25 17:06:09,424 - mmaction - INFO - Epoch [55][900/940] lr: 1.000e-03, eta: 11:21:33, time: 0.952, data_time: 0.008, memory: 8343, top1_acc: 0.6816, top5_acc: 0.8695, loss_cls: 1.2848, loss: 1.2848, grad_norm: 4.8679 2020-07-25 17:06:27,654 - mmaction - INFO - Epoch [55][920/940] lr: 1.000e-03, eta: 11:21:13, time: 0.913, data_time: 0.007, memory: 8343, top1_acc: 0.6789, top5_acc: 0.8623, loss_cls: 1.3106, loss: 1.3106, grad_norm: 4.8757 2020-07-25 17:06:45,267 - mmaction - INFO - Epoch [55][940/940] lr: 1.000e-03, eta: 11:20:52, time: 0.881, data_time: 0.010, memory: 8343, top1_acc: 0.6709, top5_acc: 0.8634, loss_cls: 1.3209, loss: 1.3209, grad_norm: 5.0040 2020-07-25 17:06:45,802 - mmaction - INFO - Saving checkpoint at 55 epochs 2020-07-25 17:07:16,822 - mmaction - INFO - Epoch [56][20/940] lr: 1.000e-03, eta: 11:20:42, time: 1.520, data_time: 0.637, memory: 8343, top1_acc: 0.6781, top5_acc: 0.8705, loss_cls: 1.2875, loss: 1.2875, grad_norm: 4.8614 2020-07-25 17:07:34,103 - mmaction - INFO - Epoch [56][40/940] lr: 1.000e-03, eta: 11:20:21, time: 0.866, data_time: 0.005, memory: 8343, top1_acc: 0.6736, top5_acc: 0.8676, loss_cls: 1.3117, loss: 1.3117, grad_norm: 4.9564 2020-07-25 17:07:50,901 - mmaction - INFO - Epoch [56][60/940] lr: 1.000e-03, eta: 11:19:59, time: 0.834, data_time: 0.007, memory: 8343, top1_acc: 0.6848, top5_acc: 0.8664, loss_cls: 1.2803, loss: 1.2803, grad_norm: 4.8257 2020-07-25 17:08:10,049 - mmaction - INFO - Epoch [56][80/940] lr: 1.000e-03, eta: 11:19:40, time: 0.964, data_time: 0.009, memory: 8343, top1_acc: 0.6795, top5_acc: 0.8666, loss_cls: 1.2989, loss: 1.2989, grad_norm: 4.8609 2020-07-25 17:08:28,866 - mmaction - INFO - Epoch [56][100/940] lr: 1.000e-03, eta: 11:19:20, time: 0.938, data_time: 0.006, memory: 8343, top1_acc: 0.6928, top5_acc: 0.8709, loss_cls: 1.2726, loss: 1.2726, grad_norm: 4.8561 2020-07-25 17:08:48,902 - mmaction - INFO - Epoch [56][120/940] lr: 1.000e-03, eta: 11:19:01, time: 1.005, data_time: 0.007, memory: 8343, top1_acc: 0.6793, top5_acc: 0.8695, loss_cls: 1.2917, loss: 1.2917, grad_norm: 4.9077 2020-07-25 17:09:06,432 - mmaction - INFO - Epoch [56][140/940] lr: 1.000e-03, eta: 11:18:41, time: 0.875, data_time: 0.005, memory: 8343, top1_acc: 0.6750, top5_acc: 0.8646, loss_cls: 1.3121, loss: 1.3121, grad_norm: 4.9126 2020-07-25 17:09:26,188 - mmaction - INFO - Epoch [56][160/940] lr: 1.000e-03, eta: 11:18:22, time: 0.989, data_time: 0.004, memory: 8343, top1_acc: 0.6852, top5_acc: 0.8689, loss_cls: 1.2686, loss: 1.2686, grad_norm: 4.9224 2020-07-25 17:09:44,034 - mmaction - INFO - Epoch [56][180/940] lr: 1.000e-03, eta: 11:18:01, time: 0.887, data_time: 0.006, memory: 8343, top1_acc: 0.6826, top5_acc: 0.8678, loss_cls: 1.2955, loss: 1.2955, grad_norm: 4.9198 2020-07-25 17:10:03,331 - mmaction - INFO - Epoch [56][200/940] lr: 1.000e-03, eta: 11:17:42, time: 0.967, data_time: 0.011, memory: 8343, top1_acc: 0.6754, top5_acc: 0.8666, loss_cls: 1.3138, loss: 1.3138, grad_norm: 5.0185 2020-07-25 17:10:24,725 - mmaction - INFO - Epoch [56][220/940] lr: 1.000e-03, eta: 11:17:24, time: 1.072, data_time: 0.004, memory: 8343, top1_acc: 0.6801, top5_acc: 0.8656, loss_cls: 1.3089, loss: 1.3089, grad_norm: 4.9451 2020-07-25 17:10:42,685 - mmaction - INFO - Epoch [56][240/940] lr: 1.000e-03, eta: 11:17:04, time: 0.893, data_time: 0.006, memory: 8343, top1_acc: 0.6676, top5_acc: 0.8633, loss_cls: 1.3334, loss: 1.3334, grad_norm: 4.9627 2020-07-25 17:11:01,158 - mmaction - INFO - Epoch [56][260/940] lr: 1.000e-03, eta: 11:16:44, time: 0.927, data_time: 0.008, memory: 8343, top1_acc: 0.6848, top5_acc: 0.8713, loss_cls: 1.2480, loss: 1.2480, grad_norm: 4.8018 2020-07-25 17:11:19,597 - mmaction - INFO - Epoch [56][280/940] lr: 1.000e-03, eta: 11:16:24, time: 0.920, data_time: 0.007, memory: 8343, top1_acc: 0.6791, top5_acc: 0.8660, loss_cls: 1.2984, loss: 1.2984, grad_norm: 4.9052 2020-07-25 17:11:38,067 - mmaction - INFO - Epoch [56][300/940] lr: 1.000e-03, eta: 11:16:04, time: 0.926, data_time: 0.008, memory: 8343, top1_acc: 0.6830, top5_acc: 0.8668, loss_cls: 1.3066, loss: 1.3066, grad_norm: 4.9875 2020-07-25 17:11:57,346 - mmaction - INFO - Epoch [56][320/940] lr: 1.000e-03, eta: 11:15:44, time: 0.962, data_time: 0.006, memory: 8343, top1_acc: 0.6854, top5_acc: 0.8666, loss_cls: 1.2853, loss: 1.2853, grad_norm: 4.8445 2020-07-25 17:12:16,644 - mmaction - INFO - Epoch [56][340/940] lr: 1.000e-03, eta: 11:15:25, time: 0.967, data_time: 0.005, memory: 8343, top1_acc: 0.6824, top5_acc: 0.8688, loss_cls: 1.3204, loss: 1.3204, grad_norm: 4.9634 2020-07-25 17:12:34,969 - mmaction - INFO - Epoch [56][360/940] lr: 1.000e-03, eta: 11:15:05, time: 0.916, data_time: 0.006, memory: 8343, top1_acc: 0.6742, top5_acc: 0.8676, loss_cls: 1.3022, loss: 1.3022, grad_norm: 4.9663 2020-07-25 17:12:54,706 - mmaction - INFO - Epoch [56][380/940] lr: 1.000e-03, eta: 11:14:46, time: 0.984, data_time: 0.008, memory: 8343, top1_acc: 0.6736, top5_acc: 0.8629, loss_cls: 1.3222, loss: 1.3222, grad_norm: 5.0166 2020-07-25 17:13:12,688 - mmaction - INFO - Epoch [56][400/940] lr: 1.000e-03, eta: 11:14:26, time: 0.902, data_time: 0.007, memory: 8343, top1_acc: 0.6826, top5_acc: 0.8713, loss_cls: 1.3053, loss: 1.3053, grad_norm: 4.9345 2020-07-25 17:13:32,968 - mmaction - INFO - Epoch [56][420/940] lr: 1.000e-03, eta: 11:14:07, time: 1.013, data_time: 0.006, memory: 8343, top1_acc: 0.6734, top5_acc: 0.8686, loss_cls: 1.3027, loss: 1.3027, grad_norm: 4.9366 2020-07-25 17:13:51,849 - mmaction - INFO - Epoch [56][440/940] lr: 1.000e-03, eta: 11:13:47, time: 0.944, data_time: 0.008, memory: 8343, top1_acc: 0.6871, top5_acc: 0.8646, loss_cls: 1.2919, loss: 1.2919, grad_norm: 4.9315 2020-07-25 17:14:10,200 - mmaction - INFO - Epoch [56][460/940] lr: 1.000e-03, eta: 11:13:27, time: 0.919, data_time: 0.005, memory: 8343, top1_acc: 0.6840, top5_acc: 0.8631, loss_cls: 1.2916, loss: 1.2916, grad_norm: 4.8792 2020-07-25 17:14:28,969 - mmaction - INFO - Epoch [56][480/940] lr: 1.000e-03, eta: 11:13:08, time: 0.932, data_time: 0.006, memory: 8343, top1_acc: 0.6896, top5_acc: 0.8646, loss_cls: 1.3042, loss: 1.3042, grad_norm: 4.9651 2020-07-25 17:14:46,934 - mmaction - INFO - Epoch [56][500/940] lr: 1.000e-03, eta: 11:12:47, time: 0.902, data_time: 0.008, memory: 8343, top1_acc: 0.6900, top5_acc: 0.8688, loss_cls: 1.2765, loss: 1.2765, grad_norm: 4.8755 2020-07-25 17:15:05,381 - mmaction - INFO - Epoch [56][520/940] lr: 1.000e-03, eta: 11:12:27, time: 0.922, data_time: 0.008, memory: 8343, top1_acc: 0.6746, top5_acc: 0.8658, loss_cls: 1.2976, loss: 1.2976, grad_norm: 4.9198 2020-07-25 17:15:25,062 - mmaction - INFO - Epoch [56][540/940] lr: 1.000e-03, eta: 11:12:08, time: 0.986, data_time: 0.004, memory: 8343, top1_acc: 0.6764, top5_acc: 0.8607, loss_cls: 1.3140, loss: 1.3140, grad_norm: 4.9107 2020-07-25 17:15:43,987 - mmaction - INFO - Epoch [56][560/940] lr: 1.000e-03, eta: 11:11:49, time: 0.944, data_time: 0.003, memory: 8343, top1_acc: 0.6775, top5_acc: 0.8537, loss_cls: 1.3296, loss: 1.3296, grad_norm: 4.9149 2020-07-25 17:16:02,511 - mmaction - INFO - Epoch [56][580/940] lr: 1.000e-03, eta: 11:11:29, time: 0.924, data_time: 0.008, memory: 8343, top1_acc: 0.6801, top5_acc: 0.8672, loss_cls: 1.3063, loss: 1.3063, grad_norm: 4.9661 2020-07-25 17:16:21,092 - mmaction - INFO - Epoch [56][600/940] lr: 1.000e-03, eta: 11:11:09, time: 0.932, data_time: 0.007, memory: 8343, top1_acc: 0.6777, top5_acc: 0.8744, loss_cls: 1.2735, loss: 1.2735, grad_norm: 4.9147 2020-07-25 17:16:41,475 - mmaction - INFO - Epoch [56][620/940] lr: 1.000e-03, eta: 11:10:50, time: 1.019, data_time: 0.007, memory: 8343, top1_acc: 0.6877, top5_acc: 0.8760, loss_cls: 1.2747, loss: 1.2747, grad_norm: 4.9448 2020-07-25 17:16:59,186 - mmaction - INFO - Epoch [56][640/940] lr: 1.000e-03, eta: 11:10:30, time: 0.885, data_time: 0.006, memory: 8343, top1_acc: 0.6738, top5_acc: 0.8602, loss_cls: 1.3223, loss: 1.3223, grad_norm: 5.0472 2020-07-25 17:17:19,239 - mmaction - INFO - Epoch [56][660/940] lr: 1.000e-03, eta: 11:10:11, time: 1.003, data_time: 0.007, memory: 8343, top1_acc: 0.6893, top5_acc: 0.8689, loss_cls: 1.2998, loss: 1.2998, grad_norm: 4.8952 2020-07-25 17:17:36,762 - mmaction - INFO - Epoch [56][680/940] lr: 1.000e-03, eta: 11:09:50, time: 0.876, data_time: 0.007, memory: 8343, top1_acc: 0.6896, top5_acc: 0.8703, loss_cls: 1.2720, loss: 1.2720, grad_norm: 4.8278 2020-07-25 17:17:55,712 - mmaction - INFO - Epoch [56][700/940] lr: 1.000e-03, eta: 11:09:31, time: 0.945, data_time: 0.008, memory: 8343, top1_acc: 0.6717, top5_acc: 0.8619, loss_cls: 1.3438, loss: 1.3438, grad_norm: 5.0469 2020-07-25 17:18:14,848 - mmaction - INFO - Epoch [56][720/940] lr: 1.000e-03, eta: 11:09:11, time: 0.962, data_time: 0.009, memory: 8343, top1_acc: 0.6922, top5_acc: 0.8734, loss_cls: 1.2826, loss: 1.2826, grad_norm: 4.9125 2020-07-25 17:18:35,718 - mmaction - INFO - Epoch [56][740/940] lr: 1.000e-03, eta: 11:08:53, time: 1.043, data_time: 0.002, memory: 8343, top1_acc: 0.6852, top5_acc: 0.8688, loss_cls: 1.2798, loss: 1.2798, grad_norm: 4.9268 2020-07-25 17:18:53,677 - mmaction - INFO - Epoch [56][760/940] lr: 1.000e-03, eta: 11:08:33, time: 0.889, data_time: 0.005, memory: 8343, top1_acc: 0.6697, top5_acc: 0.8641, loss_cls: 1.3139, loss: 1.3139, grad_norm: 4.9775 2020-07-25 17:19:13,231 - mmaction - INFO - Epoch [56][780/940] lr: 1.000e-03, eta: 11:08:14, time: 0.985, data_time: 0.013, memory: 8343, top1_acc: 0.6799, top5_acc: 0.8607, loss_cls: 1.3354, loss: 1.3354, grad_norm: 4.9846 2020-07-25 17:19:32,544 - mmaction - INFO - Epoch [56][800/940] lr: 1.000e-03, eta: 11:07:54, time: 0.965, data_time: 0.007, memory: 8343, top1_acc: 0.6689, top5_acc: 0.8654, loss_cls: 1.3341, loss: 1.3341, grad_norm: 5.0187 2020-07-25 17:19:50,207 - mmaction - INFO - Epoch [56][820/940] lr: 1.000e-03, eta: 11:07:34, time: 0.885, data_time: 0.008, memory: 8343, top1_acc: 0.6906, top5_acc: 0.8703, loss_cls: 1.2641, loss: 1.2641, grad_norm: 4.8643 2020-07-25 17:20:10,244 - mmaction - INFO - Epoch [56][840/940] lr: 1.000e-03, eta: 11:07:15, time: 1.001, data_time: 0.008, memory: 8343, top1_acc: 0.6732, top5_acc: 0.8715, loss_cls: 1.3130, loss: 1.3130, grad_norm: 5.0332 2020-07-25 17:20:28,695 - mmaction - INFO - Epoch [56][860/940] lr: 1.000e-03, eta: 11:06:55, time: 0.921, data_time: 0.003, memory: 8343, top1_acc: 0.6672, top5_acc: 0.8648, loss_cls: 1.3362, loss: 1.3362, grad_norm: 5.0605 2020-07-25 17:20:47,267 - mmaction - INFO - Epoch [56][880/940] lr: 1.000e-03, eta: 11:06:35, time: 0.925, data_time: 0.009, memory: 8343, top1_acc: 0.6809, top5_acc: 0.8654, loss_cls: 1.3036, loss: 1.3036, grad_norm: 4.9843 2020-07-25 17:21:05,822 - mmaction - INFO - Epoch [56][900/940] lr: 1.000e-03, eta: 11:06:15, time: 0.931, data_time: 0.009, memory: 8343, top1_acc: 0.6768, top5_acc: 0.8715, loss_cls: 1.2822, loss: 1.2822, grad_norm: 4.9075 2020-07-25 17:21:25,134 - mmaction - INFO - Epoch [56][920/940] lr: 1.000e-03, eta: 11:05:56, time: 0.962, data_time: 0.008, memory: 8343, top1_acc: 0.6842, top5_acc: 0.8703, loss_cls: 1.2875, loss: 1.2875, grad_norm: 4.9425 2020-07-25 17:21:43,404 - mmaction - INFO - Epoch [56][940/940] lr: 1.000e-03, eta: 11:05:36, time: 0.920, data_time: 0.009, memory: 8343, top1_acc: 0.6783, top5_acc: 0.8671, loss_cls: 1.3058, loss: 1.3058, grad_norm: 5.0000 2020-07-25 17:21:43,789 - mmaction - INFO - Saving checkpoint at 56 epochs 2020-07-25 17:22:10,245 - mmaction - INFO - Epoch [57][20/940] lr: 1.000e-03, eta: 11:05:22, time: 1.303, data_time: 0.575, memory: 8343, top1_acc: 0.6881, top5_acc: 0.8713, loss_cls: 1.2611, loss: 1.2611, grad_norm: 4.8735 2020-07-25 17:22:27,535 - mmaction - INFO - Epoch [57][40/940] lr: 1.000e-03, eta: 11:05:01, time: 0.863, data_time: 0.003, memory: 8343, top1_acc: 0.6883, top5_acc: 0.8674, loss_cls: 1.2696, loss: 1.2696, grad_norm: 4.9055 2020-07-25 17:22:46,160 - mmaction - INFO - Epoch [57][60/940] lr: 1.000e-03, eta: 11:04:41, time: 0.931, data_time: 0.010, memory: 8343, top1_acc: 0.6867, top5_acc: 0.8701, loss_cls: 1.2911, loss: 1.2911, grad_norm: 4.9801 2020-07-25 17:23:04,010 - mmaction - INFO - Epoch [57][80/940] lr: 1.000e-03, eta: 11:04:20, time: 0.894, data_time: 0.009, memory: 8343, top1_acc: 0.6760, top5_acc: 0.8676, loss_cls: 1.3165, loss: 1.3165, grad_norm: 5.0095 2020-07-25 17:23:22,603 - mmaction - INFO - Epoch [57][100/940] lr: 1.000e-03, eta: 11:04:01, time: 0.929, data_time: 0.003, memory: 8343, top1_acc: 0.6855, top5_acc: 0.8623, loss_cls: 1.3067, loss: 1.3067, grad_norm: 4.9242 2020-07-25 17:23:42,440 - mmaction - INFO - Epoch [57][120/940] lr: 1.000e-03, eta: 11:03:42, time: 0.989, data_time: 0.009, memory: 8343, top1_acc: 0.6816, top5_acc: 0.8707, loss_cls: 1.2825, loss: 1.2825, grad_norm: 4.9500 2020-07-25 17:24:00,988 - mmaction - INFO - Epoch [57][140/940] lr: 1.000e-03, eta: 11:03:22, time: 0.931, data_time: 0.007, memory: 8343, top1_acc: 0.6746, top5_acc: 0.8646, loss_cls: 1.3049, loss: 1.3049, grad_norm: 5.0638 2020-07-25 17:24:19,980 - mmaction - INFO - Epoch [57][160/940] lr: 1.000e-03, eta: 11:03:02, time: 0.948, data_time: 0.007, memory: 8343, top1_acc: 0.6824, top5_acc: 0.8641, loss_cls: 1.2947, loss: 1.2947, grad_norm: 4.9801 2020-07-25 17:24:39,355 - mmaction - INFO - Epoch [57][180/940] lr: 1.000e-03, eta: 11:02:43, time: 0.969, data_time: 0.004, memory: 8343, top1_acc: 0.6805, top5_acc: 0.8689, loss_cls: 1.2991, loss: 1.2991, grad_norm: 4.9770 2020-07-25 17:24:58,512 - mmaction - INFO - Epoch [57][200/940] lr: 1.000e-03, eta: 11:02:23, time: 0.954, data_time: 0.009, memory: 8343, top1_acc: 0.6793, top5_acc: 0.8725, loss_cls: 1.2856, loss: 1.2856, grad_norm: 4.9868 2020-07-25 17:25:17,359 - mmaction - INFO - Epoch [57][220/940] lr: 1.000e-03, eta: 11:02:04, time: 0.947, data_time: 0.009, memory: 8343, top1_acc: 0.6795, top5_acc: 0.8699, loss_cls: 1.2878, loss: 1.2878, grad_norm: 4.9628 2020-07-25 17:25:36,801 - mmaction - INFO - Epoch [57][240/940] lr: 1.000e-03, eta: 11:01:45, time: 0.970, data_time: 0.004, memory: 8343, top1_acc: 0.6918, top5_acc: 0.8742, loss_cls: 1.2571, loss: 1.2571, grad_norm: 4.9464 2020-07-25 17:25:55,369 - mmaction - INFO - Epoch [57][260/940] lr: 1.000e-03, eta: 11:01:25, time: 0.931, data_time: 0.009, memory: 8343, top1_acc: 0.6873, top5_acc: 0.8740, loss_cls: 1.2765, loss: 1.2765, grad_norm: 4.9279 2020-07-25 17:26:13,154 - mmaction - INFO - Epoch [57][280/940] lr: 1.000e-03, eta: 11:01:04, time: 0.889, data_time: 0.003, memory: 8343, top1_acc: 0.6719, top5_acc: 0.8619, loss_cls: 1.3154, loss: 1.3154, grad_norm: 5.0667 2020-07-25 17:26:32,561 - mmaction - INFO - Epoch [57][300/940] lr: 1.000e-03, eta: 11:00:45, time: 0.972, data_time: 0.007, memory: 8343, top1_acc: 0.6760, top5_acc: 0.8773, loss_cls: 1.2763, loss: 1.2763, grad_norm: 4.9939 2020-07-25 17:26:51,529 - mmaction - INFO - Epoch [57][320/940] lr: 1.000e-03, eta: 11:00:25, time: 0.944, data_time: 0.007, memory: 8343, top1_acc: 0.6740, top5_acc: 0.8652, loss_cls: 1.3148, loss: 1.3148, grad_norm: 4.9904 2020-07-25 17:27:09,989 - mmaction - INFO - Epoch [57][340/940] lr: 1.000e-03, eta: 11:00:05, time: 0.926, data_time: 0.007, memory: 8343, top1_acc: 0.6840, top5_acc: 0.8666, loss_cls: 1.2847, loss: 1.2847, grad_norm: 4.9447 2020-07-25 17:27:28,809 - mmaction - INFO - Epoch [57][360/940] lr: 1.000e-03, eta: 10:59:46, time: 0.940, data_time: 0.007, memory: 8343, top1_acc: 0.6770, top5_acc: 0.8707, loss_cls: 1.2926, loss: 1.2926, grad_norm: 4.9805 2020-07-25 17:27:48,132 - mmaction - INFO - Epoch [57][380/940] lr: 1.000e-03, eta: 10:59:26, time: 0.966, data_time: 0.004, memory: 8343, top1_acc: 0.6664, top5_acc: 0.8686, loss_cls: 1.3149, loss: 1.3149, grad_norm: 5.0117 2020-07-25 17:28:06,134 - mmaction - INFO - Epoch [57][400/940] lr: 1.000e-03, eta: 10:59:06, time: 0.901, data_time: 0.003, memory: 8343, top1_acc: 0.6764, top5_acc: 0.8688, loss_cls: 1.2840, loss: 1.2840, grad_norm: 5.0115 2020-07-25 17:28:25,192 - mmaction - INFO - Epoch [57][420/940] lr: 1.000e-03, eta: 10:58:47, time: 0.950, data_time: 0.006, memory: 8343, top1_acc: 0.6746, top5_acc: 0.8672, loss_cls: 1.3067, loss: 1.3067, grad_norm: 4.9791 2020-07-25 17:28:44,191 - mmaction - INFO - Epoch [57][440/940] lr: 1.000e-03, eta: 10:58:27, time: 0.952, data_time: 0.008, memory: 8343, top1_acc: 0.6869, top5_acc: 0.8672, loss_cls: 1.2974, loss: 1.2974, grad_norm: 4.9798 2020-07-25 17:29:03,171 - mmaction - INFO - Epoch [57][460/940] lr: 1.000e-03, eta: 10:58:07, time: 0.944, data_time: 0.009, memory: 8343, top1_acc: 0.6727, top5_acc: 0.8711, loss_cls: 1.3010, loss: 1.3010, grad_norm: 5.0607 2020-07-25 17:29:21,942 - mmaction - INFO - Epoch [57][480/940] lr: 1.000e-03, eta: 10:57:48, time: 0.944, data_time: 0.009, memory: 8343, top1_acc: 0.6859, top5_acc: 0.8652, loss_cls: 1.3007, loss: 1.3007, grad_norm: 4.9904 2020-07-25 17:29:41,042 - mmaction - INFO - Epoch [57][500/940] lr: 1.000e-03, eta: 10:57:28, time: 0.954, data_time: 0.007, memory: 8343, top1_acc: 0.6729, top5_acc: 0.8688, loss_cls: 1.3129, loss: 1.3129, grad_norm: 5.0418 2020-07-25 17:29:58,516 - mmaction - INFO - Epoch [57][520/940] lr: 1.000e-03, eta: 10:57:08, time: 0.875, data_time: 0.007, memory: 8343, top1_acc: 0.6766, top5_acc: 0.8689, loss_cls: 1.2905, loss: 1.2905, grad_norm: 5.0197 2020-07-25 17:30:16,592 - mmaction - INFO - Epoch [57][540/940] lr: 1.000e-03, eta: 10:56:47, time: 0.900, data_time: 0.006, memory: 8343, top1_acc: 0.6732, top5_acc: 0.8643, loss_cls: 1.3266, loss: 1.3266, grad_norm: 5.1120 2020-07-25 17:30:37,043 - mmaction - INFO - Epoch [57][560/940] lr: 1.000e-03, eta: 10:56:29, time: 1.026, data_time: 0.007, memory: 8343, top1_acc: 0.6908, top5_acc: 0.8742, loss_cls: 1.2510, loss: 1.2510, grad_norm: 4.9118 2020-07-25 17:30:55,895 - mmaction - INFO - Epoch [57][580/940] lr: 1.000e-03, eta: 10:56:09, time: 0.941, data_time: 0.007, memory: 8343, top1_acc: 0.6711, top5_acc: 0.8664, loss_cls: 1.3113, loss: 1.3113, grad_norm: 5.0296 2020-07-25 17:31:14,815 - mmaction - INFO - Epoch [57][600/940] lr: 1.000e-03, eta: 10:55:50, time: 0.948, data_time: 0.004, memory: 8343, top1_acc: 0.6777, top5_acc: 0.8637, loss_cls: 1.3179, loss: 1.3179, grad_norm: 5.0029 2020-07-25 17:31:33,177 - mmaction - INFO - Epoch [57][620/940] lr: 1.000e-03, eta: 10:55:30, time: 0.913, data_time: 0.008, memory: 8343, top1_acc: 0.6764, top5_acc: 0.8660, loss_cls: 1.3112, loss: 1.3112, grad_norm: 4.9566 2020-07-25 17:31:52,767 - mmaction - INFO - Epoch [57][640/940] lr: 1.000e-03, eta: 10:55:10, time: 0.984, data_time: 0.008, memory: 8343, top1_acc: 0.6793, top5_acc: 0.8709, loss_cls: 1.2857, loss: 1.2857, grad_norm: 4.9947 2020-07-25 17:32:11,747 - mmaction - INFO - Epoch [57][660/940] lr: 1.000e-03, eta: 10:54:51, time: 0.944, data_time: 0.007, memory: 8343, top1_acc: 0.6770, top5_acc: 0.8693, loss_cls: 1.2909, loss: 1.2909, grad_norm: 4.9864 2020-07-25 17:32:30,242 - mmaction - INFO - Epoch [57][680/940] lr: 1.000e-03, eta: 10:54:31, time: 0.929, data_time: 0.008, memory: 8343, top1_acc: 0.6855, top5_acc: 0.8721, loss_cls: 1.2667, loss: 1.2667, grad_norm: 4.9355 2020-07-25 17:32:50,167 - mmaction - INFO - Epoch [57][700/940] lr: 1.000e-03, eta: 10:54:12, time: 0.995, data_time: 0.007, memory: 8343, top1_acc: 0.6723, top5_acc: 0.8637, loss_cls: 1.3389, loss: 1.3389, grad_norm: 5.1195 2020-07-25 17:33:08,886 - mmaction - INFO - Epoch [57][720/940] lr: 1.000e-03, eta: 10:53:52, time: 0.937, data_time: 0.007, memory: 8343, top1_acc: 0.6619, top5_acc: 0.8592, loss_cls: 1.3350, loss: 1.3350, grad_norm: 4.9883 2020-07-25 17:33:27,158 - mmaction - INFO - Epoch [57][740/940] lr: 1.000e-03, eta: 10:53:32, time: 0.913, data_time: 0.008, memory: 8343, top1_acc: 0.6842, top5_acc: 0.8682, loss_cls: 1.2728, loss: 1.2728, grad_norm: 4.9347 2020-07-25 17:33:45,864 - mmaction - INFO - Epoch [57][760/940] lr: 1.000e-03, eta: 10:53:13, time: 0.938, data_time: 0.008, memory: 8343, top1_acc: 0.6811, top5_acc: 0.8615, loss_cls: 1.3151, loss: 1.3151, grad_norm: 5.0391 2020-07-25 17:34:05,530 - mmaction - INFO - Epoch [57][780/940] lr: 1.000e-03, eta: 10:52:54, time: 0.983, data_time: 0.006, memory: 8343, top1_acc: 0.6793, top5_acc: 0.8699, loss_cls: 1.2854, loss: 1.2854, grad_norm: 4.9624 2020-07-25 17:34:25,112 - mmaction - INFO - Epoch [57][800/940] lr: 1.000e-03, eta: 10:52:34, time: 0.978, data_time: 0.003, memory: 8343, top1_acc: 0.6842, top5_acc: 0.8752, loss_cls: 1.2614, loss: 1.2614, grad_norm: 4.9525 2020-07-25 17:34:42,694 - mmaction - INFO - Epoch [57][820/940] lr: 1.000e-03, eta: 10:52:14, time: 0.880, data_time: 0.008, memory: 8343, top1_acc: 0.6822, top5_acc: 0.8656, loss_cls: 1.3002, loss: 1.3002, grad_norm: 5.0366 2020-07-25 17:35:02,409 - mmaction - INFO - Epoch [57][840/940] lr: 1.000e-03, eta: 10:51:55, time: 0.985, data_time: 0.003, memory: 8343, top1_acc: 0.6771, top5_acc: 0.8592, loss_cls: 1.3140, loss: 1.3140, grad_norm: 4.9314 2020-07-25 17:35:19,549 - mmaction - INFO - Epoch [57][860/940] lr: 1.000e-03, eta: 10:51:34, time: 0.859, data_time: 0.004, memory: 8343, top1_acc: 0.6760, top5_acc: 0.8689, loss_cls: 1.3189, loss: 1.3189, grad_norm: 5.0135 2020-07-25 17:35:39,408 - mmaction - INFO - Epoch [57][880/940] lr: 1.000e-03, eta: 10:51:15, time: 0.991, data_time: 0.005, memory: 8343, top1_acc: 0.6893, top5_acc: 0.8678, loss_cls: 1.2763, loss: 1.2763, grad_norm: 4.8749 2020-07-25 17:35:57,346 - mmaction - INFO - Epoch [57][900/940] lr: 1.000e-03, eta: 10:50:55, time: 0.898, data_time: 0.007, memory: 8343, top1_acc: 0.6740, top5_acc: 0.8594, loss_cls: 1.3399, loss: 1.3399, grad_norm: 5.0166 2020-07-25 17:36:17,250 - mmaction - INFO - Epoch [57][920/940] lr: 1.000e-03, eta: 10:50:36, time: 0.996, data_time: 0.008, memory: 8343, top1_acc: 0.6770, top5_acc: 0.8680, loss_cls: 1.3041, loss: 1.3041, grad_norm: 4.9777 2020-07-25 17:36:34,313 - mmaction - INFO - Epoch [57][940/940] lr: 1.000e-03, eta: 10:50:15, time: 0.852, data_time: 0.008, memory: 8343, top1_acc: 0.6766, top5_acc: 0.8677, loss_cls: 1.3155, loss: 1.3155, grad_norm: 5.0827 2020-07-25 17:36:34,720 - mmaction - INFO - Saving checkpoint at 57 epochs 2020-07-25 17:37:01,857 - mmaction - INFO - Epoch [58][20/940] lr: 1.000e-03, eta: 10:50:01, time: 1.336, data_time: 0.538, memory: 8343, top1_acc: 0.6869, top5_acc: 0.8738, loss_cls: 1.2597, loss: 1.2597, grad_norm: 4.9043 2020-07-25 17:37:18,785 - mmaction - INFO - Epoch [58][40/940] lr: 1.000e-03, eta: 10:49:40, time: 0.846, data_time: 0.009, memory: 8343, top1_acc: 0.6807, top5_acc: 0.8631, loss_cls: 1.3294, loss: 1.3294, grad_norm: 5.0028 2020-07-25 17:37:38,899 - mmaction - INFO - Epoch [58][60/940] lr: 1.000e-03, eta: 10:49:21, time: 1.008, data_time: 0.006, memory: 8343, top1_acc: 0.6785, top5_acc: 0.8736, loss_cls: 1.2913, loss: 1.2913, grad_norm: 4.9740 2020-07-25 17:37:55,876 - mmaction - INFO - Epoch [58][80/940] lr: 1.000e-03, eta: 10:49:00, time: 0.845, data_time: 0.004, memory: 8343, top1_acc: 0.6766, top5_acc: 0.8623, loss_cls: 1.3076, loss: 1.3076, grad_norm: 4.9528 2020-07-25 17:38:14,418 - mmaction - INFO - Epoch [58][100/940] lr: 1.000e-03, eta: 10:48:40, time: 0.929, data_time: 0.006, memory: 8343, top1_acc: 0.6861, top5_acc: 0.8734, loss_cls: 1.2764, loss: 1.2764, grad_norm: 5.0214 2020-07-25 17:38:32,406 - mmaction - INFO - Epoch [58][120/940] lr: 1.000e-03, eta: 10:48:20, time: 0.900, data_time: 0.009, memory: 8343, top1_acc: 0.6855, top5_acc: 0.8699, loss_cls: 1.2684, loss: 1.2684, grad_norm: 4.9405 2020-07-25 17:38:50,949 - mmaction - INFO - Epoch [58][140/940] lr: 1.000e-03, eta: 10:48:00, time: 0.925, data_time: 0.003, memory: 8343, top1_acc: 0.6809, top5_acc: 0.8705, loss_cls: 1.2759, loss: 1.2759, grad_norm: 4.9553 2020-07-25 17:39:09,469 - mmaction - INFO - Epoch [58][160/940] lr: 1.000e-03, eta: 10:47:40, time: 0.926, data_time: 0.008, memory: 8343, top1_acc: 0.6918, top5_acc: 0.8713, loss_cls: 1.2545, loss: 1.2545, grad_norm: 4.9300 2020-07-25 17:39:29,239 - mmaction - INFO - Epoch [58][180/940] lr: 1.000e-03, eta: 10:47:21, time: 0.989, data_time: 0.007, memory: 8343, top1_acc: 0.6822, top5_acc: 0.8684, loss_cls: 1.3165, loss: 1.3165, grad_norm: 5.0805 2020-07-25 17:39:48,106 - mmaction - INFO - Epoch [58][200/940] lr: 1.000e-03, eta: 10:47:02, time: 0.943, data_time: 0.008, memory: 8343, top1_acc: 0.6855, top5_acc: 0.8684, loss_cls: 1.2719, loss: 1.2719, grad_norm: 4.9892 2020-07-25 17:40:06,252 - mmaction - INFO - Epoch [58][220/940] lr: 1.000e-03, eta: 10:46:41, time: 0.909, data_time: 0.007, memory: 8343, top1_acc: 0.6791, top5_acc: 0.8660, loss_cls: 1.3050, loss: 1.3050, grad_norm: 4.9922 2020-07-25 17:40:25,715 - mmaction - INFO - Epoch [58][240/940] lr: 1.000e-03, eta: 10:46:22, time: 0.975, data_time: 0.004, memory: 8343, top1_acc: 0.6807, top5_acc: 0.8674, loss_cls: 1.3000, loss: 1.3000, grad_norm: 5.0077 2020-07-25 17:40:44,395 - mmaction - INFO - Epoch [58][260/940] lr: 1.000e-03, eta: 10:46:03, time: 0.933, data_time: 0.006, memory: 8343, top1_acc: 0.6760, top5_acc: 0.8719, loss_cls: 1.3072, loss: 1.3072, grad_norm: 5.0374 2020-07-25 17:41:03,065 - mmaction - INFO - Epoch [58][280/940] lr: 1.000e-03, eta: 10:45:43, time: 0.934, data_time: 0.006, memory: 8343, top1_acc: 0.6781, top5_acc: 0.8678, loss_cls: 1.3029, loss: 1.3029, grad_norm: 4.9756 2020-07-25 17:41:22,343 - mmaction - INFO - Epoch [58][300/940] lr: 1.000e-03, eta: 10:45:23, time: 0.961, data_time: 0.005, memory: 8343, top1_acc: 0.6758, top5_acc: 0.8635, loss_cls: 1.3074, loss: 1.3074, grad_norm: 4.9457 2020-07-25 17:41:41,202 - mmaction - INFO - Epoch [58][320/940] lr: 1.000e-03, eta: 10:45:04, time: 0.943, data_time: 0.008, memory: 8343, top1_acc: 0.6846, top5_acc: 0.8723, loss_cls: 1.2786, loss: 1.2786, grad_norm: 4.9821 2020-07-25 17:42:00,393 - mmaction - INFO - Epoch [58][340/940] lr: 1.000e-03, eta: 10:44:44, time: 0.962, data_time: 0.010, memory: 8343, top1_acc: 0.6693, top5_acc: 0.8676, loss_cls: 1.3106, loss: 1.3106, grad_norm: 5.0144 2020-07-25 17:42:19,989 - mmaction - INFO - Epoch [58][360/940] lr: 1.000e-03, eta: 10:44:25, time: 0.980, data_time: 0.003, memory: 8343, top1_acc: 0.6867, top5_acc: 0.8693, loss_cls: 1.2521, loss: 1.2521, grad_norm: 4.9211 2020-07-25 17:42:37,981 - mmaction - INFO - Epoch [58][380/940] lr: 1.000e-03, eta: 10:44:05, time: 0.900, data_time: 0.009, memory: 8343, top1_acc: 0.6824, top5_acc: 0.8746, loss_cls: 1.2792, loss: 1.2792, grad_norm: 4.9046 2020-07-25 17:42:58,608 - mmaction - INFO - Epoch [58][400/940] lr: 1.000e-03, eta: 10:43:47, time: 1.032, data_time: 0.003, memory: 8343, top1_acc: 0.6863, top5_acc: 0.8746, loss_cls: 1.2752, loss: 1.2752, grad_norm: 4.9415 2020-07-25 17:43:15,507 - mmaction - INFO - Epoch [58][420/940] lr: 1.000e-03, eta: 10:43:26, time: 0.842, data_time: 0.007, memory: 8343, top1_acc: 0.6949, top5_acc: 0.8707, loss_cls: 1.2694, loss: 1.2694, grad_norm: 4.9192 2020-07-25 17:43:35,686 - mmaction - INFO - Epoch [58][440/940] lr: 1.000e-03, eta: 10:43:07, time: 1.008, data_time: 0.009, memory: 8343, top1_acc: 0.6813, top5_acc: 0.8695, loss_cls: 1.2826, loss: 1.2826, grad_norm: 4.8886 2020-07-25 17:43:53,395 - mmaction - INFO - Epoch [58][460/940] lr: 1.000e-03, eta: 10:42:47, time: 0.889, data_time: 0.007, memory: 8343, top1_acc: 0.6877, top5_acc: 0.8664, loss_cls: 1.2907, loss: 1.2907, grad_norm: 4.9370 2020-07-25 17:44:11,241 - mmaction - INFO - Epoch [58][480/940] lr: 1.000e-03, eta: 10:42:26, time: 0.891, data_time: 0.006, memory: 8343, top1_acc: 0.6771, top5_acc: 0.8711, loss_cls: 1.2862, loss: 1.2862, grad_norm: 4.9647 2020-07-25 17:44:29,686 - mmaction - INFO - Epoch [58][500/940] lr: 1.000e-03, eta: 10:42:06, time: 0.924, data_time: 0.004, memory: 8343, top1_acc: 0.6873, top5_acc: 0.8766, loss_cls: 1.2446, loss: 1.2446, grad_norm: 4.8427 2020-07-25 17:44:47,651 - mmaction - INFO - Epoch [58][520/940] lr: 1.000e-03, eta: 10:41:46, time: 0.896, data_time: 0.005, memory: 8343, top1_acc: 0.6797, top5_acc: 0.8791, loss_cls: 1.2804, loss: 1.2804, grad_norm: 4.9943 2020-07-25 17:45:07,583 - mmaction - INFO - Epoch [58][540/940] lr: 1.000e-03, eta: 10:41:27, time: 0.996, data_time: 0.004, memory: 8343, top1_acc: 0.6832, top5_acc: 0.8697, loss_cls: 1.2838, loss: 1.2838, grad_norm: 4.9428 2020-07-25 17:45:26,858 - mmaction - INFO - Epoch [58][560/940] lr: 1.000e-03, eta: 10:41:08, time: 0.966, data_time: 0.004, memory: 8343, top1_acc: 0.6789, top5_acc: 0.8689, loss_cls: 1.2880, loss: 1.2880, grad_norm: 5.0000 2020-07-25 17:45:44,872 - mmaction - INFO - Epoch [58][580/940] lr: 1.000e-03, eta: 10:40:47, time: 0.900, data_time: 0.002, memory: 8343, top1_acc: 0.6885, top5_acc: 0.8721, loss_cls: 1.2685, loss: 1.2685, grad_norm: 5.0180 2020-07-25 17:46:03,143 - mmaction - INFO - Epoch [58][600/940] lr: 1.000e-03, eta: 10:40:27, time: 0.912, data_time: 0.007, memory: 8343, top1_acc: 0.6828, top5_acc: 0.8746, loss_cls: 1.2609, loss: 1.2609, grad_norm: 4.9663 2020-07-25 17:46:21,898 - mmaction - INFO - Epoch [58][620/940] lr: 1.000e-03, eta: 10:40:08, time: 0.939, data_time: 0.008, memory: 8343, top1_acc: 0.6814, top5_acc: 0.8713, loss_cls: 1.2906, loss: 1.2906, grad_norm: 5.0185 2020-07-25 17:46:39,594 - mmaction - INFO - Epoch [58][640/940] lr: 1.000e-03, eta: 10:39:47, time: 0.884, data_time: 0.007, memory: 8343, top1_acc: 0.6813, top5_acc: 0.8713, loss_cls: 1.2815, loss: 1.2815, grad_norm: 5.0804 2020-07-25 17:46:57,804 - mmaction - INFO - Epoch [58][660/940] lr: 1.000e-03, eta: 10:39:27, time: 0.911, data_time: 0.005, memory: 8343, top1_acc: 0.6840, top5_acc: 0.8730, loss_cls: 1.2768, loss: 1.2768, grad_norm: 5.0139 2020-07-25 17:47:16,927 - mmaction - INFO - Epoch [58][680/940] lr: 1.000e-03, eta: 10:39:08, time: 0.955, data_time: 0.008, memory: 8343, top1_acc: 0.6828, top5_acc: 0.8639, loss_cls: 1.2989, loss: 1.2989, grad_norm: 4.9016 2020-07-25 17:47:35,269 - mmaction - INFO - Epoch [58][700/940] lr: 1.000e-03, eta: 10:38:48, time: 0.918, data_time: 0.010, memory: 8343, top1_acc: 0.6891, top5_acc: 0.8736, loss_cls: 1.2648, loss: 1.2648, grad_norm: 4.9358 2020-07-25 17:47:53,790 - mmaction - INFO - Epoch [58][720/940] lr: 1.000e-03, eta: 10:38:28, time: 0.927, data_time: 0.006, memory: 8343, top1_acc: 0.6775, top5_acc: 0.8652, loss_cls: 1.3158, loss: 1.3158, grad_norm: 5.0951 2020-07-25 17:48:13,403 - mmaction - INFO - Epoch [58][740/940] lr: 1.000e-03, eta: 10:38:09, time: 0.977, data_time: 0.008, memory: 8343, top1_acc: 0.6609, top5_acc: 0.8574, loss_cls: 1.3335, loss: 1.3335, grad_norm: 5.1161 2020-07-25 17:48:30,703 - mmaction - INFO - Epoch [58][760/940] lr: 1.000e-03, eta: 10:37:48, time: 0.868, data_time: 0.007, memory: 8343, top1_acc: 0.6865, top5_acc: 0.8670, loss_cls: 1.2872, loss: 1.2872, grad_norm: 5.0086 2020-07-25 17:48:49,913 - mmaction - INFO - Epoch [58][780/940] lr: 1.000e-03, eta: 10:37:29, time: 0.961, data_time: 0.009, memory: 8343, top1_acc: 0.6895, top5_acc: 0.8701, loss_cls: 1.2695, loss: 1.2695, grad_norm: 4.9123 2020-07-25 17:49:07,922 - mmaction - INFO - Epoch [58][800/940] lr: 1.000e-03, eta: 10:37:08, time: 0.902, data_time: 0.003, memory: 8343, top1_acc: 0.6795, top5_acc: 0.8719, loss_cls: 1.2832, loss: 1.2832, grad_norm: 4.9489 2020-07-25 17:49:26,033 - mmaction - INFO - Epoch [58][820/940] lr: 1.000e-03, eta: 10:36:48, time: 0.902, data_time: 0.006, memory: 8343, top1_acc: 0.6869, top5_acc: 0.8734, loss_cls: 1.2695, loss: 1.2695, grad_norm: 5.0258 2020-07-25 17:49:44,789 - mmaction - INFO - Epoch [58][840/940] lr: 1.000e-03, eta: 10:36:29, time: 0.939, data_time: 0.005, memory: 8343, top1_acc: 0.6793, top5_acc: 0.8648, loss_cls: 1.3018, loss: 1.3018, grad_norm: 5.1502 2020-07-25 17:50:03,143 - mmaction - INFO - Epoch [58][860/940] lr: 1.000e-03, eta: 10:36:09, time: 0.918, data_time: 0.008, memory: 8343, top1_acc: 0.6758, top5_acc: 0.8623, loss_cls: 1.3155, loss: 1.3155, grad_norm: 5.0161 2020-07-25 17:50:22,338 - mmaction - INFO - Epoch [58][880/940] lr: 1.000e-03, eta: 10:35:49, time: 0.960, data_time: 0.003, memory: 8343, top1_acc: 0.6734, top5_acc: 0.8660, loss_cls: 1.3240, loss: 1.3240, grad_norm: 5.0915 2020-07-25 17:50:41,533 - mmaction - INFO - Epoch [58][900/940] lr: 1.000e-03, eta: 10:35:30, time: 0.958, data_time: 0.007, memory: 8343, top1_acc: 0.6758, top5_acc: 0.8721, loss_cls: 1.2823, loss: 1.2823, grad_norm: 5.0246 2020-07-25 17:50:59,450 - mmaction - INFO - Epoch [58][920/940] lr: 1.000e-03, eta: 10:35:10, time: 0.897, data_time: 0.009, memory: 8343, top1_acc: 0.6949, top5_acc: 0.8744, loss_cls: 1.2658, loss: 1.2658, grad_norm: 4.9528 2020-07-25 17:51:18,531 - mmaction - INFO - Epoch [58][940/940] lr: 1.000e-03, eta: 10:34:50, time: 0.955, data_time: 0.008, memory: 8343, top1_acc: 0.6703, top5_acc: 0.8602, loss_cls: 1.3415, loss: 1.3415, grad_norm: 5.1287 2020-07-25 17:51:18,887 - mmaction - INFO - Saving checkpoint at 58 epochs 2020-07-25 17:51:44,553 - mmaction - INFO - Epoch [59][20/940] lr: 1.000e-03, eta: 10:34:35, time: 1.263, data_time: 0.493, memory: 8343, top1_acc: 0.6809, top5_acc: 0.8717, loss_cls: 1.2854, loss: 1.2854, grad_norm: 4.9613 2020-07-25 17:52:01,738 - mmaction - INFO - Epoch [59][40/940] lr: 1.000e-03, eta: 10:34:14, time: 0.859, data_time: 0.056, memory: 8343, top1_acc: 0.6744, top5_acc: 0.8643, loss_cls: 1.3317, loss: 1.3317, grad_norm: 5.1576 2020-07-25 17:52:19,922 - mmaction - INFO - Epoch [59][60/940] lr: 1.000e-03, eta: 10:33:54, time: 0.908, data_time: 0.010, memory: 8343, top1_acc: 0.6850, top5_acc: 0.8750, loss_cls: 1.2736, loss: 1.2736, grad_norm: 5.0030 2020-07-25 17:52:38,822 - mmaction - INFO - Epoch [59][80/940] lr: 1.000e-03, eta: 10:33:35, time: 0.948, data_time: 0.010, memory: 8343, top1_acc: 0.6785, top5_acc: 0.8783, loss_cls: 1.2956, loss: 1.2956, grad_norm: 5.0951 2020-07-25 17:52:57,943 - mmaction - INFO - Epoch [59][100/940] lr: 1.000e-03, eta: 10:33:15, time: 0.956, data_time: 0.008, memory: 8343, top1_acc: 0.6893, top5_acc: 0.8664, loss_cls: 1.2780, loss: 1.2780, grad_norm: 4.9357 2020-07-25 17:53:16,828 - mmaction - INFO - Epoch [59][120/940] lr: 1.000e-03, eta: 10:32:56, time: 0.939, data_time: 0.008, memory: 8343, top1_acc: 0.6783, top5_acc: 0.8721, loss_cls: 1.2803, loss: 1.2803, grad_norm: 5.0817 2020-07-25 17:53:34,684 - mmaction - INFO - Epoch [59][140/940] lr: 1.000e-03, eta: 10:32:35, time: 0.899, data_time: 0.010, memory: 8343, top1_acc: 0.6875, top5_acc: 0.8711, loss_cls: 1.2736, loss: 1.2736, grad_norm: 4.9345 2020-07-25 17:53:53,345 - mmaction - INFO - Epoch [59][160/940] lr: 1.000e-03, eta: 10:32:15, time: 0.928, data_time: 0.006, memory: 8343, top1_acc: 0.6895, top5_acc: 0.8715, loss_cls: 1.2466, loss: 1.2466, grad_norm: 4.9852 2020-07-25 17:54:11,833 - mmaction - INFO - Epoch [59][180/940] lr: 1.000e-03, eta: 10:31:56, time: 0.929, data_time: 0.008, memory: 8343, top1_acc: 0.6830, top5_acc: 0.8672, loss_cls: 1.3009, loss: 1.3009, grad_norm: 4.9913 2020-07-25 17:54:30,184 - mmaction - INFO - Epoch [59][200/940] lr: 1.000e-03, eta: 10:31:36, time: 0.918, data_time: 0.009, memory: 8343, top1_acc: 0.6695, top5_acc: 0.8600, loss_cls: 1.3429, loss: 1.3429, grad_norm: 5.0938 2020-07-25 17:54:48,378 - mmaction - INFO - Epoch [59][220/940] lr: 1.000e-03, eta: 10:31:16, time: 0.910, data_time: 0.009, memory: 8343, top1_acc: 0.6828, top5_acc: 0.8662, loss_cls: 1.2757, loss: 1.2757, grad_norm: 4.8770 2020-07-25 17:55:06,575 - mmaction - INFO - Epoch [59][240/940] lr: 1.000e-03, eta: 10:30:55, time: 0.908, data_time: 0.006, memory: 8343, top1_acc: 0.6816, top5_acc: 0.8689, loss_cls: 1.2894, loss: 1.2894, grad_norm: 5.0046 2020-07-25 17:55:25,746 - mmaction - INFO - Epoch [59][260/940] lr: 1.000e-03, eta: 10:30:36, time: 0.959, data_time: 0.004, memory: 8343, top1_acc: 0.6807, top5_acc: 0.8730, loss_cls: 1.2782, loss: 1.2782, grad_norm: 5.0160 2020-07-25 17:55:43,744 - mmaction - INFO - Epoch [59][280/940] lr: 1.000e-03, eta: 10:30:16, time: 0.900, data_time: 0.004, memory: 8343, top1_acc: 0.6820, top5_acc: 0.8688, loss_cls: 1.3058, loss: 1.3058, grad_norm: 5.0642 2020-07-25 17:56:01,794 - mmaction - INFO - Epoch [59][300/940] lr: 1.000e-03, eta: 10:29:56, time: 0.904, data_time: 0.006, memory: 8343, top1_acc: 0.6818, top5_acc: 0.8725, loss_cls: 1.2803, loss: 1.2803, grad_norm: 4.9934 2020-07-25 17:56:21,062 - mmaction - INFO - Epoch [59][320/940] lr: 1.000e-03, eta: 10:29:36, time: 0.957, data_time: 0.007, memory: 8343, top1_acc: 0.6906, top5_acc: 0.8695, loss_cls: 1.2571, loss: 1.2571, grad_norm: 5.0140 2020-07-25 17:56:40,138 - mmaction - INFO - Epoch [59][340/940] lr: 1.000e-03, eta: 10:29:17, time: 0.960, data_time: 0.009, memory: 8343, top1_acc: 0.6750, top5_acc: 0.8662, loss_cls: 1.3266, loss: 1.3266, grad_norm: 5.0931 2020-07-25 17:57:00,028 - mmaction - INFO - Epoch [59][360/940] lr: 1.000e-03, eta: 10:28:58, time: 0.995, data_time: 0.002, memory: 8343, top1_acc: 0.6734, top5_acc: 0.8682, loss_cls: 1.3097, loss: 1.3097, grad_norm: 5.0909 2020-07-25 17:57:17,695 - mmaction - INFO - Epoch [59][380/940] lr: 1.000e-03, eta: 10:28:38, time: 0.879, data_time: 0.005, memory: 8343, top1_acc: 0.6867, top5_acc: 0.8734, loss_cls: 1.2622, loss: 1.2622, grad_norm: 5.0029 2020-07-25 17:57:36,683 - mmaction - INFO - Epoch [59][400/940] lr: 1.000e-03, eta: 10:28:18, time: 0.952, data_time: 0.008, memory: 8343, top1_acc: 0.6834, top5_acc: 0.8641, loss_cls: 1.3034, loss: 1.3034, grad_norm: 5.0320 2020-07-25 17:57:55,230 - mmaction - INFO - Epoch [59][420/940] lr: 1.000e-03, eta: 10:27:58, time: 0.922, data_time: 0.009, memory: 8343, top1_acc: 0.6795, top5_acc: 0.8658, loss_cls: 1.3204, loss: 1.3204, grad_norm: 5.0990 2020-07-25 17:58:14,691 - mmaction - INFO - Epoch [59][440/940] lr: 1.000e-03, eta: 10:27:39, time: 0.978, data_time: 0.009, memory: 8343, top1_acc: 0.6844, top5_acc: 0.8691, loss_cls: 1.2759, loss: 1.2759, grad_norm: 5.0321 2020-07-25 17:58:33,246 - mmaction - INFO - Epoch [59][460/940] lr: 1.000e-03, eta: 10:27:19, time: 0.927, data_time: 0.007, memory: 8343, top1_acc: 0.6795, top5_acc: 0.8635, loss_cls: 1.2928, loss: 1.2928, grad_norm: 5.0102 2020-07-25 17:58:52,104 - mmaction - INFO - Epoch [59][480/940] lr: 1.000e-03, eta: 10:27:00, time: 0.943, data_time: 0.009, memory: 8343, top1_acc: 0.6912, top5_acc: 0.8725, loss_cls: 1.2684, loss: 1.2684, grad_norm: 5.0063 2020-07-25 17:59:11,506 - mmaction - INFO - Epoch [59][500/940] lr: 1.000e-03, eta: 10:26:40, time: 0.972, data_time: 0.008, memory: 8343, top1_acc: 0.6871, top5_acc: 0.8717, loss_cls: 1.2603, loss: 1.2603, grad_norm: 4.9770 2020-07-25 17:59:29,299 - mmaction - INFO - Epoch [59][520/940] lr: 1.000e-03, eta: 10:26:20, time: 0.888, data_time: 0.005, memory: 8343, top1_acc: 0.6840, top5_acc: 0.8684, loss_cls: 1.2853, loss: 1.2853, grad_norm: 5.0036 2020-07-25 17:59:47,067 - mmaction - INFO - Epoch [59][540/940] lr: 1.000e-03, eta: 10:26:00, time: 0.890, data_time: 0.005, memory: 8343, top1_acc: 0.6850, top5_acc: 0.8715, loss_cls: 1.2677, loss: 1.2677, grad_norm: 5.0440 2020-07-25 18:00:09,919 - mmaction - INFO - Epoch [59][560/940] lr: 1.000e-03, eta: 10:25:43, time: 1.137, data_time: 0.009, memory: 8343, top1_acc: 0.6814, top5_acc: 0.8676, loss_cls: 1.2918, loss: 1.2918, grad_norm: 5.0483 2020-07-25 18:00:29,371 - mmaction - INFO - Epoch [59][580/940] lr: 1.000e-03, eta: 10:25:24, time: 0.979, data_time: 0.015, memory: 8343, top1_acc: 0.6834, top5_acc: 0.8703, loss_cls: 1.2803, loss: 1.2803, grad_norm: 5.0564 2020-07-25 18:00:48,072 - mmaction - INFO - Epoch [59][600/940] lr: 1.000e-03, eta: 10:25:04, time: 0.929, data_time: 0.005, memory: 8343, top1_acc: 0.6877, top5_acc: 0.8738, loss_cls: 1.2572, loss: 1.2572, grad_norm: 5.0213 2020-07-25 18:01:06,894 - mmaction - INFO - Epoch [59][620/940] lr: 1.000e-03, eta: 10:24:44, time: 0.946, data_time: 0.008, memory: 8343, top1_acc: 0.6820, top5_acc: 0.8648, loss_cls: 1.2929, loss: 1.2929, grad_norm: 5.0566 2020-07-25 18:01:24,257 - mmaction - INFO - Epoch [59][640/940] lr: 1.000e-03, eta: 10:24:24, time: 0.865, data_time: 0.008, memory: 8343, top1_acc: 0.6875, top5_acc: 0.8684, loss_cls: 1.2802, loss: 1.2802, grad_norm: 5.0840 2020-07-25 18:01:43,067 - mmaction - INFO - Epoch [59][660/940] lr: 1.000e-03, eta: 10:24:04, time: 0.944, data_time: 0.009, memory: 8343, top1_acc: 0.6980, top5_acc: 0.8781, loss_cls: 1.2396, loss: 1.2396, grad_norm: 4.9012 2020-07-25 18:02:02,207 - mmaction - INFO - Epoch [59][680/940] lr: 1.000e-03, eta: 10:23:45, time: 0.956, data_time: 0.007, memory: 8343, top1_acc: 0.6795, top5_acc: 0.8689, loss_cls: 1.2752, loss: 1.2752, grad_norm: 5.0185 2020-07-25 18:02:22,030 - mmaction - INFO - Epoch [59][700/940] lr: 1.000e-03, eta: 10:23:26, time: 0.993, data_time: 0.007, memory: 8343, top1_acc: 0.6920, top5_acc: 0.8744, loss_cls: 1.2524, loss: 1.2524, grad_norm: 5.0179 2020-07-25 18:02:40,861 - mmaction - INFO - Epoch [59][720/940] lr: 1.000e-03, eta: 10:23:06, time: 0.941, data_time: 0.002, memory: 8343, top1_acc: 0.6928, top5_acc: 0.8732, loss_cls: 1.2518, loss: 1.2518, grad_norm: 4.9570 2020-07-25 18:03:00,311 - mmaction - INFO - Epoch [59][740/940] lr: 1.000e-03, eta: 10:22:47, time: 0.973, data_time: 0.006, memory: 8343, top1_acc: 0.6715, top5_acc: 0.8602, loss_cls: 1.3171, loss: 1.3171, grad_norm: 5.1248 2020-07-25 18:03:17,963 - mmaction - INFO - Epoch [59][760/940] lr: 1.000e-03, eta: 10:22:27, time: 0.877, data_time: 0.007, memory: 8343, top1_acc: 0.6785, top5_acc: 0.8678, loss_cls: 1.2856, loss: 1.2856, grad_norm: 5.0304 2020-07-25 18:03:37,703 - mmaction - INFO - Epoch [59][780/940] lr: 1.000e-03, eta: 10:22:08, time: 0.990, data_time: 0.008, memory: 8343, top1_acc: 0.6781, top5_acc: 0.8625, loss_cls: 1.3133, loss: 1.3133, grad_norm: 5.0530 2020-07-25 18:03:57,708 - mmaction - INFO - Epoch [59][800/940] lr: 1.000e-03, eta: 10:21:49, time: 0.999, data_time: 0.009, memory: 8343, top1_acc: 0.6834, top5_acc: 0.8703, loss_cls: 1.2875, loss: 1.2875, grad_norm: 5.1060 2020-07-25 18:04:16,466 - mmaction - INFO - Epoch [59][820/940] lr: 1.000e-03, eta: 10:21:29, time: 0.941, data_time: 0.007, memory: 8343, top1_acc: 0.6805, top5_acc: 0.8691, loss_cls: 1.2880, loss: 1.2880, grad_norm: 5.1369 2020-07-25 18:04:34,980 - mmaction - INFO - Epoch [59][840/940] lr: 1.000e-03, eta: 10:21:09, time: 0.922, data_time: 0.006, memory: 8343, top1_acc: 0.6748, top5_acc: 0.8637, loss_cls: 1.3232, loss: 1.3232, grad_norm: 5.1698 2020-07-25 18:04:54,626 - mmaction - INFO - Epoch [59][860/940] lr: 1.000e-03, eta: 10:20:50, time: 0.986, data_time: 0.007, memory: 8343, top1_acc: 0.6818, top5_acc: 0.8742, loss_cls: 1.2810, loss: 1.2810, grad_norm: 5.1008 2020-07-25 18:05:13,396 - mmaction - INFO - Epoch [59][880/940] lr: 1.000e-03, eta: 10:20:31, time: 0.937, data_time: 0.007, memory: 8343, top1_acc: 0.6805, top5_acc: 0.8688, loss_cls: 1.2851, loss: 1.2851, grad_norm: 5.0285 2020-07-25 18:05:31,669 - mmaction - INFO - Epoch [59][900/940] lr: 1.000e-03, eta: 10:20:11, time: 0.913, data_time: 0.005, memory: 8343, top1_acc: 0.6916, top5_acc: 0.8715, loss_cls: 1.2543, loss: 1.2543, grad_norm: 4.9597 2020-07-25 18:05:50,279 - mmaction - INFO - Epoch [59][920/940] lr: 1.000e-03, eta: 10:19:51, time: 0.931, data_time: 0.003, memory: 8343, top1_acc: 0.6750, top5_acc: 0.8709, loss_cls: 1.2867, loss: 1.2867, grad_norm: 5.1092 2020-07-25 18:06:08,803 - mmaction - INFO - Epoch [59][940/940] lr: 1.000e-03, eta: 10:19:31, time: 0.926, data_time: 0.007, memory: 8343, top1_acc: 0.6797, top5_acc: 0.8671, loss_cls: 1.2989, loss: 1.2989, grad_norm: 5.1510 2020-07-25 18:06:09,226 - mmaction - INFO - Saving checkpoint at 59 epochs 2020-07-25 18:06:39,227 - mmaction - INFO - Epoch [60][20/940] lr: 1.000e-03, eta: 10:19:19, time: 1.460, data_time: 0.709, memory: 8343, top1_acc: 0.6844, top5_acc: 0.8697, loss_cls: 1.2686, loss: 1.2686, grad_norm: 4.9717 2020-07-25 18:06:56,757 - mmaction - INFO - Epoch [60][40/940] lr: 1.000e-03, eta: 10:18:58, time: 0.879, data_time: 0.006, memory: 8343, top1_acc: 0.6826, top5_acc: 0.8740, loss_cls: 1.2634, loss: 1.2634, grad_norm: 5.0553 2020-07-25 18:07:15,888 - mmaction - INFO - Epoch [60][60/940] lr: 1.000e-03, eta: 10:18:39, time: 0.955, data_time: 0.008, memory: 8343, top1_acc: 0.6924, top5_acc: 0.8758, loss_cls: 1.2573, loss: 1.2573, grad_norm: 5.0540 2020-07-25 18:07:35,954 - mmaction - INFO - Epoch [60][80/940] lr: 1.000e-03, eta: 10:18:20, time: 1.005, data_time: 0.009, memory: 8343, top1_acc: 0.6721, top5_acc: 0.8686, loss_cls: 1.3046, loss: 1.3046, grad_norm: 5.0493 2020-07-25 18:07:54,648 - mmaction - INFO - Epoch [60][100/940] lr: 1.000e-03, eta: 10:18:00, time: 0.932, data_time: 0.006, memory: 8343, top1_acc: 0.6904, top5_acc: 0.8758, loss_cls: 1.2502, loss: 1.2502, grad_norm: 4.9693 2020-07-25 18:08:14,404 - mmaction - INFO - Epoch [60][120/940] lr: 1.000e-03, eta: 10:17:41, time: 0.991, data_time: 0.005, memory: 8343, top1_acc: 0.6795, top5_acc: 0.8664, loss_cls: 1.3065, loss: 1.3065, grad_norm: 5.0930 2020-07-25 18:08:31,912 - mmaction - INFO - Epoch [60][140/940] lr: 1.000e-03, eta: 10:17:21, time: 0.868, data_time: 0.005, memory: 8343, top1_acc: 0.6916, top5_acc: 0.8746, loss_cls: 1.2526, loss: 1.2526, grad_norm: 4.9816 2020-07-25 18:08:50,871 - mmaction - INFO - Epoch [60][160/940] lr: 1.000e-03, eta: 10:17:01, time: 0.956, data_time: 0.010, memory: 8343, top1_acc: 0.6807, top5_acc: 0.8654, loss_cls: 1.2992, loss: 1.2992, grad_norm: 5.0889 2020-07-25 18:09:10,420 - mmaction - INFO - Epoch [60][180/940] lr: 1.000e-03, eta: 10:16:42, time: 0.970, data_time: 0.006, memory: 8343, top1_acc: 0.6797, top5_acc: 0.8678, loss_cls: 1.2868, loss: 1.2868, grad_norm: 5.0981 2020-07-25 18:09:29,350 - mmaction - INFO - Epoch [60][200/940] lr: 1.000e-03, eta: 10:16:23, time: 0.953, data_time: 0.009, memory: 8343, top1_acc: 0.6871, top5_acc: 0.8740, loss_cls: 1.2614, loss: 1.2614, grad_norm: 5.0218 2020-07-25 18:09:48,239 - mmaction - INFO - Epoch [60][220/940] lr: 1.000e-03, eta: 10:16:03, time: 0.942, data_time: 0.006, memory: 8343, top1_acc: 0.7029, top5_acc: 0.8701, loss_cls: 1.2378, loss: 1.2378, grad_norm: 4.8925 2020-07-25 18:10:07,629 - mmaction - INFO - Epoch [60][240/940] lr: 1.000e-03, eta: 10:15:44, time: 0.970, data_time: 0.005, memory: 8343, top1_acc: 0.6855, top5_acc: 0.8666, loss_cls: 1.2730, loss: 1.2730, grad_norm: 4.9705 2020-07-25 18:10:29,389 - mmaction - INFO - Epoch [60][260/940] lr: 1.000e-03, eta: 10:15:26, time: 1.091, data_time: 0.004, memory: 8343, top1_acc: 0.6859, top5_acc: 0.8666, loss_cls: 1.2874, loss: 1.2874, grad_norm: 5.0599 2020-07-25 18:10:48,382 - mmaction - INFO - Epoch [60][280/940] lr: 1.000e-03, eta: 10:15:07, time: 0.940, data_time: 0.004, memory: 8343, top1_acc: 0.6836, top5_acc: 0.8688, loss_cls: 1.2737, loss: 1.2737, grad_norm: 4.9479 2020-07-25 18:11:08,840 - mmaction - INFO - Epoch [60][300/940] lr: 1.000e-03, eta: 10:14:48, time: 1.030, data_time: 0.011, memory: 8343, top1_acc: 0.6879, top5_acc: 0.8656, loss_cls: 1.2937, loss: 1.2937, grad_norm: 5.0707 2020-07-25 18:11:27,581 - mmaction - INFO - Epoch [60][320/940] lr: 1.000e-03, eta: 10:14:29, time: 0.932, data_time: 0.007, memory: 8343, top1_acc: 0.6920, top5_acc: 0.8732, loss_cls: 1.2421, loss: 1.2421, grad_norm: 4.9765 2020-07-25 18:11:46,728 - mmaction - INFO - Epoch [60][340/940] lr: 1.000e-03, eta: 10:14:09, time: 0.962, data_time: 0.009, memory: 8343, top1_acc: 0.6967, top5_acc: 0.8711, loss_cls: 1.2509, loss: 1.2509, grad_norm: 5.0309 2020-07-25 18:12:06,441 - mmaction - INFO - Epoch [60][360/940] lr: 1.000e-03, eta: 10:13:50, time: 0.987, data_time: 0.003, memory: 8343, top1_acc: 0.6848, top5_acc: 0.8666, loss_cls: 1.2860, loss: 1.2860, grad_norm: 5.0440 2020-07-25 18:12:25,933 - mmaction - INFO - Epoch [60][380/940] lr: 1.000e-03, eta: 10:13:31, time: 0.975, data_time: 0.002, memory: 8343, top1_acc: 0.6936, top5_acc: 0.8719, loss_cls: 1.2685, loss: 1.2685, grad_norm: 4.9930 2020-07-25 18:12:45,135 - mmaction - INFO - Epoch [60][400/940] lr: 1.000e-03, eta: 10:13:12, time: 0.959, data_time: 0.003, memory: 8343, top1_acc: 0.6855, top5_acc: 0.8611, loss_cls: 1.3207, loss: 1.3207, grad_norm: 5.1276 2020-07-25 18:13:06,009 - mmaction - INFO - Epoch [60][420/940] lr: 1.000e-03, eta: 10:12:53, time: 1.041, data_time: 0.007, memory: 8343, top1_acc: 0.6861, top5_acc: 0.8762, loss_cls: 1.2674, loss: 1.2674, grad_norm: 5.0857 2020-07-25 18:13:25,200 - mmaction - INFO - Epoch [60][440/940] lr: 1.000e-03, eta: 10:12:34, time: 0.963, data_time: 0.007, memory: 8343, top1_acc: 0.6826, top5_acc: 0.8672, loss_cls: 1.2696, loss: 1.2696, grad_norm: 5.0593 2020-07-25 18:13:45,127 - mmaction - INFO - Epoch [60][460/940] lr: 1.000e-03, eta: 10:12:15, time: 0.996, data_time: 0.007, memory: 8343, top1_acc: 0.6734, top5_acc: 0.8600, loss_cls: 1.3194, loss: 1.3194, grad_norm: 5.0851 2020-07-25 18:14:03,968 - mmaction - INFO - Epoch [60][480/940] lr: 1.000e-03, eta: 10:11:56, time: 0.940, data_time: 0.007, memory: 8343, top1_acc: 0.6811, top5_acc: 0.8664, loss_cls: 1.3016, loss: 1.3016, grad_norm: 5.0640 2020-07-25 18:14:23,943 - mmaction - INFO - Epoch [60][500/940] lr: 1.000e-03, eta: 10:11:37, time: 1.002, data_time: 0.008, memory: 8343, top1_acc: 0.6857, top5_acc: 0.8736, loss_cls: 1.2610, loss: 1.2610, grad_norm: 5.0357 2020-07-25 18:14:43,785 - mmaction - INFO - Epoch [60][520/940] lr: 1.000e-03, eta: 10:11:18, time: 0.986, data_time: 0.006, memory: 8343, top1_acc: 0.6752, top5_acc: 0.8668, loss_cls: 1.3042, loss: 1.3042, grad_norm: 5.0093 2020-07-25 18:15:02,482 - mmaction - INFO - Epoch [60][540/940] lr: 1.000e-03, eta: 10:10:58, time: 0.940, data_time: 0.009, memory: 8343, top1_acc: 0.6803, top5_acc: 0.8666, loss_cls: 1.3184, loss: 1.3184, grad_norm: 5.0860 2020-07-25 18:15:22,093 - mmaction - INFO - Epoch [60][560/940] lr: 1.000e-03, eta: 10:10:39, time: 0.979, data_time: 0.002, memory: 8343, top1_acc: 0.6910, top5_acc: 0.8686, loss_cls: 1.2837, loss: 1.2837, grad_norm: 5.0845 2020-07-25 18:15:41,337 - mmaction - INFO - Epoch [60][580/940] lr: 1.000e-03, eta: 10:10:20, time: 0.957, data_time: 0.008, memory: 8343, top1_acc: 0.6863, top5_acc: 0.8637, loss_cls: 1.3035, loss: 1.3035, grad_norm: 5.0172 2020-07-25 18:16:00,922 - mmaction - INFO - Epoch [60][600/940] lr: 1.000e-03, eta: 10:10:01, time: 0.984, data_time: 0.008, memory: 8343, top1_acc: 0.6734, top5_acc: 0.8693, loss_cls: 1.2961, loss: 1.2961, grad_norm: 5.0665 2020-07-25 18:16:19,870 - mmaction - INFO - Epoch [60][620/940] lr: 1.000e-03, eta: 10:09:41, time: 0.949, data_time: 0.003, memory: 8343, top1_acc: 0.6891, top5_acc: 0.8738, loss_cls: 1.2705, loss: 1.2705, grad_norm: 5.0330 2020-07-25 18:16:39,441 - mmaction - INFO - Epoch [60][640/940] lr: 1.000e-03, eta: 10:09:22, time: 0.978, data_time: 0.005, memory: 8343, top1_acc: 0.6895, top5_acc: 0.8689, loss_cls: 1.2546, loss: 1.2546, grad_norm: 5.0306 2020-07-25 18:16:59,848 - mmaction - INFO - Epoch [60][660/940] lr: 1.000e-03, eta: 10:09:03, time: 1.019, data_time: 0.008, memory: 8343, top1_acc: 0.6867, top5_acc: 0.8750, loss_cls: 1.2593, loss: 1.2593, grad_norm: 5.0831 2020-07-25 18:17:20,242 - mmaction - INFO - Epoch [60][680/940] lr: 1.000e-03, eta: 10:08:45, time: 1.020, data_time: 0.005, memory: 8343, top1_acc: 0.6822, top5_acc: 0.8643, loss_cls: 1.2986, loss: 1.2986, grad_norm: 5.0545 2020-07-25 18:17:38,108 - mmaction - INFO - Epoch [60][700/940] lr: 1.000e-03, eta: 10:08:25, time: 0.888, data_time: 0.008, memory: 8343, top1_acc: 0.6797, top5_acc: 0.8699, loss_cls: 1.2916, loss: 1.2916, grad_norm: 5.1964 2020-07-25 18:17:58,049 - mmaction - INFO - Epoch [60][720/940] lr: 1.000e-03, eta: 10:08:06, time: 1.002, data_time: 0.008, memory: 8343, top1_acc: 0.6750, top5_acc: 0.8664, loss_cls: 1.3032, loss: 1.3032, grad_norm: 5.1354 2020-07-25 18:18:18,627 - mmaction - INFO - Epoch [60][740/940] lr: 1.000e-03, eta: 10:07:47, time: 1.025, data_time: 0.007, memory: 8343, top1_acc: 0.6850, top5_acc: 0.8736, loss_cls: 1.2840, loss: 1.2840, grad_norm: 5.1095 2020-07-25 18:18:38,304 - mmaction - INFO - Epoch [60][760/940] lr: 1.000e-03, eta: 10:07:28, time: 0.989, data_time: 0.008, memory: 8343, top1_acc: 0.6824, top5_acc: 0.8639, loss_cls: 1.3090, loss: 1.3090, grad_norm: 5.0776 2020-07-25 18:18:57,709 - mmaction - INFO - Epoch [60][780/940] lr: 1.000e-03, eta: 10:07:09, time: 0.963, data_time: 0.007, memory: 8343, top1_acc: 0.6834, top5_acc: 0.8693, loss_cls: 1.3089, loss: 1.3089, grad_norm: 5.0675 2020-07-25 18:19:17,564 - mmaction - INFO - Epoch [60][800/940] lr: 1.000e-03, eta: 10:06:50, time: 1.000, data_time: 0.010, memory: 8343, top1_acc: 0.6809, top5_acc: 0.8643, loss_cls: 1.2913, loss: 1.2913, grad_norm: 5.1302 2020-07-25 18:19:37,371 - mmaction - INFO - Epoch [60][820/940] lr: 1.000e-03, eta: 10:06:31, time: 0.990, data_time: 0.006, memory: 8343, top1_acc: 0.6773, top5_acc: 0.8633, loss_cls: 1.3155, loss: 1.3155, grad_norm: 5.1077 2020-07-25 18:19:58,062 - mmaction - INFO - Epoch [60][840/940] lr: 1.000e-03, eta: 10:06:13, time: 1.035, data_time: 0.002, memory: 8343, top1_acc: 0.6809, top5_acc: 0.8664, loss_cls: 1.3069, loss: 1.3069, grad_norm: 5.0728 2020-07-25 18:20:17,250 - mmaction - INFO - Epoch [60][860/940] lr: 1.000e-03, eta: 10:05:53, time: 0.955, data_time: 0.005, memory: 8343, top1_acc: 0.6795, top5_acc: 0.8668, loss_cls: 1.2875, loss: 1.2875, grad_norm: 5.0730 2020-07-25 18:20:37,002 - mmaction - INFO - Epoch [60][880/940] lr: 1.000e-03, eta: 10:05:35, time: 0.991, data_time: 0.007, memory: 8343, top1_acc: 0.6803, top5_acc: 0.8740, loss_cls: 1.2700, loss: 1.2700, grad_norm: 5.0923 2020-07-25 18:20:55,080 - mmaction - INFO - Epoch [60][900/940] lr: 1.000e-03, eta: 10:05:14, time: 0.905, data_time: 0.003, memory: 8343, top1_acc: 0.6773, top5_acc: 0.8684, loss_cls: 1.2904, loss: 1.2904, grad_norm: 5.1222 2020-07-25 18:21:16,244 - mmaction - INFO - Epoch [60][920/940] lr: 1.000e-03, eta: 10:04:56, time: 1.058, data_time: 0.007, memory: 8343, top1_acc: 0.6840, top5_acc: 0.8635, loss_cls: 1.2888, loss: 1.2888, grad_norm: 5.1073 2020-07-25 18:21:34,423 - mmaction - INFO - Epoch [60][940/940] lr: 1.000e-03, eta: 10:04:36, time: 0.909, data_time: 0.004, memory: 8343, top1_acc: 0.6841, top5_acc: 0.8768, loss_cls: 1.2620, loss: 1.2620, grad_norm: 5.1416 2020-07-25 18:21:34,805 - mmaction - INFO - Saving checkpoint at 60 epochs 2020-07-25 18:22:01,859 - mmaction - INFO - Epoch [61][20/940] lr: 1.000e-03, eta: 10:04:22, time: 1.311, data_time: 0.475, memory: 8343, top1_acc: 0.6922, top5_acc: 0.8734, loss_cls: 1.2640, loss: 1.2640, grad_norm: 4.9940 2020-07-25 18:22:20,475 - mmaction - INFO - Epoch [61][40/940] lr: 1.000e-03, eta: 10:04:02, time: 0.929, data_time: 0.009, memory: 8343, top1_acc: 0.6848, top5_acc: 0.8770, loss_cls: 1.2652, loss: 1.2652, grad_norm: 5.0904 2020-07-25 18:22:38,869 - mmaction - INFO - Epoch [61][60/940] lr: 1.000e-03, eta: 10:03:42, time: 0.921, data_time: 0.004, memory: 8343, top1_acc: 0.6848, top5_acc: 0.8738, loss_cls: 1.2673, loss: 1.2673, grad_norm: 5.0693 2020-07-25 18:22:58,997 - mmaction - INFO - Epoch [61][80/940] lr: 1.000e-03, eta: 10:03:23, time: 1.003, data_time: 0.005, memory: 8343, top1_acc: 0.6807, top5_acc: 0.8664, loss_cls: 1.3076, loss: 1.3076, grad_norm: 5.0987 2020-07-25 18:23:19,492 - mmaction - INFO - Epoch [61][100/940] lr: 1.000e-03, eta: 10:03:05, time: 1.028, data_time: 0.006, memory: 8343, top1_acc: 0.6881, top5_acc: 0.8666, loss_cls: 1.2631, loss: 1.2631, grad_norm: 5.0307 2020-07-25 18:23:38,039 - mmaction - INFO - Epoch [61][120/940] lr: 1.000e-03, eta: 10:02:45, time: 0.926, data_time: 0.006, memory: 8343, top1_acc: 0.6855, top5_acc: 0.8750, loss_cls: 1.2439, loss: 1.2439, grad_norm: 4.9762 2020-07-25 18:23:56,749 - mmaction - INFO - Epoch [61][140/940] lr: 1.000e-03, eta: 10:02:25, time: 0.937, data_time: 0.004, memory: 8343, top1_acc: 0.6838, top5_acc: 0.8621, loss_cls: 1.2913, loss: 1.2913, grad_norm: 5.0330 2020-07-25 18:24:16,512 - mmaction - INFO - Epoch [61][160/940] lr: 1.000e-03, eta: 10:02:06, time: 0.982, data_time: 0.006, memory: 8343, top1_acc: 0.6820, top5_acc: 0.8732, loss_cls: 1.2780, loss: 1.2780, grad_norm: 5.0801 2020-07-25 18:24:38,104 - mmaction - INFO - Epoch [61][180/940] lr: 1.000e-03, eta: 10:01:48, time: 1.084, data_time: 0.008, memory: 8343, top1_acc: 0.6799, top5_acc: 0.8666, loss_cls: 1.3127, loss: 1.3127, grad_norm: 5.2350 2020-07-25 18:24:58,317 - mmaction - INFO - Epoch [61][200/940] lr: 1.000e-03, eta: 10:01:30, time: 1.005, data_time: 0.007, memory: 8343, top1_acc: 0.6809, top5_acc: 0.8709, loss_cls: 1.2677, loss: 1.2677, grad_norm: 5.0384 2020-07-25 18:25:17,135 - mmaction - INFO - Epoch [61][220/940] lr: 1.000e-03, eta: 10:01:10, time: 0.948, data_time: 0.009, memory: 8343, top1_acc: 0.6932, top5_acc: 0.8738, loss_cls: 1.2293, loss: 1.2293, grad_norm: 4.9504 2020-07-25 18:25:36,904 - mmaction - INFO - Epoch [61][240/940] lr: 1.000e-03, eta: 10:00:51, time: 0.986, data_time: 0.006, memory: 8343, top1_acc: 0.6846, top5_acc: 0.8693, loss_cls: 1.2629, loss: 1.2629, grad_norm: 4.9968 2020-07-25 18:25:56,699 - mmaction - INFO - Epoch [61][260/940] lr: 1.000e-03, eta: 10:00:32, time: 0.990, data_time: 0.004, memory: 8343, top1_acc: 0.6951, top5_acc: 0.8777, loss_cls: 1.2203, loss: 1.2203, grad_norm: 4.9984 2020-07-25 18:26:15,800 - mmaction - INFO - Epoch [61][280/940] lr: 1.000e-03, eta: 10:00:13, time: 0.955, data_time: 0.007, memory: 8343, top1_acc: 0.6824, top5_acc: 0.8699, loss_cls: 1.2896, loss: 1.2896, grad_norm: 5.1003 2020-07-25 18:26:34,885 - mmaction - INFO - Epoch [61][300/940] lr: 1.000e-03, eta: 9:59:53, time: 0.956, data_time: 0.005, memory: 8343, top1_acc: 0.6861, top5_acc: 0.8674, loss_cls: 1.2767, loss: 1.2767, grad_norm: 5.1498 2020-07-25 18:26:57,203 - mmaction - INFO - Epoch [61][320/940] lr: 1.000e-03, eta: 9:59:34, time: 0.972, data_time: 0.006, memory: 8343, top1_acc: 0.6928, top5_acc: 0.8766, loss_cls: 1.2393, loss: 1.2393, grad_norm: 4.9496 2020-07-25 18:27:15,347 - mmaction - INFO - Epoch [61][340/940] lr: 1.000e-03, eta: 9:59:16, time: 1.051, data_time: 0.148, memory: 8343, top1_acc: 0.6822, top5_acc: 0.8676, loss_cls: 1.2776, loss: 1.2776, grad_norm: 5.1006 2020-07-25 18:27:35,447 - mmaction - INFO - Epoch [61][360/940] lr: 1.000e-03, eta: 9:58:57, time: 1.005, data_time: 0.007, memory: 8343, top1_acc: 0.6879, top5_acc: 0.8771, loss_cls: 1.2700, loss: 1.2700, grad_norm: 5.0996 2020-07-25 18:27:55,625 - mmaction - INFO - Epoch [61][380/940] lr: 1.000e-03, eta: 9:58:38, time: 1.007, data_time: 0.003, memory: 8343, top1_acc: 0.6768, top5_acc: 0.8680, loss_cls: 1.3027, loss: 1.3027, grad_norm: 5.1895 2020-07-25 18:28:14,708 - mmaction - INFO - Epoch [61][400/940] lr: 1.000e-03, eta: 9:58:19, time: 0.955, data_time: 0.009, memory: 8343, top1_acc: 0.6852, top5_acc: 0.8662, loss_cls: 1.3049, loss: 1.3049, grad_norm: 5.0843 2020-07-25 18:28:33,074 - mmaction - INFO - Epoch [61][420/940] lr: 1.000e-03, eta: 9:57:59, time: 0.920, data_time: 0.004, memory: 8343, top1_acc: 0.6789, top5_acc: 0.8625, loss_cls: 1.3088, loss: 1.3088, grad_norm: 5.0934 2020-07-25 18:28:52,686 - mmaction - INFO - Epoch [61][440/940] lr: 1.000e-03, eta: 9:57:40, time: 0.980, data_time: 0.007, memory: 8343, top1_acc: 0.6895, top5_acc: 0.8709, loss_cls: 1.2385, loss: 1.2385, grad_norm: 4.9926 2020-07-25 18:29:12,314 - mmaction - INFO - Epoch [61][460/940] lr: 1.000e-03, eta: 9:57:21, time: 0.979, data_time: 0.008, memory: 8343, top1_acc: 0.6840, top5_acc: 0.8693, loss_cls: 1.2684, loss: 1.2684, grad_norm: 5.1370 2020-07-25 18:29:32,358 - mmaction - INFO - Epoch [61][480/940] lr: 1.000e-03, eta: 9:57:02, time: 1.005, data_time: 0.007, memory: 8343, top1_acc: 0.6748, top5_acc: 0.8545, loss_cls: 1.3383, loss: 1.3383, grad_norm: 5.1424 2020-07-25 18:29:51,373 - mmaction - INFO - Epoch [61][500/940] lr: 1.000e-03, eta: 9:56:43, time: 0.949, data_time: 0.007, memory: 8343, top1_acc: 0.6844, top5_acc: 0.8723, loss_cls: 1.2767, loss: 1.2767, grad_norm: 5.0287 2020-07-25 18:30:10,661 - mmaction - INFO - Epoch [61][520/940] lr: 1.000e-03, eta: 9:56:23, time: 0.965, data_time: 0.005, memory: 8343, top1_acc: 0.6824, top5_acc: 0.8652, loss_cls: 1.2822, loss: 1.2822, grad_norm: 5.1430 2020-07-25 18:30:29,951 - mmaction - INFO - Epoch [61][540/940] lr: 1.000e-03, eta: 9:56:04, time: 0.965, data_time: 0.004, memory: 8343, top1_acc: 0.6752, top5_acc: 0.8662, loss_cls: 1.3261, loss: 1.3261, grad_norm: 5.2724 2020-07-25 18:30:50,293 - mmaction - INFO - Epoch [61][560/940] lr: 1.000e-03, eta: 9:55:45, time: 1.015, data_time: 0.009, memory: 8343, top1_acc: 0.6758, top5_acc: 0.8660, loss_cls: 1.2893, loss: 1.2893, grad_norm: 5.1639 2020-07-25 18:31:10,026 - mmaction - INFO - Epoch [61][580/940] lr: 1.000e-03, eta: 9:55:26, time: 0.989, data_time: 0.006, memory: 8343, top1_acc: 0.6861, top5_acc: 0.8691, loss_cls: 1.2772, loss: 1.2772, grad_norm: 5.1653 2020-07-25 18:31:29,444 - mmaction - INFO - Epoch [61][600/940] lr: 1.000e-03, eta: 9:55:07, time: 0.972, data_time: 0.007, memory: 8343, top1_acc: 0.6896, top5_acc: 0.8645, loss_cls: 1.2673, loss: 1.2673, grad_norm: 5.0907 2020-07-25 18:31:48,240 - mmaction - INFO - Epoch [61][620/940] lr: 1.000e-03, eta: 9:54:47, time: 0.938, data_time: 0.007, memory: 8343, top1_acc: 0.6902, top5_acc: 0.8652, loss_cls: 1.2811, loss: 1.2811, grad_norm: 5.1541 2020-07-25 18:32:07,724 - mmaction - INFO - Epoch [61][640/940] lr: 1.000e-03, eta: 9:54:28, time: 0.974, data_time: 0.004, memory: 8343, top1_acc: 0.6857, top5_acc: 0.8707, loss_cls: 1.2716, loss: 1.2716, grad_norm: 5.1150 2020-07-25 18:32:27,431 - mmaction - INFO - Epoch [61][660/940] lr: 1.000e-03, eta: 9:54:09, time: 0.987, data_time: 0.003, memory: 8343, top1_acc: 0.6744, top5_acc: 0.8611, loss_cls: 1.3178, loss: 1.3178, grad_norm: 5.2214 2020-07-25 18:32:47,729 - mmaction - INFO - Epoch [61][680/940] lr: 1.000e-03, eta: 9:53:51, time: 1.009, data_time: 0.005, memory: 8343, top1_acc: 0.6814, top5_acc: 0.8695, loss_cls: 1.2730, loss: 1.2730, grad_norm: 5.1762 2020-07-25 18:33:08,509 - mmaction - INFO - Epoch [61][700/940] lr: 1.000e-03, eta: 9:53:32, time: 1.044, data_time: 0.008, memory: 8343, top1_acc: 0.6822, top5_acc: 0.8668, loss_cls: 1.2890, loss: 1.2890, grad_norm: 5.1152 2020-07-25 18:33:26,554 - mmaction - INFO - Epoch [61][720/940] lr: 1.000e-03, eta: 9:53:12, time: 0.896, data_time: 0.007, memory: 8343, top1_acc: 0.6836, top5_acc: 0.8709, loss_cls: 1.2533, loss: 1.2533, grad_norm: 5.0319 2020-07-25 18:33:46,160 - mmaction - INFO - Epoch [61][740/940] lr: 1.000e-03, eta: 9:52:53, time: 0.986, data_time: 0.009, memory: 8343, top1_acc: 0.6896, top5_acc: 0.8711, loss_cls: 1.2836, loss: 1.2836, grad_norm: 5.1824 2020-07-25 18:34:05,723 - mmaction - INFO - Epoch [61][760/940] lr: 1.000e-03, eta: 9:52:34, time: 0.978, data_time: 0.006, memory: 8343, top1_acc: 0.6820, top5_acc: 0.8656, loss_cls: 1.2847, loss: 1.2847, grad_norm: 5.0563 2020-07-25 18:34:24,652 - mmaction - INFO - Epoch [61][780/940] lr: 1.000e-03, eta: 9:52:14, time: 0.947, data_time: 0.007, memory: 8343, top1_acc: 0.6865, top5_acc: 0.8732, loss_cls: 1.2624, loss: 1.2624, grad_norm: 5.1008 2020-07-25 18:34:43,429 - mmaction - INFO - Epoch [61][800/940] lr: 1.000e-03, eta: 9:51:55, time: 0.939, data_time: 0.003, memory: 8343, top1_acc: 0.6787, top5_acc: 0.8713, loss_cls: 1.2732, loss: 1.2732, grad_norm: 5.1052 2020-07-25 18:35:02,954 - mmaction - INFO - Epoch [61][820/940] lr: 1.000e-03, eta: 9:51:36, time: 0.976, data_time: 0.006, memory: 8343, top1_acc: 0.6887, top5_acc: 0.8707, loss_cls: 1.2628, loss: 1.2628, grad_norm: 5.0402 2020-07-25 18:35:22,694 - mmaction - INFO - Epoch [61][840/940] lr: 1.000e-03, eta: 9:51:17, time: 0.986, data_time: 0.002, memory: 8343, top1_acc: 0.6689, top5_acc: 0.8629, loss_cls: 1.3239, loss: 1.3239, grad_norm: 5.2396 2020-07-25 18:35:41,702 - mmaction - INFO - Epoch [61][860/940] lr: 1.000e-03, eta: 9:50:57, time: 0.949, data_time: 0.006, memory: 8343, top1_acc: 0.6930, top5_acc: 0.8750, loss_cls: 1.2600, loss: 1.2600, grad_norm: 5.1162 2020-07-25 18:36:00,912 - mmaction - INFO - Epoch [61][880/940] lr: 1.000e-03, eta: 9:50:38, time: 0.963, data_time: 0.004, memory: 8343, top1_acc: 0.6771, top5_acc: 0.8652, loss_cls: 1.3019, loss: 1.3019, grad_norm: 5.1611 2020-07-25 18:36:19,318 - mmaction - INFO - Epoch [61][900/940] lr: 1.000e-03, eta: 9:50:18, time: 0.918, data_time: 0.007, memory: 8343, top1_acc: 0.6850, top5_acc: 0.8756, loss_cls: 1.2800, loss: 1.2800, grad_norm: 5.1788 2020-07-25 18:36:39,539 - mmaction - INFO - Epoch [61][920/940] lr: 1.000e-03, eta: 9:49:59, time: 1.014, data_time: 0.007, memory: 8343, top1_acc: 0.6912, top5_acc: 0.8729, loss_cls: 1.2675, loss: 1.2675, grad_norm: 5.0475 2020-07-25 18:36:58,076 - mmaction - INFO - Epoch [61][940/940] lr: 1.000e-03, eta: 9:49:39, time: 0.925, data_time: 0.004, memory: 8343, top1_acc: 0.6827, top5_acc: 0.8703, loss_cls: 1.2776, loss: 1.2776, grad_norm: 5.1807 2020-07-25 18:36:58,472 - mmaction - INFO - Saving checkpoint at 61 epochs 2020-07-25 18:37:27,195 - mmaction - INFO - Epoch [62][20/940] lr: 1.000e-03, eta: 9:49:26, time: 1.417, data_time: 0.436, memory: 8343, top1_acc: 0.6846, top5_acc: 0.8779, loss_cls: 1.2495, loss: 1.2495, grad_norm: 5.0109 2020-07-25 18:37:43,568 - mmaction - INFO - Epoch [62][40/940] lr: 1.000e-03, eta: 9:49:05, time: 0.813, data_time: 0.007, memory: 8343, top1_acc: 0.6781, top5_acc: 0.8621, loss_cls: 1.3155, loss: 1.3155, grad_norm: 5.1683 2020-07-25 18:38:04,064 - mmaction - INFO - Epoch [62][60/940] lr: 1.000e-03, eta: 9:48:46, time: 1.032, data_time: 0.009, memory: 8343, top1_acc: 0.6871, top5_acc: 0.8764, loss_cls: 1.2654, loss: 1.2654, grad_norm: 5.0942 2020-07-25 18:38:23,152 - mmaction - INFO - Epoch [62][80/940] lr: 1.000e-03, eta: 9:48:27, time: 0.951, data_time: 0.006, memory: 8343, top1_acc: 0.6822, top5_acc: 0.8758, loss_cls: 1.2662, loss: 1.2662, grad_norm: 5.1492 2020-07-25 18:38:43,202 - mmaction - INFO - Epoch [62][100/940] lr: 1.000e-03, eta: 9:48:08, time: 1.005, data_time: 0.007, memory: 8343, top1_acc: 0.6754, top5_acc: 0.8742, loss_cls: 1.2989, loss: 1.2989, grad_norm: 5.1904 2020-07-25 18:39:02,324 - mmaction - INFO - Epoch [62][120/940] lr: 1.000e-03, eta: 9:47:48, time: 0.952, data_time: 0.007, memory: 8343, top1_acc: 0.6846, top5_acc: 0.8682, loss_cls: 1.2733, loss: 1.2733, grad_norm: 5.0668 2020-07-25 18:39:21,510 - mmaction - INFO - Epoch [62][140/940] lr: 1.000e-03, eta: 9:47:29, time: 0.963, data_time: 0.008, memory: 8343, top1_acc: 0.6910, top5_acc: 0.8746, loss_cls: 1.2762, loss: 1.2762, grad_norm: 5.1133 2020-07-25 18:39:41,502 - mmaction - INFO - Epoch [62][160/940] lr: 1.000e-03, eta: 9:47:10, time: 0.995, data_time: 0.008, memory: 8343, top1_acc: 0.6908, top5_acc: 0.8807, loss_cls: 1.2197, loss: 1.2197, grad_norm: 5.0532 2020-07-25 18:40:00,943 - mmaction - INFO - Epoch [62][180/940] lr: 1.000e-03, eta: 9:46:51, time: 0.977, data_time: 0.008, memory: 8343, top1_acc: 0.6875, top5_acc: 0.8703, loss_cls: 1.2670, loss: 1.2670, grad_norm: 5.1249 2020-07-25 18:40:18,673 - mmaction - INFO - Epoch [62][200/940] lr: 1.000e-03, eta: 9:46:31, time: 0.885, data_time: 0.006, memory: 8343, top1_acc: 0.6949, top5_acc: 0.8711, loss_cls: 1.2425, loss: 1.2425, grad_norm: 5.0489 2020-07-25 18:40:38,674 - mmaction - INFO - Epoch [62][220/940] lr: 1.000e-03, eta: 9:46:12, time: 1.003, data_time: 0.007, memory: 8343, top1_acc: 0.6867, top5_acc: 0.8676, loss_cls: 1.2836, loss: 1.2836, grad_norm: 5.0902 2020-07-25 18:40:58,621 - mmaction - INFO - Epoch [62][240/940] lr: 1.000e-03, eta: 9:45:53, time: 0.994, data_time: 0.005, memory: 8343, top1_acc: 0.6916, top5_acc: 0.8748, loss_cls: 1.2421, loss: 1.2421, grad_norm: 5.0914 2020-07-25 18:41:18,341 - mmaction - INFO - Epoch [62][260/940] lr: 1.000e-03, eta: 9:45:34, time: 0.987, data_time: 0.007, memory: 8343, top1_acc: 0.6852, top5_acc: 0.8719, loss_cls: 1.2689, loss: 1.2689, grad_norm: 5.0792 2020-07-25 18:41:38,366 - mmaction - INFO - Epoch [62][280/940] lr: 1.000e-03, eta: 9:45:15, time: 0.998, data_time: 0.007, memory: 8343, top1_acc: 0.6844, top5_acc: 0.8703, loss_cls: 1.2720, loss: 1.2720, grad_norm: 5.1020 2020-07-25 18:41:56,921 - mmaction - INFO - Epoch [62][300/940] lr: 1.000e-03, eta: 9:44:55, time: 0.931, data_time: 0.007, memory: 8343, top1_acc: 0.6895, top5_acc: 0.8699, loss_cls: 1.2518, loss: 1.2518, grad_norm: 5.0312 2020-07-25 18:42:16,363 - mmaction - INFO - Epoch [62][320/940] lr: 1.000e-03, eta: 9:44:36, time: 0.968, data_time: 0.007, memory: 8343, top1_acc: 0.6764, top5_acc: 0.8699, loss_cls: 1.2898, loss: 1.2898, grad_norm: 5.1479 2020-07-25 18:42:36,983 - mmaction - INFO - Epoch [62][340/940] lr: 1.000e-03, eta: 9:44:18, time: 1.036, data_time: 0.008, memory: 8343, top1_acc: 0.6932, top5_acc: 0.8730, loss_cls: 1.2406, loss: 1.2406, grad_norm: 5.0931 2020-07-25 18:42:57,114 - mmaction - INFO - Epoch [62][360/940] lr: 1.000e-03, eta: 9:43:59, time: 1.007, data_time: 0.002, memory: 8343, top1_acc: 0.6828, top5_acc: 0.8748, loss_cls: 1.2677, loss: 1.2677, grad_norm: 5.1359 2020-07-25 18:43:14,867 - mmaction - INFO - Epoch [62][380/940] lr: 1.000e-03, eta: 9:43:38, time: 0.887, data_time: 0.004, memory: 8343, top1_acc: 0.6879, top5_acc: 0.8766, loss_cls: 1.2606, loss: 1.2606, grad_norm: 5.0224 2020-07-25 18:43:34,362 - mmaction - INFO - Epoch [62][400/940] lr: 1.000e-03, eta: 9:43:19, time: 0.975, data_time: 0.003, memory: 8343, top1_acc: 0.6875, top5_acc: 0.8752, loss_cls: 1.2471, loss: 1.2471, grad_norm: 5.0687 2020-07-25 18:43:53,501 - mmaction - INFO - Epoch [62][420/940] lr: 1.000e-03, eta: 9:43:00, time: 0.956, data_time: 0.006, memory: 8343, top1_acc: 0.6863, top5_acc: 0.8684, loss_cls: 1.2677, loss: 1.2677, grad_norm: 5.0923 2020-07-25 18:44:13,860 - mmaction - INFO - Epoch [62][440/940] lr: 1.000e-03, eta: 9:42:41, time: 1.017, data_time: 0.004, memory: 8343, top1_acc: 0.7018, top5_acc: 0.8811, loss_cls: 1.2081, loss: 1.2081, grad_norm: 4.9879 2020-07-25 18:44:33,549 - mmaction - INFO - Epoch [62][460/940] lr: 1.000e-03, eta: 9:42:22, time: 0.983, data_time: 0.009, memory: 8343, top1_acc: 0.6842, top5_acc: 0.8709, loss_cls: 1.2802, loss: 1.2802, grad_norm: 5.0982 2020-07-25 18:44:52,501 - mmaction - INFO - Epoch [62][480/940] lr: 1.000e-03, eta: 9:42:03, time: 0.949, data_time: 0.007, memory: 8343, top1_acc: 0.6889, top5_acc: 0.8705, loss_cls: 1.2721, loss: 1.2721, grad_norm: 5.0855 2020-07-25 18:45:12,665 - mmaction - INFO - Epoch [62][500/940] lr: 1.000e-03, eta: 9:41:44, time: 1.010, data_time: 0.008, memory: 8343, top1_acc: 0.6828, top5_acc: 0.8666, loss_cls: 1.2808, loss: 1.2808, grad_norm: 5.1225 2020-07-25 18:45:32,154 - mmaction - INFO - Epoch [62][520/940] lr: 1.000e-03, eta: 9:41:25, time: 0.975, data_time: 0.004, memory: 8343, top1_acc: 0.6854, top5_acc: 0.8688, loss_cls: 1.2875, loss: 1.2875, grad_norm: 5.1726 2020-07-25 18:45:51,113 - mmaction - INFO - Epoch [62][540/940] lr: 1.000e-03, eta: 9:41:05, time: 0.948, data_time: 0.002, memory: 8343, top1_acc: 0.6793, top5_acc: 0.8686, loss_cls: 1.2766, loss: 1.2766, grad_norm: 5.0887 2020-07-25 18:46:11,174 - mmaction - INFO - Epoch [62][560/940] lr: 1.000e-03, eta: 9:40:46, time: 1.000, data_time: 0.006, memory: 8343, top1_acc: 0.6770, top5_acc: 0.8646, loss_cls: 1.3365, loss: 1.3365, grad_norm: 5.2355 2020-07-25 18:46:30,774 - mmaction - INFO - Epoch [62][580/940] lr: 1.000e-03, eta: 9:40:27, time: 0.980, data_time: 0.005, memory: 8343, top1_acc: 0.6764, top5_acc: 0.8717, loss_cls: 1.2793, loss: 1.2793, grad_norm: 5.1933 2020-07-25 18:46:49,557 - mmaction - INFO - Epoch [62][600/940] lr: 1.000e-03, eta: 9:40:07, time: 0.938, data_time: 0.008, memory: 8343, top1_acc: 0.6748, top5_acc: 0.8656, loss_cls: 1.2959, loss: 1.2959, grad_norm: 5.2072 2020-07-25 18:47:08,769 - mmaction - INFO - Epoch [62][620/940] lr: 1.000e-03, eta: 9:39:48, time: 0.963, data_time: 0.007, memory: 8343, top1_acc: 0.6943, top5_acc: 0.8812, loss_cls: 1.2390, loss: 1.2390, grad_norm: 5.0528 2020-07-25 18:47:28,894 - mmaction - INFO - Epoch [62][640/940] lr: 1.000e-03, eta: 9:39:29, time: 1.006, data_time: 0.009, memory: 8343, top1_acc: 0.6922, top5_acc: 0.8779, loss_cls: 1.2490, loss: 1.2490, grad_norm: 5.1119 2020-07-25 18:47:48,075 - mmaction - INFO - Epoch [62][660/940] lr: 1.000e-03, eta: 9:39:10, time: 0.954, data_time: 0.007, memory: 8343, top1_acc: 0.6891, top5_acc: 0.8717, loss_cls: 1.2549, loss: 1.2549, grad_norm: 5.1617 2020-07-25 18:48:07,481 - mmaction - INFO - Epoch [62][680/940] lr: 1.000e-03, eta: 9:38:51, time: 0.977, data_time: 0.010, memory: 8343, top1_acc: 0.6877, top5_acc: 0.8678, loss_cls: 1.2851, loss: 1.2851, grad_norm: 5.1294 2020-07-25 18:48:28,901 - mmaction - INFO - Epoch [62][700/940] lr: 1.000e-03, eta: 9:38:33, time: 1.070, data_time: 0.005, memory: 8343, top1_acc: 0.6865, top5_acc: 0.8639, loss_cls: 1.3133, loss: 1.3133, grad_norm: 5.2270 2020-07-25 18:48:47,142 - mmaction - INFO - Epoch [62][720/940] lr: 1.000e-03, eta: 9:38:13, time: 0.906, data_time: 0.007, memory: 8343, top1_acc: 0.6732, top5_acc: 0.8697, loss_cls: 1.3153, loss: 1.3153, grad_norm: 5.2015 2020-07-25 18:49:08,923 - mmaction - INFO - Epoch [62][740/940] lr: 1.000e-03, eta: 9:37:55, time: 1.096, data_time: 0.009, memory: 8343, top1_acc: 0.6854, top5_acc: 0.8695, loss_cls: 1.2788, loss: 1.2788, grad_norm: 5.1657 2020-07-25 18:49:26,741 - mmaction - INFO - Epoch [62][760/940] lr: 1.000e-03, eta: 9:37:35, time: 0.888, data_time: 0.006, memory: 8343, top1_acc: 0.6828, top5_acc: 0.8670, loss_cls: 1.2691, loss: 1.2691, grad_norm: 5.1482 2020-07-25 18:49:46,984 - mmaction - INFO - Epoch [62][780/940] lr: 1.000e-03, eta: 9:37:16, time: 1.013, data_time: 0.008, memory: 8343, top1_acc: 0.6795, top5_acc: 0.8693, loss_cls: 1.3018, loss: 1.3018, grad_norm: 5.1816 2020-07-25 18:50:06,030 - mmaction - INFO - Epoch [62][800/940] lr: 1.000e-03, eta: 9:36:57, time: 0.954, data_time: 0.009, memory: 8343, top1_acc: 0.6844, top5_acc: 0.8709, loss_cls: 1.2757, loss: 1.2757, grad_norm: 5.1952 2020-07-25 18:50:26,491 - mmaction - INFO - Epoch [62][820/940] lr: 1.000e-03, eta: 9:36:38, time: 1.021, data_time: 0.002, memory: 8343, top1_acc: 0.6918, top5_acc: 0.8678, loss_cls: 1.2807, loss: 1.2807, grad_norm: 5.0902 2020-07-25 18:50:45,558 - mmaction - INFO - Epoch [62][840/940] lr: 1.000e-03, eta: 9:36:19, time: 0.953, data_time: 0.007, memory: 8343, top1_acc: 0.6854, top5_acc: 0.8684, loss_cls: 1.2814, loss: 1.2814, grad_norm: 5.1703 2020-07-25 18:51:04,871 - mmaction - INFO - Epoch [62][860/940] lr: 1.000e-03, eta: 9:35:59, time: 0.966, data_time: 0.005, memory: 8343, top1_acc: 0.6842, top5_acc: 0.8678, loss_cls: 1.2753, loss: 1.2753, grad_norm: 5.1641 2020-07-25 18:51:26,370 - mmaction - INFO - Epoch [62][880/940] lr: 1.000e-03, eta: 9:35:41, time: 1.076, data_time: 0.008, memory: 8343, top1_acc: 0.6893, top5_acc: 0.8652, loss_cls: 1.2624, loss: 1.2624, grad_norm: 5.1406 2020-07-25 18:51:44,718 - mmaction - INFO - Epoch [62][900/940] lr: 1.000e-03, eta: 9:35:21, time: 0.916, data_time: 0.005, memory: 8343, top1_acc: 0.6785, top5_acc: 0.8691, loss_cls: 1.2807, loss: 1.2807, grad_norm: 5.2155 2020-07-25 18:52:05,056 - mmaction - INFO - Epoch [62][920/940] lr: 1.000e-03, eta: 9:35:03, time: 1.019, data_time: 0.005, memory: 8343, top1_acc: 0.6871, top5_acc: 0.8727, loss_cls: 1.2665, loss: 1.2665, grad_norm: 5.1749 2020-07-25 18:52:23,808 - mmaction - INFO - Epoch [62][940/940] lr: 1.000e-03, eta: 9:34:43, time: 0.936, data_time: 0.007, memory: 8343, top1_acc: 0.6854, top5_acc: 0.8762, loss_cls: 1.2736, loss: 1.2736, grad_norm: 5.2206 2020-07-25 18:52:24,287 - mmaction - INFO - Saving checkpoint at 62 epochs 2020-07-25 18:52:50,963 - mmaction - INFO - Epoch [63][20/940] lr: 1.000e-03, eta: 9:34:28, time: 1.310, data_time: 0.527, memory: 8343, top1_acc: 0.6883, top5_acc: 0.8729, loss_cls: 1.2467, loss: 1.2467, grad_norm: 5.0768 2020-07-25 18:53:08,858 - mmaction - INFO - Epoch [63][40/940] lr: 1.000e-03, eta: 9:34:08, time: 0.889, data_time: 0.007, memory: 8343, top1_acc: 0.6795, top5_acc: 0.8678, loss_cls: 1.2881, loss: 1.2881, grad_norm: 5.1889 2020-07-25 18:53:27,774 - mmaction - INFO - Epoch [63][60/940] lr: 1.000e-03, eta: 9:33:48, time: 0.951, data_time: 0.010, memory: 8343, top1_acc: 0.6875, top5_acc: 0.8775, loss_cls: 1.2387, loss: 1.2387, grad_norm: 5.1016 2020-07-25 18:53:48,140 - mmaction - INFO - Epoch [63][80/940] lr: 1.000e-03, eta: 9:33:30, time: 1.019, data_time: 0.011, memory: 8343, top1_acc: 0.6900, top5_acc: 0.8721, loss_cls: 1.2405, loss: 1.2405, grad_norm: 5.0797 2020-07-25 18:54:06,304 - mmaction - INFO - Epoch [63][100/940] lr: 1.000e-03, eta: 9:33:10, time: 0.909, data_time: 0.005, memory: 8343, top1_acc: 0.6863, top5_acc: 0.8727, loss_cls: 1.2592, loss: 1.2592, grad_norm: 5.1050 2020-07-25 18:54:24,822 - mmaction - INFO - Epoch [63][120/940] lr: 1.000e-03, eta: 9:32:50, time: 0.925, data_time: 0.006, memory: 8343, top1_acc: 0.6924, top5_acc: 0.8715, loss_cls: 1.2525, loss: 1.2525, grad_norm: 5.0977 2020-07-25 18:54:44,971 - mmaction - INFO - Epoch [63][140/940] lr: 1.000e-03, eta: 9:32:31, time: 1.008, data_time: 0.002, memory: 8343, top1_acc: 0.6850, top5_acc: 0.8689, loss_cls: 1.2611, loss: 1.2611, grad_norm: 5.1450 2020-07-25 18:55:03,761 - mmaction - INFO - Epoch [63][160/940] lr: 1.000e-03, eta: 9:32:11, time: 0.939, data_time: 0.004, memory: 8343, top1_acc: 0.6914, top5_acc: 0.8686, loss_cls: 1.2738, loss: 1.2738, grad_norm: 5.2153 2020-07-25 18:55:23,320 - mmaction - INFO - Epoch [63][180/940] lr: 1.000e-03, eta: 9:31:52, time: 0.977, data_time: 0.002, memory: 8343, top1_acc: 0.6734, top5_acc: 0.8729, loss_cls: 1.2900, loss: 1.2900, grad_norm: 5.2537 2020-07-25 18:55:42,632 - mmaction - INFO - Epoch [63][200/940] lr: 1.000e-03, eta: 9:31:33, time: 0.965, data_time: 0.007, memory: 8343, top1_acc: 0.6928, top5_acc: 0.8660, loss_cls: 1.2777, loss: 1.2777, grad_norm: 5.1712 2020-07-25 18:56:03,962 - mmaction - INFO - Epoch [63][220/940] lr: 1.000e-03, eta: 9:31:15, time: 1.064, data_time: 0.009, memory: 8343, top1_acc: 0.6859, top5_acc: 0.8736, loss_cls: 1.2632, loss: 1.2632, grad_norm: 5.1054 2020-07-25 18:56:22,617 - mmaction - INFO - Epoch [63][240/940] lr: 1.000e-03, eta: 9:30:55, time: 0.937, data_time: 0.009, memory: 8343, top1_acc: 0.6842, top5_acc: 0.8768, loss_cls: 1.2717, loss: 1.2717, grad_norm: 5.2049 2020-07-25 18:56:43,338 - mmaction - INFO - Epoch [63][260/940] lr: 1.000e-03, eta: 9:30:37, time: 1.036, data_time: 0.006, memory: 8343, top1_acc: 0.6893, top5_acc: 0.8779, loss_cls: 1.2529, loss: 1.2529, grad_norm: 5.1455 2020-07-25 18:57:01,429 - mmaction - INFO - Epoch [63][280/940] lr: 1.000e-03, eta: 9:30:17, time: 0.901, data_time: 0.002, memory: 8343, top1_acc: 0.6869, top5_acc: 0.8771, loss_cls: 1.2619, loss: 1.2619, grad_norm: 5.0916 2020-07-25 18:57:20,335 - mmaction - INFO - Epoch [63][300/940] lr: 1.000e-03, eta: 9:29:57, time: 0.946, data_time: 0.008, memory: 8343, top1_acc: 0.6893, top5_acc: 0.8734, loss_cls: 1.2573, loss: 1.2573, grad_norm: 5.1314 2020-07-25 18:57:40,644 - mmaction - INFO - Epoch [63][320/940] lr: 1.000e-03, eta: 9:29:38, time: 1.016, data_time: 0.008, memory: 8343, top1_acc: 0.6854, top5_acc: 0.8773, loss_cls: 1.2634, loss: 1.2634, grad_norm: 5.1189 2020-07-25 18:58:00,568 - mmaction - INFO - Epoch [63][340/940] lr: 1.000e-03, eta: 9:29:19, time: 0.996, data_time: 0.008, memory: 8343, top1_acc: 0.6914, top5_acc: 0.8746, loss_cls: 1.2580, loss: 1.2580, grad_norm: 5.1492 2020-07-25 18:58:19,316 - mmaction - INFO - Epoch [63][360/940] lr: 1.000e-03, eta: 9:29:00, time: 0.940, data_time: 0.007, memory: 8343, top1_acc: 0.6703, top5_acc: 0.8643, loss_cls: 1.3062, loss: 1.3062, grad_norm: 5.2024 2020-07-25 18:58:38,871 - mmaction - INFO - Epoch [63][380/940] lr: 1.000e-03, eta: 9:28:41, time: 0.974, data_time: 0.007, memory: 8343, top1_acc: 0.6869, top5_acc: 0.8693, loss_cls: 1.2703, loss: 1.2703, grad_norm: 5.1714 2020-07-25 18:58:58,150 - mmaction - INFO - Epoch [63][400/940] lr: 1.000e-03, eta: 9:28:21, time: 0.968, data_time: 0.007, memory: 8343, top1_acc: 0.6994, top5_acc: 0.8715, loss_cls: 1.2483, loss: 1.2483, grad_norm: 5.0639 2020-07-25 18:59:18,393 - mmaction - INFO - Epoch [63][420/940] lr: 1.000e-03, eta: 9:28:02, time: 1.011, data_time: 0.006, memory: 8343, top1_acc: 0.6926, top5_acc: 0.8732, loss_cls: 1.2554, loss: 1.2554, grad_norm: 5.0735 2020-07-25 18:59:37,740 - mmaction - INFO - Epoch [63][440/940] lr: 1.000e-03, eta: 9:27:43, time: 0.966, data_time: 0.005, memory: 8343, top1_acc: 0.6740, top5_acc: 0.8674, loss_cls: 1.3145, loss: 1.3145, grad_norm: 5.2523 2020-07-25 18:59:56,626 - mmaction - INFO - Epoch [63][460/940] lr: 1.000e-03, eta: 9:27:24, time: 0.945, data_time: 0.007, memory: 8343, top1_acc: 0.6922, top5_acc: 0.8707, loss_cls: 1.2609, loss: 1.2609, grad_norm: 5.1243 2020-07-25 19:00:17,875 - mmaction - INFO - Epoch [63][480/940] lr: 1.000e-03, eta: 9:27:05, time: 1.043, data_time: 0.003, memory: 8343, top1_acc: 0.6896, top5_acc: 0.8668, loss_cls: 1.2815, loss: 1.2815, grad_norm: 5.1922 2020-07-25 19:00:36,677 - mmaction - INFO - Epoch [63][500/940] lr: 1.000e-03, eta: 9:26:46, time: 0.960, data_time: 0.055, memory: 8343, top1_acc: 0.6920, top5_acc: 0.8758, loss_cls: 1.2654, loss: 1.2654, grad_norm: 5.1754 2020-07-25 19:00:56,390 - mmaction - INFO - Epoch [63][520/940] lr: 1.000e-03, eta: 9:26:27, time: 0.987, data_time: 0.003, memory: 8343, top1_acc: 0.6967, top5_acc: 0.8766, loss_cls: 1.2463, loss: 1.2463, grad_norm: 5.1098 2020-07-25 19:01:16,079 - mmaction - INFO - Epoch [63][540/940] lr: 1.000e-03, eta: 9:26:08, time: 0.984, data_time: 0.006, memory: 8343, top1_acc: 0.6889, top5_acc: 0.8648, loss_cls: 1.2696, loss: 1.2696, grad_norm: 5.0981 2020-07-25 19:01:34,756 - mmaction - INFO - Epoch [63][560/940] lr: 1.000e-03, eta: 9:25:48, time: 0.931, data_time: 0.004, memory: 8343, top1_acc: 0.6846, top5_acc: 0.8756, loss_cls: 1.2633, loss: 1.2633, grad_norm: 5.2422 2020-07-25 19:01:54,744 - mmaction - INFO - Epoch [63][580/940] lr: 1.000e-03, eta: 9:25:29, time: 0.999, data_time: 0.009, memory: 8343, top1_acc: 0.6838, top5_acc: 0.8693, loss_cls: 1.2770, loss: 1.2770, grad_norm: 5.1607 2020-07-25 19:02:14,259 - mmaction - INFO - Epoch [63][600/940] lr: 1.000e-03, eta: 9:25:10, time: 0.980, data_time: 0.008, memory: 8343, top1_acc: 0.6937, top5_acc: 0.8730, loss_cls: 1.2656, loss: 1.2656, grad_norm: 5.1162 2020-07-25 19:02:33,292 - mmaction - INFO - Epoch [63][620/940] lr: 1.000e-03, eta: 9:24:50, time: 0.950, data_time: 0.006, memory: 8343, top1_acc: 0.6895, top5_acc: 0.8770, loss_cls: 1.2474, loss: 1.2474, grad_norm: 5.1313 2020-07-25 19:02:52,288 - mmaction - INFO - Epoch [63][640/940] lr: 1.000e-03, eta: 9:24:31, time: 0.950, data_time: 0.004, memory: 8343, top1_acc: 0.6902, top5_acc: 0.8697, loss_cls: 1.2826, loss: 1.2826, grad_norm: 5.1310 2020-07-25 19:03:12,157 - mmaction - INFO - Epoch [63][660/940] lr: 1.000e-03, eta: 9:24:12, time: 0.988, data_time: 0.008, memory: 8343, top1_acc: 0.6885, top5_acc: 0.8748, loss_cls: 1.2310, loss: 1.2310, grad_norm: 5.1090 2020-07-25 19:03:31,969 - mmaction - INFO - Epoch [63][680/940] lr: 1.000e-03, eta: 9:23:53, time: 0.997, data_time: 0.008, memory: 8343, top1_acc: 0.6871, top5_acc: 0.8727, loss_cls: 1.2701, loss: 1.2701, grad_norm: 5.1287 2020-07-25 19:03:50,562 - mmaction - INFO - Epoch [63][700/940] lr: 1.000e-03, eta: 9:23:33, time: 0.928, data_time: 0.005, memory: 8343, top1_acc: 0.6811, top5_acc: 0.8688, loss_cls: 1.2651, loss: 1.2651, grad_norm: 5.1739 2020-07-25 19:04:10,314 - mmaction - INFO - Epoch [63][720/940] lr: 1.000e-03, eta: 9:23:14, time: 0.989, data_time: 0.005, memory: 8343, top1_acc: 0.6801, top5_acc: 0.8709, loss_cls: 1.2797, loss: 1.2797, grad_norm: 5.1877 2020-07-25 19:04:29,263 - mmaction - INFO - Epoch [63][740/940] lr: 1.000e-03, eta: 9:22:55, time: 0.943, data_time: 0.004, memory: 8343, top1_acc: 0.6934, top5_acc: 0.8758, loss_cls: 1.2625, loss: 1.2625, grad_norm: 5.1648 2020-07-25 19:04:48,867 - mmaction - INFO - Epoch [63][760/940] lr: 1.000e-03, eta: 9:22:36, time: 0.985, data_time: 0.008, memory: 8343, top1_acc: 0.6740, top5_acc: 0.8672, loss_cls: 1.3028, loss: 1.3028, grad_norm: 5.2856 2020-07-25 19:05:07,930 - mmaction - INFO - Epoch [63][780/940] lr: 1.000e-03, eta: 9:22:16, time: 0.951, data_time: 0.007, memory: 8343, top1_acc: 0.6697, top5_acc: 0.8670, loss_cls: 1.3109, loss: 1.3109, grad_norm: 5.2585 2020-07-25 19:05:27,324 - mmaction - INFO - Epoch [63][800/940] lr: 1.000e-03, eta: 9:21:57, time: 0.971, data_time: 0.004, memory: 8343, top1_acc: 0.6863, top5_acc: 0.8748, loss_cls: 1.2694, loss: 1.2694, grad_norm: 5.2291 2020-07-25 19:05:47,501 - mmaction - INFO - Epoch [63][820/940] lr: 1.000e-03, eta: 9:21:38, time: 1.008, data_time: 0.003, memory: 8343, top1_acc: 0.6818, top5_acc: 0.8689, loss_cls: 1.2702, loss: 1.2702, grad_norm: 5.0857 2020-07-25 19:06:07,000 - mmaction - INFO - Epoch [63][840/940] lr: 1.000e-03, eta: 9:21:19, time: 0.976, data_time: 0.006, memory: 8343, top1_acc: 0.6830, top5_acc: 0.8668, loss_cls: 1.2815, loss: 1.2815, grad_norm: 5.2144 2020-07-25 19:06:26,484 - mmaction - INFO - Epoch [63][860/940] lr: 1.000e-03, eta: 9:21:00, time: 0.969, data_time: 0.006, memory: 8343, top1_acc: 0.6848, top5_acc: 0.8607, loss_cls: 1.3155, loss: 1.3155, grad_norm: 5.2602 2020-07-25 19:06:45,736 - mmaction - INFO - Epoch [63][880/940] lr: 1.000e-03, eta: 9:20:40, time: 0.965, data_time: 0.008, memory: 8343, top1_acc: 0.6990, top5_acc: 0.8775, loss_cls: 1.2269, loss: 1.2269, grad_norm: 5.0594 2020-07-25 19:07:05,883 - mmaction - INFO - Epoch [63][900/940] lr: 1.000e-03, eta: 9:20:21, time: 1.008, data_time: 0.009, memory: 8343, top1_acc: 0.6912, top5_acc: 0.8760, loss_cls: 1.2545, loss: 1.2545, grad_norm: 5.1654 2020-07-25 19:07:25,418 - mmaction - INFO - Epoch [63][920/940] lr: 1.000e-03, eta: 9:20:02, time: 0.978, data_time: 0.004, memory: 8343, top1_acc: 0.6746, top5_acc: 0.8717, loss_cls: 1.3020, loss: 1.3020, grad_norm: 5.2295 2020-07-25 19:07:43,714 - mmaction - INFO - Epoch [63][940/940] lr: 1.000e-03, eta: 9:19:42, time: 0.915, data_time: 0.006, memory: 8343, top1_acc: 0.6839, top5_acc: 0.8724, loss_cls: 1.2814, loss: 1.2814, grad_norm: 5.2654 2020-07-25 19:07:44,305 - mmaction - INFO - Saving checkpoint at 63 epochs 2020-07-25 19:08:14,156 - mmaction - INFO - Epoch [64][20/940] lr: 1.000e-03, eta: 9:19:29, time: 1.464, data_time: 0.666, memory: 8343, top1_acc: 0.6963, top5_acc: 0.8822, loss_cls: 1.2324, loss: 1.2324, grad_norm: 5.1444 2020-07-25 19:08:32,440 - mmaction - INFO - Epoch [64][40/940] lr: 1.000e-03, eta: 9:19:09, time: 0.916, data_time: 0.005, memory: 8343, top1_acc: 0.6865, top5_acc: 0.8732, loss_cls: 1.2549, loss: 1.2549, grad_norm: 5.1488 2020-07-25 19:08:50,821 - mmaction - INFO - Epoch [64][60/940] lr: 1.000e-03, eta: 9:18:49, time: 0.919, data_time: 0.007, memory: 8343, top1_acc: 0.6916, top5_acc: 0.8764, loss_cls: 1.2427, loss: 1.2427, grad_norm: 5.1168 2020-07-25 19:09:09,214 - mmaction - INFO - Epoch [64][80/940] lr: 1.000e-03, eta: 9:18:29, time: 0.917, data_time: 0.007, memory: 8343, top1_acc: 0.6951, top5_acc: 0.8756, loss_cls: 1.2329, loss: 1.2329, grad_norm: 5.0666 2020-07-25 19:09:28,334 - mmaction - INFO - Epoch [64][100/940] lr: 1.000e-03, eta: 9:18:10, time: 0.958, data_time: 0.007, memory: 8343, top1_acc: 0.6832, top5_acc: 0.8748, loss_cls: 1.2573, loss: 1.2573, grad_norm: 5.1087 2020-07-25 19:09:47,987 - mmaction - INFO - Epoch [64][120/940] lr: 1.000e-03, eta: 9:17:51, time: 0.980, data_time: 0.007, memory: 8343, top1_acc: 0.6818, top5_acc: 0.8738, loss_cls: 1.2578, loss: 1.2578, grad_norm: 5.2089 2020-07-25 19:10:07,272 - mmaction - INFO - Epoch [64][140/940] lr: 1.000e-03, eta: 9:17:31, time: 0.968, data_time: 0.008, memory: 8343, top1_acc: 0.6871, top5_acc: 0.8744, loss_cls: 1.2617, loss: 1.2617, grad_norm: 5.2470 2020-07-25 19:10:26,352 - mmaction - INFO - Epoch [64][160/940] lr: 1.000e-03, eta: 9:17:12, time: 0.952, data_time: 0.002, memory: 8343, top1_acc: 0.6840, top5_acc: 0.8674, loss_cls: 1.2839, loss: 1.2839, grad_norm: 5.1554 2020-07-25 19:10:45,261 - mmaction - INFO - Epoch [64][180/940] lr: 1.000e-03, eta: 9:16:52, time: 0.947, data_time: 0.007, memory: 8343, top1_acc: 0.6988, top5_acc: 0.8771, loss_cls: 1.2292, loss: 1.2292, grad_norm: 5.1388 2020-07-25 19:11:04,369 - mmaction - INFO - Epoch [64][200/940] lr: 1.000e-03, eta: 9:16:33, time: 0.950, data_time: 0.007, memory: 8343, top1_acc: 0.6795, top5_acc: 0.8658, loss_cls: 1.3008, loss: 1.3008, grad_norm: 5.1558 2020-07-25 19:11:24,882 - mmaction - INFO - Epoch [64][220/940] lr: 1.000e-03, eta: 9:16:14, time: 1.031, data_time: 0.009, memory: 8343, top1_acc: 0.6979, top5_acc: 0.8762, loss_cls: 1.2454, loss: 1.2454, grad_norm: 5.1172 2020-07-25 19:11:43,718 - mmaction - INFO - Epoch [64][240/940] lr: 1.000e-03, eta: 9:15:55, time: 0.941, data_time: 0.005, memory: 8343, top1_acc: 0.6881, top5_acc: 0.8717, loss_cls: 1.2768, loss: 1.2768, grad_norm: 5.1836 2020-07-25 19:12:03,146 - mmaction - INFO - Epoch [64][260/940] lr: 1.000e-03, eta: 9:15:36, time: 0.972, data_time: 0.003, memory: 8343, top1_acc: 0.6836, top5_acc: 0.8730, loss_cls: 1.2702, loss: 1.2702, grad_norm: 5.1481 2020-07-25 19:12:23,388 - mmaction - INFO - Epoch [64][280/940] lr: 1.000e-03, eta: 9:15:17, time: 1.012, data_time: 0.002, memory: 8343, top1_acc: 0.6955, top5_acc: 0.8758, loss_cls: 1.2502, loss: 1.2502, grad_norm: 5.0958 2020-07-25 19:12:43,171 - mmaction - INFO - Epoch [64][300/940] lr: 1.000e-03, eta: 9:14:58, time: 0.983, data_time: 0.004, memory: 8343, top1_acc: 0.6898, top5_acc: 0.8824, loss_cls: 1.2176, loss: 1.2176, grad_norm: 5.0733 2020-07-25 19:13:02,296 - mmaction - INFO - Epoch [64][320/940] lr: 1.000e-03, eta: 9:14:38, time: 0.962, data_time: 0.008, memory: 8343, top1_acc: 0.6904, top5_acc: 0.8781, loss_cls: 1.2411, loss: 1.2411, grad_norm: 5.1343 2020-07-25 19:13:22,061 - mmaction - INFO - Epoch [64][340/940] lr: 1.000e-03, eta: 9:14:19, time: 0.983, data_time: 0.007, memory: 8343, top1_acc: 0.6873, top5_acc: 0.8752, loss_cls: 1.2715, loss: 1.2715, grad_norm: 5.2894 2020-07-25 19:13:40,683 - mmaction - INFO - Epoch [64][360/940] lr: 1.000e-03, eta: 9:14:00, time: 0.936, data_time: 0.008, memory: 8343, top1_acc: 0.6885, top5_acc: 0.8699, loss_cls: 1.2774, loss: 1.2774, grad_norm: 5.2854 2020-07-25 19:14:00,036 - mmaction - INFO - Epoch [64][380/940] lr: 1.000e-03, eta: 9:13:40, time: 0.966, data_time: 0.002, memory: 8343, top1_acc: 0.6787, top5_acc: 0.8740, loss_cls: 1.2570, loss: 1.2570, grad_norm: 5.2385 2020-07-25 19:14:20,303 - mmaction - INFO - Epoch [64][400/940] lr: 1.000e-03, eta: 9:13:21, time: 1.013, data_time: 0.007, memory: 8343, top1_acc: 0.6777, top5_acc: 0.8660, loss_cls: 1.2999, loss: 1.2999, grad_norm: 5.3251 2020-07-25 19:14:38,917 - mmaction - INFO - Epoch [64][420/940] lr: 1.000e-03, eta: 9:13:02, time: 0.931, data_time: 0.007, memory: 8343, top1_acc: 0.7000, top5_acc: 0.8754, loss_cls: 1.2165, loss: 1.2165, grad_norm: 5.0483 2020-07-25 19:14:59,347 - mmaction - INFO - Epoch [64][440/940] lr: 1.000e-03, eta: 9:12:43, time: 1.018, data_time: 0.008, memory: 8343, top1_acc: 0.6869, top5_acc: 0.8723, loss_cls: 1.2804, loss: 1.2804, grad_norm: 5.2296 2020-07-25 19:15:19,138 - mmaction - INFO - Epoch [64][460/940] lr: 1.000e-03, eta: 9:12:24, time: 0.994, data_time: 0.008, memory: 8343, top1_acc: 0.7047, top5_acc: 0.8832, loss_cls: 1.1926, loss: 1.1926, grad_norm: 5.0001 2020-07-25 19:15:38,540 - mmaction - INFO - Epoch [64][480/940] lr: 1.000e-03, eta: 9:12:05, time: 0.966, data_time: 0.007, memory: 8343, top1_acc: 0.6918, top5_acc: 0.8719, loss_cls: 1.2464, loss: 1.2464, grad_norm: 5.1417 2020-07-25 19:15:58,637 - mmaction - INFO - Epoch [64][500/940] lr: 1.000e-03, eta: 9:11:46, time: 1.010, data_time: 0.008, memory: 8343, top1_acc: 0.6857, top5_acc: 0.8645, loss_cls: 1.2943, loss: 1.2943, grad_norm: 5.1486 2020-07-25 19:16:18,213 - mmaction - INFO - Epoch [64][520/940] lr: 1.000e-03, eta: 9:11:27, time: 0.976, data_time: 0.006, memory: 8343, top1_acc: 0.6740, top5_acc: 0.8691, loss_cls: 1.3098, loss: 1.3098, grad_norm: 5.2510 2020-07-25 19:16:38,127 - mmaction - INFO - Epoch [64][540/940] lr: 1.000e-03, eta: 9:11:08, time: 0.997, data_time: 0.004, memory: 8343, top1_acc: 0.6779, top5_acc: 0.8695, loss_cls: 1.2907, loss: 1.2907, grad_norm: 5.2837 2020-07-25 19:16:56,699 - mmaction - INFO - Epoch [64][560/940] lr: 1.000e-03, eta: 9:10:48, time: 0.928, data_time: 0.007, memory: 8343, top1_acc: 0.6887, top5_acc: 0.8721, loss_cls: 1.2500, loss: 1.2500, grad_norm: 5.0951 2020-07-25 19:17:15,336 - mmaction - INFO - Epoch [64][580/940] lr: 1.000e-03, eta: 9:10:28, time: 0.931, data_time: 0.005, memory: 8343, top1_acc: 0.6840, top5_acc: 0.8721, loss_cls: 1.2736, loss: 1.2736, grad_norm: 5.2409 2020-07-25 19:17:35,253 - mmaction - INFO - Epoch [64][600/940] lr: 1.000e-03, eta: 9:10:09, time: 0.997, data_time: 0.008, memory: 8343, top1_acc: 0.6990, top5_acc: 0.8871, loss_cls: 1.2110, loss: 1.2110, grad_norm: 5.0813 2020-07-25 19:17:54,671 - mmaction - INFO - Epoch [64][620/940] lr: 1.000e-03, eta: 9:09:50, time: 0.973, data_time: 0.004, memory: 8343, top1_acc: 0.6934, top5_acc: 0.8783, loss_cls: 1.2188, loss: 1.2188, grad_norm: 5.0561 2020-07-25 19:18:14,289 - mmaction - INFO - Epoch [64][640/940] lr: 1.000e-03, eta: 9:09:31, time: 0.976, data_time: 0.006, memory: 8343, top1_acc: 0.6771, top5_acc: 0.8658, loss_cls: 1.2918, loss: 1.2918, grad_norm: 5.2341 2020-07-25 19:18:34,219 - mmaction - INFO - Epoch [64][660/940] lr: 1.000e-03, eta: 9:09:12, time: 1.000, data_time: 0.007, memory: 8343, top1_acc: 0.6990, top5_acc: 0.8783, loss_cls: 1.2353, loss: 1.2353, grad_norm: 5.0995 2020-07-25 19:18:53,085 - mmaction - INFO - Epoch [64][680/940] lr: 1.000e-03, eta: 9:08:52, time: 0.942, data_time: 0.007, memory: 8343, top1_acc: 0.6910, top5_acc: 0.8760, loss_cls: 1.2500, loss: 1.2500, grad_norm: 5.2164 2020-07-25 19:19:11,972 - mmaction - INFO - Epoch [64][700/940] lr: 1.000e-03, eta: 9:08:33, time: 0.946, data_time: 0.007, memory: 8343, top1_acc: 0.6826, top5_acc: 0.8693, loss_cls: 1.2785, loss: 1.2785, grad_norm: 5.1656 2020-07-25 19:19:31,203 - mmaction - INFO - Epoch [64][720/940] lr: 1.000e-03, eta: 9:08:13, time: 0.957, data_time: 0.007, memory: 8343, top1_acc: 0.6852, top5_acc: 0.8697, loss_cls: 1.2801, loss: 1.2801, grad_norm: 5.2729 2020-07-25 19:19:50,816 - mmaction - INFO - Epoch [64][740/940] lr: 1.000e-03, eta: 9:07:54, time: 0.985, data_time: 0.008, memory: 8343, top1_acc: 0.6781, top5_acc: 0.8709, loss_cls: 1.2987, loss: 1.2987, grad_norm: 5.2852 2020-07-25 19:20:09,908 - mmaction - INFO - Epoch [64][760/940] lr: 1.000e-03, eta: 9:07:35, time: 0.955, data_time: 0.008, memory: 8343, top1_acc: 0.6783, top5_acc: 0.8621, loss_cls: 1.3244, loss: 1.3244, grad_norm: 5.3391 2020-07-25 19:20:29,955 - mmaction - INFO - Epoch [64][780/940] lr: 1.000e-03, eta: 9:07:16, time: 1.001, data_time: 0.002, memory: 8343, top1_acc: 0.6926, top5_acc: 0.8775, loss_cls: 1.2469, loss: 1.2469, grad_norm: 5.1759 2020-07-25 19:20:49,261 - mmaction - INFO - Epoch [64][800/940] lr: 1.000e-03, eta: 9:06:57, time: 0.963, data_time: 0.009, memory: 8343, top1_acc: 0.6871, top5_acc: 0.8658, loss_cls: 1.2911, loss: 1.2911, grad_norm: 5.2031 2020-07-25 19:21:08,340 - mmaction - INFO - Epoch [64][820/940] lr: 1.000e-03, eta: 9:06:37, time: 0.957, data_time: 0.008, memory: 8343, top1_acc: 0.6855, top5_acc: 0.8682, loss_cls: 1.2813, loss: 1.2813, grad_norm: 5.2712 2020-07-25 19:21:28,716 - mmaction - INFO - Epoch [64][840/940] lr: 1.000e-03, eta: 9:06:18, time: 1.019, data_time: 0.007, memory: 8343, top1_acc: 0.6824, top5_acc: 0.8719, loss_cls: 1.2791, loss: 1.2791, grad_norm: 5.2098 2020-07-25 19:21:47,191 - mmaction - INFO - Epoch [64][860/940] lr: 1.000e-03, eta: 9:05:59, time: 0.924, data_time: 0.003, memory: 8343, top1_acc: 0.6820, top5_acc: 0.8668, loss_cls: 1.2883, loss: 1.2883, grad_norm: 5.2607 2020-07-25 19:22:06,451 - mmaction - INFO - Epoch [64][880/940] lr: 1.000e-03, eta: 9:05:39, time: 0.961, data_time: 0.002, memory: 8343, top1_acc: 0.6764, top5_acc: 0.8609, loss_cls: 1.3033, loss: 1.3033, grad_norm: 5.2010 2020-07-25 19:22:28,248 - mmaction - INFO - Epoch [64][900/940] lr: 1.000e-03, eta: 9:05:21, time: 1.091, data_time: 0.008, memory: 8343, top1_acc: 0.6895, top5_acc: 0.8748, loss_cls: 1.2587, loss: 1.2587, grad_norm: 5.1635 2020-07-25 19:22:46,904 - mmaction - INFO - Epoch [64][920/940] lr: 1.000e-03, eta: 9:05:02, time: 0.934, data_time: 0.005, memory: 8343, top1_acc: 0.6852, top5_acc: 0.8725, loss_cls: 1.2771, loss: 1.2771, grad_norm: 5.2940 2020-07-25 19:23:04,296 - mmaction - INFO - Epoch [64][940/940] lr: 1.000e-03, eta: 9:04:41, time: 0.868, data_time: 0.006, memory: 8343, top1_acc: 0.6811, top5_acc: 0.8585, loss_cls: 1.3265, loss: 1.3265, grad_norm: 5.3823 2020-07-25 19:23:04,751 - mmaction - INFO - Saving checkpoint at 64 epochs 2020-07-25 19:23:32,027 - mmaction - INFO - Epoch [65][20/940] lr: 1.000e-03, eta: 9:04:26, time: 1.343, data_time: 0.451, memory: 8343, top1_acc: 0.6816, top5_acc: 0.8719, loss_cls: 1.2699, loss: 1.2699, grad_norm: 5.2080 2020-07-25 19:23:49,579 - mmaction - INFO - Epoch [65][40/940] lr: 1.000e-03, eta: 9:04:06, time: 0.878, data_time: 0.009, memory: 8343, top1_acc: 0.6926, top5_acc: 0.8705, loss_cls: 1.2552, loss: 1.2552, grad_norm: 5.1434 2020-07-25 19:24:08,841 - mmaction - INFO - Epoch [65][60/940] lr: 1.000e-03, eta: 9:03:47, time: 0.965, data_time: 0.005, memory: 8343, top1_acc: 0.6930, top5_acc: 0.8688, loss_cls: 1.2644, loss: 1.2644, grad_norm: 5.1846 2020-07-25 19:24:28,967 - mmaction - INFO - Epoch [65][80/940] lr: 1.000e-03, eta: 9:03:28, time: 1.002, data_time: 0.005, memory: 8343, top1_acc: 0.6902, top5_acc: 0.8711, loss_cls: 1.2601, loss: 1.2601, grad_norm: 5.0994 2020-07-25 19:24:47,242 - mmaction - INFO - Epoch [65][100/940] lr: 1.000e-03, eta: 9:03:08, time: 0.916, data_time: 0.007, memory: 8343, top1_acc: 0.6959, top5_acc: 0.8754, loss_cls: 1.2151, loss: 1.2151, grad_norm: 5.1046 2020-07-25 19:25:06,837 - mmaction - INFO - Epoch [65][120/940] lr: 1.000e-03, eta: 9:02:49, time: 0.981, data_time: 0.007, memory: 8343, top1_acc: 0.6930, top5_acc: 0.8789, loss_cls: 1.2222, loss: 1.2222, grad_norm: 5.1772 2020-07-25 19:25:26,738 - mmaction - INFO - Epoch [65][140/940] lr: 1.000e-03, eta: 9:02:30, time: 0.994, data_time: 0.002, memory: 8343, top1_acc: 0.6910, top5_acc: 0.8758, loss_cls: 1.2503, loss: 1.2503, grad_norm: 5.1943 2020-07-25 19:25:45,702 - mmaction - INFO - Epoch [65][160/940] lr: 1.000e-03, eta: 9:02:10, time: 0.947, data_time: 0.003, memory: 8343, top1_acc: 0.6914, top5_acc: 0.8779, loss_cls: 1.2252, loss: 1.2252, grad_norm: 5.1052 2020-07-25 19:26:05,427 - mmaction - INFO - Epoch [65][180/940] lr: 1.000e-03, eta: 9:01:51, time: 0.989, data_time: 0.005, memory: 8343, top1_acc: 0.6937, top5_acc: 0.8791, loss_cls: 1.2376, loss: 1.2376, grad_norm: 5.1179 2020-07-25 19:26:25,974 - mmaction - INFO - Epoch [65][200/940] lr: 1.000e-03, eta: 9:01:32, time: 1.025, data_time: 0.007, memory: 8343, top1_acc: 0.7004, top5_acc: 0.8746, loss_cls: 1.2532, loss: 1.2532, grad_norm: 5.1775 2020-07-25 19:26:45,924 - mmaction - INFO - Epoch [65][220/940] lr: 1.000e-03, eta: 9:01:13, time: 0.996, data_time: 0.009, memory: 8343, top1_acc: 0.6848, top5_acc: 0.8752, loss_cls: 1.2531, loss: 1.2531, grad_norm: 5.1275 2020-07-25 19:27:04,649 - mmaction - INFO - Epoch [65][240/940] lr: 1.000e-03, eta: 9:00:54, time: 0.939, data_time: 0.007, memory: 8343, top1_acc: 0.6895, top5_acc: 0.8762, loss_cls: 1.2556, loss: 1.2556, grad_norm: 5.2013 2020-07-25 19:27:23,920 - mmaction - INFO - Epoch [65][260/940] lr: 1.000e-03, eta: 9:00:34, time: 0.962, data_time: 0.007, memory: 8343, top1_acc: 0.6842, top5_acc: 0.8691, loss_cls: 1.2708, loss: 1.2708, grad_norm: 5.2303 2020-07-25 19:27:43,524 - mmaction - INFO - Epoch [65][280/940] lr: 1.000e-03, eta: 9:00:15, time: 0.980, data_time: 0.004, memory: 8343, top1_acc: 0.6916, top5_acc: 0.8727, loss_cls: 1.2426, loss: 1.2426, grad_norm: 5.1931 2020-07-25 19:28:03,851 - mmaction - INFO - Epoch [65][300/940] lr: 1.000e-03, eta: 8:59:57, time: 1.014, data_time: 0.007, memory: 8343, top1_acc: 0.7004, top5_acc: 0.8754, loss_cls: 1.2343, loss: 1.2343, grad_norm: 5.1262 2020-07-25 19:28:22,808 - mmaction - INFO - Epoch [65][320/940] lr: 1.000e-03, eta: 8:59:37, time: 0.952, data_time: 0.007, memory: 8343, top1_acc: 0.6723, top5_acc: 0.8635, loss_cls: 1.3069, loss: 1.3069, grad_norm: 5.3010 2020-07-25 19:28:41,880 - mmaction - INFO - Epoch [65][340/940] lr: 1.000e-03, eta: 8:59:18, time: 0.953, data_time: 0.005, memory: 8343, top1_acc: 0.6953, top5_acc: 0.8820, loss_cls: 1.2356, loss: 1.2356, grad_norm: 5.1637 2020-07-25 19:29:01,842 - mmaction - INFO - Epoch [65][360/940] lr: 1.000e-03, eta: 8:58:59, time: 0.999, data_time: 0.003, memory: 8343, top1_acc: 0.6918, top5_acc: 0.8701, loss_cls: 1.2539, loss: 1.2539, grad_norm: 5.1773 2020-07-25 19:29:21,113 - mmaction - INFO - Epoch [65][380/940] lr: 1.000e-03, eta: 8:58:39, time: 0.960, data_time: 0.006, memory: 8343, top1_acc: 0.6887, top5_acc: 0.8713, loss_cls: 1.2617, loss: 1.2617, grad_norm: 5.2712 2020-07-25 19:29:40,370 - mmaction - INFO - Epoch [65][400/940] lr: 1.000e-03, eta: 8:58:20, time: 0.966, data_time: 0.008, memory: 8343, top1_acc: 0.6805, top5_acc: 0.8641, loss_cls: 1.2913, loss: 1.2913, grad_norm: 5.2486 2020-07-25 19:30:00,098 - mmaction - INFO - Epoch [65][420/940] lr: 1.000e-03, eta: 8:58:01, time: 0.981, data_time: 0.006, memory: 8343, top1_acc: 0.6936, top5_acc: 0.8811, loss_cls: 1.2234, loss: 1.2234, grad_norm: 5.0917 2020-07-25 19:30:20,666 - mmaction - INFO - Epoch [65][440/940] lr: 1.000e-03, eta: 8:57:42, time: 1.034, data_time: 0.008, memory: 8343, top1_acc: 0.6822, top5_acc: 0.8654, loss_cls: 1.2881, loss: 1.2881, grad_norm: 5.2976 2020-07-25 19:30:40,068 - mmaction - INFO - Epoch [65][460/940] lr: 1.000e-03, eta: 8:57:23, time: 0.965, data_time: 0.006, memory: 8343, top1_acc: 0.6916, top5_acc: 0.8684, loss_cls: 1.2590, loss: 1.2590, grad_norm: 5.2160 2020-07-25 19:31:00,463 - mmaction - INFO - Epoch [65][480/940] lr: 1.000e-03, eta: 8:57:04, time: 1.025, data_time: 0.008, memory: 8343, top1_acc: 0.6971, top5_acc: 0.8773, loss_cls: 1.2398, loss: 1.2398, grad_norm: 5.1086 2020-07-25 19:31:19,952 - mmaction - INFO - Epoch [65][500/940] lr: 1.000e-03, eta: 8:56:45, time: 0.973, data_time: 0.009, memory: 8343, top1_acc: 0.6994, top5_acc: 0.8787, loss_cls: 1.2348, loss: 1.2348, grad_norm: 5.1146 2020-07-25 19:31:40,494 - mmaction - INFO - Epoch [65][520/940] lr: 1.000e-03, eta: 8:56:26, time: 1.029, data_time: 0.004, memory: 8343, top1_acc: 0.6959, top5_acc: 0.8748, loss_cls: 1.2588, loss: 1.2588, grad_norm: 5.1934 2020-07-25 19:32:00,094 - mmaction - INFO - Epoch [65][540/940] lr: 1.000e-03, eta: 8:56:07, time: 0.972, data_time: 0.006, memory: 8343, top1_acc: 0.6793, top5_acc: 0.8652, loss_cls: 1.2851, loss: 1.2851, grad_norm: 5.2129 2020-07-25 19:32:18,988 - mmaction - INFO - Epoch [65][560/940] lr: 1.000e-03, eta: 8:55:48, time: 0.951, data_time: 0.011, memory: 8343, top1_acc: 0.6822, top5_acc: 0.8676, loss_cls: 1.2781, loss: 1.2781, grad_norm: 5.2712 2020-07-25 19:32:37,758 - mmaction - INFO - Epoch [65][580/940] lr: 1.000e-03, eta: 8:55:28, time: 0.939, data_time: 0.004, memory: 8343, top1_acc: 0.6922, top5_acc: 0.8748, loss_cls: 1.2527, loss: 1.2527, grad_norm: 5.1680 2020-07-25 19:32:58,416 - mmaction - INFO - Epoch [65][600/940] lr: 1.000e-03, eta: 8:55:09, time: 1.032, data_time: 0.007, memory: 8343, top1_acc: 0.6781, top5_acc: 0.8654, loss_cls: 1.2903, loss: 1.2903, grad_norm: 5.3614 2020-07-25 19:33:18,346 - mmaction - INFO - Epoch [65][620/940] lr: 1.000e-03, eta: 8:54:50, time: 0.997, data_time: 0.004, memory: 8343, top1_acc: 0.6795, top5_acc: 0.8674, loss_cls: 1.3093, loss: 1.3093, grad_norm: 5.3211 2020-07-25 19:33:36,925 - mmaction - INFO - Epoch [65][640/940] lr: 1.000e-03, eta: 8:54:31, time: 0.926, data_time: 0.007, memory: 8343, top1_acc: 0.6855, top5_acc: 0.8676, loss_cls: 1.2641, loss: 1.2641, grad_norm: 5.1895 2020-07-25 19:33:57,613 - mmaction - INFO - Epoch [65][660/940] lr: 1.000e-03, eta: 8:54:12, time: 1.035, data_time: 0.010, memory: 8343, top1_acc: 0.6891, top5_acc: 0.8721, loss_cls: 1.2671, loss: 1.2671, grad_norm: 5.2422 2020-07-25 19:34:16,253 - mmaction - INFO - Epoch [65][680/940] lr: 1.000e-03, eta: 8:53:52, time: 0.934, data_time: 0.006, memory: 8343, top1_acc: 0.6961, top5_acc: 0.8768, loss_cls: 1.2493, loss: 1.2493, grad_norm: 5.2099 2020-07-25 19:34:36,209 - mmaction - INFO - Epoch [65][700/940] lr: 1.000e-03, eta: 8:53:33, time: 0.993, data_time: 0.006, memory: 8343, top1_acc: 0.6842, top5_acc: 0.8662, loss_cls: 1.2834, loss: 1.2834, grad_norm: 5.2697 2020-07-25 19:34:57,868 - mmaction - INFO - Epoch [65][720/940] lr: 1.000e-03, eta: 8:53:15, time: 1.088, data_time: 0.008, memory: 8343, top1_acc: 0.6879, top5_acc: 0.8746, loss_cls: 1.2469, loss: 1.2469, grad_norm: 5.2361 2020-07-25 19:35:15,975 - mmaction - INFO - Epoch [65][740/940] lr: 1.000e-03, eta: 8:52:55, time: 0.901, data_time: 0.005, memory: 8343, top1_acc: 0.6852, top5_acc: 0.8707, loss_cls: 1.2563, loss: 1.2563, grad_norm: 5.1684 2020-07-25 19:35:35,016 - mmaction - INFO - Epoch [65][760/940] lr: 1.000e-03, eta: 8:52:36, time: 0.953, data_time: 0.007, memory: 8343, top1_acc: 0.6898, top5_acc: 0.8787, loss_cls: 1.2453, loss: 1.2453, grad_norm: 5.1581 2020-07-25 19:35:55,118 - mmaction - INFO - Epoch [65][780/940] lr: 1.000e-03, eta: 8:52:17, time: 1.006, data_time: 0.009, memory: 8343, top1_acc: 0.6850, top5_acc: 0.8693, loss_cls: 1.2944, loss: 1.2944, grad_norm: 5.1503 2020-07-25 19:36:13,872 - mmaction - INFO - Epoch [65][800/940] lr: 1.000e-03, eta: 8:51:57, time: 0.939, data_time: 0.006, memory: 8343, top1_acc: 0.6807, top5_acc: 0.8748, loss_cls: 1.2743, loss: 1.2743, grad_norm: 5.2556 2020-07-25 19:36:33,797 - mmaction - INFO - Epoch [65][820/940] lr: 1.000e-03, eta: 8:51:38, time: 0.997, data_time: 0.005, memory: 8343, top1_acc: 0.6885, top5_acc: 0.8701, loss_cls: 1.2822, loss: 1.2822, grad_norm: 5.2734 2020-07-25 19:36:53,540 - mmaction - INFO - Epoch [65][840/940] lr: 1.000e-03, eta: 8:51:19, time: 0.981, data_time: 0.006, memory: 8343, top1_acc: 0.6816, top5_acc: 0.8613, loss_cls: 1.3008, loss: 1.3008, grad_norm: 5.3156 2020-07-25 19:37:13,451 - mmaction - INFO - Epoch [65][860/940] lr: 1.000e-03, eta: 8:51:00, time: 1.001, data_time: 0.009, memory: 8343, top1_acc: 0.6855, top5_acc: 0.8674, loss_cls: 1.2672, loss: 1.2672, grad_norm: 5.3035 2020-07-25 19:37:33,629 - mmaction - INFO - Epoch [65][880/940] lr: 1.000e-03, eta: 8:50:41, time: 1.009, data_time: 0.005, memory: 8343, top1_acc: 0.6898, top5_acc: 0.8721, loss_cls: 1.2439, loss: 1.2439, grad_norm: 5.1875 2020-07-25 19:37:52,733 - mmaction - INFO - Epoch [65][900/940] lr: 1.000e-03, eta: 8:50:22, time: 0.950, data_time: 0.007, memory: 8343, top1_acc: 0.6809, top5_acc: 0.8797, loss_cls: 1.2445, loss: 1.2445, grad_norm: 5.2768 2020-07-25 19:38:13,492 - mmaction - INFO - Epoch [65][920/940] lr: 1.000e-03, eta: 8:50:04, time: 1.044, data_time: 0.009, memory: 8343, top1_acc: 0.6961, top5_acc: 0.8721, loss_cls: 1.2615, loss: 1.2615, grad_norm: 5.1880 2020-07-25 19:38:33,390 - mmaction - INFO - Epoch [65][940/940] lr: 1.000e-03, eta: 8:49:44, time: 0.992, data_time: 0.007, memory: 8343, top1_acc: 0.6911, top5_acc: 0.8689, loss_cls: 1.2659, loss: 1.2659, grad_norm: 5.2954 2020-07-25 19:38:33,780 - mmaction - INFO - Saving checkpoint at 65 epochs 2020-07-25 19:39:01,473 - mmaction - INFO - Epoch [66][20/940] lr: 1.000e-03, eta: 8:49:29, time: 1.365, data_time: 0.574, memory: 8343, top1_acc: 0.6996, top5_acc: 0.8791, loss_cls: 1.2183, loss: 1.2183, grad_norm: 5.1051 2020-07-25 19:39:20,984 - mmaction - INFO - Epoch [66][40/940] lr: 1.000e-03, eta: 8:49:10, time: 0.974, data_time: 0.007, memory: 8343, top1_acc: 0.7006, top5_acc: 0.8766, loss_cls: 1.2340, loss: 1.2340, grad_norm: 5.1752 2020-07-25 19:39:39,256 - mmaction - INFO - Epoch [66][60/940] lr: 1.000e-03, eta: 8:48:50, time: 0.914, data_time: 0.008, memory: 8343, top1_acc: 0.7010, top5_acc: 0.8738, loss_cls: 1.2317, loss: 1.2317, grad_norm: 5.1164 2020-07-25 19:39:59,435 - mmaction - INFO - Epoch [66][80/940] lr: 1.000e-03, eta: 8:48:31, time: 1.011, data_time: 0.009, memory: 8343, top1_acc: 0.6867, top5_acc: 0.8723, loss_cls: 1.2640, loss: 1.2640, grad_norm: 5.2249 2020-07-25 19:40:19,096 - mmaction - INFO - Epoch [66][100/940] lr: 1.000e-03, eta: 8:48:12, time: 0.981, data_time: 0.003, memory: 8343, top1_acc: 0.6963, top5_acc: 0.8770, loss_cls: 1.2521, loss: 1.2521, grad_norm: 5.1794 2020-07-25 19:40:38,784 - mmaction - INFO - Epoch [66][120/940] lr: 1.000e-03, eta: 8:47:53, time: 0.984, data_time: 0.008, memory: 8343, top1_acc: 0.6906, top5_acc: 0.8783, loss_cls: 1.2431, loss: 1.2431, grad_norm: 5.2550 2020-07-25 19:40:57,881 - mmaction - INFO - Epoch [66][140/940] lr: 1.000e-03, eta: 8:47:34, time: 0.956, data_time: 0.007, memory: 8343, top1_acc: 0.6814, top5_acc: 0.8719, loss_cls: 1.2853, loss: 1.2853, grad_norm: 5.3599 2020-07-25 19:41:18,057 - mmaction - INFO - Epoch [66][160/940] lr: 1.000e-03, eta: 8:47:15, time: 1.008, data_time: 0.007, memory: 8343, top1_acc: 0.6941, top5_acc: 0.8695, loss_cls: 1.2439, loss: 1.2439, grad_norm: 5.1594 2020-07-25 19:41:36,627 - mmaction - INFO - Epoch [66][180/940] lr: 1.000e-03, eta: 8:46:55, time: 0.931, data_time: 0.007, memory: 8343, top1_acc: 0.6873, top5_acc: 0.8740, loss_cls: 1.2740, loss: 1.2740, grad_norm: 5.2153 2020-07-25 19:41:56,764 - mmaction - INFO - Epoch [66][200/940] lr: 1.000e-03, eta: 8:46:36, time: 1.006, data_time: 0.003, memory: 8343, top1_acc: 0.6967, top5_acc: 0.8811, loss_cls: 1.2160, loss: 1.2160, grad_norm: 5.2135 2020-07-25 19:42:17,062 - mmaction - INFO - Epoch [66][220/940] lr: 1.000e-03, eta: 8:46:17, time: 1.015, data_time: 0.006, memory: 8343, top1_acc: 0.6854, top5_acc: 0.8658, loss_cls: 1.2792, loss: 1.2792, grad_norm: 5.2332 2020-07-25 19:42:38,477 - mmaction - INFO - Epoch [66][240/940] lr: 1.000e-03, eta: 8:45:59, time: 1.072, data_time: 0.003, memory: 8343, top1_acc: 0.6916, top5_acc: 0.8725, loss_cls: 1.2308, loss: 1.2308, grad_norm: 5.1097 2020-07-25 19:42:57,241 - mmaction - INFO - Epoch [66][260/940] lr: 1.000e-03, eta: 8:45:40, time: 0.933, data_time: 0.004, memory: 8343, top1_acc: 0.6930, top5_acc: 0.8734, loss_cls: 1.2538, loss: 1.2538, grad_norm: 5.2375 2020-07-25 19:43:15,442 - mmaction - INFO - Epoch [66][280/940] lr: 1.000e-03, eta: 8:45:20, time: 0.912, data_time: 0.009, memory: 8343, top1_acc: 0.6873, top5_acc: 0.8688, loss_cls: 1.2450, loss: 1.2450, grad_norm: 5.1638 2020-07-25 19:43:35,226 - mmaction - INFO - Epoch [66][300/940] lr: 1.000e-03, eta: 8:45:01, time: 0.987, data_time: 0.008, memory: 8343, top1_acc: 0.6840, top5_acc: 0.8691, loss_cls: 1.2809, loss: 1.2809, grad_norm: 5.2131 2020-07-25 19:43:54,007 - mmaction - INFO - Epoch [66][320/940] lr: 1.000e-03, eta: 8:44:41, time: 0.941, data_time: 0.007, memory: 8343, top1_acc: 0.6936, top5_acc: 0.8777, loss_cls: 1.2232, loss: 1.2232, grad_norm: 5.1534 2020-07-25 19:44:13,313 - mmaction - INFO - Epoch [66][340/940] lr: 1.000e-03, eta: 8:44:22, time: 0.967, data_time: 0.008, memory: 8343, top1_acc: 0.6959, top5_acc: 0.8760, loss_cls: 1.2294, loss: 1.2294, grad_norm: 5.2047 2020-07-25 19:44:32,793 - mmaction - INFO - Epoch [66][360/940] lr: 1.000e-03, eta: 8:44:02, time: 0.971, data_time: 0.003, memory: 8343, top1_acc: 0.6977, top5_acc: 0.8900, loss_cls: 1.1958, loss: 1.1958, grad_norm: 5.1537 2020-07-25 19:44:52,985 - mmaction - INFO - Epoch [66][380/940] lr: 1.000e-03, eta: 8:43:44, time: 1.011, data_time: 0.009, memory: 8343, top1_acc: 0.6883, top5_acc: 0.8770, loss_cls: 1.2561, loss: 1.2561, grad_norm: 5.2747 2020-07-25 19:45:12,894 - mmaction - INFO - Epoch [66][400/940] lr: 1.000e-03, eta: 8:43:25, time: 0.998, data_time: 0.004, memory: 8343, top1_acc: 0.6838, top5_acc: 0.8764, loss_cls: 1.2458, loss: 1.2458, grad_norm: 5.1708 2020-07-25 19:45:32,229 - mmaction - INFO - Epoch [66][420/940] lr: 1.000e-03, eta: 8:43:05, time: 0.964, data_time: 0.006, memory: 8343, top1_acc: 0.6859, top5_acc: 0.8686, loss_cls: 1.2726, loss: 1.2726, grad_norm: 5.3572 2020-07-25 19:45:52,511 - mmaction - INFO - Epoch [66][440/940] lr: 1.000e-03, eta: 8:42:46, time: 1.016, data_time: 0.004, memory: 8343, top1_acc: 0.6943, top5_acc: 0.8732, loss_cls: 1.2426, loss: 1.2426, grad_norm: 5.2404 2020-07-25 19:46:13,435 - mmaction - INFO - Epoch [66][460/940] lr: 1.000e-03, eta: 8:42:28, time: 1.046, data_time: 0.003, memory: 8343, top1_acc: 0.6912, top5_acc: 0.8740, loss_cls: 1.2517, loss: 1.2517, grad_norm: 5.2386 2020-07-25 19:46:32,992 - mmaction - INFO - Epoch [66][480/940] lr: 1.000e-03, eta: 8:42:09, time: 0.975, data_time: 0.007, memory: 8343, top1_acc: 0.6922, top5_acc: 0.8785, loss_cls: 1.2302, loss: 1.2302, grad_norm: 5.1925 2020-07-25 19:46:51,174 - mmaction - INFO - Epoch [66][500/940] lr: 1.000e-03, eta: 8:41:49, time: 0.909, data_time: 0.005, memory: 8343, top1_acc: 0.6963, top5_acc: 0.8713, loss_cls: 1.2640, loss: 1.2640, grad_norm: 5.2368 2020-07-25 19:47:10,353 - mmaction - INFO - Epoch [66][520/940] lr: 1.000e-03, eta: 8:41:29, time: 0.957, data_time: 0.008, memory: 8343, top1_acc: 0.6818, top5_acc: 0.8672, loss_cls: 1.2716, loss: 1.2716, grad_norm: 5.2723 2020-07-25 19:47:30,474 - mmaction - INFO - Epoch [66][540/940] lr: 1.000e-03, eta: 8:41:10, time: 1.010, data_time: 0.008, memory: 8343, top1_acc: 0.6824, top5_acc: 0.8684, loss_cls: 1.2871, loss: 1.2871, grad_norm: 5.2801 2020-07-25 19:47:49,117 - mmaction - INFO - Epoch [66][560/940] lr: 1.000e-03, eta: 8:40:51, time: 0.932, data_time: 0.007, memory: 8343, top1_acc: 0.6891, top5_acc: 0.8682, loss_cls: 1.2674, loss: 1.2674, grad_norm: 5.1929 2020-07-25 19:48:09,393 - mmaction - INFO - Epoch [66][580/940] lr: 1.000e-03, eta: 8:40:32, time: 1.013, data_time: 0.009, memory: 8343, top1_acc: 0.6785, top5_acc: 0.8691, loss_cls: 1.2752, loss: 1.2752, grad_norm: 5.2901 2020-07-25 19:48:28,765 - mmaction - INFO - Epoch [66][600/940] lr: 1.000e-03, eta: 8:40:13, time: 0.970, data_time: 0.008, memory: 8343, top1_acc: 0.6877, top5_acc: 0.8729, loss_cls: 1.2559, loss: 1.2559, grad_norm: 5.2093 2020-07-25 19:48:47,131 - mmaction - INFO - Epoch [66][620/940] lr: 1.000e-03, eta: 8:39:53, time: 0.920, data_time: 0.004, memory: 8343, top1_acc: 0.6918, top5_acc: 0.8689, loss_cls: 1.2371, loss: 1.2371, grad_norm: 5.1361 2020-07-25 19:49:08,408 - mmaction - INFO - Epoch [66][640/940] lr: 1.000e-03, eta: 8:39:34, time: 1.060, data_time: 0.006, memory: 8343, top1_acc: 0.6889, top5_acc: 0.8701, loss_cls: 1.2565, loss: 1.2565, grad_norm: 5.2195 2020-07-25 19:49:27,836 - mmaction - INFO - Epoch [66][660/940] lr: 1.000e-03, eta: 8:39:15, time: 0.975, data_time: 0.008, memory: 8343, top1_acc: 0.6914, top5_acc: 0.8725, loss_cls: 1.2627, loss: 1.2627, grad_norm: 5.2538 2020-07-25 19:49:47,129 - mmaction - INFO - Epoch [66][680/940] lr: 1.000e-03, eta: 8:38:56, time: 0.962, data_time: 0.007, memory: 8343, top1_acc: 0.6818, top5_acc: 0.8666, loss_cls: 1.3029, loss: 1.3029, grad_norm: 5.3355 2020-07-25 19:50:06,394 - mmaction - INFO - Epoch [66][700/940] lr: 1.000e-03, eta: 8:38:36, time: 0.964, data_time: 0.008, memory: 8343, top1_acc: 0.6844, top5_acc: 0.8686, loss_cls: 1.2907, loss: 1.2907, grad_norm: 5.2684 2020-07-25 19:50:26,334 - mmaction - INFO - Epoch [66][720/940] lr: 1.000e-03, eta: 8:38:17, time: 0.997, data_time: 0.005, memory: 8343, top1_acc: 0.6875, top5_acc: 0.8777, loss_cls: 1.2669, loss: 1.2669, grad_norm: 5.3107 2020-07-25 19:50:46,173 - mmaction - INFO - Epoch [66][740/940] lr: 1.000e-03, eta: 8:37:58, time: 0.988, data_time: 0.007, memory: 8343, top1_acc: 0.6836, top5_acc: 0.8676, loss_cls: 1.2681, loss: 1.2681, grad_norm: 5.2213 2020-07-25 19:51:05,314 - mmaction - INFO - Epoch [66][760/940] lr: 1.000e-03, eta: 8:37:39, time: 0.961, data_time: 0.008, memory: 8343, top1_acc: 0.6977, top5_acc: 0.8709, loss_cls: 1.2358, loss: 1.2358, grad_norm: 5.1286 2020-07-25 19:51:26,550 - mmaction - INFO - Epoch [66][780/940] lr: 1.000e-03, eta: 8:37:21, time: 1.061, data_time: 0.008, memory: 8343, top1_acc: 0.6961, top5_acc: 0.8695, loss_cls: 1.2454, loss: 1.2454, grad_norm: 5.1511 2020-07-25 19:51:45,827 - mmaction - INFO - Epoch [66][800/940] lr: 1.000e-03, eta: 8:37:01, time: 0.965, data_time: 0.005, memory: 8343, top1_acc: 0.6865, top5_acc: 0.8723, loss_cls: 1.2744, loss: 1.2744, grad_norm: 5.3291 2020-07-25 19:52:05,116 - mmaction - INFO - Epoch [66][820/940] lr: 1.000e-03, eta: 8:36:42, time: 0.964, data_time: 0.007, memory: 8343, top1_acc: 0.7025, top5_acc: 0.8795, loss_cls: 1.2248, loss: 1.2248, grad_norm: 5.2308 2020-07-25 19:52:24,230 - mmaction - INFO - Epoch [66][840/940] lr: 1.000e-03, eta: 8:36:22, time: 0.954, data_time: 0.002, memory: 8343, top1_acc: 0.6898, top5_acc: 0.8791, loss_cls: 1.2373, loss: 1.2373, grad_norm: 5.2570 2020-07-25 19:52:44,394 - mmaction - INFO - Epoch [66][860/940] lr: 1.000e-03, eta: 8:36:04, time: 1.009, data_time: 0.008, memory: 8343, top1_acc: 0.6828, top5_acc: 0.8715, loss_cls: 1.2645, loss: 1.2645, grad_norm: 5.2446 2020-07-25 19:53:03,351 - mmaction - INFO - Epoch [66][880/940] lr: 1.000e-03, eta: 8:35:44, time: 0.949, data_time: 0.005, memory: 8343, top1_acc: 0.6859, top5_acc: 0.8701, loss_cls: 1.2777, loss: 1.2777, grad_norm: 5.3521 2020-07-25 19:53:23,728 - mmaction - INFO - Epoch [66][900/940] lr: 1.000e-03, eta: 8:35:25, time: 1.014, data_time: 0.006, memory: 8343, top1_acc: 0.6838, top5_acc: 0.8658, loss_cls: 1.2848, loss: 1.2848, grad_norm: 5.2421 2020-07-25 19:53:42,427 - mmaction - INFO - Epoch [66][920/940] lr: 1.000e-03, eta: 8:35:06, time: 0.939, data_time: 0.008, memory: 8343, top1_acc: 0.6961, top5_acc: 0.8742, loss_cls: 1.2473, loss: 1.2473, grad_norm: 5.2446 2020-07-25 19:54:01,849 - mmaction - INFO - Epoch [66][940/940] lr: 1.000e-03, eta: 8:34:46, time: 0.971, data_time: 0.007, memory: 8343, top1_acc: 0.6894, top5_acc: 0.8705, loss_cls: 1.2726, loss: 1.2726, grad_norm: 5.2695 2020-07-25 19:54:02,301 - mmaction - INFO - Saving checkpoint at 66 epochs 2020-07-25 19:54:29,031 - mmaction - INFO - Epoch [67][20/940] lr: 1.000e-03, eta: 8:34:31, time: 1.315, data_time: 0.480, memory: 8343, top1_acc: 0.6928, top5_acc: 0.8686, loss_cls: 1.2539, loss: 1.2539, grad_norm: 5.2154 2020-07-25 19:54:46,648 - mmaction - INFO - Epoch [67][40/940] lr: 1.000e-03, eta: 8:34:10, time: 0.884, data_time: 0.009, memory: 8343, top1_acc: 0.6918, top5_acc: 0.8701, loss_cls: 1.2545, loss: 1.2545, grad_norm: 5.1828 2020-07-25 19:55:06,381 - mmaction - INFO - Epoch [67][60/940] lr: 1.000e-03, eta: 8:33:51, time: 0.985, data_time: 0.005, memory: 8343, top1_acc: 0.7002, top5_acc: 0.8688, loss_cls: 1.2371, loss: 1.2371, grad_norm: 5.1461 2020-07-25 19:55:25,965 - mmaction - INFO - Epoch [67][80/940] lr: 1.000e-03, eta: 8:33:32, time: 0.979, data_time: 0.003, memory: 8343, top1_acc: 0.6963, top5_acc: 0.8730, loss_cls: 1.2330, loss: 1.2330, grad_norm: 5.2208 2020-07-25 19:55:45,737 - mmaction - INFO - Epoch [67][100/940] lr: 1.000e-03, eta: 8:33:13, time: 0.990, data_time: 0.004, memory: 8343, top1_acc: 0.6928, top5_acc: 0.8836, loss_cls: 1.2074, loss: 1.2074, grad_norm: 5.2282 2020-07-25 19:56:04,960 - mmaction - INFO - Epoch [67][120/940] lr: 1.000e-03, eta: 8:32:54, time: 0.960, data_time: 0.007, memory: 8343, top1_acc: 0.6908, top5_acc: 0.8783, loss_cls: 1.2374, loss: 1.2374, grad_norm: 5.2936 2020-07-25 19:56:24,530 - mmaction - INFO - Epoch [67][140/940] lr: 1.000e-03, eta: 8:32:34, time: 0.979, data_time: 0.004, memory: 8343, top1_acc: 0.6939, top5_acc: 0.8672, loss_cls: 1.2519, loss: 1.2519, grad_norm: 5.2581 2020-07-25 19:56:44,051 - mmaction - INFO - Epoch [67][160/940] lr: 1.000e-03, eta: 8:32:15, time: 0.976, data_time: 0.007, memory: 8343, top1_acc: 0.6977, top5_acc: 0.8779, loss_cls: 1.2015, loss: 1.2015, grad_norm: 5.1060 2020-07-25 19:57:03,218 - mmaction - INFO - Epoch [67][180/940] lr: 1.000e-03, eta: 8:31:56, time: 0.959, data_time: 0.005, memory: 8343, top1_acc: 0.6941, top5_acc: 0.8809, loss_cls: 1.2237, loss: 1.2237, grad_norm: 5.1909 2020-07-25 19:57:23,238 - mmaction - INFO - Epoch [67][200/940] lr: 1.000e-03, eta: 8:31:37, time: 0.997, data_time: 0.008, memory: 8343, top1_acc: 0.6863, top5_acc: 0.8715, loss_cls: 1.2793, loss: 1.2793, grad_norm: 5.3057 2020-07-25 19:57:43,108 - mmaction - INFO - Epoch [67][220/940] lr: 1.000e-03, eta: 8:31:18, time: 0.995, data_time: 0.008, memory: 8343, top1_acc: 0.6910, top5_acc: 0.8785, loss_cls: 1.2201, loss: 1.2201, grad_norm: 5.2993 2020-07-25 19:58:02,022 - mmaction - INFO - Epoch [67][240/940] lr: 1.000e-03, eta: 8:30:58, time: 0.948, data_time: 0.008, memory: 8343, top1_acc: 0.6883, top5_acc: 0.8658, loss_cls: 1.2804, loss: 1.2804, grad_norm: 5.3746 2020-07-25 19:58:21,658 - mmaction - INFO - Epoch [67][260/940] lr: 1.000e-03, eta: 8:30:39, time: 0.982, data_time: 0.004, memory: 8343, top1_acc: 0.6863, top5_acc: 0.8723, loss_cls: 1.2564, loss: 1.2564, grad_norm: 5.2932 2020-07-25 19:58:41,450 - mmaction - INFO - Epoch [67][280/940] lr: 1.000e-03, eta: 8:30:20, time: 0.986, data_time: 0.005, memory: 8343, top1_acc: 0.6922, top5_acc: 0.8748, loss_cls: 1.2542, loss: 1.2542, grad_norm: 5.2456 2020-07-25 19:59:00,559 - mmaction - INFO - Epoch [67][300/940] lr: 1.000e-03, eta: 8:30:00, time: 0.959, data_time: 0.007, memory: 8343, top1_acc: 0.6953, top5_acc: 0.8775, loss_cls: 1.2463, loss: 1.2463, grad_norm: 5.1667 2020-07-25 19:59:20,781 - mmaction - INFO - Epoch [67][320/940] lr: 1.000e-03, eta: 8:29:42, time: 1.011, data_time: 0.007, memory: 8343, top1_acc: 0.6980, top5_acc: 0.8791, loss_cls: 1.2202, loss: 1.2202, grad_norm: 5.1669 2020-07-25 19:59:39,833 - mmaction - INFO - Epoch [67][340/940] lr: 1.000e-03, eta: 8:29:22, time: 0.953, data_time: 0.002, memory: 8343, top1_acc: 0.6824, top5_acc: 0.8734, loss_cls: 1.2552, loss: 1.2552, grad_norm: 5.2728 2020-07-25 19:59:58,985 - mmaction - INFO - Epoch [67][360/940] lr: 1.000e-03, eta: 8:29:03, time: 0.956, data_time: 0.006, memory: 8343, top1_acc: 0.6918, top5_acc: 0.8668, loss_cls: 1.2536, loss: 1.2536, grad_norm: 5.1901 2020-07-25 20:00:20,877 - mmaction - INFO - Epoch [67][380/940] lr: 1.000e-03, eta: 8:28:45, time: 1.093, data_time: 0.006, memory: 8343, top1_acc: 0.7021, top5_acc: 0.8818, loss_cls: 1.2056, loss: 1.2056, grad_norm: 5.1183 2020-07-25 20:00:39,032 - mmaction - INFO - Epoch [67][400/940] lr: 1.000e-03, eta: 8:28:25, time: 0.909, data_time: 0.011, memory: 8343, top1_acc: 0.6805, top5_acc: 0.8688, loss_cls: 1.2853, loss: 1.2853, grad_norm: 5.3561 2020-07-25 20:00:59,049 - mmaction - INFO - Epoch [67][420/940] lr: 1.000e-03, eta: 8:28:06, time: 1.003, data_time: 0.004, memory: 8343, top1_acc: 0.6889, top5_acc: 0.8779, loss_cls: 1.2389, loss: 1.2389, grad_norm: 5.2612 2020-07-25 20:01:18,480 - mmaction - INFO - Epoch [67][440/940] lr: 1.000e-03, eta: 8:27:46, time: 0.965, data_time: 0.007, memory: 8343, top1_acc: 0.6914, top5_acc: 0.8734, loss_cls: 1.2356, loss: 1.2356, grad_norm: 5.2595 2020-07-25 20:01:37,352 - mmaction - INFO - Epoch [67][460/940] lr: 1.000e-03, eta: 8:27:27, time: 0.950, data_time: 0.009, memory: 8343, top1_acc: 0.6977, top5_acc: 0.8725, loss_cls: 1.2292, loss: 1.2292, grad_norm: 5.2642 2020-07-25 20:01:57,398 - mmaction - INFO - Epoch [67][480/940] lr: 1.000e-03, eta: 8:27:08, time: 1.001, data_time: 0.006, memory: 8343, top1_acc: 0.6885, top5_acc: 0.8703, loss_cls: 1.2628, loss: 1.2628, grad_norm: 5.2932 2020-07-25 20:02:17,293 - mmaction - INFO - Epoch [67][500/940] lr: 1.000e-03, eta: 8:26:49, time: 0.997, data_time: 0.007, memory: 8343, top1_acc: 0.7049, top5_acc: 0.8764, loss_cls: 1.2214, loss: 1.2214, grad_norm: 5.2373 2020-07-25 20:02:36,527 - mmaction - INFO - Epoch [67][520/940] lr: 1.000e-03, eta: 8:26:29, time: 0.958, data_time: 0.006, memory: 8343, top1_acc: 0.6912, top5_acc: 0.8775, loss_cls: 1.2235, loss: 1.2235, grad_norm: 5.2589 2020-07-25 20:02:56,563 - mmaction - INFO - Epoch [67][540/940] lr: 1.000e-03, eta: 8:26:11, time: 1.005, data_time: 0.006, memory: 8343, top1_acc: 0.7023, top5_acc: 0.8797, loss_cls: 1.2045, loss: 1.2045, grad_norm: 5.2085 2020-07-25 20:03:15,853 - mmaction - INFO - Epoch [67][560/940] lr: 1.000e-03, eta: 8:25:51, time: 0.964, data_time: 0.008, memory: 8343, top1_acc: 0.6893, top5_acc: 0.8725, loss_cls: 1.2502, loss: 1.2502, grad_norm: 5.3261 2020-07-25 20:03:35,053 - mmaction - INFO - Epoch [67][580/940] lr: 1.000e-03, eta: 8:25:32, time: 0.957, data_time: 0.007, memory: 8343, top1_acc: 0.6844, top5_acc: 0.8709, loss_cls: 1.3005, loss: 1.3005, grad_norm: 5.3681 2020-07-25 20:03:54,357 - mmaction - INFO - Epoch [67][600/940] lr: 1.000e-03, eta: 8:25:12, time: 0.969, data_time: 0.008, memory: 8343, top1_acc: 0.6857, top5_acc: 0.8752, loss_cls: 1.2536, loss: 1.2536, grad_norm: 5.2852 2020-07-25 20:04:13,942 - mmaction - INFO - Epoch [67][620/940] lr: 1.000e-03, eta: 8:24:53, time: 0.975, data_time: 0.006, memory: 8343, top1_acc: 0.6824, top5_acc: 0.8705, loss_cls: 1.2763, loss: 1.2763, grad_norm: 5.3477 2020-07-25 20:04:33,870 - mmaction - INFO - Epoch [67][640/940] lr: 1.000e-03, eta: 8:24:34, time: 1.002, data_time: 0.008, memory: 8343, top1_acc: 0.6943, top5_acc: 0.8725, loss_cls: 1.2560, loss: 1.2560, grad_norm: 5.2660 2020-07-25 20:04:53,911 - mmaction - INFO - Epoch [67][660/940] lr: 1.000e-03, eta: 8:24:15, time: 1.001, data_time: 0.007, memory: 8343, top1_acc: 0.6986, top5_acc: 0.8691, loss_cls: 1.2341, loss: 1.2341, grad_norm: 5.2142 2020-07-25 20:05:13,664 - mmaction - INFO - Epoch [67][680/940] lr: 1.000e-03, eta: 8:23:56, time: 0.989, data_time: 0.003, memory: 8343, top1_acc: 0.6877, top5_acc: 0.8738, loss_cls: 1.2675, loss: 1.2675, grad_norm: 5.2953 2020-07-25 20:05:33,922 - mmaction - INFO - Epoch [67][700/940] lr: 1.000e-03, eta: 8:23:37, time: 1.012, data_time: 0.005, memory: 8343, top1_acc: 0.6824, top5_acc: 0.8729, loss_cls: 1.2778, loss: 1.2778, grad_norm: 5.2749 2020-07-25 20:05:52,454 - mmaction - INFO - Epoch [67][720/940] lr: 1.000e-03, eta: 8:23:17, time: 0.927, data_time: 0.002, memory: 8343, top1_acc: 0.6945, top5_acc: 0.8756, loss_cls: 1.2320, loss: 1.2320, grad_norm: 5.2757 2020-07-25 20:06:11,821 - mmaction - INFO - Epoch [67][740/940] lr: 1.000e-03, eta: 8:22:58, time: 0.968, data_time: 0.006, memory: 8343, top1_acc: 0.6910, top5_acc: 0.8670, loss_cls: 1.2639, loss: 1.2639, grad_norm: 5.2881 2020-07-25 20:06:31,227 - mmaction - INFO - Epoch [67][760/940] lr: 1.000e-03, eta: 8:22:39, time: 0.969, data_time: 0.003, memory: 8343, top1_acc: 0.6891, top5_acc: 0.8768, loss_cls: 1.2531, loss: 1.2531, grad_norm: 5.2656 2020-07-25 20:06:51,216 - mmaction - INFO - Epoch [67][780/940] lr: 1.000e-03, eta: 8:22:20, time: 0.998, data_time: 0.007, memory: 8343, top1_acc: 0.6844, top5_acc: 0.8652, loss_cls: 1.2968, loss: 1.2968, grad_norm: 5.3456 2020-07-25 20:07:09,837 - mmaction - INFO - Epoch [67][800/940] lr: 1.000e-03, eta: 8:22:00, time: 0.934, data_time: 0.008, memory: 8343, top1_acc: 0.6824, top5_acc: 0.8725, loss_cls: 1.2669, loss: 1.2669, grad_norm: 5.2852 2020-07-25 20:07:31,023 - mmaction - INFO - Epoch [67][820/940] lr: 1.000e-03, eta: 8:21:42, time: 1.056, data_time: 0.006, memory: 8343, top1_acc: 0.6980, top5_acc: 0.8797, loss_cls: 1.2080, loss: 1.2080, grad_norm: 5.1940 2020-07-25 20:07:50,207 - mmaction - INFO - Epoch [67][840/940] lr: 1.000e-03, eta: 8:21:22, time: 0.962, data_time: 0.009, memory: 8343, top1_acc: 0.6977, top5_acc: 0.8709, loss_cls: 1.2545, loss: 1.2545, grad_norm: 5.2604 2020-07-25 20:08:09,376 - mmaction - INFO - Epoch [67][860/940] lr: 1.000e-03, eta: 8:21:03, time: 0.958, data_time: 0.006, memory: 8343, top1_acc: 0.6867, top5_acc: 0.8676, loss_cls: 1.2660, loss: 1.2660, grad_norm: 5.2621 2020-07-25 20:08:30,678 - mmaction - INFO - Epoch [67][880/940] lr: 1.000e-03, eta: 8:20:45, time: 1.067, data_time: 0.004, memory: 8343, top1_acc: 0.6977, top5_acc: 0.8738, loss_cls: 1.2426, loss: 1.2426, grad_norm: 5.2922 2020-07-25 20:08:50,428 - mmaction - INFO - Epoch [67][900/940] lr: 1.000e-03, eta: 8:20:25, time: 0.986, data_time: 0.002, memory: 8343, top1_acc: 0.6818, top5_acc: 0.8617, loss_cls: 1.2909, loss: 1.2909, grad_norm: 5.3471 2020-07-25 20:09:11,442 - mmaction - INFO - Epoch [67][920/940] lr: 1.000e-03, eta: 8:20:07, time: 1.051, data_time: 0.008, memory: 8343, top1_acc: 0.6928, top5_acc: 0.8762, loss_cls: 1.2323, loss: 1.2323, grad_norm: 5.2071 2020-07-25 20:09:30,659 - mmaction - INFO - Epoch [67][940/940] lr: 1.000e-03, eta: 8:19:48, time: 0.962, data_time: 0.003, memory: 8343, top1_acc: 0.6866, top5_acc: 0.8770, loss_cls: 1.2435, loss: 1.2435, grad_norm: 5.2673 2020-07-25 20:09:31,115 - mmaction - INFO - Saving checkpoint at 67 epochs 2020-07-25 20:10:01,429 - mmaction - INFO - Epoch [68][20/940] lr: 1.000e-03, eta: 8:19:33, time: 1.489, data_time: 0.689, memory: 8343, top1_acc: 0.6906, top5_acc: 0.8725, loss_cls: 1.2366, loss: 1.2366, grad_norm: 5.3093 2020-07-25 20:10:18,452 - mmaction - INFO - Epoch [68][40/940] lr: 1.000e-03, eta: 8:19:13, time: 0.849, data_time: 0.049, memory: 8343, top1_acc: 0.6951, top5_acc: 0.8779, loss_cls: 1.2299, loss: 1.2299, grad_norm: 5.2057 2020-07-25 20:10:39,034 - mmaction - INFO - Epoch [68][60/940] lr: 1.000e-03, eta: 8:18:54, time: 1.025, data_time: 0.009, memory: 8343, top1_acc: 0.6910, top5_acc: 0.8686, loss_cls: 1.2709, loss: 1.2709, grad_norm: 5.2981 2020-07-25 20:11:00,017 - mmaction - INFO - Epoch [68][80/940] lr: 1.000e-03, eta: 8:18:36, time: 1.055, data_time: 0.008, memory: 8343, top1_acc: 0.6967, top5_acc: 0.8736, loss_cls: 1.2223, loss: 1.2223, grad_norm: 5.1786 2020-07-25 20:11:18,277 - mmaction - INFO - Epoch [68][100/940] lr: 1.000e-03, eta: 8:18:16, time: 0.913, data_time: 0.005, memory: 8343, top1_acc: 0.7008, top5_acc: 0.8793, loss_cls: 1.2163, loss: 1.2163, grad_norm: 5.2557 2020-07-25 20:11:38,097 - mmaction - INFO - Epoch [68][120/940] lr: 1.000e-03, eta: 8:17:57, time: 0.991, data_time: 0.002, memory: 8343, top1_acc: 0.6848, top5_acc: 0.8766, loss_cls: 1.2469, loss: 1.2469, grad_norm: 5.3711 2020-07-25 20:11:57,080 - mmaction - INFO - Epoch [68][140/940] lr: 1.000e-03, eta: 8:17:37, time: 0.944, data_time: 0.006, memory: 8343, top1_acc: 0.6902, top5_acc: 0.8752, loss_cls: 1.2583, loss: 1.2583, grad_norm: 5.2865 2020-07-25 20:12:17,286 - mmaction - INFO - Epoch [68][160/940] lr: 1.000e-03, eta: 8:17:18, time: 1.013, data_time: 0.007, memory: 8343, top1_acc: 0.7000, top5_acc: 0.8732, loss_cls: 1.2310, loss: 1.2310, grad_norm: 5.2453 2020-07-25 20:12:35,694 - mmaction - INFO - Epoch [68][180/940] lr: 1.000e-03, eta: 8:16:58, time: 0.919, data_time: 0.007, memory: 8343, top1_acc: 0.7066, top5_acc: 0.8811, loss_cls: 1.1996, loss: 1.1996, grad_norm: 5.2887 2020-07-25 20:12:54,691 - mmaction - INFO - Epoch [68][200/940] lr: 1.000e-03, eta: 8:16:39, time: 0.952, data_time: 0.006, memory: 8343, top1_acc: 0.7016, top5_acc: 0.8838, loss_cls: 1.1944, loss: 1.1944, grad_norm: 5.2694 2020-07-25 20:13:15,367 - mmaction - INFO - Epoch [68][220/940] lr: 1.000e-03, eta: 8:16:20, time: 1.034, data_time: 0.007, memory: 8343, top1_acc: 0.6961, top5_acc: 0.8758, loss_cls: 1.2338, loss: 1.2338, grad_norm: 5.2454 2020-07-25 20:13:35,166 - mmaction - INFO - Epoch [68][240/940] lr: 1.000e-03, eta: 8:16:01, time: 0.991, data_time: 0.005, memory: 8343, top1_acc: 0.6928, top5_acc: 0.8781, loss_cls: 1.2311, loss: 1.2311, grad_norm: 5.3008 2020-07-25 20:13:54,896 - mmaction - INFO - Epoch [68][260/940] lr: 1.000e-03, eta: 8:15:42, time: 0.984, data_time: 0.006, memory: 8343, top1_acc: 0.6906, top5_acc: 0.8758, loss_cls: 1.2430, loss: 1.2430, grad_norm: 5.2642 2020-07-25 20:14:16,152 - mmaction - INFO - Epoch [68][280/940] lr: 1.000e-03, eta: 8:15:24, time: 1.065, data_time: 0.006, memory: 8343, top1_acc: 0.6865, top5_acc: 0.8793, loss_cls: 1.2485, loss: 1.2485, grad_norm: 5.2531 2020-07-25 20:14:35,298 - mmaction - INFO - Epoch [68][300/940] lr: 1.000e-03, eta: 8:15:04, time: 0.954, data_time: 0.006, memory: 8343, top1_acc: 0.6945, top5_acc: 0.8787, loss_cls: 1.2273, loss: 1.2273, grad_norm: 5.2657 2020-07-25 20:14:54,504 - mmaction - INFO - Epoch [68][320/940] lr: 1.000e-03, eta: 8:14:45, time: 0.965, data_time: 0.010, memory: 8343, top1_acc: 0.6971, top5_acc: 0.8777, loss_cls: 1.2196, loss: 1.2196, grad_norm: 5.1932 2020-07-25 20:15:14,226 - mmaction - INFO - Epoch [68][340/940] lr: 1.000e-03, eta: 8:14:26, time: 0.980, data_time: 0.005, memory: 8343, top1_acc: 0.6881, top5_acc: 0.8707, loss_cls: 1.2662, loss: 1.2662, grad_norm: 5.3074 2020-07-25 20:15:33,035 - mmaction - INFO - Epoch [68][360/940] lr: 1.000e-03, eta: 8:14:06, time: 0.946, data_time: 0.008, memory: 8343, top1_acc: 0.6908, top5_acc: 0.8668, loss_cls: 1.2597, loss: 1.2597, grad_norm: 5.2343 2020-07-25 20:15:52,501 - mmaction - INFO - Epoch [68][380/940] lr: 1.000e-03, eta: 8:13:47, time: 0.974, data_time: 0.002, memory: 8343, top1_acc: 0.6953, top5_acc: 0.8797, loss_cls: 1.2167, loss: 1.2167, grad_norm: 5.3038 2020-07-25 20:16:12,702 - mmaction - INFO - Epoch [68][400/940] lr: 1.000e-03, eta: 8:13:28, time: 1.007, data_time: 0.005, memory: 8343, top1_acc: 0.6951, top5_acc: 0.8730, loss_cls: 1.2542, loss: 1.2542, grad_norm: 5.2895 2020-07-25 20:16:31,533 - mmaction - INFO - Epoch [68][420/940] lr: 1.000e-03, eta: 8:13:08, time: 0.942, data_time: 0.007, memory: 8343, top1_acc: 0.6910, top5_acc: 0.8701, loss_cls: 1.2729, loss: 1.2729, grad_norm: 5.2401 2020-07-25 20:16:51,441 - mmaction - INFO - Epoch [68][440/940] lr: 1.000e-03, eta: 8:12:49, time: 0.997, data_time: 0.009, memory: 8343, top1_acc: 0.6867, top5_acc: 0.8742, loss_cls: 1.2550, loss: 1.2550, grad_norm: 5.2559 2020-07-25 20:17:11,513 - mmaction - INFO - Epoch [68][460/940] lr: 1.000e-03, eta: 8:12:30, time: 1.003, data_time: 0.005, memory: 8343, top1_acc: 0.6930, top5_acc: 0.8771, loss_cls: 1.2472, loss: 1.2472, grad_norm: 5.3177 2020-07-25 20:17:30,373 - mmaction - INFO - Epoch [68][480/940] lr: 1.000e-03, eta: 8:12:11, time: 0.944, data_time: 0.008, memory: 8343, top1_acc: 0.6939, top5_acc: 0.8789, loss_cls: 1.2277, loss: 1.2277, grad_norm: 5.2826 2020-07-25 20:17:49,632 - mmaction - INFO - Epoch [68][500/940] lr: 1.000e-03, eta: 8:11:51, time: 0.964, data_time: 0.004, memory: 8343, top1_acc: 0.7027, top5_acc: 0.8779, loss_cls: 1.2206, loss: 1.2206, grad_norm: 5.2084 2020-07-25 20:18:11,734 - mmaction - INFO - Epoch [68][520/940] lr: 1.000e-03, eta: 8:11:33, time: 1.101, data_time: 0.005, memory: 8343, top1_acc: 0.6930, top5_acc: 0.8729, loss_cls: 1.2390, loss: 1.2390, grad_norm: 5.2967 2020-07-25 20:18:31,318 - mmaction - INFO - Epoch [68][540/940] lr: 1.000e-03, eta: 8:11:14, time: 0.984, data_time: 0.007, memory: 8343, top1_acc: 0.6910, top5_acc: 0.8723, loss_cls: 1.2508, loss: 1.2508, grad_norm: 5.2192 2020-07-25 20:18:49,559 - mmaction - INFO - Epoch [68][560/940] lr: 1.000e-03, eta: 8:10:54, time: 0.911, data_time: 0.004, memory: 8343, top1_acc: 0.6965, top5_acc: 0.8736, loss_cls: 1.2385, loss: 1.2385, grad_norm: 5.2810 2020-07-25 20:19:10,964 - mmaction - INFO - Epoch [68][580/940] lr: 1.000e-03, eta: 8:10:36, time: 1.071, data_time: 0.003, memory: 8343, top1_acc: 0.6854, top5_acc: 0.8738, loss_cls: 1.2637, loss: 1.2637, grad_norm: 5.3719 2020-07-25 20:19:30,214 - mmaction - INFO - Epoch [68][600/940] lr: 1.000e-03, eta: 8:10:16, time: 0.959, data_time: 0.005, memory: 8343, top1_acc: 0.6916, top5_acc: 0.8752, loss_cls: 1.2542, loss: 1.2542, grad_norm: 5.2900 2020-07-25 20:19:49,117 - mmaction - INFO - Epoch [68][620/940] lr: 1.000e-03, eta: 8:09:57, time: 0.946, data_time: 0.007, memory: 8343, top1_acc: 0.6918, top5_acc: 0.8807, loss_cls: 1.2376, loss: 1.2376, grad_norm: 5.3584 2020-07-25 20:20:08,850 - mmaction - INFO - Epoch [68][640/940] lr: 1.000e-03, eta: 8:09:38, time: 0.986, data_time: 0.009, memory: 8343, top1_acc: 0.6850, top5_acc: 0.8678, loss_cls: 1.2911, loss: 1.2911, grad_norm: 5.3905 2020-07-25 20:20:28,555 - mmaction - INFO - Epoch [68][660/940] lr: 1.000e-03, eta: 8:09:19, time: 0.988, data_time: 0.004, memory: 8343, top1_acc: 0.6926, top5_acc: 0.8715, loss_cls: 1.2428, loss: 1.2428, grad_norm: 5.3291 2020-07-25 20:20:47,729 - mmaction - INFO - Epoch [68][680/940] lr: 1.000e-03, eta: 8:08:59, time: 0.953, data_time: 0.005, memory: 8343, top1_acc: 0.6920, top5_acc: 0.8740, loss_cls: 1.2498, loss: 1.2498, grad_norm: 5.2540 2020-07-25 20:21:09,128 - mmaction - INFO - Epoch [68][700/940] lr: 1.000e-03, eta: 8:08:41, time: 1.075, data_time: 0.008, memory: 8343, top1_acc: 0.6848, top5_acc: 0.8721, loss_cls: 1.2507, loss: 1.2507, grad_norm: 5.2888 2020-07-25 20:21:27,606 - mmaction - INFO - Epoch [68][720/940] lr: 1.000e-03, eta: 8:08:21, time: 0.919, data_time: 0.005, memory: 8343, top1_acc: 0.6871, top5_acc: 0.8705, loss_cls: 1.2677, loss: 1.2677, grad_norm: 5.3201 2020-07-25 20:21:47,020 - mmaction - INFO - Epoch [68][740/940] lr: 1.000e-03, eta: 8:08:02, time: 0.975, data_time: 0.008, memory: 8343, top1_acc: 0.6898, top5_acc: 0.8713, loss_cls: 1.2420, loss: 1.2420, grad_norm: 5.2235 2020-07-25 20:22:06,718 - mmaction - INFO - Epoch [68][760/940] lr: 1.000e-03, eta: 8:07:42, time: 0.984, data_time: 0.009, memory: 8343, top1_acc: 0.6871, top5_acc: 0.8770, loss_cls: 1.2410, loss: 1.2410, grad_norm: 5.2265 2020-07-25 20:22:26,203 - mmaction - INFO - Epoch [68][780/940] lr: 1.000e-03, eta: 8:07:23, time: 0.971, data_time: 0.008, memory: 8343, top1_acc: 0.6914, top5_acc: 0.8783, loss_cls: 1.2278, loss: 1.2278, grad_norm: 5.2899 2020-07-25 20:22:45,589 - mmaction - INFO - Epoch [68][800/940] lr: 1.000e-03, eta: 8:07:04, time: 0.974, data_time: 0.009, memory: 8343, top1_acc: 0.6941, top5_acc: 0.8832, loss_cls: 1.2182, loss: 1.2182, grad_norm: 5.3026 2020-07-25 20:23:05,082 - mmaction - INFO - Epoch [68][820/940] lr: 1.000e-03, eta: 8:06:45, time: 0.975, data_time: 0.007, memory: 8343, top1_acc: 0.6928, top5_acc: 0.8736, loss_cls: 1.2638, loss: 1.2638, grad_norm: 5.3125 2020-07-25 20:23:25,181 - mmaction - INFO - Epoch [68][840/940] lr: 1.000e-03, eta: 8:06:26, time: 1.006, data_time: 0.003, memory: 8343, top1_acc: 0.6934, top5_acc: 0.8828, loss_cls: 1.2111, loss: 1.2111, grad_norm: 5.2597 2020-07-25 20:23:44,533 - mmaction - INFO - Epoch [68][860/940] lr: 1.000e-03, eta: 8:06:06, time: 0.968, data_time: 0.006, memory: 8343, top1_acc: 0.6902, top5_acc: 0.8701, loss_cls: 1.2640, loss: 1.2640, grad_norm: 5.3403 2020-07-25 20:24:03,697 - mmaction - INFO - Epoch [68][880/940] lr: 1.000e-03, eta: 8:05:47, time: 0.954, data_time: 0.005, memory: 8343, top1_acc: 0.6930, top5_acc: 0.8773, loss_cls: 1.2287, loss: 1.2287, grad_norm: 5.3030 2020-07-25 20:24:23,517 - mmaction - INFO - Epoch [68][900/940] lr: 1.000e-03, eta: 8:05:28, time: 0.992, data_time: 0.008, memory: 8343, top1_acc: 0.6855, top5_acc: 0.8703, loss_cls: 1.2672, loss: 1.2672, grad_norm: 5.3586 2020-07-25 20:24:42,639 - mmaction - INFO - Epoch [68][920/940] lr: 1.000e-03, eta: 8:05:08, time: 0.957, data_time: 0.008, memory: 8343, top1_acc: 0.6951, top5_acc: 0.8777, loss_cls: 1.2249, loss: 1.2249, grad_norm: 5.2995 2020-07-25 20:25:00,941 - mmaction - INFO - Epoch [68][940/940] lr: 1.000e-03, eta: 8:04:48, time: 0.917, data_time: 0.006, memory: 8343, top1_acc: 0.6900, top5_acc: 0.8654, loss_cls: 1.2606, loss: 1.2606, grad_norm: 5.3567 2020-07-25 20:25:01,335 - mmaction - INFO - Saving checkpoint at 68 epochs 2020-07-25 20:25:28,862 - mmaction - INFO - Epoch [69][20/940] lr: 1.000e-03, eta: 8:04:33, time: 1.351, data_time: 0.509, memory: 8343, top1_acc: 0.7109, top5_acc: 0.8801, loss_cls: 1.1796, loss: 1.1796, grad_norm: 5.1006 2020-07-25 20:25:47,694 - mmaction - INFO - Epoch [69][40/940] lr: 1.000e-03, eta: 8:04:13, time: 0.943, data_time: 0.003, memory: 8343, top1_acc: 0.6990, top5_acc: 0.8850, loss_cls: 1.1974, loss: 1.1974, grad_norm: 5.2109 2020-07-25 20:26:07,600 - mmaction - INFO - Epoch [69][60/940] lr: 1.000e-03, eta: 8:03:54, time: 0.990, data_time: 0.005, memory: 8343, top1_acc: 0.6992, top5_acc: 0.8809, loss_cls: 1.2121, loss: 1.2121, grad_norm: 5.3575 2020-07-25 20:26:28,131 - mmaction - INFO - Epoch [69][80/940] lr: 1.000e-03, eta: 8:03:35, time: 1.031, data_time: 0.007, memory: 8343, top1_acc: 0.7010, top5_acc: 0.8828, loss_cls: 1.2028, loss: 1.2028, grad_norm: 5.1971 2020-07-25 20:26:46,140 - mmaction - INFO - Epoch [69][100/940] lr: 1.000e-03, eta: 8:03:15, time: 0.893, data_time: 0.006, memory: 8343, top1_acc: 0.6908, top5_acc: 0.8744, loss_cls: 1.2474, loss: 1.2474, grad_norm: 5.3648 2020-07-25 20:27:05,370 - mmaction - INFO - Epoch [69][120/940] lr: 1.000e-03, eta: 8:02:56, time: 0.968, data_time: 0.010, memory: 8343, top1_acc: 0.7111, top5_acc: 0.8855, loss_cls: 1.1618, loss: 1.1618, grad_norm: 5.1848 2020-07-25 20:27:26,056 - mmaction - INFO - Epoch [69][140/940] lr: 1.000e-03, eta: 8:02:37, time: 1.032, data_time: 0.006, memory: 8343, top1_acc: 0.6926, top5_acc: 0.8816, loss_cls: 1.2154, loss: 1.2154, grad_norm: 5.2475 2020-07-25 20:27:46,609 - mmaction - INFO - Epoch [69][160/940] lr: 1.000e-03, eta: 8:02:18, time: 1.029, data_time: 0.007, memory: 8343, top1_acc: 0.7029, top5_acc: 0.8838, loss_cls: 1.2032, loss: 1.2032, grad_norm: 5.2821 2020-07-25 20:28:06,265 - mmaction - INFO - Epoch [69][180/940] lr: 1.000e-03, eta: 8:01:59, time: 0.981, data_time: 0.007, memory: 8343, top1_acc: 0.6908, top5_acc: 0.8758, loss_cls: 1.2373, loss: 1.2373, grad_norm: 5.2879 2020-07-25 20:28:25,459 - mmaction - INFO - Epoch [69][200/940] lr: 1.000e-03, eta: 8:01:40, time: 0.956, data_time: 0.008, memory: 8343, top1_acc: 0.7053, top5_acc: 0.8746, loss_cls: 1.2016, loss: 1.2016, grad_norm: 5.1803 2020-07-25 20:28:45,305 - mmaction - INFO - Epoch [69][220/940] lr: 1.000e-03, eta: 8:01:21, time: 0.997, data_time: 0.008, memory: 8343, top1_acc: 0.7031, top5_acc: 0.8785, loss_cls: 1.1925, loss: 1.1925, grad_norm: 5.2519 2020-07-25 20:29:06,179 - mmaction - INFO - Epoch [69][240/940] lr: 1.000e-03, eta: 8:01:02, time: 1.041, data_time: 0.007, memory: 8343, top1_acc: 0.6914, top5_acc: 0.8715, loss_cls: 1.2395, loss: 1.2395, grad_norm: 5.2950 2020-07-25 20:29:24,386 - mmaction - INFO - Epoch [69][260/940] lr: 1.000e-03, eta: 8:00:42, time: 0.912, data_time: 0.008, memory: 8343, top1_acc: 0.6902, top5_acc: 0.8684, loss_cls: 1.2537, loss: 1.2537, grad_norm: 5.2846 2020-07-25 20:29:44,729 - mmaction - INFO - Epoch [69][280/940] lr: 1.000e-03, eta: 8:00:23, time: 1.015, data_time: 0.008, memory: 8343, top1_acc: 0.6797, top5_acc: 0.8678, loss_cls: 1.2768, loss: 1.2768, grad_norm: 5.4080 2020-07-25 20:30:03,970 - mmaction - INFO - Epoch [69][300/940] lr: 1.000e-03, eta: 8:00:04, time: 0.963, data_time: 0.007, memory: 8343, top1_acc: 0.6943, top5_acc: 0.8689, loss_cls: 1.2705, loss: 1.2705, grad_norm: 5.4056 2020-07-25 20:30:23,615 - mmaction - INFO - Epoch [69][320/940] lr: 1.000e-03, eta: 7:59:45, time: 0.986, data_time: 0.008, memory: 8343, top1_acc: 0.6936, top5_acc: 0.8773, loss_cls: 1.2353, loss: 1.2353, grad_norm: 5.2163 2020-07-25 20:30:43,376 - mmaction - INFO - Epoch [69][340/940] lr: 1.000e-03, eta: 7:59:26, time: 0.988, data_time: 0.002, memory: 8343, top1_acc: 0.6836, top5_acc: 0.8619, loss_cls: 1.2826, loss: 1.2826, grad_norm: 5.3312 2020-07-25 20:31:04,610 - mmaction - INFO - Epoch [69][360/940] lr: 1.000e-03, eta: 7:59:07, time: 1.061, data_time: 0.006, memory: 8343, top1_acc: 0.6881, top5_acc: 0.8701, loss_cls: 1.2578, loss: 1.2578, grad_norm: 5.3500 2020-07-25 20:31:24,347 - mmaction - INFO - Epoch [69][380/940] lr: 1.000e-03, eta: 7:58:48, time: 0.988, data_time: 0.004, memory: 8343, top1_acc: 0.6887, top5_acc: 0.8781, loss_cls: 1.2474, loss: 1.2474, grad_norm: 5.4317 2020-07-25 20:31:43,294 - mmaction - INFO - Epoch [69][400/940] lr: 1.000e-03, eta: 7:58:28, time: 0.948, data_time: 0.002, memory: 8343, top1_acc: 0.7037, top5_acc: 0.8795, loss_cls: 1.2201, loss: 1.2201, grad_norm: 5.2789 2020-07-25 20:32:03,007 - mmaction - INFO - Epoch [69][420/940] lr: 1.000e-03, eta: 7:58:09, time: 0.980, data_time: 0.006, memory: 8343, top1_acc: 0.6883, top5_acc: 0.8736, loss_cls: 1.2447, loss: 1.2447, grad_norm: 5.2567 2020-07-25 20:32:22,295 - mmaction - INFO - Epoch [69][440/940] lr: 1.000e-03, eta: 7:57:50, time: 0.970, data_time: 0.008, memory: 8343, top1_acc: 0.6977, top5_acc: 0.8678, loss_cls: 1.2424, loss: 1.2424, grad_norm: 5.2393 2020-07-25 20:32:41,482 - mmaction - INFO - Epoch [69][460/940] lr: 1.000e-03, eta: 7:57:30, time: 0.957, data_time: 0.004, memory: 8343, top1_acc: 0.6902, top5_acc: 0.8723, loss_cls: 1.2376, loss: 1.2376, grad_norm: 5.3094 2020-07-25 20:33:01,769 - mmaction - INFO - Epoch [69][480/940] lr: 1.000e-03, eta: 7:57:12, time: 1.015, data_time: 0.008, memory: 8343, top1_acc: 0.6852, top5_acc: 0.8688, loss_cls: 1.2674, loss: 1.2674, grad_norm: 5.3430 2020-07-25 20:33:20,794 - mmaction - INFO - Epoch [69][500/940] lr: 1.000e-03, eta: 7:56:52, time: 0.950, data_time: 0.005, memory: 8343, top1_acc: 0.6945, top5_acc: 0.8775, loss_cls: 1.2300, loss: 1.2300, grad_norm: 5.2755 2020-07-25 20:33:41,113 - mmaction - INFO - Epoch [69][520/940] lr: 1.000e-03, eta: 7:56:33, time: 1.013, data_time: 0.008, memory: 8343, top1_acc: 0.6828, top5_acc: 0.8645, loss_cls: 1.3074, loss: 1.3074, grad_norm: 5.4278 2020-07-25 20:34:00,468 - mmaction - INFO - Epoch [69][540/940] lr: 1.000e-03, eta: 7:56:14, time: 0.972, data_time: 0.008, memory: 8343, top1_acc: 0.6824, top5_acc: 0.8680, loss_cls: 1.2726, loss: 1.2726, grad_norm: 5.3473 2020-07-25 20:34:19,616 - mmaction - INFO - Epoch [69][560/940] lr: 1.000e-03, eta: 7:55:54, time: 0.956, data_time: 0.008, memory: 8343, top1_acc: 0.6881, top5_acc: 0.8760, loss_cls: 1.2293, loss: 1.2293, grad_norm: 5.3410 2020-07-25 20:34:39,725 - mmaction - INFO - Epoch [69][580/940] lr: 1.000e-03, eta: 7:55:35, time: 1.003, data_time: 0.009, memory: 8343, top1_acc: 0.6924, top5_acc: 0.8652, loss_cls: 1.2703, loss: 1.2703, grad_norm: 5.3581 2020-07-25 20:34:58,634 - mmaction - INFO - Epoch [69][600/940] lr: 1.000e-03, eta: 7:55:16, time: 0.951, data_time: 0.008, memory: 8343, top1_acc: 0.6934, top5_acc: 0.8781, loss_cls: 1.2321, loss: 1.2321, grad_norm: 5.2106 2020-07-25 20:35:18,636 - mmaction - INFO - Epoch [69][620/940] lr: 1.000e-03, eta: 7:54:57, time: 0.996, data_time: 0.007, memory: 8343, top1_acc: 0.6951, top5_acc: 0.8740, loss_cls: 1.2301, loss: 1.2301, grad_norm: 5.2871 2020-07-25 20:35:37,740 - mmaction - INFO - Epoch [69][640/940] lr: 1.000e-03, eta: 7:54:37, time: 0.960, data_time: 0.008, memory: 8343, top1_acc: 0.6920, top5_acc: 0.8705, loss_cls: 1.2574, loss: 1.2574, grad_norm: 5.2455 2020-07-25 20:35:57,974 - mmaction - INFO - Epoch [69][660/940] lr: 1.000e-03, eta: 7:54:18, time: 1.011, data_time: 0.007, memory: 8343, top1_acc: 0.6885, top5_acc: 0.8734, loss_cls: 1.2459, loss: 1.2459, grad_norm: 5.3157 2020-07-25 20:36:17,759 - mmaction - INFO - Epoch [69][680/940] lr: 1.000e-03, eta: 7:53:59, time: 0.989, data_time: 0.005, memory: 8343, top1_acc: 0.6801, top5_acc: 0.8699, loss_cls: 1.2813, loss: 1.2813, grad_norm: 5.3198 2020-07-25 20:36:37,633 - mmaction - INFO - Epoch [69][700/940] lr: 1.000e-03, eta: 7:53:40, time: 0.989, data_time: 0.007, memory: 8343, top1_acc: 0.6879, top5_acc: 0.8707, loss_cls: 1.2677, loss: 1.2677, grad_norm: 5.4339 2020-07-25 20:36:56,601 - mmaction - INFO - Epoch [69][720/940] lr: 1.000e-03, eta: 7:53:21, time: 0.955, data_time: 0.009, memory: 8343, top1_acc: 0.7043, top5_acc: 0.8758, loss_cls: 1.2261, loss: 1.2261, grad_norm: 5.2447 2020-07-25 20:37:16,403 - mmaction - INFO - Epoch [69][740/940] lr: 1.000e-03, eta: 7:53:01, time: 0.989, data_time: 0.005, memory: 8343, top1_acc: 0.6820, top5_acc: 0.8777, loss_cls: 1.2810, loss: 1.2810, grad_norm: 5.4036 2020-07-25 20:37:36,113 - mmaction - INFO - Epoch [69][760/940] lr: 1.000e-03, eta: 7:52:42, time: 0.986, data_time: 0.003, memory: 8343, top1_acc: 0.6857, top5_acc: 0.8725, loss_cls: 1.2741, loss: 1.2741, grad_norm: 5.3494 2020-07-25 20:37:56,218 - mmaction - INFO - Epoch [69][780/940] lr: 1.000e-03, eta: 7:52:23, time: 1.000, data_time: 0.005, memory: 8343, top1_acc: 0.6951, top5_acc: 0.8738, loss_cls: 1.2472, loss: 1.2472, grad_norm: 5.3790 2020-07-25 20:38:15,662 - mmaction - INFO - Epoch [69][800/940] lr: 1.000e-03, eta: 7:52:04, time: 0.975, data_time: 0.008, memory: 8343, top1_acc: 0.6865, top5_acc: 0.8732, loss_cls: 1.2786, loss: 1.2786, grad_norm: 5.4395 2020-07-25 20:38:34,577 - mmaction - INFO - Epoch [69][820/940] lr: 1.000e-03, eta: 7:51:44, time: 0.943, data_time: 0.009, memory: 8343, top1_acc: 0.6945, top5_acc: 0.8746, loss_cls: 1.2172, loss: 1.2172, grad_norm: 5.2741 2020-07-25 20:38:54,913 - mmaction - INFO - Epoch [69][840/940] lr: 1.000e-03, eta: 7:51:26, time: 1.021, data_time: 0.008, memory: 8343, top1_acc: 0.6967, top5_acc: 0.8791, loss_cls: 1.2206, loss: 1.2206, grad_norm: 5.3181 2020-07-25 20:39:14,165 - mmaction - INFO - Epoch [69][860/940] lr: 1.000e-03, eta: 7:51:06, time: 0.961, data_time: 0.007, memory: 8343, top1_acc: 0.6854, top5_acc: 0.8699, loss_cls: 1.2624, loss: 1.2624, grad_norm: 5.4422 2020-07-25 20:39:33,769 - mmaction - INFO - Epoch [69][880/940] lr: 1.000e-03, eta: 7:50:47, time: 0.980, data_time: 0.007, memory: 8343, top1_acc: 0.6871, top5_acc: 0.8658, loss_cls: 1.2829, loss: 1.2829, grad_norm: 5.4160 2020-07-25 20:39:52,943 - mmaction - INFO - Epoch [69][900/940] lr: 1.000e-03, eta: 7:50:27, time: 0.961, data_time: 0.009, memory: 8343, top1_acc: 0.6865, top5_acc: 0.8705, loss_cls: 1.2577, loss: 1.2577, grad_norm: 5.3641 2020-07-25 20:40:12,641 - mmaction - INFO - Epoch [69][920/940] lr: 1.000e-03, eta: 7:50:08, time: 0.984, data_time: 0.003, memory: 8343, top1_acc: 0.7082, top5_acc: 0.8812, loss_cls: 1.2022, loss: 1.2022, grad_norm: 5.1813 2020-07-25 20:40:31,542 - mmaction - INFO - Epoch [69][940/940] lr: 1.000e-03, eta: 7:49:49, time: 0.946, data_time: 0.002, memory: 8343, top1_acc: 0.6821, top5_acc: 0.8685, loss_cls: 1.2865, loss: 1.2865, grad_norm: 5.5123 2020-07-25 20:40:31,921 - mmaction - INFO - Saving checkpoint at 69 epochs 2020-07-25 20:40:59,141 - mmaction - INFO - Epoch [70][20/940] lr: 1.000e-03, eta: 7:49:33, time: 1.341, data_time: 0.457, memory: 8343, top1_acc: 0.6883, top5_acc: 0.8762, loss_cls: 1.2399, loss: 1.2399, grad_norm: 5.2875 2020-07-25 20:41:17,253 - mmaction - INFO - Epoch [70][40/940] lr: 1.000e-03, eta: 7:49:13, time: 0.904, data_time: 0.008, memory: 8343, top1_acc: 0.6988, top5_acc: 0.8814, loss_cls: 1.2145, loss: 1.2145, grad_norm: 5.2483 2020-07-25 20:41:36,947 - mmaction - INFO - Epoch [70][60/940] lr: 1.000e-03, eta: 7:48:54, time: 0.985, data_time: 0.004, memory: 8343, top1_acc: 0.7010, top5_acc: 0.8764, loss_cls: 1.2152, loss: 1.2152, grad_norm: 5.2741 2020-07-25 20:41:58,379 - mmaction - INFO - Epoch [70][80/940] lr: 1.000e-03, eta: 7:48:35, time: 1.067, data_time: 0.008, memory: 8343, top1_acc: 0.7021, top5_acc: 0.8783, loss_cls: 1.2220, loss: 1.2220, grad_norm: 5.3536 2020-07-25 20:42:17,103 - mmaction - INFO - Epoch [70][100/940] lr: 1.000e-03, eta: 7:48:16, time: 0.941, data_time: 0.009, memory: 8343, top1_acc: 0.6949, top5_acc: 0.8770, loss_cls: 1.2225, loss: 1.2225, grad_norm: 5.3268 2020-07-25 20:42:36,426 - mmaction - INFO - Epoch [70][120/940] lr: 1.000e-03, eta: 7:47:56, time: 0.965, data_time: 0.009, memory: 8343, top1_acc: 0.6912, top5_acc: 0.8678, loss_cls: 1.2542, loss: 1.2542, grad_norm: 5.3124 2020-07-25 20:42:55,078 - mmaction - INFO - Epoch [70][140/940] lr: 1.000e-03, eta: 7:47:37, time: 0.933, data_time: 0.004, memory: 8343, top1_acc: 0.6937, top5_acc: 0.8697, loss_cls: 1.2597, loss: 1.2597, grad_norm: 5.2827 2020-07-25 20:43:15,570 - mmaction - INFO - Epoch [70][160/940] lr: 1.000e-03, eta: 7:47:18, time: 1.024, data_time: 0.008, memory: 8343, top1_acc: 0.6971, top5_acc: 0.8734, loss_cls: 1.2261, loss: 1.2261, grad_norm: 5.2855 2020-07-25 20:43:35,328 - mmaction - INFO - Epoch [70][180/940] lr: 1.000e-03, eta: 7:46:59, time: 0.990, data_time: 0.007, memory: 8343, top1_acc: 0.6904, top5_acc: 0.8777, loss_cls: 1.2314, loss: 1.2314, grad_norm: 5.3877 2020-07-25 20:43:55,292 - mmaction - INFO - Epoch [70][200/940] lr: 1.000e-03, eta: 7:46:39, time: 0.995, data_time: 0.004, memory: 8343, top1_acc: 0.6975, top5_acc: 0.8809, loss_cls: 1.2308, loss: 1.2308, grad_norm: 5.3693 2020-07-25 20:44:14,198 - mmaction - INFO - Epoch [70][220/940] lr: 1.000e-03, eta: 7:46:20, time: 0.948, data_time: 0.009, memory: 8343, top1_acc: 0.6945, top5_acc: 0.8855, loss_cls: 1.2034, loss: 1.2034, grad_norm: 5.3238 2020-07-25 20:44:35,218 - mmaction - INFO - Epoch [70][240/940] lr: 1.000e-03, eta: 7:46:01, time: 1.050, data_time: 0.006, memory: 8343, top1_acc: 0.7000, top5_acc: 0.8748, loss_cls: 1.2214, loss: 1.2214, grad_norm: 5.2532 2020-07-25 20:44:54,251 - mmaction - INFO - Epoch [70][260/940] lr: 1.000e-03, eta: 7:45:42, time: 0.952, data_time: 0.005, memory: 8343, top1_acc: 0.6955, top5_acc: 0.8744, loss_cls: 1.2432, loss: 1.2432, grad_norm: 5.3072 2020-07-25 20:45:14,345 - mmaction - INFO - Epoch [70][280/940] lr: 1.000e-03, eta: 7:45:23, time: 1.005, data_time: 0.006, memory: 8343, top1_acc: 0.6865, top5_acc: 0.8734, loss_cls: 1.2655, loss: 1.2655, grad_norm: 5.3867 2020-07-25 20:45:33,499 - mmaction - INFO - Epoch [70][300/940] lr: 1.000e-03, eta: 7:45:03, time: 0.954, data_time: 0.008, memory: 8343, top1_acc: 0.6840, top5_acc: 0.8717, loss_cls: 1.2629, loss: 1.2629, grad_norm: 5.4766 2020-07-25 20:45:52,677 - mmaction - INFO - Epoch [70][320/940] lr: 1.000e-03, eta: 7:44:44, time: 0.961, data_time: 0.007, memory: 8343, top1_acc: 0.6916, top5_acc: 0.8793, loss_cls: 1.2247, loss: 1.2247, grad_norm: 5.3560 2020-07-25 20:46:12,950 - mmaction - INFO - Epoch [70][340/940] lr: 1.000e-03, eta: 7:44:25, time: 1.015, data_time: 0.010, memory: 8343, top1_acc: 0.6992, top5_acc: 0.8795, loss_cls: 1.2079, loss: 1.2079, grad_norm: 5.2377 2020-07-25 20:46:32,218 - mmaction - INFO - Epoch [70][360/940] lr: 1.000e-03, eta: 7:44:06, time: 0.965, data_time: 0.005, memory: 8343, top1_acc: 0.6939, top5_acc: 0.8775, loss_cls: 1.2311, loss: 1.2311, grad_norm: 5.3879 2020-07-25 20:46:51,975 - mmaction - INFO - Epoch [70][380/940] lr: 1.000e-03, eta: 7:43:46, time: 0.988, data_time: 0.007, memory: 8343, top1_acc: 0.7002, top5_acc: 0.8746, loss_cls: 1.2239, loss: 1.2239, grad_norm: 5.2514 2020-07-25 20:47:11,363 - mmaction - INFO - Epoch [70][400/940] lr: 1.000e-03, eta: 7:43:27, time: 0.967, data_time: 0.007, memory: 8343, top1_acc: 0.6932, top5_acc: 0.8771, loss_cls: 1.2413, loss: 1.2413, grad_norm: 5.3637 2020-07-25 20:47:32,002 - mmaction - INFO - Epoch [70][420/940] lr: 1.000e-03, eta: 7:43:08, time: 1.034, data_time: 0.007, memory: 8343, top1_acc: 0.6941, top5_acc: 0.8787, loss_cls: 1.2348, loss: 1.2348, grad_norm: 5.3497 2020-07-25 20:47:53,835 - mmaction - INFO - Epoch [70][440/940] lr: 1.000e-03, eta: 7:42:50, time: 1.091, data_time: 0.006, memory: 8343, top1_acc: 0.6902, top5_acc: 0.8703, loss_cls: 1.2652, loss: 1.2652, grad_norm: 5.3944 2020-07-25 20:48:11,999 - mmaction - INFO - Epoch [70][460/940] lr: 1.000e-03, eta: 7:42:30, time: 0.910, data_time: 0.006, memory: 8343, top1_acc: 0.6885, top5_acc: 0.8770, loss_cls: 1.2251, loss: 1.2251, grad_norm: 5.3626 2020-07-25 20:48:31,446 - mmaction - INFO - Epoch [70][480/940] lr: 1.000e-03, eta: 7:42:11, time: 0.971, data_time: 0.006, memory: 8343, top1_acc: 0.6908, top5_acc: 0.8771, loss_cls: 1.2340, loss: 1.2340, grad_norm: 5.3853 2020-07-25 20:48:50,750 - mmaction - INFO - Epoch [70][500/940] lr: 1.000e-03, eta: 7:41:52, time: 0.964, data_time: 0.003, memory: 8343, top1_acc: 0.6941, top5_acc: 0.8713, loss_cls: 1.2513, loss: 1.2513, grad_norm: 5.2910 2020-07-25 20:49:10,726 - mmaction - INFO - Epoch [70][520/940] lr: 1.000e-03, eta: 7:41:32, time: 1.001, data_time: 0.007, memory: 8343, top1_acc: 0.6912, top5_acc: 0.8736, loss_cls: 1.2431, loss: 1.2431, grad_norm: 5.4931 2020-07-25 20:49:30,123 - mmaction - INFO - Epoch [70][540/940] lr: 1.000e-03, eta: 7:41:13, time: 0.970, data_time: 0.003, memory: 8343, top1_acc: 0.6904, top5_acc: 0.8764, loss_cls: 1.2354, loss: 1.2354, grad_norm: 5.3679 2020-07-25 20:49:50,276 - mmaction - INFO - Epoch [70][560/940] lr: 1.000e-03, eta: 7:40:54, time: 1.007, data_time: 0.007, memory: 8343, top1_acc: 0.6908, top5_acc: 0.8744, loss_cls: 1.2765, loss: 1.2765, grad_norm: 5.4710 2020-07-25 20:50:09,157 - mmaction - INFO - Epoch [70][580/940] lr: 1.000e-03, eta: 7:40:35, time: 0.944, data_time: 0.002, memory: 8343, top1_acc: 0.7029, top5_acc: 0.8818, loss_cls: 1.2138, loss: 1.2138, grad_norm: 5.2858 2020-07-25 20:50:29,693 - mmaction - INFO - Epoch [70][600/940] lr: 1.000e-03, eta: 7:40:16, time: 1.027, data_time: 0.002, memory: 8343, top1_acc: 0.6986, top5_acc: 0.8809, loss_cls: 1.1949, loss: 1.1949, grad_norm: 5.2498 2020-07-25 20:50:49,803 - mmaction - INFO - Epoch [70][620/940] lr: 1.000e-03, eta: 7:39:57, time: 1.001, data_time: 0.006, memory: 8343, top1_acc: 0.6982, top5_acc: 0.8738, loss_cls: 1.2243, loss: 1.2243, grad_norm: 5.3397 2020-07-25 20:51:08,850 - mmaction - INFO - Epoch [70][640/940] lr: 1.000e-03, eta: 7:39:37, time: 0.956, data_time: 0.008, memory: 8343, top1_acc: 0.6926, top5_acc: 0.8697, loss_cls: 1.2495, loss: 1.2495, grad_norm: 5.3673 2020-07-25 20:51:28,965 - mmaction - INFO - Epoch [70][660/940] lr: 1.000e-03, eta: 7:39:18, time: 1.006, data_time: 0.004, memory: 8343, top1_acc: 0.7041, top5_acc: 0.8809, loss_cls: 1.1840, loss: 1.1840, grad_norm: 5.2675 2020-07-25 20:51:48,902 - mmaction - INFO - Epoch [70][680/940] lr: 1.000e-03, eta: 7:38:59, time: 0.994, data_time: 0.008, memory: 8343, top1_acc: 0.6842, top5_acc: 0.8701, loss_cls: 1.2658, loss: 1.2658, grad_norm: 5.3695 2020-07-25 20:52:08,167 - mmaction - INFO - Epoch [70][700/940] lr: 1.000e-03, eta: 7:38:40, time: 0.966, data_time: 0.007, memory: 8343, top1_acc: 0.6883, top5_acc: 0.8721, loss_cls: 1.2479, loss: 1.2479, grad_norm: 5.4642 2020-07-25 20:52:27,605 - mmaction - INFO - Epoch [70][720/940] lr: 1.000e-03, eta: 7:38:20, time: 0.972, data_time: 0.007, memory: 8343, top1_acc: 0.6930, top5_acc: 0.8736, loss_cls: 1.2636, loss: 1.2636, grad_norm: 5.3655 2020-07-25 20:52:48,143 - mmaction - INFO - Epoch [70][740/940] lr: 1.000e-03, eta: 7:38:02, time: 1.024, data_time: 0.007, memory: 8343, top1_acc: 0.6881, top5_acc: 0.8760, loss_cls: 1.2419, loss: 1.2419, grad_norm: 5.4389 2020-07-25 20:53:06,906 - mmaction - INFO - Epoch [70][760/940] lr: 1.000e-03, eta: 7:37:42, time: 0.939, data_time: 0.007, memory: 8343, top1_acc: 0.6951, top5_acc: 0.8799, loss_cls: 1.2177, loss: 1.2177, grad_norm: 5.3653 2020-07-25 20:53:27,142 - mmaction - INFO - Epoch [70][780/940] lr: 1.000e-03, eta: 7:37:23, time: 1.014, data_time: 0.008, memory: 8343, top1_acc: 0.6961, top5_acc: 0.8791, loss_cls: 1.2221, loss: 1.2221, grad_norm: 5.3343 2020-07-25 20:53:46,563 - mmaction - INFO - Epoch [70][800/940] lr: 1.000e-03, eta: 7:37:04, time: 0.971, data_time: 0.004, memory: 8343, top1_acc: 0.6945, top5_acc: 0.8721, loss_cls: 1.2554, loss: 1.2554, grad_norm: 5.4518 2020-07-25 20:54:06,367 - mmaction - INFO - Epoch [70][820/940] lr: 1.000e-03, eta: 7:36:44, time: 0.989, data_time: 0.006, memory: 8343, top1_acc: 0.6932, top5_acc: 0.8748, loss_cls: 1.2425, loss: 1.2425, grad_norm: 5.4481 2020-07-25 20:54:26,084 - mmaction - INFO - Epoch [70][840/940] lr: 1.000e-03, eta: 7:36:25, time: 0.987, data_time: 0.004, memory: 8343, top1_acc: 0.6912, top5_acc: 0.8756, loss_cls: 1.2393, loss: 1.2393, grad_norm: 5.4299 2020-07-25 20:54:46,471 - mmaction - INFO - Epoch [70][860/940] lr: 1.000e-03, eta: 7:36:06, time: 1.014, data_time: 0.005, memory: 8343, top1_acc: 0.6971, top5_acc: 0.8807, loss_cls: 1.1964, loss: 1.1964, grad_norm: 5.3426 2020-07-25 20:55:05,341 - mmaction - INFO - Epoch [70][880/940] lr: 1.000e-03, eta: 7:35:47, time: 0.948, data_time: 0.007, memory: 8343, top1_acc: 0.6953, top5_acc: 0.8775, loss_cls: 1.2361, loss: 1.2361, grad_norm: 5.3199 2020-07-25 20:55:26,115 - mmaction - INFO - Epoch [70][900/940] lr: 1.000e-03, eta: 7:35:28, time: 1.038, data_time: 0.002, memory: 8343, top1_acc: 0.7018, top5_acc: 0.8791, loss_cls: 1.2297, loss: 1.2297, grad_norm: 5.3804 2020-07-25 20:55:44,775 - mmaction - INFO - Epoch [70][920/940] lr: 1.000e-03, eta: 7:35:08, time: 0.934, data_time: 0.003, memory: 8343, top1_acc: 0.6809, top5_acc: 0.8635, loss_cls: 1.2832, loss: 1.2832, grad_norm: 5.4223 2020-07-25 20:56:03,892 - mmaction - INFO - Epoch [70][940/940] lr: 1.000e-03, eta: 7:34:49, time: 0.955, data_time: 0.005, memory: 8343, top1_acc: 0.6915, top5_acc: 0.8746, loss_cls: 1.2479, loss: 1.2479, grad_norm: 5.4444 2020-07-25 20:56:04,390 - mmaction - INFO - Saving checkpoint at 70 epochs 2020-07-25 20:56:30,457 - mmaction - INFO - Epoch [71][20/940] lr: 1.000e-03, eta: 7:34:32, time: 1.283, data_time: 0.493, memory: 8343, top1_acc: 0.7021, top5_acc: 0.8770, loss_cls: 1.2180, loss: 1.2180, grad_norm: 5.2870 2020-07-25 20:56:48,566 - mmaction - INFO - Epoch [71][40/940] lr: 1.000e-03, eta: 7:34:12, time: 0.904, data_time: 0.010, memory: 8343, top1_acc: 0.6881, top5_acc: 0.8748, loss_cls: 1.2414, loss: 1.2414, grad_norm: 5.4006 2020-07-25 20:57:07,291 - mmaction - INFO - Epoch [71][60/940] lr: 1.000e-03, eta: 7:33:53, time: 0.940, data_time: 0.007, memory: 8343, top1_acc: 0.7020, top5_acc: 0.8787, loss_cls: 1.2020, loss: 1.2020, grad_norm: 5.2773 2020-07-25 20:57:26,325 - mmaction - INFO - Epoch [71][80/940] lr: 1.000e-03, eta: 7:33:33, time: 0.949, data_time: 0.006, memory: 8343, top1_acc: 0.7035, top5_acc: 0.8861, loss_cls: 1.1857, loss: 1.1857, grad_norm: 5.3184 2020-07-25 20:57:46,320 - mmaction - INFO - Epoch [71][100/940] lr: 1.000e-03, eta: 7:33:14, time: 1.001, data_time: 0.006, memory: 8343, top1_acc: 0.7021, top5_acc: 0.8770, loss_cls: 1.2187, loss: 1.2187, grad_norm: 5.3291 2020-07-25 20:58:06,687 - mmaction - INFO - Epoch [71][120/940] lr: 1.000e-03, eta: 7:32:55, time: 1.018, data_time: 0.008, memory: 8343, top1_acc: 0.6998, top5_acc: 0.8812, loss_cls: 1.2089, loss: 1.2089, grad_norm: 5.3749 2020-07-25 20:58:25,849 - mmaction - INFO - Epoch [71][140/940] lr: 1.000e-03, eta: 7:32:36, time: 0.960, data_time: 0.007, memory: 8343, top1_acc: 0.6904, top5_acc: 0.8773, loss_cls: 1.2436, loss: 1.2436, grad_norm: 5.3699 2020-07-25 20:58:45,714 - mmaction - INFO - Epoch [71][160/940] lr: 1.000e-03, eta: 7:32:17, time: 0.992, data_time: 0.006, memory: 8343, top1_acc: 0.6967, top5_acc: 0.8768, loss_cls: 1.2238, loss: 1.2238, grad_norm: 5.4726 2020-07-25 20:59:05,295 - mmaction - INFO - Epoch [71][180/940] lr: 1.000e-03, eta: 7:31:57, time: 0.980, data_time: 0.003, memory: 8343, top1_acc: 0.6926, top5_acc: 0.8764, loss_cls: 1.2326, loss: 1.2326, grad_norm: 5.3798 2020-07-25 20:59:24,877 - mmaction - INFO - Epoch [71][200/940] lr: 1.000e-03, eta: 7:31:38, time: 0.980, data_time: 0.007, memory: 8343, top1_acc: 0.6979, top5_acc: 0.8721, loss_cls: 1.2503, loss: 1.2503, grad_norm: 5.3356 2020-07-25 20:59:44,333 - mmaction - INFO - Epoch [71][220/940] lr: 1.000e-03, eta: 7:31:19, time: 0.972, data_time: 0.001, memory: 8343, top1_acc: 0.7039, top5_acc: 0.8844, loss_cls: 1.1913, loss: 1.1913, grad_norm: 5.3245 2020-07-25 21:00:05,534 - mmaction - INFO - Epoch [71][240/940] lr: 1.000e-03, eta: 7:31:00, time: 1.059, data_time: 0.005, memory: 8343, top1_acc: 0.6916, top5_acc: 0.8697, loss_cls: 1.2490, loss: 1.2490, grad_norm: 5.4973 2020-07-25 21:00:23,905 - mmaction - INFO - Epoch [71][260/940] lr: 1.000e-03, eta: 7:30:41, time: 0.918, data_time: 0.004, memory: 8343, top1_acc: 0.7066, top5_acc: 0.8805, loss_cls: 1.1965, loss: 1.1965, grad_norm: 5.2701 2020-07-25 21:00:44,464 - mmaction - INFO - Epoch [71][280/940] lr: 1.000e-03, eta: 7:30:22, time: 1.027, data_time: 0.008, memory: 8343, top1_acc: 0.6803, top5_acc: 0.8697, loss_cls: 1.2840, loss: 1.2840, grad_norm: 5.5601 2020-07-25 21:01:04,669 - mmaction - INFO - Epoch [71][300/940] lr: 1.000e-03, eta: 7:30:03, time: 1.012, data_time: 0.006, memory: 8343, top1_acc: 0.6951, top5_acc: 0.8789, loss_cls: 1.2161, loss: 1.2161, grad_norm: 5.3533 2020-07-25 21:01:23,389 - mmaction - INFO - Epoch [71][320/940] lr: 1.000e-03, eta: 7:29:43, time: 0.931, data_time: 0.007, memory: 8343, top1_acc: 0.6916, top5_acc: 0.8750, loss_cls: 1.2413, loss: 1.2413, grad_norm: 5.3712 2020-07-25 21:01:43,251 - mmaction - INFO - Epoch [71][340/940] lr: 1.000e-03, eta: 7:29:24, time: 0.997, data_time: 0.009, memory: 8343, top1_acc: 0.6910, top5_acc: 0.8740, loss_cls: 1.2543, loss: 1.2543, grad_norm: 5.4855 2020-07-25 21:02:02,703 - mmaction - INFO - Epoch [71][360/940] lr: 1.000e-03, eta: 7:29:05, time: 0.975, data_time: 0.005, memory: 8343, top1_acc: 0.6916, top5_acc: 0.8717, loss_cls: 1.2425, loss: 1.2425, grad_norm: 5.3840 2020-07-25 21:02:22,367 - mmaction - INFO - Epoch [71][380/940] lr: 1.000e-03, eta: 7:28:45, time: 0.981, data_time: 0.006, memory: 8343, top1_acc: 0.6920, top5_acc: 0.8779, loss_cls: 1.2227, loss: 1.2227, grad_norm: 5.3284 2020-07-25 21:02:42,290 - mmaction - INFO - Epoch [71][400/940] lr: 1.000e-03, eta: 7:28:26, time: 0.995, data_time: 0.007, memory: 8343, top1_acc: 0.6896, top5_acc: 0.8754, loss_cls: 1.2271, loss: 1.2271, grad_norm: 5.4044 2020-07-25 21:03:01,782 - mmaction - INFO - Epoch [71][420/940] lr: 1.000e-03, eta: 7:28:07, time: 0.972, data_time: 0.008, memory: 8343, top1_acc: 0.7006, top5_acc: 0.8791, loss_cls: 1.2131, loss: 1.2131, grad_norm: 5.4803 2020-07-25 21:03:21,614 - mmaction - INFO - Epoch [71][440/940] lr: 1.000e-03, eta: 7:27:48, time: 0.997, data_time: 0.008, memory: 8343, top1_acc: 0.6842, top5_acc: 0.8764, loss_cls: 1.2783, loss: 1.2783, grad_norm: 5.4549 2020-07-25 21:03:42,571 - mmaction - INFO - Epoch [71][460/940] lr: 1.000e-03, eta: 7:27:29, time: 1.045, data_time: 0.007, memory: 8343, top1_acc: 0.6906, top5_acc: 0.8729, loss_cls: 1.2570, loss: 1.2570, grad_norm: 5.4266 2020-07-25 21:04:02,043 - mmaction - INFO - Epoch [71][480/940] lr: 1.000e-03, eta: 7:27:10, time: 0.977, data_time: 0.007, memory: 8343, top1_acc: 0.6777, top5_acc: 0.8648, loss_cls: 1.2930, loss: 1.2930, grad_norm: 5.4404 2020-07-25 21:04:22,558 - mmaction - INFO - Epoch [71][500/940] lr: 1.000e-03, eta: 7:26:51, time: 1.022, data_time: 0.007, memory: 8343, top1_acc: 0.6988, top5_acc: 0.8746, loss_cls: 1.2273, loss: 1.2273, grad_norm: 5.3940 2020-07-25 21:04:41,975 - mmaction - INFO - Epoch [71][520/940] lr: 1.000e-03, eta: 7:26:32, time: 0.974, data_time: 0.008, memory: 8343, top1_acc: 0.6936, top5_acc: 0.8717, loss_cls: 1.2551, loss: 1.2551, grad_norm: 5.3434 2020-07-25 21:05:01,724 - mmaction - INFO - Epoch [71][540/940] lr: 1.000e-03, eta: 7:26:12, time: 0.988, data_time: 0.007, memory: 8343, top1_acc: 0.6934, top5_acc: 0.8707, loss_cls: 1.2208, loss: 1.2208, grad_norm: 5.3482 2020-07-25 21:05:21,786 - mmaction - INFO - Epoch [71][560/940] lr: 1.000e-03, eta: 7:25:53, time: 1.004, data_time: 0.003, memory: 8343, top1_acc: 0.6893, top5_acc: 0.8826, loss_cls: 1.2219, loss: 1.2219, grad_norm: 5.3641 2020-07-25 21:05:40,794 - mmaction - INFO - Epoch [71][580/940] lr: 1.000e-03, eta: 7:25:34, time: 0.948, data_time: 0.002, memory: 8343, top1_acc: 0.6904, top5_acc: 0.8723, loss_cls: 1.2508, loss: 1.2508, grad_norm: 5.4312 2020-07-25 21:06:01,137 - mmaction - INFO - Epoch [71][600/940] lr: 1.000e-03, eta: 7:25:15, time: 1.013, data_time: 0.008, memory: 8343, top1_acc: 0.6838, top5_acc: 0.8746, loss_cls: 1.2780, loss: 1.2780, grad_norm: 5.4465 2020-07-25 21:06:20,658 - mmaction - INFO - Epoch [71][620/940] lr: 1.000e-03, eta: 7:24:56, time: 0.982, data_time: 0.009, memory: 8343, top1_acc: 0.7021, top5_acc: 0.8793, loss_cls: 1.2077, loss: 1.2077, grad_norm: 5.2907 2020-07-25 21:06:40,638 - mmaction - INFO - Epoch [71][640/940] lr: 1.000e-03, eta: 7:24:36, time: 0.999, data_time: 0.005, memory: 8343, top1_acc: 0.7008, top5_acc: 0.8811, loss_cls: 1.1996, loss: 1.1996, grad_norm: 5.2675 2020-07-25 21:07:01,331 - mmaction - INFO - Epoch [71][660/940] lr: 1.000e-03, eta: 7:24:18, time: 1.031, data_time: 0.007, memory: 8343, top1_acc: 0.6963, top5_acc: 0.8746, loss_cls: 1.2187, loss: 1.2187, grad_norm: 5.2894 2020-07-25 21:07:19,184 - mmaction - INFO - Epoch [71][680/940] lr: 1.000e-03, eta: 7:23:58, time: 0.894, data_time: 0.007, memory: 8343, top1_acc: 0.6828, top5_acc: 0.8729, loss_cls: 1.2633, loss: 1.2633, grad_norm: 5.3853 2020-07-25 21:07:39,481 - mmaction - INFO - Epoch [71][700/940] lr: 1.000e-03, eta: 7:23:39, time: 1.014, data_time: 0.007, memory: 8343, top1_acc: 0.6811, top5_acc: 0.8754, loss_cls: 1.2639, loss: 1.2639, grad_norm: 5.4479 2020-07-25 21:07:58,808 - mmaction - INFO - Epoch [71][720/940] lr: 1.000e-03, eta: 7:23:19, time: 0.967, data_time: 0.005, memory: 8343, top1_acc: 0.6930, top5_acc: 0.8736, loss_cls: 1.2461, loss: 1.2461, grad_norm: 5.3606 2020-07-25 21:08:18,753 - mmaction - INFO - Epoch [71][740/940] lr: 1.000e-03, eta: 7:23:00, time: 0.998, data_time: 0.007, memory: 8343, top1_acc: 0.7064, top5_acc: 0.8799, loss_cls: 1.1995, loss: 1.1995, grad_norm: 5.3588 2020-07-25 21:08:39,208 - mmaction - INFO - Epoch [71][760/940] lr: 1.000e-03, eta: 7:22:41, time: 1.022, data_time: 0.003, memory: 8343, top1_acc: 0.6811, top5_acc: 0.8721, loss_cls: 1.2876, loss: 1.2876, grad_norm: 5.4981 2020-07-25 21:08:58,677 - mmaction - INFO - Epoch [71][780/940] lr: 1.000e-03, eta: 7:22:22, time: 0.975, data_time: 0.008, memory: 8343, top1_acc: 0.6922, top5_acc: 0.8736, loss_cls: 1.2415, loss: 1.2415, grad_norm: 5.3600 2020-07-25 21:09:18,142 - mmaction - INFO - Epoch [71][800/940] lr: 1.000e-03, eta: 7:22:03, time: 0.974, data_time: 0.002, memory: 8343, top1_acc: 0.6883, top5_acc: 0.8725, loss_cls: 1.2450, loss: 1.2450, grad_norm: 5.4459 2020-07-25 21:09:37,322 - mmaction - INFO - Epoch [71][820/940] lr: 1.000e-03, eta: 7:21:43, time: 0.957, data_time: 0.004, memory: 8343, top1_acc: 0.6957, top5_acc: 0.8857, loss_cls: 1.2077, loss: 1.2077, grad_norm: 5.2565 2020-07-25 21:09:57,675 - mmaction - INFO - Epoch [71][840/940] lr: 1.000e-03, eta: 7:21:24, time: 1.019, data_time: 0.006, memory: 8343, top1_acc: 0.7008, top5_acc: 0.8732, loss_cls: 1.2189, loss: 1.2189, grad_norm: 5.3230 2020-07-25 21:10:16,631 - mmaction - INFO - Epoch [71][860/940] lr: 1.000e-03, eta: 7:21:05, time: 0.947, data_time: 0.005, memory: 8343, top1_acc: 0.7041, top5_acc: 0.8764, loss_cls: 1.2065, loss: 1.2065, grad_norm: 5.3031 2020-07-25 21:10:36,105 - mmaction - INFO - Epoch [71][880/940] lr: 1.000e-03, eta: 7:20:45, time: 0.974, data_time: 0.004, memory: 8343, top1_acc: 0.6781, top5_acc: 0.8732, loss_cls: 1.2669, loss: 1.2669, grad_norm: 5.5237 2020-07-25 21:10:54,962 - mmaction - INFO - Epoch [71][900/940] lr: 1.000e-03, eta: 7:20:26, time: 0.943, data_time: 0.006, memory: 8343, top1_acc: 0.6994, top5_acc: 0.8771, loss_cls: 1.2262, loss: 1.2262, grad_norm: 5.3765 2020-07-25 21:11:15,579 - mmaction - INFO - Epoch [71][920/940] lr: 1.000e-03, eta: 7:20:07, time: 1.028, data_time: 0.002, memory: 8343, top1_acc: 0.6826, top5_acc: 0.8701, loss_cls: 1.2530, loss: 1.2530, grad_norm: 5.4929 2020-07-25 21:11:34,674 - mmaction - INFO - Epoch [71][940/940] lr: 1.000e-03, eta: 7:19:48, time: 0.956, data_time: 0.008, memory: 8343, top1_acc: 0.6963, top5_acc: 0.8699, loss_cls: 1.2294, loss: 1.2294, grad_norm: 5.4308 2020-07-25 21:11:35,273 - mmaction - INFO - Saving checkpoint at 71 epochs 2020-07-25 21:12:08,246 - mmaction - INFO - Epoch [72][20/940] lr: 1.000e-03, eta: 7:19:33, time: 1.616, data_time: 0.821, memory: 8343, top1_acc: 0.6939, top5_acc: 0.8760, loss_cls: 1.2347, loss: 1.2347, grad_norm: 5.4351 2020-07-25 21:12:25,833 - mmaction - INFO - Epoch [72][40/940] lr: 1.000e-03, eta: 7:19:13, time: 0.879, data_time: 0.004, memory: 8343, top1_acc: 0.6937, top5_acc: 0.8818, loss_cls: 1.2197, loss: 1.2197, grad_norm: 5.4003 2020-07-25 21:12:45,075 - mmaction - INFO - Epoch [72][60/940] lr: 1.000e-03, eta: 7:18:54, time: 0.958, data_time: 0.007, memory: 8343, top1_acc: 0.6934, top5_acc: 0.8756, loss_cls: 1.2247, loss: 1.2247, grad_norm: 5.3960 2020-07-25 21:13:05,194 - mmaction - INFO - Epoch [72][80/940] lr: 1.000e-03, eta: 7:18:35, time: 1.009, data_time: 0.008, memory: 8343, top1_acc: 0.6918, top5_acc: 0.8805, loss_cls: 1.2086, loss: 1.2086, grad_norm: 5.4355 2020-07-25 21:13:24,486 - mmaction - INFO - Epoch [72][100/940] lr: 1.000e-03, eta: 7:18:16, time: 0.965, data_time: 0.008, memory: 8343, top1_acc: 0.6945, top5_acc: 0.8758, loss_cls: 1.2327, loss: 1.2327, grad_norm: 5.3449 2020-07-25 21:13:43,816 - mmaction - INFO - Epoch [72][120/940] lr: 1.000e-03, eta: 7:17:56, time: 0.967, data_time: 0.004, memory: 8343, top1_acc: 0.6854, top5_acc: 0.8748, loss_cls: 1.2841, loss: 1.2841, grad_norm: 5.5169 2020-07-25 21:14:03,338 - mmaction - INFO - Epoch [72][140/940] lr: 1.000e-03, eta: 7:17:37, time: 0.974, data_time: 0.005, memory: 8343, top1_acc: 0.6895, top5_acc: 0.8803, loss_cls: 1.2236, loss: 1.2236, grad_norm: 5.3628 2020-07-25 21:14:22,361 - mmaction - INFO - Epoch [72][160/940] lr: 1.000e-03, eta: 7:17:17, time: 0.951, data_time: 0.004, memory: 8343, top1_acc: 0.7002, top5_acc: 0.8834, loss_cls: 1.1945, loss: 1.1945, grad_norm: 5.2761 2020-07-25 21:14:42,659 - mmaction - INFO - Epoch [72][180/940] lr: 1.000e-03, eta: 7:16:58, time: 1.014, data_time: 0.007, memory: 8343, top1_acc: 0.6982, top5_acc: 0.8777, loss_cls: 1.2182, loss: 1.2182, grad_norm: 5.3220 2020-07-25 21:15:02,412 - mmaction - INFO - Epoch [72][200/940] lr: 1.000e-03, eta: 7:16:39, time: 0.990, data_time: 0.006, memory: 8343, top1_acc: 0.6967, top5_acc: 0.8805, loss_cls: 1.2104, loss: 1.2104, grad_norm: 5.3676 2020-07-25 21:15:21,812 - mmaction - INFO - Epoch [72][220/940] lr: 1.000e-03, eta: 7:16:20, time: 0.969, data_time: 0.002, memory: 8343, top1_acc: 0.7055, top5_acc: 0.8803, loss_cls: 1.1802, loss: 1.1802, grad_norm: 5.2944 2020-07-25 21:15:41,626 - mmaction - INFO - Epoch [72][240/940] lr: 1.000e-03, eta: 7:16:01, time: 0.985, data_time: 0.008, memory: 8343, top1_acc: 0.7002, top5_acc: 0.8715, loss_cls: 1.2250, loss: 1.2250, grad_norm: 5.2897 2020-07-25 21:16:01,322 - mmaction - INFO - Epoch [72][260/940] lr: 1.000e-03, eta: 7:15:41, time: 0.991, data_time: 0.009, memory: 8343, top1_acc: 0.6912, top5_acc: 0.8764, loss_cls: 1.2322, loss: 1.2322, grad_norm: 5.3954 2020-07-25 21:16:22,561 - mmaction - INFO - Epoch [72][280/940] lr: 1.000e-03, eta: 7:15:23, time: 1.063, data_time: 0.007, memory: 8343, top1_acc: 0.6998, top5_acc: 0.8828, loss_cls: 1.1948, loss: 1.1948, grad_norm: 5.2775 2020-07-25 21:16:41,221 - mmaction - INFO - Epoch [72][300/940] lr: 1.000e-03, eta: 7:15:03, time: 0.932, data_time: 0.003, memory: 8343, top1_acc: 0.7088, top5_acc: 0.8836, loss_cls: 1.1991, loss: 1.1991, grad_norm: 5.3168 2020-07-25 21:17:02,079 - mmaction - INFO - Epoch [72][320/940] lr: 1.000e-03, eta: 7:14:44, time: 1.043, data_time: 0.007, memory: 8343, top1_acc: 0.7027, top5_acc: 0.8791, loss_cls: 1.2046, loss: 1.2046, grad_norm: 5.3649 2020-07-25 21:17:21,388 - mmaction - INFO - Epoch [72][340/940] lr: 1.000e-03, eta: 7:14:25, time: 0.967, data_time: 0.009, memory: 8343, top1_acc: 0.6846, top5_acc: 0.8732, loss_cls: 1.2645, loss: 1.2645, grad_norm: 5.4754 2020-07-25 21:17:40,116 - mmaction - INFO - Epoch [72][360/940] lr: 1.000e-03, eta: 7:14:05, time: 0.930, data_time: 0.005, memory: 8343, top1_acc: 0.7029, top5_acc: 0.8770, loss_cls: 1.2133, loss: 1.2133, grad_norm: 5.3173 2020-07-25 21:18:00,243 - mmaction - INFO - Epoch [72][380/940] lr: 1.000e-03, eta: 7:13:46, time: 1.012, data_time: 0.008, memory: 8343, top1_acc: 0.6945, top5_acc: 0.8703, loss_cls: 1.2613, loss: 1.2613, grad_norm: 5.4133 2020-07-25 21:18:18,772 - mmaction - INFO - Epoch [72][400/940] lr: 1.000e-03, eta: 7:13:27, time: 0.925, data_time: 0.007, memory: 8343, top1_acc: 0.7043, top5_acc: 0.8805, loss_cls: 1.2076, loss: 1.2076, grad_norm: 5.3847 2020-07-25 21:18:39,228 - mmaction - INFO - Epoch [72][420/940] lr: 1.000e-03, eta: 7:13:08, time: 1.024, data_time: 0.003, memory: 8343, top1_acc: 0.7045, top5_acc: 0.8826, loss_cls: 1.1964, loss: 1.1964, grad_norm: 5.3596 2020-07-25 21:18:58,674 - mmaction - INFO - Epoch [72][440/940] lr: 1.000e-03, eta: 7:12:48, time: 0.972, data_time: 0.002, memory: 8343, top1_acc: 0.7074, top5_acc: 0.8863, loss_cls: 1.1598, loss: 1.1598, grad_norm: 5.3074 2020-07-25 21:19:17,541 - mmaction - INFO - Epoch [72][460/940] lr: 1.000e-03, eta: 7:12:29, time: 0.941, data_time: 0.007, memory: 8343, top1_acc: 0.6928, top5_acc: 0.8730, loss_cls: 1.2482, loss: 1.2482, grad_norm: 5.4693 2020-07-25 21:19:37,013 - mmaction - INFO - Epoch [72][480/940] lr: 1.000e-03, eta: 7:12:09, time: 0.976, data_time: 0.008, memory: 8343, top1_acc: 0.6988, top5_acc: 0.8762, loss_cls: 1.2262, loss: 1.2262, grad_norm: 5.4023 2020-07-25 21:19:56,593 - mmaction - INFO - Epoch [72][500/940] lr: 1.000e-03, eta: 7:11:50, time: 0.977, data_time: 0.006, memory: 8343, top1_acc: 0.6881, top5_acc: 0.8795, loss_cls: 1.2369, loss: 1.2369, grad_norm: 5.4400 2020-07-25 21:20:16,043 - mmaction - INFO - Epoch [72][520/940] lr: 1.000e-03, eta: 7:11:31, time: 0.974, data_time: 0.007, memory: 8343, top1_acc: 0.6906, top5_acc: 0.8727, loss_cls: 1.2707, loss: 1.2707, grad_norm: 5.5095 2020-07-25 21:20:35,637 - mmaction - INFO - Epoch [72][540/940] lr: 1.000e-03, eta: 7:11:12, time: 0.980, data_time: 0.006, memory: 8343, top1_acc: 0.6900, top5_acc: 0.8750, loss_cls: 1.2387, loss: 1.2387, grad_norm: 5.4384 2020-07-25 21:20:55,524 - mmaction - INFO - Epoch [72][560/940] lr: 1.000e-03, eta: 7:10:52, time: 0.992, data_time: 0.008, memory: 8343, top1_acc: 0.6900, top5_acc: 0.8760, loss_cls: 1.2375, loss: 1.2375, grad_norm: 5.4355 2020-07-25 21:21:16,119 - mmaction - INFO - Epoch [72][580/940] lr: 1.000e-03, eta: 7:10:34, time: 1.033, data_time: 0.007, memory: 8343, top1_acc: 0.6990, top5_acc: 0.8846, loss_cls: 1.2008, loss: 1.2008, grad_norm: 5.3780 2020-07-25 21:21:34,562 - mmaction - INFO - Epoch [72][600/940] lr: 1.000e-03, eta: 7:10:14, time: 0.920, data_time: 0.006, memory: 8343, top1_acc: 0.6934, top5_acc: 0.8789, loss_cls: 1.2199, loss: 1.2199, grad_norm: 5.4980 2020-07-25 21:21:56,894 - mmaction - INFO - Epoch [72][620/940] lr: 1.000e-03, eta: 7:09:56, time: 1.119, data_time: 0.006, memory: 8343, top1_acc: 0.6895, top5_acc: 0.8768, loss_cls: 1.2404, loss: 1.2404, grad_norm: 5.4088 2020-07-25 21:22:16,844 - mmaction - INFO - Epoch [72][640/940] lr: 1.000e-03, eta: 7:09:36, time: 0.998, data_time: 0.002, memory: 8343, top1_acc: 0.6893, top5_acc: 0.8701, loss_cls: 1.2676, loss: 1.2676, grad_norm: 5.4504 2020-07-25 21:22:34,192 - mmaction - INFO - Epoch [72][660/940] lr: 1.000e-03, eta: 7:09:16, time: 0.867, data_time: 0.004, memory: 8343, top1_acc: 0.7020, top5_acc: 0.8732, loss_cls: 1.2331, loss: 1.2331, grad_norm: 5.3790 2020-07-25 21:22:53,252 - mmaction - INFO - Epoch [72][680/940] lr: 1.000e-03, eta: 7:08:57, time: 0.953, data_time: 0.003, memory: 8343, top1_acc: 0.6975, top5_acc: 0.8773, loss_cls: 1.2146, loss: 1.2146, grad_norm: 5.3641 2020-07-25 21:23:12,480 - mmaction - INFO - Epoch [72][700/940] lr: 1.000e-03, eta: 7:08:37, time: 0.959, data_time: 0.006, memory: 8343, top1_acc: 0.7154, top5_acc: 0.8805, loss_cls: 1.1829, loss: 1.1829, grad_norm: 5.2401 2020-07-25 21:23:33,058 - mmaction - INFO - Epoch [72][720/940] lr: 1.000e-03, eta: 7:08:19, time: 1.031, data_time: 0.006, memory: 8343, top1_acc: 0.6895, top5_acc: 0.8770, loss_cls: 1.2660, loss: 1.2660, grad_norm: 5.4731 2020-07-25 21:23:52,629 - mmaction - INFO - Epoch [72][740/940] lr: 1.000e-03, eta: 7:07:59, time: 0.973, data_time: 0.007, memory: 8343, top1_acc: 0.6850, top5_acc: 0.8707, loss_cls: 1.2584, loss: 1.2584, grad_norm: 5.3916 2020-07-25 21:24:13,013 - mmaction - INFO - Epoch [72][760/940] lr: 1.000e-03, eta: 7:07:40, time: 1.025, data_time: 0.009, memory: 8343, top1_acc: 0.6898, top5_acc: 0.8738, loss_cls: 1.2685, loss: 1.2685, grad_norm: 5.4125 2020-07-25 21:24:31,305 - mmaction - INFO - Epoch [72][780/940] lr: 1.000e-03, eta: 7:07:20, time: 0.915, data_time: 0.006, memory: 8343, top1_acc: 0.6898, top5_acc: 0.8832, loss_cls: 1.2049, loss: 1.2049, grad_norm: 5.3826 2020-07-25 21:24:51,665 - mmaction - INFO - Epoch [72][800/940] lr: 1.000e-03, eta: 7:07:01, time: 1.017, data_time: 0.002, memory: 8343, top1_acc: 0.6984, top5_acc: 0.8760, loss_cls: 1.2212, loss: 1.2212, grad_norm: 5.4310 2020-07-25 21:25:11,157 - mmaction - INFO - Epoch [72][820/940] lr: 1.000e-03, eta: 7:06:42, time: 0.976, data_time: 0.007, memory: 8343, top1_acc: 0.6846, top5_acc: 0.8734, loss_cls: 1.2645, loss: 1.2645, grad_norm: 5.5013 2020-07-25 21:25:30,165 - mmaction - INFO - Epoch [72][840/940] lr: 1.000e-03, eta: 7:06:23, time: 0.949, data_time: 0.003, memory: 8343, top1_acc: 0.6893, top5_acc: 0.8719, loss_cls: 1.2565, loss: 1.2565, grad_norm: 5.4739 2020-07-25 21:25:49,387 - mmaction - INFO - Epoch [72][860/940] lr: 1.000e-03, eta: 7:06:03, time: 0.963, data_time: 0.003, memory: 8343, top1_acc: 0.7078, top5_acc: 0.8832, loss_cls: 1.1669, loss: 1.1669, grad_norm: 5.2845 2020-07-25 21:26:08,702 - mmaction - INFO - Epoch [72][880/940] lr: 1.000e-03, eta: 7:05:44, time: 0.963, data_time: 0.006, memory: 8343, top1_acc: 0.7008, top5_acc: 0.8742, loss_cls: 1.2375, loss: 1.2375, grad_norm: 5.4729 2020-07-25 21:26:28,885 - mmaction - INFO - Epoch [72][900/940] lr: 1.000e-03, eta: 7:05:25, time: 1.011, data_time: 0.008, memory: 8343, top1_acc: 0.6859, top5_acc: 0.8658, loss_cls: 1.2670, loss: 1.2670, grad_norm: 5.4243 2020-07-25 21:26:48,227 - mmaction - INFO - Epoch [72][920/940] lr: 1.000e-03, eta: 7:05:05, time: 0.961, data_time: 0.007, memory: 8343, top1_acc: 0.6918, top5_acc: 0.8660, loss_cls: 1.2822, loss: 1.2822, grad_norm: 5.3745 2020-07-25 21:27:07,440 - mmaction - INFO - Epoch [72][940/940] lr: 1.000e-03, eta: 7:04:46, time: 0.967, data_time: 0.009, memory: 8343, top1_acc: 0.6868, top5_acc: 0.8717, loss_cls: 1.2695, loss: 1.2695, grad_norm: 5.5297 2020-07-25 21:27:07,816 - mmaction - INFO - Saving checkpoint at 72 epochs 2020-07-25 21:27:34,241 - mmaction - INFO - Epoch [73][20/940] lr: 1.000e-03, eta: 7:04:29, time: 1.300, data_time: 0.549, memory: 8343, top1_acc: 0.7029, top5_acc: 0.8781, loss_cls: 1.2056, loss: 1.2056, grad_norm: 5.3476 2020-07-25 21:27:51,727 - mmaction - INFO - Epoch [73][40/940] lr: 1.000e-03, eta: 7:04:09, time: 0.876, data_time: 0.004, memory: 8343, top1_acc: 0.7037, top5_acc: 0.8809, loss_cls: 1.1991, loss: 1.1991, grad_norm: 5.4244 2020-07-25 21:28:11,079 - mmaction - INFO - Epoch [73][60/940] lr: 1.000e-03, eta: 7:03:50, time: 0.968, data_time: 0.007, memory: 8343, top1_acc: 0.6912, top5_acc: 0.8762, loss_cls: 1.2465, loss: 1.2465, grad_norm: 5.4906 2020-07-25 21:28:31,398 - mmaction - INFO - Epoch [73][80/940] lr: 1.000e-03, eta: 7:03:31, time: 1.014, data_time: 0.007, memory: 8343, top1_acc: 0.6955, top5_acc: 0.8758, loss_cls: 1.2456, loss: 1.2456, grad_norm: 5.4636 2020-07-25 21:28:51,611 - mmaction - INFO - Epoch [73][100/940] lr: 1.000e-03, eta: 7:03:12, time: 1.012, data_time: 0.004, memory: 8343, top1_acc: 0.7020, top5_acc: 0.8740, loss_cls: 1.2117, loss: 1.2117, grad_norm: 5.3324 2020-07-25 21:29:10,746 - mmaction - INFO - Epoch [73][120/940] lr: 1.000e-03, eta: 7:02:52, time: 0.957, data_time: 0.006, memory: 8343, top1_acc: 0.6941, top5_acc: 0.8760, loss_cls: 1.2154, loss: 1.2154, grad_norm: 5.2540 2020-07-25 21:29:32,383 - mmaction - INFO - Epoch [73][140/940] lr: 1.000e-03, eta: 7:02:34, time: 1.082, data_time: 0.003, memory: 8343, top1_acc: 0.7049, top5_acc: 0.8840, loss_cls: 1.1993, loss: 1.1993, grad_norm: 5.4405 2020-07-25 21:29:51,332 - mmaction - INFO - Epoch [73][160/940] lr: 1.000e-03, eta: 7:02:14, time: 0.947, data_time: 0.002, memory: 8343, top1_acc: 0.6971, top5_acc: 0.8777, loss_cls: 1.2070, loss: 1.2070, grad_norm: 5.4118 2020-07-25 21:30:10,936 - mmaction - INFO - Epoch [73][180/940] lr: 1.000e-03, eta: 7:01:55, time: 0.979, data_time: 0.003, memory: 8343, top1_acc: 0.6988, top5_acc: 0.8826, loss_cls: 1.2139, loss: 1.2139, grad_norm: 5.3729 2020-07-25 21:30:32,588 - mmaction - INFO - Epoch [73][200/940] lr: 1.000e-03, eta: 7:01:36, time: 1.085, data_time: 0.004, memory: 8343, top1_acc: 0.7053, top5_acc: 0.8783, loss_cls: 1.2169, loss: 1.2169, grad_norm: 5.3851 2020-07-25 21:30:51,425 - mmaction - INFO - Epoch [73][220/940] lr: 1.000e-03, eta: 7:01:17, time: 0.938, data_time: 0.004, memory: 8343, top1_acc: 0.6996, top5_acc: 0.8727, loss_cls: 1.2284, loss: 1.2284, grad_norm: 5.3564 2020-07-25 21:31:10,545 - mmaction - INFO - Epoch [73][240/940] lr: 1.000e-03, eta: 7:00:57, time: 0.956, data_time: 0.008, memory: 8343, top1_acc: 0.7080, top5_acc: 0.8844, loss_cls: 1.1982, loss: 1.1982, grad_norm: 5.3601 2020-07-25 21:31:29,964 - mmaction - INFO - Epoch [73][260/940] lr: 1.000e-03, eta: 7:00:38, time: 0.974, data_time: 0.009, memory: 8343, top1_acc: 0.7049, top5_acc: 0.8801, loss_cls: 1.2033, loss: 1.2033, grad_norm: 5.3731 2020-07-25 21:31:50,260 - mmaction - INFO - Epoch [73][280/940] lr: 1.000e-03, eta: 7:00:19, time: 1.013, data_time: 0.002, memory: 8343, top1_acc: 0.7064, top5_acc: 0.8777, loss_cls: 1.2145, loss: 1.2145, grad_norm: 5.4083 2020-07-25 21:32:11,035 - mmaction - INFO - Epoch [73][300/940] lr: 1.000e-03, eta: 7:00:00, time: 1.040, data_time: 0.008, memory: 8343, top1_acc: 0.6988, top5_acc: 0.8789, loss_cls: 1.2126, loss: 1.2126, grad_norm: 5.4402 2020-07-25 21:32:29,307 - mmaction - INFO - Epoch [73][320/940] lr: 1.000e-03, eta: 6:59:40, time: 0.913, data_time: 0.005, memory: 8343, top1_acc: 0.7104, top5_acc: 0.8834, loss_cls: 1.1673, loss: 1.1673, grad_norm: 5.3160 2020-07-25 21:32:49,648 - mmaction - INFO - Epoch [73][340/940] lr: 1.000e-03, eta: 6:59:21, time: 1.014, data_time: 0.008, memory: 8343, top1_acc: 0.7020, top5_acc: 0.8773, loss_cls: 1.2027, loss: 1.2027, grad_norm: 5.3756 2020-07-25 21:33:09,175 - mmaction - INFO - Epoch [73][360/940] lr: 1.000e-03, eta: 6:59:02, time: 0.980, data_time: 0.009, memory: 8343, top1_acc: 0.6914, top5_acc: 0.8723, loss_cls: 1.2465, loss: 1.2465, grad_norm: 5.5088 2020-07-25 21:33:29,925 - mmaction - INFO - Epoch [73][380/940] lr: 1.000e-03, eta: 6:58:43, time: 1.037, data_time: 0.008, memory: 8343, top1_acc: 0.6975, top5_acc: 0.8732, loss_cls: 1.2499, loss: 1.2499, grad_norm: 5.4633 2020-07-25 21:33:49,492 - mmaction - INFO - Epoch [73][400/940] lr: 1.000e-03, eta: 6:58:24, time: 0.980, data_time: 0.007, memory: 8343, top1_acc: 0.6963, top5_acc: 0.8799, loss_cls: 1.2043, loss: 1.2043, grad_norm: 5.3616 2020-07-25 21:34:09,575 - mmaction - INFO - Epoch [73][420/940] lr: 1.000e-03, eta: 6:58:05, time: 1.004, data_time: 0.006, memory: 8343, top1_acc: 0.6994, top5_acc: 0.8764, loss_cls: 1.2092, loss: 1.2092, grad_norm: 5.4426 2020-07-25 21:34:29,233 - mmaction - INFO - Epoch [73][440/940] lr: 1.000e-03, eta: 6:57:46, time: 0.984, data_time: 0.003, memory: 8343, top1_acc: 0.7059, top5_acc: 0.8842, loss_cls: 1.1904, loss: 1.1904, grad_norm: 5.4196 2020-07-25 21:34:49,772 - mmaction - INFO - Epoch [73][460/940] lr: 1.000e-03, eta: 6:57:27, time: 1.025, data_time: 0.006, memory: 8343, top1_acc: 0.6924, top5_acc: 0.8768, loss_cls: 1.2277, loss: 1.2277, grad_norm: 5.4584 2020-07-25 21:35:09,454 - mmaction - INFO - Epoch [73][480/940] lr: 1.000e-03, eta: 6:57:07, time: 0.985, data_time: 0.006, memory: 8343, top1_acc: 0.6902, top5_acc: 0.8779, loss_cls: 1.2527, loss: 1.2527, grad_norm: 5.6045 2020-07-25 21:35:29,300 - mmaction - INFO - Epoch [73][500/940] lr: 1.000e-03, eta: 6:56:48, time: 0.991, data_time: 0.002, memory: 8343, top1_acc: 0.6963, top5_acc: 0.8807, loss_cls: 1.2195, loss: 1.2195, grad_norm: 5.3973 2020-07-25 21:35:47,577 - mmaction - INFO - Epoch [73][520/940] lr: 1.000e-03, eta: 6:56:28, time: 0.915, data_time: 0.003, memory: 8343, top1_acc: 0.6998, top5_acc: 0.8820, loss_cls: 1.1973, loss: 1.1973, grad_norm: 5.3280 2020-07-25 21:36:07,225 - mmaction - INFO - Epoch [73][540/940] lr: 1.000e-03, eta: 6:56:09, time: 0.982, data_time: 0.005, memory: 8343, top1_acc: 0.7010, top5_acc: 0.8816, loss_cls: 1.1760, loss: 1.1760, grad_norm: 5.2187 2020-07-25 21:36:27,621 - mmaction - INFO - Epoch [73][560/940] lr: 1.000e-03, eta: 6:55:50, time: 1.019, data_time: 0.009, memory: 8343, top1_acc: 0.6998, top5_acc: 0.8834, loss_cls: 1.1852, loss: 1.1852, grad_norm: 5.3552 2020-07-25 21:36:47,105 - mmaction - INFO - Epoch [73][580/940] lr: 1.000e-03, eta: 6:55:31, time: 0.971, data_time: 0.007, memory: 8343, top1_acc: 0.6953, top5_acc: 0.8729, loss_cls: 1.2524, loss: 1.2524, grad_norm: 5.5462 2020-07-25 21:37:07,203 - mmaction - INFO - Epoch [73][600/940] lr: 1.000e-03, eta: 6:55:12, time: 1.007, data_time: 0.007, memory: 8343, top1_acc: 0.6936, top5_acc: 0.8805, loss_cls: 1.2152, loss: 1.2152, grad_norm: 5.4975 2020-07-25 21:37:28,226 - mmaction - INFO - Epoch [73][620/940] lr: 1.000e-03, eta: 6:54:53, time: 1.052, data_time: 0.009, memory: 8343, top1_acc: 0.7006, top5_acc: 0.8756, loss_cls: 1.2220, loss: 1.2220, grad_norm: 5.5134 2020-07-25 21:37:46,730 - mmaction - INFO - Epoch [73][640/940] lr: 1.000e-03, eta: 6:54:33, time: 0.926, data_time: 0.004, memory: 8343, top1_acc: 0.6764, top5_acc: 0.8633, loss_cls: 1.2979, loss: 1.2979, grad_norm: 5.5566 2020-07-25 21:38:07,455 - mmaction - INFO - Epoch [73][660/940] lr: 1.000e-03, eta: 6:54:14, time: 1.035, data_time: 0.005, memory: 8343, top1_acc: 0.6850, top5_acc: 0.8734, loss_cls: 1.2521, loss: 1.2521, grad_norm: 5.5807 2020-07-25 21:38:26,354 - mmaction - INFO - Epoch [73][680/940] lr: 1.000e-03, eta: 6:53:55, time: 0.947, data_time: 0.006, memory: 8343, top1_acc: 0.6893, top5_acc: 0.8775, loss_cls: 1.2282, loss: 1.2282, grad_norm: 5.4606 2020-07-25 21:38:45,921 - mmaction - INFO - Epoch [73][700/940] lr: 1.000e-03, eta: 6:53:36, time: 0.975, data_time: 0.005, memory: 8343, top1_acc: 0.6971, top5_acc: 0.8777, loss_cls: 1.2120, loss: 1.2120, grad_norm: 5.4227 2020-07-25 21:39:05,741 - mmaction - INFO - Epoch [73][720/940] lr: 1.000e-03, eta: 6:53:16, time: 0.994, data_time: 0.007, memory: 8343, top1_acc: 0.6941, top5_acc: 0.8738, loss_cls: 1.2423, loss: 1.2423, grad_norm: 5.4496 2020-07-25 21:39:26,432 - mmaction - INFO - Epoch [73][740/940] lr: 1.000e-03, eta: 6:52:58, time: 1.033, data_time: 0.006, memory: 8343, top1_acc: 0.6930, top5_acc: 0.8719, loss_cls: 1.2515, loss: 1.2515, grad_norm: 5.3967 2020-07-25 21:39:45,316 - mmaction - INFO - Epoch [73][760/940] lr: 1.000e-03, eta: 6:52:38, time: 0.945, data_time: 0.009, memory: 8343, top1_acc: 0.6885, top5_acc: 0.8746, loss_cls: 1.2458, loss: 1.2458, grad_norm: 5.6031 2020-07-25 21:40:05,002 - mmaction - INFO - Epoch [73][780/940] lr: 1.000e-03, eta: 6:52:19, time: 0.985, data_time: 0.007, memory: 8343, top1_acc: 0.6834, top5_acc: 0.8719, loss_cls: 1.2659, loss: 1.2659, grad_norm: 5.5653 2020-07-25 21:40:25,003 - mmaction - INFO - Epoch [73][800/940] lr: 1.000e-03, eta: 6:52:00, time: 0.998, data_time: 0.002, memory: 8343, top1_acc: 0.6871, top5_acc: 0.8701, loss_cls: 1.2582, loss: 1.2582, grad_norm: 5.5947 2020-07-25 21:40:46,669 - mmaction - INFO - Epoch [73][820/940] lr: 1.000e-03, eta: 6:51:41, time: 1.081, data_time: 0.008, memory: 8343, top1_acc: 0.6830, top5_acc: 0.8688, loss_cls: 1.2756, loss: 1.2756, grad_norm: 5.5299 2020-07-25 21:41:05,952 - mmaction - INFO - Epoch [73][840/940] lr: 1.000e-03, eta: 6:51:22, time: 0.968, data_time: 0.009, memory: 8343, top1_acc: 0.6896, top5_acc: 0.8707, loss_cls: 1.2673, loss: 1.2673, grad_norm: 5.6155 2020-07-25 21:41:24,656 - mmaction - INFO - Epoch [73][860/940] lr: 1.000e-03, eta: 6:51:02, time: 0.935, data_time: 0.004, memory: 8343, top1_acc: 0.6959, top5_acc: 0.8730, loss_cls: 1.2391, loss: 1.2391, grad_norm: 5.4624 2020-07-25 21:41:44,009 - mmaction - INFO - Epoch [73][880/940] lr: 1.000e-03, eta: 6:50:43, time: 0.967, data_time: 0.003, memory: 8343, top1_acc: 0.6937, top5_acc: 0.8824, loss_cls: 1.2121, loss: 1.2121, grad_norm: 5.4553 2020-07-25 21:42:04,859 - mmaction - INFO - Epoch [73][900/940] lr: 1.000e-03, eta: 6:50:24, time: 1.042, data_time: 0.006, memory: 8343, top1_acc: 0.6844, top5_acc: 0.8715, loss_cls: 1.2715, loss: 1.2715, grad_norm: 5.5093 2020-07-25 21:42:25,357 - mmaction - INFO - Epoch [73][920/940] lr: 1.000e-03, eta: 6:50:05, time: 1.025, data_time: 0.007, memory: 8343, top1_acc: 0.6967, top5_acc: 0.8760, loss_cls: 1.2129, loss: 1.2129, grad_norm: 5.4424 2020-07-25 21:42:42,859 - mmaction - INFO - Epoch [73][940/940] lr: 1.000e-03, eta: 6:49:45, time: 0.876, data_time: 0.004, memory: 8343, top1_acc: 0.6951, top5_acc: 0.8717, loss_cls: 1.2508, loss: 1.2508, grad_norm: 5.6071 2020-07-25 21:42:43,239 - mmaction - INFO - Saving checkpoint at 73 epochs 2020-07-25 21:43:11,617 - mmaction - INFO - Epoch [74][20/940] lr: 1.000e-03, eta: 6:49:29, time: 1.392, data_time: 0.529, memory: 8343, top1_acc: 0.6930, top5_acc: 0.8779, loss_cls: 1.2124, loss: 1.2124, grad_norm: 5.3388 2020-07-25 21:43:28,583 - mmaction - INFO - Epoch [74][40/940] lr: 1.000e-03, eta: 6:49:08, time: 0.845, data_time: 0.010, memory: 8343, top1_acc: 0.6973, top5_acc: 0.8785, loss_cls: 1.2216, loss: 1.2216, grad_norm: 5.4394 2020-07-25 21:43:47,610 - mmaction - INFO - Epoch [74][60/940] lr: 1.000e-03, eta: 6:48:49, time: 0.957, data_time: 0.009, memory: 8343, top1_acc: 0.6945, top5_acc: 0.8725, loss_cls: 1.2321, loss: 1.2321, grad_norm: 5.5198 2020-07-25 21:44:06,610 - mmaction - INFO - Epoch [74][80/940] lr: 1.000e-03, eta: 6:48:29, time: 0.945, data_time: 0.006, memory: 8343, top1_acc: 0.7061, top5_acc: 0.8803, loss_cls: 1.2038, loss: 1.2038, grad_norm: 5.4501 2020-07-25 21:44:26,204 - mmaction - INFO - Epoch [74][100/940] lr: 1.000e-03, eta: 6:48:10, time: 0.984, data_time: 0.008, memory: 8343, top1_acc: 0.7020, top5_acc: 0.8832, loss_cls: 1.1779, loss: 1.1779, grad_norm: 5.2676 2020-07-25 21:44:45,575 - mmaction - INFO - Epoch [74][120/940] lr: 1.000e-03, eta: 6:47:51, time: 0.967, data_time: 0.008, memory: 8343, top1_acc: 0.7084, top5_acc: 0.8795, loss_cls: 1.1830, loss: 1.1830, grad_norm: 5.3148 2020-07-25 21:45:06,179 - mmaction - INFO - Epoch [74][140/940] lr: 1.000e-03, eta: 6:47:32, time: 1.031, data_time: 0.008, memory: 8343, top1_acc: 0.6990, top5_acc: 0.8814, loss_cls: 1.2169, loss: 1.2169, grad_norm: 5.5130 2020-07-25 21:45:25,646 - mmaction - INFO - Epoch [74][160/940] lr: 1.000e-03, eta: 6:47:12, time: 0.974, data_time: 0.006, memory: 8343, top1_acc: 0.7109, top5_acc: 0.8820, loss_cls: 1.1823, loss: 1.1823, grad_norm: 5.2955 2020-07-25 21:45:44,455 - mmaction - INFO - Epoch [74][180/940] lr: 1.000e-03, eta: 6:46:53, time: 0.939, data_time: 0.003, memory: 8343, top1_acc: 0.7055, top5_acc: 0.8781, loss_cls: 1.1936, loss: 1.1936, grad_norm: 5.3531 2020-07-25 21:46:05,628 - mmaction - INFO - Epoch [74][200/940] lr: 1.000e-03, eta: 6:46:34, time: 1.061, data_time: 0.009, memory: 8343, top1_acc: 0.6957, top5_acc: 0.8730, loss_cls: 1.2396, loss: 1.2396, grad_norm: 5.4222 2020-07-25 21:46:24,761 - mmaction - INFO - Epoch [74][220/940] lr: 1.000e-03, eta: 6:46:15, time: 0.958, data_time: 0.003, memory: 8343, top1_acc: 0.7012, top5_acc: 0.8848, loss_cls: 1.1920, loss: 1.1920, grad_norm: 5.4867 2020-07-25 21:46:44,058 - mmaction - INFO - Epoch [74][240/940] lr: 1.000e-03, eta: 6:45:55, time: 0.959, data_time: 0.005, memory: 8343, top1_acc: 0.6977, top5_acc: 0.8791, loss_cls: 1.2068, loss: 1.2068, grad_norm: 5.4941 2020-07-25 21:47:04,474 - mmaction - INFO - Epoch [74][260/940] lr: 1.000e-03, eta: 6:45:36, time: 1.023, data_time: 0.008, memory: 8343, top1_acc: 0.7004, top5_acc: 0.8746, loss_cls: 1.2151, loss: 1.2151, grad_norm: 5.4533 2020-07-25 21:47:24,605 - mmaction - INFO - Epoch [74][280/940] lr: 1.000e-03, eta: 6:45:17, time: 1.010, data_time: 0.007, memory: 8343, top1_acc: 0.7027, top5_acc: 0.8777, loss_cls: 1.2134, loss: 1.2134, grad_norm: 5.4703 2020-07-25 21:47:43,336 - mmaction - INFO - Epoch [74][300/940] lr: 1.000e-03, eta: 6:44:57, time: 0.933, data_time: 0.004, memory: 8343, top1_acc: 0.7025, top5_acc: 0.8814, loss_cls: 1.2141, loss: 1.2141, grad_norm: 5.4466 2020-07-25 21:48:03,054 - mmaction - INFO - Epoch [74][320/940] lr: 1.000e-03, eta: 6:44:38, time: 0.989, data_time: 0.007, memory: 8343, top1_acc: 0.7000, top5_acc: 0.8824, loss_cls: 1.2079, loss: 1.2079, grad_norm: 5.5088 2020-07-25 21:48:22,185 - mmaction - INFO - Epoch [74][340/940] lr: 1.000e-03, eta: 6:44:19, time: 0.952, data_time: 0.005, memory: 8343, top1_acc: 0.6932, top5_acc: 0.8781, loss_cls: 1.2297, loss: 1.2297, grad_norm: 5.4307 2020-07-25 21:48:42,137 - mmaction - INFO - Epoch [74][360/940] lr: 1.000e-03, eta: 6:44:00, time: 1.001, data_time: 0.008, memory: 8343, top1_acc: 0.7000, top5_acc: 0.8748, loss_cls: 1.2233, loss: 1.2233, grad_norm: 5.4481 2020-07-25 21:49:01,851 - mmaction - INFO - Epoch [74][380/940] lr: 1.000e-03, eta: 6:43:40, time: 0.986, data_time: 0.004, memory: 8343, top1_acc: 0.6957, top5_acc: 0.8791, loss_cls: 1.2169, loss: 1.2169, grad_norm: 5.4466 2020-07-25 21:49:21,056 - mmaction - INFO - Epoch [74][400/940] lr: 1.000e-03, eta: 6:43:21, time: 0.961, data_time: 0.006, memory: 8343, top1_acc: 0.6830, top5_acc: 0.8697, loss_cls: 1.2461, loss: 1.2461, grad_norm: 5.4698 2020-07-25 21:49:40,999 - mmaction - INFO - Epoch [74][420/940] lr: 1.000e-03, eta: 6:43:02, time: 0.997, data_time: 0.005, memory: 8343, top1_acc: 0.6955, top5_acc: 0.8756, loss_cls: 1.2333, loss: 1.2333, grad_norm: 5.4913 2020-07-25 21:50:00,727 - mmaction - INFO - Epoch [74][440/940] lr: 1.000e-03, eta: 6:42:42, time: 0.987, data_time: 0.007, memory: 8343, top1_acc: 0.6937, top5_acc: 0.8773, loss_cls: 1.2310, loss: 1.2310, grad_norm: 5.4767 2020-07-25 21:50:19,979 - mmaction - INFO - Epoch [74][460/940] lr: 1.000e-03, eta: 6:42:23, time: 0.961, data_time: 0.005, memory: 8343, top1_acc: 0.7006, top5_acc: 0.8846, loss_cls: 1.1974, loss: 1.1974, grad_norm: 5.4280 2020-07-25 21:50:39,574 - mmaction - INFO - Epoch [74][480/940] lr: 1.000e-03, eta: 6:42:04, time: 0.981, data_time: 0.004, memory: 8343, top1_acc: 0.6955, top5_acc: 0.8773, loss_cls: 1.2301, loss: 1.2301, grad_norm: 5.4616 2020-07-25 21:50:59,281 - mmaction - INFO - Epoch [74][500/940] lr: 1.000e-03, eta: 6:41:45, time: 0.985, data_time: 0.004, memory: 8343, top1_acc: 0.6955, top5_acc: 0.8793, loss_cls: 1.2203, loss: 1.2203, grad_norm: 5.5020 2020-07-25 21:51:18,576 - mmaction - INFO - Epoch [74][520/940] lr: 1.000e-03, eta: 6:41:25, time: 0.965, data_time: 0.008, memory: 8343, top1_acc: 0.7064, top5_acc: 0.8793, loss_cls: 1.1875, loss: 1.1875, grad_norm: 5.3810 2020-07-25 21:51:37,977 - mmaction - INFO - Epoch [74][540/940] lr: 1.000e-03, eta: 6:41:06, time: 0.971, data_time: 0.004, memory: 8343, top1_acc: 0.7025, top5_acc: 0.8869, loss_cls: 1.2086, loss: 1.2086, grad_norm: 5.4995 2020-07-25 21:52:00,759 - mmaction - INFO - Epoch [74][560/940] lr: 1.000e-03, eta: 6:40:48, time: 1.138, data_time: 0.007, memory: 8343, top1_acc: 0.6920, top5_acc: 0.8797, loss_cls: 1.2425, loss: 1.2425, grad_norm: 5.5842 2020-07-25 21:52:18,999 - mmaction - INFO - Epoch [74][580/940] lr: 1.000e-03, eta: 6:40:28, time: 0.911, data_time: 0.005, memory: 8343, top1_acc: 0.6875, top5_acc: 0.8742, loss_cls: 1.2454, loss: 1.2454, grad_norm: 5.4995 2020-07-25 21:52:38,461 - mmaction - INFO - Epoch [74][600/940] lr: 1.000e-03, eta: 6:40:08, time: 0.974, data_time: 0.008, memory: 8343, top1_acc: 0.7023, top5_acc: 0.8828, loss_cls: 1.2062, loss: 1.2062, grad_norm: 5.3716 2020-07-25 21:52:57,704 - mmaction - INFO - Epoch [74][620/940] lr: 1.000e-03, eta: 6:39:49, time: 0.964, data_time: 0.004, memory: 8343, top1_acc: 0.6908, top5_acc: 0.8766, loss_cls: 1.2302, loss: 1.2302, grad_norm: 5.4815 2020-07-25 21:53:18,413 - mmaction - INFO - Epoch [74][640/940] lr: 1.000e-03, eta: 6:39:30, time: 1.029, data_time: 0.005, memory: 8343, top1_acc: 0.7021, top5_acc: 0.8803, loss_cls: 1.2080, loss: 1.2080, grad_norm: 5.3896 2020-07-25 21:53:37,312 - mmaction - INFO - Epoch [74][660/940] lr: 1.000e-03, eta: 6:39:11, time: 0.951, data_time: 0.008, memory: 8343, top1_acc: 0.6865, top5_acc: 0.8812, loss_cls: 1.2355, loss: 1.2355, grad_norm: 5.5190 2020-07-25 21:53:58,634 - mmaction - INFO - Epoch [74][680/940] lr: 1.000e-03, eta: 6:38:52, time: 1.060, data_time: 0.005, memory: 8343, top1_acc: 0.6912, top5_acc: 0.8662, loss_cls: 1.2478, loss: 1.2478, grad_norm: 5.4305 2020-07-25 21:54:20,425 - mmaction - INFO - Epoch [74][700/940] lr: 1.000e-03, eta: 6:38:33, time: 1.094, data_time: 0.009, memory: 8343, top1_acc: 0.6965, top5_acc: 0.8750, loss_cls: 1.2340, loss: 1.2340, grad_norm: 5.5068 2020-07-25 21:54:39,975 - mmaction - INFO - Epoch [74][720/940] lr: 1.000e-03, eta: 6:38:14, time: 0.977, data_time: 0.007, memory: 8343, top1_acc: 0.6920, top5_acc: 0.8748, loss_cls: 1.2555, loss: 1.2555, grad_norm: 5.5473 2020-07-25 21:54:58,804 - mmaction - INFO - Epoch [74][740/940] lr: 1.000e-03, eta: 6:37:54, time: 0.943, data_time: 0.004, memory: 8343, top1_acc: 0.6994, top5_acc: 0.8820, loss_cls: 1.1978, loss: 1.1978, grad_norm: 5.4985 2020-07-25 21:55:18,123 - mmaction - INFO - Epoch [74][760/940] lr: 1.000e-03, eta: 6:37:35, time: 0.965, data_time: 0.006, memory: 8343, top1_acc: 0.6926, top5_acc: 0.8727, loss_cls: 1.2403, loss: 1.2403, grad_norm: 5.5097 2020-07-25 21:55:37,430 - mmaction - INFO - Epoch [74][780/940] lr: 1.000e-03, eta: 6:37:16, time: 0.965, data_time: 0.003, memory: 8343, top1_acc: 0.6930, top5_acc: 0.8812, loss_cls: 1.1968, loss: 1.1968, grad_norm: 5.4051 2020-07-25 21:55:57,922 - mmaction - INFO - Epoch [74][800/940] lr: 1.000e-03, eta: 6:36:57, time: 1.023, data_time: 0.008, memory: 8343, top1_acc: 0.6961, top5_acc: 0.8793, loss_cls: 1.2212, loss: 1.2212, grad_norm: 5.4531 2020-07-25 21:56:16,976 - mmaction - INFO - Epoch [74][820/940] lr: 1.000e-03, eta: 6:36:37, time: 0.955, data_time: 0.007, memory: 8343, top1_acc: 0.7039, top5_acc: 0.8746, loss_cls: 1.2157, loss: 1.2157, grad_norm: 5.3303 2020-07-25 21:56:38,148 - mmaction - INFO - Epoch [74][840/940] lr: 1.000e-03, eta: 6:36:18, time: 1.058, data_time: 0.002, memory: 8343, top1_acc: 0.7037, top5_acc: 0.8771, loss_cls: 1.2311, loss: 1.2311, grad_norm: 5.4347 2020-07-25 21:56:58,897 - mmaction - INFO - Epoch [74][860/940] lr: 1.000e-03, eta: 6:36:00, time: 1.037, data_time: 0.006, memory: 8343, top1_acc: 0.6939, top5_acc: 0.8727, loss_cls: 1.2438, loss: 1.2438, grad_norm: 5.5030 2020-07-25 21:57:17,147 - mmaction - INFO - Epoch [74][880/940] lr: 1.000e-03, eta: 6:35:40, time: 0.911, data_time: 0.007, memory: 8343, top1_acc: 0.7004, top5_acc: 0.8779, loss_cls: 1.2296, loss: 1.2296, grad_norm: 5.5138 2020-07-25 21:57:37,125 - mmaction - INFO - Epoch [74][900/940] lr: 1.000e-03, eta: 6:35:21, time: 1.002, data_time: 0.007, memory: 8343, top1_acc: 0.6908, top5_acc: 0.8818, loss_cls: 1.2263, loss: 1.2263, grad_norm: 5.4557 2020-07-25 21:57:56,335 - mmaction - INFO - Epoch [74][920/940] lr: 1.000e-03, eta: 6:35:01, time: 0.954, data_time: 0.006, memory: 8343, top1_acc: 0.6912, top5_acc: 0.8723, loss_cls: 1.2423, loss: 1.2423, grad_norm: 5.5573 2020-07-25 21:58:14,657 - mmaction - INFO - Epoch [74][940/940] lr: 1.000e-03, eta: 6:34:41, time: 0.922, data_time: 0.008, memory: 8343, top1_acc: 0.6817, top5_acc: 0.8754, loss_cls: 1.2569, loss: 1.2569, grad_norm: 5.5946 2020-07-25 21:58:15,075 - mmaction - INFO - Saving checkpoint at 74 epochs 2020-07-25 21:58:44,583 - mmaction - INFO - Epoch [75][20/940] lr: 1.000e-03, eta: 6:34:25, time: 1.454, data_time: 0.573, memory: 8343, top1_acc: 0.6988, top5_acc: 0.8771, loss_cls: 1.2276, loss: 1.2276, grad_norm: 5.5486 2020-07-25 21:59:02,763 - mmaction - INFO - Epoch [75][40/940] lr: 1.000e-03, eta: 6:34:06, time: 0.910, data_time: 0.007, memory: 8343, top1_acc: 0.6979, top5_acc: 0.8822, loss_cls: 1.1958, loss: 1.1958, grad_norm: 5.4948 2020-07-25 21:59:23,000 - mmaction - INFO - Epoch [75][60/940] lr: 1.000e-03, eta: 6:33:47, time: 1.012, data_time: 0.005, memory: 8343, top1_acc: 0.7016, top5_acc: 0.8811, loss_cls: 1.1846, loss: 1.1846, grad_norm: 5.3287 2020-07-25 21:59:41,678 - mmaction - INFO - Epoch [75][80/940] lr: 1.000e-03, eta: 6:33:27, time: 0.934, data_time: 0.002, memory: 8343, top1_acc: 0.6961, top5_acc: 0.8768, loss_cls: 1.2237, loss: 1.2237, grad_norm: 5.4685 2020-07-25 22:00:01,339 - mmaction - INFO - Epoch [75][100/940] lr: 1.000e-03, eta: 6:33:08, time: 0.982, data_time: 0.006, memory: 8343, top1_acc: 0.6988, top5_acc: 0.8838, loss_cls: 1.1946, loss: 1.1946, grad_norm: 5.4518 2020-07-25 22:00:22,869 - mmaction - INFO - Epoch [75][120/940] lr: 1.000e-03, eta: 6:32:49, time: 1.068, data_time: 0.004, memory: 8343, top1_acc: 0.7002, top5_acc: 0.8807, loss_cls: 1.1969, loss: 1.1969, grad_norm: 5.3988 2020-07-25 22:00:41,874 - mmaction - INFO - Epoch [75][140/940] lr: 1.000e-03, eta: 6:32:29, time: 0.955, data_time: 0.021, memory: 8343, top1_acc: 0.6961, top5_acc: 0.8742, loss_cls: 1.2092, loss: 1.2092, grad_norm: 5.4362 2020-07-25 22:01:00,281 - mmaction - INFO - Epoch [75][160/940] lr: 1.000e-03, eta: 6:32:10, time: 0.924, data_time: 0.008, memory: 8343, top1_acc: 0.7006, top5_acc: 0.8781, loss_cls: 1.1987, loss: 1.1987, grad_norm: 5.4256 2020-07-25 22:01:20,475 - mmaction - INFO - Epoch [75][180/940] lr: 1.000e-03, eta: 6:31:51, time: 1.007, data_time: 0.007, memory: 8343, top1_acc: 0.7016, top5_acc: 0.8863, loss_cls: 1.1758, loss: 1.1758, grad_norm: 5.4921 2020-07-25 22:01:39,447 - mmaction - INFO - Epoch [75][200/940] lr: 1.000e-03, eta: 6:31:31, time: 0.948, data_time: 0.008, memory: 8343, top1_acc: 0.6977, top5_acc: 0.8715, loss_cls: 1.2358, loss: 1.2358, grad_norm: 5.4908 2020-07-25 22:01:59,643 - mmaction - INFO - Epoch [75][220/940] lr: 1.000e-03, eta: 6:31:12, time: 1.013, data_time: 0.008, memory: 8343, top1_acc: 0.7018, top5_acc: 0.8785, loss_cls: 1.2026, loss: 1.2026, grad_norm: 5.4403 2020-07-25 22:02:19,427 - mmaction - INFO - Epoch [75][240/940] lr: 1.000e-03, eta: 6:30:53, time: 0.986, data_time: 0.006, memory: 8343, top1_acc: 0.7105, top5_acc: 0.8842, loss_cls: 1.1843, loss: 1.1843, grad_norm: 5.3322 2020-07-25 22:02:38,560 - mmaction - INFO - Epoch [75][260/940] lr: 1.000e-03, eta: 6:30:33, time: 0.958, data_time: 0.007, memory: 8343, top1_acc: 0.7004, top5_acc: 0.8715, loss_cls: 1.2217, loss: 1.2217, grad_norm: 5.4413 2020-07-25 22:02:59,134 - mmaction - INFO - Epoch [75][280/940] lr: 1.000e-03, eta: 6:30:14, time: 1.030, data_time: 0.003, memory: 8343, top1_acc: 0.6996, top5_acc: 0.8805, loss_cls: 1.2202, loss: 1.2202, grad_norm: 5.5010 2020-07-25 22:03:18,819 - mmaction - INFO - Epoch [75][300/940] lr: 1.000e-03, eta: 6:29:55, time: 0.982, data_time: 0.005, memory: 8343, top1_acc: 0.6939, top5_acc: 0.8766, loss_cls: 1.2219, loss: 1.2219, grad_norm: 5.4719 2020-07-25 22:03:37,999 - mmaction - INFO - Epoch [75][320/940] lr: 1.000e-03, eta: 6:29:36, time: 0.961, data_time: 0.007, memory: 8343, top1_acc: 0.6994, top5_acc: 0.8732, loss_cls: 1.2289, loss: 1.2289, grad_norm: 5.4949 2020-07-25 22:03:57,440 - mmaction - INFO - Epoch [75][340/940] lr: 1.000e-03, eta: 6:29:16, time: 0.970, data_time: 0.006, memory: 8343, top1_acc: 0.7027, top5_acc: 0.8814, loss_cls: 1.2098, loss: 1.2098, grad_norm: 5.5020 2020-07-25 22:04:18,392 - mmaction - INFO - Epoch [75][360/940] lr: 1.000e-03, eta: 6:28:57, time: 1.049, data_time: 0.007, memory: 8343, top1_acc: 0.7066, top5_acc: 0.8877, loss_cls: 1.1927, loss: 1.1927, grad_norm: 5.4894 2020-07-25 22:04:36,665 - mmaction - INFO - Epoch [75][380/940] lr: 1.000e-03, eta: 6:28:38, time: 0.908, data_time: 0.007, memory: 8343, top1_acc: 0.6967, top5_acc: 0.8783, loss_cls: 1.2050, loss: 1.2050, grad_norm: 5.3888 2020-07-25 22:04:57,735 - mmaction - INFO - Epoch [75][400/940] lr: 1.000e-03, eta: 6:28:19, time: 1.060, data_time: 0.009, memory: 8343, top1_acc: 0.6980, top5_acc: 0.8768, loss_cls: 1.2151, loss: 1.2151, grad_norm: 5.4923 2020-07-25 22:05:16,976 - mmaction - INFO - Epoch [75][420/940] lr: 1.000e-03, eta: 6:27:59, time: 0.961, data_time: 0.004, memory: 8343, top1_acc: 0.6982, top5_acc: 0.8867, loss_cls: 1.1833, loss: 1.1833, grad_norm: 5.4900 2020-07-25 22:05:37,298 - mmaction - INFO - Epoch [75][440/940] lr: 1.000e-03, eta: 6:27:40, time: 1.012, data_time: 0.003, memory: 8343, top1_acc: 0.7029, top5_acc: 0.8771, loss_cls: 1.1996, loss: 1.1996, grad_norm: 5.4391 2020-07-25 22:05:55,756 - mmaction - INFO - Epoch [75][460/940] lr: 1.000e-03, eta: 6:27:21, time: 0.927, data_time: 0.008, memory: 8343, top1_acc: 0.7082, top5_acc: 0.8816, loss_cls: 1.1855, loss: 1.1855, grad_norm: 5.4567 2020-07-25 22:06:16,582 - mmaction - INFO - Epoch [75][480/940] lr: 1.000e-03, eta: 6:27:02, time: 1.041, data_time: 0.007, memory: 8343, top1_acc: 0.6945, top5_acc: 0.8771, loss_cls: 1.2221, loss: 1.2221, grad_norm: 5.5415 2020-07-25 22:06:35,712 - mmaction - INFO - Epoch [75][500/940] lr: 1.000e-03, eta: 6:26:42, time: 0.957, data_time: 0.005, memory: 8343, top1_acc: 0.6879, top5_acc: 0.8721, loss_cls: 1.2603, loss: 1.2603, grad_norm: 5.6081 2020-07-25 22:06:56,546 - mmaction - INFO - Epoch [75][520/940] lr: 1.000e-03, eta: 6:26:23, time: 1.041, data_time: 0.007, memory: 8343, top1_acc: 0.6875, top5_acc: 0.8727, loss_cls: 1.2849, loss: 1.2849, grad_norm: 5.7153 2020-07-25 22:07:16,513 - mmaction - INFO - Epoch [75][540/940] lr: 1.000e-03, eta: 6:26:04, time: 0.999, data_time: 0.005, memory: 8343, top1_acc: 0.6883, top5_acc: 0.8758, loss_cls: 1.2381, loss: 1.2381, grad_norm: 5.5099 2020-07-25 22:07:35,616 - mmaction - INFO - Epoch [75][560/940] lr: 1.000e-03, eta: 6:25:45, time: 0.952, data_time: 0.008, memory: 8343, top1_acc: 0.6898, top5_acc: 0.8791, loss_cls: 1.2131, loss: 1.2131, grad_norm: 5.4752 2020-07-25 22:07:55,940 - mmaction - INFO - Epoch [75][580/940] lr: 1.000e-03, eta: 6:25:26, time: 1.021, data_time: 0.008, memory: 8343, top1_acc: 0.6965, top5_acc: 0.8799, loss_cls: 1.2148, loss: 1.2148, grad_norm: 5.5064 2020-07-25 22:08:15,296 - mmaction - INFO - Epoch [75][600/940] lr: 1.000e-03, eta: 6:25:06, time: 0.968, data_time: 0.002, memory: 8343, top1_acc: 0.6945, top5_acc: 0.8760, loss_cls: 1.2235, loss: 1.2235, grad_norm: 5.5116 2020-07-25 22:08:34,743 - mmaction - INFO - Epoch [75][620/940] lr: 1.000e-03, eta: 6:24:47, time: 0.967, data_time: 0.005, memory: 8343, top1_acc: 0.7008, top5_acc: 0.8771, loss_cls: 1.2175, loss: 1.2175, grad_norm: 5.4403 2020-07-25 22:08:54,734 - mmaction - INFO - Epoch [75][640/940] lr: 1.000e-03, eta: 6:24:28, time: 1.002, data_time: 0.007, memory: 8343, top1_acc: 0.7076, top5_acc: 0.8795, loss_cls: 1.1776, loss: 1.1776, grad_norm: 5.4159 2020-07-25 22:09:14,473 - mmaction - INFO - Epoch [75][660/940] lr: 1.000e-03, eta: 6:24:08, time: 0.989, data_time: 0.008, memory: 8343, top1_acc: 0.7004, top5_acc: 0.8756, loss_cls: 1.1889, loss: 1.1889, grad_norm: 5.3502 2020-07-25 22:09:34,522 - mmaction - INFO - Epoch [75][680/940] lr: 1.000e-03, eta: 6:23:49, time: 0.999, data_time: 0.006, memory: 8343, top1_acc: 0.6996, top5_acc: 0.8764, loss_cls: 1.2259, loss: 1.2259, grad_norm: 5.5485 2020-07-25 22:09:54,323 - mmaction - INFO - Epoch [75][700/940] lr: 1.000e-03, eta: 6:23:30, time: 0.993, data_time: 0.007, memory: 8343, top1_acc: 0.6934, top5_acc: 0.8738, loss_cls: 1.2563, loss: 1.2563, grad_norm: 5.5196 2020-07-25 22:10:14,413 - mmaction - INFO - Epoch [75][720/940] lr: 1.000e-03, eta: 6:23:11, time: 1.003, data_time: 0.002, memory: 8343, top1_acc: 0.6920, top5_acc: 0.8730, loss_cls: 1.2368, loss: 1.2368, grad_norm: 5.5582 2020-07-25 22:10:34,210 - mmaction - INFO - Epoch [75][740/940] lr: 1.000e-03, eta: 6:22:52, time: 0.988, data_time: 0.007, memory: 8343, top1_acc: 0.6881, top5_acc: 0.8744, loss_cls: 1.2447, loss: 1.2447, grad_norm: 5.5168 2020-07-25 22:10:55,139 - mmaction - INFO - Epoch [75][760/940] lr: 1.000e-03, eta: 6:22:33, time: 1.049, data_time: 0.007, memory: 8343, top1_acc: 0.7018, top5_acc: 0.8758, loss_cls: 1.2331, loss: 1.2331, grad_norm: 5.4745 2020-07-25 22:11:13,662 - mmaction - INFO - Epoch [75][780/940] lr: 1.000e-03, eta: 6:22:13, time: 0.922, data_time: 0.007, memory: 8343, top1_acc: 0.6914, top5_acc: 0.8752, loss_cls: 1.2515, loss: 1.2515, grad_norm: 5.4652 2020-07-25 22:11:32,334 - mmaction - INFO - Epoch [75][800/940] lr: 1.000e-03, eta: 6:21:53, time: 0.936, data_time: 0.006, memory: 8343, top1_acc: 0.7039, top5_acc: 0.8746, loss_cls: 1.2092, loss: 1.2092, grad_norm: 5.4854 2020-07-25 22:11:52,894 - mmaction - INFO - Epoch [75][820/940] lr: 1.000e-03, eta: 6:21:34, time: 1.028, data_time: 0.007, memory: 8343, top1_acc: 0.7023, top5_acc: 0.8785, loss_cls: 1.2071, loss: 1.2071, grad_norm: 5.4409 2020-07-25 22:12:12,450 - mmaction - INFO - Epoch [75][840/940] lr: 1.000e-03, eta: 6:21:15, time: 0.979, data_time: 0.006, memory: 8343, top1_acc: 0.7010, top5_acc: 0.8783, loss_cls: 1.1985, loss: 1.1985, grad_norm: 5.4617 2020-07-25 22:12:31,171 - mmaction - INFO - Epoch [75][860/940] lr: 1.000e-03, eta: 6:20:56, time: 0.937, data_time: 0.003, memory: 8343, top1_acc: 0.7027, top5_acc: 0.8789, loss_cls: 1.2168, loss: 1.2168, grad_norm: 5.5627 2020-07-25 22:12:50,948 - mmaction - INFO - Epoch [75][880/940] lr: 1.000e-03, eta: 6:20:36, time: 0.987, data_time: 0.007, memory: 8343, top1_acc: 0.6979, top5_acc: 0.8760, loss_cls: 1.2322, loss: 1.2322, grad_norm: 5.5503 2020-07-25 22:13:11,342 - mmaction - INFO - Epoch [75][900/940] lr: 1.000e-03, eta: 6:20:17, time: 1.019, data_time: 0.010, memory: 8343, top1_acc: 0.6988, top5_acc: 0.8783, loss_cls: 1.2130, loss: 1.2130, grad_norm: 5.5498 2020-07-25 22:13:30,387 - mmaction - INFO - Epoch [75][920/940] lr: 1.000e-03, eta: 6:19:58, time: 0.954, data_time: 0.004, memory: 8343, top1_acc: 0.6941, top5_acc: 0.8840, loss_cls: 1.2015, loss: 1.2015, grad_norm: 5.5256 2020-07-25 22:13:50,123 - mmaction - INFO - Epoch [75][940/940] lr: 1.000e-03, eta: 6:19:38, time: 0.985, data_time: 0.005, memory: 8343, top1_acc: 0.6937, top5_acc: 0.8776, loss_cls: 1.2199, loss: 1.2199, grad_norm: 5.5304 2020-07-25 22:13:50,677 - mmaction - INFO - Saving checkpoint at 75 epochs 2020-07-25 22:14:21,488 - mmaction - INFO - Epoch [76][20/940] lr: 1.000e-03, eta: 6:19:23, time: 1.508, data_time: 0.726, memory: 8343, top1_acc: 0.6967, top5_acc: 0.8816, loss_cls: 1.2232, loss: 1.2232, grad_norm: 5.4149 2020-07-25 22:14:39,952 - mmaction - INFO - Epoch [76][40/940] lr: 1.000e-03, eta: 6:19:03, time: 0.920, data_time: 0.009, memory: 8343, top1_acc: 0.7127, top5_acc: 0.8855, loss_cls: 1.1697, loss: 1.1697, grad_norm: 5.4352 2020-07-25 22:14:58,674 - mmaction - INFO - Epoch [76][60/940] lr: 1.000e-03, eta: 6:18:43, time: 0.939, data_time: 0.007, memory: 8343, top1_acc: 0.7000, top5_acc: 0.8814, loss_cls: 1.1922, loss: 1.1922, grad_norm: 5.5501 2020-07-25 22:15:16,928 - mmaction - INFO - Epoch [76][80/940] lr: 1.000e-03, eta: 6:18:24, time: 0.909, data_time: 0.007, memory: 8343, top1_acc: 0.6883, top5_acc: 0.8740, loss_cls: 1.2154, loss: 1.2154, grad_norm: 5.4682 2020-07-25 22:15:37,267 - mmaction - INFO - Epoch [76][100/940] lr: 1.000e-03, eta: 6:18:05, time: 1.023, data_time: 0.008, memory: 8343, top1_acc: 0.6887, top5_acc: 0.8811, loss_cls: 1.2208, loss: 1.2208, grad_norm: 5.6517 2020-07-25 22:15:56,483 - mmaction - INFO - Epoch [76][120/940] lr: 1.000e-03, eta: 6:17:45, time: 0.957, data_time: 0.004, memory: 8343, top1_acc: 0.7043, top5_acc: 0.8885, loss_cls: 1.1853, loss: 1.1853, grad_norm: 5.4567 2020-07-25 22:16:16,674 - mmaction - INFO - Epoch [76][140/940] lr: 1.000e-03, eta: 6:17:26, time: 1.013, data_time: 0.008, memory: 8343, top1_acc: 0.6973, top5_acc: 0.8734, loss_cls: 1.2309, loss: 1.2309, grad_norm: 5.5141 2020-07-25 22:16:36,306 - mmaction - INFO - Epoch [76][160/940] lr: 1.000e-03, eta: 6:17:07, time: 0.982, data_time: 0.004, memory: 8343, top1_acc: 0.6951, top5_acc: 0.8752, loss_cls: 1.2245, loss: 1.2245, grad_norm: 5.5171 2020-07-25 22:16:56,213 - mmaction - INFO - Epoch [76][180/940] lr: 1.000e-03, eta: 6:16:47, time: 0.993, data_time: 0.005, memory: 8343, top1_acc: 0.6937, top5_acc: 0.8768, loss_cls: 1.2328, loss: 1.2328, grad_norm: 5.6355 2020-07-25 22:17:15,399 - mmaction - INFO - Epoch [76][200/940] lr: 1.000e-03, eta: 6:16:28, time: 0.961, data_time: 0.008, memory: 8343, top1_acc: 0.6953, top5_acc: 0.8777, loss_cls: 1.2231, loss: 1.2231, grad_norm: 5.5522 2020-07-25 22:17:34,743 - mmaction - INFO - Epoch [76][220/940] lr: 1.000e-03, eta: 6:16:09, time: 0.962, data_time: 0.005, memory: 8343, top1_acc: 0.7064, top5_acc: 0.8852, loss_cls: 1.1971, loss: 1.1971, grad_norm: 5.4816 2020-07-25 22:17:56,190 - mmaction - INFO - Epoch [76][240/940] lr: 1.000e-03, eta: 6:15:50, time: 1.077, data_time: 0.010, memory: 8343, top1_acc: 0.7057, top5_acc: 0.8809, loss_cls: 1.1967, loss: 1.1967, grad_norm: 5.5598 2020-07-25 22:18:16,396 - mmaction - INFO - Epoch [76][260/940] lr: 1.000e-03, eta: 6:15:31, time: 1.009, data_time: 0.006, memory: 8343, top1_acc: 0.7078, top5_acc: 0.8820, loss_cls: 1.1911, loss: 1.1911, grad_norm: 5.4182 2020-07-25 22:18:34,708 - mmaction - INFO - Epoch [76][280/940] lr: 1.000e-03, eta: 6:15:11, time: 0.917, data_time: 0.004, memory: 8343, top1_acc: 0.7004, top5_acc: 0.8814, loss_cls: 1.1859, loss: 1.1859, grad_norm: 5.5536 2020-07-25 22:18:54,085 - mmaction - INFO - Epoch [76][300/940] lr: 1.000e-03, eta: 6:14:52, time: 0.968, data_time: 0.006, memory: 8343, top1_acc: 0.7121, top5_acc: 0.8883, loss_cls: 1.1568, loss: 1.1568, grad_norm: 5.4829 2020-07-25 22:19:13,076 - mmaction - INFO - Epoch [76][320/940] lr: 1.000e-03, eta: 6:14:32, time: 0.950, data_time: 0.003, memory: 8343, top1_acc: 0.6979, top5_acc: 0.8773, loss_cls: 1.2159, loss: 1.2159, grad_norm: 5.5348 2020-07-25 22:19:35,015 - mmaction - INFO - Epoch [76][340/940] lr: 1.000e-03, eta: 6:14:14, time: 1.093, data_time: 0.006, memory: 8343, top1_acc: 0.7107, top5_acc: 0.8824, loss_cls: 1.1689, loss: 1.1689, grad_norm: 5.3908 2020-07-25 22:19:54,984 - mmaction - INFO - Epoch [76][360/940] lr: 1.000e-03, eta: 6:13:54, time: 1.003, data_time: 0.009, memory: 8343, top1_acc: 0.6979, top5_acc: 0.8807, loss_cls: 1.2107, loss: 1.2107, grad_norm: 5.5620 2020-07-25 22:20:14,026 - mmaction - INFO - Epoch [76][380/940] lr: 1.000e-03, eta: 6:13:35, time: 0.952, data_time: 0.002, memory: 8343, top1_acc: 0.7012, top5_acc: 0.8826, loss_cls: 1.2005, loss: 1.2005, grad_norm: 5.6017 2020-07-25 22:20:33,065 - mmaction - INFO - Epoch [76][400/940] lr: 1.000e-03, eta: 6:13:15, time: 0.950, data_time: 0.007, memory: 8343, top1_acc: 0.6895, top5_acc: 0.8709, loss_cls: 1.2620, loss: 1.2620, grad_norm: 5.7189 2020-07-25 22:20:53,503 - mmaction - INFO - Epoch [76][420/940] lr: 1.000e-03, eta: 6:12:56, time: 1.024, data_time: 0.006, memory: 8343, top1_acc: 0.6975, top5_acc: 0.8779, loss_cls: 1.2235, loss: 1.2235, grad_norm: 5.5357 2020-07-25 22:21:12,475 - mmaction - INFO - Epoch [76][440/940] lr: 1.000e-03, eta: 6:12:37, time: 0.948, data_time: 0.008, memory: 8343, top1_acc: 0.6937, top5_acc: 0.8721, loss_cls: 1.2605, loss: 1.2605, grad_norm: 5.4834 2020-07-25 22:21:33,579 - mmaction - INFO - Epoch [76][460/940] lr: 1.000e-03, eta: 6:12:18, time: 1.056, data_time: 0.003, memory: 8343, top1_acc: 0.7029, top5_acc: 0.8805, loss_cls: 1.2016, loss: 1.2016, grad_norm: 5.5011 2020-07-25 22:21:54,089 - mmaction - INFO - Epoch [76][480/940] lr: 1.000e-03, eta: 6:11:59, time: 1.026, data_time: 0.002, memory: 8343, top1_acc: 0.6900, top5_acc: 0.8723, loss_cls: 1.2434, loss: 1.2434, grad_norm: 5.5980 2020-07-25 22:22:12,659 - mmaction - INFO - Epoch [76][500/940] lr: 1.000e-03, eta: 6:11:39, time: 0.927, data_time: 0.007, memory: 8343, top1_acc: 0.6984, top5_acc: 0.8748, loss_cls: 1.2072, loss: 1.2072, grad_norm: 5.4526 2020-07-25 22:22:32,718 - mmaction - INFO - Epoch [76][520/940] lr: 1.000e-03, eta: 6:11:20, time: 1.003, data_time: 0.004, memory: 8343, top1_acc: 0.7043, top5_acc: 0.8846, loss_cls: 1.1871, loss: 1.1871, grad_norm: 5.4451 2020-07-25 22:22:52,771 - mmaction - INFO - Epoch [76][540/940] lr: 1.000e-03, eta: 6:11:01, time: 0.999, data_time: 0.007, memory: 8343, top1_acc: 0.6857, top5_acc: 0.8727, loss_cls: 1.2521, loss: 1.2521, grad_norm: 5.6530 2020-07-25 22:23:14,631 - mmaction - INFO - Epoch [76][560/940] lr: 1.000e-03, eta: 6:10:42, time: 1.097, data_time: 0.007, memory: 8343, top1_acc: 0.7004, top5_acc: 0.8727, loss_cls: 1.2108, loss: 1.2108, grad_norm: 5.5561 2020-07-25 22:23:33,334 - mmaction - INFO - Epoch [76][580/940] lr: 1.000e-03, eta: 6:10:23, time: 0.935, data_time: 0.007, memory: 8343, top1_acc: 0.6887, top5_acc: 0.8695, loss_cls: 1.2613, loss: 1.2613, grad_norm: 5.6634 2020-07-25 22:23:52,016 - mmaction - INFO - Epoch [76][600/940] lr: 1.000e-03, eta: 6:10:03, time: 0.930, data_time: 0.007, memory: 8343, top1_acc: 0.6979, top5_acc: 0.8664, loss_cls: 1.2423, loss: 1.2423, grad_norm: 5.5636 2020-07-25 22:24:13,448 - mmaction - INFO - Epoch [76][620/940] lr: 1.000e-03, eta: 6:09:44, time: 1.076, data_time: 0.008, memory: 8343, top1_acc: 0.6963, top5_acc: 0.8773, loss_cls: 1.2243, loss: 1.2243, grad_norm: 5.5341 2020-07-25 22:24:31,724 - mmaction - INFO - Epoch [76][640/940] lr: 1.000e-03, eta: 6:09:25, time: 0.910, data_time: 0.006, memory: 8343, top1_acc: 0.7031, top5_acc: 0.8816, loss_cls: 1.1935, loss: 1.1935, grad_norm: 5.5115 2020-07-25 22:24:52,373 - mmaction - INFO - Epoch [76][660/940] lr: 1.000e-03, eta: 6:09:06, time: 1.034, data_time: 0.007, memory: 8343, top1_acc: 0.6912, top5_acc: 0.8777, loss_cls: 1.2384, loss: 1.2384, grad_norm: 5.6068 2020-07-25 22:25:12,683 - mmaction - INFO - Epoch [76][680/940] lr: 1.000e-03, eta: 6:08:46, time: 1.015, data_time: 0.008, memory: 8343, top1_acc: 0.7002, top5_acc: 0.8834, loss_cls: 1.2076, loss: 1.2076, grad_norm: 5.4836 2020-07-25 22:25:31,556 - mmaction - INFO - Epoch [76][700/940] lr: 1.000e-03, eta: 6:08:27, time: 0.946, data_time: 0.007, memory: 8343, top1_acc: 0.6955, top5_acc: 0.8729, loss_cls: 1.2562, loss: 1.2562, grad_norm: 5.5890 2020-07-25 22:25:51,918 - mmaction - INFO - Epoch [76][720/940] lr: 1.000e-03, eta: 6:08:08, time: 1.018, data_time: 0.002, memory: 8343, top1_acc: 0.6979, top5_acc: 0.8748, loss_cls: 1.2246, loss: 1.2246, grad_norm: 5.5381 2020-07-25 22:26:11,580 - mmaction - INFO - Epoch [76][740/940] lr: 1.000e-03, eta: 6:07:49, time: 0.982, data_time: 0.008, memory: 8343, top1_acc: 0.7049, top5_acc: 0.8822, loss_cls: 1.1965, loss: 1.1965, grad_norm: 5.5548 2020-07-25 22:26:32,813 - mmaction - INFO - Epoch [76][760/940] lr: 1.000e-03, eta: 6:07:30, time: 1.061, data_time: 0.005, memory: 8343, top1_acc: 0.6980, top5_acc: 0.8789, loss_cls: 1.2067, loss: 1.2067, grad_norm: 5.5152 2020-07-25 22:26:51,694 - mmaction - INFO - Epoch [76][780/940] lr: 1.000e-03, eta: 6:07:10, time: 0.942, data_time: 0.008, memory: 8343, top1_acc: 0.6939, top5_acc: 0.8740, loss_cls: 1.2436, loss: 1.2436, grad_norm: 5.5297 2020-07-25 22:27:12,352 - mmaction - INFO - Epoch [76][800/940] lr: 1.000e-03, eta: 6:06:51, time: 1.037, data_time: 0.007, memory: 8343, top1_acc: 0.6863, top5_acc: 0.8736, loss_cls: 1.2711, loss: 1.2711, grad_norm: 5.6649 2020-07-25 22:27:33,448 - mmaction - INFO - Epoch [76][820/940] lr: 1.000e-03, eta: 6:06:32, time: 1.048, data_time: 0.006, memory: 8343, top1_acc: 0.7006, top5_acc: 0.8795, loss_cls: 1.2025, loss: 1.2025, grad_norm: 5.5494 2020-07-25 22:27:51,526 - mmaction - INFO - Epoch [76][840/940] lr: 1.000e-03, eta: 6:06:12, time: 0.909, data_time: 0.009, memory: 8343, top1_acc: 0.6951, top5_acc: 0.8768, loss_cls: 1.2248, loss: 1.2248, grad_norm: 5.4496 2020-07-25 22:28:10,918 - mmaction - INFO - Epoch [76][860/940] lr: 1.000e-03, eta: 6:05:53, time: 0.965, data_time: 0.006, memory: 8343, top1_acc: 0.6998, top5_acc: 0.8773, loss_cls: 1.2191, loss: 1.2191, grad_norm: 5.5451 2020-07-25 22:28:31,224 - mmaction - INFO - Epoch [76][880/940] lr: 1.000e-03, eta: 6:05:34, time: 1.022, data_time: 0.009, memory: 8343, top1_acc: 0.7006, top5_acc: 0.8805, loss_cls: 1.2154, loss: 1.2154, grad_norm: 5.6406 2020-07-25 22:28:50,522 - mmaction - INFO - Epoch [76][900/940] lr: 1.000e-03, eta: 6:05:15, time: 0.958, data_time: 0.004, memory: 8343, top1_acc: 0.7025, top5_acc: 0.8779, loss_cls: 1.1991, loss: 1.1991, grad_norm: 5.5064 2020-07-25 22:29:10,013 - mmaction - INFO - Epoch [76][920/940] lr: 1.000e-03, eta: 6:04:55, time: 0.980, data_time: 0.010, memory: 8343, top1_acc: 0.7078, top5_acc: 0.8732, loss_cls: 1.2022, loss: 1.2022, grad_norm: 5.4372 2020-07-25 22:29:29,020 - mmaction - INFO - Epoch [76][940/940] lr: 1.000e-03, eta: 6:04:36, time: 0.950, data_time: 0.007, memory: 8343, top1_acc: 0.7028, top5_acc: 0.8843, loss_cls: 1.1911, loss: 1.1911, grad_norm: 5.5356 2020-07-25 22:29:29,485 - mmaction - INFO - Saving checkpoint at 76 epochs 2020-07-25 22:29:55,559 - mmaction - INFO - Epoch [77][20/940] lr: 1.000e-03, eta: 6:04:18, time: 1.283, data_time: 0.461, memory: 8343, top1_acc: 0.6959, top5_acc: 0.8730, loss_cls: 1.2091, loss: 1.2091, grad_norm: 5.5272 2020-07-25 22:30:13,349 - mmaction - INFO - Epoch [77][40/940] lr: 1.000e-03, eta: 6:03:58, time: 0.883, data_time: 0.010, memory: 8343, top1_acc: 0.6969, top5_acc: 0.8832, loss_cls: 1.2093, loss: 1.2093, grad_norm: 5.5166 2020-07-25 22:30:32,952 - mmaction - INFO - Epoch [77][60/940] lr: 1.000e-03, eta: 6:03:39, time: 0.989, data_time: 0.010, memory: 8343, top1_acc: 0.7080, top5_acc: 0.8779, loss_cls: 1.1776, loss: 1.1776, grad_norm: 5.4548 2020-07-25 22:30:52,555 - mmaction - INFO - Epoch [77][80/940] lr: 1.000e-03, eta: 6:03:20, time: 0.973, data_time: 0.005, memory: 8343, top1_acc: 0.7080, top5_acc: 0.8787, loss_cls: 1.1712, loss: 1.1712, grad_norm: 5.4900 2020-07-25 22:31:11,060 - mmaction - INFO - Epoch [77][100/940] lr: 1.000e-03, eta: 6:03:00, time: 0.933, data_time: 0.010, memory: 8343, top1_acc: 0.7016, top5_acc: 0.8857, loss_cls: 1.1872, loss: 1.1872, grad_norm: 5.5198 2020-07-25 22:31:32,207 - mmaction - INFO - Epoch [77][120/940] lr: 1.000e-03, eta: 6:02:41, time: 1.055, data_time: 0.006, memory: 8343, top1_acc: 0.6930, top5_acc: 0.8783, loss_cls: 1.1963, loss: 1.1963, grad_norm: 5.5422 2020-07-25 22:31:51,765 - mmaction - INFO - Epoch [77][140/940] lr: 1.000e-03, eta: 6:02:22, time: 0.980, data_time: 0.005, memory: 8343, top1_acc: 0.6891, top5_acc: 0.8758, loss_cls: 1.2510, loss: 1.2510, grad_norm: 5.6965 2020-07-25 22:32:11,316 - mmaction - INFO - Epoch [77][160/940] lr: 1.000e-03, eta: 6:02:03, time: 0.975, data_time: 0.005, memory: 8343, top1_acc: 0.6928, top5_acc: 0.8752, loss_cls: 1.2228, loss: 1.2228, grad_norm: 5.4988 2020-07-25 22:32:30,900 - mmaction - INFO - Epoch [77][180/940] lr: 1.000e-03, eta: 6:01:43, time: 0.980, data_time: 0.008, memory: 8343, top1_acc: 0.7031, top5_acc: 0.8770, loss_cls: 1.2086, loss: 1.2086, grad_norm: 5.4968 2020-07-25 22:32:49,900 - mmaction - INFO - Epoch [77][200/940] lr: 1.000e-03, eta: 6:01:24, time: 0.950, data_time: 0.003, memory: 8343, top1_acc: 0.7096, top5_acc: 0.8822, loss_cls: 1.1805, loss: 1.1805, grad_norm: 5.4872 2020-07-25 22:33:09,936 - mmaction - INFO - Epoch [77][220/940] lr: 1.000e-03, eta: 6:01:04, time: 0.998, data_time: 0.007, memory: 8343, top1_acc: 0.7041, top5_acc: 0.8863, loss_cls: 1.1827, loss: 1.1827, grad_norm: 5.5429 2020-07-25 22:33:29,229 - mmaction - INFO - Epoch [77][240/940] lr: 1.000e-03, eta: 6:00:45, time: 0.970, data_time: 0.008, memory: 8343, top1_acc: 0.7039, top5_acc: 0.8746, loss_cls: 1.1944, loss: 1.1944, grad_norm: 5.4715 2020-07-25 22:33:50,080 - mmaction - INFO - Epoch [77][260/940] lr: 1.000e-03, eta: 6:00:26, time: 1.043, data_time: 0.006, memory: 8343, top1_acc: 0.6926, top5_acc: 0.8820, loss_cls: 1.2349, loss: 1.2349, grad_norm: 5.6218 2020-07-25 22:34:09,207 - mmaction - INFO - Epoch [77][280/940] lr: 1.000e-03, eta: 6:00:07, time: 0.955, data_time: 0.006, memory: 8343, top1_acc: 0.7090, top5_acc: 0.8869, loss_cls: 1.1809, loss: 1.1809, grad_norm: 5.5216 2020-07-25 22:34:28,612 - mmaction - INFO - Epoch [77][300/940] lr: 1.000e-03, eta: 5:59:47, time: 0.969, data_time: 0.008, memory: 8343, top1_acc: 0.7043, top5_acc: 0.8820, loss_cls: 1.1885, loss: 1.1885, grad_norm: 5.5022 2020-07-25 22:34:47,836 - mmaction - INFO - Epoch [77][320/940] lr: 1.000e-03, eta: 5:59:28, time: 0.964, data_time: 0.005, memory: 8343, top1_acc: 0.6984, top5_acc: 0.8824, loss_cls: 1.2173, loss: 1.2173, grad_norm: 5.5767 2020-07-25 22:35:07,081 - mmaction - INFO - Epoch [77][340/940] lr: 1.000e-03, eta: 5:59:08, time: 0.962, data_time: 0.006, memory: 8343, top1_acc: 0.7057, top5_acc: 0.8869, loss_cls: 1.1691, loss: 1.1691, grad_norm: 5.5181 2020-07-25 22:35:27,169 - mmaction - INFO - Epoch [77][360/940] lr: 1.000e-03, eta: 5:58:49, time: 1.004, data_time: 0.003, memory: 8343, top1_acc: 0.7012, top5_acc: 0.8834, loss_cls: 1.1840, loss: 1.1840, grad_norm: 5.4779 2020-07-25 22:35:46,682 - mmaction - INFO - Epoch [77][380/940] lr: 1.000e-03, eta: 5:58:30, time: 0.977, data_time: 0.003, memory: 8343, top1_acc: 0.7131, top5_acc: 0.8861, loss_cls: 1.1712, loss: 1.1712, grad_norm: 5.5026 2020-07-25 22:36:06,054 - mmaction - INFO - Epoch [77][400/940] lr: 1.000e-03, eta: 5:58:10, time: 0.966, data_time: 0.006, memory: 8343, top1_acc: 0.6990, top5_acc: 0.8854, loss_cls: 1.1914, loss: 1.1914, grad_norm: 5.5506 2020-07-25 22:36:25,274 - mmaction - INFO - Epoch [77][420/940] lr: 1.000e-03, eta: 5:57:51, time: 0.964, data_time: 0.008, memory: 8343, top1_acc: 0.7057, top5_acc: 0.8807, loss_cls: 1.2289, loss: 1.2289, grad_norm: 5.6550 2020-07-25 22:36:44,947 - mmaction - INFO - Epoch [77][440/940] lr: 1.000e-03, eta: 5:57:32, time: 0.983, data_time: 0.006, memory: 8343, top1_acc: 0.6984, top5_acc: 0.8770, loss_cls: 1.2221, loss: 1.2221, grad_norm: 5.6032 2020-07-25 22:37:04,047 - mmaction - INFO - Epoch [77][460/940] lr: 1.000e-03, eta: 5:57:12, time: 0.954, data_time: 0.003, memory: 8343, top1_acc: 0.7066, top5_acc: 0.8842, loss_cls: 1.1937, loss: 1.1937, grad_norm: 5.4622 2020-07-25 22:37:23,482 - mmaction - INFO - Epoch [77][480/940] lr: 1.000e-03, eta: 5:56:53, time: 0.967, data_time: 0.008, memory: 8343, top1_acc: 0.6975, top5_acc: 0.8764, loss_cls: 1.2273, loss: 1.2273, grad_norm: 5.6124 2020-07-25 22:37:43,258 - mmaction - INFO - Epoch [77][500/940] lr: 1.000e-03, eta: 5:56:33, time: 0.994, data_time: 0.009, memory: 8343, top1_acc: 0.6953, top5_acc: 0.8799, loss_cls: 1.2163, loss: 1.2163, grad_norm: 5.5588 2020-07-25 22:38:03,318 - mmaction - INFO - Epoch [77][520/940] lr: 1.000e-03, eta: 5:56:14, time: 1.004, data_time: 0.007, memory: 8343, top1_acc: 0.7063, top5_acc: 0.8791, loss_cls: 1.2074, loss: 1.2074, grad_norm: 5.5975 2020-07-25 22:38:22,503 - mmaction - INFO - Epoch [77][540/940] lr: 1.000e-03, eta: 5:55:55, time: 0.959, data_time: 0.007, memory: 8343, top1_acc: 0.7094, top5_acc: 0.8844, loss_cls: 1.1840, loss: 1.1840, grad_norm: 5.4536 2020-07-25 22:38:43,373 - mmaction - INFO - Epoch [77][560/940] lr: 1.000e-03, eta: 5:55:36, time: 1.043, data_time: 0.004, memory: 8343, top1_acc: 0.6820, top5_acc: 0.8670, loss_cls: 1.2689, loss: 1.2689, grad_norm: 5.6857 2020-07-25 22:39:02,274 - mmaction - INFO - Epoch [77][580/940] lr: 1.000e-03, eta: 5:55:16, time: 0.945, data_time: 0.005, memory: 8343, top1_acc: 0.6986, top5_acc: 0.8770, loss_cls: 1.2103, loss: 1.2103, grad_norm: 5.6235 2020-07-25 22:39:21,472 - mmaction - INFO - Epoch [77][600/940] lr: 1.000e-03, eta: 5:54:57, time: 0.957, data_time: 0.003, memory: 8343, top1_acc: 0.6937, top5_acc: 0.8752, loss_cls: 1.2389, loss: 1.2389, grad_norm: 5.6776 2020-07-25 22:39:40,478 - mmaction - INFO - Epoch [77][620/940] lr: 1.000e-03, eta: 5:54:37, time: 0.947, data_time: 0.010, memory: 8343, top1_acc: 0.7070, top5_acc: 0.8855, loss_cls: 1.1803, loss: 1.1803, grad_norm: 5.5476 2020-07-25 22:39:59,994 - mmaction - INFO - Epoch [77][640/940] lr: 1.000e-03, eta: 5:54:18, time: 0.981, data_time: 0.009, memory: 8343, top1_acc: 0.6957, top5_acc: 0.8793, loss_cls: 1.2139, loss: 1.2139, grad_norm: 5.5555 2020-07-25 22:40:21,493 - mmaction - INFO - Epoch [77][660/940] lr: 1.000e-03, eta: 5:53:59, time: 1.077, data_time: 0.007, memory: 8343, top1_acc: 0.6842, top5_acc: 0.8699, loss_cls: 1.2534, loss: 1.2534, grad_norm: 5.6142 2020-07-25 22:40:39,312 - mmaction - INFO - Epoch [77][680/940] lr: 1.000e-03, eta: 5:53:39, time: 0.890, data_time: 0.006, memory: 8343, top1_acc: 0.7070, top5_acc: 0.8803, loss_cls: 1.1935, loss: 1.1935, grad_norm: 5.5538 2020-07-25 22:41:00,557 - mmaction - INFO - Epoch [77][700/940] lr: 1.000e-03, eta: 5:53:21, time: 1.063, data_time: 0.003, memory: 8343, top1_acc: 0.6977, top5_acc: 0.8713, loss_cls: 1.2383, loss: 1.2383, grad_norm: 5.5392 2020-07-25 22:41:19,874 - mmaction - INFO - Epoch [77][720/940] lr: 1.000e-03, eta: 5:53:01, time: 0.963, data_time: 0.006, memory: 8343, top1_acc: 0.6953, top5_acc: 0.8785, loss_cls: 1.2162, loss: 1.2162, grad_norm: 5.6390 2020-07-25 22:41:39,613 - mmaction - INFO - Epoch [77][740/940] lr: 1.000e-03, eta: 5:52:42, time: 0.989, data_time: 0.007, memory: 8343, top1_acc: 0.7045, top5_acc: 0.8803, loss_cls: 1.1684, loss: 1.1684, grad_norm: 5.4697 2020-07-25 22:41:58,371 - mmaction - INFO - Epoch [77][760/940] lr: 1.000e-03, eta: 5:52:22, time: 0.935, data_time: 0.007, memory: 8343, top1_acc: 0.6996, top5_acc: 0.8797, loss_cls: 1.2167, loss: 1.2167, grad_norm: 5.6506 2020-07-25 22:42:18,804 - mmaction - INFO - Epoch [77][780/940] lr: 1.000e-03, eta: 5:52:03, time: 1.025, data_time: 0.006, memory: 8343, top1_acc: 0.7078, top5_acc: 0.8848, loss_cls: 1.1783, loss: 1.1783, grad_norm: 5.5000 2020-07-25 22:42:37,388 - mmaction - INFO - Epoch [77][800/940] lr: 1.000e-03, eta: 5:51:43, time: 0.926, data_time: 0.006, memory: 8343, top1_acc: 0.6998, top5_acc: 0.8732, loss_cls: 1.2151, loss: 1.2151, grad_norm: 5.6250 2020-07-25 22:42:56,626 - mmaction - INFO - Epoch [77][820/940] lr: 1.000e-03, eta: 5:51:24, time: 0.964, data_time: 0.005, memory: 8343, top1_acc: 0.6893, top5_acc: 0.8768, loss_cls: 1.2461, loss: 1.2461, grad_norm: 5.6226 2020-07-25 22:43:17,008 - mmaction - INFO - Epoch [77][840/940] lr: 1.000e-03, eta: 5:51:05, time: 1.019, data_time: 0.007, memory: 8343, top1_acc: 0.6949, top5_acc: 0.8785, loss_cls: 1.2255, loss: 1.2255, grad_norm: 5.5865 2020-07-25 22:43:35,911 - mmaction - INFO - Epoch [77][860/940] lr: 1.000e-03, eta: 5:50:45, time: 0.945, data_time: 0.005, memory: 8343, top1_acc: 0.7021, top5_acc: 0.8672, loss_cls: 1.2407, loss: 1.2407, grad_norm: 5.6059 2020-07-25 22:43:55,628 - mmaction - INFO - Epoch [77][880/940] lr: 1.000e-03, eta: 5:50:26, time: 0.985, data_time: 0.008, memory: 8343, top1_acc: 0.6986, top5_acc: 0.8740, loss_cls: 1.2219, loss: 1.2219, grad_norm: 5.5935 2020-07-25 22:44:15,333 - mmaction - INFO - Epoch [77][900/940] lr: 1.000e-03, eta: 5:50:07, time: 0.988, data_time: 0.006, memory: 8343, top1_acc: 0.6918, top5_acc: 0.8787, loss_cls: 1.2312, loss: 1.2312, grad_norm: 5.6419 2020-07-25 22:44:34,800 - mmaction - INFO - Epoch [77][920/940] lr: 1.000e-03, eta: 5:49:47, time: 0.965, data_time: 0.006, memory: 8343, top1_acc: 0.7059, top5_acc: 0.8809, loss_cls: 1.2034, loss: 1.2034, grad_norm: 5.5035 2020-07-25 22:44:53,162 - mmaction - INFO - Epoch [77][940/940] lr: 1.000e-03, eta: 5:49:28, time: 0.926, data_time: 0.010, memory: 8343, top1_acc: 0.7004, top5_acc: 0.8730, loss_cls: 1.2279, loss: 1.2279, grad_norm: 5.5728 2020-07-25 22:44:53,576 - mmaction - INFO - Saving checkpoint at 77 epochs 2020-07-25 22:45:21,886 - mmaction - INFO - Epoch [78][20/940] lr: 1.000e-03, eta: 5:49:11, time: 1.395, data_time: 0.556, memory: 8343, top1_acc: 0.7031, top5_acc: 0.8861, loss_cls: 1.1756, loss: 1.1756, grad_norm: 5.4930 2020-07-25 22:45:39,941 - mmaction - INFO - Epoch [78][40/940] lr: 1.000e-03, eta: 5:48:51, time: 0.903, data_time: 0.004, memory: 8343, top1_acc: 0.7006, top5_acc: 0.8779, loss_cls: 1.2060, loss: 1.2060, grad_norm: 5.5523 2020-07-25 22:45:58,054 - mmaction - INFO - Epoch [78][60/940] lr: 1.000e-03, eta: 5:48:31, time: 0.904, data_time: 0.008, memory: 8343, top1_acc: 0.6963, top5_acc: 0.8725, loss_cls: 1.2206, loss: 1.2206, grad_norm: 5.5925 2020-07-25 22:46:17,661 - mmaction - INFO - Epoch [78][80/940] lr: 1.000e-03, eta: 5:48:12, time: 0.983, data_time: 0.007, memory: 8343, top1_acc: 0.6918, top5_acc: 0.8729, loss_cls: 1.2432, loss: 1.2432, grad_norm: 5.5838 2020-07-25 22:46:36,963 - mmaction - INFO - Epoch [78][100/940] lr: 1.000e-03, eta: 5:47:52, time: 0.960, data_time: 0.005, memory: 8343, top1_acc: 0.7199, top5_acc: 0.8893, loss_cls: 1.1435, loss: 1.1435, grad_norm: 5.3995 2020-07-25 22:46:58,990 - mmaction - INFO - Epoch [78][120/940] lr: 1.000e-03, eta: 5:47:34, time: 1.106, data_time: 0.008, memory: 8343, top1_acc: 0.7010, top5_acc: 0.8814, loss_cls: 1.1998, loss: 1.1998, grad_norm: 5.5133 2020-07-25 22:47:17,991 - mmaction - INFO - Epoch [78][140/940] lr: 1.000e-03, eta: 5:47:14, time: 0.950, data_time: 0.006, memory: 8343, top1_acc: 0.7000, top5_acc: 0.8750, loss_cls: 1.2336, loss: 1.2336, grad_norm: 5.5927 2020-07-25 22:47:37,278 - mmaction - INFO - Epoch [78][160/940] lr: 1.000e-03, eta: 5:46:55, time: 0.963, data_time: 0.003, memory: 8343, top1_acc: 0.7074, top5_acc: 0.8818, loss_cls: 1.1842, loss: 1.1842, grad_norm: 5.6062 2020-07-25 22:47:59,910 - mmaction - INFO - Epoch [78][180/940] lr: 1.000e-03, eta: 5:46:36, time: 1.132, data_time: 0.008, memory: 8343, top1_acc: 0.7055, top5_acc: 0.8773, loss_cls: 1.2165, loss: 1.2165, grad_norm: 5.5801 2020-07-25 22:48:19,114 - mmaction - INFO - Epoch [78][200/940] lr: 1.000e-03, eta: 5:46:17, time: 0.959, data_time: 0.007, memory: 8343, top1_acc: 0.6955, top5_acc: 0.8766, loss_cls: 1.2409, loss: 1.2409, grad_norm: 5.6362 2020-07-25 22:48:37,491 - mmaction - INFO - Epoch [78][220/940] lr: 1.000e-03, eta: 5:45:57, time: 0.918, data_time: 0.006, memory: 8343, top1_acc: 0.7010, top5_acc: 0.8857, loss_cls: 1.2035, loss: 1.2035, grad_norm: 5.5627 2020-07-25 22:48:58,411 - mmaction - INFO - Epoch [78][240/940] lr: 1.000e-03, eta: 5:45:38, time: 1.048, data_time: 0.008, memory: 8343, top1_acc: 0.7096, top5_acc: 0.8857, loss_cls: 1.1723, loss: 1.1723, grad_norm: 5.5467 2020-07-25 22:49:16,671 - mmaction - INFO - Epoch [78][260/940] lr: 1.000e-03, eta: 5:45:19, time: 0.913, data_time: 0.006, memory: 8343, top1_acc: 0.7006, top5_acc: 0.8738, loss_cls: 1.2242, loss: 1.2242, grad_norm: 5.5782 2020-07-25 22:49:37,927 - mmaction - INFO - Epoch [78][280/940] lr: 1.000e-03, eta: 5:45:00, time: 1.062, data_time: 0.006, memory: 8343, top1_acc: 0.6937, top5_acc: 0.8764, loss_cls: 1.2368, loss: 1.2368, grad_norm: 5.7088 2020-07-25 22:49:57,686 - mmaction - INFO - Epoch [78][300/940] lr: 1.000e-03, eta: 5:44:40, time: 0.982, data_time: 0.008, memory: 8343, top1_acc: 0.7111, top5_acc: 0.8840, loss_cls: 1.1666, loss: 1.1666, grad_norm: 5.5467 2020-07-25 22:50:15,958 - mmaction - INFO - Epoch [78][320/940] lr: 1.000e-03, eta: 5:44:21, time: 0.918, data_time: 0.008, memory: 8343, top1_acc: 0.7057, top5_acc: 0.8881, loss_cls: 1.1803, loss: 1.1803, grad_norm: 5.5681 2020-07-25 22:50:36,087 - mmaction - INFO - Epoch [78][340/940] lr: 1.000e-03, eta: 5:44:02, time: 1.006, data_time: 0.008, memory: 8343, top1_acc: 0.7043, top5_acc: 0.8787, loss_cls: 1.1912, loss: 1.1912, grad_norm: 5.4255 2020-07-25 22:50:56,056 - mmaction - INFO - Epoch [78][360/940] lr: 1.000e-03, eta: 5:43:42, time: 1.000, data_time: 0.008, memory: 8343, top1_acc: 0.7086, top5_acc: 0.8842, loss_cls: 1.1924, loss: 1.1924, grad_norm: 5.5766 2020-07-25 22:51:15,305 - mmaction - INFO - Epoch [78][380/940] lr: 1.000e-03, eta: 5:43:23, time: 0.963, data_time: 0.007, memory: 8343, top1_acc: 0.6936, top5_acc: 0.8828, loss_cls: 1.1940, loss: 1.1940, grad_norm: 5.6090 2020-07-25 22:51:34,102 - mmaction - INFO - Epoch [78][400/940] lr: 1.000e-03, eta: 5:43:03, time: 0.940, data_time: 0.003, memory: 8343, top1_acc: 0.7080, top5_acc: 0.8842, loss_cls: 1.2004, loss: 1.2004, grad_norm: 5.5447 2020-07-25 22:51:54,306 - mmaction - INFO - Epoch [78][420/940] lr: 1.000e-03, eta: 5:42:44, time: 1.010, data_time: 0.005, memory: 8343, top1_acc: 0.7020, top5_acc: 0.8826, loss_cls: 1.1883, loss: 1.1883, grad_norm: 5.5495 2020-07-25 22:52:14,190 - mmaction - INFO - Epoch [78][440/940] lr: 1.000e-03, eta: 5:42:25, time: 0.993, data_time: 0.006, memory: 8343, top1_acc: 0.6939, top5_acc: 0.8783, loss_cls: 1.2203, loss: 1.2203, grad_norm: 5.5638 2020-07-25 22:52:32,778 - mmaction - INFO - Epoch [78][460/940] lr: 1.000e-03, eta: 5:42:05, time: 0.931, data_time: 0.003, memory: 8343, top1_acc: 0.6941, top5_acc: 0.8783, loss_cls: 1.1916, loss: 1.1916, grad_norm: 5.5400 2020-07-25 22:52:54,054 - mmaction - INFO - Epoch [78][480/940] lr: 1.000e-03, eta: 5:41:46, time: 1.062, data_time: 0.006, memory: 8343, top1_acc: 0.6957, top5_acc: 0.8766, loss_cls: 1.2340, loss: 1.2340, grad_norm: 5.5733 2020-07-25 22:53:12,285 - mmaction - INFO - Epoch [78][500/940] lr: 1.000e-03, eta: 5:41:27, time: 0.913, data_time: 0.007, memory: 8343, top1_acc: 0.7045, top5_acc: 0.8832, loss_cls: 1.1761, loss: 1.1761, grad_norm: 5.6258 2020-07-25 22:53:31,604 - mmaction - INFO - Epoch [78][520/940] lr: 1.000e-03, eta: 5:41:07, time: 0.964, data_time: 0.006, memory: 8343, top1_acc: 0.6988, top5_acc: 0.8756, loss_cls: 1.2240, loss: 1.2240, grad_norm: 5.6102 2020-07-25 22:53:51,284 - mmaction - INFO - Epoch [78][540/940] lr: 1.000e-03, eta: 5:40:48, time: 0.984, data_time: 0.004, memory: 8343, top1_acc: 0.6945, top5_acc: 0.8785, loss_cls: 1.2260, loss: 1.2260, grad_norm: 5.6242 2020-07-25 22:54:10,851 - mmaction - INFO - Epoch [78][560/940] lr: 1.000e-03, eta: 5:40:29, time: 0.977, data_time: 0.007, memory: 8343, top1_acc: 0.7061, top5_acc: 0.8783, loss_cls: 1.1991, loss: 1.1991, grad_norm: 5.5744 2020-07-25 22:54:30,598 - mmaction - INFO - Epoch [78][580/940] lr: 1.000e-03, eta: 5:40:09, time: 0.988, data_time: 0.007, memory: 8343, top1_acc: 0.7025, top5_acc: 0.8820, loss_cls: 1.1975, loss: 1.1975, grad_norm: 5.5228 2020-07-25 22:54:50,558 - mmaction - INFO - Epoch [78][600/940] lr: 1.000e-03, eta: 5:39:50, time: 1.000, data_time: 0.008, memory: 8343, top1_acc: 0.7020, top5_acc: 0.8734, loss_cls: 1.2138, loss: 1.2138, grad_norm: 5.5855 2020-07-25 22:55:10,713 - mmaction - INFO - Epoch [78][620/940] lr: 1.000e-03, eta: 5:39:31, time: 1.006, data_time: 0.003, memory: 8343, top1_acc: 0.6965, top5_acc: 0.8771, loss_cls: 1.2098, loss: 1.2098, grad_norm: 5.6346 2020-07-25 22:55:30,275 - mmaction - INFO - Epoch [78][640/940] lr: 1.000e-03, eta: 5:39:11, time: 0.980, data_time: 0.004, memory: 8343, top1_acc: 0.6990, top5_acc: 0.8787, loss_cls: 1.2143, loss: 1.2143, grad_norm: 5.6695 2020-07-25 22:55:50,316 - mmaction - INFO - Epoch [78][660/940] lr: 1.000e-03, eta: 5:38:52, time: 0.999, data_time: 0.002, memory: 8343, top1_acc: 0.6908, top5_acc: 0.8695, loss_cls: 1.2498, loss: 1.2498, grad_norm: 5.6052 2020-07-25 22:56:10,528 - mmaction - INFO - Epoch [78][680/940] lr: 1.000e-03, eta: 5:38:33, time: 1.006, data_time: 0.009, memory: 8343, top1_acc: 0.7031, top5_acc: 0.8875, loss_cls: 1.1740, loss: 1.1740, grad_norm: 5.6208 2020-07-25 22:56:29,142 - mmaction - INFO - Epoch [78][700/940] lr: 1.000e-03, eta: 5:38:13, time: 0.934, data_time: 0.009, memory: 8343, top1_acc: 0.7104, top5_acc: 0.8844, loss_cls: 1.1658, loss: 1.1658, grad_norm: 5.3075 2020-07-25 22:56:51,375 - mmaction - INFO - Epoch [78][720/940] lr: 1.000e-03, eta: 5:37:55, time: 1.114, data_time: 0.009, memory: 8343, top1_acc: 0.6930, top5_acc: 0.8758, loss_cls: 1.2285, loss: 1.2285, grad_norm: 5.6104 2020-07-25 22:57:11,123 - mmaction - INFO - Epoch [78][740/940] lr: 1.000e-03, eta: 5:37:36, time: 0.988, data_time: 0.005, memory: 8343, top1_acc: 0.6965, top5_acc: 0.8797, loss_cls: 1.2255, loss: 1.2255, grad_norm: 5.6396 2020-07-25 22:57:29,843 - mmaction - INFO - Epoch [78][760/940] lr: 1.000e-03, eta: 5:37:16, time: 0.937, data_time: 0.006, memory: 8343, top1_acc: 0.6955, top5_acc: 0.8797, loss_cls: 1.2094, loss: 1.2094, grad_norm: 5.6724 2020-07-25 22:57:50,189 - mmaction - INFO - Epoch [78][780/940] lr: 1.000e-03, eta: 5:36:57, time: 1.016, data_time: 0.007, memory: 8343, top1_acc: 0.7008, top5_acc: 0.8826, loss_cls: 1.1925, loss: 1.1925, grad_norm: 5.6068 2020-07-25 22:58:10,869 - mmaction - INFO - Epoch [78][800/940] lr: 1.000e-03, eta: 5:36:38, time: 1.035, data_time: 0.004, memory: 8343, top1_acc: 0.7027, top5_acc: 0.8828, loss_cls: 1.1896, loss: 1.1896, grad_norm: 5.6265 2020-07-25 22:58:29,860 - mmaction - INFO - Epoch [78][820/940] lr: 1.000e-03, eta: 5:36:18, time: 0.944, data_time: 0.005, memory: 8343, top1_acc: 0.6961, top5_acc: 0.8762, loss_cls: 1.2284, loss: 1.2284, grad_norm: 5.5822 2020-07-25 22:58:49,819 - mmaction - INFO - Epoch [78][840/940] lr: 1.000e-03, eta: 5:35:59, time: 1.003, data_time: 0.008, memory: 8343, top1_acc: 0.6980, top5_acc: 0.8795, loss_cls: 1.2065, loss: 1.2065, grad_norm: 5.6366 2020-07-25 22:59:09,727 - mmaction - INFO - Epoch [78][860/940] lr: 1.000e-03, eta: 5:35:40, time: 0.988, data_time: 0.005, memory: 8343, top1_acc: 0.6986, top5_acc: 0.8754, loss_cls: 1.2201, loss: 1.2201, grad_norm: 5.6505 2020-07-25 22:59:28,526 - mmaction - INFO - Epoch [78][880/940] lr: 1.000e-03, eta: 5:35:20, time: 0.945, data_time: 0.009, memory: 8343, top1_acc: 0.7033, top5_acc: 0.8846, loss_cls: 1.1906, loss: 1.1906, grad_norm: 5.5427 2020-07-25 22:59:47,572 - mmaction - INFO - Epoch [78][900/940] lr: 1.000e-03, eta: 5:35:01, time: 0.952, data_time: 0.008, memory: 8343, top1_acc: 0.7043, top5_acc: 0.8787, loss_cls: 1.2089, loss: 1.2089, grad_norm: 5.6457 2020-07-25 23:00:07,933 - mmaction - INFO - Epoch [78][920/940] lr: 1.000e-03, eta: 5:34:42, time: 1.014, data_time: 0.007, memory: 8343, top1_acc: 0.6971, top5_acc: 0.8820, loss_cls: 1.2098, loss: 1.2098, grad_norm: 5.6325 2020-07-25 23:00:26,395 - mmaction - INFO - Epoch [78][940/940] lr: 1.000e-03, eta: 5:34:22, time: 0.929, data_time: 0.010, memory: 8343, top1_acc: 0.6957, top5_acc: 0.8799, loss_cls: 1.2112, loss: 1.2112, grad_norm: 5.8228 2020-07-25 23:00:27,236 - mmaction - INFO - Saving checkpoint at 78 epochs 2020-07-25 23:00:58,318 - mmaction - INFO - Epoch [79][20/940] lr: 1.000e-03, eta: 5:34:06, time: 1.523, data_time: 0.710, memory: 8343, top1_acc: 0.7047, top5_acc: 0.8848, loss_cls: 1.1818, loss: 1.1818, grad_norm: 5.5601 2020-07-25 23:01:16,359 - mmaction - INFO - Epoch [79][40/940] lr: 1.000e-03, eta: 5:33:46, time: 0.901, data_time: 0.002, memory: 8343, top1_acc: 0.7004, top5_acc: 0.8803, loss_cls: 1.2110, loss: 1.2110, grad_norm: 5.5841 2020-07-25 23:01:35,093 - mmaction - INFO - Epoch [79][60/940] lr: 1.000e-03, eta: 5:33:26, time: 0.936, data_time: 0.007, memory: 8343, top1_acc: 0.6965, top5_acc: 0.8723, loss_cls: 1.2445, loss: 1.2445, grad_norm: 5.7463 2020-07-25 23:01:54,268 - mmaction - INFO - Epoch [79][80/940] lr: 1.000e-03, eta: 5:33:07, time: 0.958, data_time: 0.009, memory: 8343, top1_acc: 0.6979, top5_acc: 0.8711, loss_cls: 1.2380, loss: 1.2380, grad_norm: 5.6764 2020-07-25 23:02:13,836 - mmaction - INFO - Epoch [79][100/940] lr: 1.000e-03, eta: 5:32:47, time: 0.980, data_time: 0.007, memory: 8343, top1_acc: 0.7006, top5_acc: 0.8730, loss_cls: 1.2281, loss: 1.2281, grad_norm: 5.5362 2020-07-25 23:02:33,700 - mmaction - INFO - Epoch [79][120/940] lr: 1.000e-03, eta: 5:32:28, time: 0.992, data_time: 0.006, memory: 8343, top1_acc: 0.7121, top5_acc: 0.8807, loss_cls: 1.1863, loss: 1.1863, grad_norm: 5.5310 2020-07-25 23:02:52,562 - mmaction - INFO - Epoch [79][140/940] lr: 1.000e-03, eta: 5:32:09, time: 0.944, data_time: 0.005, memory: 8343, top1_acc: 0.7055, top5_acc: 0.8818, loss_cls: 1.1930, loss: 1.1930, grad_norm: 5.5966 2020-07-25 23:03:11,762 - mmaction - INFO - Epoch [79][160/940] lr: 1.000e-03, eta: 5:31:49, time: 0.959, data_time: 0.008, memory: 8343, top1_acc: 0.7088, top5_acc: 0.8785, loss_cls: 1.1832, loss: 1.1832, grad_norm: 5.6247 2020-07-25 23:03:31,387 - mmaction - INFO - Epoch [79][180/940] lr: 1.000e-03, eta: 5:31:30, time: 0.979, data_time: 0.005, memory: 8343, top1_acc: 0.6949, top5_acc: 0.8740, loss_cls: 1.2207, loss: 1.2207, grad_norm: 5.6348 2020-07-25 23:03:50,753 - mmaction - INFO - Epoch [79][200/940] lr: 1.000e-03, eta: 5:31:10, time: 0.971, data_time: 0.008, memory: 8343, top1_acc: 0.7027, top5_acc: 0.8811, loss_cls: 1.1978, loss: 1.1978, grad_norm: 5.6953 2020-07-25 23:04:10,851 - mmaction - INFO - Epoch [79][220/940] lr: 1.000e-03, eta: 5:30:51, time: 1.003, data_time: 0.004, memory: 8343, top1_acc: 0.6916, top5_acc: 0.8746, loss_cls: 1.2543, loss: 1.2543, grad_norm: 5.7044 2020-07-25 23:04:29,889 - mmaction - INFO - Epoch [79][240/940] lr: 1.000e-03, eta: 5:30:32, time: 0.952, data_time: 0.006, memory: 8343, top1_acc: 0.6947, top5_acc: 0.8801, loss_cls: 1.2026, loss: 1.2026, grad_norm: 5.5577 2020-07-25 23:04:49,794 - mmaction - INFO - Epoch [79][260/940] lr: 1.000e-03, eta: 5:30:12, time: 0.996, data_time: 0.004, memory: 8343, top1_acc: 0.6953, top5_acc: 0.8787, loss_cls: 1.2079, loss: 1.2079, grad_norm: 5.5630 2020-07-25 23:05:09,136 - mmaction - INFO - Epoch [79][280/940] lr: 1.000e-03, eta: 5:29:53, time: 0.967, data_time: 0.008, memory: 8343, top1_acc: 0.6943, top5_acc: 0.8783, loss_cls: 1.2309, loss: 1.2309, grad_norm: 5.6230 2020-07-25 23:05:29,453 - mmaction - INFO - Epoch [79][300/940] lr: 1.000e-03, eta: 5:29:34, time: 1.018, data_time: 0.004, memory: 8343, top1_acc: 0.6920, top5_acc: 0.8854, loss_cls: 1.2041, loss: 1.2041, grad_norm: 5.6809 2020-07-25 23:05:48,830 - mmaction - INFO - Epoch [79][320/940] lr: 1.000e-03, eta: 5:29:14, time: 0.969, data_time: 0.002, memory: 8343, top1_acc: 0.6975, top5_acc: 0.8770, loss_cls: 1.2078, loss: 1.2078, grad_norm: 5.5379 2020-07-25 23:06:07,689 - mmaction - INFO - Epoch [79][340/940] lr: 1.000e-03, eta: 5:28:55, time: 0.942, data_time: 0.007, memory: 8343, top1_acc: 0.6965, top5_acc: 0.8834, loss_cls: 1.2172, loss: 1.2172, grad_norm: 5.6405 2020-07-25 23:06:26,572 - mmaction - INFO - Epoch [79][360/940] lr: 1.000e-03, eta: 5:28:35, time: 0.945, data_time: 0.003, memory: 8343, top1_acc: 0.7146, top5_acc: 0.8883, loss_cls: 1.1489, loss: 1.1489, grad_norm: 5.4839 2020-07-25 23:06:46,352 - mmaction - INFO - Epoch [79][380/940] lr: 1.000e-03, eta: 5:28:16, time: 0.986, data_time: 0.005, memory: 8343, top1_acc: 0.7057, top5_acc: 0.8820, loss_cls: 1.1841, loss: 1.1841, grad_norm: 5.5456 2020-07-25 23:07:06,350 - mmaction - INFO - Epoch [79][400/940] lr: 1.000e-03, eta: 5:27:57, time: 1.003, data_time: 0.007, memory: 8343, top1_acc: 0.7098, top5_acc: 0.8809, loss_cls: 1.1973, loss: 1.1973, grad_norm: 5.6145 2020-07-25 23:07:25,589 - mmaction - INFO - Epoch [79][420/940] lr: 1.000e-03, eta: 5:27:37, time: 0.961, data_time: 0.006, memory: 8343, top1_acc: 0.6949, top5_acc: 0.8752, loss_cls: 1.2454, loss: 1.2454, grad_norm: 5.7264 2020-07-25 23:07:46,333 - mmaction - INFO - Epoch [79][440/940] lr: 1.000e-03, eta: 5:27:18, time: 1.038, data_time: 0.005, memory: 8343, top1_acc: 0.7037, top5_acc: 0.8828, loss_cls: 1.1934, loss: 1.1934, grad_norm: 5.6222 2020-07-25 23:08:05,313 - mmaction - INFO - Epoch [79][460/940] lr: 1.000e-03, eta: 5:26:59, time: 0.943, data_time: 0.007, memory: 8343, top1_acc: 0.7074, top5_acc: 0.8785, loss_cls: 1.1912, loss: 1.1912, grad_norm: 5.5408 2020-07-25 23:08:24,806 - mmaction - INFO - Epoch [79][480/940] lr: 1.000e-03, eta: 5:26:39, time: 0.980, data_time: 0.010, memory: 8343, top1_acc: 0.6994, top5_acc: 0.8836, loss_cls: 1.1951, loss: 1.1951, grad_norm: 5.6846 2020-07-25 23:08:44,473 - mmaction - INFO - Epoch [79][500/940] lr: 1.000e-03, eta: 5:26:20, time: 0.983, data_time: 0.007, memory: 8343, top1_acc: 0.7098, top5_acc: 0.8795, loss_cls: 1.1921, loss: 1.1921, grad_norm: 5.5465 2020-07-25 23:09:03,287 - mmaction - INFO - Epoch [79][520/940] lr: 1.000e-03, eta: 5:26:00, time: 0.942, data_time: 0.006, memory: 8343, top1_acc: 0.6959, top5_acc: 0.8826, loss_cls: 1.2066, loss: 1.2066, grad_norm: 5.6574 2020-07-25 23:09:23,758 - mmaction - INFO - Epoch [79][540/940] lr: 1.000e-03, eta: 5:25:41, time: 1.022, data_time: 0.006, memory: 8343, top1_acc: 0.7084, top5_acc: 0.8793, loss_cls: 1.2016, loss: 1.2016, grad_norm: 5.5832 2020-07-25 23:09:43,341 - mmaction - INFO - Epoch [79][560/940] lr: 1.000e-03, eta: 5:25:22, time: 0.981, data_time: 0.006, memory: 8343, top1_acc: 0.7025, top5_acc: 0.8820, loss_cls: 1.1937, loss: 1.1937, grad_norm: 5.6207 2020-07-25 23:10:03,981 - mmaction - INFO - Epoch [79][580/940] lr: 1.000e-03, eta: 5:25:03, time: 1.030, data_time: 0.006, memory: 8343, top1_acc: 0.6967, top5_acc: 0.8820, loss_cls: 1.2089, loss: 1.2089, grad_norm: 5.6586 2020-07-25 23:10:21,983 - mmaction - INFO - Epoch [79][600/940] lr: 1.000e-03, eta: 5:24:43, time: 0.900, data_time: 0.005, memory: 8343, top1_acc: 0.7074, top5_acc: 0.8828, loss_cls: 1.1976, loss: 1.1976, grad_norm: 5.5253 2020-07-25 23:10:42,204 - mmaction - INFO - Epoch [79][620/940] lr: 1.000e-03, eta: 5:24:24, time: 1.009, data_time: 0.008, memory: 8343, top1_acc: 0.6953, top5_acc: 0.8840, loss_cls: 1.2080, loss: 1.2080, grad_norm: 5.6662 2020-07-25 23:11:02,132 - mmaction - INFO - Epoch [79][640/940] lr: 1.000e-03, eta: 5:24:05, time: 1.000, data_time: 0.009, memory: 8343, top1_acc: 0.7027, top5_acc: 0.8797, loss_cls: 1.2083, loss: 1.2083, grad_norm: 5.6740 2020-07-25 23:11:21,001 - mmaction - INFO - Epoch [79][660/940] lr: 1.000e-03, eta: 5:23:45, time: 0.938, data_time: 0.008, memory: 8343, top1_acc: 0.6977, top5_acc: 0.8842, loss_cls: 1.2091, loss: 1.2091, grad_norm: 5.5730 2020-07-25 23:11:41,475 - mmaction - INFO - Epoch [79][680/940] lr: 1.000e-03, eta: 5:23:26, time: 1.030, data_time: 0.009, memory: 8343, top1_acc: 0.7061, top5_acc: 0.8832, loss_cls: 1.1793, loss: 1.1793, grad_norm: 5.5207 2020-07-25 23:12:00,691 - mmaction - INFO - Epoch [79][700/940] lr: 1.000e-03, eta: 5:23:07, time: 0.961, data_time: 0.002, memory: 8343, top1_acc: 0.7008, top5_acc: 0.8799, loss_cls: 1.1903, loss: 1.1903, grad_norm: 5.5648 2020-07-25 23:12:20,360 - mmaction - INFO - Epoch [79][720/940] lr: 1.000e-03, eta: 5:22:47, time: 0.981, data_time: 0.006, memory: 8343, top1_acc: 0.6953, top5_acc: 0.8803, loss_cls: 1.2077, loss: 1.2077, grad_norm: 5.5822 2020-07-25 23:12:41,526 - mmaction - INFO - Epoch [79][740/940] lr: 1.000e-03, eta: 5:22:28, time: 1.059, data_time: 0.010, memory: 8343, top1_acc: 0.6975, top5_acc: 0.8756, loss_cls: 1.2137, loss: 1.2137, grad_norm: 5.7193 2020-07-25 23:13:00,873 - mmaction - INFO - Epoch [79][760/940] lr: 1.000e-03, eta: 5:22:09, time: 0.969, data_time: 0.005, memory: 8343, top1_acc: 0.7045, top5_acc: 0.8816, loss_cls: 1.1968, loss: 1.1968, grad_norm: 5.5875 2020-07-25 23:13:19,578 - mmaction - INFO - Epoch [79][780/940] lr: 1.000e-03, eta: 5:21:49, time: 0.934, data_time: 0.006, memory: 8343, top1_acc: 0.6965, top5_acc: 0.8764, loss_cls: 1.2071, loss: 1.2071, grad_norm: 5.6903 2020-07-25 23:13:38,070 - mmaction - INFO - Epoch [79][800/940] lr: 1.000e-03, eta: 5:21:30, time: 0.924, data_time: 0.004, memory: 8343, top1_acc: 0.7051, top5_acc: 0.8838, loss_cls: 1.1839, loss: 1.1839, grad_norm: 5.5935 2020-07-25 23:13:58,027 - mmaction - INFO - Epoch [79][820/940] lr: 1.000e-03, eta: 5:21:10, time: 0.994, data_time: 0.009, memory: 8343, top1_acc: 0.6998, top5_acc: 0.8836, loss_cls: 1.1894, loss: 1.1894, grad_norm: 5.6988 2020-07-25 23:14:17,300 - mmaction - INFO - Epoch [79][840/940] lr: 1.000e-03, eta: 5:20:51, time: 0.969, data_time: 0.009, memory: 8343, top1_acc: 0.6996, top5_acc: 0.8871, loss_cls: 1.1839, loss: 1.1839, grad_norm: 5.6033 2020-07-25 23:14:38,571 - mmaction - INFO - Epoch [79][860/940] lr: 1.000e-03, eta: 5:20:32, time: 1.063, data_time: 0.006, memory: 8343, top1_acc: 0.7057, top5_acc: 0.8775, loss_cls: 1.2129, loss: 1.2129, grad_norm: 5.6340 2020-07-25 23:14:57,112 - mmaction - INFO - Epoch [79][880/940] lr: 1.000e-03, eta: 5:20:12, time: 0.929, data_time: 0.005, memory: 8343, top1_acc: 0.7135, top5_acc: 0.8771, loss_cls: 1.2123, loss: 1.2123, grad_norm: 5.5770 2020-07-25 23:15:16,238 - mmaction - INFO - Epoch [79][900/940] lr: 1.000e-03, eta: 5:19:53, time: 0.951, data_time: 0.006, memory: 8343, top1_acc: 0.7045, top5_acc: 0.8754, loss_cls: 1.2108, loss: 1.2108, grad_norm: 5.5887 2020-07-25 23:15:35,785 - mmaction - INFO - Epoch [79][920/940] lr: 1.000e-03, eta: 5:19:33, time: 0.982, data_time: 0.007, memory: 8343, top1_acc: 0.7104, top5_acc: 0.8797, loss_cls: 1.1982, loss: 1.1982, grad_norm: 5.5350 2020-07-25 23:15:54,112 - mmaction - INFO - Epoch [79][940/940] lr: 1.000e-03, eta: 5:19:14, time: 0.915, data_time: 0.005, memory: 8343, top1_acc: 0.7006, top5_acc: 0.8848, loss_cls: 1.1917, loss: 1.1917, grad_norm: 5.6625 2020-07-25 23:15:54,549 - mmaction - INFO - Saving checkpoint at 79 epochs 2020-07-25 23:16:20,294 - mmaction - INFO - Epoch [80][20/940] lr: 1.000e-03, eta: 5:18:56, time: 1.266, data_time: 0.496, memory: 8343, top1_acc: 0.7102, top5_acc: 0.8861, loss_cls: 1.1310, loss: 1.1310, grad_norm: 5.4510 2020-07-25 23:16:38,986 - mmaction - INFO - Epoch [80][40/940] lr: 1.000e-03, eta: 5:18:36, time: 0.936, data_time: 0.010, memory: 8343, top1_acc: 0.6965, top5_acc: 0.8736, loss_cls: 1.2167, loss: 1.2167, grad_norm: 5.6646 2020-07-25 23:16:57,283 - mmaction - INFO - Epoch [80][60/940] lr: 1.000e-03, eta: 5:18:17, time: 0.916, data_time: 0.004, memory: 8343, top1_acc: 0.7080, top5_acc: 0.8855, loss_cls: 1.1886, loss: 1.1886, grad_norm: 5.6220 2020-07-25 23:17:18,083 - mmaction - INFO - Epoch [80][80/940] lr: 1.000e-03, eta: 5:17:58, time: 1.035, data_time: 0.006, memory: 8343, top1_acc: 0.7021, top5_acc: 0.8850, loss_cls: 1.1875, loss: 1.1875, grad_norm: 5.6399 2020-07-25 23:17:36,955 - mmaction - INFO - Epoch [80][100/940] lr: 1.000e-03, eta: 5:17:38, time: 0.948, data_time: 0.009, memory: 8343, top1_acc: 0.6990, top5_acc: 0.8785, loss_cls: 1.2005, loss: 1.2005, grad_norm: 5.6656 2020-07-25 23:17:56,711 - mmaction - INFO - Epoch [80][120/940] lr: 1.000e-03, eta: 5:17:19, time: 0.983, data_time: 0.005, memory: 8343, top1_acc: 0.7080, top5_acc: 0.8818, loss_cls: 1.1714, loss: 1.1714, grad_norm: 5.5072 2020-07-25 23:18:16,537 - mmaction - INFO - Epoch [80][140/940] lr: 1.000e-03, eta: 5:16:59, time: 0.997, data_time: 0.008, memory: 8343, top1_acc: 0.6873, top5_acc: 0.8723, loss_cls: 1.2350, loss: 1.2350, grad_norm: 5.7398 2020-07-25 23:18:36,206 - mmaction - INFO - Epoch [80][160/940] lr: 1.000e-03, eta: 5:16:40, time: 0.982, data_time: 0.005, memory: 8343, top1_acc: 0.7018, top5_acc: 0.8848, loss_cls: 1.1898, loss: 1.1898, grad_norm: 5.6888 2020-07-25 23:18:55,835 - mmaction - INFO - Epoch [80][180/940] lr: 1.000e-03, eta: 5:16:21, time: 0.982, data_time: 0.004, memory: 8343, top1_acc: 0.7059, top5_acc: 0.8809, loss_cls: 1.2107, loss: 1.2107, grad_norm: 5.6544 2020-07-25 23:19:16,049 - mmaction - INFO - Epoch [80][200/940] lr: 1.000e-03, eta: 5:16:02, time: 1.006, data_time: 0.008, memory: 8343, top1_acc: 0.7063, top5_acc: 0.8785, loss_cls: 1.2195, loss: 1.2195, grad_norm: 5.6269 2020-07-25 23:19:35,607 - mmaction - INFO - Epoch [80][220/940] lr: 1.000e-03, eta: 5:15:42, time: 0.982, data_time: 0.009, memory: 8343, top1_acc: 0.7055, top5_acc: 0.8789, loss_cls: 1.1984, loss: 1.1984, grad_norm: 5.5839 2020-07-25 23:19:55,201 - mmaction - INFO - Epoch [80][240/940] lr: 1.000e-03, eta: 5:15:23, time: 0.980, data_time: 0.008, memory: 8343, top1_acc: 0.6975, top5_acc: 0.8785, loss_cls: 1.2137, loss: 1.2137, grad_norm: 5.7064 2020-07-25 23:20:15,122 - mmaction - INFO - Epoch [80][260/940] lr: 1.000e-03, eta: 5:15:04, time: 0.998, data_time: 0.006, memory: 8343, top1_acc: 0.7129, top5_acc: 0.8943, loss_cls: 1.1377, loss: 1.1377, grad_norm: 5.6347 2020-07-25 23:20:34,674 - mmaction - INFO - Epoch [80][280/940] lr: 1.000e-03, eta: 5:14:44, time: 0.973, data_time: 0.005, memory: 8343, top1_acc: 0.6984, top5_acc: 0.8830, loss_cls: 1.1758, loss: 1.1758, grad_norm: 5.5822 2020-07-25 23:20:53,926 - mmaction - INFO - Epoch [80][300/940] lr: 1.000e-03, eta: 5:14:25, time: 0.967, data_time: 0.007, memory: 8343, top1_acc: 0.6924, top5_acc: 0.8744, loss_cls: 1.2373, loss: 1.2373, grad_norm: 5.7307 2020-07-25 23:21:13,326 - mmaction - INFO - Epoch [80][320/940] lr: 1.000e-03, eta: 5:14:05, time: 0.969, data_time: 0.004, memory: 8343, top1_acc: 0.7000, top5_acc: 0.8812, loss_cls: 1.2011, loss: 1.2011, grad_norm: 5.6720 2020-07-25 23:21:33,288 - mmaction - INFO - Epoch [80][340/940] lr: 1.000e-03, eta: 5:13:46, time: 0.999, data_time: 0.004, memory: 8343, top1_acc: 0.7084, top5_acc: 0.8850, loss_cls: 1.1778, loss: 1.1778, grad_norm: 5.6753 2020-07-25 23:21:53,186 - mmaction - INFO - Epoch [80][360/940] lr: 1.000e-03, eta: 5:13:27, time: 0.996, data_time: 0.003, memory: 8343, top1_acc: 0.7072, top5_acc: 0.8824, loss_cls: 1.1836, loss: 1.1836, grad_norm: 5.5532 2020-07-25 23:22:12,715 - mmaction - INFO - Epoch [80][380/940] lr: 1.000e-03, eta: 5:13:07, time: 0.974, data_time: 0.007, memory: 8343, top1_acc: 0.7006, top5_acc: 0.8828, loss_cls: 1.2025, loss: 1.2025, grad_norm: 5.7213 2020-07-25 23:22:32,849 - mmaction - INFO - Epoch [80][400/940] lr: 1.000e-03, eta: 5:12:48, time: 1.008, data_time: 0.007, memory: 8343, top1_acc: 0.6939, top5_acc: 0.8867, loss_cls: 1.2007, loss: 1.2007, grad_norm: 5.6697 2020-07-25 23:22:53,228 - mmaction - INFO - Epoch [80][420/940] lr: 1.000e-03, eta: 5:12:29, time: 1.016, data_time: 0.008, memory: 8343, top1_acc: 0.7072, top5_acc: 0.8811, loss_cls: 1.1857, loss: 1.1857, grad_norm: 5.6505 2020-07-25 23:23:11,953 - mmaction - INFO - Epoch [80][440/940] lr: 1.000e-03, eta: 5:12:09, time: 0.941, data_time: 0.008, memory: 8343, top1_acc: 0.7088, top5_acc: 0.8828, loss_cls: 1.1729, loss: 1.1729, grad_norm: 5.5602 2020-07-25 23:23:31,190 - mmaction - INFO - Epoch [80][460/940] lr: 1.000e-03, eta: 5:11:50, time: 0.955, data_time: 0.005, memory: 8343, top1_acc: 0.7076, top5_acc: 0.8775, loss_cls: 1.1980, loss: 1.1980, grad_norm: 5.6290 2020-07-25 23:23:52,206 - mmaction - INFO - Epoch [80][480/940] lr: 1.000e-03, eta: 5:11:31, time: 1.056, data_time: 0.010, memory: 8343, top1_acc: 0.7047, top5_acc: 0.8791, loss_cls: 1.2088, loss: 1.2088, grad_norm: 5.7559 2020-07-25 23:24:11,364 - mmaction - INFO - Epoch [80][500/940] lr: 1.000e-03, eta: 5:11:11, time: 0.956, data_time: 0.007, memory: 8343, top1_acc: 0.6984, top5_acc: 0.8719, loss_cls: 1.2185, loss: 1.2185, grad_norm: 5.5853 2020-07-25 23:24:30,982 - mmaction - INFO - Epoch [80][520/940] lr: 1.000e-03, eta: 5:10:52, time: 0.984, data_time: 0.007, memory: 8343, top1_acc: 0.7059, top5_acc: 0.8793, loss_cls: 1.2069, loss: 1.2069, grad_norm: 5.6749 2020-07-25 23:24:51,244 - mmaction - INFO - Epoch [80][540/940] lr: 1.000e-03, eta: 5:10:33, time: 1.008, data_time: 0.006, memory: 8343, top1_acc: 0.7029, top5_acc: 0.8781, loss_cls: 1.2209, loss: 1.2209, grad_norm: 5.6643 2020-07-25 23:25:10,739 - mmaction - INFO - Epoch [80][560/940] lr: 1.000e-03, eta: 5:10:14, time: 0.979, data_time: 0.008, memory: 8343, top1_acc: 0.7020, top5_acc: 0.8793, loss_cls: 1.2083, loss: 1.2083, grad_norm: 5.6971 2020-07-25 23:25:30,876 - mmaction - INFO - Epoch [80][580/940] lr: 1.000e-03, eta: 5:09:54, time: 1.007, data_time: 0.002, memory: 8343, top1_acc: 0.7098, top5_acc: 0.8852, loss_cls: 1.1776, loss: 1.1776, grad_norm: 5.5691 2020-07-25 23:25:50,080 - mmaction - INFO - Epoch [80][600/940] lr: 1.000e-03, eta: 5:09:35, time: 0.959, data_time: 0.002, memory: 8343, top1_acc: 0.7043, top5_acc: 0.8842, loss_cls: 1.1830, loss: 1.1830, grad_norm: 5.5596 2020-07-25 23:26:10,005 - mmaction - INFO - Epoch [80][620/940] lr: 1.000e-03, eta: 5:09:16, time: 0.996, data_time: 0.007, memory: 8343, top1_acc: 0.6867, top5_acc: 0.8787, loss_cls: 1.2231, loss: 1.2231, grad_norm: 5.6786 2020-07-25 23:26:29,594 - mmaction - INFO - Epoch [80][640/940] lr: 1.000e-03, eta: 5:08:56, time: 0.978, data_time: 0.008, memory: 8343, top1_acc: 0.7076, top5_acc: 0.8840, loss_cls: 1.1763, loss: 1.1763, grad_norm: 5.5909 2020-07-25 23:26:49,667 - mmaction - INFO - Epoch [80][660/940] lr: 1.000e-03, eta: 5:08:37, time: 1.006, data_time: 0.005, memory: 8343, top1_acc: 0.6943, top5_acc: 0.8781, loss_cls: 1.2089, loss: 1.2089, grad_norm: 5.6505 2020-07-25 23:27:08,851 - mmaction - INFO - Epoch [80][680/940] lr: 1.000e-03, eta: 5:08:18, time: 0.959, data_time: 0.006, memory: 8343, top1_acc: 0.7105, top5_acc: 0.8836, loss_cls: 1.1718, loss: 1.1718, grad_norm: 5.5734 2020-07-25 23:27:28,052 - mmaction - INFO - Epoch [80][700/940] lr: 1.000e-03, eta: 5:07:58, time: 0.960, data_time: 0.006, memory: 8343, top1_acc: 0.7088, top5_acc: 0.8861, loss_cls: 1.1586, loss: 1.1586, grad_norm: 5.5136 2020-07-25 23:27:47,311 - mmaction - INFO - Epoch [80][720/940] lr: 1.000e-03, eta: 5:07:39, time: 0.963, data_time: 0.003, memory: 8343, top1_acc: 0.7000, top5_acc: 0.8844, loss_cls: 1.1931, loss: 1.1931, grad_norm: 5.6146 2020-07-25 23:28:07,464 - mmaction - INFO - Epoch [80][740/940] lr: 1.000e-03, eta: 5:07:19, time: 1.006, data_time: 0.006, memory: 8343, top1_acc: 0.6965, top5_acc: 0.8805, loss_cls: 1.2081, loss: 1.2081, grad_norm: 5.6286 2020-07-25 23:28:27,806 - mmaction - INFO - Epoch [80][760/940] lr: 1.000e-03, eta: 5:07:00, time: 1.019, data_time: 0.005, memory: 8343, top1_acc: 0.6949, top5_acc: 0.8762, loss_cls: 1.2167, loss: 1.2167, grad_norm: 5.7126 2020-07-25 23:28:46,899 - mmaction - INFO - Epoch [80][780/940] lr: 1.000e-03, eta: 5:06:41, time: 0.949, data_time: 0.006, memory: 8343, top1_acc: 0.7041, top5_acc: 0.8830, loss_cls: 1.1934, loss: 1.1934, grad_norm: 5.6394 2020-07-25 23:29:06,944 - mmaction - INFO - Epoch [80][800/940] lr: 1.000e-03, eta: 5:06:21, time: 1.006, data_time: 0.008, memory: 8343, top1_acc: 0.7010, top5_acc: 0.8811, loss_cls: 1.2101, loss: 1.2101, grad_norm: 5.7355 2020-07-25 23:29:26,304 - mmaction - INFO - Epoch [80][820/940] lr: 1.000e-03, eta: 5:06:02, time: 0.965, data_time: 0.007, memory: 8343, top1_acc: 0.6986, top5_acc: 0.8785, loss_cls: 1.2136, loss: 1.2136, grad_norm: 5.7683 2020-07-25 23:29:46,521 - mmaction - INFO - Epoch [80][840/940] lr: 1.000e-03, eta: 5:05:43, time: 1.016, data_time: 0.009, memory: 8343, top1_acc: 0.7051, top5_acc: 0.8848, loss_cls: 1.1823, loss: 1.1823, grad_norm: 5.6274 2020-07-25 23:30:06,586 - mmaction - INFO - Epoch [80][860/940] lr: 1.000e-03, eta: 5:05:24, time: 1.002, data_time: 0.004, memory: 8343, top1_acc: 0.7041, top5_acc: 0.8781, loss_cls: 1.1950, loss: 1.1950, grad_norm: 5.6055 2020-07-25 23:30:25,050 - mmaction - INFO - Epoch [80][880/940] lr: 1.000e-03, eta: 5:05:04, time: 0.923, data_time: 0.003, memory: 8343, top1_acc: 0.6965, top5_acc: 0.8711, loss_cls: 1.2472, loss: 1.2472, grad_norm: 5.6783 2020-07-25 23:30:45,355 - mmaction - INFO - Epoch [80][900/940] lr: 1.000e-03, eta: 5:04:45, time: 1.011, data_time: 0.007, memory: 8343, top1_acc: 0.7084, top5_acc: 0.8844, loss_cls: 1.1860, loss: 1.1860, grad_norm: 5.6182 2020-07-25 23:31:04,456 - mmaction - INFO - Epoch [80][920/940] lr: 1.000e-03, eta: 5:04:25, time: 0.959, data_time: 0.008, memory: 8343, top1_acc: 0.7004, top5_acc: 0.8820, loss_cls: 1.2068, loss: 1.2068, grad_norm: 5.7114 2020-07-25 23:31:23,220 - mmaction - INFO - Epoch [80][940/940] lr: 1.000e-03, eta: 5:04:06, time: 0.939, data_time: 0.009, memory: 8343, top1_acc: 0.6990, top5_acc: 0.8793, loss_cls: 1.2068, loss: 1.2068, grad_norm: 5.8382 2020-07-25 23:31:23,633 - mmaction - INFO - Saving checkpoint at 80 epochs 2020-07-25 23:31:51,167 - mmaction - INFO - Epoch [81][20/940] lr: 1.000e-04, eta: 5:03:48, time: 1.358, data_time: 0.523, memory: 8343, top1_acc: 0.7084, top5_acc: 0.8822, loss_cls: 1.1823, loss: 1.1823, grad_norm: 5.6286 2020-07-25 23:32:09,206 - mmaction - INFO - Epoch [81][40/940] lr: 1.000e-04, eta: 5:03:28, time: 0.902, data_time: 0.009, memory: 8343, top1_acc: 0.7107, top5_acc: 0.8928, loss_cls: 1.1556, loss: 1.1556, grad_norm: 5.5472 2020-07-25 23:32:29,007 - mmaction - INFO - Epoch [81][60/940] lr: 1.000e-04, eta: 5:03:09, time: 0.991, data_time: 0.004, memory: 8343, top1_acc: 0.7123, top5_acc: 0.8863, loss_cls: 1.1756, loss: 1.1756, grad_norm: 5.6490 2020-07-25 23:32:48,110 - mmaction - INFO - Epoch [81][80/940] lr: 1.000e-04, eta: 5:02:50, time: 0.953, data_time: 0.005, memory: 8343, top1_acc: 0.7148, top5_acc: 0.8930, loss_cls: 1.1520, loss: 1.1520, grad_norm: 5.5298 2020-07-25 23:33:07,958 - mmaction - INFO - Epoch [81][100/940] lr: 1.000e-04, eta: 5:02:30, time: 0.994, data_time: 0.009, memory: 8343, top1_acc: 0.6990, top5_acc: 0.8770, loss_cls: 1.2272, loss: 1.2272, grad_norm: 5.6422 2020-07-25 23:33:28,801 - mmaction - INFO - Epoch [81][120/940] lr: 1.000e-04, eta: 5:02:11, time: 1.042, data_time: 0.003, memory: 8343, top1_acc: 0.7166, top5_acc: 0.8918, loss_cls: 1.1335, loss: 1.1335, grad_norm: 5.4000 2020-07-25 23:33:47,781 - mmaction - INFO - Epoch [81][140/940] lr: 1.000e-04, eta: 5:01:52, time: 0.947, data_time: 0.006, memory: 8343, top1_acc: 0.7043, top5_acc: 0.8900, loss_cls: 1.1572, loss: 1.1572, grad_norm: 5.6156 2020-07-25 23:34:06,172 - mmaction - INFO - Epoch [81][160/940] lr: 1.000e-04, eta: 5:01:32, time: 0.922, data_time: 0.004, memory: 8343, top1_acc: 0.7088, top5_acc: 0.8873, loss_cls: 1.1625, loss: 1.1625, grad_norm: 5.6121 2020-07-25 23:34:26,969 - mmaction - INFO - Epoch [81][180/940] lr: 1.000e-04, eta: 5:01:13, time: 1.037, data_time: 0.005, memory: 8343, top1_acc: 0.7037, top5_acc: 0.8820, loss_cls: 1.1732, loss: 1.1732, grad_norm: 5.5868 2020-07-25 23:34:45,772 - mmaction - INFO - Epoch [81][200/940] lr: 1.000e-04, eta: 5:00:53, time: 0.941, data_time: 0.007, memory: 8343, top1_acc: 0.7066, top5_acc: 0.8859, loss_cls: 1.1720, loss: 1.1720, grad_norm: 5.5168 2020-07-25 23:35:05,829 - mmaction - INFO - Epoch [81][220/940] lr: 1.000e-04, eta: 5:00:34, time: 1.004, data_time: 0.007, memory: 8343, top1_acc: 0.7000, top5_acc: 0.8807, loss_cls: 1.1942, loss: 1.1942, grad_norm: 5.5971 2020-07-25 23:35:25,511 - mmaction - INFO - Epoch [81][240/940] lr: 1.000e-04, eta: 5:00:15, time: 0.984, data_time: 0.003, memory: 8343, top1_acc: 0.6988, top5_acc: 0.8783, loss_cls: 1.1939, loss: 1.1939, grad_norm: 5.5969 2020-07-25 23:35:45,300 - mmaction - INFO - Epoch [81][260/940] lr: 1.000e-04, eta: 4:59:56, time: 0.990, data_time: 0.002, memory: 8343, top1_acc: 0.7047, top5_acc: 0.8850, loss_cls: 1.1508, loss: 1.1508, grad_norm: 5.5191 2020-07-25 23:36:06,431 - mmaction - INFO - Epoch [81][280/940] lr: 1.000e-04, eta: 4:59:37, time: 1.057, data_time: 0.005, memory: 8343, top1_acc: 0.7113, top5_acc: 0.8869, loss_cls: 1.1624, loss: 1.1624, grad_norm: 5.5115 2020-07-25 23:36:25,484 - mmaction - INFO - Epoch [81][300/940] lr: 1.000e-04, eta: 4:59:17, time: 0.951, data_time: 0.003, memory: 8343, top1_acc: 0.7018, top5_acc: 0.8840, loss_cls: 1.1877, loss: 1.1877, grad_norm: 5.5499 2020-07-25 23:36:43,975 - mmaction - INFO - Epoch [81][320/940] lr: 1.000e-04, eta: 4:58:57, time: 0.926, data_time: 0.009, memory: 8343, top1_acc: 0.7014, top5_acc: 0.8842, loss_cls: 1.1896, loss: 1.1896, grad_norm: 5.6571 2020-07-25 23:37:05,032 - mmaction - INFO - Epoch [81][340/940] lr: 1.000e-04, eta: 4:58:38, time: 1.053, data_time: 0.002, memory: 8343, top1_acc: 0.7215, top5_acc: 0.8934, loss_cls: 1.1298, loss: 1.1298, grad_norm: 5.5218 2020-07-25 23:37:23,078 - mmaction - INFO - Epoch [81][360/940] lr: 1.000e-04, eta: 4:58:19, time: 0.900, data_time: 0.006, memory: 8343, top1_acc: 0.7094, top5_acc: 0.8916, loss_cls: 1.1180, loss: 1.1180, grad_norm: 5.5666 2020-07-25 23:37:42,562 - mmaction - INFO - Epoch [81][380/940] lr: 1.000e-04, eta: 4:57:59, time: 0.975, data_time: 0.006, memory: 8343, top1_acc: 0.7025, top5_acc: 0.8818, loss_cls: 1.1836, loss: 1.1836, grad_norm: 5.5530 2020-07-25 23:38:02,335 - mmaction - INFO - Epoch [81][400/940] lr: 1.000e-04, eta: 4:57:40, time: 0.988, data_time: 0.008, memory: 8343, top1_acc: 0.7109, top5_acc: 0.8871, loss_cls: 1.1792, loss: 1.1792, grad_norm: 5.5637 2020-07-25 23:38:23,118 - mmaction - INFO - Epoch [81][420/940] lr: 1.000e-04, eta: 4:57:21, time: 1.041, data_time: 0.005, memory: 8343, top1_acc: 0.7127, top5_acc: 0.8846, loss_cls: 1.1656, loss: 1.1656, grad_norm: 5.5391 2020-07-25 23:38:41,428 - mmaction - INFO - Epoch [81][440/940] lr: 1.000e-04, eta: 4:57:01, time: 0.909, data_time: 0.006, memory: 8343, top1_acc: 0.7061, top5_acc: 0.8820, loss_cls: 1.1898, loss: 1.1898, grad_norm: 5.6449 2020-07-25 23:39:04,145 - mmaction - INFO - Epoch [81][460/940] lr: 1.000e-04, eta: 4:56:43, time: 1.143, data_time: 0.009, memory: 8343, top1_acc: 0.7107, top5_acc: 0.8812, loss_cls: 1.1577, loss: 1.1577, grad_norm: 5.5906 2020-07-25 23:39:23,379 - mmaction - INFO - Epoch [81][480/940] lr: 1.000e-04, eta: 4:56:23, time: 0.955, data_time: 0.006, memory: 8343, top1_acc: 0.7096, top5_acc: 0.8844, loss_cls: 1.1541, loss: 1.1541, grad_norm: 5.6423 2020-07-25 23:39:43,095 - mmaction - INFO - Epoch [81][500/940] lr: 1.000e-04, eta: 4:56:04, time: 0.991, data_time: 0.011, memory: 8343, top1_acc: 0.7006, top5_acc: 0.8854, loss_cls: 1.1615, loss: 1.1615, grad_norm: 5.5809 2020-07-25 23:40:02,901 - mmaction - INFO - Epoch [81][520/940] lr: 1.000e-04, eta: 4:55:44, time: 0.989, data_time: 0.006, memory: 8343, top1_acc: 0.7098, top5_acc: 0.8795, loss_cls: 1.1709, loss: 1.1709, grad_norm: 5.5838 2020-07-25 23:40:21,850 - mmaction - INFO - Epoch [81][540/940] lr: 1.000e-04, eta: 4:55:25, time: 0.948, data_time: 0.007, memory: 8343, top1_acc: 0.7025, top5_acc: 0.8803, loss_cls: 1.1992, loss: 1.1992, grad_norm: 5.6689 2020-07-25 23:40:41,288 - mmaction - INFO - Epoch [81][560/940] lr: 1.000e-04, eta: 4:55:06, time: 0.973, data_time: 0.008, memory: 8343, top1_acc: 0.7230, top5_acc: 0.8830, loss_cls: 1.1436, loss: 1.1436, grad_norm: 5.4824 2020-07-25 23:41:01,099 - mmaction - INFO - Epoch [81][580/940] lr: 1.000e-04, eta: 4:54:46, time: 0.991, data_time: 0.003, memory: 8343, top1_acc: 0.7029, top5_acc: 0.8766, loss_cls: 1.2150, loss: 1.2150, grad_norm: 5.6468 2020-07-25 23:41:19,359 - mmaction - INFO - Epoch [81][600/940] lr: 1.000e-04, eta: 4:54:26, time: 0.907, data_time: 0.005, memory: 8343, top1_acc: 0.6973, top5_acc: 0.8801, loss_cls: 1.2060, loss: 1.2060, grad_norm: 5.6748 2020-07-25 23:41:40,055 - mmaction - INFO - Epoch [81][620/940] lr: 1.000e-04, eta: 4:54:07, time: 1.041, data_time: 0.009, memory: 8343, top1_acc: 0.7076, top5_acc: 0.8838, loss_cls: 1.1694, loss: 1.1694, grad_norm: 5.5411 2020-07-25 23:41:59,227 - mmaction - INFO - Epoch [81][640/940] lr: 1.000e-04, eta: 4:53:48, time: 0.956, data_time: 0.002, memory: 8343, top1_acc: 0.7148, top5_acc: 0.8883, loss_cls: 1.1638, loss: 1.1638, grad_norm: 5.5999 2020-07-25 23:42:18,095 - mmaction - INFO - Epoch [81][660/940] lr: 1.000e-04, eta: 4:53:28, time: 0.945, data_time: 0.008, memory: 8343, top1_acc: 0.7053, top5_acc: 0.8803, loss_cls: 1.1882, loss: 1.1882, grad_norm: 5.6034 2020-07-25 23:42:36,907 - mmaction - INFO - Epoch [81][680/940] lr: 1.000e-04, eta: 4:53:09, time: 0.941, data_time: 0.004, memory: 8343, top1_acc: 0.7000, top5_acc: 0.8760, loss_cls: 1.2059, loss: 1.2059, grad_norm: 5.6720 2020-07-25 23:42:57,144 - mmaction - INFO - Epoch [81][700/940] lr: 1.000e-04, eta: 4:52:50, time: 1.013, data_time: 0.008, memory: 8343, top1_acc: 0.7025, top5_acc: 0.8811, loss_cls: 1.1847, loss: 1.1847, grad_norm: 5.5793 2020-07-25 23:43:15,750 - mmaction - INFO - Epoch [81][720/940] lr: 1.000e-04, eta: 4:52:30, time: 0.929, data_time: 0.002, memory: 8343, top1_acc: 0.7010, top5_acc: 0.8801, loss_cls: 1.1882, loss: 1.1882, grad_norm: 5.5518 2020-07-25 23:43:35,387 - mmaction - INFO - Epoch [81][740/940] lr: 1.000e-04, eta: 4:52:11, time: 0.979, data_time: 0.008, memory: 8343, top1_acc: 0.7189, top5_acc: 0.8859, loss_cls: 1.1377, loss: 1.1377, grad_norm: 5.4589 2020-07-25 23:43:54,676 - mmaction - INFO - Epoch [81][760/940] lr: 1.000e-04, eta: 4:51:51, time: 0.969, data_time: 0.007, memory: 8343, top1_acc: 0.7053, top5_acc: 0.8818, loss_cls: 1.1859, loss: 1.1859, grad_norm: 5.6352 2020-07-25 23:44:13,542 - mmaction - INFO - Epoch [81][780/940] lr: 1.000e-04, eta: 4:51:32, time: 0.941, data_time: 0.004, memory: 8343, top1_acc: 0.7021, top5_acc: 0.8799, loss_cls: 1.1813, loss: 1.1813, grad_norm: 5.6315 2020-07-25 23:44:34,243 - mmaction - INFO - Epoch [81][800/940] lr: 1.000e-04, eta: 4:51:13, time: 1.037, data_time: 0.006, memory: 8343, top1_acc: 0.7119, top5_acc: 0.8814, loss_cls: 1.1842, loss: 1.1842, grad_norm: 5.6094 2020-07-25 23:44:53,822 - mmaction - INFO - Epoch [81][820/940] lr: 1.000e-04, eta: 4:50:53, time: 0.978, data_time: 0.006, memory: 8343, top1_acc: 0.7184, top5_acc: 0.8920, loss_cls: 1.1291, loss: 1.1291, grad_norm: 5.5192 2020-07-25 23:45:12,828 - mmaction - INFO - Epoch [81][840/940] lr: 1.000e-04, eta: 4:50:34, time: 0.951, data_time: 0.003, memory: 8343, top1_acc: 0.7078, top5_acc: 0.8854, loss_cls: 1.1645, loss: 1.1645, grad_norm: 5.4994 2020-07-25 23:45:32,317 - mmaction - INFO - Epoch [81][860/940] lr: 1.000e-04, eta: 4:50:14, time: 0.974, data_time: 0.005, memory: 8343, top1_acc: 0.7098, top5_acc: 0.8803, loss_cls: 1.1848, loss: 1.1848, grad_norm: 5.5285 2020-07-25 23:45:52,716 - mmaction - INFO - Epoch [81][880/940] lr: 1.000e-04, eta: 4:49:55, time: 1.019, data_time: 0.002, memory: 8343, top1_acc: 0.7152, top5_acc: 0.8904, loss_cls: 1.1510, loss: 1.1510, grad_norm: 5.5459 2020-07-25 23:46:13,209 - mmaction - INFO - Epoch [81][900/940] lr: 1.000e-04, eta: 4:49:36, time: 1.019, data_time: 0.008, memory: 8343, top1_acc: 0.7121, top5_acc: 0.8854, loss_cls: 1.1639, loss: 1.1639, grad_norm: 5.5780 2020-07-25 23:46:31,613 - mmaction - INFO - Epoch [81][920/940] lr: 1.000e-04, eta: 4:49:16, time: 0.925, data_time: 0.008, memory: 8343, top1_acc: 0.7000, top5_acc: 0.8814, loss_cls: 1.2024, loss: 1.2024, grad_norm: 5.7619 2020-07-25 23:46:50,351 - mmaction - INFO - Epoch [81][940/940] lr: 1.000e-04, eta: 4:48:57, time: 0.939, data_time: 0.004, memory: 8343, top1_acc: 0.7197, top5_acc: 0.8892, loss_cls: 1.1531, loss: 1.1531, grad_norm: 5.6209 2020-07-25 23:46:52,940 - mmaction - INFO - Saving checkpoint at 81 epochs 2020-07-25 23:47:20,104 - mmaction - INFO - Epoch [82][20/940] lr: 1.000e-04, eta: 4:48:39, time: 1.337, data_time: 0.506, memory: 8343, top1_acc: 0.7098, top5_acc: 0.8820, loss_cls: 1.1751, loss: 1.1751, grad_norm: 5.5391 2020-07-25 23:47:39,017 - mmaction - INFO - Epoch [82][40/940] lr: 1.000e-04, eta: 4:48:19, time: 0.947, data_time: 0.007, memory: 8343, top1_acc: 0.7070, top5_acc: 0.8900, loss_cls: 1.1466, loss: 1.1466, grad_norm: 5.6472 2020-07-25 23:47:56,935 - mmaction - INFO - Epoch [82][60/940] lr: 1.000e-04, eta: 4:48:00, time: 0.895, data_time: 0.006, memory: 8343, top1_acc: 0.7145, top5_acc: 0.8842, loss_cls: 1.1577, loss: 1.1577, grad_norm: 5.5489 2020-07-25 23:48:17,600 - mmaction - INFO - Epoch [82][80/940] lr: 1.000e-04, eta: 4:47:41, time: 1.032, data_time: 0.003, memory: 8343, top1_acc: 0.7049, top5_acc: 0.8846, loss_cls: 1.1836, loss: 1.1836, grad_norm: 5.5597 2020-07-25 23:48:36,167 - mmaction - INFO - Epoch [82][100/940] lr: 1.000e-04, eta: 4:47:21, time: 0.924, data_time: 0.006, memory: 8343, top1_acc: 0.7064, top5_acc: 0.8836, loss_cls: 1.1784, loss: 1.1784, grad_norm: 5.4968 2020-07-25 23:48:55,291 - mmaction - INFO - Epoch [82][120/940] lr: 1.000e-04, eta: 4:47:01, time: 0.962, data_time: 0.008, memory: 8343, top1_acc: 0.7178, top5_acc: 0.8941, loss_cls: 1.1275, loss: 1.1275, grad_norm: 5.4815 2020-07-25 23:49:15,088 - mmaction - INFO - Epoch [82][140/940] lr: 1.000e-04, eta: 4:46:42, time: 0.989, data_time: 0.005, memory: 8343, top1_acc: 0.7113, top5_acc: 0.8885, loss_cls: 1.1501, loss: 1.1501, grad_norm: 5.5167 2020-07-25 23:49:33,531 - mmaction - INFO - Epoch [82][160/940] lr: 1.000e-04, eta: 4:46:22, time: 0.923, data_time: 0.004, memory: 8343, top1_acc: 0.7137, top5_acc: 0.8879, loss_cls: 1.1392, loss: 1.1392, grad_norm: 5.5261 2020-07-25 23:49:53,257 - mmaction - INFO - Epoch [82][180/940] lr: 1.000e-04, eta: 4:46:03, time: 0.982, data_time: 0.007, memory: 8343, top1_acc: 0.7121, top5_acc: 0.8842, loss_cls: 1.1836, loss: 1.1836, grad_norm: 5.6154 2020-07-25 23:50:12,635 - mmaction - INFO - Epoch [82][200/940] lr: 1.000e-04, eta: 4:45:44, time: 0.972, data_time: 0.008, memory: 8343, top1_acc: 0.7084, top5_acc: 0.8863, loss_cls: 1.1577, loss: 1.1577, grad_norm: 5.5671 2020-07-25 23:50:32,188 - mmaction - INFO - Epoch [82][220/940] lr: 1.000e-04, eta: 4:45:24, time: 0.979, data_time: 0.007, memory: 8343, top1_acc: 0.6973, top5_acc: 0.8797, loss_cls: 1.1783, loss: 1.1783, grad_norm: 5.6524 2020-07-25 23:50:51,009 - mmaction - INFO - Epoch [82][240/940] lr: 1.000e-04, eta: 4:45:05, time: 0.942, data_time: 0.003, memory: 8343, top1_acc: 0.7039, top5_acc: 0.8832, loss_cls: 1.1624, loss: 1.1624, grad_norm: 5.5720 2020-07-25 23:51:10,929 - mmaction - INFO - Epoch [82][260/940] lr: 1.000e-04, eta: 4:44:45, time: 0.994, data_time: 0.006, memory: 8343, top1_acc: 0.7107, top5_acc: 0.8889, loss_cls: 1.1543, loss: 1.1543, grad_norm: 5.5649 2020-07-25 23:51:30,062 - mmaction - INFO - Epoch [82][280/940] lr: 1.000e-04, eta: 4:44:26, time: 0.959, data_time: 0.004, memory: 8343, top1_acc: 0.7084, top5_acc: 0.8857, loss_cls: 1.1648, loss: 1.1648, grad_norm: 5.5919 2020-07-25 23:51:49,068 - mmaction - INFO - Epoch [82][300/940] lr: 1.000e-04, eta: 4:44:06, time: 0.947, data_time: 0.005, memory: 8343, top1_acc: 0.7111, top5_acc: 0.8838, loss_cls: 1.1682, loss: 1.1682, grad_norm: 5.6018 2020-07-25 23:52:09,110 - mmaction - INFO - Epoch [82][320/940] lr: 1.000e-04, eta: 4:43:47, time: 1.005, data_time: 0.007, memory: 8343, top1_acc: 0.7051, top5_acc: 0.8820, loss_cls: 1.1788, loss: 1.1788, grad_norm: 5.6202 2020-07-25 23:52:27,663 - mmaction - INFO - Epoch [82][340/940] lr: 1.000e-04, eta: 4:43:28, time: 0.928, data_time: 0.007, memory: 8343, top1_acc: 0.7094, top5_acc: 0.8902, loss_cls: 1.1350, loss: 1.1350, grad_norm: 5.5146 2020-07-25 23:52:46,714 - mmaction - INFO - Epoch [82][360/940] lr: 1.000e-04, eta: 4:43:08, time: 0.951, data_time: 0.002, memory: 8343, top1_acc: 0.7084, top5_acc: 0.8850, loss_cls: 1.1715, loss: 1.1715, grad_norm: 5.5350 2020-07-25 23:53:07,544 - mmaction - INFO - Epoch [82][380/940] lr: 1.000e-04, eta: 4:42:49, time: 1.041, data_time: 0.008, memory: 8343, top1_acc: 0.7166, top5_acc: 0.8896, loss_cls: 1.1267, loss: 1.1267, grad_norm: 5.5272 2020-07-25 23:53:25,469 - mmaction - INFO - Epoch [82][400/940] lr: 1.000e-04, eta: 4:42:29, time: 0.897, data_time: 0.006, memory: 8343, top1_acc: 0.7131, top5_acc: 0.8844, loss_cls: 1.1647, loss: 1.1647, grad_norm: 5.5586 2020-07-25 23:53:45,125 - mmaction - INFO - Epoch [82][420/940] lr: 1.000e-04, eta: 4:42:10, time: 0.977, data_time: 0.008, memory: 8343, top1_acc: 0.7164, top5_acc: 0.8805, loss_cls: 1.1636, loss: 1.1636, grad_norm: 5.5172 2020-07-25 23:54:05,109 - mmaction - INFO - Epoch [82][440/940] lr: 1.000e-04, eta: 4:41:51, time: 1.004, data_time: 0.009, memory: 8343, top1_acc: 0.7016, top5_acc: 0.8789, loss_cls: 1.1913, loss: 1.1913, grad_norm: 5.6693 2020-07-25 23:54:24,071 - mmaction - INFO - Epoch [82][460/940] lr: 1.000e-04, eta: 4:41:31, time: 0.947, data_time: 0.008, memory: 8343, top1_acc: 0.7006, top5_acc: 0.8799, loss_cls: 1.1833, loss: 1.1833, grad_norm: 5.5407 2020-07-25 23:54:44,254 - mmaction - INFO - Epoch [82][480/940] lr: 1.000e-04, eta: 4:41:12, time: 1.011, data_time: 0.007, memory: 8343, top1_acc: 0.7223, top5_acc: 0.8926, loss_cls: 1.1292, loss: 1.1292, grad_norm: 5.5531 2020-07-25 23:55:03,613 - mmaction - INFO - Epoch [82][500/940] lr: 1.000e-04, eta: 4:40:52, time: 0.970, data_time: 0.007, memory: 8343, top1_acc: 0.7123, top5_acc: 0.8828, loss_cls: 1.1632, loss: 1.1632, grad_norm: 5.5253 2020-07-25 23:55:23,553 - mmaction - INFO - Epoch [82][520/940] lr: 1.000e-04, eta: 4:40:33, time: 0.996, data_time: 0.002, memory: 8343, top1_acc: 0.7049, top5_acc: 0.8791, loss_cls: 1.1994, loss: 1.1994, grad_norm: 5.6514 2020-07-25 23:55:42,838 - mmaction - INFO - Epoch [82][540/940] lr: 1.000e-04, eta: 4:40:14, time: 0.960, data_time: 0.008, memory: 8343, top1_acc: 0.7121, top5_acc: 0.8811, loss_cls: 1.1742, loss: 1.1742, grad_norm: 5.6257 2020-07-25 23:56:01,763 - mmaction - INFO - Epoch [82][560/940] lr: 1.000e-04, eta: 4:39:54, time: 0.951, data_time: 0.008, memory: 8343, top1_acc: 0.6975, top5_acc: 0.8779, loss_cls: 1.2207, loss: 1.2207, grad_norm: 5.7150 2020-07-25 23:56:21,251 - mmaction - INFO - Epoch [82][580/940] lr: 1.000e-04, eta: 4:39:35, time: 0.974, data_time: 0.006, memory: 8343, top1_acc: 0.7205, top5_acc: 0.8838, loss_cls: 1.1343, loss: 1.1343, grad_norm: 5.4609 2020-07-25 23:56:40,082 - mmaction - INFO - Epoch [82][600/940] lr: 1.000e-04, eta: 4:39:15, time: 0.942, data_time: 0.003, memory: 8343, top1_acc: 0.7072, top5_acc: 0.8814, loss_cls: 1.1760, loss: 1.1760, grad_norm: 5.6102 2020-07-25 23:56:59,299 - mmaction - INFO - Epoch [82][620/940] lr: 1.000e-04, eta: 4:38:56, time: 0.960, data_time: 0.006, memory: 8343, top1_acc: 0.7096, top5_acc: 0.8846, loss_cls: 1.1618, loss: 1.1618, grad_norm: 5.5862 2020-07-25 23:57:19,500 - mmaction - INFO - Epoch [82][640/940] lr: 1.000e-04, eta: 4:38:37, time: 1.010, data_time: 0.003, memory: 8343, top1_acc: 0.7088, top5_acc: 0.8855, loss_cls: 1.1593, loss: 1.1593, grad_norm: 5.5284 2020-07-25 23:57:39,765 - mmaction - INFO - Epoch [82][660/940] lr: 1.000e-04, eta: 4:38:17, time: 1.013, data_time: 0.007, memory: 8343, top1_acc: 0.7031, top5_acc: 0.8789, loss_cls: 1.1935, loss: 1.1935, grad_norm: 5.7094 2020-07-25 23:57:57,340 - mmaction - INFO - Epoch [82][680/940] lr: 1.000e-04, eta: 4:37:57, time: 0.878, data_time: 0.006, memory: 8343, top1_acc: 0.7178, top5_acc: 0.8900, loss_cls: 1.1395, loss: 1.1395, grad_norm: 5.6089 2020-07-25 23:58:16,731 - mmaction - INFO - Epoch [82][700/940] lr: 1.000e-04, eta: 4:37:38, time: 0.968, data_time: 0.008, memory: 8343, top1_acc: 0.7109, top5_acc: 0.8889, loss_cls: 1.1480, loss: 1.1480, grad_norm: 5.5997 2020-07-25 23:58:35,949 - mmaction - INFO - Epoch [82][720/940] lr: 1.000e-04, eta: 4:37:19, time: 0.962, data_time: 0.005, memory: 8343, top1_acc: 0.7107, top5_acc: 0.8865, loss_cls: 1.1637, loss: 1.1637, grad_norm: 5.5545 2020-07-25 23:58:55,633 - mmaction - INFO - Epoch [82][740/940] lr: 1.000e-04, eta: 4:36:59, time: 0.981, data_time: 0.007, memory: 8343, top1_acc: 0.7180, top5_acc: 0.8914, loss_cls: 1.1371, loss: 1.1371, grad_norm: 5.5300 2020-07-25 23:59:14,453 - mmaction - INFO - Epoch [82][760/940] lr: 1.000e-04, eta: 4:36:40, time: 0.943, data_time: 0.008, memory: 8343, top1_acc: 0.7096, top5_acc: 0.8807, loss_cls: 1.1738, loss: 1.1738, grad_norm: 5.5557 2020-07-25 23:59:34,341 - mmaction - INFO - Epoch [82][780/940] lr: 1.000e-04, eta: 4:36:20, time: 0.995, data_time: 0.009, memory: 8343, top1_acc: 0.7047, top5_acc: 0.8811, loss_cls: 1.1856, loss: 1.1856, grad_norm: 5.5482 2020-07-25 23:59:54,928 - mmaction - INFO - Epoch [82][800/940] lr: 1.000e-04, eta: 4:36:01, time: 1.029, data_time: 0.004, memory: 8343, top1_acc: 0.7186, top5_acc: 0.8900, loss_cls: 1.1390, loss: 1.1390, grad_norm: 5.4811 2020-07-26 00:00:15,799 - mmaction - INFO - Epoch [82][820/940] lr: 1.000e-04, eta: 4:35:42, time: 1.037, data_time: 0.009, memory: 8343, top1_acc: 0.6873, top5_acc: 0.8793, loss_cls: 1.2227, loss: 1.2227, grad_norm: 5.6802 2020-07-26 00:00:35,315 - mmaction - INFO - Epoch [82][840/940] lr: 1.000e-04, eta: 4:35:23, time: 0.984, data_time: 0.015, memory: 8343, top1_acc: 0.7070, top5_acc: 0.8854, loss_cls: 1.1645, loss: 1.1645, grad_norm: 5.5534 2020-07-26 00:00:55,412 - mmaction - INFO - Epoch [82][860/940] lr: 1.000e-04, eta: 4:35:03, time: 1.005, data_time: 0.007, memory: 8343, top1_acc: 0.7105, top5_acc: 0.8887, loss_cls: 1.1478, loss: 1.1478, grad_norm: 5.5363 2020-07-26 00:01:14,079 - mmaction - INFO - Epoch [82][880/940] lr: 1.000e-04, eta: 4:34:44, time: 0.934, data_time: 0.005, memory: 8343, top1_acc: 0.7191, top5_acc: 0.8926, loss_cls: 1.1244, loss: 1.1244, grad_norm: 5.5673 2020-07-26 00:01:33,815 - mmaction - INFO - Epoch [82][900/940] lr: 1.000e-04, eta: 4:34:25, time: 0.985, data_time: 0.005, memory: 8343, top1_acc: 0.7217, top5_acc: 0.8873, loss_cls: 1.1247, loss: 1.1247, grad_norm: 5.4472 2020-07-26 00:01:53,147 - mmaction - INFO - Epoch [82][920/940] lr: 1.000e-04, eta: 4:34:05, time: 0.968, data_time: 0.004, memory: 8343, top1_acc: 0.7080, top5_acc: 0.8916, loss_cls: 1.1688, loss: 1.1688, grad_norm: 5.6403 2020-07-26 00:02:11,657 - mmaction - INFO - Epoch [82][940/940] lr: 1.000e-04, eta: 4:33:45, time: 0.926, data_time: 0.006, memory: 8343, top1_acc: 0.7150, top5_acc: 0.8878, loss_cls: 1.1414, loss: 1.1414, grad_norm: 5.5470 2020-07-26 00:02:12,205 - mmaction - INFO - Saving checkpoint at 82 epochs 2020-07-26 00:02:44,267 - mmaction - INFO - Epoch [83][20/940] lr: 1.000e-04, eta: 4:33:29, time: 1.576, data_time: 0.725, memory: 8343, top1_acc: 0.7063, top5_acc: 0.8814, loss_cls: 1.1831, loss: 1.1831, grad_norm: 5.5173 2020-07-26 00:03:02,330 - mmaction - INFO - Epoch [83][40/940] lr: 1.000e-04, eta: 4:33:09, time: 0.902, data_time: 0.004, memory: 8343, top1_acc: 0.6957, top5_acc: 0.8758, loss_cls: 1.2143, loss: 1.2143, grad_norm: 5.6779 2020-07-26 00:03:22,089 - mmaction - INFO - Epoch [83][60/940] lr: 1.000e-04, eta: 4:32:50, time: 0.983, data_time: 0.007, memory: 8343, top1_acc: 0.7090, top5_acc: 0.8889, loss_cls: 1.1699, loss: 1.1699, grad_norm: 5.5958 2020-07-26 00:03:41,277 - mmaction - INFO - Epoch [83][80/940] lr: 1.000e-04, eta: 4:32:30, time: 0.966, data_time: 0.009, memory: 8343, top1_acc: 0.7088, top5_acc: 0.8910, loss_cls: 1.1357, loss: 1.1357, grad_norm: 5.4361 2020-07-26 00:04:01,810 - mmaction - INFO - Epoch [83][100/940] lr: 1.000e-04, eta: 4:32:11, time: 1.023, data_time: 0.006, memory: 8343, top1_acc: 0.7152, top5_acc: 0.8822, loss_cls: 1.1504, loss: 1.1504, grad_norm: 5.5013 2020-07-26 00:04:21,363 - mmaction - INFO - Epoch [83][120/940] lr: 1.000e-04, eta: 4:31:52, time: 0.980, data_time: 0.007, memory: 8343, top1_acc: 0.7107, top5_acc: 0.8855, loss_cls: 1.1534, loss: 1.1534, grad_norm: 5.5722 2020-07-26 00:04:40,530 - mmaction - INFO - Epoch [83][140/940] lr: 1.000e-04, eta: 4:31:32, time: 0.957, data_time: 0.008, memory: 8343, top1_acc: 0.7193, top5_acc: 0.8881, loss_cls: 1.1355, loss: 1.1355, grad_norm: 5.4344 2020-07-26 00:04:59,707 - mmaction - INFO - Epoch [83][160/940] lr: 1.000e-04, eta: 4:31:13, time: 0.961, data_time: 0.007, memory: 8343, top1_acc: 0.7000, top5_acc: 0.8840, loss_cls: 1.1889, loss: 1.1889, grad_norm: 5.6968 2020-07-26 00:05:18,840 - mmaction - INFO - Epoch [83][180/940] lr: 1.000e-04, eta: 4:30:53, time: 0.952, data_time: 0.008, memory: 8343, top1_acc: 0.7143, top5_acc: 0.8879, loss_cls: 1.1599, loss: 1.1599, grad_norm: 5.6036 2020-07-26 00:05:37,987 - mmaction - INFO - Epoch [83][200/940] lr: 1.000e-04, eta: 4:30:34, time: 0.961, data_time: 0.010, memory: 8343, top1_acc: 0.7092, top5_acc: 0.8771, loss_cls: 1.1766, loss: 1.1766, grad_norm: 5.6741 2020-07-26 00:05:57,822 - mmaction - INFO - Epoch [83][220/940] lr: 1.000e-04, eta: 4:30:14, time: 0.991, data_time: 0.007, memory: 8343, top1_acc: 0.7109, top5_acc: 0.8824, loss_cls: 1.1680, loss: 1.1680, grad_norm: 5.5650 2020-07-26 00:06:16,617 - mmaction - INFO - Epoch [83][240/940] lr: 1.000e-04, eta: 4:29:55, time: 0.938, data_time: 0.009, memory: 8343, top1_acc: 0.7100, top5_acc: 0.8803, loss_cls: 1.1500, loss: 1.1500, grad_norm: 5.4911 2020-07-26 00:06:36,929 - mmaction - INFO - Epoch [83][260/940] lr: 1.000e-04, eta: 4:29:36, time: 1.018, data_time: 0.007, memory: 8343, top1_acc: 0.7080, top5_acc: 0.8820, loss_cls: 1.1740, loss: 1.1740, grad_norm: 5.6054 2020-07-26 00:06:55,769 - mmaction - INFO - Epoch [83][280/940] lr: 1.000e-04, eta: 4:29:16, time: 0.940, data_time: 0.006, memory: 8343, top1_acc: 0.7115, top5_acc: 0.8844, loss_cls: 1.1702, loss: 1.1702, grad_norm: 5.5422 2020-07-26 00:07:14,804 - mmaction - INFO - Epoch [83][300/940] lr: 1.000e-04, eta: 4:28:57, time: 0.955, data_time: 0.007, memory: 8343, top1_acc: 0.7195, top5_acc: 0.8926, loss_cls: 1.1238, loss: 1.1238, grad_norm: 5.5211 2020-07-26 00:07:34,273 - mmaction - INFO - Epoch [83][320/940] lr: 1.000e-04, eta: 4:28:37, time: 0.966, data_time: 0.007, memory: 8343, top1_acc: 0.7123, top5_acc: 0.8879, loss_cls: 1.1560, loss: 1.1560, grad_norm: 5.5524 2020-07-26 00:07:53,792 - mmaction - INFO - Epoch [83][340/940] lr: 1.000e-04, eta: 4:28:18, time: 0.982, data_time: 0.010, memory: 8343, top1_acc: 0.7211, top5_acc: 0.8922, loss_cls: 1.1253, loss: 1.1253, grad_norm: 5.5108 2020-07-26 00:08:14,322 - mmaction - INFO - Epoch [83][360/940] lr: 1.000e-04, eta: 4:27:59, time: 1.027, data_time: 0.008, memory: 8343, top1_acc: 0.7113, top5_acc: 0.8830, loss_cls: 1.1654, loss: 1.1654, grad_norm: 5.6155 2020-07-26 00:08:34,580 - mmaction - INFO - Epoch [83][380/940] lr: 1.000e-04, eta: 4:27:39, time: 1.015, data_time: 0.010, memory: 8343, top1_acc: 0.7092, top5_acc: 0.8766, loss_cls: 1.1934, loss: 1.1934, grad_norm: 5.6553 2020-07-26 00:08:53,156 - mmaction - INFO - Epoch [83][400/940] lr: 1.000e-04, eta: 4:27:20, time: 0.924, data_time: 0.004, memory: 8343, top1_acc: 0.7119, top5_acc: 0.8869, loss_cls: 1.1662, loss: 1.1662, grad_norm: 5.6375 2020-07-26 00:09:13,534 - mmaction - INFO - Epoch [83][420/940] lr: 1.000e-04, eta: 4:27:01, time: 1.024, data_time: 0.007, memory: 8343, top1_acc: 0.7172, top5_acc: 0.8826, loss_cls: 1.1640, loss: 1.1640, grad_norm: 5.5775 2020-07-26 00:09:33,319 - mmaction - INFO - Epoch [83][440/940] lr: 1.000e-04, eta: 4:26:41, time: 0.983, data_time: 0.006, memory: 8343, top1_acc: 0.7152, top5_acc: 0.8918, loss_cls: 1.1422, loss: 1.1422, grad_norm: 5.5038 2020-07-26 00:09:52,142 - mmaction - INFO - Epoch [83][460/940] lr: 1.000e-04, eta: 4:26:22, time: 0.947, data_time: 0.008, memory: 8343, top1_acc: 0.7207, top5_acc: 0.8848, loss_cls: 1.1283, loss: 1.1283, grad_norm: 5.4186 2020-07-26 00:10:12,635 - mmaction - INFO - Epoch [83][480/940] lr: 1.000e-04, eta: 4:26:02, time: 1.021, data_time: 0.006, memory: 8343, top1_acc: 0.7139, top5_acc: 0.8908, loss_cls: 1.1414, loss: 1.1414, grad_norm: 5.5303 2020-07-26 00:10:32,528 - mmaction - INFO - Epoch [83][500/940] lr: 1.000e-04, eta: 4:25:43, time: 0.998, data_time: 0.008, memory: 8343, top1_acc: 0.7154, top5_acc: 0.8883, loss_cls: 1.1484, loss: 1.1484, grad_norm: 5.4863 2020-07-26 00:10:51,755 - mmaction - INFO - Epoch [83][520/940] lr: 1.000e-04, eta: 4:25:24, time: 0.959, data_time: 0.006, memory: 8343, top1_acc: 0.7000, top5_acc: 0.8807, loss_cls: 1.2044, loss: 1.2044, grad_norm: 5.6370 2020-07-26 00:11:12,049 - mmaction - INFO - Epoch [83][540/940] lr: 1.000e-04, eta: 4:25:04, time: 1.016, data_time: 0.007, memory: 8343, top1_acc: 0.7219, top5_acc: 0.8912, loss_cls: 1.1237, loss: 1.1237, grad_norm: 5.4450 2020-07-26 00:11:31,554 - mmaction - INFO - Epoch [83][560/940] lr: 1.000e-04, eta: 4:24:45, time: 0.971, data_time: 0.006, memory: 8343, top1_acc: 0.6939, top5_acc: 0.8707, loss_cls: 1.2481, loss: 1.2481, grad_norm: 5.7577 2020-07-26 00:11:50,315 - mmaction - INFO - Epoch [83][580/940] lr: 1.000e-04, eta: 4:24:25, time: 0.943, data_time: 0.008, memory: 8343, top1_acc: 0.7145, top5_acc: 0.8871, loss_cls: 1.1433, loss: 1.1433, grad_norm: 5.5676 2020-07-26 00:12:10,678 - mmaction - INFO - Epoch [83][600/940] lr: 1.000e-04, eta: 4:24:06, time: 1.018, data_time: 0.002, memory: 8343, top1_acc: 0.7205, top5_acc: 0.8955, loss_cls: 1.1265, loss: 1.1265, grad_norm: 5.4728 2020-07-26 00:12:29,516 - mmaction - INFO - Epoch [83][620/940] lr: 1.000e-04, eta: 4:23:47, time: 0.938, data_time: 0.006, memory: 8343, top1_acc: 0.7197, top5_acc: 0.8875, loss_cls: 1.1438, loss: 1.1438, grad_norm: 5.5800 2020-07-26 00:12:49,326 - mmaction - INFO - Epoch [83][640/940] lr: 1.000e-04, eta: 4:23:27, time: 0.994, data_time: 0.008, memory: 8343, top1_acc: 0.7064, top5_acc: 0.8855, loss_cls: 1.1812, loss: 1.1812, grad_norm: 5.6422 2020-07-26 00:13:09,690 - mmaction - INFO - Epoch [83][660/940] lr: 1.000e-04, eta: 4:23:08, time: 1.012, data_time: 0.007, memory: 8343, top1_acc: 0.7045, top5_acc: 0.8787, loss_cls: 1.1959, loss: 1.1959, grad_norm: 5.6621 2020-07-26 00:13:30,124 - mmaction - INFO - Epoch [83][680/940] lr: 1.000e-04, eta: 4:22:49, time: 1.028, data_time: 0.010, memory: 8343, top1_acc: 0.7070, top5_acc: 0.8846, loss_cls: 1.1672, loss: 1.1672, grad_norm: 5.6220 2020-07-26 00:13:49,739 - mmaction - INFO - Epoch [83][700/940] lr: 1.000e-04, eta: 4:22:30, time: 0.980, data_time: 0.008, memory: 8343, top1_acc: 0.7078, top5_acc: 0.8842, loss_cls: 1.1706, loss: 1.1706, grad_norm: 5.5746 2020-07-26 00:14:07,995 - mmaction - INFO - Epoch [83][720/940] lr: 1.000e-04, eta: 4:22:10, time: 0.914, data_time: 0.004, memory: 8343, top1_acc: 0.7105, top5_acc: 0.8861, loss_cls: 1.1418, loss: 1.1418, grad_norm: 5.5805 2020-07-26 00:14:28,479 - mmaction - INFO - Epoch [83][740/940] lr: 1.000e-04, eta: 4:21:51, time: 1.024, data_time: 0.006, memory: 8343, top1_acc: 0.7021, top5_acc: 0.8770, loss_cls: 1.2047, loss: 1.2047, grad_norm: 5.6891 2020-07-26 00:14:48,350 - mmaction - INFO - Epoch [83][760/940] lr: 1.000e-04, eta: 4:21:31, time: 0.995, data_time: 0.003, memory: 8343, top1_acc: 0.7043, top5_acc: 0.8861, loss_cls: 1.1870, loss: 1.1870, grad_norm: 5.5795 2020-07-26 00:15:07,757 - mmaction - INFO - Epoch [83][780/940] lr: 1.000e-04, eta: 4:21:12, time: 0.970, data_time: 0.006, memory: 8343, top1_acc: 0.7203, top5_acc: 0.8846, loss_cls: 1.1407, loss: 1.1407, grad_norm: 5.4550 2020-07-26 00:15:27,037 - mmaction - INFO - Epoch [83][800/940] lr: 1.000e-04, eta: 4:20:52, time: 0.963, data_time: 0.002, memory: 8343, top1_acc: 0.7104, top5_acc: 0.8799, loss_cls: 1.1999, loss: 1.1999, grad_norm: 5.5997 2020-07-26 00:15:47,521 - mmaction - INFO - Epoch [83][820/940] lr: 1.000e-04, eta: 4:20:33, time: 1.026, data_time: 0.003, memory: 8343, top1_acc: 0.7078, top5_acc: 0.8852, loss_cls: 1.1734, loss: 1.1734, grad_norm: 5.6636 2020-07-26 00:16:07,098 - mmaction - INFO - Epoch [83][840/940] lr: 1.000e-04, eta: 4:20:14, time: 0.977, data_time: 0.006, memory: 8343, top1_acc: 0.7076, top5_acc: 0.8773, loss_cls: 1.1788, loss: 1.1788, grad_norm: 5.5414 2020-07-26 00:16:26,959 - mmaction - INFO - Epoch [83][860/940] lr: 1.000e-04, eta: 4:19:55, time: 0.992, data_time: 0.005, memory: 8343, top1_acc: 0.7268, top5_acc: 0.8898, loss_cls: 1.1295, loss: 1.1295, grad_norm: 5.4975 2020-07-26 00:16:47,978 - mmaction - INFO - Epoch [83][880/940] lr: 1.000e-04, eta: 4:19:35, time: 1.050, data_time: 0.008, memory: 8343, top1_acc: 0.7127, top5_acc: 0.8832, loss_cls: 1.1660, loss: 1.1660, grad_norm: 5.5966 2020-07-26 00:17:07,513 - mmaction - INFO - Epoch [83][900/940] lr: 1.000e-04, eta: 4:19:16, time: 0.978, data_time: 0.007, memory: 8343, top1_acc: 0.7059, top5_acc: 0.8854, loss_cls: 1.1796, loss: 1.1796, grad_norm: 5.5881 2020-07-26 00:17:26,966 - mmaction - INFO - Epoch [83][920/940] lr: 1.000e-04, eta: 4:18:57, time: 0.973, data_time: 0.007, memory: 8343, top1_acc: 0.7262, top5_acc: 0.8875, loss_cls: 1.1300, loss: 1.1300, grad_norm: 5.4576 2020-07-26 00:17:45,608 - mmaction - INFO - Epoch [83][940/940] lr: 1.000e-04, eta: 4:18:37, time: 0.933, data_time: 0.004, memory: 8343, top1_acc: 0.7146, top5_acc: 0.8943, loss_cls: 1.1497, loss: 1.1497, grad_norm: 5.5979 2020-07-26 00:17:46,018 - mmaction - INFO - Saving checkpoint at 83 epochs 2020-07-26 00:18:12,320 - mmaction - INFO - Epoch [84][20/940] lr: 1.000e-04, eta: 4:18:19, time: 1.293, data_time: 0.453, memory: 8343, top1_acc: 0.7100, top5_acc: 0.8879, loss_cls: 1.1542, loss: 1.1542, grad_norm: 5.5385 2020-07-26 00:18:30,877 - mmaction - INFO - Epoch [84][40/940] lr: 1.000e-04, eta: 4:17:59, time: 0.923, data_time: 0.010, memory: 8343, top1_acc: 0.7217, top5_acc: 0.8949, loss_cls: 1.1088, loss: 1.1088, grad_norm: 5.5832 2020-07-26 00:18:50,486 - mmaction - INFO - Epoch [84][60/940] lr: 1.000e-04, eta: 4:17:40, time: 0.987, data_time: 0.010, memory: 8343, top1_acc: 0.7170, top5_acc: 0.8879, loss_cls: 1.1470, loss: 1.1470, grad_norm: 5.4922 2020-07-26 00:19:10,881 - mmaction - INFO - Epoch [84][80/940] lr: 1.000e-04, eta: 4:17:21, time: 1.021, data_time: 0.003, memory: 8343, top1_acc: 0.7174, top5_acc: 0.8826, loss_cls: 1.1523, loss: 1.1523, grad_norm: 5.5744 2020-07-26 00:19:31,080 - mmaction - INFO - Epoch [84][100/940] lr: 1.000e-04, eta: 4:17:02, time: 1.010, data_time: 0.007, memory: 8343, top1_acc: 0.6977, top5_acc: 0.8838, loss_cls: 1.1898, loss: 1.1898, grad_norm: 5.7273 2020-07-26 00:19:49,791 - mmaction - INFO - Epoch [84][120/940] lr: 1.000e-04, eta: 4:16:42, time: 0.936, data_time: 0.002, memory: 8343, top1_acc: 0.7070, top5_acc: 0.8771, loss_cls: 1.1900, loss: 1.1900, grad_norm: 5.6120 2020-07-26 00:20:10,252 - mmaction - INFO - Epoch [84][140/940] lr: 1.000e-04, eta: 4:16:23, time: 1.023, data_time: 0.006, memory: 8343, top1_acc: 0.7211, top5_acc: 0.8887, loss_cls: 1.1248, loss: 1.1248, grad_norm: 5.5140 2020-07-26 00:20:29,443 - mmaction - INFO - Epoch [84][160/940] lr: 1.000e-04, eta: 4:16:03, time: 0.958, data_time: 0.002, memory: 8343, top1_acc: 0.7027, top5_acc: 0.8859, loss_cls: 1.1792, loss: 1.1792, grad_norm: 5.6816 2020-07-26 00:20:49,454 - mmaction - INFO - Epoch [84][180/940] lr: 1.000e-04, eta: 4:15:44, time: 1.002, data_time: 0.005, memory: 8343, top1_acc: 0.7070, top5_acc: 0.8852, loss_cls: 1.1726, loss: 1.1726, grad_norm: 5.6266 2020-07-26 00:21:08,722 - mmaction - INFO - Epoch [84][200/940] lr: 1.000e-04, eta: 4:15:24, time: 0.960, data_time: 0.005, memory: 8343, top1_acc: 0.7117, top5_acc: 0.8811, loss_cls: 1.1588, loss: 1.1588, grad_norm: 5.5357 2020-07-26 00:21:30,498 - mmaction - INFO - Epoch [84][220/940] lr: 1.000e-04, eta: 4:15:06, time: 1.092, data_time: 0.007, memory: 8343, top1_acc: 0.7248, top5_acc: 0.8916, loss_cls: 1.1293, loss: 1.1293, grad_norm: 5.4302 2020-07-26 00:21:50,379 - mmaction - INFO - Epoch [84][240/940] lr: 1.000e-04, eta: 4:14:46, time: 0.993, data_time: 0.004, memory: 8343, top1_acc: 0.7105, top5_acc: 0.8834, loss_cls: 1.1603, loss: 1.1603, grad_norm: 5.5743 2020-07-26 00:22:08,662 - mmaction - INFO - Epoch [84][260/940] lr: 1.000e-04, eta: 4:14:27, time: 0.914, data_time: 0.003, memory: 8343, top1_acc: 0.7100, top5_acc: 0.8893, loss_cls: 1.1681, loss: 1.1681, grad_norm: 5.6087 2020-07-26 00:22:28,327 - mmaction - INFO - Epoch [84][280/940] lr: 1.000e-04, eta: 4:14:07, time: 0.979, data_time: 0.007, memory: 8343, top1_acc: 0.7172, top5_acc: 0.8836, loss_cls: 1.1640, loss: 1.1640, grad_norm: 5.5589 2020-07-26 00:22:48,496 - mmaction - INFO - Epoch [84][300/940] lr: 1.000e-04, eta: 4:13:48, time: 1.014, data_time: 0.009, memory: 8343, top1_acc: 0.7115, top5_acc: 0.8838, loss_cls: 1.1648, loss: 1.1648, grad_norm: 5.5323 2020-07-26 00:23:08,304 - mmaction - INFO - Epoch [84][320/940] lr: 1.000e-04, eta: 4:13:29, time: 0.989, data_time: 0.007, memory: 8343, top1_acc: 0.7064, top5_acc: 0.8838, loss_cls: 1.1588, loss: 1.1588, grad_norm: 5.6113 2020-07-26 00:23:27,576 - mmaction - INFO - Epoch [84][340/940] lr: 1.000e-04, eta: 4:13:09, time: 0.966, data_time: 0.007, memory: 8343, top1_acc: 0.7080, top5_acc: 0.8830, loss_cls: 1.1797, loss: 1.1797, grad_norm: 5.6656 2020-07-26 00:23:46,927 - mmaction - INFO - Epoch [84][360/940] lr: 1.000e-04, eta: 4:12:50, time: 0.967, data_time: 0.005, memory: 8343, top1_acc: 0.7115, top5_acc: 0.8807, loss_cls: 1.1837, loss: 1.1837, grad_norm: 5.6404 2020-07-26 00:24:07,263 - mmaction - INFO - Epoch [84][380/940] lr: 1.000e-04, eta: 4:12:30, time: 1.017, data_time: 0.004, memory: 8343, top1_acc: 0.7086, top5_acc: 0.8848, loss_cls: 1.1662, loss: 1.1662, grad_norm: 5.6074 2020-07-26 00:24:27,187 - mmaction - INFO - Epoch [84][400/940] lr: 1.000e-04, eta: 4:12:11, time: 0.995, data_time: 0.006, memory: 8343, top1_acc: 0.6998, top5_acc: 0.8848, loss_cls: 1.1810, loss: 1.1810, grad_norm: 5.6597 2020-07-26 00:24:48,782 - mmaction - INFO - Epoch [84][420/940] lr: 1.000e-04, eta: 4:11:52, time: 1.079, data_time: 0.003, memory: 8343, top1_acc: 0.7092, top5_acc: 0.8779, loss_cls: 1.1656, loss: 1.1656, grad_norm: 5.6268 2020-07-26 00:25:07,504 - mmaction - INFO - Epoch [84][440/940] lr: 1.000e-04, eta: 4:11:33, time: 0.936, data_time: 0.006, memory: 8343, top1_acc: 0.7088, top5_acc: 0.8846, loss_cls: 1.1598, loss: 1.1598, grad_norm: 5.5276 2020-07-26 00:25:26,569 - mmaction - INFO - Epoch [84][460/940] lr: 1.000e-04, eta: 4:11:13, time: 0.954, data_time: 0.004, memory: 8343, top1_acc: 0.7086, top5_acc: 0.8873, loss_cls: 1.1505, loss: 1.1505, grad_norm: 5.6084 2020-07-26 00:25:47,054 - mmaction - INFO - Epoch [84][480/940] lr: 1.000e-04, eta: 4:10:54, time: 1.024, data_time: 0.003, memory: 8343, top1_acc: 0.7098, top5_acc: 0.8818, loss_cls: 1.1685, loss: 1.1685, grad_norm: 5.6544 2020-07-26 00:26:07,497 - mmaction - INFO - Epoch [84][500/940] lr: 1.000e-04, eta: 4:10:35, time: 1.022, data_time: 0.007, memory: 8343, top1_acc: 0.7160, top5_acc: 0.8881, loss_cls: 1.1367, loss: 1.1367, grad_norm: 5.4772 2020-07-26 00:26:26,014 - mmaction - INFO - Epoch [84][520/940] lr: 1.000e-04, eta: 4:10:15, time: 0.927, data_time: 0.006, memory: 8343, top1_acc: 0.7125, top5_acc: 0.8854, loss_cls: 1.1524, loss: 1.1524, grad_norm: 5.6002 2020-07-26 00:26:46,282 - mmaction - INFO - Epoch [84][540/940] lr: 1.000e-04, eta: 4:09:56, time: 1.011, data_time: 0.008, memory: 8343, top1_acc: 0.7045, top5_acc: 0.8809, loss_cls: 1.1762, loss: 1.1762, grad_norm: 5.6033 2020-07-26 00:27:07,092 - mmaction - INFO - Epoch [84][560/940] lr: 1.000e-04, eta: 4:09:37, time: 1.044, data_time: 0.007, memory: 8343, top1_acc: 0.7127, top5_acc: 0.8889, loss_cls: 1.1471, loss: 1.1471, grad_norm: 5.5351 2020-07-26 00:27:26,821 - mmaction - INFO - Epoch [84][580/940] lr: 1.000e-04, eta: 4:09:17, time: 0.984, data_time: 0.007, memory: 8343, top1_acc: 0.7139, top5_acc: 0.8820, loss_cls: 1.1773, loss: 1.1773, grad_norm: 5.5161 2020-07-26 00:27:46,808 - mmaction - INFO - Epoch [84][600/940] lr: 1.000e-04, eta: 4:08:58, time: 1.002, data_time: 0.005, memory: 8343, top1_acc: 0.7125, top5_acc: 0.8820, loss_cls: 1.1590, loss: 1.1590, grad_norm: 5.5987 2020-07-26 00:28:05,735 - mmaction - INFO - Epoch [84][620/940] lr: 1.000e-04, eta: 4:08:38, time: 0.941, data_time: 0.007, memory: 8343, top1_acc: 0.7033, top5_acc: 0.8760, loss_cls: 1.1873, loss: 1.1873, grad_norm: 5.6019 2020-07-26 00:28:25,987 - mmaction - INFO - Epoch [84][640/940] lr: 1.000e-04, eta: 4:08:19, time: 1.017, data_time: 0.007, memory: 8343, top1_acc: 0.7016, top5_acc: 0.8717, loss_cls: 1.2319, loss: 1.2319, grad_norm: 5.6549 2020-07-26 00:28:46,002 - mmaction - INFO - Epoch [84][660/940] lr: 1.000e-04, eta: 4:08:00, time: 0.999, data_time: 0.005, memory: 8343, top1_acc: 0.7094, top5_acc: 0.8850, loss_cls: 1.1572, loss: 1.1572, grad_norm: 5.5948 2020-07-26 00:29:05,765 - mmaction - INFO - Epoch [84][680/940] lr: 1.000e-04, eta: 4:07:40, time: 0.987, data_time: 0.009, memory: 8343, top1_acc: 0.7063, top5_acc: 0.8803, loss_cls: 1.1828, loss: 1.1828, grad_norm: 5.6149 2020-07-26 00:29:26,560 - mmaction - INFO - Epoch [84][700/940] lr: 1.000e-04, eta: 4:07:21, time: 1.042, data_time: 0.008, memory: 8343, top1_acc: 0.7012, top5_acc: 0.8811, loss_cls: 1.1979, loss: 1.1979, grad_norm: 5.6662 2020-07-26 00:29:46,299 - mmaction - INFO - Epoch [84][720/940] lr: 1.000e-04, eta: 4:07:02, time: 0.985, data_time: 0.006, memory: 8343, top1_acc: 0.7047, top5_acc: 0.8836, loss_cls: 1.1970, loss: 1.1970, grad_norm: 5.7325 2020-07-26 00:30:05,812 - mmaction - INFO - Epoch [84][740/940] lr: 1.000e-04, eta: 4:06:43, time: 0.979, data_time: 0.007, memory: 8343, top1_acc: 0.7045, top5_acc: 0.8766, loss_cls: 1.2021, loss: 1.2021, grad_norm: 5.7347 2020-07-26 00:30:24,812 - mmaction - INFO - Epoch [84][760/940] lr: 1.000e-04, eta: 4:06:23, time: 0.948, data_time: 0.002, memory: 8343, top1_acc: 0.7086, top5_acc: 0.8828, loss_cls: 1.1800, loss: 1.1800, grad_norm: 5.5861 2020-07-26 00:30:45,525 - mmaction - INFO - Epoch [84][780/940] lr: 1.000e-04, eta: 4:06:04, time: 1.033, data_time: 0.008, memory: 8343, top1_acc: 0.7090, top5_acc: 0.8875, loss_cls: 1.1594, loss: 1.1594, grad_norm: 5.6143 2020-07-26 00:31:04,985 - mmaction - INFO - Epoch [84][800/940] lr: 1.000e-04, eta: 4:05:44, time: 0.977, data_time: 0.007, memory: 8343, top1_acc: 0.7086, top5_acc: 0.8871, loss_cls: 1.1580, loss: 1.1580, grad_norm: 5.5142 2020-07-26 00:31:26,090 - mmaction - INFO - Epoch [84][820/940] lr: 1.000e-04, eta: 4:05:25, time: 1.055, data_time: 0.008, memory: 8343, top1_acc: 0.7225, top5_acc: 0.8938, loss_cls: 1.1160, loss: 1.1160, grad_norm: 5.4474 2020-07-26 00:31:44,868 - mmaction - INFO - Epoch [84][840/940] lr: 1.000e-04, eta: 4:05:06, time: 0.937, data_time: 0.007, memory: 8343, top1_acc: 0.7150, top5_acc: 0.8891, loss_cls: 1.1313, loss: 1.1313, grad_norm: 5.6122 2020-07-26 00:32:05,859 - mmaction - INFO - Epoch [84][860/940] lr: 1.000e-04, eta: 4:04:47, time: 1.052, data_time: 0.005, memory: 8343, top1_acc: 0.7076, top5_acc: 0.8822, loss_cls: 1.1869, loss: 1.1869, grad_norm: 5.6191 2020-07-26 00:32:26,352 - mmaction - INFO - Epoch [84][880/940] lr: 1.000e-04, eta: 4:04:27, time: 1.022, data_time: 0.004, memory: 8343, top1_acc: 0.7055, top5_acc: 0.8852, loss_cls: 1.1718, loss: 1.1718, grad_norm: 5.5747 2020-07-26 00:32:47,278 - mmaction - INFO - Epoch [84][900/940] lr: 1.000e-04, eta: 4:04:08, time: 1.048, data_time: 0.005, memory: 8343, top1_acc: 0.7010, top5_acc: 0.8807, loss_cls: 1.1841, loss: 1.1841, grad_norm: 5.6266 2020-07-26 00:33:06,278 - mmaction - INFO - Epoch [84][920/940] lr: 1.000e-04, eta: 4:03:49, time: 0.944, data_time: 0.006, memory: 8343, top1_acc: 0.7086, top5_acc: 0.8773, loss_cls: 1.1945, loss: 1.1945, grad_norm: 5.6235 2020-07-26 00:33:25,085 - mmaction - INFO - Epoch [84][940/940] lr: 1.000e-04, eta: 4:03:29, time: 0.946, data_time: 0.008, memory: 8343, top1_acc: 0.7171, top5_acc: 0.8864, loss_cls: 1.1367, loss: 1.1367, grad_norm: 5.6347 2020-07-26 00:33:25,440 - mmaction - INFO - Saving checkpoint at 84 epochs 2020-07-26 00:33:52,595 - mmaction - INFO - Epoch [85][20/940] lr: 1.000e-04, eta: 4:03:11, time: 1.338, data_time: 0.464, memory: 8343, top1_acc: 0.7236, top5_acc: 0.8920, loss_cls: 1.1188, loss: 1.1188, grad_norm: 5.4488 2020-07-26 00:34:10,643 - mmaction - INFO - Epoch [85][40/940] lr: 1.000e-04, eta: 4:02:51, time: 0.897, data_time: 0.007, memory: 8343, top1_acc: 0.7188, top5_acc: 0.8867, loss_cls: 1.1380, loss: 1.1380, grad_norm: 5.5448 2020-07-26 00:34:29,812 - mmaction - INFO - Epoch [85][60/940] lr: 1.000e-04, eta: 4:02:32, time: 0.963, data_time: 0.008, memory: 8343, top1_acc: 0.7205, top5_acc: 0.8934, loss_cls: 1.1102, loss: 1.1102, grad_norm: 5.5026 2020-07-26 00:34:48,881 - mmaction - INFO - Epoch [85][80/940] lr: 1.000e-04, eta: 4:02:12, time: 0.948, data_time: 0.007, memory: 8343, top1_acc: 0.7186, top5_acc: 0.8910, loss_cls: 1.1345, loss: 1.1345, grad_norm: 5.6168 2020-07-26 00:35:09,152 - mmaction - INFO - Epoch [85][100/940] lr: 1.000e-04, eta: 4:01:53, time: 1.018, data_time: 0.009, memory: 8343, top1_acc: 0.6971, top5_acc: 0.8879, loss_cls: 1.1828, loss: 1.1828, grad_norm: 5.6660 2020-07-26 00:35:28,170 - mmaction - INFO - Epoch [85][120/940] lr: 1.000e-04, eta: 4:01:34, time: 0.952, data_time: 0.004, memory: 8343, top1_acc: 0.7105, top5_acc: 0.8814, loss_cls: 1.1740, loss: 1.1740, grad_norm: 5.7137 2020-07-26 00:35:48,446 - mmaction - INFO - Epoch [85][140/940] lr: 1.000e-04, eta: 4:01:14, time: 1.012, data_time: 0.003, memory: 8343, top1_acc: 0.7098, top5_acc: 0.8846, loss_cls: 1.1755, loss: 1.1755, grad_norm: 5.5872 2020-07-26 00:36:07,488 - mmaction - INFO - Epoch [85][160/940] lr: 1.000e-04, eta: 4:00:55, time: 0.955, data_time: 0.009, memory: 8343, top1_acc: 0.7049, top5_acc: 0.8797, loss_cls: 1.1897, loss: 1.1897, grad_norm: 5.6520 2020-07-26 00:36:27,813 - mmaction - INFO - Epoch [85][180/940] lr: 1.000e-04, eta: 4:00:36, time: 1.015, data_time: 0.003, memory: 8343, top1_acc: 0.7115, top5_acc: 0.8879, loss_cls: 1.1478, loss: 1.1478, grad_norm: 5.5501 2020-07-26 00:36:46,521 - mmaction - INFO - Epoch [85][200/940] lr: 1.000e-04, eta: 4:00:16, time: 0.934, data_time: 0.007, memory: 8343, top1_acc: 0.7227, top5_acc: 0.8908, loss_cls: 1.1271, loss: 1.1271, grad_norm: 5.4126 2020-07-26 00:37:06,769 - mmaction - INFO - Epoch [85][220/940] lr: 1.000e-04, eta: 3:59:57, time: 1.014, data_time: 0.007, memory: 8343, top1_acc: 0.7104, top5_acc: 0.8850, loss_cls: 1.1657, loss: 1.1657, grad_norm: 5.6615 2020-07-26 00:37:25,760 - mmaction - INFO - Epoch [85][240/940] lr: 1.000e-04, eta: 3:59:37, time: 0.945, data_time: 0.008, memory: 8343, top1_acc: 0.7123, top5_acc: 0.8844, loss_cls: 1.1611, loss: 1.1611, grad_norm: 5.6399 2020-07-26 00:37:44,923 - mmaction - INFO - Epoch [85][260/940] lr: 1.000e-04, eta: 3:59:18, time: 0.963, data_time: 0.009, memory: 8343, top1_acc: 0.7113, top5_acc: 0.8867, loss_cls: 1.1818, loss: 1.1818, grad_norm: 5.6902 2020-07-26 00:38:04,492 - mmaction - INFO - Epoch [85][280/940] lr: 1.000e-04, eta: 3:58:58, time: 0.978, data_time: 0.006, memory: 8343, top1_acc: 0.6984, top5_acc: 0.8826, loss_cls: 1.2092, loss: 1.2092, grad_norm: 5.7835 2020-07-26 00:38:24,135 - mmaction - INFO - Epoch [85][300/940] lr: 1.000e-04, eta: 3:58:39, time: 0.981, data_time: 0.008, memory: 8343, top1_acc: 0.7125, top5_acc: 0.8873, loss_cls: 1.1636, loss: 1.1636, grad_norm: 5.6794 2020-07-26 00:38:42,797 - mmaction - INFO - Epoch [85][320/940] lr: 1.000e-04, eta: 3:58:19, time: 0.935, data_time: 0.007, memory: 8343, top1_acc: 0.7055, top5_acc: 0.8826, loss_cls: 1.1758, loss: 1.1758, grad_norm: 5.6458 2020-07-26 00:39:03,147 - mmaction - INFO - Epoch [85][340/940] lr: 1.000e-04, eta: 3:58:00, time: 1.019, data_time: 0.007, memory: 8343, top1_acc: 0.7232, top5_acc: 0.8863, loss_cls: 1.1391, loss: 1.1391, grad_norm: 5.4665 2020-07-26 00:39:21,987 - mmaction - INFO - Epoch [85][360/940] lr: 1.000e-04, eta: 3:57:41, time: 0.942, data_time: 0.006, memory: 8343, top1_acc: 0.6992, top5_acc: 0.8793, loss_cls: 1.1828, loss: 1.1828, grad_norm: 5.6400 2020-07-26 00:39:41,146 - mmaction - INFO - Epoch [85][380/940] lr: 1.000e-04, eta: 3:57:21, time: 0.956, data_time: 0.002, memory: 8343, top1_acc: 0.7070, top5_acc: 0.8811, loss_cls: 1.1789, loss: 1.1789, grad_norm: 5.5643 2020-07-26 00:40:00,519 - mmaction - INFO - Epoch [85][400/940] lr: 1.000e-04, eta: 3:57:02, time: 0.971, data_time: 0.008, memory: 8343, top1_acc: 0.7080, top5_acc: 0.8842, loss_cls: 1.1535, loss: 1.1535, grad_norm: 5.6660 2020-07-26 00:40:19,011 - mmaction - INFO - Epoch [85][420/940] lr: 1.000e-04, eta: 3:56:42, time: 0.920, data_time: 0.008, memory: 8343, top1_acc: 0.7188, top5_acc: 0.8816, loss_cls: 1.1626, loss: 1.1626, grad_norm: 5.5162 2020-07-26 00:40:39,200 - mmaction - INFO - Epoch [85][440/940] lr: 1.000e-04, eta: 3:56:23, time: 1.014, data_time: 0.008, memory: 8343, top1_acc: 0.7119, top5_acc: 0.8859, loss_cls: 1.1549, loss: 1.1549, grad_norm: 5.5778 2020-07-26 00:40:57,773 - mmaction - INFO - Epoch [85][460/940] lr: 1.000e-04, eta: 3:56:03, time: 0.927, data_time: 0.002, memory: 8343, top1_acc: 0.7080, top5_acc: 0.8848, loss_cls: 1.1783, loss: 1.1783, grad_norm: 5.6422 2020-07-26 00:41:16,474 - mmaction - INFO - Epoch [85][480/940] lr: 1.000e-04, eta: 3:55:44, time: 0.936, data_time: 0.008, memory: 8343, top1_acc: 0.7104, top5_acc: 0.8809, loss_cls: 1.1693, loss: 1.1693, grad_norm: 5.7094 2020-07-26 00:41:35,705 - mmaction - INFO - Epoch [85][500/940] lr: 1.000e-04, eta: 3:55:24, time: 0.956, data_time: 0.007, memory: 8343, top1_acc: 0.7072, top5_acc: 0.8871, loss_cls: 1.1509, loss: 1.1509, grad_norm: 5.6261 2020-07-26 00:41:54,830 - mmaction - INFO - Epoch [85][520/940] lr: 1.000e-04, eta: 3:55:05, time: 0.961, data_time: 0.009, memory: 8343, top1_acc: 0.7074, top5_acc: 0.8881, loss_cls: 1.1565, loss: 1.1565, grad_norm: 5.5155 2020-07-26 00:42:12,048 - mmaction - INFO - Epoch [85][540/940] lr: 1.000e-04, eta: 3:54:45, time: 0.861, data_time: 0.003, memory: 8343, top1_acc: 0.7082, top5_acc: 0.8830, loss_cls: 1.1618, loss: 1.1618, grad_norm: 5.6338 2020-07-26 00:42:31,635 - mmaction - INFO - Epoch [85][560/940] lr: 1.000e-04, eta: 3:54:26, time: 0.976, data_time: 0.008, memory: 8343, top1_acc: 0.7182, top5_acc: 0.8896, loss_cls: 1.1535, loss: 1.1535, grad_norm: 5.6121 2020-07-26 00:42:51,063 - mmaction - INFO - Epoch [85][580/940] lr: 1.000e-04, eta: 3:54:06, time: 0.975, data_time: 0.009, memory: 8343, top1_acc: 0.7109, top5_acc: 0.8814, loss_cls: 1.1662, loss: 1.1662, grad_norm: 5.5906 2020-07-26 00:43:11,051 - mmaction - INFO - Epoch [85][600/940] lr: 1.000e-04, eta: 3:53:47, time: 0.999, data_time: 0.007, memory: 8343, top1_acc: 0.7146, top5_acc: 0.8881, loss_cls: 1.1408, loss: 1.1408, grad_norm: 5.5233 2020-07-26 00:43:28,535 - mmaction - INFO - Epoch [85][620/940] lr: 1.000e-04, eta: 3:53:27, time: 0.874, data_time: 0.003, memory: 8343, top1_acc: 0.7168, top5_acc: 0.8871, loss_cls: 1.1532, loss: 1.1532, grad_norm: 5.6457 2020-07-26 00:43:48,541 - mmaction - INFO - Epoch [85][640/940] lr: 1.000e-04, eta: 3:53:08, time: 0.999, data_time: 0.006, memory: 8343, top1_acc: 0.7092, top5_acc: 0.8828, loss_cls: 1.1553, loss: 1.1553, grad_norm: 5.6239 2020-07-26 00:44:06,119 - mmaction - INFO - Epoch [85][660/940] lr: 1.000e-04, eta: 3:52:48, time: 0.879, data_time: 0.004, memory: 8343, top1_acc: 0.7164, top5_acc: 0.8885, loss_cls: 1.1523, loss: 1.1523, grad_norm: 5.6242 2020-07-26 00:44:26,196 - mmaction - INFO - Epoch [85][680/940] lr: 1.000e-04, eta: 3:52:29, time: 1.000, data_time: 0.007, memory: 8343, top1_acc: 0.7197, top5_acc: 0.8953, loss_cls: 1.1210, loss: 1.1210, grad_norm: 5.5629 2020-07-26 00:44:44,841 - mmaction - INFO - Epoch [85][700/940] lr: 1.000e-04, eta: 3:52:09, time: 0.937, data_time: 0.007, memory: 8343, top1_acc: 0.7189, top5_acc: 0.8832, loss_cls: 1.1381, loss: 1.1381, grad_norm: 5.4819 2020-07-26 00:45:02,900 - mmaction - INFO - Epoch [85][720/940] lr: 1.000e-04, eta: 3:51:49, time: 0.901, data_time: 0.006, memory: 8343, top1_acc: 0.7043, top5_acc: 0.8816, loss_cls: 1.1695, loss: 1.1695, grad_norm: 5.6348 2020-07-26 00:45:22,072 - mmaction - INFO - Epoch [85][740/940] lr: 1.000e-04, eta: 3:51:30, time: 0.961, data_time: 0.005, memory: 8343, top1_acc: 0.7211, top5_acc: 0.8930, loss_cls: 1.1197, loss: 1.1197, grad_norm: 5.4789 2020-07-26 00:45:41,460 - mmaction - INFO - Epoch [85][760/940] lr: 1.000e-04, eta: 3:51:10, time: 0.965, data_time: 0.007, memory: 8343, top1_acc: 0.7162, top5_acc: 0.8887, loss_cls: 1.1349, loss: 1.1349, grad_norm: 5.4494 2020-07-26 00:46:00,842 - mmaction - INFO - Epoch [85][780/940] lr: 1.000e-04, eta: 3:50:51, time: 0.972, data_time: 0.008, memory: 8343, top1_acc: 0.7150, top5_acc: 0.8910, loss_cls: 1.1369, loss: 1.1369, grad_norm: 5.5516 2020-07-26 00:46:18,686 - mmaction - INFO - Epoch [85][800/940] lr: 1.000e-04, eta: 3:50:31, time: 0.893, data_time: 0.003, memory: 8343, top1_acc: 0.7109, top5_acc: 0.8848, loss_cls: 1.1693, loss: 1.1693, grad_norm: 5.6555 2020-07-26 00:46:36,997 - mmaction - INFO - Epoch [85][820/940] lr: 1.000e-04, eta: 3:50:12, time: 0.914, data_time: 0.005, memory: 8343, top1_acc: 0.7115, top5_acc: 0.8844, loss_cls: 1.1714, loss: 1.1714, grad_norm: 5.5607 2020-07-26 00:46:55,934 - mmaction - INFO - Epoch [85][840/940] lr: 1.000e-04, eta: 3:49:52, time: 0.943, data_time: 0.007, memory: 8343, top1_acc: 0.7088, top5_acc: 0.8781, loss_cls: 1.1799, loss: 1.1799, grad_norm: 5.6233 2020-07-26 00:47:13,824 - mmaction - INFO - Epoch [85][860/940] lr: 1.000e-04, eta: 3:49:32, time: 0.897, data_time: 0.009, memory: 8343, top1_acc: 0.7104, top5_acc: 0.8869, loss_cls: 1.1613, loss: 1.1613, grad_norm: 5.5828 2020-07-26 00:47:32,690 - mmaction - INFO - Epoch [85][880/940] lr: 1.000e-04, eta: 3:49:13, time: 0.938, data_time: 0.008, memory: 8343, top1_acc: 0.7129, top5_acc: 0.8859, loss_cls: 1.1555, loss: 1.1555, grad_norm: 5.6284 2020-07-26 00:47:51,807 - mmaction - INFO - Epoch [85][900/940] lr: 1.000e-04, eta: 3:48:53, time: 0.962, data_time: 0.011, memory: 8343, top1_acc: 0.7047, top5_acc: 0.8779, loss_cls: 1.1886, loss: 1.1886, grad_norm: 5.6376 2020-07-26 00:48:10,845 - mmaction - INFO - Epoch [85][920/940] lr: 1.000e-04, eta: 3:48:34, time: 0.951, data_time: 0.009, memory: 8343, top1_acc: 0.7070, top5_acc: 0.8881, loss_cls: 1.1521, loss: 1.1521, grad_norm: 5.6511 2020-07-26 00:48:29,270 - mmaction - INFO - Epoch [85][940/940] lr: 1.000e-04, eta: 3:48:14, time: 0.922, data_time: 0.011, memory: 8343, top1_acc: 0.7045, top5_acc: 0.8776, loss_cls: 1.2096, loss: 1.2096, grad_norm: 5.8147 2020-07-26 00:48:29,684 - mmaction - INFO - Saving checkpoint at 85 epochs 2020-07-26 00:48:54,773 - mmaction - INFO - Epoch [86][20/940] lr: 1.000e-04, eta: 3:47:56, time: 1.234, data_time: 0.464, memory: 8343, top1_acc: 0.7055, top5_acc: 0.8836, loss_cls: 1.1715, loss: 1.1715, grad_norm: 5.6373 2020-07-26 00:49:11,974 - mmaction - INFO - Epoch [86][40/940] lr: 1.000e-04, eta: 3:47:36, time: 0.859, data_time: 0.015, memory: 8343, top1_acc: 0.7248, top5_acc: 0.8918, loss_cls: 1.1030, loss: 1.1030, grad_norm: 5.5558 2020-07-26 00:49:30,876 - mmaction - INFO - Epoch [86][60/940] lr: 1.000e-04, eta: 3:47:17, time: 0.946, data_time: 0.008, memory: 8343, top1_acc: 0.7129, top5_acc: 0.8934, loss_cls: 1.1454, loss: 1.1454, grad_norm: 5.6727 2020-07-26 00:49:49,160 - mmaction - INFO - Epoch [86][80/940] lr: 1.000e-04, eta: 3:46:57, time: 0.910, data_time: 0.009, memory: 8343, top1_acc: 0.7068, top5_acc: 0.8789, loss_cls: 1.1814, loss: 1.1814, grad_norm: 5.6612 2020-07-26 00:50:08,321 - mmaction - INFO - Epoch [86][100/940] lr: 1.000e-04, eta: 3:46:37, time: 0.965, data_time: 0.010, memory: 8343, top1_acc: 0.7088, top5_acc: 0.8883, loss_cls: 1.1744, loss: 1.1744, grad_norm: 5.6150 2020-07-26 00:50:25,968 - mmaction - INFO - Epoch [86][120/940] lr: 1.000e-04, eta: 3:46:18, time: 0.881, data_time: 0.002, memory: 8343, top1_acc: 0.7088, top5_acc: 0.8803, loss_cls: 1.1782, loss: 1.1782, grad_norm: 5.6344 2020-07-26 00:50:45,191 - mmaction - INFO - Epoch [86][140/940] lr: 1.000e-04, eta: 3:45:58, time: 0.961, data_time: 0.008, memory: 8343, top1_acc: 0.7139, top5_acc: 0.8811, loss_cls: 1.1776, loss: 1.1776, grad_norm: 5.6661 2020-07-26 00:51:03,402 - mmaction - INFO - Epoch [86][160/940] lr: 1.000e-04, eta: 3:45:39, time: 0.910, data_time: 0.010, memory: 8343, top1_acc: 0.7156, top5_acc: 0.8947, loss_cls: 1.1403, loss: 1.1403, grad_norm: 5.5832 2020-07-26 00:51:21,660 - mmaction - INFO - Epoch [86][180/940] lr: 1.000e-04, eta: 3:45:19, time: 0.916, data_time: 0.006, memory: 8343, top1_acc: 0.7102, top5_acc: 0.8842, loss_cls: 1.1469, loss: 1.1469, grad_norm: 5.5664 2020-07-26 00:51:40,612 - mmaction - INFO - Epoch [86][200/940] lr: 1.000e-04, eta: 3:44:59, time: 0.945, data_time: 0.006, memory: 8343, top1_acc: 0.7117, top5_acc: 0.8803, loss_cls: 1.1847, loss: 1.1847, grad_norm: 5.6187 2020-07-26 00:51:59,264 - mmaction - INFO - Epoch [86][220/940] lr: 1.000e-04, eta: 3:44:40, time: 0.930, data_time: 0.009, memory: 8343, top1_acc: 0.7100, top5_acc: 0.8855, loss_cls: 1.1527, loss: 1.1527, grad_norm: 5.5845 2020-07-26 00:52:17,637 - mmaction - INFO - Epoch [86][240/940] lr: 1.000e-04, eta: 3:44:20, time: 0.923, data_time: 0.011, memory: 8343, top1_acc: 0.7059, top5_acc: 0.8797, loss_cls: 1.1759, loss: 1.1759, grad_norm: 5.5948 2020-07-26 00:52:36,944 - mmaction - INFO - Epoch [86][260/940] lr: 1.000e-04, eta: 3:44:01, time: 0.962, data_time: 0.007, memory: 8343, top1_acc: 0.7109, top5_acc: 0.8879, loss_cls: 1.1591, loss: 1.1591, grad_norm: 5.5934 2020-07-26 00:52:54,626 - mmaction - INFO - Epoch [86][280/940] lr: 1.000e-04, eta: 3:43:41, time: 0.887, data_time: 0.007, memory: 8343, top1_acc: 0.7125, top5_acc: 0.8871, loss_cls: 1.1308, loss: 1.1308, grad_norm: 5.5210 2020-07-26 00:53:13,637 - mmaction - INFO - Epoch [86][300/940] lr: 1.000e-04, eta: 3:43:22, time: 0.946, data_time: 0.007, memory: 8343, top1_acc: 0.7096, top5_acc: 0.8828, loss_cls: 1.1562, loss: 1.1562, grad_norm: 5.5442 2020-07-26 00:53:33,307 - mmaction - INFO - Epoch [86][320/940] lr: 1.000e-04, eta: 3:43:02, time: 0.988, data_time: 0.008, memory: 8343, top1_acc: 0.7082, top5_acc: 0.8822, loss_cls: 1.1705, loss: 1.1705, grad_norm: 5.6058 2020-07-26 00:53:53,583 - mmaction - INFO - Epoch [86][340/940] lr: 1.000e-04, eta: 3:42:43, time: 1.010, data_time: 0.007, memory: 8343, top1_acc: 0.7229, top5_acc: 0.8879, loss_cls: 1.1275, loss: 1.1275, grad_norm: 5.5316 2020-07-26 00:54:10,726 - mmaction - INFO - Epoch [86][360/940] lr: 1.000e-04, eta: 3:42:23, time: 0.861, data_time: 0.008, memory: 8343, top1_acc: 0.7141, top5_acc: 0.8855, loss_cls: 1.1536, loss: 1.1536, grad_norm: 5.5775 2020-07-26 00:54:29,146 - mmaction - INFO - Epoch [86][380/940] lr: 1.000e-04, eta: 3:42:04, time: 0.916, data_time: 0.007, memory: 8343, top1_acc: 0.7135, top5_acc: 0.8850, loss_cls: 1.1508, loss: 1.1508, grad_norm: 5.5662 2020-07-26 00:54:46,852 - mmaction - INFO - Epoch [86][400/940] lr: 1.000e-04, eta: 3:41:44, time: 0.888, data_time: 0.008, memory: 8343, top1_acc: 0.7088, top5_acc: 0.8850, loss_cls: 1.1767, loss: 1.1767, grad_norm: 5.7041 2020-07-26 00:55:05,522 - mmaction - INFO - Epoch [86][420/940] lr: 1.000e-04, eta: 3:41:24, time: 0.934, data_time: 0.008, memory: 8343, top1_acc: 0.7090, top5_acc: 0.8852, loss_cls: 1.1657, loss: 1.1657, grad_norm: 5.6143 2020-07-26 00:55:23,230 - mmaction - INFO - Epoch [86][440/940] lr: 1.000e-04, eta: 3:41:05, time: 0.886, data_time: 0.004, memory: 8343, top1_acc: 0.7092, top5_acc: 0.8863, loss_cls: 1.1557, loss: 1.1557, grad_norm: 5.5402 2020-07-26 00:55:42,606 - mmaction - INFO - Epoch [86][460/940] lr: 1.000e-04, eta: 3:40:45, time: 0.969, data_time: 0.008, memory: 8343, top1_acc: 0.7227, top5_acc: 0.8877, loss_cls: 1.1329, loss: 1.1329, grad_norm: 5.5212 2020-07-26 00:56:00,739 - mmaction - INFO - Epoch [86][480/940] lr: 1.000e-04, eta: 3:40:26, time: 0.899, data_time: 0.007, memory: 8343, top1_acc: 0.7230, top5_acc: 0.8871, loss_cls: 1.1239, loss: 1.1239, grad_norm: 5.5147 2020-07-26 00:56:19,949 - mmaction - INFO - Epoch [86][500/940] lr: 1.000e-04, eta: 3:40:06, time: 0.968, data_time: 0.012, memory: 8343, top1_acc: 0.7090, top5_acc: 0.8865, loss_cls: 1.1582, loss: 1.1582, grad_norm: 5.5265 2020-07-26 00:56:37,897 - mmaction - INFO - Epoch [86][520/940] lr: 1.000e-04, eta: 3:39:46, time: 0.897, data_time: 0.008, memory: 8343, top1_acc: 0.7021, top5_acc: 0.8807, loss_cls: 1.1821, loss: 1.1821, grad_norm: 5.6513 2020-07-26 00:56:58,297 - mmaction - INFO - Epoch [86][540/940] lr: 1.000e-04, eta: 3:39:27, time: 1.020, data_time: 0.009, memory: 8343, top1_acc: 0.7320, top5_acc: 0.8955, loss_cls: 1.1025, loss: 1.1025, grad_norm: 5.4702 2020-07-26 00:57:17,114 - mmaction - INFO - Epoch [86][560/940] lr: 1.000e-04, eta: 3:39:08, time: 0.941, data_time: 0.005, memory: 8343, top1_acc: 0.7182, top5_acc: 0.8877, loss_cls: 1.1301, loss: 1.1301, grad_norm: 5.5068 2020-07-26 00:57:34,241 - mmaction - INFO - Epoch [86][580/940] lr: 1.000e-04, eta: 3:38:48, time: 0.849, data_time: 0.007, memory: 8343, top1_acc: 0.7082, top5_acc: 0.8793, loss_cls: 1.2005, loss: 1.2005, grad_norm: 5.6585 2020-07-26 00:57:52,109 - mmaction - INFO - Epoch [86][600/940] lr: 1.000e-04, eta: 3:38:28, time: 0.901, data_time: 0.012, memory: 8343, top1_acc: 0.7076, top5_acc: 0.8871, loss_cls: 1.1543, loss: 1.1543, grad_norm: 5.6421 2020-07-26 00:58:11,504 - mmaction - INFO - Epoch [86][620/940] lr: 1.000e-04, eta: 3:38:09, time: 0.970, data_time: 0.007, memory: 8343, top1_acc: 0.7039, top5_acc: 0.8904, loss_cls: 1.1688, loss: 1.1688, grad_norm: 5.7046 2020-07-26 00:58:28,886 - mmaction - INFO - Epoch [86][640/940] lr: 1.000e-04, eta: 3:37:49, time: 0.867, data_time: 0.003, memory: 8343, top1_acc: 0.6945, top5_acc: 0.8873, loss_cls: 1.1929, loss: 1.1929, grad_norm: 5.6521 2020-07-26 00:58:48,814 - mmaction - INFO - Epoch [86][660/940] lr: 1.000e-04, eta: 3:37:30, time: 0.997, data_time: 0.009, memory: 8343, top1_acc: 0.7121, top5_acc: 0.8846, loss_cls: 1.1445, loss: 1.1445, grad_norm: 5.5236 2020-07-26 00:59:06,561 - mmaction - INFO - Epoch [86][680/940] lr: 1.000e-04, eta: 3:37:10, time: 0.890, data_time: 0.007, memory: 8343, top1_acc: 0.7111, top5_acc: 0.8783, loss_cls: 1.1818, loss: 1.1818, grad_norm: 5.6497 2020-07-26 00:59:24,958 - mmaction - INFO - Epoch [86][700/940] lr: 1.000e-04, eta: 3:36:50, time: 0.916, data_time: 0.007, memory: 8343, top1_acc: 0.7199, top5_acc: 0.8852, loss_cls: 1.1403, loss: 1.1403, grad_norm: 5.5358 2020-07-26 00:59:42,517 - mmaction - INFO - Epoch [86][720/940] lr: 1.000e-04, eta: 3:36:31, time: 0.879, data_time: 0.006, memory: 8343, top1_acc: 0.7035, top5_acc: 0.8848, loss_cls: 1.1676, loss: 1.1676, grad_norm: 5.6515 2020-07-26 01:00:01,615 - mmaction - INFO - Epoch [86][740/940] lr: 1.000e-04, eta: 3:36:11, time: 0.952, data_time: 0.008, memory: 8343, top1_acc: 0.7021, top5_acc: 0.8781, loss_cls: 1.1838, loss: 1.1838, grad_norm: 5.6763 2020-07-26 01:00:21,968 - mmaction - INFO - Epoch [86][760/940] lr: 1.000e-04, eta: 3:35:52, time: 1.003, data_time: 0.009, memory: 8343, top1_acc: 0.7115, top5_acc: 0.8848, loss_cls: 1.1778, loss: 1.1778, grad_norm: 5.5781 2020-07-26 01:00:39,988 - mmaction - INFO - Epoch [86][780/940] lr: 1.000e-04, eta: 3:35:32, time: 0.918, data_time: 0.042, memory: 8343, top1_acc: 0.7137, top5_acc: 0.8904, loss_cls: 1.1467, loss: 1.1467, grad_norm: 5.6243 2020-07-26 01:00:57,464 - mmaction - INFO - Epoch [86][800/940] lr: 1.000e-04, eta: 3:35:12, time: 0.876, data_time: 0.004, memory: 8343, top1_acc: 0.6971, top5_acc: 0.8793, loss_cls: 1.2206, loss: 1.2206, grad_norm: 5.7759 2020-07-26 01:01:16,616 - mmaction - INFO - Epoch [86][820/940] lr: 1.000e-04, eta: 3:34:53, time: 0.957, data_time: 0.007, memory: 8343, top1_acc: 0.7145, top5_acc: 0.8826, loss_cls: 1.1589, loss: 1.1589, grad_norm: 5.5082 2020-07-26 01:01:34,796 - mmaction - INFO - Epoch [86][840/940] lr: 1.000e-04, eta: 3:34:33, time: 0.905, data_time: 0.008, memory: 8343, top1_acc: 0.7082, top5_acc: 0.8828, loss_cls: 1.1799, loss: 1.1799, grad_norm: 5.6897 2020-07-26 01:01:53,964 - mmaction - INFO - Epoch [86][860/940] lr: 1.000e-04, eta: 3:34:14, time: 0.963, data_time: 0.007, memory: 8343, top1_acc: 0.7117, top5_acc: 0.8883, loss_cls: 1.1477, loss: 1.1477, grad_norm: 5.6071 2020-07-26 01:02:11,756 - mmaction - INFO - Epoch [86][880/940] lr: 1.000e-04, eta: 3:33:54, time: 0.883, data_time: 0.006, memory: 8343, top1_acc: 0.7146, top5_acc: 0.8963, loss_cls: 1.1262, loss: 1.1262, grad_norm: 5.5738 2020-07-26 01:02:31,471 - mmaction - INFO - Epoch [86][900/940] lr: 1.000e-04, eta: 3:33:35, time: 0.991, data_time: 0.010, memory: 8343, top1_acc: 0.7107, top5_acc: 0.8799, loss_cls: 1.1729, loss: 1.1729, grad_norm: 5.6798 2020-07-26 01:02:48,683 - mmaction - INFO - Epoch [86][920/940] lr: 1.000e-04, eta: 3:33:15, time: 0.862, data_time: 0.009, memory: 8343, top1_acc: 0.7172, top5_acc: 0.8902, loss_cls: 1.1310, loss: 1.1310, grad_norm: 5.6587 2020-07-26 01:03:06,467 - mmaction - INFO - Epoch [86][940/940] lr: 1.000e-04, eta: 3:32:55, time: 0.887, data_time: 0.006, memory: 8343, top1_acc: 0.7073, top5_acc: 0.8833, loss_cls: 1.1718, loss: 1.1718, grad_norm: 5.7196 2020-07-26 01:03:07,020 - mmaction - INFO - Saving checkpoint at 86 epochs 2020-07-26 01:03:38,453 - mmaction - INFO - Epoch [87][20/940] lr: 1.000e-04, eta: 3:32:38, time: 1.538, data_time: 0.797, memory: 8343, top1_acc: 0.7213, top5_acc: 0.8885, loss_cls: 1.1248, loss: 1.1248, grad_norm: 5.5083 2020-07-26 01:03:55,154 - mmaction - INFO - Epoch [87][40/940] lr: 1.000e-04, eta: 3:32:18, time: 0.838, data_time: 0.012, memory: 8343, top1_acc: 0.7129, top5_acc: 0.8887, loss_cls: 1.1494, loss: 1.1494, grad_norm: 5.6288 2020-07-26 01:04:13,613 - mmaction - INFO - Epoch [87][60/940] lr: 1.000e-04, eta: 3:31:58, time: 0.920, data_time: 0.008, memory: 8343, top1_acc: 0.7166, top5_acc: 0.8916, loss_cls: 1.1421, loss: 1.1421, grad_norm: 5.5937 2020-07-26 01:04:30,640 - mmaction - INFO - Epoch [87][80/940] lr: 1.000e-04, eta: 3:31:39, time: 0.855, data_time: 0.007, memory: 8343, top1_acc: 0.7150, top5_acc: 0.8887, loss_cls: 1.1498, loss: 1.1498, grad_norm: 5.5475 2020-07-26 01:04:48,643 - mmaction - INFO - Epoch [87][100/940] lr: 1.000e-04, eta: 3:31:19, time: 0.897, data_time: 0.006, memory: 8343, top1_acc: 0.7211, top5_acc: 0.8887, loss_cls: 1.1299, loss: 1.1299, grad_norm: 5.4736 2020-07-26 01:05:06,694 - mmaction - INFO - Epoch [87][120/940] lr: 1.000e-04, eta: 3:30:59, time: 0.905, data_time: 0.007, memory: 8343, top1_acc: 0.7205, top5_acc: 0.8902, loss_cls: 1.1446, loss: 1.1446, grad_norm: 5.4654 2020-07-26 01:05:27,187 - mmaction - INFO - Epoch [87][140/940] lr: 1.000e-04, eta: 3:30:40, time: 1.025, data_time: 0.002, memory: 8343, top1_acc: 0.7088, top5_acc: 0.8857, loss_cls: 1.1456, loss: 1.1456, grad_norm: 5.5756 2020-07-26 01:05:43,556 - mmaction - INFO - Epoch [87][160/940] lr: 1.000e-04, eta: 3:30:20, time: 0.816, data_time: 0.002, memory: 8343, top1_acc: 0.7102, top5_acc: 0.8814, loss_cls: 1.1914, loss: 1.1914, grad_norm: 5.6560 2020-07-26 01:06:01,581 - mmaction - INFO - Epoch [87][180/940] lr: 1.000e-04, eta: 3:30:01, time: 0.903, data_time: 0.008, memory: 8343, top1_acc: 0.7098, top5_acc: 0.8818, loss_cls: 1.1770, loss: 1.1770, grad_norm: 5.6138 2020-07-26 01:06:19,296 - mmaction - INFO - Epoch [87][200/940] lr: 1.000e-04, eta: 3:29:41, time: 0.885, data_time: 0.008, memory: 8343, top1_acc: 0.7088, top5_acc: 0.8803, loss_cls: 1.1679, loss: 1.1679, grad_norm: 5.5587 2020-07-26 01:06:38,912 - mmaction - INFO - Epoch [87][220/940] lr: 1.000e-04, eta: 3:29:21, time: 0.982, data_time: 0.004, memory: 8343, top1_acc: 0.7223, top5_acc: 0.8885, loss_cls: 1.1469, loss: 1.1469, grad_norm: 5.6120 2020-07-26 01:06:55,849 - mmaction - INFO - Epoch [87][240/940] lr: 1.000e-04, eta: 3:29:02, time: 0.840, data_time: 0.006, memory: 8343, top1_acc: 0.7189, top5_acc: 0.8934, loss_cls: 1.1359, loss: 1.1359, grad_norm: 5.6180 2020-07-26 01:07:14,789 - mmaction - INFO - Epoch [87][260/940] lr: 1.000e-04, eta: 3:28:42, time: 0.953, data_time: 0.009, memory: 8343, top1_acc: 0.7137, top5_acc: 0.8875, loss_cls: 1.1526, loss: 1.1526, grad_norm: 5.5914 2020-07-26 01:07:34,742 - mmaction - INFO - Epoch [87][280/940] lr: 1.000e-04, eta: 3:28:23, time: 0.995, data_time: 0.007, memory: 8343, top1_acc: 0.7066, top5_acc: 0.8801, loss_cls: 1.1676, loss: 1.1676, grad_norm: 5.6516 2020-07-26 01:07:51,787 - mmaction - INFO - Epoch [87][300/940] lr: 1.000e-04, eta: 3:28:03, time: 0.854, data_time: 0.008, memory: 8343, top1_acc: 0.7154, top5_acc: 0.8883, loss_cls: 1.1408, loss: 1.1408, grad_norm: 5.6009 2020-07-26 01:08:09,379 - mmaction - INFO - Epoch [87][320/940] lr: 1.000e-04, eta: 3:27:43, time: 0.880, data_time: 0.003, memory: 8343, top1_acc: 0.7127, top5_acc: 0.8881, loss_cls: 1.1504, loss: 1.1504, grad_norm: 5.5268 2020-07-26 01:08:28,137 - mmaction - INFO - Epoch [87][340/940] lr: 1.000e-04, eta: 3:27:24, time: 0.935, data_time: 0.007, memory: 8343, top1_acc: 0.7135, top5_acc: 0.8904, loss_cls: 1.1429, loss: 1.1429, grad_norm: 5.5640 2020-07-26 01:08:46,123 - mmaction - INFO - Epoch [87][360/940] lr: 1.000e-04, eta: 3:27:04, time: 0.902, data_time: 0.005, memory: 8343, top1_acc: 0.6957, top5_acc: 0.8793, loss_cls: 1.2003, loss: 1.2003, grad_norm: 5.6738 2020-07-26 01:09:04,599 - mmaction - INFO - Epoch [87][380/940] lr: 1.000e-04, eta: 3:26:45, time: 0.920, data_time: 0.008, memory: 8343, top1_acc: 0.7082, top5_acc: 0.8873, loss_cls: 1.1798, loss: 1.1798, grad_norm: 5.6385 2020-07-26 01:09:21,567 - mmaction - INFO - Epoch [87][400/940] lr: 1.000e-04, eta: 3:26:25, time: 0.853, data_time: 0.007, memory: 8343, top1_acc: 0.7186, top5_acc: 0.8975, loss_cls: 1.1122, loss: 1.1122, grad_norm: 5.6103 2020-07-26 01:09:39,976 - mmaction - INFO - Epoch [87][420/940] lr: 1.000e-04, eta: 3:26:05, time: 0.917, data_time: 0.006, memory: 8343, top1_acc: 0.7236, top5_acc: 0.8914, loss_cls: 1.1279, loss: 1.1279, grad_norm: 5.5406 2020-07-26 01:09:58,112 - mmaction - INFO - Epoch [87][440/940] lr: 1.000e-04, eta: 3:25:46, time: 0.910, data_time: 0.008, memory: 8343, top1_acc: 0.7160, top5_acc: 0.8926, loss_cls: 1.1346, loss: 1.1346, grad_norm: 5.6041 2020-07-26 01:10:16,475 - mmaction - INFO - Epoch [87][460/940] lr: 1.000e-04, eta: 3:25:26, time: 0.917, data_time: 0.008, memory: 8343, top1_acc: 0.7074, top5_acc: 0.8814, loss_cls: 1.1686, loss: 1.1686, grad_norm: 5.5979 2020-07-26 01:10:35,159 - mmaction - INFO - Epoch [87][480/940] lr: 1.000e-04, eta: 3:25:07, time: 0.935, data_time: 0.008, memory: 8343, top1_acc: 0.7141, top5_acc: 0.8869, loss_cls: 1.1505, loss: 1.1505, grad_norm: 5.5683 2020-07-26 01:10:52,754 - mmaction - INFO - Epoch [87][500/940] lr: 1.000e-04, eta: 3:24:47, time: 0.881, data_time: 0.006, memory: 8343, top1_acc: 0.7139, top5_acc: 0.8871, loss_cls: 1.1599, loss: 1.1599, grad_norm: 5.6823 2020-07-26 01:11:09,869 - mmaction - INFO - Epoch [87][520/940] lr: 1.000e-04, eta: 3:24:27, time: 0.851, data_time: 0.006, memory: 8343, top1_acc: 0.7193, top5_acc: 0.8889, loss_cls: 1.1362, loss: 1.1362, grad_norm: 5.4691 2020-07-26 01:11:27,324 - mmaction - INFO - Epoch [87][540/940] lr: 1.000e-04, eta: 3:24:07, time: 0.877, data_time: 0.009, memory: 8343, top1_acc: 0.7076, top5_acc: 0.8799, loss_cls: 1.1613, loss: 1.1613, grad_norm: 5.5973 2020-07-26 01:11:47,154 - mmaction - INFO - Epoch [87][560/940] lr: 1.000e-04, eta: 3:23:48, time: 0.991, data_time: 0.007, memory: 8343, top1_acc: 0.7053, top5_acc: 0.8740, loss_cls: 1.1869, loss: 1.1869, grad_norm: 5.6651 2020-07-26 01:12:04,472 - mmaction - INFO - Epoch [87][580/940] lr: 1.000e-04, eta: 3:23:28, time: 0.867, data_time: 0.009, memory: 8343, top1_acc: 0.7055, top5_acc: 0.8801, loss_cls: 1.1949, loss: 1.1949, grad_norm: 5.6671 2020-07-26 01:12:22,857 - mmaction - INFO - Epoch [87][600/940] lr: 1.000e-04, eta: 3:23:09, time: 0.917, data_time: 0.002, memory: 8343, top1_acc: 0.7098, top5_acc: 0.8918, loss_cls: 1.1566, loss: 1.1566, grad_norm: 5.6628 2020-07-26 01:12:41,337 - mmaction - INFO - Epoch [87][620/940] lr: 1.000e-04, eta: 3:22:49, time: 0.921, data_time: 0.009, memory: 8343, top1_acc: 0.7160, top5_acc: 0.8844, loss_cls: 1.1524, loss: 1.1524, grad_norm: 5.5121 2020-07-26 01:12:58,859 - mmaction - INFO - Epoch [87][640/940] lr: 1.000e-04, eta: 3:22:29, time: 0.879, data_time: 0.008, memory: 8343, top1_acc: 0.7086, top5_acc: 0.8885, loss_cls: 1.1673, loss: 1.1673, grad_norm: 5.6025 2020-07-26 01:13:17,021 - mmaction - INFO - Epoch [87][660/940] lr: 1.000e-04, eta: 3:22:10, time: 0.908, data_time: 0.009, memory: 8343, top1_acc: 0.7080, top5_acc: 0.8840, loss_cls: 1.1634, loss: 1.1634, grad_norm: 5.5594 2020-07-26 01:13:36,417 - mmaction - INFO - Epoch [87][680/940] lr: 1.000e-04, eta: 3:21:50, time: 0.971, data_time: 0.007, memory: 8343, top1_acc: 0.7104, top5_acc: 0.8869, loss_cls: 1.1434, loss: 1.1434, grad_norm: 5.5444 2020-07-26 01:13:54,946 - mmaction - INFO - Epoch [87][700/940] lr: 1.000e-04, eta: 3:21:31, time: 0.924, data_time: 0.008, memory: 8343, top1_acc: 0.7145, top5_acc: 0.8855, loss_cls: 1.1648, loss: 1.1648, grad_norm: 5.6379 2020-07-26 01:14:14,953 - mmaction - INFO - Epoch [87][720/940] lr: 1.000e-04, eta: 3:21:12, time: 1.003, data_time: 0.006, memory: 8343, top1_acc: 0.7137, top5_acc: 0.8875, loss_cls: 1.1672, loss: 1.1672, grad_norm: 5.6502 2020-07-26 01:14:32,065 - mmaction - INFO - Epoch [87][740/940] lr: 1.000e-04, eta: 3:20:52, time: 0.852, data_time: 0.007, memory: 8343, top1_acc: 0.7203, top5_acc: 0.8859, loss_cls: 1.1195, loss: 1.1195, grad_norm: 5.4469 2020-07-26 01:14:51,969 - mmaction - INFO - Epoch [87][760/940] lr: 1.000e-04, eta: 3:20:33, time: 0.997, data_time: 0.009, memory: 8343, top1_acc: 0.7078, top5_acc: 0.8830, loss_cls: 1.1909, loss: 1.1909, grad_norm: 5.6325 2020-07-26 01:15:11,046 - mmaction - INFO - Epoch [87][780/940] lr: 1.000e-04, eta: 3:20:13, time: 0.954, data_time: 0.008, memory: 8343, top1_acc: 0.7105, top5_acc: 0.8828, loss_cls: 1.1710, loss: 1.1710, grad_norm: 5.5763 2020-07-26 01:15:29,924 - mmaction - INFO - Epoch [87][800/940] lr: 1.000e-04, eta: 3:19:54, time: 0.945, data_time: 0.006, memory: 8343, top1_acc: 0.7119, top5_acc: 0.8871, loss_cls: 1.1646, loss: 1.1646, grad_norm: 5.7185 2020-07-26 01:15:48,508 - mmaction - INFO - Epoch [87][820/940] lr: 1.000e-04, eta: 3:19:34, time: 0.930, data_time: 0.002, memory: 8343, top1_acc: 0.7244, top5_acc: 0.8908, loss_cls: 1.1299, loss: 1.1299, grad_norm: 5.5235 2020-07-26 01:16:06,867 - mmaction - INFO - Epoch [87][840/940] lr: 1.000e-04, eta: 3:19:14, time: 0.912, data_time: 0.004, memory: 8343, top1_acc: 0.7113, top5_acc: 0.8809, loss_cls: 1.1724, loss: 1.1724, grad_norm: 5.5812 2020-07-26 01:16:25,039 - mmaction - INFO - Epoch [87][860/940] lr: 1.000e-04, eta: 3:18:55, time: 0.912, data_time: 0.009, memory: 8343, top1_acc: 0.7127, top5_acc: 0.8945, loss_cls: 1.1274, loss: 1.1274, grad_norm: 5.4603 2020-07-26 01:16:43,097 - mmaction - INFO - Epoch [87][880/940] lr: 1.000e-04, eta: 3:18:35, time: 0.903, data_time: 0.010, memory: 8343, top1_acc: 0.7117, top5_acc: 0.8855, loss_cls: 1.1416, loss: 1.1416, grad_norm: 5.5677 2020-07-26 01:17:02,837 - mmaction - INFO - Epoch [87][900/940] lr: 1.000e-04, eta: 3:18:16, time: 0.988, data_time: 0.008, memory: 8343, top1_acc: 0.7020, top5_acc: 0.8855, loss_cls: 1.1874, loss: 1.1874, grad_norm: 5.7104 2020-07-26 01:17:19,612 - mmaction - INFO - Epoch [87][920/940] lr: 1.000e-04, eta: 3:17:56, time: 0.838, data_time: 0.007, memory: 8343, top1_acc: 0.7219, top5_acc: 0.8957, loss_cls: 1.1045, loss: 1.1045, grad_norm: 5.5552 2020-07-26 01:17:36,323 - mmaction - INFO - Epoch [87][940/940] lr: 1.000e-04, eta: 3:17:36, time: 0.838, data_time: 0.005, memory: 8343, top1_acc: 0.7102, top5_acc: 0.8888, loss_cls: 1.1441, loss: 1.1441, grad_norm: 5.6929 2020-07-26 01:17:36,717 - mmaction - INFO - Saving checkpoint at 87 epochs 2020-07-26 01:18:03,402 - mmaction - INFO - Epoch [88][20/940] lr: 1.000e-04, eta: 3:17:18, time: 1.314, data_time: 0.494, memory: 8343, top1_acc: 0.7117, top5_acc: 0.8826, loss_cls: 1.1670, loss: 1.1670, grad_norm: 5.5671 2020-07-26 01:18:20,170 - mmaction - INFO - Epoch [88][40/940] lr: 1.000e-04, eta: 3:16:58, time: 0.836, data_time: 0.008, memory: 8343, top1_acc: 0.7141, top5_acc: 0.8877, loss_cls: 1.1481, loss: 1.1481, grad_norm: 5.6175 2020-07-26 01:18:38,231 - mmaction - INFO - Epoch [88][60/940] lr: 1.000e-04, eta: 3:16:39, time: 0.904, data_time: 0.011, memory: 8343, top1_acc: 0.7137, top5_acc: 0.8881, loss_cls: 1.1412, loss: 1.1412, grad_norm: 5.5416 2020-07-26 01:18:55,737 - mmaction - INFO - Epoch [88][80/940] lr: 1.000e-04, eta: 3:16:19, time: 0.877, data_time: 0.005, memory: 8343, top1_acc: 0.7244, top5_acc: 0.8910, loss_cls: 1.1237, loss: 1.1237, grad_norm: 5.5290 2020-07-26 01:19:14,179 - mmaction - INFO - Epoch [88][100/940] lr: 1.000e-04, eta: 3:15:59, time: 0.918, data_time: 0.007, memory: 8343, top1_acc: 0.7242, top5_acc: 0.8977, loss_cls: 1.1127, loss: 1.1127, grad_norm: 5.5841 2020-07-26 01:19:34,366 - mmaction - INFO - Epoch [88][120/940] lr: 1.000e-04, eta: 3:15:40, time: 1.014, data_time: 0.007, memory: 8343, top1_acc: 0.7160, top5_acc: 0.8852, loss_cls: 1.1372, loss: 1.1372, grad_norm: 5.5631 2020-07-26 01:19:52,326 - mmaction - INFO - Epoch [88][140/940] lr: 1.000e-04, eta: 3:15:20, time: 0.891, data_time: 0.007, memory: 8343, top1_acc: 0.7102, top5_acc: 0.8816, loss_cls: 1.1720, loss: 1.1720, grad_norm: 5.5770 2020-07-26 01:20:09,592 - mmaction - INFO - Epoch [88][160/940] lr: 1.000e-04, eta: 3:15:01, time: 0.869, data_time: 0.010, memory: 8343, top1_acc: 0.7143, top5_acc: 0.8811, loss_cls: 1.1598, loss: 1.1598, grad_norm: 5.5817 2020-07-26 01:20:28,068 - mmaction - INFO - Epoch [88][180/940] lr: 1.000e-04, eta: 3:14:41, time: 0.923, data_time: 0.008, memory: 8343, top1_acc: 0.7219, top5_acc: 0.8891, loss_cls: 1.1204, loss: 1.1204, grad_norm: 5.5623 2020-07-26 01:20:45,935 - mmaction - INFO - Epoch [88][200/940] lr: 1.000e-04, eta: 3:14:21, time: 0.893, data_time: 0.006, memory: 8343, top1_acc: 0.7197, top5_acc: 0.8828, loss_cls: 1.1370, loss: 1.1370, grad_norm: 5.5465 2020-07-26 01:21:03,892 - mmaction - INFO - Epoch [88][220/940] lr: 1.000e-04, eta: 3:14:02, time: 0.898, data_time: 0.009, memory: 8343, top1_acc: 0.7061, top5_acc: 0.8836, loss_cls: 1.1750, loss: 1.1750, grad_norm: 5.6096 2020-07-26 01:21:22,085 - mmaction - INFO - Epoch [88][240/940] lr: 1.000e-04, eta: 3:13:42, time: 0.910, data_time: 0.005, memory: 8343, top1_acc: 0.7150, top5_acc: 0.8863, loss_cls: 1.1662, loss: 1.1662, grad_norm: 5.6439 2020-07-26 01:21:39,384 - mmaction - INFO - Epoch [88][260/940] lr: 1.000e-04, eta: 3:13:23, time: 0.861, data_time: 0.008, memory: 8343, top1_acc: 0.7139, top5_acc: 0.8900, loss_cls: 1.1473, loss: 1.1473, grad_norm: 5.5768 2020-07-26 01:21:57,930 - mmaction - INFO - Epoch [88][280/940] lr: 1.000e-04, eta: 3:13:03, time: 0.931, data_time: 0.010, memory: 8343, top1_acc: 0.7035, top5_acc: 0.8861, loss_cls: 1.1871, loss: 1.1871, grad_norm: 5.7922 2020-07-26 01:22:15,856 - mmaction - INFO - Epoch [88][300/940] lr: 1.000e-04, eta: 3:12:43, time: 0.897, data_time: 0.009, memory: 8343, top1_acc: 0.7068, top5_acc: 0.8844, loss_cls: 1.1864, loss: 1.1864, grad_norm: 5.6713 2020-07-26 01:22:33,696 - mmaction - INFO - Epoch [88][320/940] lr: 1.000e-04, eta: 3:12:24, time: 0.888, data_time: 0.007, memory: 8343, top1_acc: 0.7074, top5_acc: 0.8855, loss_cls: 1.1711, loss: 1.1711, grad_norm: 5.7023 2020-07-26 01:22:52,368 - mmaction - INFO - Epoch [88][340/940] lr: 1.000e-04, eta: 3:12:04, time: 0.939, data_time: 0.008, memory: 8343, top1_acc: 0.7156, top5_acc: 0.8887, loss_cls: 1.1471, loss: 1.1471, grad_norm: 5.5861 2020-07-26 01:23:09,884 - mmaction - INFO - Epoch [88][360/940] lr: 1.000e-04, eta: 3:11:45, time: 0.875, data_time: 0.007, memory: 8343, top1_acc: 0.7133, top5_acc: 0.8850, loss_cls: 1.1507, loss: 1.1507, grad_norm: 5.5672 2020-07-26 01:23:28,501 - mmaction - INFO - Epoch [88][380/940] lr: 1.000e-04, eta: 3:11:25, time: 0.930, data_time: 0.003, memory: 8343, top1_acc: 0.7168, top5_acc: 0.8918, loss_cls: 1.1225, loss: 1.1225, grad_norm: 5.4783 2020-07-26 01:23:46,599 - mmaction - INFO - Epoch [88][400/940] lr: 1.000e-04, eta: 3:11:06, time: 0.904, data_time: 0.010, memory: 8343, top1_acc: 0.7111, top5_acc: 0.8855, loss_cls: 1.1594, loss: 1.1594, grad_norm: 5.6056 2020-07-26 01:24:06,067 - mmaction - INFO - Epoch [88][420/940] lr: 1.000e-04, eta: 3:10:46, time: 0.974, data_time: 0.010, memory: 8343, top1_acc: 0.7063, top5_acc: 0.8828, loss_cls: 1.1728, loss: 1.1728, grad_norm: 5.6861 2020-07-26 01:24:23,567 - mmaction - INFO - Epoch [88][440/940] lr: 1.000e-04, eta: 3:10:26, time: 0.875, data_time: 0.006, memory: 8343, top1_acc: 0.7172, top5_acc: 0.8863, loss_cls: 1.1433, loss: 1.1433, grad_norm: 5.5213 2020-07-26 01:24:41,924 - mmaction - INFO - Epoch [88][460/940] lr: 1.000e-04, eta: 3:10:07, time: 0.917, data_time: 0.009, memory: 8343, top1_acc: 0.7021, top5_acc: 0.8742, loss_cls: 1.2335, loss: 1.2335, grad_norm: 5.6601 2020-07-26 01:24:59,183 - mmaction - INFO - Epoch [88][480/940] lr: 1.000e-04, eta: 3:09:47, time: 0.865, data_time: 0.004, memory: 8343, top1_acc: 0.7131, top5_acc: 0.8865, loss_cls: 1.1527, loss: 1.1527, grad_norm: 5.6137 2020-07-26 01:25:18,294 - mmaction - INFO - Epoch [88][500/940] lr: 1.000e-04, eta: 3:09:28, time: 0.952, data_time: 0.006, memory: 8343, top1_acc: 0.7211, top5_acc: 0.8930, loss_cls: 1.1170, loss: 1.1170, grad_norm: 5.4714 2020-07-26 01:25:35,986 - mmaction - INFO - Epoch [88][520/940] lr: 1.000e-04, eta: 3:09:08, time: 0.887, data_time: 0.009, memory: 8343, top1_acc: 0.7143, top5_acc: 0.8764, loss_cls: 1.1689, loss: 1.1689, grad_norm: 5.6287 2020-07-26 01:25:56,066 - mmaction - INFO - Epoch [88][540/940] lr: 1.000e-04, eta: 3:08:49, time: 0.999, data_time: 0.008, memory: 8343, top1_acc: 0.7188, top5_acc: 0.8906, loss_cls: 1.1288, loss: 1.1288, grad_norm: 5.6042 2020-07-26 01:26:14,703 - mmaction - INFO - Epoch [88][560/940] lr: 1.000e-04, eta: 3:08:29, time: 0.936, data_time: 0.009, memory: 8343, top1_acc: 0.7104, top5_acc: 0.8791, loss_cls: 1.1726, loss: 1.1726, grad_norm: 5.6048 2020-07-26 01:26:31,687 - mmaction - INFO - Epoch [88][580/940] lr: 1.000e-04, eta: 3:08:10, time: 0.846, data_time: 0.008, memory: 8343, top1_acc: 0.7074, top5_acc: 0.8785, loss_cls: 1.1836, loss: 1.1836, grad_norm: 5.6899 2020-07-26 01:26:50,315 - mmaction - INFO - Epoch [88][600/940] lr: 1.000e-04, eta: 3:07:50, time: 0.935, data_time: 0.008, memory: 8343, top1_acc: 0.7230, top5_acc: 0.8883, loss_cls: 1.1202, loss: 1.1202, grad_norm: 5.5189 2020-07-26 01:27:08,631 - mmaction - INFO - Epoch [88][620/940] lr: 1.000e-04, eta: 3:07:30, time: 0.913, data_time: 0.008, memory: 8343, top1_acc: 0.7133, top5_acc: 0.8865, loss_cls: 1.1581, loss: 1.1581, grad_norm: 5.6077 2020-07-26 01:27:27,611 - mmaction - INFO - Epoch [88][640/940] lr: 1.000e-04, eta: 3:07:11, time: 0.953, data_time: 0.009, memory: 8343, top1_acc: 0.7043, top5_acc: 0.8812, loss_cls: 1.1942, loss: 1.1942, grad_norm: 5.6635 2020-07-26 01:27:45,743 - mmaction - INFO - Epoch [88][660/940] lr: 1.000e-04, eta: 3:06:51, time: 0.900, data_time: 0.007, memory: 8343, top1_acc: 0.7195, top5_acc: 0.8867, loss_cls: 1.1503, loss: 1.1503, grad_norm: 5.6174 2020-07-26 01:28:02,472 - mmaction - INFO - Epoch [88][680/940] lr: 1.000e-04, eta: 3:06:32, time: 0.843, data_time: 0.009, memory: 8343, top1_acc: 0.7045, top5_acc: 0.8770, loss_cls: 1.1999, loss: 1.1999, grad_norm: 5.6759 2020-07-26 01:28:21,533 - mmaction - INFO - Epoch [88][700/940] lr: 1.000e-04, eta: 3:06:12, time: 0.950, data_time: 0.007, memory: 8343, top1_acc: 0.7059, top5_acc: 0.8855, loss_cls: 1.1663, loss: 1.1663, grad_norm: 5.5742 2020-07-26 01:28:40,567 - mmaction - INFO - Epoch [88][720/940] lr: 1.000e-04, eta: 3:05:53, time: 0.955, data_time: 0.008, memory: 8343, top1_acc: 0.7113, top5_acc: 0.8869, loss_cls: 1.1375, loss: 1.1375, grad_norm: 5.6511 2020-07-26 01:28:57,639 - mmaction - INFO - Epoch [88][740/940] lr: 1.000e-04, eta: 3:05:33, time: 0.851, data_time: 0.002, memory: 8343, top1_acc: 0.7184, top5_acc: 0.8863, loss_cls: 1.1371, loss: 1.1371, grad_norm: 5.5377 2020-07-26 01:29:17,707 - mmaction - INFO - Epoch [88][760/940] lr: 1.000e-04, eta: 3:05:14, time: 1.002, data_time: 0.007, memory: 8343, top1_acc: 0.7057, top5_acc: 0.8836, loss_cls: 1.1781, loss: 1.1781, grad_norm: 5.6774 2020-07-26 01:29:35,099 - mmaction - INFO - Epoch [88][780/940] lr: 1.000e-04, eta: 3:04:54, time: 0.873, data_time: 0.007, memory: 8343, top1_acc: 0.7188, top5_acc: 0.8891, loss_cls: 1.1293, loss: 1.1293, grad_norm: 5.5160 2020-07-26 01:29:54,591 - mmaction - INFO - Epoch [88][800/940] lr: 1.000e-04, eta: 3:04:35, time: 0.973, data_time: 0.006, memory: 8343, top1_acc: 0.7168, top5_acc: 0.8885, loss_cls: 1.1350, loss: 1.1350, grad_norm: 5.6483 2020-07-26 01:30:13,095 - mmaction - INFO - Epoch [88][820/940] lr: 1.000e-04, eta: 3:04:15, time: 0.924, data_time: 0.006, memory: 8343, top1_acc: 0.7170, top5_acc: 0.8932, loss_cls: 1.1164, loss: 1.1164, grad_norm: 5.5421 2020-07-26 01:30:30,871 - mmaction - INFO - Epoch [88][840/940] lr: 1.000e-04, eta: 3:03:56, time: 0.887, data_time: 0.008, memory: 8343, top1_acc: 0.7168, top5_acc: 0.8887, loss_cls: 1.1261, loss: 1.1261, grad_norm: 5.6124 2020-07-26 01:30:47,980 - mmaction - INFO - Epoch [88][860/940] lr: 1.000e-04, eta: 3:03:36, time: 0.859, data_time: 0.007, memory: 8343, top1_acc: 0.7174, top5_acc: 0.8877, loss_cls: 1.1384, loss: 1.1384, grad_norm: 5.5781 2020-07-26 01:31:06,451 - mmaction - INFO - Epoch [88][880/940] lr: 1.000e-04, eta: 3:03:16, time: 0.923, data_time: 0.008, memory: 8343, top1_acc: 0.7051, top5_acc: 0.8855, loss_cls: 1.1606, loss: 1.1606, grad_norm: 5.6807 2020-07-26 01:31:24,674 - mmaction - INFO - Epoch [88][900/940] lr: 1.000e-04, eta: 3:02:57, time: 0.910, data_time: 0.005, memory: 8343, top1_acc: 0.7025, top5_acc: 0.8854, loss_cls: 1.1712, loss: 1.1712, grad_norm: 5.6468 2020-07-26 01:31:43,273 - mmaction - INFO - Epoch [88][920/940] lr: 1.000e-04, eta: 3:02:37, time: 0.925, data_time: 0.009, memory: 8343, top1_acc: 0.7104, top5_acc: 0.8887, loss_cls: 1.1480, loss: 1.1480, grad_norm: 5.6328 2020-07-26 01:31:59,870 - mmaction - INFO - Epoch [88][940/940] lr: 1.000e-04, eta: 3:02:18, time: 0.837, data_time: 0.010, memory: 8343, top1_acc: 0.7195, top5_acc: 0.8890, loss_cls: 1.1296, loss: 1.1296, grad_norm: 5.6741 2020-07-26 01:32:00,216 - mmaction - INFO - Saving checkpoint at 88 epochs 2020-07-26 01:32:27,401 - mmaction - INFO - Epoch [89][20/940] lr: 1.000e-04, eta: 3:01:59, time: 1.341, data_time: 0.577, memory: 8343, top1_acc: 0.7203, top5_acc: 0.8896, loss_cls: 1.1452, loss: 1.1452, grad_norm: 5.5002 2020-07-26 01:32:43,898 - mmaction - INFO - Epoch [89][40/940] lr: 1.000e-04, eta: 3:01:39, time: 0.823, data_time: 0.002, memory: 8343, top1_acc: 0.7072, top5_acc: 0.8828, loss_cls: 1.1741, loss: 1.1741, grad_norm: 5.6818 2020-07-26 01:33:01,581 - mmaction - INFO - Epoch [89][60/940] lr: 1.000e-04, eta: 3:01:20, time: 0.880, data_time: 0.009, memory: 8343, top1_acc: 0.7049, top5_acc: 0.8836, loss_cls: 1.1729, loss: 1.1729, grad_norm: 5.6945 2020-07-26 01:33:20,164 - mmaction - INFO - Epoch [89][80/940] lr: 1.000e-04, eta: 3:01:00, time: 0.934, data_time: 0.009, memory: 8343, top1_acc: 0.7148, top5_acc: 0.8873, loss_cls: 1.1491, loss: 1.1491, grad_norm: 5.6615 2020-07-26 01:33:38,125 - mmaction - INFO - Epoch [89][100/940] lr: 1.000e-04, eta: 3:00:41, time: 0.892, data_time: 0.007, memory: 8343, top1_acc: 0.7113, top5_acc: 0.8859, loss_cls: 1.1601, loss: 1.1601, grad_norm: 5.6343 2020-07-26 01:33:56,172 - mmaction - INFO - Epoch [89][120/940] lr: 1.000e-04, eta: 3:00:21, time: 0.907, data_time: 0.011, memory: 8343, top1_acc: 0.7082, top5_acc: 0.8867, loss_cls: 1.1571, loss: 1.1571, grad_norm: 5.7121 2020-07-26 01:34:14,502 - mmaction - INFO - Epoch [89][140/940] lr: 1.000e-04, eta: 3:00:02, time: 0.912, data_time: 0.008, memory: 8343, top1_acc: 0.7045, top5_acc: 0.8828, loss_cls: 1.1848, loss: 1.1848, grad_norm: 5.6382 2020-07-26 01:34:31,299 - mmaction - INFO - Epoch [89][160/940] lr: 1.000e-04, eta: 2:59:42, time: 0.847, data_time: 0.010, memory: 8343, top1_acc: 0.7086, top5_acc: 0.8803, loss_cls: 1.1878, loss: 1.1878, grad_norm: 5.6698 2020-07-26 01:34:49,920 - mmaction - INFO - Epoch [89][180/940] lr: 1.000e-04, eta: 2:59:22, time: 0.929, data_time: 0.007, memory: 8343, top1_acc: 0.7111, top5_acc: 0.8846, loss_cls: 1.1512, loss: 1.1512, grad_norm: 5.6177 2020-07-26 01:35:08,955 - mmaction - INFO - Epoch [89][200/940] lr: 1.000e-04, eta: 2:59:03, time: 0.952, data_time: 0.007, memory: 8343, top1_acc: 0.7223, top5_acc: 0.8930, loss_cls: 1.1173, loss: 1.1173, grad_norm: 5.5320 2020-07-26 01:35:26,752 - mmaction - INFO - Epoch [89][220/940] lr: 1.000e-04, eta: 2:58:43, time: 0.891, data_time: 0.004, memory: 8343, top1_acc: 0.7068, top5_acc: 0.8791, loss_cls: 1.1792, loss: 1.1792, grad_norm: 5.6906 2020-07-26 01:35:46,552 - mmaction - INFO - Epoch [89][240/940] lr: 1.000e-04, eta: 2:58:24, time: 0.991, data_time: 0.003, memory: 8343, top1_acc: 0.7174, top5_acc: 0.8896, loss_cls: 1.1325, loss: 1.1325, grad_norm: 5.5964 2020-07-26 01:36:04,774 - mmaction - INFO - Epoch [89][260/940] lr: 1.000e-04, eta: 2:58:04, time: 0.905, data_time: 0.007, memory: 8343, top1_acc: 0.7063, top5_acc: 0.8799, loss_cls: 1.1957, loss: 1.1957, grad_norm: 5.6999 2020-07-26 01:36:22,669 - mmaction - INFO - Epoch [89][280/940] lr: 1.000e-04, eta: 2:57:45, time: 0.900, data_time: 0.008, memory: 8343, top1_acc: 0.7137, top5_acc: 0.8832, loss_cls: 1.1645, loss: 1.1645, grad_norm: 5.6305 2020-07-26 01:36:39,959 - mmaction - INFO - Epoch [89][300/940] lr: 1.000e-04, eta: 2:57:25, time: 0.861, data_time: 0.006, memory: 8343, top1_acc: 0.7205, top5_acc: 0.8852, loss_cls: 1.1398, loss: 1.1398, grad_norm: 5.6178 2020-07-26 01:36:58,349 - mmaction - INFO - Epoch [89][320/940] lr: 1.000e-04, eta: 2:57:06, time: 0.922, data_time: 0.010, memory: 8343, top1_acc: 0.7221, top5_acc: 0.8854, loss_cls: 1.1343, loss: 1.1343, grad_norm: 5.5087 2020-07-26 01:37:17,999 - mmaction - INFO - Epoch [89][340/940] lr: 1.000e-04, eta: 2:56:46, time: 0.984, data_time: 0.008, memory: 8343, top1_acc: 0.7145, top5_acc: 0.8902, loss_cls: 1.1539, loss: 1.1539, grad_norm: 5.6364 2020-07-26 01:37:34,804 - mmaction - INFO - Epoch [89][360/940] lr: 1.000e-04, eta: 2:56:26, time: 0.838, data_time: 0.007, memory: 8343, top1_acc: 0.7168, top5_acc: 0.8908, loss_cls: 1.1362, loss: 1.1362, grad_norm: 5.5788 2020-07-26 01:37:52,516 - mmaction - INFO - Epoch [89][380/940] lr: 1.000e-04, eta: 2:56:07, time: 0.888, data_time: 0.004, memory: 8343, top1_acc: 0.7156, top5_acc: 0.8873, loss_cls: 1.1494, loss: 1.1494, grad_norm: 5.6686 2020-07-26 01:38:10,340 - mmaction - INFO - Epoch [89][400/940] lr: 1.000e-04, eta: 2:55:47, time: 0.888, data_time: 0.006, memory: 8343, top1_acc: 0.7025, top5_acc: 0.8826, loss_cls: 1.1920, loss: 1.1920, grad_norm: 5.6204 2020-07-26 01:38:29,281 - mmaction - INFO - Epoch [89][420/940] lr: 1.000e-04, eta: 2:55:28, time: 0.948, data_time: 0.006, memory: 8343, top1_acc: 0.7201, top5_acc: 0.8855, loss_cls: 1.1444, loss: 1.1444, grad_norm: 5.5553 2020-07-26 01:38:47,278 - mmaction - INFO - Epoch [89][440/940] lr: 1.000e-04, eta: 2:55:08, time: 0.899, data_time: 0.007, memory: 8343, top1_acc: 0.7080, top5_acc: 0.8871, loss_cls: 1.1617, loss: 1.1617, grad_norm: 5.6724 2020-07-26 01:39:05,714 - mmaction - INFO - Epoch [89][460/940] lr: 1.000e-04, eta: 2:54:49, time: 0.919, data_time: 0.010, memory: 8343, top1_acc: 0.7141, top5_acc: 0.8865, loss_cls: 1.1493, loss: 1.1493, grad_norm: 5.6345 2020-07-26 01:39:24,199 - mmaction - INFO - Epoch [89][480/940] lr: 1.000e-04, eta: 2:54:29, time: 0.929, data_time: 0.008, memory: 8343, top1_acc: 0.7010, top5_acc: 0.8873, loss_cls: 1.1701, loss: 1.1701, grad_norm: 5.6567 2020-07-26 01:39:43,593 - mmaction - INFO - Epoch [89][500/940] lr: 1.000e-04, eta: 2:54:10, time: 0.967, data_time: 0.006, memory: 8343, top1_acc: 0.7119, top5_acc: 0.8930, loss_cls: 1.1513, loss: 1.1513, grad_norm: 5.7129 2020-07-26 01:40:00,443 - mmaction - INFO - Epoch [89][520/940] lr: 1.000e-04, eta: 2:53:50, time: 0.844, data_time: 0.004, memory: 8343, top1_acc: 0.7203, top5_acc: 0.8920, loss_cls: 1.1243, loss: 1.1243, grad_norm: 5.4352 2020-07-26 01:40:18,591 - mmaction - INFO - Epoch [89][540/940] lr: 1.000e-04, eta: 2:53:31, time: 0.903, data_time: 0.007, memory: 8343, top1_acc: 0.7131, top5_acc: 0.8881, loss_cls: 1.1455, loss: 1.1455, grad_norm: 5.5826 2020-07-26 01:40:36,008 - mmaction - INFO - Epoch [89][560/940] lr: 1.000e-04, eta: 2:53:11, time: 0.876, data_time: 0.008, memory: 8343, top1_acc: 0.7141, top5_acc: 0.8840, loss_cls: 1.1350, loss: 1.1350, grad_norm: 5.4594 2020-07-26 01:40:53,698 - mmaction - INFO - Epoch [89][580/940] lr: 1.000e-04, eta: 2:52:51, time: 0.879, data_time: 0.006, memory: 8343, top1_acc: 0.7027, top5_acc: 0.8828, loss_cls: 1.1609, loss: 1.1609, grad_norm: 5.6434 2020-07-26 01:41:11,990 - mmaction - INFO - Epoch [89][600/940] lr: 1.000e-04, eta: 2:52:32, time: 0.919, data_time: 0.008, memory: 8343, top1_acc: 0.7150, top5_acc: 0.8863, loss_cls: 1.1415, loss: 1.1415, grad_norm: 5.5827 2020-07-26 01:41:31,094 - mmaction - INFO - Epoch [89][620/940] lr: 1.000e-04, eta: 2:52:12, time: 0.951, data_time: 0.008, memory: 8343, top1_acc: 0.7090, top5_acc: 0.8842, loss_cls: 1.1691, loss: 1.1691, grad_norm: 5.6642 2020-07-26 01:41:48,512 - mmaction - INFO - Epoch [89][640/940] lr: 1.000e-04, eta: 2:51:53, time: 0.876, data_time: 0.008, memory: 8343, top1_acc: 0.7100, top5_acc: 0.8812, loss_cls: 1.1892, loss: 1.1892, grad_norm: 5.6910 2020-07-26 01:42:07,078 - mmaction - INFO - Epoch [89][660/940] lr: 1.000e-04, eta: 2:51:33, time: 0.925, data_time: 0.008, memory: 8343, top1_acc: 0.7197, top5_acc: 0.8850, loss_cls: 1.1643, loss: 1.1643, grad_norm: 5.6514 2020-07-26 01:42:24,897 - mmaction - INFO - Epoch [89][680/940] lr: 1.000e-04, eta: 2:51:14, time: 0.889, data_time: 0.007, memory: 8343, top1_acc: 0.7129, top5_acc: 0.8855, loss_cls: 1.1714, loss: 1.1714, grad_norm: 5.5885 2020-07-26 01:42:44,455 - mmaction - INFO - Epoch [89][700/940] lr: 1.000e-04, eta: 2:50:54, time: 0.977, data_time: 0.011, memory: 8343, top1_acc: 0.7115, top5_acc: 0.8879, loss_cls: 1.1415, loss: 1.1415, grad_norm: 5.5500 2020-07-26 01:43:01,621 - mmaction - INFO - Epoch [89][720/940] lr: 1.000e-04, eta: 2:50:35, time: 0.863, data_time: 0.007, memory: 8343, top1_acc: 0.7129, top5_acc: 0.8844, loss_cls: 1.1761, loss: 1.1761, grad_norm: 5.6071 2020-07-26 01:43:19,728 - mmaction - INFO - Epoch [89][740/940] lr: 1.000e-04, eta: 2:50:15, time: 0.902, data_time: 0.007, memory: 8343, top1_acc: 0.7285, top5_acc: 0.8938, loss_cls: 1.1290, loss: 1.1290, grad_norm: 5.5312 2020-07-26 01:43:36,830 - mmaction - INFO - Epoch [89][760/940] lr: 1.000e-04, eta: 2:49:55, time: 0.858, data_time: 0.007, memory: 8343, top1_acc: 0.7125, top5_acc: 0.8879, loss_cls: 1.1541, loss: 1.1541, grad_norm: 5.6411 2020-07-26 01:43:54,821 - mmaction - INFO - Epoch [89][780/940] lr: 1.000e-04, eta: 2:49:36, time: 0.896, data_time: 0.008, memory: 8343, top1_acc: 0.7150, top5_acc: 0.8941, loss_cls: 1.1076, loss: 1.1076, grad_norm: 5.5769 2020-07-26 01:44:12,873 - mmaction - INFO - Epoch [89][800/940] lr: 1.000e-04, eta: 2:49:16, time: 0.908, data_time: 0.008, memory: 8343, top1_acc: 0.7086, top5_acc: 0.8832, loss_cls: 1.1647, loss: 1.1647, grad_norm: 5.6088 2020-07-26 01:44:32,356 - mmaction - INFO - Epoch [89][820/940] lr: 1.000e-04, eta: 2:48:57, time: 0.968, data_time: 0.008, memory: 8343, top1_acc: 0.7168, top5_acc: 0.8865, loss_cls: 1.1512, loss: 1.1512, grad_norm: 5.5359 2020-07-26 01:44:49,877 - mmaction - INFO - Epoch [89][840/940] lr: 1.000e-04, eta: 2:48:37, time: 0.881, data_time: 0.009, memory: 8343, top1_acc: 0.7184, top5_acc: 0.8934, loss_cls: 1.1246, loss: 1.1246, grad_norm: 5.5679 2020-07-26 01:45:08,989 - mmaction - INFO - Epoch [89][860/940] lr: 1.000e-04, eta: 2:48:18, time: 0.956, data_time: 0.009, memory: 8343, top1_acc: 0.7229, top5_acc: 0.8904, loss_cls: 1.1164, loss: 1.1164, grad_norm: 5.4794 2020-07-26 01:45:27,345 - mmaction - INFO - Epoch [89][880/940] lr: 1.000e-04, eta: 2:47:58, time: 0.919, data_time: 0.003, memory: 8343, top1_acc: 0.7104, top5_acc: 0.8891, loss_cls: 1.1556, loss: 1.1556, grad_norm: 5.6600 2020-07-26 01:45:45,013 - mmaction - INFO - Epoch [89][900/940] lr: 1.000e-04, eta: 2:47:39, time: 0.883, data_time: 0.002, memory: 8343, top1_acc: 0.7074, top5_acc: 0.8891, loss_cls: 1.1756, loss: 1.1756, grad_norm: 5.7199 2020-07-26 01:46:02,240 - mmaction - INFO - Epoch [89][920/940] lr: 1.000e-04, eta: 2:47:19, time: 0.858, data_time: 0.005, memory: 8343, top1_acc: 0.7223, top5_acc: 0.8902, loss_cls: 1.1144, loss: 1.1144, grad_norm: 5.5289 2020-07-26 01:46:20,376 - mmaction - INFO - Epoch [89][940/940] lr: 1.000e-04, eta: 2:47:00, time: 0.910, data_time: 0.006, memory: 8343, top1_acc: 0.7128, top5_acc: 0.8890, loss_cls: 1.1497, loss: 1.1497, grad_norm: 5.6560 2020-07-26 01:46:20,747 - mmaction - INFO - Saving checkpoint at 89 epochs 2020-07-26 01:46:46,344 - mmaction - INFO - Epoch [90][20/940] lr: 1.000e-04, eta: 2:46:41, time: 1.257, data_time: 0.514, memory: 8343, top1_acc: 0.7129, top5_acc: 0.8842, loss_cls: 1.1488, loss: 1.1488, grad_norm: 5.6510 2020-07-26 01:47:03,997 - mmaction - INFO - Epoch [90][40/940] lr: 1.000e-04, eta: 2:46:21, time: 0.881, data_time: 0.012, memory: 8343, top1_acc: 0.7227, top5_acc: 0.8896, loss_cls: 1.1187, loss: 1.1187, grad_norm: 5.4938 2020-07-26 01:47:21,684 - mmaction - INFO - Epoch [90][60/940] lr: 1.000e-04, eta: 2:46:02, time: 0.888, data_time: 0.010, memory: 8343, top1_acc: 0.7248, top5_acc: 0.8914, loss_cls: 1.1168, loss: 1.1168, grad_norm: 5.5022 2020-07-26 01:47:38,911 - mmaction - INFO - Epoch [90][80/940] lr: 1.000e-04, eta: 2:45:42, time: 0.856, data_time: 0.008, memory: 8343, top1_acc: 0.7055, top5_acc: 0.8830, loss_cls: 1.1802, loss: 1.1802, grad_norm: 5.6538 2020-07-26 01:47:56,412 - mmaction - INFO - Epoch [90][100/940] lr: 1.000e-04, eta: 2:45:23, time: 0.882, data_time: 0.009, memory: 8343, top1_acc: 0.7107, top5_acc: 0.8922, loss_cls: 1.1404, loss: 1.1404, grad_norm: 5.5785 2020-07-26 01:48:14,291 - mmaction - INFO - Epoch [90][120/940] lr: 1.000e-04, eta: 2:45:03, time: 0.892, data_time: 0.003, memory: 8343, top1_acc: 0.7088, top5_acc: 0.8857, loss_cls: 1.1850, loss: 1.1850, grad_norm: 5.6886 2020-07-26 01:48:32,666 - mmaction - INFO - Epoch [90][140/940] lr: 1.000e-04, eta: 2:44:43, time: 0.918, data_time: 0.007, memory: 8343, top1_acc: 0.7203, top5_acc: 0.8873, loss_cls: 1.1552, loss: 1.1552, grad_norm: 5.6008 2020-07-26 01:48:50,355 - mmaction - INFO - Epoch [90][160/940] lr: 1.000e-04, eta: 2:44:24, time: 0.888, data_time: 0.005, memory: 8343, top1_acc: 0.7146, top5_acc: 0.8842, loss_cls: 1.1536, loss: 1.1536, grad_norm: 5.5466 2020-07-26 01:49:08,103 - mmaction - INFO - Epoch [90][180/940] lr: 1.000e-04, eta: 2:44:04, time: 0.880, data_time: 0.004, memory: 8343, top1_acc: 0.7105, top5_acc: 0.8881, loss_cls: 1.1532, loss: 1.1532, grad_norm: 5.6090 2020-07-26 01:49:25,135 - mmaction - INFO - Epoch [90][200/940] lr: 1.000e-04, eta: 2:43:45, time: 0.859, data_time: 0.010, memory: 8343, top1_acc: 0.7193, top5_acc: 0.8898, loss_cls: 1.1269, loss: 1.1269, grad_norm: 5.6359 2020-07-26 01:49:44,625 - mmaction - INFO - Epoch [90][220/940] lr: 1.000e-04, eta: 2:43:25, time: 0.967, data_time: 0.006, memory: 8343, top1_acc: 0.7215, top5_acc: 0.8896, loss_cls: 1.1181, loss: 1.1181, grad_norm: 5.5510 2020-07-26 01:50:03,031 - mmaction - INFO - Epoch [90][240/940] lr: 1.000e-04, eta: 2:43:06, time: 0.927, data_time: 0.011, memory: 8343, top1_acc: 0.7125, top5_acc: 0.8928, loss_cls: 1.1360, loss: 1.1360, grad_norm: 5.6671 2020-07-26 01:50:21,299 - mmaction - INFO - Epoch [90][260/940] lr: 1.000e-04, eta: 2:42:46, time: 0.914, data_time: 0.003, memory: 8343, top1_acc: 0.7100, top5_acc: 0.8834, loss_cls: 1.1603, loss: 1.1603, grad_norm: 5.5962 2020-07-26 01:50:38,858 - mmaction - INFO - Epoch [90][280/940] lr: 1.000e-04, eta: 2:42:27, time: 0.876, data_time: 0.002, memory: 8343, top1_acc: 0.7152, top5_acc: 0.8830, loss_cls: 1.1518, loss: 1.1518, grad_norm: 5.5541 2020-07-26 01:50:56,722 - mmaction - INFO - Epoch [90][300/940] lr: 1.000e-04, eta: 2:42:07, time: 0.889, data_time: 0.010, memory: 8343, top1_acc: 0.7117, top5_acc: 0.8875, loss_cls: 1.1718, loss: 1.1718, grad_norm: 5.7373 2020-07-26 01:51:16,086 - mmaction - INFO - Epoch [90][320/940] lr: 1.000e-04, eta: 2:41:48, time: 0.975, data_time: 0.009, memory: 8343, top1_acc: 0.7123, top5_acc: 0.8916, loss_cls: 1.1459, loss: 1.1459, grad_norm: 5.6058 2020-07-26 01:51:34,013 - mmaction - INFO - Epoch [90][340/940] lr: 1.000e-04, eta: 2:41:28, time: 0.886, data_time: 0.006, memory: 8343, top1_acc: 0.7166, top5_acc: 0.8844, loss_cls: 1.1593, loss: 1.1593, grad_norm: 5.5458 2020-07-26 01:51:51,438 - mmaction - INFO - Epoch [90][360/940] lr: 1.000e-04, eta: 2:41:09, time: 0.881, data_time: 0.013, memory: 8343, top1_acc: 0.7236, top5_acc: 0.8879, loss_cls: 1.1159, loss: 1.1159, grad_norm: 5.5009 2020-07-26 01:52:09,561 - mmaction - INFO - Epoch [90][380/940] lr: 1.000e-04, eta: 2:40:49, time: 0.906, data_time: 0.008, memory: 8343, top1_acc: 0.7115, top5_acc: 0.8852, loss_cls: 1.1729, loss: 1.1729, grad_norm: 5.6345 2020-07-26 01:52:28,134 - mmaction - INFO - Epoch [90][400/940] lr: 1.000e-04, eta: 2:40:30, time: 0.927, data_time: 0.009, memory: 8343, top1_acc: 0.7201, top5_acc: 0.8895, loss_cls: 1.1198, loss: 1.1198, grad_norm: 5.4727 2020-07-26 01:52:45,650 - mmaction - INFO - Epoch [90][420/940] lr: 1.000e-04, eta: 2:40:10, time: 0.874, data_time: 0.009, memory: 8343, top1_acc: 0.7250, top5_acc: 0.8963, loss_cls: 1.0809, loss: 1.0809, grad_norm: 5.3997 2020-07-26 01:53:04,664 - mmaction - INFO - Epoch [90][440/940] lr: 1.000e-04, eta: 2:39:51, time: 0.952, data_time: 0.010, memory: 8343, top1_acc: 0.7098, top5_acc: 0.8830, loss_cls: 1.1474, loss: 1.1474, grad_norm: 5.5964 2020-07-26 01:53:22,784 - mmaction - INFO - Epoch [90][460/940] lr: 1.000e-04, eta: 2:39:31, time: 0.906, data_time: 0.005, memory: 8343, top1_acc: 0.7189, top5_acc: 0.8934, loss_cls: 1.1194, loss: 1.1194, grad_norm: 5.5838 2020-07-26 01:53:42,786 - mmaction - INFO - Epoch [90][480/940] lr: 1.000e-04, eta: 2:39:12, time: 1.001, data_time: 0.010, memory: 8343, top1_acc: 0.7270, top5_acc: 0.8906, loss_cls: 1.1167, loss: 1.1167, grad_norm: 5.5348 2020-07-26 01:53:58,904 - mmaction - INFO - Epoch [90][500/940] lr: 1.000e-04, eta: 2:38:52, time: 0.804, data_time: 0.005, memory: 8343, top1_acc: 0.7139, top5_acc: 0.8812, loss_cls: 1.1583, loss: 1.1583, grad_norm: 5.6083 2020-07-26 01:54:16,756 - mmaction - INFO - Epoch [90][520/940] lr: 1.000e-04, eta: 2:38:32, time: 0.891, data_time: 0.009, memory: 8343, top1_acc: 0.7125, top5_acc: 0.8814, loss_cls: 1.1727, loss: 1.1727, grad_norm: 5.6539 2020-07-26 01:54:35,127 - mmaction - INFO - Epoch [90][540/940] lr: 1.000e-04, eta: 2:38:13, time: 0.924, data_time: 0.008, memory: 8343, top1_acc: 0.7104, top5_acc: 0.8852, loss_cls: 1.1494, loss: 1.1494, grad_norm: 5.6088 2020-07-26 01:54:54,167 - mmaction - INFO - Epoch [90][560/940] lr: 1.000e-04, eta: 2:37:54, time: 0.950, data_time: 0.005, memory: 8343, top1_acc: 0.7170, top5_acc: 0.8902, loss_cls: 1.1426, loss: 1.1426, grad_norm: 5.6685 2020-07-26 01:55:14,058 - mmaction - INFO - Epoch [90][580/940] lr: 1.000e-04, eta: 2:37:34, time: 0.995, data_time: 0.004, memory: 8343, top1_acc: 0.7141, top5_acc: 0.8852, loss_cls: 1.1569, loss: 1.1569, grad_norm: 5.6345 2020-07-26 01:55:30,722 - mmaction - INFO - Epoch [90][600/940] lr: 1.000e-04, eta: 2:37:15, time: 0.834, data_time: 0.007, memory: 8343, top1_acc: 0.7098, top5_acc: 0.8848, loss_cls: 1.1615, loss: 1.1615, grad_norm: 5.6692 2020-07-26 01:55:49,580 - mmaction - INFO - Epoch [90][620/940] lr: 1.000e-04, eta: 2:36:55, time: 0.943, data_time: 0.003, memory: 8343, top1_acc: 0.7104, top5_acc: 0.8848, loss_cls: 1.1652, loss: 1.1652, grad_norm: 5.6341 2020-07-26 01:56:08,371 - mmaction - INFO - Epoch [90][640/940] lr: 1.000e-04, eta: 2:36:36, time: 0.932, data_time: 0.008, memory: 8343, top1_acc: 0.7117, top5_acc: 0.8900, loss_cls: 1.1573, loss: 1.1573, grad_norm: 5.6214 2020-07-26 01:56:25,908 - mmaction - INFO - Epoch [90][660/940] lr: 1.000e-04, eta: 2:36:16, time: 0.883, data_time: 0.010, memory: 8343, top1_acc: 0.7189, top5_acc: 0.8867, loss_cls: 1.1456, loss: 1.1456, grad_norm: 5.5702 2020-07-26 01:56:43,766 - mmaction - INFO - Epoch [90][680/940] lr: 1.000e-04, eta: 2:35:56, time: 0.891, data_time: 0.009, memory: 8343, top1_acc: 0.7113, top5_acc: 0.8867, loss_cls: 1.1648, loss: 1.1648, grad_norm: 5.6364 2020-07-26 01:57:02,694 - mmaction - INFO - Epoch [90][700/940] lr: 1.000e-04, eta: 2:35:37, time: 0.948, data_time: 0.008, memory: 8343, top1_acc: 0.7117, top5_acc: 0.8879, loss_cls: 1.1423, loss: 1.1423, grad_norm: 5.6390 2020-07-26 01:57:21,784 - mmaction - INFO - Epoch [90][720/940] lr: 1.000e-04, eta: 2:35:18, time: 0.956, data_time: 0.008, memory: 8343, top1_acc: 0.7070, top5_acc: 0.8854, loss_cls: 1.1487, loss: 1.1487, grad_norm: 5.5706 2020-07-26 01:57:39,301 - mmaction - INFO - Epoch [90][740/940] lr: 1.000e-04, eta: 2:34:58, time: 0.875, data_time: 0.004, memory: 8343, top1_acc: 0.7109, top5_acc: 0.8865, loss_cls: 1.1594, loss: 1.1594, grad_norm: 5.6536 2020-07-26 01:57:57,246 - mmaction - INFO - Epoch [90][760/940] lr: 1.000e-04, eta: 2:34:39, time: 0.897, data_time: 0.007, memory: 8343, top1_acc: 0.7201, top5_acc: 0.8936, loss_cls: 1.1185, loss: 1.1185, grad_norm: 5.6131 2020-07-26 01:58:15,645 - mmaction - INFO - Epoch [90][780/940] lr: 1.000e-04, eta: 2:34:19, time: 0.922, data_time: 0.007, memory: 8343, top1_acc: 0.7129, top5_acc: 0.8908, loss_cls: 1.1461, loss: 1.1461, grad_norm: 5.5548 2020-07-26 01:58:33,175 - mmaction - INFO - Epoch [90][800/940] lr: 1.000e-04, eta: 2:33:59, time: 0.874, data_time: 0.006, memory: 8343, top1_acc: 0.7127, top5_acc: 0.8867, loss_cls: 1.1379, loss: 1.1379, grad_norm: 5.6088 2020-07-26 01:58:51,914 - mmaction - INFO - Epoch [90][820/940] lr: 1.000e-04, eta: 2:33:40, time: 0.937, data_time: 0.006, memory: 8343, top1_acc: 0.7217, top5_acc: 0.8906, loss_cls: 1.1204, loss: 1.1204, grad_norm: 5.5169 2020-07-26 01:59:09,454 - mmaction - INFO - Epoch [90][840/940] lr: 1.000e-04, eta: 2:33:20, time: 0.874, data_time: 0.004, memory: 8343, top1_acc: 0.7215, top5_acc: 0.8904, loss_cls: 1.1300, loss: 1.1300, grad_norm: 5.6048 2020-07-26 01:59:27,541 - mmaction - INFO - Epoch [90][860/940] lr: 1.000e-04, eta: 2:33:01, time: 0.903, data_time: 0.011, memory: 8343, top1_acc: 0.7104, top5_acc: 0.8834, loss_cls: 1.1676, loss: 1.1676, grad_norm: 5.7317 2020-07-26 01:59:45,838 - mmaction - INFO - Epoch [90][880/940] lr: 1.000e-04, eta: 2:32:41, time: 0.921, data_time: 0.009, memory: 8343, top1_acc: 0.7053, top5_acc: 0.8854, loss_cls: 1.1540, loss: 1.1540, grad_norm: 5.6722 2020-07-26 02:00:05,524 - mmaction - INFO - Epoch [90][900/940] lr: 1.000e-04, eta: 2:32:22, time: 0.980, data_time: 0.005, memory: 8343, top1_acc: 0.7113, top5_acc: 0.8867, loss_cls: 1.1543, loss: 1.1543, grad_norm: 5.6742 2020-07-26 02:00:21,816 - mmaction - INFO - Epoch [90][920/940] lr: 1.000e-04, eta: 2:32:02, time: 0.817, data_time: 0.010, memory: 8343, top1_acc: 0.7180, top5_acc: 0.8818, loss_cls: 1.1608, loss: 1.1608, grad_norm: 5.5665 2020-07-26 02:00:39,217 - mmaction - INFO - Epoch [90][940/940] lr: 1.000e-04, eta: 2:31:43, time: 0.872, data_time: 0.008, memory: 8343, top1_acc: 0.7045, top5_acc: 0.8878, loss_cls: 1.1570, loss: 1.1570, grad_norm: 5.7326 2020-07-26 02:00:39,727 - mmaction - INFO - Saving checkpoint at 90 epochs 2020-07-26 02:01:09,344 - mmaction - INFO - Epoch [91][20/940] lr: 1.000e-04, eta: 2:31:25, time: 1.451, data_time: 0.641, memory: 8343, top1_acc: 0.7076, top5_acc: 0.8795, loss_cls: 1.1734, loss: 1.1734, grad_norm: 5.6605 2020-07-26 02:01:27,364 - mmaction - INFO - Epoch [91][40/940] lr: 1.000e-04, eta: 2:31:05, time: 0.900, data_time: 0.021, memory: 8343, top1_acc: 0.7129, top5_acc: 0.8912, loss_cls: 1.1453, loss: 1.1453, grad_norm: 5.6416 2020-07-26 02:01:44,420 - mmaction - INFO - Epoch [91][60/940] lr: 1.000e-04, eta: 2:30:45, time: 0.854, data_time: 0.005, memory: 8343, top1_acc: 0.7229, top5_acc: 0.8916, loss_cls: 1.1121, loss: 1.1121, grad_norm: 5.5221 2020-07-26 02:02:01,738 - mmaction - INFO - Epoch [91][80/940] lr: 1.000e-04, eta: 2:30:26, time: 0.861, data_time: 0.010, memory: 8343, top1_acc: 0.7172, top5_acc: 0.8918, loss_cls: 1.1239, loss: 1.1239, grad_norm: 5.5913 2020-07-26 02:02:20,631 - mmaction - INFO - Epoch [91][100/940] lr: 1.000e-04, eta: 2:30:06, time: 0.950, data_time: 0.010, memory: 8343, top1_acc: 0.7180, top5_acc: 0.8957, loss_cls: 1.1170, loss: 1.1170, grad_norm: 5.6215 2020-07-26 02:02:37,879 - mmaction - INFO - Epoch [91][120/940] lr: 1.000e-04, eta: 2:29:47, time: 0.862, data_time: 0.004, memory: 8343, top1_acc: 0.7131, top5_acc: 0.8844, loss_cls: 1.1491, loss: 1.1491, grad_norm: 5.5761 2020-07-26 02:02:56,586 - mmaction - INFO - Epoch [91][140/940] lr: 1.000e-04, eta: 2:29:27, time: 0.934, data_time: 0.009, memory: 8343, top1_acc: 0.7150, top5_acc: 0.8840, loss_cls: 1.1599, loss: 1.1599, grad_norm: 5.6204 2020-07-26 02:03:14,242 - mmaction - INFO - Epoch [91][160/940] lr: 1.000e-04, eta: 2:29:08, time: 0.886, data_time: 0.005, memory: 8343, top1_acc: 0.7260, top5_acc: 0.8957, loss_cls: 1.0847, loss: 1.0847, grad_norm: 5.5141 2020-07-26 02:03:33,812 - mmaction - INFO - Epoch [91][180/940] lr: 1.000e-04, eta: 2:28:48, time: 0.975, data_time: 0.007, memory: 8343, top1_acc: 0.7150, top5_acc: 0.8885, loss_cls: 1.1574, loss: 1.1574, grad_norm: 5.5922 2020-07-26 02:03:51,556 - mmaction - INFO - Epoch [91][200/940] lr: 1.000e-04, eta: 2:28:29, time: 0.891, data_time: 0.008, memory: 8343, top1_acc: 0.7109, top5_acc: 0.8861, loss_cls: 1.1718, loss: 1.1718, grad_norm: 5.6132 2020-07-26 02:04:10,066 - mmaction - INFO - Epoch [91][220/940] lr: 1.000e-04, eta: 2:28:09, time: 0.924, data_time: 0.004, memory: 8343, top1_acc: 0.7162, top5_acc: 0.8859, loss_cls: 1.1585, loss: 1.1585, grad_norm: 5.6253 2020-07-26 02:04:26,669 - mmaction - INFO - Epoch [91][240/940] lr: 1.000e-04, eta: 2:27:50, time: 0.829, data_time: 0.005, memory: 8343, top1_acc: 0.7314, top5_acc: 0.9043, loss_cls: 1.0693, loss: 1.0693, grad_norm: 5.4928 2020-07-26 02:04:45,420 - mmaction - INFO - Epoch [91][260/940] lr: 1.000e-04, eta: 2:27:30, time: 0.932, data_time: 0.010, memory: 8343, top1_acc: 0.7154, top5_acc: 0.8842, loss_cls: 1.1657, loss: 1.1657, grad_norm: 5.6689 2020-07-26 02:05:04,796 - mmaction - INFO - Epoch [91][280/940] lr: 1.000e-04, eta: 2:27:11, time: 0.977, data_time: 0.010, memory: 8343, top1_acc: 0.7041, top5_acc: 0.8830, loss_cls: 1.1892, loss: 1.1892, grad_norm: 5.7200 2020-07-26 02:05:22,062 - mmaction - INFO - Epoch [91][300/940] lr: 1.000e-04, eta: 2:26:51, time: 0.862, data_time: 0.002, memory: 8343, top1_acc: 0.7219, top5_acc: 0.8885, loss_cls: 1.1210, loss: 1.1210, grad_norm: 5.5455 2020-07-26 02:05:41,331 - mmaction - INFO - Epoch [91][320/940] lr: 1.000e-04, eta: 2:26:32, time: 0.956, data_time: 0.007, memory: 8343, top1_acc: 0.7152, top5_acc: 0.8918, loss_cls: 1.1434, loss: 1.1434, grad_norm: 5.5627 2020-07-26 02:05:58,433 - mmaction - INFO - Epoch [91][340/940] lr: 1.000e-04, eta: 2:26:12, time: 0.863, data_time: 0.010, memory: 8343, top1_acc: 0.7107, top5_acc: 0.8871, loss_cls: 1.1614, loss: 1.1614, grad_norm: 5.5901 2020-07-26 02:06:17,703 - mmaction - INFO - Epoch [91][360/940] lr: 1.000e-04, eta: 2:25:53, time: 0.956, data_time: 0.006, memory: 8343, top1_acc: 0.7098, top5_acc: 0.8844, loss_cls: 1.1711, loss: 1.1711, grad_norm: 5.6992 2020-07-26 02:06:34,662 - mmaction - INFO - Epoch [91][380/940] lr: 1.000e-04, eta: 2:25:33, time: 0.853, data_time: 0.010, memory: 8343, top1_acc: 0.7031, top5_acc: 0.8797, loss_cls: 1.1829, loss: 1.1829, grad_norm: 5.7456 2020-07-26 02:06:54,945 - mmaction - INFO - Epoch [91][400/940] lr: 1.000e-04, eta: 2:25:14, time: 1.013, data_time: 0.010, memory: 8343, top1_acc: 0.7057, top5_acc: 0.8795, loss_cls: 1.1833, loss: 1.1833, grad_norm: 5.6241 2020-07-26 02:07:13,735 - mmaction - INFO - Epoch [91][420/940] lr: 1.000e-04, eta: 2:24:55, time: 0.944, data_time: 0.007, memory: 8343, top1_acc: 0.7164, top5_acc: 0.8865, loss_cls: 1.1471, loss: 1.1471, grad_norm: 5.6471 2020-07-26 02:07:30,886 - mmaction - INFO - Epoch [91][440/940] lr: 1.000e-04, eta: 2:24:35, time: 0.850, data_time: 0.005, memory: 8343, top1_acc: 0.7221, top5_acc: 0.8895, loss_cls: 1.1226, loss: 1.1226, grad_norm: 5.6350 2020-07-26 02:07:49,054 - mmaction - INFO - Epoch [91][460/940] lr: 1.000e-04, eta: 2:24:16, time: 0.913, data_time: 0.009, memory: 8343, top1_acc: 0.7178, top5_acc: 0.8908, loss_cls: 1.1359, loss: 1.1359, grad_norm: 5.5612 2020-07-26 02:08:07,828 - mmaction - INFO - Epoch [91][480/940] lr: 1.000e-04, eta: 2:23:56, time: 0.940, data_time: 0.009, memory: 8343, top1_acc: 0.7277, top5_acc: 0.8916, loss_cls: 1.1032, loss: 1.1032, grad_norm: 5.4873 2020-07-26 02:08:26,183 - mmaction - INFO - Epoch [91][500/940] lr: 1.000e-04, eta: 2:23:37, time: 0.919, data_time: 0.006, memory: 8343, top1_acc: 0.7078, top5_acc: 0.8814, loss_cls: 1.1739, loss: 1.1739, grad_norm: 5.6351 2020-07-26 02:08:45,712 - mmaction - INFO - Epoch [91][520/940] lr: 1.000e-04, eta: 2:23:17, time: 0.973, data_time: 0.005, memory: 8343, top1_acc: 0.7143, top5_acc: 0.8877, loss_cls: 1.1640, loss: 1.1640, grad_norm: 5.6933 2020-07-26 02:09:04,239 - mmaction - INFO - Epoch [91][540/940] lr: 1.000e-04, eta: 2:22:58, time: 0.929, data_time: 0.005, memory: 8343, top1_acc: 0.7141, top5_acc: 0.8885, loss_cls: 1.1669, loss: 1.1669, grad_norm: 5.7045 2020-07-26 02:09:23,496 - mmaction - INFO - Epoch [91][560/940] lr: 1.000e-04, eta: 2:22:39, time: 0.957, data_time: 0.006, memory: 8343, top1_acc: 0.7146, top5_acc: 0.8871, loss_cls: 1.1245, loss: 1.1245, grad_norm: 5.4926 2020-07-26 02:09:41,495 - mmaction - INFO - Epoch [91][580/940] lr: 1.000e-04, eta: 2:22:19, time: 0.904, data_time: 0.008, memory: 8343, top1_acc: 0.7238, top5_acc: 0.8846, loss_cls: 1.1466, loss: 1.1466, grad_norm: 5.5727 2020-07-26 02:09:59,938 - mmaction - INFO - Epoch [91][600/940] lr: 1.000e-04, eta: 2:22:00, time: 0.922, data_time: 0.007, memory: 8343, top1_acc: 0.7047, top5_acc: 0.8877, loss_cls: 1.1612, loss: 1.1612, grad_norm: 5.7034 2020-07-26 02:10:18,129 - mmaction - INFO - Epoch [91][620/940] lr: 1.000e-04, eta: 2:21:40, time: 0.909, data_time: 0.004, memory: 8343, top1_acc: 0.7098, top5_acc: 0.8869, loss_cls: 1.1556, loss: 1.1556, grad_norm: 5.6630 2020-07-26 02:10:36,784 - mmaction - INFO - Epoch [91][640/940] lr: 1.000e-04, eta: 2:21:21, time: 0.928, data_time: 0.008, memory: 8343, top1_acc: 0.7080, top5_acc: 0.8826, loss_cls: 1.1589, loss: 1.1589, grad_norm: 5.5954 2020-07-26 02:10:58,337 - mmaction - INFO - Epoch [91][660/940] lr: 1.000e-04, eta: 2:21:02, time: 1.084, data_time: 0.009, memory: 8343, top1_acc: 0.7070, top5_acc: 0.8801, loss_cls: 1.1811, loss: 1.1811, grad_norm: 5.6460 2020-07-26 02:11:16,794 - mmaction - INFO - Epoch [91][680/940] lr: 1.000e-04, eta: 2:20:42, time: 0.920, data_time: 0.006, memory: 8343, top1_acc: 0.7090, top5_acc: 0.8857, loss_cls: 1.1521, loss: 1.1521, grad_norm: 5.6885 2020-07-26 02:11:34,252 - mmaction - INFO - Epoch [91][700/940] lr: 1.000e-04, eta: 2:20:22, time: 0.874, data_time: 0.007, memory: 8343, top1_acc: 0.7230, top5_acc: 0.8924, loss_cls: 1.1198, loss: 1.1198, grad_norm: 5.5633 2020-07-26 02:11:53,534 - mmaction - INFO - Epoch [91][720/940] lr: 1.000e-04, eta: 2:20:03, time: 0.964, data_time: 0.007, memory: 8343, top1_acc: 0.7152, top5_acc: 0.8861, loss_cls: 1.1569, loss: 1.1569, grad_norm: 5.5880 2020-07-26 02:12:11,715 - mmaction - INFO - Epoch [91][740/940] lr: 1.000e-04, eta: 2:19:44, time: 0.910, data_time: 0.004, memory: 8343, top1_acc: 0.7002, top5_acc: 0.8740, loss_cls: 1.2268, loss: 1.2268, grad_norm: 5.7623 2020-07-26 02:12:29,954 - mmaction - INFO - Epoch [91][760/940] lr: 1.000e-04, eta: 2:19:24, time: 0.910, data_time: 0.008, memory: 8343, top1_acc: 0.7107, top5_acc: 0.8832, loss_cls: 1.1807, loss: 1.1807, grad_norm: 5.6195 2020-07-26 02:12:48,855 - mmaction - INFO - Epoch [91][780/940] lr: 1.000e-04, eta: 2:19:05, time: 0.947, data_time: 0.007, memory: 8343, top1_acc: 0.7238, top5_acc: 0.8840, loss_cls: 1.1273, loss: 1.1273, grad_norm: 5.5555 2020-07-26 02:13:07,063 - mmaction - INFO - Epoch [91][800/940] lr: 1.000e-04, eta: 2:18:45, time: 0.910, data_time: 0.003, memory: 8343, top1_acc: 0.7107, top5_acc: 0.8834, loss_cls: 1.1806, loss: 1.1806, grad_norm: 5.6920 2020-07-26 02:13:25,374 - mmaction - INFO - Epoch [91][820/940] lr: 1.000e-04, eta: 2:18:26, time: 0.915, data_time: 0.007, memory: 8343, top1_acc: 0.7211, top5_acc: 0.8922, loss_cls: 1.1329, loss: 1.1329, grad_norm: 5.5002 2020-07-26 02:13:44,840 - mmaction - INFO - Epoch [91][840/940] lr: 1.000e-04, eta: 2:18:06, time: 0.970, data_time: 0.007, memory: 8343, top1_acc: 0.7164, top5_acc: 0.8881, loss_cls: 1.1168, loss: 1.1168, grad_norm: 5.5286 2020-07-26 02:14:03,975 - mmaction - INFO - Epoch [91][860/940] lr: 1.000e-04, eta: 2:17:47, time: 0.961, data_time: 0.007, memory: 8343, top1_acc: 0.7055, top5_acc: 0.8857, loss_cls: 1.1584, loss: 1.1584, grad_norm: 5.7123 2020-07-26 02:14:22,721 - mmaction - INFO - Epoch [91][880/940] lr: 1.000e-04, eta: 2:17:28, time: 0.936, data_time: 0.006, memory: 8343, top1_acc: 0.6961, top5_acc: 0.8832, loss_cls: 1.1825, loss: 1.1825, grad_norm: 5.7210 2020-07-26 02:14:41,088 - mmaction - INFO - Epoch [91][900/940] lr: 1.000e-04, eta: 2:17:08, time: 0.917, data_time: 0.003, memory: 8343, top1_acc: 0.7045, top5_acc: 0.8857, loss_cls: 1.1635, loss: 1.1635, grad_norm: 5.7225 2020-07-26 02:15:00,630 - mmaction - INFO - Epoch [91][920/940] lr: 1.000e-04, eta: 2:16:49, time: 0.976, data_time: 0.007, memory: 8343, top1_acc: 0.7094, top5_acc: 0.8844, loss_cls: 1.1701, loss: 1.1701, grad_norm: 5.7290 2020-07-26 02:15:18,258 - mmaction - INFO - Epoch [91][940/940] lr: 1.000e-04, eta: 2:16:29, time: 0.884, data_time: 0.005, memory: 8343, top1_acc: 0.7193, top5_acc: 0.8843, loss_cls: 1.1423, loss: 1.1423, grad_norm: 5.6681 2020-07-26 02:15:18,648 - mmaction - INFO - Saving checkpoint at 91 epochs 2020-07-26 02:15:45,657 - mmaction - INFO - Epoch [92][20/940] lr: 1.000e-04, eta: 2:16:11, time: 1.329, data_time: 0.488, memory: 8343, top1_acc: 0.7193, top5_acc: 0.8834, loss_cls: 1.1647, loss: 1.1647, grad_norm: 5.6312 2020-07-26 02:16:02,811 - mmaction - INFO - Epoch [92][40/940] lr: 1.000e-04, eta: 2:15:51, time: 0.858, data_time: 0.010, memory: 8343, top1_acc: 0.7156, top5_acc: 0.8920, loss_cls: 1.1397, loss: 1.1397, grad_norm: 5.5521 2020-07-26 02:16:23,383 - mmaction - INFO - Epoch [92][60/940] lr: 1.000e-04, eta: 2:15:32, time: 1.028, data_time: 0.004, memory: 8343, top1_acc: 0.7156, top5_acc: 0.8873, loss_cls: 1.1478, loss: 1.1478, grad_norm: 5.5862 2020-07-26 02:16:41,293 - mmaction - INFO - Epoch [92][80/940] lr: 1.000e-04, eta: 2:15:12, time: 0.897, data_time: 0.007, memory: 8343, top1_acc: 0.7143, top5_acc: 0.8822, loss_cls: 1.1567, loss: 1.1567, grad_norm: 5.5875 2020-07-26 02:16:59,194 - mmaction - INFO - Epoch [92][100/940] lr: 1.000e-04, eta: 2:14:53, time: 0.896, data_time: 0.003, memory: 8343, top1_acc: 0.7172, top5_acc: 0.8930, loss_cls: 1.1263, loss: 1.1263, grad_norm: 5.5884 2020-07-26 02:17:20,165 - mmaction - INFO - Epoch [92][120/940] lr: 1.000e-04, eta: 2:14:34, time: 1.048, data_time: 0.006, memory: 8343, top1_acc: 0.7137, top5_acc: 0.8869, loss_cls: 1.1337, loss: 1.1337, grad_norm: 5.5673 2020-07-26 02:17:40,040 - mmaction - INFO - Epoch [92][140/940] lr: 1.000e-04, eta: 2:14:14, time: 0.991, data_time: 0.007, memory: 8343, top1_acc: 0.7188, top5_acc: 0.8818, loss_cls: 1.1485, loss: 1.1485, grad_norm: 5.5472 2020-07-26 02:17:58,554 - mmaction - INFO - Epoch [92][160/940] lr: 1.000e-04, eta: 2:13:55, time: 0.929, data_time: 0.007, memory: 8343, top1_acc: 0.7094, top5_acc: 0.8816, loss_cls: 1.1762, loss: 1.1762, grad_norm: 5.6749 2020-07-26 02:18:16,246 - mmaction - INFO - Epoch [92][180/940] lr: 1.000e-04, eta: 2:13:35, time: 0.881, data_time: 0.005, memory: 8343, top1_acc: 0.7053, top5_acc: 0.8818, loss_cls: 1.1843, loss: 1.1843, grad_norm: 5.7979 2020-07-26 02:18:37,018 - mmaction - INFO - Epoch [92][200/940] lr: 1.000e-04, eta: 2:13:16, time: 1.042, data_time: 0.007, memory: 8343, top1_acc: 0.7123, top5_acc: 0.8883, loss_cls: 1.1445, loss: 1.1445, grad_norm: 5.6288 2020-07-26 02:18:55,502 - mmaction - INFO - Epoch [92][220/940] lr: 1.000e-04, eta: 2:12:57, time: 0.922, data_time: 0.006, memory: 8343, top1_acc: 0.7061, top5_acc: 0.8824, loss_cls: 1.1752, loss: 1.1752, grad_norm: 5.7281 2020-07-26 02:19:14,806 - mmaction - INFO - Epoch [92][240/940] lr: 1.000e-04, eta: 2:12:37, time: 0.968, data_time: 0.005, memory: 8343, top1_acc: 0.7195, top5_acc: 0.8906, loss_cls: 1.1262, loss: 1.1262, grad_norm: 5.5891 2020-07-26 02:19:34,083 - mmaction - INFO - Epoch [92][260/940] lr: 1.000e-04, eta: 2:12:18, time: 0.960, data_time: 0.008, memory: 8343, top1_acc: 0.7121, top5_acc: 0.8883, loss_cls: 1.1565, loss: 1.1565, grad_norm: 5.6526 2020-07-26 02:19:52,501 - mmaction - INFO - Epoch [92][280/940] lr: 1.000e-04, eta: 2:11:58, time: 0.925, data_time: 0.007, memory: 8343, top1_acc: 0.7111, top5_acc: 0.8838, loss_cls: 1.1414, loss: 1.1414, grad_norm: 5.6572 2020-07-26 02:20:11,282 - mmaction - INFO - Epoch [92][300/940] lr: 1.000e-04, eta: 2:11:39, time: 0.934, data_time: 0.006, memory: 8343, top1_acc: 0.7219, top5_acc: 0.8902, loss_cls: 1.1233, loss: 1.1233, grad_norm: 5.5378 2020-07-26 02:20:30,828 - mmaction - INFO - Epoch [92][320/940] lr: 1.000e-04, eta: 2:11:20, time: 0.982, data_time: 0.008, memory: 8343, top1_acc: 0.7137, top5_acc: 0.8834, loss_cls: 1.1549, loss: 1.1549, grad_norm: 5.6568 2020-07-26 02:20:49,628 - mmaction - INFO - Epoch [92][340/940] lr: 1.000e-04, eta: 2:11:00, time: 0.936, data_time: 0.006, memory: 8343, top1_acc: 0.7182, top5_acc: 0.9008, loss_cls: 1.1029, loss: 1.1029, grad_norm: 5.5991 2020-07-26 02:21:08,969 - mmaction - INFO - Epoch [92][360/940] lr: 1.000e-04, eta: 2:10:41, time: 0.971, data_time: 0.008, memory: 8343, top1_acc: 0.7275, top5_acc: 0.8924, loss_cls: 1.1157, loss: 1.1157, grad_norm: 5.5307 2020-07-26 02:21:28,283 - mmaction - INFO - Epoch [92][380/940] lr: 1.000e-04, eta: 2:10:22, time: 0.966, data_time: 0.007, memory: 8343, top1_acc: 0.7189, top5_acc: 0.8908, loss_cls: 1.1213, loss: 1.1213, grad_norm: 5.4942 2020-07-26 02:21:47,208 - mmaction - INFO - Epoch [92][400/940] lr: 1.000e-04, eta: 2:10:02, time: 0.944, data_time: 0.003, memory: 8343, top1_acc: 0.7141, top5_acc: 0.8908, loss_cls: 1.1259, loss: 1.1259, grad_norm: 5.6057 2020-07-26 02:22:07,578 - mmaction - INFO - Epoch [92][420/940] lr: 1.000e-04, eta: 2:09:43, time: 1.018, data_time: 0.008, memory: 8343, top1_acc: 0.7135, top5_acc: 0.8895, loss_cls: 1.1474, loss: 1.1474, grad_norm: 5.6202 2020-07-26 02:22:26,697 - mmaction - INFO - Epoch [92][440/940] lr: 1.000e-04, eta: 2:09:24, time: 0.959, data_time: 0.007, memory: 8343, top1_acc: 0.7223, top5_acc: 0.8893, loss_cls: 1.1145, loss: 1.1145, grad_norm: 5.5593 2020-07-26 02:22:45,384 - mmaction - INFO - Epoch [92][460/940] lr: 1.000e-04, eta: 2:09:04, time: 0.931, data_time: 0.006, memory: 8343, top1_acc: 0.7041, top5_acc: 0.8809, loss_cls: 1.1838, loss: 1.1838, grad_norm: 5.6932 2020-07-26 02:23:06,082 - mmaction - INFO - Epoch [92][480/940] lr: 1.000e-04, eta: 2:08:45, time: 1.038, data_time: 0.008, memory: 8343, top1_acc: 0.7340, top5_acc: 0.9002, loss_cls: 1.0435, loss: 1.0435, grad_norm: 5.4223 2020-07-26 02:23:24,047 - mmaction - INFO - Epoch [92][500/940] lr: 1.000e-04, eta: 2:08:25, time: 0.897, data_time: 0.003, memory: 8343, top1_acc: 0.7162, top5_acc: 0.8895, loss_cls: 1.1270, loss: 1.1270, grad_norm: 5.5108 2020-07-26 02:23:43,862 - mmaction - INFO - Epoch [92][520/940] lr: 1.000e-04, eta: 2:08:06, time: 0.987, data_time: 0.008, memory: 8343, top1_acc: 0.7100, top5_acc: 0.8900, loss_cls: 1.1591, loss: 1.1591, grad_norm: 5.6824 2020-07-26 02:24:02,963 - mmaction - INFO - Epoch [92][540/940] lr: 1.000e-04, eta: 2:07:47, time: 0.957, data_time: 0.008, memory: 8343, top1_acc: 0.7146, top5_acc: 0.8807, loss_cls: 1.1631, loss: 1.1631, grad_norm: 5.6535 2020-07-26 02:24:21,604 - mmaction - INFO - Epoch [92][560/940] lr: 1.000e-04, eta: 2:07:27, time: 0.933, data_time: 0.008, memory: 8343, top1_acc: 0.7107, top5_acc: 0.8801, loss_cls: 1.1507, loss: 1.1507, grad_norm: 5.5144 2020-07-26 02:24:40,869 - mmaction - INFO - Epoch [92][580/940] lr: 1.000e-04, eta: 2:07:08, time: 0.963, data_time: 0.007, memory: 8343, top1_acc: 0.7066, top5_acc: 0.8873, loss_cls: 1.1559, loss: 1.1559, grad_norm: 5.6449 2020-07-26 02:25:01,587 - mmaction - INFO - Epoch [92][600/940] lr: 1.000e-04, eta: 2:06:49, time: 1.037, data_time: 0.007, memory: 8343, top1_acc: 0.7189, top5_acc: 0.8865, loss_cls: 1.1321, loss: 1.1321, grad_norm: 5.6572 2020-07-26 02:25:20,115 - mmaction - INFO - Epoch [92][620/940] lr: 1.000e-04, eta: 2:06:29, time: 0.926, data_time: 0.004, memory: 8343, top1_acc: 0.7184, top5_acc: 0.8977, loss_cls: 1.1186, loss: 1.1186, grad_norm: 5.6274 2020-07-26 02:25:38,955 - mmaction - INFO - Epoch [92][640/940] lr: 1.000e-04, eta: 2:06:10, time: 0.941, data_time: 0.008, memory: 8343, top1_acc: 0.7109, top5_acc: 0.8947, loss_cls: 1.1466, loss: 1.1466, grad_norm: 5.6489 2020-07-26 02:25:59,476 - mmaction - INFO - Epoch [92][660/940] lr: 1.000e-04, eta: 2:05:51, time: 1.029, data_time: 0.007, memory: 8343, top1_acc: 0.7031, top5_acc: 0.8797, loss_cls: 1.1882, loss: 1.1882, grad_norm: 5.7475 2020-07-26 02:26:18,456 - mmaction - INFO - Epoch [92][680/940] lr: 1.000e-04, eta: 2:05:31, time: 0.946, data_time: 0.007, memory: 8343, top1_acc: 0.7168, top5_acc: 0.8943, loss_cls: 1.1139, loss: 1.1139, grad_norm: 5.5401 2020-07-26 02:26:37,871 - mmaction - INFO - Epoch [92][700/940] lr: 1.000e-04, eta: 2:05:12, time: 0.973, data_time: 0.005, memory: 8343, top1_acc: 0.7105, top5_acc: 0.8824, loss_cls: 1.1685, loss: 1.1685, grad_norm: 5.6449 2020-07-26 02:26:58,046 - mmaction - INFO - Epoch [92][720/940] lr: 1.000e-04, eta: 2:04:52, time: 1.006, data_time: 0.006, memory: 8343, top1_acc: 0.7025, top5_acc: 0.8809, loss_cls: 1.1934, loss: 1.1934, grad_norm: 5.6877 2020-07-26 02:27:16,944 - mmaction - INFO - Epoch [92][740/940] lr: 1.000e-04, eta: 2:04:33, time: 0.947, data_time: 0.007, memory: 8343, top1_acc: 0.7227, top5_acc: 0.8867, loss_cls: 1.1463, loss: 1.1463, grad_norm: 5.6449 2020-07-26 02:27:36,299 - mmaction - INFO - Epoch [92][760/940] lr: 1.000e-04, eta: 2:04:14, time: 0.963, data_time: 0.007, memory: 8343, top1_acc: 0.7061, top5_acc: 0.8896, loss_cls: 1.1610, loss: 1.1610, grad_norm: 5.6700 2020-07-26 02:27:54,356 - mmaction - INFO - Epoch [92][780/940] lr: 1.000e-04, eta: 2:03:54, time: 0.908, data_time: 0.008, memory: 8343, top1_acc: 0.7100, top5_acc: 0.8803, loss_cls: 1.1909, loss: 1.1909, grad_norm: 5.6996 2020-07-26 02:28:14,181 - mmaction - INFO - Epoch [92][800/940] lr: 1.000e-04, eta: 2:03:35, time: 0.991, data_time: 0.006, memory: 8343, top1_acc: 0.7133, top5_acc: 0.8889, loss_cls: 1.1355, loss: 1.1355, grad_norm: 5.6117 2020-07-26 02:28:34,049 - mmaction - INFO - Epoch [92][820/940] lr: 1.000e-04, eta: 2:03:16, time: 0.994, data_time: 0.003, memory: 8343, top1_acc: 0.7033, top5_acc: 0.8852, loss_cls: 1.1722, loss: 1.1722, grad_norm: 5.6851 2020-07-26 02:28:53,287 - mmaction - INFO - Epoch [92][840/940] lr: 1.000e-04, eta: 2:02:56, time: 0.960, data_time: 0.005, memory: 8343, top1_acc: 0.7156, top5_acc: 0.8803, loss_cls: 1.1703, loss: 1.1703, grad_norm: 5.6846 2020-07-26 02:29:14,443 - mmaction - INFO - Epoch [92][860/940] lr: 1.000e-04, eta: 2:02:37, time: 1.059, data_time: 0.004, memory: 8343, top1_acc: 0.7014, top5_acc: 0.8840, loss_cls: 1.1675, loss: 1.1675, grad_norm: 5.7341 2020-07-26 02:29:33,287 - mmaction - INFO - Epoch [92][880/940] lr: 1.000e-04, eta: 2:02:18, time: 0.937, data_time: 0.006, memory: 8343, top1_acc: 0.7137, top5_acc: 0.8848, loss_cls: 1.1501, loss: 1.1501, grad_norm: 5.6209 2020-07-26 02:29:54,588 - mmaction - INFO - Epoch [92][900/940] lr: 1.000e-04, eta: 2:01:58, time: 1.070, data_time: 0.007, memory: 8343, top1_acc: 0.7271, top5_acc: 0.8928, loss_cls: 1.1100, loss: 1.1100, grad_norm: 5.5876 2020-07-26 02:30:14,100 - mmaction - INFO - Epoch [92][920/940] lr: 1.000e-04, eta: 2:01:39, time: 0.971, data_time: 0.007, memory: 8343, top1_acc: 0.7078, top5_acc: 0.8906, loss_cls: 1.1319, loss: 1.1319, grad_norm: 5.5625 2020-07-26 02:30:32,260 - mmaction - INFO - Epoch [92][940/940] lr: 1.000e-04, eta: 2:01:20, time: 0.913, data_time: 0.008, memory: 8343, top1_acc: 0.7106, top5_acc: 0.8846, loss_cls: 1.1802, loss: 1.1802, grad_norm: 5.8389 2020-07-26 02:30:32,668 - mmaction - INFO - Saving checkpoint at 92 epochs 2020-07-26 02:30:59,933 - mmaction - INFO - Epoch [93][20/940] lr: 1.000e-04, eta: 2:01:01, time: 1.342, data_time: 0.500, memory: 8343, top1_acc: 0.7014, top5_acc: 0.8852, loss_cls: 1.1748, loss: 1.1748, grad_norm: 5.7853 2020-07-26 02:31:17,688 - mmaction - INFO - Epoch [93][40/940] lr: 1.000e-04, eta: 2:00:41, time: 0.886, data_time: 0.009, memory: 8343, top1_acc: 0.7039, top5_acc: 0.8822, loss_cls: 1.1856, loss: 1.1856, grad_norm: 5.6535 2020-07-26 02:31:36,894 - mmaction - INFO - Epoch [93][60/940] lr: 1.000e-04, eta: 2:00:22, time: 0.963, data_time: 0.007, memory: 8343, top1_acc: 0.7256, top5_acc: 0.8896, loss_cls: 1.1158, loss: 1.1158, grad_norm: 5.5654 2020-07-26 02:31:55,674 - mmaction - INFO - Epoch [93][80/940] lr: 1.000e-04, eta: 2:00:03, time: 0.939, data_time: 0.003, memory: 8343, top1_acc: 0.7102, top5_acc: 0.8867, loss_cls: 1.1580, loss: 1.1580, grad_norm: 5.7027 2020-07-26 02:32:16,044 - mmaction - INFO - Epoch [93][100/940] lr: 1.000e-04, eta: 1:59:43, time: 1.018, data_time: 0.007, memory: 8343, top1_acc: 0.7109, top5_acc: 0.8814, loss_cls: 1.1748, loss: 1.1748, grad_norm: 5.6591 2020-07-26 02:32:35,272 - mmaction - INFO - Epoch [93][120/940] lr: 1.000e-04, eta: 1:59:24, time: 0.959, data_time: 0.008, memory: 8343, top1_acc: 0.7111, top5_acc: 0.8848, loss_cls: 1.1553, loss: 1.1553, grad_norm: 5.6499 2020-07-26 02:32:54,447 - mmaction - INFO - Epoch [93][140/940] lr: 1.000e-04, eta: 1:59:05, time: 0.961, data_time: 0.008, memory: 8343, top1_acc: 0.7113, top5_acc: 0.8879, loss_cls: 1.1461, loss: 1.1461, grad_norm: 5.6507 2020-07-26 02:33:13,687 - mmaction - INFO - Epoch [93][160/940] lr: 1.000e-04, eta: 1:58:45, time: 0.963, data_time: 0.002, memory: 8343, top1_acc: 0.7002, top5_acc: 0.8812, loss_cls: 1.1837, loss: 1.1837, grad_norm: 5.7259 2020-07-26 02:33:32,983 - mmaction - INFO - Epoch [93][180/940] lr: 1.000e-04, eta: 1:58:26, time: 0.963, data_time: 0.004, memory: 8343, top1_acc: 0.7098, top5_acc: 0.8840, loss_cls: 1.1551, loss: 1.1551, grad_norm: 5.6080 2020-07-26 02:33:52,680 - mmaction - INFO - Epoch [93][200/940] lr: 1.000e-04, eta: 1:58:06, time: 0.984, data_time: 0.004, memory: 8343, top1_acc: 0.7029, top5_acc: 0.8832, loss_cls: 1.1872, loss: 1.1872, grad_norm: 5.7306 2020-07-26 02:34:12,604 - mmaction - INFO - Epoch [93][220/940] lr: 1.000e-04, eta: 1:57:47, time: 0.993, data_time: 0.008, memory: 8343, top1_acc: 0.7061, top5_acc: 0.8826, loss_cls: 1.1630, loss: 1.1630, grad_norm: 5.6557 2020-07-26 02:34:33,070 - mmaction - INFO - Epoch [93][240/940] lr: 1.000e-04, eta: 1:57:28, time: 1.028, data_time: 0.009, memory: 8343, top1_acc: 0.7031, top5_acc: 0.8840, loss_cls: 1.1850, loss: 1.1850, grad_norm: 5.7920 2020-07-26 02:34:51,906 - mmaction - INFO - Epoch [93][260/940] lr: 1.000e-04, eta: 1:57:08, time: 0.936, data_time: 0.005, memory: 8343, top1_acc: 0.7320, top5_acc: 0.8906, loss_cls: 1.1239, loss: 1.1239, grad_norm: 5.5405 2020-07-26 02:35:11,294 - mmaction - INFO - Epoch [93][280/940] lr: 1.000e-04, eta: 1:56:49, time: 0.976, data_time: 0.009, memory: 8343, top1_acc: 0.7270, top5_acc: 0.8904, loss_cls: 1.1126, loss: 1.1126, grad_norm: 5.5464 2020-07-26 02:35:30,459 - mmaction - INFO - Epoch [93][300/940] lr: 1.000e-04, eta: 1:56:30, time: 0.954, data_time: 0.002, memory: 8343, top1_acc: 0.7186, top5_acc: 0.8926, loss_cls: 1.1022, loss: 1.1022, grad_norm: 5.5631 2020-07-26 02:35:50,379 - mmaction - INFO - Epoch [93][320/940] lr: 1.000e-04, eta: 1:56:10, time: 0.999, data_time: 0.006, memory: 8343, top1_acc: 0.7020, top5_acc: 0.8811, loss_cls: 1.1740, loss: 1.1740, grad_norm: 5.6126 2020-07-26 02:36:10,144 - mmaction - INFO - Epoch [93][340/940] lr: 1.000e-04, eta: 1:55:51, time: 0.984, data_time: 0.007, memory: 8343, top1_acc: 0.7164, top5_acc: 0.8785, loss_cls: 1.1735, loss: 1.1735, grad_norm: 5.6358 2020-07-26 02:36:29,898 - mmaction - INFO - Epoch [93][360/940] lr: 1.000e-04, eta: 1:55:32, time: 0.993, data_time: 0.009, memory: 8343, top1_acc: 0.7244, top5_acc: 0.8912, loss_cls: 1.1297, loss: 1.1297, grad_norm: 5.5488 2020-07-26 02:36:51,460 - mmaction - INFO - Epoch [93][380/940] lr: 1.000e-04, eta: 1:55:13, time: 1.076, data_time: 0.006, memory: 8343, top1_acc: 0.7195, top5_acc: 0.8916, loss_cls: 1.1205, loss: 1.1205, grad_norm: 5.5669 2020-07-26 02:37:09,414 - mmaction - INFO - Epoch [93][400/940] lr: 1.000e-04, eta: 1:54:53, time: 0.897, data_time: 0.005, memory: 8343, top1_acc: 0.7168, top5_acc: 0.8865, loss_cls: 1.1378, loss: 1.1378, grad_norm: 5.6384 2020-07-26 02:37:30,224 - mmaction - INFO - Epoch [93][420/940] lr: 1.000e-04, eta: 1:54:34, time: 1.039, data_time: 0.008, memory: 8343, top1_acc: 0.7113, top5_acc: 0.8891, loss_cls: 1.1458, loss: 1.1458, grad_norm: 5.6586 2020-07-26 02:37:48,787 - mmaction - INFO - Epoch [93][440/940] lr: 1.000e-04, eta: 1:54:14, time: 0.933, data_time: 0.008, memory: 8343, top1_acc: 0.7111, top5_acc: 0.8875, loss_cls: 1.1391, loss: 1.1391, grad_norm: 5.6282 2020-07-26 02:38:10,354 - mmaction - INFO - Epoch [93][460/940] lr: 1.000e-04, eta: 1:53:55, time: 1.071, data_time: 0.006, memory: 8343, top1_acc: 0.7090, top5_acc: 0.8812, loss_cls: 1.1816, loss: 1.1816, grad_norm: 5.7128 2020-07-26 02:38:30,003 - mmaction - INFO - Epoch [93][480/940] lr: 1.000e-04, eta: 1:53:36, time: 0.987, data_time: 0.009, memory: 8343, top1_acc: 0.7088, top5_acc: 0.8859, loss_cls: 1.1683, loss: 1.1683, grad_norm: 5.6003 2020-07-26 02:38:49,339 - mmaction - INFO - Epoch [93][500/940] lr: 1.000e-04, eta: 1:53:17, time: 0.966, data_time: 0.009, memory: 8343, top1_acc: 0.7217, top5_acc: 0.8943, loss_cls: 1.1126, loss: 1.1126, grad_norm: 5.5485 2020-07-26 02:39:08,094 - mmaction - INFO - Epoch [93][520/940] lr: 1.000e-04, eta: 1:52:57, time: 0.941, data_time: 0.005, memory: 8343, top1_acc: 0.6926, top5_acc: 0.8783, loss_cls: 1.2205, loss: 1.2205, grad_norm: 5.7541 2020-07-26 02:39:28,368 - mmaction - INFO - Epoch [93][540/940] lr: 1.000e-04, eta: 1:52:38, time: 1.009, data_time: 0.005, memory: 8343, top1_acc: 0.6949, top5_acc: 0.8809, loss_cls: 1.2091, loss: 1.2091, grad_norm: 5.8143 2020-07-26 02:39:48,406 - mmaction - INFO - Epoch [93][560/940] lr: 1.000e-04, eta: 1:52:19, time: 1.006, data_time: 0.010, memory: 8343, top1_acc: 0.7281, top5_acc: 0.8932, loss_cls: 1.1220, loss: 1.1220, grad_norm: 5.5536 2020-07-26 02:40:08,495 - mmaction - INFO - Epoch [93][580/940] lr: 1.000e-04, eta: 1:51:59, time: 1.005, data_time: 0.007, memory: 8343, top1_acc: 0.7102, top5_acc: 0.8844, loss_cls: 1.1542, loss: 1.1542, grad_norm: 5.7253 2020-07-26 02:40:27,790 - mmaction - INFO - Epoch [93][600/940] lr: 1.000e-04, eta: 1:51:40, time: 0.965, data_time: 0.002, memory: 8343, top1_acc: 0.7037, top5_acc: 0.8881, loss_cls: 1.1893, loss: 1.1893, grad_norm: 5.7617 2020-07-26 02:40:47,846 - mmaction - INFO - Epoch [93][620/940] lr: 1.000e-04, eta: 1:51:21, time: 1.002, data_time: 0.007, memory: 8343, top1_acc: 0.7111, top5_acc: 0.8799, loss_cls: 1.1771, loss: 1.1771, grad_norm: 5.7053 2020-07-26 02:41:07,363 - mmaction - INFO - Epoch [93][640/940] lr: 1.000e-04, eta: 1:51:01, time: 0.975, data_time: 0.003, memory: 8343, top1_acc: 0.7178, top5_acc: 0.8805, loss_cls: 1.1553, loss: 1.1553, grad_norm: 5.6338 2020-07-26 02:41:27,151 - mmaction - INFO - Epoch [93][660/940] lr: 1.000e-04, eta: 1:50:42, time: 0.985, data_time: 0.007, memory: 8343, top1_acc: 0.7104, top5_acc: 0.8879, loss_cls: 1.1404, loss: 1.1404, grad_norm: 5.7437 2020-07-26 02:41:47,907 - mmaction - INFO - Epoch [93][680/940] lr: 1.000e-04, eta: 1:50:23, time: 1.042, data_time: 0.011, memory: 8343, top1_acc: 0.7242, top5_acc: 0.8934, loss_cls: 1.1025, loss: 1.1025, grad_norm: 5.5727 2020-07-26 02:42:09,225 - mmaction - INFO - Epoch [93][700/940] lr: 1.000e-04, eta: 1:50:03, time: 1.067, data_time: 0.007, memory: 8343, top1_acc: 0.7178, top5_acc: 0.8963, loss_cls: 1.1273, loss: 1.1273, grad_norm: 5.5390 2020-07-26 02:42:28,138 - mmaction - INFO - Epoch [93][720/940] lr: 1.000e-04, eta: 1:49:44, time: 0.938, data_time: 0.007, memory: 8343, top1_acc: 0.7137, top5_acc: 0.8918, loss_cls: 1.1451, loss: 1.1451, grad_norm: 5.5925 2020-07-26 02:42:47,198 - mmaction - INFO - Epoch [93][740/940] lr: 1.000e-04, eta: 1:49:25, time: 0.960, data_time: 0.011, memory: 8343, top1_acc: 0.7184, top5_acc: 0.8887, loss_cls: 1.1331, loss: 1.1331, grad_norm: 5.6010 2020-07-26 02:43:08,356 - mmaction - INFO - Epoch [93][760/940] lr: 1.000e-04, eta: 1:49:05, time: 1.058, data_time: 0.006, memory: 8343, top1_acc: 0.7111, top5_acc: 0.8797, loss_cls: 1.1745, loss: 1.1745, grad_norm: 5.6519 2020-07-26 02:43:27,688 - mmaction - INFO - Epoch [93][780/940] lr: 1.000e-04, eta: 1:48:46, time: 0.966, data_time: 0.004, memory: 8343, top1_acc: 0.7145, top5_acc: 0.8871, loss_cls: 1.1552, loss: 1.1552, grad_norm: 5.6277 2020-07-26 02:43:47,211 - mmaction - INFO - Epoch [93][800/940] lr: 1.000e-04, eta: 1:48:27, time: 0.975, data_time: 0.007, memory: 8343, top1_acc: 0.7168, top5_acc: 0.8877, loss_cls: 1.1575, loss: 1.1575, grad_norm: 5.6649 2020-07-26 02:44:06,273 - mmaction - INFO - Epoch [93][820/940] lr: 1.000e-04, eta: 1:48:07, time: 0.955, data_time: 0.005, memory: 8343, top1_acc: 0.7119, top5_acc: 0.8859, loss_cls: 1.1653, loss: 1.1653, grad_norm: 5.7277 2020-07-26 02:44:25,883 - mmaction - INFO - Epoch [93][840/940] lr: 1.000e-04, eta: 1:47:48, time: 0.974, data_time: 0.006, memory: 8343, top1_acc: 0.7223, top5_acc: 0.8910, loss_cls: 1.1295, loss: 1.1295, grad_norm: 5.6193 2020-07-26 02:44:46,310 - mmaction - INFO - Epoch [93][860/940] lr: 1.000e-04, eta: 1:47:29, time: 1.027, data_time: 0.009, memory: 8343, top1_acc: 0.7145, top5_acc: 0.8865, loss_cls: 1.1561, loss: 1.1561, grad_norm: 5.6070 2020-07-26 02:45:04,477 - mmaction - INFO - Epoch [93][880/940] lr: 1.000e-04, eta: 1:47:09, time: 0.907, data_time: 0.006, memory: 8343, top1_acc: 0.7135, top5_acc: 0.8859, loss_cls: 1.1584, loss: 1.1584, grad_norm: 5.5920 2020-07-26 02:45:24,362 - mmaction - INFO - Epoch [93][900/940] lr: 1.000e-04, eta: 1:46:50, time: 0.995, data_time: 0.004, memory: 8343, top1_acc: 0.7209, top5_acc: 0.8922, loss_cls: 1.0970, loss: 1.0970, grad_norm: 5.5820 2020-07-26 02:45:44,866 - mmaction - INFO - Epoch [93][920/940] lr: 1.000e-04, eta: 1:46:31, time: 1.026, data_time: 0.004, memory: 8343, top1_acc: 0.7146, top5_acc: 0.8879, loss_cls: 1.1443, loss: 1.1443, grad_norm: 5.5847 2020-07-26 02:46:03,383 - mmaction - INFO - Epoch [93][940/940] lr: 1.000e-04, eta: 1:46:11, time: 0.925, data_time: 0.007, memory: 8343, top1_acc: 0.7264, top5_acc: 0.8888, loss_cls: 1.1161, loss: 1.1161, grad_norm: 5.5812 2020-07-26 02:46:03,868 - mmaction - INFO - Saving checkpoint at 93 epochs 2020-07-26 02:46:30,816 - mmaction - INFO - Epoch [94][20/940] lr: 1.000e-04, eta: 1:45:52, time: 1.329, data_time: 0.509, memory: 8343, top1_acc: 0.7088, top5_acc: 0.8840, loss_cls: 1.1755, loss: 1.1755, grad_norm: 5.6891 2020-07-26 02:46:49,082 - mmaction - INFO - Epoch [94][40/940] lr: 1.000e-04, eta: 1:45:33, time: 0.907, data_time: 0.006, memory: 8343, top1_acc: 0.7178, top5_acc: 0.8895, loss_cls: 1.1303, loss: 1.1303, grad_norm: 5.5624 2020-07-26 02:47:08,981 - mmaction - INFO - Epoch [94][60/940] lr: 1.000e-04, eta: 1:45:14, time: 1.001, data_time: 0.009, memory: 8343, top1_acc: 0.7162, top5_acc: 0.8914, loss_cls: 1.1273, loss: 1.1273, grad_norm: 5.5901 2020-07-26 02:47:28,222 - mmaction - INFO - Epoch [94][80/940] lr: 1.000e-04, eta: 1:44:54, time: 0.959, data_time: 0.005, memory: 8343, top1_acc: 0.7102, top5_acc: 0.8879, loss_cls: 1.1768, loss: 1.1768, grad_norm: 5.7087 2020-07-26 02:47:47,226 - mmaction - INFO - Epoch [94][100/940] lr: 1.000e-04, eta: 1:44:35, time: 0.953, data_time: 0.006, memory: 8343, top1_acc: 0.7143, top5_acc: 0.8873, loss_cls: 1.1477, loss: 1.1477, grad_norm: 5.6706 2020-07-26 02:48:06,769 - mmaction - INFO - Epoch [94][120/940] lr: 1.000e-04, eta: 1:44:15, time: 0.977, data_time: 0.006, memory: 8343, top1_acc: 0.7107, top5_acc: 0.8887, loss_cls: 1.1505, loss: 1.1505, grad_norm: 5.5855 2020-07-26 02:48:27,235 - mmaction - INFO - Epoch [94][140/940] lr: 1.000e-04, eta: 1:43:56, time: 1.023, data_time: 0.004, memory: 8343, top1_acc: 0.6992, top5_acc: 0.8768, loss_cls: 1.1886, loss: 1.1886, grad_norm: 5.6250 2020-07-26 02:48:46,481 - mmaction - INFO - Epoch [94][160/940] lr: 1.000e-04, eta: 1:43:37, time: 0.963, data_time: 0.008, memory: 8343, top1_acc: 0.7045, top5_acc: 0.8898, loss_cls: 1.1481, loss: 1.1481, grad_norm: 5.6940 2020-07-26 02:49:05,555 - mmaction - INFO - Epoch [94][180/940] lr: 1.000e-04, eta: 1:43:17, time: 0.954, data_time: 0.003, memory: 8343, top1_acc: 0.7115, top5_acc: 0.8854, loss_cls: 1.1543, loss: 1.1543, grad_norm: 5.6356 2020-07-26 02:49:25,712 - mmaction - INFO - Epoch [94][200/940] lr: 1.000e-04, eta: 1:42:58, time: 1.007, data_time: 0.005, memory: 8343, top1_acc: 0.7080, top5_acc: 0.8818, loss_cls: 1.1819, loss: 1.1819, grad_norm: 5.6765 2020-07-26 02:49:45,804 - mmaction - INFO - Epoch [94][220/940] lr: 1.000e-04, eta: 1:42:39, time: 1.005, data_time: 0.005, memory: 8343, top1_acc: 0.7139, top5_acc: 0.8900, loss_cls: 1.1492, loss: 1.1492, grad_norm: 5.6673 2020-07-26 02:50:06,475 - mmaction - INFO - Epoch [94][240/940] lr: 1.000e-04, eta: 1:42:19, time: 1.033, data_time: 0.006, memory: 8343, top1_acc: 0.7129, top5_acc: 0.8910, loss_cls: 1.1399, loss: 1.1399, grad_norm: 5.7217 2020-07-26 02:50:26,305 - mmaction - INFO - Epoch [94][260/940] lr: 1.000e-04, eta: 1:42:00, time: 0.991, data_time: 0.003, memory: 8343, top1_acc: 0.7125, top5_acc: 0.8873, loss_cls: 1.1504, loss: 1.1504, grad_norm: 5.6701 2020-07-26 02:50:47,636 - mmaction - INFO - Epoch [94][280/940] lr: 1.000e-04, eta: 1:41:41, time: 1.065, data_time: 0.008, memory: 8343, top1_acc: 0.7057, top5_acc: 0.8877, loss_cls: 1.1877, loss: 1.1877, grad_norm: 5.7747 2020-07-26 02:51:06,850 - mmaction - INFO - Epoch [94][300/940] lr: 1.000e-04, eta: 1:41:21, time: 0.963, data_time: 0.007, memory: 8343, top1_acc: 0.7230, top5_acc: 0.8916, loss_cls: 1.1082, loss: 1.1082, grad_norm: 5.4963 2020-07-26 02:51:26,531 - mmaction - INFO - Epoch [94][320/940] lr: 1.000e-04, eta: 1:41:02, time: 0.980, data_time: 0.008, memory: 8343, top1_acc: 0.7201, top5_acc: 0.8889, loss_cls: 1.1272, loss: 1.1272, grad_norm: 5.5043 2020-07-26 02:51:47,509 - mmaction - INFO - Epoch [94][340/940] lr: 1.000e-04, eta: 1:40:43, time: 1.054, data_time: 0.009, memory: 8343, top1_acc: 0.7170, top5_acc: 0.8873, loss_cls: 1.1238, loss: 1.1238, grad_norm: 5.5437 2020-07-26 02:52:06,034 - mmaction - INFO - Epoch [94][360/940] lr: 1.000e-04, eta: 1:40:23, time: 0.920, data_time: 0.005, memory: 8343, top1_acc: 0.7252, top5_acc: 0.8920, loss_cls: 1.0960, loss: 1.0960, grad_norm: 5.4954 2020-07-26 02:52:26,826 - mmaction - INFO - Epoch [94][380/940] lr: 1.000e-04, eta: 1:40:04, time: 1.041, data_time: 0.010, memory: 8343, top1_acc: 0.7014, top5_acc: 0.8797, loss_cls: 1.2035, loss: 1.2035, grad_norm: 5.8184 2020-07-26 02:52:47,109 - mmaction - INFO - Epoch [94][400/940] lr: 1.000e-04, eta: 1:39:45, time: 1.012, data_time: 0.010, memory: 8343, top1_acc: 0.7137, top5_acc: 0.8809, loss_cls: 1.1830, loss: 1.1830, grad_norm: 5.6985 2020-07-26 02:53:06,761 - mmaction - INFO - Epoch [94][420/940] lr: 1.000e-04, eta: 1:39:26, time: 0.989, data_time: 0.008, memory: 8343, top1_acc: 0.7123, top5_acc: 0.8844, loss_cls: 1.1672, loss: 1.1672, grad_norm: 5.6086 2020-07-26 02:53:26,699 - mmaction - INFO - Epoch [94][440/940] lr: 1.000e-04, eta: 1:39:06, time: 0.993, data_time: 0.005, memory: 8343, top1_acc: 0.7055, top5_acc: 0.8779, loss_cls: 1.1984, loss: 1.1984, grad_norm: 5.7039 2020-07-26 02:53:46,135 - mmaction - INFO - Epoch [94][460/940] lr: 1.000e-04, eta: 1:38:47, time: 0.973, data_time: 0.009, memory: 8343, top1_acc: 0.7150, top5_acc: 0.8846, loss_cls: 1.1422, loss: 1.1422, grad_norm: 5.5490 2020-07-26 02:54:06,514 - mmaction - INFO - Epoch [94][480/940] lr: 1.000e-04, eta: 1:38:28, time: 1.021, data_time: 0.008, memory: 8343, top1_acc: 0.7107, top5_acc: 0.8799, loss_cls: 1.1780, loss: 1.1780, grad_norm: 5.6958 2020-07-26 02:54:24,696 - mmaction - INFO - Epoch [94][500/940] lr: 1.000e-04, eta: 1:38:08, time: 0.909, data_time: 0.002, memory: 8343, top1_acc: 0.7180, top5_acc: 0.8865, loss_cls: 1.1481, loss: 1.1481, grad_norm: 5.6918 2020-07-26 02:54:45,253 - mmaction - INFO - Epoch [94][520/940] lr: 1.000e-04, eta: 1:37:49, time: 1.025, data_time: 0.007, memory: 8343, top1_acc: 0.7188, top5_acc: 0.8877, loss_cls: 1.1402, loss: 1.1402, grad_norm: 5.6252 2020-07-26 02:55:05,228 - mmaction - INFO - Epoch [94][540/940] lr: 1.000e-04, eta: 1:37:29, time: 1.001, data_time: 0.007, memory: 8343, top1_acc: 0.7170, top5_acc: 0.8838, loss_cls: 1.1550, loss: 1.1550, grad_norm: 5.6251 2020-07-26 02:55:25,305 - mmaction - INFO - Epoch [94][560/940] lr: 1.000e-04, eta: 1:37:10, time: 1.002, data_time: 0.003, memory: 8343, top1_acc: 0.7111, top5_acc: 0.8857, loss_cls: 1.1390, loss: 1.1390, grad_norm: 5.5965 2020-07-26 02:55:44,780 - mmaction - INFO - Epoch [94][580/940] lr: 1.000e-04, eta: 1:36:51, time: 0.974, data_time: 0.005, memory: 8343, top1_acc: 0.7123, top5_acc: 0.8861, loss_cls: 1.1525, loss: 1.1525, grad_norm: 5.7034 2020-07-26 02:56:05,812 - mmaction - INFO - Epoch [94][600/940] lr: 1.000e-04, eta: 1:36:32, time: 1.051, data_time: 0.007, memory: 8343, top1_acc: 0.7199, top5_acc: 0.8902, loss_cls: 1.1169, loss: 1.1169, grad_norm: 5.5138 2020-07-26 02:56:24,743 - mmaction - INFO - Epoch [94][620/940] lr: 1.000e-04, eta: 1:36:12, time: 0.948, data_time: 0.007, memory: 8343, top1_acc: 0.7035, top5_acc: 0.8836, loss_cls: 1.1824, loss: 1.1824, grad_norm: 5.6824 2020-07-26 02:56:45,420 - mmaction - INFO - Epoch [94][640/940] lr: 1.000e-04, eta: 1:35:53, time: 1.031, data_time: 0.007, memory: 8343, top1_acc: 0.7193, top5_acc: 0.8906, loss_cls: 1.1361, loss: 1.1361, grad_norm: 5.6144 2020-07-26 02:57:04,597 - mmaction - INFO - Epoch [94][660/940] lr: 1.000e-04, eta: 1:35:33, time: 0.961, data_time: 0.009, memory: 8343, top1_acc: 0.7256, top5_acc: 0.8924, loss_cls: 1.1120, loss: 1.1120, grad_norm: 5.5998 2020-07-26 02:57:24,292 - mmaction - INFO - Epoch [94][680/940] lr: 1.000e-04, eta: 1:35:14, time: 0.986, data_time: 0.008, memory: 8343, top1_acc: 0.7125, top5_acc: 0.8854, loss_cls: 1.1570, loss: 1.1570, grad_norm: 5.6088 2020-07-26 02:57:44,077 - mmaction - INFO - Epoch [94][700/940] lr: 1.000e-04, eta: 1:34:55, time: 0.990, data_time: 0.003, memory: 8343, top1_acc: 0.7242, top5_acc: 0.8896, loss_cls: 1.1238, loss: 1.1238, grad_norm: 5.5497 2020-07-26 02:58:04,492 - mmaction - INFO - Epoch [94][720/940] lr: 1.000e-04, eta: 1:34:35, time: 1.015, data_time: 0.004, memory: 8343, top1_acc: 0.7074, top5_acc: 0.8861, loss_cls: 1.1607, loss: 1.1607, grad_norm: 5.6269 2020-07-26 02:58:24,671 - mmaction - INFO - Epoch [94][740/940] lr: 1.000e-04, eta: 1:34:16, time: 1.014, data_time: 0.008, memory: 8343, top1_acc: 0.7102, top5_acc: 0.8900, loss_cls: 1.1455, loss: 1.1455, grad_norm: 5.6966 2020-07-26 02:58:45,231 - mmaction - INFO - Epoch [94][760/940] lr: 1.000e-04, eta: 1:33:57, time: 1.029, data_time: 0.008, memory: 8343, top1_acc: 0.7133, top5_acc: 0.8840, loss_cls: 1.1609, loss: 1.1609, grad_norm: 5.6266 2020-07-26 02:59:05,900 - mmaction - INFO - Epoch [94][780/940] lr: 1.000e-04, eta: 1:33:38, time: 1.026, data_time: 0.006, memory: 8343, top1_acc: 0.7223, top5_acc: 0.8895, loss_cls: 1.1247, loss: 1.1247, grad_norm: 5.5700 2020-07-26 02:59:26,291 - mmaction - INFO - Epoch [94][800/940] lr: 1.000e-04, eta: 1:33:18, time: 1.027, data_time: 0.009, memory: 8343, top1_acc: 0.7080, top5_acc: 0.8893, loss_cls: 1.1719, loss: 1.1719, grad_norm: 5.6809 2020-07-26 02:59:44,836 - mmaction - INFO - Epoch [94][820/940] lr: 1.000e-04, eta: 1:32:59, time: 0.926, data_time: 0.004, memory: 8343, top1_acc: 0.7152, top5_acc: 0.8908, loss_cls: 1.1405, loss: 1.1405, grad_norm: 5.5941 2020-07-26 03:00:04,400 - mmaction - INFO - Epoch [94][840/940] lr: 1.000e-04, eta: 1:32:39, time: 0.978, data_time: 0.003, memory: 8343, top1_acc: 0.7094, top5_acc: 0.8805, loss_cls: 1.1749, loss: 1.1749, grad_norm: 5.7120 2020-07-26 03:00:26,841 - mmaction - INFO - Epoch [94][860/940] lr: 1.000e-04, eta: 1:32:20, time: 1.109, data_time: 0.003, memory: 8343, top1_acc: 0.7217, top5_acc: 0.8844, loss_cls: 1.1278, loss: 1.1278, grad_norm: 5.4954 2020-07-26 03:00:46,786 - mmaction - INFO - Epoch [94][880/940] lr: 1.000e-04, eta: 1:32:01, time: 1.001, data_time: 0.025, memory: 8343, top1_acc: 0.7092, top5_acc: 0.8941, loss_cls: 1.1397, loss: 1.1397, grad_norm: 5.7304 2020-07-26 03:01:05,350 - mmaction - INFO - Epoch [94][900/940] lr: 1.000e-04, eta: 1:31:42, time: 0.936, data_time: 0.012, memory: 8343, top1_acc: 0.7232, top5_acc: 0.8961, loss_cls: 1.1066, loss: 1.1066, grad_norm: 5.5320 2020-07-26 03:01:25,892 - mmaction - INFO - Epoch [94][920/940] lr: 1.000e-04, eta: 1:31:22, time: 1.024, data_time: 0.008, memory: 8343, top1_acc: 0.7096, top5_acc: 0.8818, loss_cls: 1.1713, loss: 1.1713, grad_norm: 5.7022 2020-07-26 03:01:45,537 - mmaction - INFO - Epoch [94][940/940] lr: 1.000e-04, eta: 1:31:03, time: 0.988, data_time: 0.008, memory: 8343, top1_acc: 0.7248, top5_acc: 0.8955, loss_cls: 1.1067, loss: 1.1067, grad_norm: 5.6079 2020-07-26 03:01:46,103 - mmaction - INFO - Saving checkpoint at 94 epochs 2020-07-26 03:02:16,270 - mmaction - INFO - Epoch [95][20/940] lr: 1.000e-04, eta: 1:30:44, time: 1.479, data_time: 0.713, memory: 8343, top1_acc: 0.7039, top5_acc: 0.8799, loss_cls: 1.1960, loss: 1.1960, grad_norm: 5.7438 2020-07-26 03:02:35,317 - mmaction - INFO - Epoch [95][40/940] lr: 1.000e-04, eta: 1:30:25, time: 0.952, data_time: 0.002, memory: 8343, top1_acc: 0.7133, top5_acc: 0.8889, loss_cls: 1.1319, loss: 1.1319, grad_norm: 5.5843 2020-07-26 03:02:54,413 - mmaction - INFO - Epoch [95][60/940] lr: 1.000e-04, eta: 1:30:05, time: 0.954, data_time: 0.003, memory: 8343, top1_acc: 0.7094, top5_acc: 0.8859, loss_cls: 1.1616, loss: 1.1616, grad_norm: 5.5999 2020-07-26 03:03:14,973 - mmaction - INFO - Epoch [95][80/940] lr: 1.000e-04, eta: 1:29:46, time: 1.026, data_time: 0.007, memory: 8343, top1_acc: 0.7150, top5_acc: 0.8896, loss_cls: 1.1331, loss: 1.1331, grad_norm: 5.5733 2020-07-26 03:03:34,689 - mmaction - INFO - Epoch [95][100/940] lr: 1.000e-04, eta: 1:29:27, time: 0.989, data_time: 0.008, memory: 8343, top1_acc: 0.7182, top5_acc: 0.8877, loss_cls: 1.1408, loss: 1.1408, grad_norm: 5.5780 2020-07-26 03:03:54,525 - mmaction - INFO - Epoch [95][120/940] lr: 1.000e-04, eta: 1:29:07, time: 0.988, data_time: 0.005, memory: 8343, top1_acc: 0.7289, top5_acc: 0.8891, loss_cls: 1.1058, loss: 1.1058, grad_norm: 5.4720 2020-07-26 03:04:13,885 - mmaction - INFO - Epoch [95][140/940] lr: 1.000e-04, eta: 1:28:48, time: 0.971, data_time: 0.007, memory: 8343, top1_acc: 0.7133, top5_acc: 0.8797, loss_cls: 1.1716, loss: 1.1716, grad_norm: 5.6928 2020-07-26 03:04:33,341 - mmaction - INFO - Epoch [95][160/940] lr: 1.000e-04, eta: 1:28:29, time: 0.967, data_time: 0.008, memory: 8343, top1_acc: 0.7186, top5_acc: 0.8822, loss_cls: 1.1551, loss: 1.1551, grad_norm: 5.6322 2020-07-26 03:04:52,824 - mmaction - INFO - Epoch [95][180/940] lr: 1.000e-04, eta: 1:28:09, time: 0.980, data_time: 0.009, memory: 8343, top1_acc: 0.7113, top5_acc: 0.8842, loss_cls: 1.1515, loss: 1.1515, grad_norm: 5.6312 2020-07-26 03:05:12,186 - mmaction - INFO - Epoch [95][200/940] lr: 1.000e-04, eta: 1:27:50, time: 0.968, data_time: 0.003, memory: 8343, top1_acc: 0.7166, top5_acc: 0.8895, loss_cls: 1.1283, loss: 1.1283, grad_norm: 5.5685 2020-07-26 03:05:32,061 - mmaction - INFO - Epoch [95][220/940] lr: 1.000e-04, eta: 1:27:31, time: 0.992, data_time: 0.003, memory: 8343, top1_acc: 0.7094, top5_acc: 0.8885, loss_cls: 1.1751, loss: 1.1751, grad_norm: 5.6544 2020-07-26 03:05:51,782 - mmaction - INFO - Epoch [95][240/940] lr: 1.000e-04, eta: 1:27:11, time: 0.988, data_time: 0.004, memory: 8343, top1_acc: 0.7180, top5_acc: 0.8885, loss_cls: 1.1462, loss: 1.1462, grad_norm: 5.6189 2020-07-26 03:06:11,049 - mmaction - INFO - Epoch [95][260/940] lr: 1.000e-04, eta: 1:26:52, time: 0.962, data_time: 0.007, memory: 8343, top1_acc: 0.7023, top5_acc: 0.8865, loss_cls: 1.1726, loss: 1.1726, grad_norm: 5.6850 2020-07-26 03:06:31,125 - mmaction - INFO - Epoch [95][280/940] lr: 1.000e-04, eta: 1:26:32, time: 1.003, data_time: 0.003, memory: 8343, top1_acc: 0.7107, top5_acc: 0.8922, loss_cls: 1.1368, loss: 1.1368, grad_norm: 5.6362 2020-07-26 03:06:51,591 - mmaction - INFO - Epoch [95][300/940] lr: 1.000e-04, eta: 1:26:13, time: 1.025, data_time: 0.007, memory: 8343, top1_acc: 0.7152, top5_acc: 0.8830, loss_cls: 1.1643, loss: 1.1643, grad_norm: 5.5956 2020-07-26 03:07:11,000 - mmaction - INFO - Epoch [95][320/940] lr: 1.000e-04, eta: 1:25:54, time: 0.964, data_time: 0.007, memory: 8343, top1_acc: 0.7273, top5_acc: 0.9004, loss_cls: 1.0814, loss: 1.0814, grad_norm: 5.5073 2020-07-26 03:07:28,673 - mmaction - INFO - Epoch [95][340/940] lr: 1.000e-04, eta: 1:25:34, time: 0.887, data_time: 0.008, memory: 8343, top1_acc: 0.7150, top5_acc: 0.8832, loss_cls: 1.1651, loss: 1.1651, grad_norm: 5.6012 2020-07-26 03:07:47,851 - mmaction - INFO - Epoch [95][360/940] lr: 1.000e-04, eta: 1:25:15, time: 0.957, data_time: 0.009, memory: 8343, top1_acc: 0.7174, top5_acc: 0.8877, loss_cls: 1.1221, loss: 1.1221, grad_norm: 5.5373 2020-07-26 03:08:07,811 - mmaction - INFO - Epoch [95][380/940] lr: 1.000e-04, eta: 1:24:56, time: 1.003, data_time: 0.008, memory: 8343, top1_acc: 0.7166, top5_acc: 0.8830, loss_cls: 1.1447, loss: 1.1447, grad_norm: 5.5628 2020-07-26 03:08:25,968 - mmaction - INFO - Epoch [95][400/940] lr: 1.000e-04, eta: 1:24:36, time: 0.908, data_time: 0.005, memory: 8343, top1_acc: 0.7082, top5_acc: 0.8809, loss_cls: 1.1701, loss: 1.1701, grad_norm: 5.6890 2020-07-26 03:08:45,542 - mmaction - INFO - Epoch [95][420/940] lr: 1.000e-04, eta: 1:24:17, time: 0.979, data_time: 0.003, memory: 8343, top1_acc: 0.7143, top5_acc: 0.8830, loss_cls: 1.1569, loss: 1.1569, grad_norm: 5.6606 2020-07-26 03:09:04,085 - mmaction - INFO - Epoch [95][440/940] lr: 1.000e-04, eta: 1:23:57, time: 0.928, data_time: 0.006, memory: 8343, top1_acc: 0.7164, top5_acc: 0.8879, loss_cls: 1.1456, loss: 1.1456, grad_norm: 5.6648 2020-07-26 03:09:23,986 - mmaction - INFO - Epoch [95][460/940] lr: 1.000e-04, eta: 1:23:38, time: 0.989, data_time: 0.008, memory: 8343, top1_acc: 0.7193, top5_acc: 0.8863, loss_cls: 1.1424, loss: 1.1424, grad_norm: 5.5549 2020-07-26 03:09:42,917 - mmaction - INFO - Epoch [95][480/940] lr: 1.000e-04, eta: 1:23:19, time: 0.952, data_time: 0.009, memory: 8343, top1_acc: 0.7139, top5_acc: 0.8846, loss_cls: 1.1513, loss: 1.1513, grad_norm: 5.6106 2020-07-26 03:10:02,059 - mmaction - INFO - Epoch [95][500/940] lr: 1.000e-04, eta: 1:22:59, time: 0.953, data_time: 0.008, memory: 8343, top1_acc: 0.7141, top5_acc: 0.8920, loss_cls: 1.1310, loss: 1.1310, grad_norm: 5.6824 2020-07-26 03:10:20,693 - mmaction - INFO - Epoch [95][520/940] lr: 1.000e-04, eta: 1:22:40, time: 0.933, data_time: 0.008, memory: 8343, top1_acc: 0.7193, top5_acc: 0.8891, loss_cls: 1.1246, loss: 1.1246, grad_norm: 5.5726 2020-07-26 03:10:39,573 - mmaction - INFO - Epoch [95][540/940] lr: 1.000e-04, eta: 1:22:20, time: 0.942, data_time: 0.009, memory: 8343, top1_acc: 0.7117, top5_acc: 0.8850, loss_cls: 1.1657, loss: 1.1657, grad_norm: 5.6345 2020-07-26 03:10:57,826 - mmaction - INFO - Epoch [95][560/940] lr: 1.000e-04, eta: 1:22:01, time: 0.917, data_time: 0.009, memory: 8343, top1_acc: 0.7168, top5_acc: 0.8873, loss_cls: 1.1607, loss: 1.1607, grad_norm: 5.5884 2020-07-26 03:11:16,512 - mmaction - INFO - Epoch [95][580/940] lr: 1.000e-04, eta: 1:21:41, time: 0.928, data_time: 0.007, memory: 8343, top1_acc: 0.7107, top5_acc: 0.8863, loss_cls: 1.1566, loss: 1.1566, grad_norm: 5.6788 2020-07-26 03:11:36,318 - mmaction - INFO - Epoch [95][600/940] lr: 1.000e-04, eta: 1:21:22, time: 0.996, data_time: 0.009, memory: 8343, top1_acc: 0.7223, top5_acc: 0.8869, loss_cls: 1.1275, loss: 1.1275, grad_norm: 5.4951 2020-07-26 03:11:55,273 - mmaction - INFO - Epoch [95][620/940] lr: 1.000e-04, eta: 1:21:03, time: 0.949, data_time: 0.007, memory: 8343, top1_acc: 0.7061, top5_acc: 0.8795, loss_cls: 1.1944, loss: 1.1944, grad_norm: 5.6601 2020-07-26 03:12:13,535 - mmaction - INFO - Epoch [95][640/940] lr: 1.000e-04, eta: 1:20:43, time: 0.911, data_time: 0.004, memory: 8343, top1_acc: 0.7170, top5_acc: 0.8902, loss_cls: 1.1355, loss: 1.1355, grad_norm: 5.5161 2020-07-26 03:12:32,913 - mmaction - INFO - Epoch [95][660/940] lr: 1.000e-04, eta: 1:20:24, time: 0.966, data_time: 0.008, memory: 8343, top1_acc: 0.7123, top5_acc: 0.8865, loss_cls: 1.1432, loss: 1.1432, grad_norm: 5.6507 2020-07-26 03:12:50,721 - mmaction - INFO - Epoch [95][680/940] lr: 1.000e-04, eta: 1:20:04, time: 0.894, data_time: 0.008, memory: 8343, top1_acc: 0.7131, top5_acc: 0.8867, loss_cls: 1.1648, loss: 1.1648, grad_norm: 5.5760 2020-07-26 03:13:10,469 - mmaction - INFO - Epoch [95][700/940] lr: 1.000e-04, eta: 1:19:45, time: 0.983, data_time: 0.007, memory: 8343, top1_acc: 0.7119, top5_acc: 0.8781, loss_cls: 1.1789, loss: 1.1789, grad_norm: 5.6375 2020-07-26 03:13:29,263 - mmaction - INFO - Epoch [95][720/940] lr: 1.000e-04, eta: 1:19:26, time: 0.944, data_time: 0.008, memory: 8343, top1_acc: 0.7145, top5_acc: 0.8822, loss_cls: 1.1750, loss: 1.1750, grad_norm: 5.6648 2020-07-26 03:13:48,296 - mmaction - INFO - Epoch [95][740/940] lr: 1.000e-04, eta: 1:19:06, time: 0.952, data_time: 0.010, memory: 8343, top1_acc: 0.7164, top5_acc: 0.8889, loss_cls: 1.1398, loss: 1.1398, grad_norm: 5.6989 2020-07-26 03:14:07,212 - mmaction - INFO - Epoch [95][760/940] lr: 1.000e-04, eta: 1:18:47, time: 0.947, data_time: 0.006, memory: 8343, top1_acc: 0.7105, top5_acc: 0.8812, loss_cls: 1.1772, loss: 1.1772, grad_norm: 5.7358 2020-07-26 03:14:26,253 - mmaction - INFO - Epoch [95][780/940] lr: 1.000e-04, eta: 1:18:28, time: 0.951, data_time: 0.007, memory: 8343, top1_acc: 0.7080, top5_acc: 0.8850, loss_cls: 1.1571, loss: 1.1571, grad_norm: 5.6278 2020-07-26 03:14:45,663 - mmaction - INFO - Epoch [95][800/940] lr: 1.000e-04, eta: 1:18:08, time: 0.971, data_time: 0.004, memory: 8343, top1_acc: 0.7082, top5_acc: 0.8846, loss_cls: 1.1667, loss: 1.1667, grad_norm: 5.7056 2020-07-26 03:15:02,878 - mmaction - INFO - Epoch [95][820/940] lr: 1.000e-04, eta: 1:17:49, time: 0.859, data_time: 0.008, memory: 8343, top1_acc: 0.7209, top5_acc: 0.8947, loss_cls: 1.1218, loss: 1.1218, grad_norm: 5.5839 2020-07-26 03:15:21,796 - mmaction - INFO - Epoch [95][840/940] lr: 1.000e-04, eta: 1:17:29, time: 0.947, data_time: 0.005, memory: 8343, top1_acc: 0.7242, top5_acc: 0.8908, loss_cls: 1.1155, loss: 1.1155, grad_norm: 5.5246 2020-07-26 03:15:40,268 - mmaction - INFO - Epoch [95][860/940] lr: 1.000e-04, eta: 1:17:10, time: 0.921, data_time: 0.007, memory: 8343, top1_acc: 0.7064, top5_acc: 0.8844, loss_cls: 1.1812, loss: 1.1812, grad_norm: 5.7423 2020-07-26 03:15:58,904 - mmaction - INFO - Epoch [95][880/940] lr: 1.000e-04, eta: 1:16:50, time: 0.929, data_time: 0.010, memory: 8343, top1_acc: 0.7066, top5_acc: 0.8791, loss_cls: 1.1729, loss: 1.1729, grad_norm: 5.7105 2020-07-26 03:16:17,197 - mmaction - INFO - Epoch [95][900/940] lr: 1.000e-04, eta: 1:16:31, time: 0.918, data_time: 0.009, memory: 8343, top1_acc: 0.7088, top5_acc: 0.8887, loss_cls: 1.1449, loss: 1.1449, grad_norm: 5.7073 2020-07-26 03:16:36,000 - mmaction - INFO - Epoch [95][920/940] lr: 1.000e-04, eta: 1:16:12, time: 0.940, data_time: 0.005, memory: 8343, top1_acc: 0.7211, top5_acc: 0.8850, loss_cls: 1.1540, loss: 1.1540, grad_norm: 5.6305 2020-07-26 03:16:54,959 - mmaction - INFO - Epoch [95][940/940] lr: 1.000e-04, eta: 1:15:52, time: 0.948, data_time: 0.009, memory: 8343, top1_acc: 0.7073, top5_acc: 0.8894, loss_cls: 1.1459, loss: 1.1459, grad_norm: 5.7319 2020-07-26 03:16:55,368 - mmaction - INFO - Saving checkpoint at 95 epochs 2020-07-26 03:17:23,325 - mmaction - INFO - Epoch [96][20/940] lr: 1.000e-04, eta: 1:15:33, time: 1.379, data_time: 0.513, memory: 8343, top1_acc: 0.7115, top5_acc: 0.8859, loss_cls: 1.1696, loss: 1.1696, grad_norm: 5.7369 2020-07-26 03:17:41,872 - mmaction - INFO - Epoch [96][40/940] lr: 1.000e-04, eta: 1:15:14, time: 0.926, data_time: 0.007, memory: 8343, top1_acc: 0.7184, top5_acc: 0.8908, loss_cls: 1.1224, loss: 1.1224, grad_norm: 5.5667 2020-07-26 03:17:58,810 - mmaction - INFO - Epoch [96][60/940] lr: 1.000e-04, eta: 1:14:54, time: 0.846, data_time: 0.005, memory: 8343, top1_acc: 0.7162, top5_acc: 0.8881, loss_cls: 1.1434, loss: 1.1434, grad_norm: 5.5792 2020-07-26 03:18:19,250 - mmaction - INFO - Epoch [96][80/940] lr: 1.000e-04, eta: 1:14:35, time: 1.024, data_time: 0.007, memory: 8343, top1_acc: 0.7166, top5_acc: 0.8930, loss_cls: 1.1214, loss: 1.1214, grad_norm: 5.5829 2020-07-26 03:18:37,963 - mmaction - INFO - Epoch [96][100/940] lr: 1.000e-04, eta: 1:14:16, time: 0.930, data_time: 0.006, memory: 8343, top1_acc: 0.7111, top5_acc: 0.8883, loss_cls: 1.1367, loss: 1.1367, grad_norm: 5.6453 2020-07-26 03:18:55,360 - mmaction - INFO - Epoch [96][120/940] lr: 1.000e-04, eta: 1:13:56, time: 0.876, data_time: 0.008, memory: 8343, top1_acc: 0.7125, top5_acc: 0.8832, loss_cls: 1.1538, loss: 1.1538, grad_norm: 5.6529 2020-07-26 03:19:14,032 - mmaction - INFO - Epoch [96][140/940] lr: 1.000e-04, eta: 1:13:37, time: 0.931, data_time: 0.005, memory: 8343, top1_acc: 0.7156, top5_acc: 0.8857, loss_cls: 1.1549, loss: 1.1549, grad_norm: 5.6222 2020-07-26 03:19:31,898 - mmaction - INFO - Epoch [96][160/940] lr: 1.000e-04, eta: 1:13:17, time: 0.894, data_time: 0.004, memory: 8343, top1_acc: 0.7133, top5_acc: 0.8852, loss_cls: 1.1457, loss: 1.1457, grad_norm: 5.5720 2020-07-26 03:19:49,802 - mmaction - INFO - Epoch [96][180/940] lr: 1.000e-04, eta: 1:12:58, time: 0.895, data_time: 0.007, memory: 8343, top1_acc: 0.7059, top5_acc: 0.8754, loss_cls: 1.1956, loss: 1.1956, grad_norm: 5.7913 2020-07-26 03:20:09,912 - mmaction - INFO - Epoch [96][200/940] lr: 1.000e-04, eta: 1:12:38, time: 1.006, data_time: 0.004, memory: 8343, top1_acc: 0.7092, top5_acc: 0.8912, loss_cls: 1.1427, loss: 1.1427, grad_norm: 5.6938 2020-07-26 03:20:28,797 - mmaction - INFO - Epoch [96][220/940] lr: 1.000e-04, eta: 1:12:19, time: 0.944, data_time: 0.003, memory: 8343, top1_acc: 0.7160, top5_acc: 0.8865, loss_cls: 1.1391, loss: 1.1391, grad_norm: 5.5756 2020-07-26 03:20:47,435 - mmaction - INFO - Epoch [96][240/940] lr: 1.000e-04, eta: 1:12:00, time: 0.924, data_time: 0.006, memory: 8343, top1_acc: 0.7109, top5_acc: 0.8928, loss_cls: 1.1454, loss: 1.1454, grad_norm: 5.5907 2020-07-26 03:21:07,489 - mmaction - INFO - Epoch [96][260/940] lr: 1.000e-04, eta: 1:11:40, time: 1.011, data_time: 0.011, memory: 8343, top1_acc: 0.7193, top5_acc: 0.8871, loss_cls: 1.1424, loss: 1.1424, grad_norm: 5.5886 2020-07-26 03:21:24,509 - mmaction - INFO - Epoch [96][280/940] lr: 1.000e-04, eta: 1:11:21, time: 0.849, data_time: 0.006, memory: 8343, top1_acc: 0.7162, top5_acc: 0.8939, loss_cls: 1.1292, loss: 1.1292, grad_norm: 5.5846 2020-07-26 03:21:43,836 - mmaction - INFO - Epoch [96][300/940] lr: 1.000e-04, eta: 1:11:01, time: 0.968, data_time: 0.011, memory: 8343, top1_acc: 0.7088, top5_acc: 0.8795, loss_cls: 1.1834, loss: 1.1834, grad_norm: 5.7882 2020-07-26 03:22:03,554 - mmaction - INFO - Epoch [96][320/940] lr: 1.000e-04, eta: 1:10:42, time: 0.981, data_time: 0.007, memory: 8343, top1_acc: 0.7168, top5_acc: 0.8836, loss_cls: 1.1447, loss: 1.1447, grad_norm: 5.5367 2020-07-26 03:22:20,519 - mmaction - INFO - Epoch [96][340/940] lr: 1.000e-04, eta: 1:10:23, time: 0.853, data_time: 0.008, memory: 8343, top1_acc: 0.7156, top5_acc: 0.8914, loss_cls: 1.1439, loss: 1.1439, grad_norm: 5.7341 2020-07-26 03:22:39,358 - mmaction - INFO - Epoch [96][360/940] lr: 1.000e-04, eta: 1:10:03, time: 0.942, data_time: 0.009, memory: 8343, top1_acc: 0.7227, top5_acc: 0.8869, loss_cls: 1.1327, loss: 1.1327, grad_norm: 5.6563 2020-07-26 03:22:57,411 - mmaction - INFO - Epoch [96][380/940] lr: 1.000e-04, eta: 1:09:44, time: 0.902, data_time: 0.003, memory: 8343, top1_acc: 0.7141, top5_acc: 0.8822, loss_cls: 1.1654, loss: 1.1654, grad_norm: 5.6321 2020-07-26 03:23:15,700 - mmaction - INFO - Epoch [96][400/940] lr: 1.000e-04, eta: 1:09:24, time: 0.911, data_time: 0.010, memory: 8343, top1_acc: 0.7105, top5_acc: 0.8867, loss_cls: 1.1566, loss: 1.1566, grad_norm: 5.6643 2020-07-26 03:23:34,399 - mmaction - INFO - Epoch [96][420/940] lr: 1.000e-04, eta: 1:09:05, time: 0.940, data_time: 0.008, memory: 8343, top1_acc: 0.7139, top5_acc: 0.8863, loss_cls: 1.1570, loss: 1.1570, grad_norm: 5.6940 2020-07-26 03:23:52,552 - mmaction - INFO - Epoch [96][440/940] lr: 1.000e-04, eta: 1:08:46, time: 0.908, data_time: 0.003, memory: 8343, top1_acc: 0.7041, top5_acc: 0.8840, loss_cls: 1.1819, loss: 1.1819, grad_norm: 5.7708 2020-07-26 03:24:11,373 - mmaction - INFO - Epoch [96][460/940] lr: 1.000e-04, eta: 1:08:26, time: 0.939, data_time: 0.007, memory: 8343, top1_acc: 0.7207, top5_acc: 0.8822, loss_cls: 1.1559, loss: 1.1559, grad_norm: 5.6089 2020-07-26 03:24:30,774 - mmaction - INFO - Epoch [96][480/940] lr: 1.000e-04, eta: 1:08:07, time: 0.972, data_time: 0.004, memory: 8343, top1_acc: 0.7182, top5_acc: 0.8873, loss_cls: 1.1413, loss: 1.1413, grad_norm: 5.5922 2020-07-26 03:24:48,285 - mmaction - INFO - Epoch [96][500/940] lr: 1.000e-04, eta: 1:07:47, time: 0.868, data_time: 0.007, memory: 8343, top1_acc: 0.7139, top5_acc: 0.8832, loss_cls: 1.1642, loss: 1.1642, grad_norm: 5.6640 2020-07-26 03:25:08,115 - mmaction - INFO - Epoch [96][520/940] lr: 1.000e-04, eta: 1:07:28, time: 0.996, data_time: 0.009, memory: 8343, top1_acc: 0.7197, top5_acc: 0.8955, loss_cls: 1.1069, loss: 1.1069, grad_norm: 5.5037 2020-07-26 03:25:26,680 - mmaction - INFO - Epoch [96][540/940] lr: 1.000e-04, eta: 1:07:09, time: 0.929, data_time: 0.004, memory: 8343, top1_acc: 0.7100, top5_acc: 0.8824, loss_cls: 1.1787, loss: 1.1787, grad_norm: 5.7331 2020-07-26 03:25:45,072 - mmaction - INFO - Epoch [96][560/940] lr: 1.000e-04, eta: 1:06:49, time: 0.920, data_time: 0.003, memory: 8343, top1_acc: 0.7150, top5_acc: 0.8869, loss_cls: 1.1473, loss: 1.1473, grad_norm: 5.5849 2020-07-26 03:26:03,826 - mmaction - INFO - Epoch [96][580/940] lr: 1.000e-04, eta: 1:06:30, time: 0.936, data_time: 0.007, memory: 8343, top1_acc: 0.7158, top5_acc: 0.8926, loss_cls: 1.1367, loss: 1.1367, grad_norm: 5.6639 2020-07-26 03:26:21,323 - mmaction - INFO - Epoch [96][600/940] lr: 1.000e-04, eta: 1:06:10, time: 0.874, data_time: 0.007, memory: 8343, top1_acc: 0.7096, top5_acc: 0.8879, loss_cls: 1.1674, loss: 1.1674, grad_norm: 5.6682 2020-07-26 03:26:40,168 - mmaction - INFO - Epoch [96][620/940] lr: 1.000e-04, eta: 1:05:51, time: 0.939, data_time: 0.010, memory: 8343, top1_acc: 0.7102, top5_acc: 0.8844, loss_cls: 1.1653, loss: 1.1653, grad_norm: 5.7325 2020-07-26 03:26:58,309 - mmaction - INFO - Epoch [96][640/940] lr: 1.000e-04, eta: 1:05:31, time: 0.913, data_time: 0.009, memory: 8343, top1_acc: 0.7115, top5_acc: 0.8877, loss_cls: 1.1541, loss: 1.1541, grad_norm: 5.7080 2020-07-26 03:27:17,703 - mmaction - INFO - Epoch [96][660/940] lr: 1.000e-04, eta: 1:05:12, time: 0.964, data_time: 0.008, memory: 8343, top1_acc: 0.7068, top5_acc: 0.8834, loss_cls: 1.1731, loss: 1.1731, grad_norm: 5.6888 2020-07-26 03:27:37,263 - mmaction - INFO - Epoch [96][680/940] lr: 1.000e-04, eta: 1:04:53, time: 0.983, data_time: 0.010, memory: 8343, top1_acc: 0.7250, top5_acc: 0.8938, loss_cls: 1.1091, loss: 1.1091, grad_norm: 5.4909 2020-07-26 03:27:56,846 - mmaction - INFO - Epoch [96][700/940] lr: 1.000e-04, eta: 1:04:33, time: 0.980, data_time: 0.008, memory: 8343, top1_acc: 0.7213, top5_acc: 0.8895, loss_cls: 1.1307, loss: 1.1307, grad_norm: 5.6586 2020-07-26 03:28:13,927 - mmaction - INFO - Epoch [96][720/940] lr: 1.000e-04, eta: 1:04:14, time: 0.855, data_time: 0.005, memory: 8343, top1_acc: 0.7186, top5_acc: 0.8848, loss_cls: 1.1441, loss: 1.1441, grad_norm: 5.5733 2020-07-26 03:28:32,379 - mmaction - INFO - Epoch [96][740/940] lr: 1.000e-04, eta: 1:03:54, time: 0.920, data_time: 0.007, memory: 8343, top1_acc: 0.7152, top5_acc: 0.8877, loss_cls: 1.1423, loss: 1.1423, grad_norm: 5.6087 2020-07-26 03:28:50,146 - mmaction - INFO - Epoch [96][760/940] lr: 1.000e-04, eta: 1:03:35, time: 0.890, data_time: 0.008, memory: 8343, top1_acc: 0.7148, top5_acc: 0.8846, loss_cls: 1.1567, loss: 1.1567, grad_norm: 5.6786 2020-07-26 03:29:09,469 - mmaction - INFO - Epoch [96][780/940] lr: 1.000e-04, eta: 1:03:16, time: 0.965, data_time: 0.009, memory: 8343, top1_acc: 0.7055, top5_acc: 0.8869, loss_cls: 1.1762, loss: 1.1762, grad_norm: 5.7711 2020-07-26 03:29:27,076 - mmaction - INFO - Epoch [96][800/940] lr: 1.000e-04, eta: 1:02:56, time: 0.880, data_time: 0.004, memory: 8343, top1_acc: 0.7271, top5_acc: 0.8895, loss_cls: 1.1319, loss: 1.1319, grad_norm: 5.5673 2020-07-26 03:29:46,895 - mmaction - INFO - Epoch [96][820/940] lr: 1.000e-04, eta: 1:02:37, time: 0.989, data_time: 0.007, memory: 8343, top1_acc: 0.7137, top5_acc: 0.8822, loss_cls: 1.1676, loss: 1.1676, grad_norm: 5.6881 2020-07-26 03:30:05,652 - mmaction - INFO - Epoch [96][840/940] lr: 1.000e-04, eta: 1:02:17, time: 0.941, data_time: 0.007, memory: 8343, top1_acc: 0.7115, top5_acc: 0.8910, loss_cls: 1.1364, loss: 1.1364, grad_norm: 5.6675 2020-07-26 03:30:22,934 - mmaction - INFO - Epoch [96][860/940] lr: 1.000e-04, eta: 1:01:58, time: 0.863, data_time: 0.003, memory: 8343, top1_acc: 0.7031, top5_acc: 0.8861, loss_cls: 1.1704, loss: 1.1704, grad_norm: 5.7363 2020-07-26 03:30:43,483 - mmaction - INFO - Epoch [96][880/940] lr: 1.000e-04, eta: 1:01:39, time: 1.028, data_time: 0.009, memory: 8343, top1_acc: 0.7230, top5_acc: 0.8896, loss_cls: 1.1241, loss: 1.1241, grad_norm: 5.6908 2020-07-26 03:31:00,364 - mmaction - INFO - Epoch [96][900/940] lr: 1.000e-04, eta: 1:01:19, time: 0.846, data_time: 0.007, memory: 8343, top1_acc: 0.7197, top5_acc: 0.8895, loss_cls: 1.1267, loss: 1.1267, grad_norm: 5.6784 2020-07-26 03:31:19,605 - mmaction - INFO - Epoch [96][920/940] lr: 1.000e-04, eta: 1:01:00, time: 0.955, data_time: 0.005, memory: 8343, top1_acc: 0.7330, top5_acc: 0.8936, loss_cls: 1.0892, loss: 1.0892, grad_norm: 5.4799 2020-07-26 03:31:36,801 - mmaction - INFO - Epoch [96][940/940] lr: 1.000e-04, eta: 1:00:40, time: 0.866, data_time: 0.010, memory: 8343, top1_acc: 0.7071, top5_acc: 0.8886, loss_cls: 1.1612, loss: 1.1612, grad_norm: 5.7070 2020-07-26 03:31:37,189 - mmaction - INFO - Saving checkpoint at 96 epochs 2020-07-26 03:32:05,608 - mmaction - INFO - Epoch [97][20/940] lr: 1.000e-04, eta: 1:00:21, time: 1.400, data_time: 0.510, memory: 8343, top1_acc: 0.7178, top5_acc: 0.8926, loss_cls: 1.1331, loss: 1.1331, grad_norm: 5.5418 2020-07-26 03:32:22,109 - mmaction - INFO - Epoch [97][40/940] lr: 1.000e-04, eta: 1:00:02, time: 0.824, data_time: 0.004, memory: 8343, top1_acc: 0.7160, top5_acc: 0.8844, loss_cls: 1.1576, loss: 1.1576, grad_norm: 5.7142 2020-07-26 03:32:40,337 - mmaction - INFO - Epoch [97][60/940] lr: 1.000e-04, eta: 0:59:43, time: 0.909, data_time: 0.010, memory: 8343, top1_acc: 0.7141, top5_acc: 0.8836, loss_cls: 1.1514, loss: 1.1514, grad_norm: 5.6955 2020-07-26 03:32:57,889 - mmaction - INFO - Epoch [97][80/940] lr: 1.000e-04, eta: 0:59:23, time: 0.880, data_time: 0.009, memory: 8343, top1_acc: 0.7166, top5_acc: 0.8859, loss_cls: 1.1429, loss: 1.1429, grad_norm: 5.6871 2020-07-26 03:33:17,391 - mmaction - INFO - Epoch [97][100/940] lr: 1.000e-04, eta: 0:59:04, time: 0.977, data_time: 0.009, memory: 8343, top1_acc: 0.7174, top5_acc: 0.8887, loss_cls: 1.1493, loss: 1.1493, grad_norm: 5.6868 2020-07-26 03:33:34,912 - mmaction - INFO - Epoch [97][120/940] lr: 1.000e-04, eta: 0:58:44, time: 0.876, data_time: 0.003, memory: 8343, top1_acc: 0.7227, top5_acc: 0.8926, loss_cls: 1.1343, loss: 1.1343, grad_norm: 5.5822 2020-07-26 03:33:53,745 - mmaction - INFO - Epoch [97][140/940] lr: 1.000e-04, eta: 0:58:25, time: 0.941, data_time: 0.008, memory: 8343, top1_acc: 0.7041, top5_acc: 0.8889, loss_cls: 1.1693, loss: 1.1693, grad_norm: 5.7625 2020-07-26 03:34:12,346 - mmaction - INFO - Epoch [97][160/940] lr: 1.000e-04, eta: 0:58:05, time: 0.929, data_time: 0.008, memory: 8343, top1_acc: 0.7145, top5_acc: 0.8844, loss_cls: 1.1511, loss: 1.1511, grad_norm: 5.6963 2020-07-26 03:34:30,015 - mmaction - INFO - Epoch [97][180/940] lr: 1.000e-04, eta: 0:57:46, time: 0.878, data_time: 0.009, memory: 8343, top1_acc: 0.7092, top5_acc: 0.8758, loss_cls: 1.1825, loss: 1.1825, grad_norm: 5.6345 2020-07-26 03:34:49,492 - mmaction - INFO - Epoch [97][200/940] lr: 1.000e-04, eta: 0:57:27, time: 0.979, data_time: 0.010, memory: 8343, top1_acc: 0.7244, top5_acc: 0.8963, loss_cls: 1.1104, loss: 1.1104, grad_norm: 5.5491 2020-07-26 03:35:07,837 - mmaction - INFO - Epoch [97][220/940] lr: 1.000e-04, eta: 0:57:07, time: 0.917, data_time: 0.008, memory: 8343, top1_acc: 0.7166, top5_acc: 0.8818, loss_cls: 1.1545, loss: 1.1545, grad_norm: 5.6836 2020-07-26 03:35:25,399 - mmaction - INFO - Epoch [97][240/940] lr: 1.000e-04, eta: 0:56:48, time: 0.881, data_time: 0.005, memory: 8343, top1_acc: 0.7258, top5_acc: 0.8908, loss_cls: 1.1256, loss: 1.1256, grad_norm: 5.6474 2020-07-26 03:35:43,679 - mmaction - INFO - Epoch [97][260/940] lr: 1.000e-04, eta: 0:56:28, time: 0.913, data_time: 0.002, memory: 8343, top1_acc: 0.7160, top5_acc: 0.8879, loss_cls: 1.1407, loss: 1.1407, grad_norm: 5.6728 2020-07-26 03:36:02,287 - mmaction - INFO - Epoch [97][280/940] lr: 1.000e-04, eta: 0:56:09, time: 0.930, data_time: 0.006, memory: 8343, top1_acc: 0.7066, top5_acc: 0.8877, loss_cls: 1.1520, loss: 1.1520, grad_norm: 5.6635 2020-07-26 03:36:21,742 - mmaction - INFO - Epoch [97][300/940] lr: 1.000e-04, eta: 0:55:50, time: 0.974, data_time: 0.004, memory: 8343, top1_acc: 0.7148, top5_acc: 0.8891, loss_cls: 1.1417, loss: 1.1417, grad_norm: 5.6643 2020-07-26 03:36:39,384 - mmaction - INFO - Epoch [97][320/940] lr: 1.000e-04, eta: 0:55:30, time: 0.880, data_time: 0.005, memory: 8343, top1_acc: 0.7041, top5_acc: 0.8881, loss_cls: 1.1630, loss: 1.1630, grad_norm: 5.6902 2020-07-26 03:36:57,241 - mmaction - INFO - Epoch [97][340/940] lr: 1.000e-04, eta: 0:55:11, time: 0.894, data_time: 0.004, memory: 8343, top1_acc: 0.7123, top5_acc: 0.8877, loss_cls: 1.1499, loss: 1.1499, grad_norm: 5.6506 2020-07-26 03:37:16,103 - mmaction - INFO - Epoch [97][360/940] lr: 1.000e-04, eta: 0:54:51, time: 0.936, data_time: 0.008, memory: 8343, top1_acc: 0.7195, top5_acc: 0.8893, loss_cls: 1.1264, loss: 1.1264, grad_norm: 5.6659 2020-07-26 03:37:33,444 - mmaction - INFO - Epoch [97][380/940] lr: 1.000e-04, eta: 0:54:32, time: 0.875, data_time: 0.011, memory: 8343, top1_acc: 0.7133, top5_acc: 0.8871, loss_cls: 1.1579, loss: 1.1579, grad_norm: 5.6858 2020-07-26 03:37:52,238 - mmaction - INFO - Epoch [97][400/940] lr: 1.000e-04, eta: 0:54:13, time: 0.937, data_time: 0.006, memory: 8343, top1_acc: 0.7158, top5_acc: 0.8824, loss_cls: 1.1577, loss: 1.1577, grad_norm: 5.6552 2020-07-26 03:38:12,096 - mmaction - INFO - Epoch [97][420/940] lr: 1.000e-04, eta: 0:53:53, time: 0.995, data_time: 0.009, memory: 8343, top1_acc: 0.7088, top5_acc: 0.8896, loss_cls: 1.1494, loss: 1.1494, grad_norm: 5.7855 2020-07-26 03:38:29,448 - mmaction - INFO - Epoch [97][440/940] lr: 1.000e-04, eta: 0:53:34, time: 0.867, data_time: 0.005, memory: 8343, top1_acc: 0.7244, top5_acc: 0.8939, loss_cls: 1.0918, loss: 1.0918, grad_norm: 5.6204 2020-07-26 03:38:47,407 - mmaction - INFO - Epoch [97][460/940] lr: 1.000e-04, eta: 0:53:14, time: 0.897, data_time: 0.009, memory: 8343, top1_acc: 0.7107, top5_acc: 0.8891, loss_cls: 1.1438, loss: 1.1438, grad_norm: 5.5520 2020-07-26 03:39:06,311 - mmaction - INFO - Epoch [97][480/940] lr: 1.000e-04, eta: 0:52:55, time: 0.948, data_time: 0.007, memory: 8343, top1_acc: 0.7088, top5_acc: 0.8834, loss_cls: 1.1738, loss: 1.1738, grad_norm: 5.7903 2020-07-26 03:39:23,970 - mmaction - INFO - Epoch [97][500/940] lr: 1.000e-04, eta: 0:52:36, time: 0.881, data_time: 0.007, memory: 8343, top1_acc: 0.7143, top5_acc: 0.8838, loss_cls: 1.1633, loss: 1.1633, grad_norm: 5.6811 2020-07-26 03:39:43,776 - mmaction - INFO - Epoch [97][520/940] lr: 1.000e-04, eta: 0:52:16, time: 0.992, data_time: 0.007, memory: 8343, top1_acc: 0.7211, top5_acc: 0.8865, loss_cls: 1.1444, loss: 1.1444, grad_norm: 5.5042 2020-07-26 03:40:01,833 - mmaction - INFO - Epoch [97][540/940] lr: 1.000e-04, eta: 0:51:57, time: 0.901, data_time: 0.007, memory: 8343, top1_acc: 0.7197, top5_acc: 0.8959, loss_cls: 1.1058, loss: 1.1058, grad_norm: 5.5293 2020-07-26 03:40:19,581 - mmaction - INFO - Epoch [97][560/940] lr: 1.000e-04, eta: 0:51:37, time: 0.887, data_time: 0.010, memory: 8343, top1_acc: 0.7094, top5_acc: 0.8818, loss_cls: 1.1709, loss: 1.1709, grad_norm: 5.7369 2020-07-26 03:40:38,054 - mmaction - INFO - Epoch [97][580/940] lr: 1.000e-04, eta: 0:51:18, time: 0.926, data_time: 0.005, memory: 8343, top1_acc: 0.7084, top5_acc: 0.8811, loss_cls: 1.1707, loss: 1.1707, grad_norm: 5.6576 2020-07-26 03:40:56,901 - mmaction - INFO - Epoch [97][600/940] lr: 1.000e-04, eta: 0:50:59, time: 0.941, data_time: 0.005, memory: 8343, top1_acc: 0.7156, top5_acc: 0.8869, loss_cls: 1.1561, loss: 1.1561, grad_norm: 5.6599 2020-07-26 03:41:14,229 - mmaction - INFO - Epoch [97][620/940] lr: 1.000e-04, eta: 0:50:39, time: 0.867, data_time: 0.003, memory: 8343, top1_acc: 0.6926, top5_acc: 0.8871, loss_cls: 1.1860, loss: 1.1860, grad_norm: 5.8683 2020-07-26 03:41:34,179 - mmaction - INFO - Epoch [97][640/940] lr: 1.000e-04, eta: 0:50:20, time: 0.997, data_time: 0.007, memory: 8343, top1_acc: 0.7191, top5_acc: 0.8936, loss_cls: 1.1314, loss: 1.1314, grad_norm: 5.5935 2020-07-26 03:41:51,910 - mmaction - INFO - Epoch [97][660/940] lr: 1.000e-04, eta: 0:50:00, time: 0.882, data_time: 0.005, memory: 8343, top1_acc: 0.7189, top5_acc: 0.8852, loss_cls: 1.1456, loss: 1.1456, grad_norm: 5.6037 2020-07-26 03:42:10,938 - mmaction - INFO - Epoch [97][680/940] lr: 1.000e-04, eta: 0:49:41, time: 0.956, data_time: 0.007, memory: 8343, top1_acc: 0.7102, top5_acc: 0.8836, loss_cls: 1.1546, loss: 1.1546, grad_norm: 5.6674 2020-07-26 03:42:28,563 - mmaction - INFO - Epoch [97][700/940] lr: 1.000e-04, eta: 0:49:22, time: 0.878, data_time: 0.007, memory: 8343, top1_acc: 0.7168, top5_acc: 0.8941, loss_cls: 1.1253, loss: 1.1253, grad_norm: 5.5876 2020-07-26 03:42:46,450 - mmaction - INFO - Epoch [97][720/940] lr: 1.000e-04, eta: 0:49:02, time: 0.895, data_time: 0.007, memory: 8343, top1_acc: 0.7160, top5_acc: 0.8936, loss_cls: 1.1200, loss: 1.1200, grad_norm: 5.5821 2020-07-26 03:43:04,890 - mmaction - INFO - Epoch [97][740/940] lr: 1.000e-04, eta: 0:48:43, time: 0.920, data_time: 0.010, memory: 8343, top1_acc: 0.7166, top5_acc: 0.8855, loss_cls: 1.1242, loss: 1.1242, grad_norm: 5.5564 2020-07-26 03:43:23,090 - mmaction - INFO - Epoch [97][760/940] lr: 1.000e-04, eta: 0:48:23, time: 0.913, data_time: 0.009, memory: 8343, top1_acc: 0.7178, top5_acc: 0.8854, loss_cls: 1.1254, loss: 1.1254, grad_norm: 5.5793 2020-07-26 03:43:40,728 - mmaction - INFO - Epoch [97][780/940] lr: 1.000e-04, eta: 0:48:04, time: 0.882, data_time: 0.006, memory: 8343, top1_acc: 0.7275, top5_acc: 0.8865, loss_cls: 1.1143, loss: 1.1143, grad_norm: 5.5503 2020-07-26 03:43:58,784 - mmaction - INFO - Epoch [97][800/940] lr: 1.000e-04, eta: 0:47:45, time: 0.903, data_time: 0.009, memory: 8343, top1_acc: 0.7088, top5_acc: 0.8809, loss_cls: 1.1644, loss: 1.1644, grad_norm: 5.7276 2020-07-26 03:44:16,194 - mmaction - INFO - Epoch [97][820/940] lr: 1.000e-04, eta: 0:47:25, time: 0.869, data_time: 0.004, memory: 8343, top1_acc: 0.7230, top5_acc: 0.8828, loss_cls: 1.1360, loss: 1.1360, grad_norm: 5.5298 2020-07-26 03:44:35,686 - mmaction - INFO - Epoch [97][840/940] lr: 1.000e-04, eta: 0:47:06, time: 0.974, data_time: 0.007, memory: 8343, top1_acc: 0.7146, top5_acc: 0.8918, loss_cls: 1.1464, loss: 1.1464, grad_norm: 5.6300 2020-07-26 03:44:54,385 - mmaction - INFO - Epoch [97][860/940] lr: 1.000e-04, eta: 0:46:47, time: 0.929, data_time: 0.009, memory: 8343, top1_acc: 0.7150, top5_acc: 0.8881, loss_cls: 1.1363, loss: 1.1363, grad_norm: 5.6386 2020-07-26 03:45:11,254 - mmaction - INFO - Epoch [97][880/940] lr: 1.000e-04, eta: 0:46:27, time: 0.851, data_time: 0.011, memory: 8343, top1_acc: 0.7195, top5_acc: 0.8918, loss_cls: 1.1214, loss: 1.1214, grad_norm: 5.5870 2020-07-26 03:45:30,191 - mmaction - INFO - Epoch [97][900/940] lr: 1.000e-04, eta: 0:46:08, time: 0.946, data_time: 0.009, memory: 8343, top1_acc: 0.7131, top5_acc: 0.8904, loss_cls: 1.1504, loss: 1.1504, grad_norm: 5.7329 2020-07-26 03:45:48,336 - mmaction - INFO - Epoch [97][920/940] lr: 1.000e-04, eta: 0:45:48, time: 0.907, data_time: 0.004, memory: 8343, top1_acc: 0.7098, top5_acc: 0.8820, loss_cls: 1.1753, loss: 1.1753, grad_norm: 5.6870 2020-07-26 03:46:05,364 - mmaction - INFO - Epoch [97][940/940] lr: 1.000e-04, eta: 0:45:29, time: 0.852, data_time: 0.009, memory: 8343, top1_acc: 0.7073, top5_acc: 0.8762, loss_cls: 1.1916, loss: 1.1916, grad_norm: 5.8098 2020-07-26 03:46:05,878 - mmaction - INFO - Saving checkpoint at 97 epochs 2020-07-26 03:46:32,409 - mmaction - INFO - Epoch [98][20/940] lr: 1.000e-04, eta: 0:45:10, time: 1.305, data_time: 0.521, memory: 8343, top1_acc: 0.7221, top5_acc: 0.8859, loss_cls: 1.1257, loss: 1.1257, grad_norm: 5.5485 2020-07-26 03:46:50,140 - mmaction - INFO - Epoch [98][40/940] lr: 1.000e-04, eta: 0:44:50, time: 0.887, data_time: 0.010, memory: 8343, top1_acc: 0.7102, top5_acc: 0.8867, loss_cls: 1.1537, loss: 1.1537, grad_norm: 5.7468 2020-07-26 03:47:07,169 - mmaction - INFO - Epoch [98][60/940] lr: 1.000e-04, eta: 0:44:31, time: 0.853, data_time: 0.004, memory: 8343, top1_acc: 0.7137, top5_acc: 0.8914, loss_cls: 1.1382, loss: 1.1382, grad_norm: 5.6640 2020-07-26 03:47:25,090 - mmaction - INFO - Epoch [98][80/940] lr: 1.000e-04, eta: 0:44:11, time: 0.889, data_time: 0.006, memory: 8343, top1_acc: 0.7145, top5_acc: 0.8895, loss_cls: 1.1507, loss: 1.1507, grad_norm: 5.6998 2020-07-26 03:47:44,031 - mmaction - INFO - Epoch [98][100/940] lr: 1.000e-04, eta: 0:43:52, time: 0.954, data_time: 0.011, memory: 8343, top1_acc: 0.7188, top5_acc: 0.8971, loss_cls: 1.1209, loss: 1.1209, grad_norm: 5.6670 2020-07-26 03:48:01,832 - mmaction - INFO - Epoch [98][120/940] lr: 1.000e-04, eta: 0:43:33, time: 0.887, data_time: 0.006, memory: 8343, top1_acc: 0.7090, top5_acc: 0.8785, loss_cls: 1.1757, loss: 1.1757, grad_norm: 5.7329 2020-07-26 03:48:20,232 - mmaction - INFO - Epoch [98][140/940] lr: 1.000e-04, eta: 0:43:13, time: 0.922, data_time: 0.006, memory: 8343, top1_acc: 0.7160, top5_acc: 0.8852, loss_cls: 1.1558, loss: 1.1558, grad_norm: 5.6124 2020-07-26 03:48:39,696 - mmaction - INFO - Epoch [98][160/940] lr: 1.000e-04, eta: 0:42:54, time: 0.972, data_time: 0.008, memory: 8343, top1_acc: 0.7189, top5_acc: 0.8947, loss_cls: 1.1025, loss: 1.1025, grad_norm: 5.6084 2020-07-26 03:48:56,765 - mmaction - INFO - Epoch [98][180/940] lr: 1.000e-04, eta: 0:42:35, time: 0.858, data_time: 0.007, memory: 8343, top1_acc: 0.7107, top5_acc: 0.8896, loss_cls: 1.1589, loss: 1.1589, grad_norm: 5.6907 2020-07-26 03:49:14,452 - mmaction - INFO - Epoch [98][200/940] lr: 1.000e-04, eta: 0:42:15, time: 0.880, data_time: 0.006, memory: 8343, top1_acc: 0.7014, top5_acc: 0.8785, loss_cls: 1.1802, loss: 1.1802, grad_norm: 5.7424 2020-07-26 03:49:33,404 - mmaction - INFO - Epoch [98][220/940] lr: 1.000e-04, eta: 0:41:56, time: 0.950, data_time: 0.008, memory: 8343, top1_acc: 0.7080, top5_acc: 0.8846, loss_cls: 1.1757, loss: 1.1757, grad_norm: 5.6937 2020-07-26 03:49:50,810 - mmaction - INFO - Epoch [98][240/940] lr: 1.000e-04, eta: 0:41:36, time: 0.870, data_time: 0.007, memory: 8343, top1_acc: 0.7148, top5_acc: 0.8855, loss_cls: 1.1479, loss: 1.1479, grad_norm: 5.6500 2020-07-26 03:50:08,262 - mmaction - INFO - Epoch [98][260/940] lr: 1.000e-04, eta: 0:41:17, time: 0.872, data_time: 0.003, memory: 8343, top1_acc: 0.7127, top5_acc: 0.8830, loss_cls: 1.1529, loss: 1.1529, grad_norm: 5.6940 2020-07-26 03:50:25,678 - mmaction - INFO - Epoch [98][280/940] lr: 1.000e-04, eta: 0:40:58, time: 0.873, data_time: 0.004, memory: 8343, top1_acc: 0.7137, top5_acc: 0.8881, loss_cls: 1.1564, loss: 1.1564, grad_norm: 5.6294 2020-07-26 03:50:43,714 - mmaction - INFO - Epoch [98][300/940] lr: 1.000e-04, eta: 0:40:38, time: 0.899, data_time: 0.005, memory: 8343, top1_acc: 0.7193, top5_acc: 0.8834, loss_cls: 1.1330, loss: 1.1330, grad_norm: 5.6105 2020-07-26 03:51:02,483 - mmaction - INFO - Epoch [98][320/940] lr: 1.000e-04, eta: 0:40:19, time: 0.940, data_time: 0.006, memory: 8343, top1_acc: 0.7078, top5_acc: 0.8846, loss_cls: 1.1705, loss: 1.1705, grad_norm: 5.7444 2020-07-26 03:51:22,048 - mmaction - INFO - Epoch [98][340/940] lr: 1.000e-04, eta: 0:39:59, time: 0.974, data_time: 0.006, memory: 8343, top1_acc: 0.7230, top5_acc: 0.8934, loss_cls: 1.1156, loss: 1.1156, grad_norm: 5.5485 2020-07-26 03:51:38,845 - mmaction - INFO - Epoch [98][360/940] lr: 1.000e-04, eta: 0:39:40, time: 0.844, data_time: 0.010, memory: 8343, top1_acc: 0.7148, top5_acc: 0.8852, loss_cls: 1.1574, loss: 1.1574, grad_norm: 5.6842 2020-07-26 03:51:56,800 - mmaction - INFO - Epoch [98][380/940] lr: 1.000e-04, eta: 0:39:21, time: 0.898, data_time: 0.008, memory: 8343, top1_acc: 0.7111, top5_acc: 0.8910, loss_cls: 1.1432, loss: 1.1432, grad_norm: 5.6509 2020-07-26 03:52:14,538 - mmaction - INFO - Epoch [98][400/940] lr: 1.000e-04, eta: 0:39:01, time: 0.888, data_time: 0.004, memory: 8343, top1_acc: 0.7133, top5_acc: 0.8953, loss_cls: 1.1174, loss: 1.1174, grad_norm: 5.4914 2020-07-26 03:52:34,103 - mmaction - INFO - Epoch [98][420/940] lr: 1.000e-04, eta: 0:38:42, time: 0.978, data_time: 0.008, memory: 8343, top1_acc: 0.7115, top5_acc: 0.8857, loss_cls: 1.1724, loss: 1.1724, grad_norm: 5.6422 2020-07-26 03:52:50,895 - mmaction - INFO - Epoch [98][440/940] lr: 1.000e-04, eta: 0:38:22, time: 0.835, data_time: 0.008, memory: 8343, top1_acc: 0.7225, top5_acc: 0.9002, loss_cls: 1.0990, loss: 1.0990, grad_norm: 5.6009 2020-07-26 03:53:09,375 - mmaction - INFO - Epoch [98][460/940] lr: 1.000e-04, eta: 0:38:03, time: 0.929, data_time: 0.009, memory: 8343, top1_acc: 0.7271, top5_acc: 0.8895, loss_cls: 1.1202, loss: 1.1202, grad_norm: 5.6444 2020-07-26 03:53:29,031 - mmaction - INFO - Epoch [98][480/940] lr: 1.000e-04, eta: 0:37:44, time: 0.984, data_time: 0.008, memory: 8343, top1_acc: 0.7152, top5_acc: 0.8879, loss_cls: 1.1416, loss: 1.1416, grad_norm: 5.7349 2020-07-26 03:53:45,864 - mmaction - INFO - Epoch [98][500/940] lr: 1.000e-04, eta: 0:37:24, time: 0.839, data_time: 0.005, memory: 8343, top1_acc: 0.7236, top5_acc: 0.8930, loss_cls: 1.1084, loss: 1.1084, grad_norm: 5.4884 2020-07-26 03:54:05,030 - mmaction - INFO - Epoch [98][520/940] lr: 1.000e-04, eta: 0:37:05, time: 0.961, data_time: 0.008, memory: 8343, top1_acc: 0.7127, top5_acc: 0.8854, loss_cls: 1.1567, loss: 1.1567, grad_norm: 5.5850 2020-07-26 03:54:23,277 - mmaction - INFO - Epoch [98][540/940] lr: 1.000e-04, eta: 0:36:46, time: 0.909, data_time: 0.005, memory: 8343, top1_acc: 0.7107, top5_acc: 0.8838, loss_cls: 1.1671, loss: 1.1671, grad_norm: 5.7278 2020-07-26 03:54:42,531 - mmaction - INFO - Epoch [98][560/940] lr: 1.000e-04, eta: 0:36:26, time: 0.964, data_time: 0.007, memory: 8343, top1_acc: 0.7066, top5_acc: 0.8846, loss_cls: 1.1527, loss: 1.1527, grad_norm: 5.7592 2020-07-26 03:54:59,106 - mmaction - INFO - Epoch [98][580/940] lr: 1.000e-04, eta: 0:36:07, time: 0.827, data_time: 0.008, memory: 8343, top1_acc: 0.7180, top5_acc: 0.8830, loss_cls: 1.1501, loss: 1.1501, grad_norm: 5.7086 2020-07-26 03:55:18,322 - mmaction - INFO - Epoch [98][600/940] lr: 1.000e-04, eta: 0:35:47, time: 0.963, data_time: 0.007, memory: 8343, top1_acc: 0.7188, top5_acc: 0.8902, loss_cls: 1.1268, loss: 1.1268, grad_norm: 5.6343 2020-07-26 03:55:36,517 - mmaction - INFO - Epoch [98][620/940] lr: 1.000e-04, eta: 0:35:28, time: 0.910, data_time: 0.011, memory: 8343, top1_acc: 0.7186, top5_acc: 0.8816, loss_cls: 1.1525, loss: 1.1525, grad_norm: 5.6815 2020-07-26 03:55:54,572 - mmaction - INFO - Epoch [98][640/940] lr: 1.000e-04, eta: 0:35:09, time: 0.903, data_time: 0.004, memory: 8343, top1_acc: 0.7246, top5_acc: 0.8881, loss_cls: 1.1381, loss: 1.1381, grad_norm: 5.6128 2020-07-26 03:56:13,100 - mmaction - INFO - Epoch [98][660/940] lr: 1.000e-04, eta: 0:34:49, time: 0.925, data_time: 0.009, memory: 8343, top1_acc: 0.7221, top5_acc: 0.8949, loss_cls: 1.1079, loss: 1.1079, grad_norm: 5.6076 2020-07-26 03:56:32,027 - mmaction - INFO - Epoch [98][680/940] lr: 1.000e-04, eta: 0:34:30, time: 0.949, data_time: 0.008, memory: 8343, top1_acc: 0.7098, top5_acc: 0.8832, loss_cls: 1.1596, loss: 1.1596, grad_norm: 5.5984 2020-07-26 03:56:48,942 - mmaction - INFO - Epoch [98][700/940] lr: 1.000e-04, eta: 0:34:11, time: 0.844, data_time: 0.005, memory: 8343, top1_acc: 0.7215, top5_acc: 0.8838, loss_cls: 1.1335, loss: 1.1335, grad_norm: 5.6559 2020-07-26 03:57:07,250 - mmaction - INFO - Epoch [98][720/940] lr: 1.000e-04, eta: 0:33:51, time: 0.916, data_time: 0.007, memory: 8343, top1_acc: 0.7186, top5_acc: 0.8871, loss_cls: 1.1388, loss: 1.1388, grad_norm: 5.6250 2020-07-26 03:57:27,366 - mmaction - INFO - Epoch [98][740/940] lr: 1.000e-04, eta: 0:33:32, time: 1.007, data_time: 0.007, memory: 8343, top1_acc: 0.7115, top5_acc: 0.8844, loss_cls: 1.1800, loss: 1.1800, grad_norm: 5.6754 2020-07-26 03:57:44,754 - mmaction - INFO - Epoch [98][760/940] lr: 1.000e-04, eta: 0:33:12, time: 0.868, data_time: 0.004, memory: 8343, top1_acc: 0.7172, top5_acc: 0.8898, loss_cls: 1.1226, loss: 1.1226, grad_norm: 5.6386 2020-07-26 03:58:03,507 - mmaction - INFO - Epoch [98][780/940] lr: 1.000e-04, eta: 0:32:53, time: 0.938, data_time: 0.008, memory: 8343, top1_acc: 0.7063, top5_acc: 0.8812, loss_cls: 1.1827, loss: 1.1827, grad_norm: 5.7582 2020-07-26 03:58:20,783 - mmaction - INFO - Epoch [98][800/940] lr: 1.000e-04, eta: 0:32:34, time: 0.863, data_time: 0.006, memory: 8343, top1_acc: 0.7096, top5_acc: 0.8895, loss_cls: 1.1635, loss: 1.1635, grad_norm: 5.6811 2020-07-26 03:58:38,982 - mmaction - INFO - Epoch [98][820/940] lr: 1.000e-04, eta: 0:32:14, time: 0.907, data_time: 0.009, memory: 8343, top1_acc: 0.7271, top5_acc: 0.8984, loss_cls: 1.0996, loss: 1.0996, grad_norm: 5.5586 2020-07-26 03:58:57,305 - mmaction - INFO - Epoch [98][840/940] lr: 1.000e-04, eta: 0:31:55, time: 0.918, data_time: 0.010, memory: 8343, top1_acc: 0.7037, top5_acc: 0.8775, loss_cls: 1.1833, loss: 1.1833, grad_norm: 5.7274 2020-07-26 03:59:16,061 - mmaction - INFO - Epoch [98][860/940] lr: 1.000e-04, eta: 0:31:36, time: 0.939, data_time: 0.006, memory: 8343, top1_acc: 0.7137, top5_acc: 0.8832, loss_cls: 1.1453, loss: 1.1453, grad_norm: 5.7290 2020-07-26 03:59:34,824 - mmaction - INFO - Epoch [98][880/940] lr: 1.000e-04, eta: 0:31:16, time: 0.938, data_time: 0.009, memory: 8343, top1_acc: 0.7180, top5_acc: 0.8953, loss_cls: 1.1257, loss: 1.1257, grad_norm: 5.5847 2020-07-26 03:59:54,206 - mmaction - INFO - Epoch [98][900/940] lr: 1.000e-04, eta: 0:30:57, time: 0.969, data_time: 0.004, memory: 8343, top1_acc: 0.7115, top5_acc: 0.8854, loss_cls: 1.1630, loss: 1.1630, grad_norm: 5.7354 2020-07-26 04:00:14,921 - mmaction - INFO - Epoch [98][920/940] lr: 1.000e-04, eta: 0:30:38, time: 1.020, data_time: 0.007, memory: 8343, top1_acc: 0.7232, top5_acc: 0.8916, loss_cls: 1.1183, loss: 1.1183, grad_norm: 5.6302 2020-07-26 04:00:31,770 - mmaction - INFO - Epoch [98][940/940] lr: 1.000e-04, eta: 0:30:18, time: 0.859, data_time: 0.024, memory: 8343, top1_acc: 0.7106, top5_acc: 0.8856, loss_cls: 1.1514, loss: 1.1514, grad_norm: 5.7519 2020-07-26 04:00:32,387 - mmaction - INFO - Saving checkpoint at 98 epochs 2020-07-26 04:01:01,187 - mmaction - INFO - Epoch [99][20/940] lr: 1.000e-04, eta: 0:29:59, time: 1.399, data_time: 0.700, memory: 8343, top1_acc: 0.7057, top5_acc: 0.8807, loss_cls: 1.1688, loss: 1.1688, grad_norm: 5.6530 2020-07-26 04:01:17,950 - mmaction - INFO - Epoch [99][40/940] lr: 1.000e-04, eta: 0:29:40, time: 0.836, data_time: 0.004, memory: 8343, top1_acc: 0.7053, top5_acc: 0.8885, loss_cls: 1.1646, loss: 1.1646, grad_norm: 5.7883 2020-07-26 04:01:36,196 - mmaction - INFO - Epoch [99][60/940] lr: 1.000e-04, eta: 0:29:20, time: 0.914, data_time: 0.011, memory: 8343, top1_acc: 0.7133, top5_acc: 0.8812, loss_cls: 1.1700, loss: 1.1700, grad_norm: 5.6268 2020-07-26 04:01:53,595 - mmaction - INFO - Epoch [99][80/940] lr: 1.000e-04, eta: 0:29:01, time: 0.869, data_time: 0.004, memory: 8343, top1_acc: 0.7188, top5_acc: 0.8936, loss_cls: 1.1020, loss: 1.1020, grad_norm: 5.5790 2020-07-26 04:02:11,338 - mmaction - INFO - Epoch [99][100/940] lr: 1.000e-04, eta: 0:28:41, time: 0.882, data_time: 0.009, memory: 8343, top1_acc: 0.7178, top5_acc: 0.8805, loss_cls: 1.1324, loss: 1.1324, grad_norm: 5.6451 2020-07-26 04:02:29,940 - mmaction - INFO - Epoch [99][120/940] lr: 1.000e-04, eta: 0:28:22, time: 0.934, data_time: 0.010, memory: 8343, top1_acc: 0.7178, top5_acc: 0.8912, loss_cls: 1.1415, loss: 1.1415, grad_norm: 5.6574 2020-07-26 04:02:50,241 - mmaction - INFO - Epoch [99][140/940] lr: 1.000e-04, eta: 0:28:03, time: 1.014, data_time: 0.008, memory: 8343, top1_acc: 0.7137, top5_acc: 0.8865, loss_cls: 1.1639, loss: 1.1639, grad_norm: 5.6527 2020-07-26 04:03:07,212 - mmaction - INFO - Epoch [99][160/940] lr: 1.000e-04, eta: 0:27:43, time: 0.852, data_time: 0.007, memory: 8343, top1_acc: 0.7236, top5_acc: 0.8852, loss_cls: 1.1477, loss: 1.1477, grad_norm: 5.5719 2020-07-26 04:03:26,286 - mmaction - INFO - Epoch [99][180/940] lr: 1.000e-04, eta: 0:27:24, time: 0.951, data_time: 0.005, memory: 8343, top1_acc: 0.7109, top5_acc: 0.8889, loss_cls: 1.1647, loss: 1.1647, grad_norm: 5.6484 2020-07-26 04:03:42,871 - mmaction - INFO - Epoch [99][200/940] lr: 1.000e-04, eta: 0:27:05, time: 0.831, data_time: 0.009, memory: 8343, top1_acc: 0.7125, top5_acc: 0.8775, loss_cls: 1.1803, loss: 1.1803, grad_norm: 5.6757 2020-07-26 04:04:01,601 - mmaction - INFO - Epoch [99][220/940] lr: 1.000e-04, eta: 0:26:45, time: 0.936, data_time: 0.006, memory: 8343, top1_acc: 0.7139, top5_acc: 0.8883, loss_cls: 1.1450, loss: 1.1450, grad_norm: 5.7078 2020-07-26 04:04:19,228 - mmaction - INFO - Epoch [99][240/940] lr: 1.000e-04, eta: 0:26:26, time: 0.883, data_time: 0.004, memory: 8343, top1_acc: 0.7186, top5_acc: 0.8850, loss_cls: 1.1465, loss: 1.1465, grad_norm: 5.5844 2020-07-26 04:04:38,037 - mmaction - INFO - Epoch [99][260/940] lr: 1.000e-04, eta: 0:26:07, time: 0.937, data_time: 0.004, memory: 8343, top1_acc: 0.7096, top5_acc: 0.8795, loss_cls: 1.1776, loss: 1.1776, grad_norm: 5.7227 2020-07-26 04:04:55,163 - mmaction - INFO - Epoch [99][280/940] lr: 1.000e-04, eta: 0:25:47, time: 0.857, data_time: 0.008, memory: 8343, top1_acc: 0.7131, top5_acc: 0.8807, loss_cls: 1.1637, loss: 1.1637, grad_norm: 5.6807 2020-07-26 04:05:13,092 - mmaction - INFO - Epoch [99][300/940] lr: 1.000e-04, eta: 0:25:28, time: 0.891, data_time: 0.009, memory: 8343, top1_acc: 0.7137, top5_acc: 0.8883, loss_cls: 1.1273, loss: 1.1273, grad_norm: 5.6074 2020-07-26 04:05:32,651 - mmaction - INFO - Epoch [99][320/940] lr: 1.000e-04, eta: 0:25:08, time: 0.984, data_time: 0.010, memory: 8343, top1_acc: 0.7117, top5_acc: 0.8877, loss_cls: 1.1460, loss: 1.1460, grad_norm: 5.6320 2020-07-26 04:05:50,880 - mmaction - INFO - Epoch [99][340/940] lr: 1.000e-04, eta: 0:24:49, time: 0.913, data_time: 0.004, memory: 8343, top1_acc: 0.7088, top5_acc: 0.8875, loss_cls: 1.1507, loss: 1.1507, grad_norm: 5.6749 2020-07-26 04:06:07,989 - mmaction - INFO - Epoch [99][360/940] lr: 1.000e-04, eta: 0:24:30, time: 0.850, data_time: 0.006, memory: 8343, top1_acc: 0.7172, top5_acc: 0.8896, loss_cls: 1.1454, loss: 1.1454, grad_norm: 5.7658 2020-07-26 04:06:25,947 - mmaction - INFO - Epoch [99][380/940] lr: 1.000e-04, eta: 0:24:10, time: 0.901, data_time: 0.010, memory: 8343, top1_acc: 0.7164, top5_acc: 0.8951, loss_cls: 1.1177, loss: 1.1177, grad_norm: 5.5526 2020-07-26 04:06:44,131 - mmaction - INFO - Epoch [99][400/940] lr: 1.000e-04, eta: 0:23:51, time: 0.909, data_time: 0.009, memory: 8343, top1_acc: 0.7189, top5_acc: 0.8920, loss_cls: 1.1316, loss: 1.1316, grad_norm: 5.6736 2020-07-26 04:07:02,438 - mmaction - INFO - Epoch [99][420/940] lr: 1.000e-04, eta: 0:23:32, time: 0.913, data_time: 0.009, memory: 8343, top1_acc: 0.7246, top5_acc: 0.8934, loss_cls: 1.1179, loss: 1.1179, grad_norm: 5.5583 2020-07-26 04:07:20,851 - mmaction - INFO - Epoch [99][440/940] lr: 1.000e-04, eta: 0:23:12, time: 0.924, data_time: 0.009, memory: 8343, top1_acc: 0.7268, top5_acc: 0.8908, loss_cls: 1.1056, loss: 1.1056, grad_norm: 5.5642 2020-07-26 04:07:38,402 - mmaction - INFO - Epoch [99][460/940] lr: 1.000e-04, eta: 0:22:53, time: 0.876, data_time: 0.006, memory: 8343, top1_acc: 0.7170, top5_acc: 0.8922, loss_cls: 1.1143, loss: 1.1143, grad_norm: 5.5821 2020-07-26 04:07:56,207 - mmaction - INFO - Epoch [99][480/940] lr: 1.000e-04, eta: 0:22:34, time: 0.893, data_time: 0.006, memory: 8343, top1_acc: 0.7217, top5_acc: 0.8908, loss_cls: 1.1273, loss: 1.1273, grad_norm: 5.6046 2020-07-26 04:08:15,433 - mmaction - INFO - Epoch [99][500/940] lr: 1.000e-04, eta: 0:22:14, time: 0.958, data_time: 0.007, memory: 8343, top1_acc: 0.7254, top5_acc: 0.8898, loss_cls: 1.1306, loss: 1.1306, grad_norm: 5.7120 2020-07-26 04:08:35,801 - mmaction - INFO - Epoch [99][520/940] lr: 1.000e-04, eta: 0:21:55, time: 1.022, data_time: 0.007, memory: 8343, top1_acc: 0.7133, top5_acc: 0.8943, loss_cls: 1.1399, loss: 1.1399, grad_norm: 5.7261 2020-07-26 04:08:52,404 - mmaction - INFO - Epoch [99][540/940] lr: 1.000e-04, eta: 0:21:35, time: 0.827, data_time: 0.007, memory: 8343, top1_acc: 0.7113, top5_acc: 0.8893, loss_cls: 1.1503, loss: 1.1503, grad_norm: 5.6525 2020-07-26 04:09:11,729 - mmaction - INFO - Epoch [99][560/940] lr: 1.000e-04, eta: 0:21:16, time: 0.970, data_time: 0.009, memory: 8343, top1_acc: 0.7211, top5_acc: 0.8842, loss_cls: 1.1674, loss: 1.1674, grad_norm: 5.6596 2020-07-26 04:09:29,020 - mmaction - INFO - Epoch [99][580/940] lr: 1.000e-04, eta: 0:20:57, time: 0.860, data_time: 0.005, memory: 8343, top1_acc: 0.7322, top5_acc: 0.8873, loss_cls: 1.1000, loss: 1.1000, grad_norm: 5.4884 2020-07-26 04:09:46,125 - mmaction - INFO - Epoch [99][600/940] lr: 1.000e-04, eta: 0:20:37, time: 0.859, data_time: 0.007, memory: 8343, top1_acc: 0.7172, top5_acc: 0.8893, loss_cls: 1.1413, loss: 1.1413, grad_norm: 5.6622 2020-07-26 04:10:05,204 - mmaction - INFO - Epoch [99][620/940] lr: 1.000e-04, eta: 0:20:18, time: 0.954, data_time: 0.007, memory: 8343, top1_acc: 0.7168, top5_acc: 0.8873, loss_cls: 1.1373, loss: 1.1373, grad_norm: 5.6448 2020-07-26 04:10:23,078 - mmaction - INFO - Epoch [99][640/940] lr: 1.000e-04, eta: 0:19:59, time: 0.894, data_time: 0.003, memory: 8343, top1_acc: 0.7271, top5_acc: 0.8928, loss_cls: 1.1190, loss: 1.1190, grad_norm: 5.5667 2020-07-26 04:10:40,628 - mmaction - INFO - Epoch [99][660/940] lr: 1.000e-04, eta: 0:19:39, time: 0.872, data_time: 0.007, memory: 8343, top1_acc: 0.7156, top5_acc: 0.8814, loss_cls: 1.1586, loss: 1.1586, grad_norm: 5.5833 2020-07-26 04:10:58,429 - mmaction - INFO - Epoch [99][680/940] lr: 1.000e-04, eta: 0:19:20, time: 0.896, data_time: 0.010, memory: 8343, top1_acc: 0.7197, top5_acc: 0.8889, loss_cls: 1.1221, loss: 1.1221, grad_norm: 5.6499 2020-07-26 04:11:16,093 - mmaction - INFO - Epoch [99][700/940] lr: 1.000e-04, eta: 0:19:01, time: 0.878, data_time: 0.006, memory: 8343, top1_acc: 0.7119, top5_acc: 0.8793, loss_cls: 1.1574, loss: 1.1574, grad_norm: 5.6628 2020-07-26 04:11:34,642 - mmaction - INFO - Epoch [99][720/940] lr: 1.000e-04, eta: 0:18:41, time: 0.932, data_time: 0.009, memory: 8343, top1_acc: 0.7189, top5_acc: 0.8908, loss_cls: 1.1411, loss: 1.1411, grad_norm: 5.5856 2020-07-26 04:11:51,756 - mmaction - INFO - Epoch [99][740/940] lr: 1.000e-04, eta: 0:18:22, time: 0.854, data_time: 0.008, memory: 8343, top1_acc: 0.6990, top5_acc: 0.8834, loss_cls: 1.1952, loss: 1.1952, grad_norm: 5.8158 2020-07-26 04:12:11,545 - mmaction - INFO - Epoch [99][760/940] lr: 1.000e-04, eta: 0:18:03, time: 0.990, data_time: 0.005, memory: 8343, top1_acc: 0.7168, top5_acc: 0.8852, loss_cls: 1.1677, loss: 1.1677, grad_norm: 5.7226 2020-07-26 04:12:29,560 - mmaction - INFO - Epoch [99][780/940] lr: 1.000e-04, eta: 0:17:43, time: 0.898, data_time: 0.009, memory: 8343, top1_acc: 0.7164, top5_acc: 0.8920, loss_cls: 1.1377, loss: 1.1377, grad_norm: 5.6128 2020-07-26 04:12:46,721 - mmaction - INFO - Epoch [99][800/940] lr: 1.000e-04, eta: 0:17:24, time: 0.860, data_time: 0.007, memory: 8343, top1_acc: 0.7164, top5_acc: 0.8861, loss_cls: 1.1459, loss: 1.1459, grad_norm: 5.6818 2020-07-26 04:13:04,062 - mmaction - INFO - Epoch [99][820/940] lr: 1.000e-04, eta: 0:17:04, time: 0.864, data_time: 0.010, memory: 8343, top1_acc: 0.7162, top5_acc: 0.8885, loss_cls: 1.1429, loss: 1.1429, grad_norm: 5.6046 2020-07-26 04:13:22,711 - mmaction - INFO - Epoch [99][840/940] lr: 1.000e-04, eta: 0:16:45, time: 0.939, data_time: 0.009, memory: 8343, top1_acc: 0.7279, top5_acc: 0.8912, loss_cls: 1.0963, loss: 1.0963, grad_norm: 5.5651 2020-07-26 04:13:41,097 - mmaction - INFO - Epoch [99][860/940] lr: 1.000e-04, eta: 0:16:26, time: 0.919, data_time: 0.005, memory: 8343, top1_acc: 0.7033, top5_acc: 0.8836, loss_cls: 1.1897, loss: 1.1897, grad_norm: 5.7970 2020-07-26 04:13:59,867 - mmaction - INFO - Epoch [99][880/940] lr: 1.000e-04, eta: 0:16:06, time: 0.939, data_time: 0.005, memory: 8343, top1_acc: 0.7111, top5_acc: 0.8766, loss_cls: 1.1856, loss: 1.1856, grad_norm: 5.7550 2020-07-26 04:14:17,067 - mmaction - INFO - Epoch [99][900/940] lr: 1.000e-04, eta: 0:15:47, time: 0.857, data_time: 0.005, memory: 8343, top1_acc: 0.7025, top5_acc: 0.8814, loss_cls: 1.1783, loss: 1.1783, grad_norm: 5.7598 2020-07-26 04:14:34,773 - mmaction - INFO - Epoch [99][920/940] lr: 1.000e-04, eta: 0:15:28, time: 0.887, data_time: 0.008, memory: 8343, top1_acc: 0.7135, top5_acc: 0.8816, loss_cls: 1.1599, loss: 1.1599, grad_norm: 5.6334 2020-07-26 04:14:51,449 - mmaction - INFO - Epoch [99][940/940] lr: 1.000e-04, eta: 0:15:08, time: 0.835, data_time: 0.009, memory: 8343, top1_acc: 0.7130, top5_acc: 0.8856, loss_cls: 1.1498, loss: 1.1498, grad_norm: 5.7090 2020-07-26 04:14:51,803 - mmaction - INFO - Saving checkpoint at 99 epochs 2020-07-26 04:15:18,473 - mmaction - INFO - Epoch [100][20/940] lr: 1.000e-04, eta: 0:14:49, time: 1.311, data_time: 0.557, memory: 8343, top1_acc: 0.7150, top5_acc: 0.8875, loss_cls: 1.1343, loss: 1.1343, grad_norm: 5.5963 2020-07-26 04:15:35,861 - mmaction - INFO - Epoch [100][40/940] lr: 1.000e-04, eta: 0:14:30, time: 0.868, data_time: 0.007, memory: 8343, top1_acc: 0.7254, top5_acc: 0.8971, loss_cls: 1.0845, loss: 1.0845, grad_norm: 5.5539 2020-07-26 04:15:54,317 - mmaction - INFO - Epoch [100][60/940] lr: 1.000e-04, eta: 0:14:10, time: 0.925, data_time: 0.005, memory: 8343, top1_acc: 0.7143, top5_acc: 0.8863, loss_cls: 1.1471, loss: 1.1471, grad_norm: 5.5753 2020-07-26 04:16:12,585 - mmaction - INFO - Epoch [100][80/940] lr: 1.000e-04, eta: 0:13:51, time: 0.909, data_time: 0.005, memory: 8343, top1_acc: 0.7160, top5_acc: 0.8863, loss_cls: 1.1518, loss: 1.1518, grad_norm: 5.6574 2020-07-26 04:16:30,635 - mmaction - INFO - Epoch [100][100/940] lr: 1.000e-04, eta: 0:13:32, time: 0.907, data_time: 0.008, memory: 8343, top1_acc: 0.7189, top5_acc: 0.8906, loss_cls: 1.1213, loss: 1.1213, grad_norm: 5.5554 2020-07-26 04:16:49,880 - mmaction - INFO - Epoch [100][120/940] lr: 1.000e-04, eta: 0:13:12, time: 0.962, data_time: 0.005, memory: 8343, top1_acc: 0.7215, top5_acc: 0.8963, loss_cls: 1.0947, loss: 1.0947, grad_norm: 5.5886 2020-07-26 04:17:08,714 - mmaction - INFO - Epoch [100][140/940] lr: 1.000e-04, eta: 0:12:53, time: 0.937, data_time: 0.006, memory: 8343, top1_acc: 0.7121, top5_acc: 0.8912, loss_cls: 1.1343, loss: 1.1343, grad_norm: 5.6624 2020-07-26 04:17:26,685 - mmaction - INFO - Epoch [100][160/940] lr: 1.000e-04, eta: 0:12:34, time: 0.903, data_time: 0.007, memory: 8343, top1_acc: 0.7047, top5_acc: 0.8805, loss_cls: 1.1834, loss: 1.1834, grad_norm: 5.8377 2020-07-26 04:17:45,314 - mmaction - INFO - Epoch [100][180/940] lr: 1.000e-04, eta: 0:12:14, time: 0.923, data_time: 0.005, memory: 8343, top1_acc: 0.7205, top5_acc: 0.8955, loss_cls: 1.1095, loss: 1.1095, grad_norm: 5.6578 2020-07-26 04:18:02,648 - mmaction - INFO - Epoch [100][200/940] lr: 1.000e-04, eta: 0:11:55, time: 0.876, data_time: 0.012, memory: 8343, top1_acc: 0.7063, top5_acc: 0.8840, loss_cls: 1.1746, loss: 1.1746, grad_norm: 5.7096 2020-07-26 04:18:21,458 - mmaction - INFO - Epoch [100][220/940] lr: 1.000e-04, eta: 0:11:36, time: 0.938, data_time: 0.006, memory: 8343, top1_acc: 0.7086, top5_acc: 0.8818, loss_cls: 1.1815, loss: 1.1815, grad_norm: 5.6907 2020-07-26 04:18:39,265 - mmaction - INFO - Epoch [100][240/940] lr: 1.000e-04, eta: 0:11:16, time: 0.890, data_time: 0.004, memory: 8343, top1_acc: 0.7168, top5_acc: 0.8801, loss_cls: 1.1517, loss: 1.1517, grad_norm: 5.5682 2020-07-26 04:18:57,945 - mmaction - INFO - Epoch [100][260/940] lr: 1.000e-04, eta: 0:10:57, time: 0.934, data_time: 0.007, memory: 8343, top1_acc: 0.7201, top5_acc: 0.8877, loss_cls: 1.1381, loss: 1.1381, grad_norm: 5.6000 2020-07-26 04:19:17,912 - mmaction - INFO - Epoch [100][280/940] lr: 1.000e-04, eta: 0:10:38, time: 0.999, data_time: 0.005, memory: 8343, top1_acc: 0.7252, top5_acc: 0.8939, loss_cls: 1.1024, loss: 1.1024, grad_norm: 5.5312 2020-07-26 04:19:35,440 - mmaction - INFO - Epoch [100][300/940] lr: 1.000e-04, eta: 0:10:18, time: 0.872, data_time: 0.007, memory: 8343, top1_acc: 0.7201, top5_acc: 0.8883, loss_cls: 1.1404, loss: 1.1404, grad_norm: 5.6250 2020-07-26 04:19:54,442 - mmaction - INFO - Epoch [100][320/940] lr: 1.000e-04, eta: 0:09:59, time: 0.956, data_time: 0.010, memory: 8343, top1_acc: 0.7219, top5_acc: 0.8863, loss_cls: 1.1276, loss: 1.1276, grad_norm: 5.7254 2020-07-26 04:20:12,925 - mmaction - INFO - Epoch [100][340/940] lr: 1.000e-04, eta: 0:09:40, time: 0.923, data_time: 0.007, memory: 8343, top1_acc: 0.7244, top5_acc: 0.8861, loss_cls: 1.1446, loss: 1.1446, grad_norm: 5.6936 2020-07-26 04:20:31,016 - mmaction - INFO - Epoch [100][360/940] lr: 1.000e-04, eta: 0:09:20, time: 0.904, data_time: 0.005, memory: 8343, top1_acc: 0.7092, top5_acc: 0.8830, loss_cls: 1.1544, loss: 1.1544, grad_norm: 5.6425 2020-07-26 04:20:49,793 - mmaction - INFO - Epoch [100][380/940] lr: 1.000e-04, eta: 0:09:01, time: 0.938, data_time: 0.006, memory: 8343, top1_acc: 0.7117, top5_acc: 0.8912, loss_cls: 1.1332, loss: 1.1332, grad_norm: 5.6186 2020-07-26 04:21:08,708 - mmaction - INFO - Epoch [100][400/940] lr: 1.000e-04, eta: 0:08:42, time: 0.948, data_time: 0.004, memory: 8343, top1_acc: 0.7066, top5_acc: 0.8881, loss_cls: 1.1559, loss: 1.1559, grad_norm: 5.7771 2020-07-26 04:21:27,056 - mmaction - INFO - Epoch [100][420/940] lr: 1.000e-04, eta: 0:08:22, time: 0.912, data_time: 0.005, memory: 8343, top1_acc: 0.7127, top5_acc: 0.8828, loss_cls: 1.1754, loss: 1.1754, grad_norm: 5.7282 2020-07-26 04:21:48,329 - mmaction - INFO - Epoch [100][440/940] lr: 1.000e-04, eta: 0:08:03, time: 1.069, data_time: 0.008, memory: 8343, top1_acc: 0.7029, top5_acc: 0.8803, loss_cls: 1.2019, loss: 1.2019, grad_norm: 5.7730 2020-07-26 04:22:06,392 - mmaction - INFO - Epoch [100][460/940] lr: 1.000e-04, eta: 0:07:44, time: 0.902, data_time: 0.005, memory: 8343, top1_acc: 0.7168, top5_acc: 0.8895, loss_cls: 1.1276, loss: 1.1276, grad_norm: 5.6439 2020-07-26 04:22:24,745 - mmaction - INFO - Epoch [100][480/940] lr: 1.000e-04, eta: 0:07:24, time: 0.918, data_time: 0.003, memory: 8343, top1_acc: 0.7098, top5_acc: 0.8889, loss_cls: 1.1749, loss: 1.1749, grad_norm: 5.7094 2020-07-26 04:22:43,214 - mmaction - INFO - Epoch [100][500/940] lr: 1.000e-04, eta: 0:07:05, time: 0.922, data_time: 0.009, memory: 8343, top1_acc: 0.7100, top5_acc: 0.8885, loss_cls: 1.1793, loss: 1.1793, grad_norm: 5.6540 2020-07-26 04:23:03,032 - mmaction - INFO - Epoch [100][520/940] lr: 1.000e-04, eta: 0:06:46, time: 0.993, data_time: 0.005, memory: 8343, top1_acc: 0.7189, top5_acc: 0.8867, loss_cls: 1.1231, loss: 1.1231, grad_norm: 5.5599 2020-07-26 04:23:20,488 - mmaction - INFO - Epoch [100][540/940] lr: 1.000e-04, eta: 0:06:26, time: 0.871, data_time: 0.006, memory: 8343, top1_acc: 0.7215, top5_acc: 0.8963, loss_cls: 1.1188, loss: 1.1188, grad_norm: 5.6186 2020-07-26 04:23:39,940 - mmaction - INFO - Epoch [100][560/940] lr: 1.000e-04, eta: 0:06:07, time: 0.972, data_time: 0.004, memory: 8343, top1_acc: 0.7092, top5_acc: 0.8828, loss_cls: 1.1647, loss: 1.1647, grad_norm: 5.7236 2020-07-26 04:23:58,183 - mmaction - INFO - Epoch [100][580/940] lr: 1.000e-04, eta: 0:05:48, time: 0.911, data_time: 0.008, memory: 8343, top1_acc: 0.7188, top5_acc: 0.8869, loss_cls: 1.1453, loss: 1.1453, grad_norm: 5.6256 2020-07-26 04:24:19,093 - mmaction - INFO - Epoch [100][600/940] lr: 1.000e-04, eta: 0:05:28, time: 1.048, data_time: 0.007, memory: 8343, top1_acc: 0.7053, top5_acc: 0.8838, loss_cls: 1.1732, loss: 1.1732, grad_norm: 5.7001 2020-07-26 04:24:36,237 - mmaction - INFO - Epoch [100][620/940] lr: 1.000e-04, eta: 0:05:09, time: 0.854, data_time: 0.006, memory: 8343, top1_acc: 0.7137, top5_acc: 0.8873, loss_cls: 1.1481, loss: 1.1481, grad_norm: 5.6781 2020-07-26 04:24:57,307 - mmaction - INFO - Epoch [100][640/940] lr: 1.000e-04, eta: 0:04:50, time: 1.056, data_time: 0.008, memory: 8343, top1_acc: 0.7156, top5_acc: 0.8867, loss_cls: 1.1548, loss: 1.1548, grad_norm: 5.6081 2020-07-26 04:25:15,527 - mmaction - INFO - Epoch [100][660/940] lr: 1.000e-04, eta: 0:04:30, time: 0.909, data_time: 0.007, memory: 8343, top1_acc: 0.7289, top5_acc: 0.8965, loss_cls: 1.0849, loss: 1.0849, grad_norm: 5.5064 2020-07-26 04:25:34,246 - mmaction - INFO - Epoch [100][680/940] lr: 1.000e-04, eta: 0:04:11, time: 0.935, data_time: 0.007, memory: 8343, top1_acc: 0.7217, top5_acc: 0.8898, loss_cls: 1.1213, loss: 1.1213, grad_norm: 5.6323 2020-07-26 04:25:52,394 - mmaction - INFO - Epoch [100][700/940] lr: 1.000e-04, eta: 0:03:51, time: 0.909, data_time: 0.009, memory: 8343, top1_acc: 0.7166, top5_acc: 0.8867, loss_cls: 1.1135, loss: 1.1135, grad_norm: 5.5286 2020-07-26 04:26:12,342 - mmaction - INFO - Epoch [100][720/940] lr: 1.000e-04, eta: 0:03:32, time: 0.999, data_time: 0.004, memory: 8343, top1_acc: 0.7043, top5_acc: 0.8814, loss_cls: 1.1857, loss: 1.1857, grad_norm: 5.7195 2020-07-26 04:26:30,468 - mmaction - INFO - Epoch [100][740/940] lr: 1.000e-04, eta: 0:03:13, time: 0.904, data_time: 0.004, memory: 8343, top1_acc: 0.7129, top5_acc: 0.8883, loss_cls: 1.1334, loss: 1.1334, grad_norm: 5.5858 2020-07-26 04:26:49,148 - mmaction - INFO - Epoch [100][760/940] lr: 1.000e-04, eta: 0:02:53, time: 0.936, data_time: 0.005, memory: 8343, top1_acc: 0.7236, top5_acc: 0.8900, loss_cls: 1.1230, loss: 1.1230, grad_norm: 5.6133 2020-07-26 04:27:07,529 - mmaction - INFO - Epoch [100][780/940] lr: 1.000e-04, eta: 0:02:34, time: 0.914, data_time: 0.005, memory: 8343, top1_acc: 0.7129, top5_acc: 0.8883, loss_cls: 1.1452, loss: 1.1452, grad_norm: 5.6584 2020-07-26 04:27:28,327 - mmaction - INFO - Epoch [100][800/940] lr: 1.000e-04, eta: 0:02:15, time: 1.044, data_time: 0.007, memory: 8343, top1_acc: 0.7242, top5_acc: 0.8879, loss_cls: 1.1257, loss: 1.1257, grad_norm: 5.5432 2020-07-26 04:27:47,967 - mmaction - INFO - Epoch [100][820/940] lr: 1.000e-04, eta: 0:01:55, time: 0.979, data_time: 0.007, memory: 8343, top1_acc: 0.7191, top5_acc: 0.8887, loss_cls: 1.1438, loss: 1.1438, grad_norm: 5.6716 2020-07-26 04:28:06,031 - mmaction - INFO - Epoch [100][840/940] lr: 1.000e-04, eta: 0:01:36, time: 0.906, data_time: 0.008, memory: 8343, top1_acc: 0.7186, top5_acc: 0.8920, loss_cls: 1.1307, loss: 1.1307, grad_norm: 5.5688 2020-07-26 04:28:25,390 - mmaction - INFO - Epoch [100][860/940] lr: 1.000e-04, eta: 0:01:17, time: 0.968, data_time: 0.002, memory: 8343, top1_acc: 0.7160, top5_acc: 0.8943, loss_cls: 1.1103, loss: 1.1103, grad_norm: 5.5843 2020-07-26 04:28:43,831 - mmaction - INFO - Epoch [100][880/940] lr: 1.000e-04, eta: 0:00:57, time: 0.918, data_time: 0.006, memory: 8343, top1_acc: 0.7141, top5_acc: 0.8900, loss_cls: 1.1398, loss: 1.1398, grad_norm: 5.6740 2020-07-26 04:29:03,757 - mmaction - INFO - Epoch [100][900/940] lr: 1.000e-04, eta: 0:00:38, time: 0.993, data_time: 0.011, memory: 8343, top1_acc: 0.7150, top5_acc: 0.8971, loss_cls: 1.1163, loss: 1.1163, grad_norm: 5.6606 2020-07-26 04:29:23,989 - mmaction - INFO - Epoch [100][920/940] lr: 1.000e-04, eta: 0:00:19, time: 1.019, data_time: 0.010, memory: 8343, top1_acc: 0.7158, top5_acc: 0.8959, loss_cls: 1.1149, loss: 1.1149, grad_norm: 5.6273 2020-07-26 04:29:42,039 - mmaction - INFO - Epoch [100][940/940] lr: 1.000e-04, eta: 0:00:00, time: 0.901, data_time: 0.004, memory: 8343, top1_acc: 0.7122, top5_acc: 0.8909, loss_cls: 1.1434, loss: 1.1434, grad_norm: 5.7594 2020-07-26 04:29:42,442 - mmaction - INFO - Saving checkpoint at 100 epochs